From 37ae1f94be8ef47daf3b58858ac79ecf59fc03d6 Mon Sep 17 00:00:00 2001
From: Ouael SAHBI <ouael2019esi@gmail.com>
Date: Sat, 17 Jan 2026 17:49:19 -0500
Subject: [PATCH] fix. read the docs

---
 docs/build/html/.buildinfo                    |   2 +-
 docs/build/html/Documentation.html            |  50 +-
 docs/build/html/Installation.html             |  95 ++-
 docs/build/html/MEDfl.LearningManager.html    | 374 ++++++----
 docs/build/html/MEDfl.NetManager.html         | 248 ++++---
 docs/build/html/{Medfl.html => MEDfl.html}    | 131 +++-
 docs/build/html/MEDfl.rw.html                 | 652 ++++++++++++++++++
 docs/build/html/_images/medfl_integration.png | Bin 0 -> 1001587 bytes
 docs/build/html/_images/medfl_logo.png        | Bin 0 -> 78055 bytes
 docs/build/html/_images/medfl_use.png         | Bin 0 -> 1136827 bytes
 docs/build/html/_images/medfl_workflow.png    | Bin 0 -> 14114 bytes
 docs/build/html/_images/rw_files.png          | Bin 0 -> 102850 bytes
 .../MEDfl/LearningManager/client.html         |  68 +-
 .../MEDfl/LearningManager/dynamicModal.html   |  80 ++-
 .../LearningManager/federated_dataset.html    |  58 +-
 .../MEDfl/LearningManager/flpipeline.html     |  86 +--
 .../_modules/MEDfl/LearningManager/model.html |  78 ++-
 .../_modules/MEDfl/LearningManager/plot.html  |  64 +-
 .../MEDfl/LearningManager/server.html         |  72 +-
 .../MEDfl/LearningManager/strategy.html       |  64 +-
 .../_modules/MEDfl/LearningManager/utils.html |  96 +--
 .../_modules/MEDfl/NetManager/dataset.html    |  68 +-
 .../_modules/MEDfl/NetManager/flsetup.html    |  82 ++-
 .../_modules/MEDfl/NetManager/net_helper.html |  78 ++-
 .../_modules/MEDfl/NetManager/network.html    |  84 +--
 .../html/_modules/MEDfl/NetManager/node.html  |  82 ++-
 docs/build/html/_modules/MEDfl/rw/client.html | 581 ++++++++++++++++
 docs/build/html/_modules/MEDfl/rw/model.html  | 278 ++++++++
 docs/build/html/_modules/MEDfl/rw/server.html | 265 +++++++
 .../html/_modules/MEDfl/rw/strategy.html      | 433 ++++++++++++
 docs/build/html/_modules/index.html           |  48 +-
 docs/build/html/_sources/Installation.rst.txt |  37 +-
 .../_sources/{Medfl.rst.txt => MEDfl.rst.txt} |   1 +
 docs/build/html/_sources/MEDfl.rw.rst.txt     |  30 +
 docs/build/html/_sources/index.rst.txt        | 118 +++-
 docs/build/html/_sources/modules.rst.txt      |   4 +
 .../_sources/rw_tutorial_complete.rst.txt     | 319 +++++++++
 ...s.rst.txt => simulation_tutorials.rst.txt} |   0
 .../simulation_tutorials_complete.rst.txt     | 434 ++++++++++++
 docs/build/html/_static/MEDomics.png          | Bin 128504 -> 0 bytes
 docs/build/html/_static/basic.css             |  47 +-
 docs/build/html/_static/medfl_logo.png        | Bin 0 -> 78055 bytes
 docs/build/html/_static/pygments.css          |  37 +-
 docs/build/html/configuration_file.html       |  61 +-
 docs/build/html/genindex.html                 | 214 +++++-
 docs/build/html/index.html                    | 148 +++-
 docs/build/html/modules.html                  | 382 +++++++++-
 docs/build/html/objects.inv                   | Bin 2365 -> 3569 bytes
 docs/build/html/py-modindex.html              |  71 +-
 docs/build/html/rw_tutorial_complete.html     | 448 ++++++++++++
 docs/build/html/search.html                   |  44 +-
 docs/build/html/searchindex.js                |   2 +-
 ...torials.html => simulation_tutorials.html} |  58 +-
 .../html/simulation_tutorials_complete.html   | 530 ++++++++++++++
 54 files changed, 6099 insertions(+), 1103 deletions(-)
 rename docs/build/html/{Medfl.html => MEDfl.html} (78%)
 create mode 100644 docs/build/html/MEDfl.rw.html
 create mode 100644 docs/build/html/_images/medfl_integration.png
 create mode 100644 docs/build/html/_images/medfl_logo.png
 create mode 100644 docs/build/html/_images/medfl_use.png
 create mode 100644 docs/build/html/_images/medfl_workflow.png
 create mode 100644 docs/build/html/_images/rw_files.png
 create mode 100644 docs/build/html/_modules/MEDfl/rw/client.html
 create mode 100644 docs/build/html/_modules/MEDfl/rw/model.html
 create mode 100644 docs/build/html/_modules/MEDfl/rw/server.html
 create mode 100644 docs/build/html/_modules/MEDfl/rw/strategy.html
 rename docs/build/html/_sources/{Medfl.rst.txt => MEDfl.rst.txt} (95%)
 create mode 100644 docs/build/html/_sources/MEDfl.rw.rst.txt
 create mode 100644 docs/build/html/_sources/rw_tutorial_complete.rst.txt
 rename docs/build/html/_sources/{tutorials.rst.txt => simulation_tutorials.rst.txt} (100%)
 create mode 100644 docs/build/html/_sources/simulation_tutorials_complete.rst.txt
 delete mode 100644 docs/build/html/_static/MEDomics.png
 create mode 100644 docs/build/html/_static/medfl_logo.png
 create mode 100644 docs/build/html/rw_tutorial_complete.html
 rename docs/build/html/{tutorials.html => simulation_tutorials.html} (91%)
 create mode 100644 docs/build/html/simulation_tutorials_complete.html

diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index 0714f22..5076057 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 0c6cb496db24d1d9f60d1aa1f06bb5d2
+config: 42e6c4ce09f75e9867b1c2894d0ba5b5
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/Documentation.html b/docs/build/html/Documentation.html
index 2bf62cd..755c70b 100644
--- a/docs/build/html/Documentation.html
+++ b/docs/build/html/Documentation.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Documentation &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -26,7 +28,7 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Configuration File" href="configuration_file.html" />
+    <link rel="next" title="Introduction" href="simulation_tutorials.html" />
     <link rel="prev" title="Installation" href="Installation.html" /> 
 </head>
 
@@ -40,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -50,23 +52,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -115,7 +121,7 @@ <h1>Documentation<a class="headerlink" href="#documentation" title="Permalink to
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="Installation.html" class="btn btn-neutral float-left" title="Installation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="configuration_file.html" class="btn btn-neutral float-right" title="Configuration File" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="simulation_tutorials.html" class="btn btn-neutral float-right" title="Introduction" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/build/html/Installation.html b/docs/build/html/Installation.html
index f98d58d..44ed463 100644
--- a/docs/build/html/Installation.html
+++ b/docs/build/html/Installation.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Installation &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -27,7 +29,7 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Documentation" href="Documentation.html" />
-    <link rel="prev" title="Welcome to the MEDfl documentation!" href="index.html" /> 
+    <link rel="prev" title="Welcome to the MEDfl Documentation" href="index.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -40,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -50,28 +52,33 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Installation</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#python-installation">Python installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#package-installation">Package Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#mysql-db-configuration">MySQL DB Configuration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#python-requirements">Python Requirements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#package-installation-for-users">Package Installation (For Users)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#package-installation-for-contributors">Package Installation (For Contributors)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#database-configuration">Database Configuration</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -102,26 +109,38 @@
              
   <section id="installation">
 <h1>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h1>
-<section id="python-installation">
-<h2>Python installation<a class="headerlink" href="#python-installation" title="Permalink to this heading"></a></h2>
-<p>The MEDfl package requires <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">3.9</span></code> or more to be run. If you don’t have it installed  on your machine, check out the following link  <a class="reference external" href="https://www.python.org/downloads/">Python</a>
-It also requires MySQL database</p>
+<section id="python-requirements">
+<h2>Python Requirements<a class="headerlink" href="#python-requirements" title="Permalink to this heading"></a></h2>
+<p>The MEDfl package requires <strong>Python 3.9+</strong>.
+If you do not have Python installed on your machine, you can download it from:
+<a class="reference external" href="https://www.python.org/downloads/">Python</a></p>
+<p>MEDfl uses <strong>SQLite</strong> as its default database engine.
+SQLite requires <strong>no setup and no configuration</strong> — it works automatically using a local <cite>.db</cite> file generated by MEDfl.</p>
 </section>
-<section id="package-installation">
-<h2>Package Installation<a class="headerlink" href="#package-installation" title="Permalink to this heading"></a></h2>
-<p>For now, you can install the <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> package as follows:</p>
+<section id="package-installation-for-users">
+<h2>Package Installation (For Users)<a class="headerlink" href="#package-installation-for-users" title="Permalink to this heading"></a></h2>
+<p>If you simply want to <strong>use MEDfl</strong>, you can install the package directly from PyPI:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>MEDfl
+</pre></div>
+</div>
+<p>This installs the latest stable release and allows you to start using MEDfl immediately.</p>
+</section>
+<section id="package-installation-for-contributors">
+<h2>Package Installation (For Contributors)<a class="headerlink" href="#package-installation-for-contributors" title="Permalink to this heading"></a></h2>
+<p>If you want to <strong>collaborate</strong>, contribute, or modify the MEDfl source code, install it from GitHub in editable mode:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/MEDomics-UdeS/MEDfl.git
 <span class="nb">cd</span><span class="w"> </span>MEDfl
 pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>.
 </pre></div>
 </div>
+<p>This setup allows you to modify the package locally while testing new features.</p>
 </section>
-<section id="mysql-db-configuration">
-<h2>MySQL DB Configuration<a class="headerlink" href="#mysql-db-configuration" title="Permalink to this heading"></a></h2>
-<p>MEDfl requires a MySQL DB connection, and this is in order to allow users to work with their own tabular datasets. We have created a bash script to install and configure a MySQL DB with phpMyAdmin monitoring system. Run the following command, then change your credentials in the MEDfl/scripts/base.py file:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>bash<span class="w"> </span>MEDfl/scripts/setup_mysql.sh
-</pre></div>
-</div>
+<section id="database-configuration">
+<h2>Database Configuration<a class="headerlink" href="#database-configuration" title="Permalink to this heading"></a></h2>
+<p>No database configuration is required.</p>
+<p>MEDfl uses <strong>SQLite</strong>, a lightweight and reliable file-based database system.
+A local <cite>.db</cite> file is created automatically when you initialize the MEDfl environment or use any functionality requiring storage.
+No external server, setup script, or credentials are needed.</p>
 </section>
 </section>
 
@@ -129,7 +148,7 @@ <h2>MySQL DB Configuration<a class="headerlink" href="#mysql-db-configuration" t
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="index.html" class="btn btn-neutral float-left" title="Welcome to the MEDfl documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="index.html" class="btn btn-neutral float-left" title="Welcome to the MEDfl Documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="Documentation.html" class="btn btn-neutral float-right" title="Documentation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/docs/build/html/MEDfl.LearningManager.html b/docs/build/html/MEDfl.LearningManager.html
index 30b2cd3..af01eaf 100644
--- a/docs/build/html/MEDfl.LearningManager.html
+++ b/docs/build/html/MEDfl.LearningManager.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager package &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -25,7 +27,9 @@
         <script src="_static/dark_mode_js/theme_switcher.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
-    <link rel="search" title="Search" href="search.html" /> 
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="MEDfl.NetManager package" href="MEDfl.NetManager.html" />
+    <link rel="prev" title="MEDfl package" href="MEDfl.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -38,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -48,25 +52,88 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">MEDfl</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html">MEDfl package</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">MEDfl.LearningManager package</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#submodules">Submodules</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.client">MEDfl.LearningManager.client module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.client.FlowerClient"><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.dynamicModal">MEDfl.LearningManager.dynamicModal module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.dynamicModal.DynamicModel"><code class="docutils literal notranslate"><span class="pre">DynamicModel</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.federated_dataset">MEDfl.LearningManager.federated_dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset"><code class="docutils literal notranslate"><span class="pre">FederatedDataset</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.flpipeline">MEDfl.LearningManager.flpipeline module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.flpipeline.FLpipeline"><code class="docutils literal notranslate"><span class="pre">FLpipeline</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.flpipeline.create_query"><code class="docutils literal notranslate"><span class="pre">create_query()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.model">MEDfl.LearningManager.model module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.model.Model"><code class="docutils literal notranslate"><span class="pre">Model</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.plot">MEDfl.LearningManager.plot module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.plot.results_dict"><code class="docutils literal notranslate"><span class="pre">results_dict</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.server">MEDfl.LearningManager.server module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.server.FlowerServer"><code class="docutils literal notranslate"><span class="pre">FlowerServer</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.strategy">MEDfl.LearningManager.strategy module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.strategy.Strategy"><code class="docutils literal notranslate"><span class="pre">Strategy</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager.utils">MEDfl.LearningManager.utils module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.create_MEDfl_db"><code class="docutils literal notranslate"><span class="pre">create_MEDfl_db()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.custom_classification_report"><code class="docutils literal notranslate"><span class="pre">custom_classification_report()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.empty_db"><code class="docutils literal notranslate"><span class="pre">empty_db()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.get_node_confusion_matrix"><code class="docutils literal notranslate"><span class="pre">get_node_confusion_matrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix"><code class="docutils literal notranslate"><span class="pre">get_pipeline_confusion_matrix()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.get_pipeline_from_name"><code class="docutils literal notranslate"><span class="pre">get_pipeline_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.get_pipeline_result"><code class="docutils literal notranslate"><span class="pre">get_pipeline_result()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.load_db_config"><code class="docutils literal notranslate"><span class="pre">load_db_config()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.load_db_config_dep"><code class="docutils literal notranslate"><span class="pre">load_db_config_dep()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.set_db_config"><code class="docutils literal notranslate"><span class="pre">set_db_config()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.set_db_config_dep"><code class="docutils literal notranslate"><span class="pre">set_db_config_dep()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.LearningManager.utils.test"><code class="docutils literal notranslate"><span class="pre">test()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.LearningManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
+</ul>
+</li>
 </ul>
 
         </div>
@@ -83,6 +150,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="modules.html">MEDfl</a></li>
+          <li class="breadcrumb-item"><a href="MEDfl.html">MEDfl package</a></li>
       <li class="breadcrumb-item active">MEDfl.LearningManager package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/MEDfl.LearningManager.rst.txt" rel="nofollow"> View page source</a>
@@ -110,7 +179,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">cid</span></span><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.cid" title="Permalink to this definition"></a></dt>
 <dd><p>Client ID.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -121,7 +190,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">local_model</span></span><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.local_model" title="Permalink to this definition"></a></dt>
 <dd><p>Local model of the federated learning network.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model">Model</a></p>
 </dd>
 </dl>
@@ -132,7 +201,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">trainloader</span></span><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.trainloader" title="Permalink to this definition"></a></dt>
 <dd><p>DataLoader for training data.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DataLoader</p>
 </dd>
 </dl>
@@ -143,7 +212,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">valloader</span></span><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.valloader" title="Permalink to this definition"></a></dt>
 <dd><p>DataLoader for validation data.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DataLoader</p>
 </dd>
 </dl>
@@ -154,7 +223,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">diff_priv</span></span><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.diff_priv" title="Permalink to this definition"></a></dt>
 <dd><p>Flag indicating whether to use differential privacy.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>bool</p>
 </dd>
 </dl>
@@ -165,7 +234,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">local_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainloader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataLoader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valloader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataLoader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">diff_priv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/client.html#FlowerClient.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initializes the FlowerClient instance.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>cid</strong> (<em>str</em>) – Client ID.</p></li>
 <li><p><strong>local_model</strong> (<a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model"><em>Model</em></a>) – Local model of the federated learning network.</p></li>
@@ -182,16 +251,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/client.html#FlowerClient.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.evaluate" title="Permalink to this definition"></a></dt>
 <dd><p>Evaluates the local model on the validation data and returns the loss and accuracy.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>parameters</strong> – Parameters received from the server.</p></li>
 <li><p><strong>config</strong> – Configuration information.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Loss, number of validation examples, and accuracy information.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Tuple</p>
 </dd>
 </dl>
@@ -202,16 +271,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/client.html#FlowerClient.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.fit" title="Permalink to this definition"></a></dt>
 <dd><p>Fits the local model to the received parameters using federated learning.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>parameters</strong> – Parameters received from the server.</p></li>
 <li><p><strong>config</strong> – Configuration information.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Parameters of the local model, number of training examples, and privacy information.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Tuple</p>
 </dd>
 </dl>
@@ -222,13 +291,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">get_parameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/client.html#FlowerClient.get_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.client.FlowerClient.get_parameters" title="Permalink to this definition"></a></dt>
 <dd><p>Returns the current parameters of the local model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> – Configuration information.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Parameters of the local model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Numpy array</p>
 </dd>
 </dl>
@@ -255,7 +324,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_binary_classifier</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_binary_classifier"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_binary_classifier" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a binary classifier neural network model with customizable architecture.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_dim</strong> (<em>int</em>) – Dimension of the input data.</p></li>
 <li><p><strong>hidden_dims</strong> (<em>List</em><em>[</em><em>int</em><em>]</em>) – List of dimensions for hidden layers.</p></li>
@@ -266,10 +335,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>use_gpu</strong> (<em>bool</em><em>, </em><em>optional</em>) – Whether to use GPU acceleration. Default is False.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -280,17 +349,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_convolutional_neural_network</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_channels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_channels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_convolutional_neural_network"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_convolutional_neural_network" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a convolutional neural network (CNN) model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_channels</strong> (<em>int</em>) – Number of input channels.</p></li>
 <li><p><strong>output_channels</strong> (<em>int</em>) – Number of output channels.</p></li>
 <li><p><strong>kernel_size</strong> (<em>int</em>) – Size of the convolutional kernel.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -301,16 +370,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_linear_regressor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_linear_regressor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a linear regressor neural network model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_dim</strong> (<em>int</em>) – Dimension of the input data.</p></li>
 <li><p><strong>output_dim</strong> (<em>int</em>) – Dimension of the output.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -321,13 +390,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_logistic_regressor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_logistic_regressor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a logistic regressor neural network model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dim</strong> (<em>int</em>) – Dimension of the input data.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -338,16 +407,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_lstm_network</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_lstm_network"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a Long Short-Term Memory (LSTM) network model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_size</strong> (<em>int</em>) – Size of the input layer.</p></li>
 <li><p><strong>hidden_size</strong> (<em>int</em>) – Size of the hidden layer.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -358,16 +427,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params_dict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Module</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_model" title="Permalink to this definition"></a></dt>
 <dd><p>Create a specific type of model dynamically based on the given parameters.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model_type</strong> (<em>str</em>) – Type of the model to create (‘Binary Classifier’, ‘Multiclass Classifier’, ‘Linear Regressor’, ‘Logistic Regressor’, ‘SVM’, ‘Neural Network Classifier’, ‘Convolutional Neural Network’, ‘Recurrent Neural Network’, ‘LSTM Network’, ‘Autoencoder’).</p></li>
 <li><p><strong>params_dict</strong> (<em>dict</em>) – Dictionary containing parameters for model creation.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -378,7 +447,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_multiclass_classifier</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_multiclass_classifier"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_multiclass_classifier" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a multiclass classifier neural network model with customizable architecture.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_dim</strong> (<em>int</em>) – Dimension of the input data.</p></li>
 <li><p><strong>hidden_dims</strong> (<em>List</em><em>[</em><em>int</em><em>]</em>) – List of dimensions for hidden layers.</p></li>
@@ -389,10 +458,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>use_gpu</strong> (<em>bool</em><em>, </em><em>optional</em>) – Whether to use GPU acceleration. Default is False.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -403,16 +472,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">create_recurrent_neural_network</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/dynamicModal.html#DynamicModel.create_recurrent_neural_network"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a recurrent neural network (RNN) model.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>input_size</strong> (<em>int</em>) – Size of the input.</p></li>
 <li><p><strong>hidden_size</strong> (<em>int</em>) – Size of the hidden layer.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Created PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -432,7 +501,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainloaders</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valloaders</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testloaders</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/federated_dataset.html#FederatedDataset.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Represents a Federated Dataset.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> – Name of the Federated Dataset.</p></li>
 <li><p><strong>train_nodes</strong> – List of train nodes.</p></li>
@@ -450,7 +519,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">FLsetupId</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/federated_dataset.html#FederatedDataset.create"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset.create" title="Permalink to this definition"></a></dt>
 <dd><p>Create a new Federated Dataset in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>FLsetupId</strong> – The FLsetup ID associated with the Federated Dataset.</p>
 </dd>
 </dl>
@@ -461,7 +530,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">FLpipeId</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">FedId</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/federated_dataset.html#FederatedDataset.update"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset.update" title="Permalink to this definition"></a></dt>
 <dd><p>Update the FLpipe ID associated with the Federated Dataset in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>FLpipeId</strong> – The new FLpipe ID to be updated.</p></li>
 <li><p><strong>FedId</strong> – The Federated Dataset ID.</p></li>
@@ -485,7 +554,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.name" title="Permalink to this definition"></a></dt>
 <dd><p>The name of the FLpipeline.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -496,7 +565,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.description" title="Permalink to this definition"></a></dt>
 <dd><p>A description of the FLpipeline.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -507,7 +576,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">server</span></span><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.server" title="Permalink to this definition"></a></dt>
 <dd><p>The FlowerServer object associated with the FLpipeline.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.server.FlowerServer" title="MEDfl.LearningManager.server.FlowerServer">FlowerServer</a></p>
 </dd>
 </dl>
@@ -525,13 +594,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">auto_test</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">test_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/flpipeline.html#FLpipeline.auto_test"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.auto_test" title="Permalink to this definition"></a></dt>
 <dd><p>Automatically test the FLpipeline on all nodes with the specified test_frac.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>test_frac</strong> (<em>float</em><em>, </em><em>optional</em>) – The fraction of the test data to use. Default is 1.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A list of dictionaries containing the node names and the classification reports.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>List[dict]</p>
 </dd>
 </dl>
@@ -542,7 +611,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/flpipeline.html#FLpipeline.create"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.create" title="Permalink to this definition"></a></dt>
 <dd><p>Create a new FLpipeline entry in the database with the given result.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>result</strong> (<em>str</em>) – The result string to store in the database.</p>
 </dd>
 </dl>
@@ -560,16 +629,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">test_by_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/flpipeline.html#FLpipeline.test_by_node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node" title="Permalink to this definition"></a></dt>
 <dd><p>Test the FLpipeline by node with the specified test_frac.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>node_name</strong> (<em>str</em>) – The name of the node to test.</p></li>
 <li><p><strong>test_frac</strong> (<em>float</em><em>, </em><em>optional</em>) – The fraction of the test data to use. Default is 1.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A dictionary containing the node name and the classification report.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -603,7 +672,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#MEDfl.LearningManager.model.Model.model" title="Permalink to this definition"></a></dt>
 <dd><p>PyTorch neural network.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -614,7 +683,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">optimizer</span></span><a class="headerlink" href="#MEDfl.LearningManager.model.Model.optimizer" title="Permalink to this definition"></a></dt>
 <dd><p>PyTorch optimizer.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.optim.Optimizer</p>
 </dd>
 </dl>
@@ -625,7 +694,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">criterion</span></span><a class="headerlink" href="#MEDfl.LearningManager.model.Model.criterion" title="Permalink to this definition"></a></dt>
 <dd><p>Loss function.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><em>Callable</em></p>
 </dd>
 </dl>
@@ -636,7 +705,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Module</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optimizer</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">criterion</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize Model class with the specified model, optimizer, and criterion.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model</strong> (<em>torch.nn.Module</em>) – PyTorch neural network.</p></li>
 <li><p><strong>optimizer</strong> (<em>torch.optim.Optimizer</em>) – PyTorch optimizer.</p></li>
@@ -651,16 +720,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">val_loader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">device(type='cpu')</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.evaluate" title="Permalink to this definition"></a></dt>
 <dd><p>Evaluate the model on the given validation data.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>val_loader</strong> – The data loader for validation data.</p></li>
 <li><p><strong>device</strong> – The device on which to perform the evaluation. Default is ‘cpu’.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The evaluation loss and accuracy.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Tuple[float, float]</p>
 </dd>
 </dl>
@@ -671,10 +740,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">get_parameters</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.get_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.get_parameters" title="Permalink to this definition"></a></dt>
 <dd><p>Get the parameters of the model as a list of NumPy arrays.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>The parameters of the model as a list of NumPy arrays.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>List[np.ndarray]</p>
 </dd>
 </dl>
@@ -685,13 +754,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.load_model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.load_model" title="Permalink to this definition"></a></dt>
 <dd><p>Loads a PyTorch model from a file.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>model_path</strong> (<em>str</em>) – Path to the model file to be loaded.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Loaded PyTorch model.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.nn.Module</p>
 </dd>
 </dl>
@@ -702,16 +771,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.save_model"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.save_model" title="Permalink to this definition"></a></dt>
 <dd><p>Saves a PyTorch model to a file.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model</strong> (<em>torch.nn.Module</em>) – PyTorch model to be saved.</p></li>
 <li><p><strong>model_name</strong> (<em>str</em>) – Name of the model file.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Raises</dt>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><p><strong>Exception</strong> – If there is an issue during the saving process.</p>
 </dd>
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -722,7 +791,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">set_parameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.set_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.set_parameters" title="Permalink to this definition"></a></dt>
 <dd><p>Set the parameters of the model from a list of NumPy arrays.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>parameters</strong> (<em>List</em><em>[</em><em>np.ndarray</em><em>]</em>) – The parameters to be set.</p>
 </dd>
 </dl>
@@ -733,7 +802,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">train_loader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">privacy_engine</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">diff_priv</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/model.html#Model.train"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.model.Model.train" title="Permalink to this definition"></a></dt>
 <dd><p>Train the model on the given train_loader for one epoch.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>train_loader</strong> – The data loader for training data.</p></li>
 <li><p><strong>epoch</strong> (<em>int</em>) – The current epoch number.</p></li>
@@ -742,10 +811,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>diff_priv</strong> (<em>bool</em><em>, </em><em>optional</em>) – Whether differential privacy is used. Default is False.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The value of epsilon used in differential privacy.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>float</p>
 </dd>
 </dl>
@@ -768,7 +837,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <p>A utility class for plotting accuracy and loss metrics based on experiment results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>results_dict</strong> (<em>dict</em>) – Dictionary containing experiment results organized by parameters and metrics.</p>
 </dd>
 </dl>
@@ -777,7 +846,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">results_dict</span></span><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.results_dict" title="Permalink to this definition"></a></dt>
 <dd><p>Dictionary containing experiment results organized by parameters and metrics.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -788,7 +857,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">parameters</span></span><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.parameters" title="Permalink to this definition"></a></dt>
 <dd><p>List of unique parameters in the experiment results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>list</p>
 </dd>
 </dl>
@@ -799,7 +868,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">metrics</span></span><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.metrics" title="Permalink to this definition"></a></dt>
 <dd><p>List of unique metrics in the experiment results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>list</p>
 </dd>
 </dl>
@@ -810,7 +879,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">iterations</span></span><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.iterations" title="Permalink to this definition"></a></dt>
 <dd><p>Range of iterations (rounds or epochs) in the experiment.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>range</p>
 </dd>
 </dl>
@@ -821,7 +890,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results_dict</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/plot.html#AccuracyLossPlotter.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize the AccuracyLossPlotter with experiment results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>results_dict</strong> (<em>dict</em>) – Dictionary containing experiment results organized by parameters and metrics.</p>
 </dd>
 </dl>
@@ -838,10 +907,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">plot_classification_report</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/plot.html#AccuracyLossPlotter.plot_classification_report"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report" title="Permalink to this definition"></a></dt>
 <dd><p>Plot a comparison of classification report metrics between nodes.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>pipeline_name</strong> (<em>str</em>) – Name of the pipeline.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>None</p>
 </dd>
 </dl>
@@ -852,13 +921,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">plot_confusion_Matrix_by_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipeline_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/plot.html#AccuracyLossPlotter.plot_confusion_Matrix_by_node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node" title="Permalink to this definition"></a></dt>
 <dd><p>Plot a confusion matrix for a specific node in the pipeline.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>node_name</strong> (<em>str</em>) – Name of the node.</p></li>
 <li><p><strong>pipeline_name</strong> (<em>str</em>) – Name of the pipeline.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>None</p>
 </dd>
 </dl>
@@ -869,10 +938,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">plot_global_confusion_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/plot.html#AccuracyLossPlotter.plot_global_confusion_matrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix" title="Permalink to this definition"></a></dt>
 <dd><p>Plot a global confusion matrix based on pipeline results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>pipeline_name</strong> (<em>str</em>) – Name of the pipeline.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>None</p>
 </dd>
 </dl>
@@ -913,7 +982,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">global_model</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.global_model" title="Permalink to this definition"></a></dt>
 <dd><p>The global model that will be federated among clients.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model">Model</a></p>
 </dd>
 </dl>
@@ -924,7 +993,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">strategy</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.strategy" title="Permalink to this definition"></a></dt>
 <dd><p>The strategy used for federated learning, specifying communication and aggregation methods.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.strategy.Strategy" title="MEDfl.LearningManager.strategy.Strategy">Strategy</a></p>
 </dd>
 </dl>
@@ -935,7 +1004,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">num_rounds</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.num_rounds" title="Permalink to this definition"></a></dt>
 <dd><p>The number of federated learning rounds to perform.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -946,7 +1015,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">num_clients</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.num_clients" title="Permalink to this definition"></a></dt>
 <dd><p>The number of clients participating in the federated learning process.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -957,7 +1026,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">fed_dataset</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.fed_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>The federated dataset used for training and evaluation.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset" title="MEDfl.LearningManager.federated_dataset.FederatedDataset">FederatedDataset</a></p>
 </dd>
 </dl>
@@ -968,7 +1037,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">diff_priv</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.diff_priv" title="Permalink to this definition"></a></dt>
 <dd><p>Whether differential privacy is used during the federated learning process.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>bool</p>
 </dd>
 </dl>
@@ -979,7 +1048,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">accuracies</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.accuracies" title="Permalink to this definition"></a></dt>
 <dd><p>A list to store the accuracy of the global model during each round.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>List[float]</p>
 </dd>
 </dl>
@@ -990,7 +1059,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">losses</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.losses" title="Permalink to this definition"></a></dt>
 <dd><p>A list to store the loss of the global model during each round.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>List[float]</p>
 </dd>
 </dl>
@@ -1001,7 +1070,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">flower_clients</span></span><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.flower_clients" title="Permalink to this definition"></a></dt>
 <dd><p>A list to store the FlowerClient objects representing individual clients.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>List[<a class="reference internal" href="#MEDfl.LearningManager.client.FlowerClient" title="MEDfl.LearningManager.client.FlowerClient">FlowerClient</a>]</p>
 </dd>
 </dl>
@@ -1012,7 +1081,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">global_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">strategy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.LearningManager.strategy.Strategy" title="MEDfl.LearningManager.strategy.Strategy"><span class="pre">Strategy</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rounds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_clients</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fed_dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.LearningManager.federated_dataset.FederatedDataset" title="MEDfl.LearningManager.federated_dataset.FederatedDataset"><span class="pre">FederatedDataset</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">diff_privacy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">client_resources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{'num_cpus':</span> <span class="pre">1,</span> <span class="pre">'num_gpus':</span> <span class="pre">0.0}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/server.html#FlowerServer.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a FlowerServer object with the specified parameters.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>global_model</strong> (<a class="reference internal" href="#MEDfl.LearningManager.model.Model" title="MEDfl.LearningManager.model.Model"><em>Model</em></a>) – The global model that will be federated among clients.</p></li>
 <li><p><strong>strategy</strong> (<a class="reference internal" href="#MEDfl.LearningManager.strategy.Strategy" title="MEDfl.LearningManager.strategy.Strategy"><em>Strategy</em></a>) – The strategy used for federated learning, specifying communication and aggregation methods.</p></li>
@@ -1031,13 +1100,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">client_fn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cid</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#MEDfl.LearningManager.client.FlowerClient" title="MEDfl.LearningManager.client.FlowerClient"><span class="pre">FlowerClient</span></a></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/server.html#FlowerServer.client_fn"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.client_fn" title="Permalink to this definition"></a></dt>
 <dd><p>Return a FlowerClient object for a specific client ID.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>cid</strong> – The client ID.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A FlowerClient object representing the individual client.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.LearningManager.client.FlowerClient" title="MEDfl.LearningManager.client.FlowerClient">FlowerClient</a></p>
 </dd>
 </dl>
@@ -1048,17 +1117,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">server_round</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">numpy.ndarray</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">numpy.dtype</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bytes</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bytes</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/server.html#FlowerServer.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.evaluate" title="Permalink to this definition"></a></dt>
 <dd><p>Evaluate the global model on the validation dataset and update the accuracies and losses.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>server_round</strong> (<em>int</em>) – The current round of the federated learning process.</p></li>
 <li><p><strong>parameters</strong> (<em>fl.common.NDArrays</em>) – The global model parameters.</p></li>
 <li><p><strong>config</strong> (<em>Dict</em><em>[</em><em>str</em><em>, </em><em>fl.common.Scalar</em><em>]</em>) – Configuration dictionary.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The evaluation loss and accuracy.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Optional[Tuple[float, Dict[str, fl.common.Scalar]]]</p>
 </dd>
 </dl>
@@ -1069,10 +1138,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/server.html#FlowerServer.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.server.FlowerServer.run" title="Permalink to this definition"></a></dt>
 <dd><p>Run the federated learning process using Flower simulation.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>The history of the accuracies and losses during the training of each node</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>History</p>
 </dd>
 </dl>
@@ -1099,7 +1168,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.name" title="Permalink to this definition"></a></dt>
 <dd><p>The name of the strategy. Default is “FedAvg”.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -1110,7 +1179,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">fraction_fit</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.fraction_fit" title="Permalink to this definition"></a></dt>
 <dd><p>Fraction of clients to use for training during each round. Default is 1.0.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>float</p>
 </dd>
 </dl>
@@ -1121,7 +1190,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">fraction_evaluate</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.fraction_evaluate" title="Permalink to this definition"></a></dt>
 <dd><p>Fraction of clients to use for evaluation during each round. Default is 1.0.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>float</p>
 </dd>
 </dl>
@@ -1132,7 +1201,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">min_fit_clients</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.min_fit_clients" title="Permalink to this definition"></a></dt>
 <dd><p>Minimum number of clients to use for training during each round. Default is 2.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -1143,7 +1212,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">min_evaluate_clients</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.min_evaluate_clients" title="Permalink to this definition"></a></dt>
 <dd><p>Minimum number of clients to use for evaluation during each round. Default is 2.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -1154,7 +1223,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">min_available_clients</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.min_available_clients" title="Permalink to this definition"></a></dt>
 <dd><p>Minimum number of available clients required to start a round. Default is 2.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -1165,7 +1234,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">initial_parameters</span></span><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.initial_parameters" title="Permalink to this definition"></a></dt>
 <dd><p>The initial parameters of the server model</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>Optional[]</p>
 </dd>
 </dl>
@@ -1177,7 +1246,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'FedAvg'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fraction_fit</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fraction_evaluate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_fit_clients</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_evaluate_clients</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_available_clients</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_parameters</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluation_methode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'centralized'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="_modules/MEDfl/LearningManager/strategy.html#Strategy.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.strategy.Strategy.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a Strategy object with the specified parameters.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<em>str</em>) – The name of the strategy. Default is “FedAvg”.</p></li>
 <li><p><strong>fraction_fit</strong> (<em>float</em>) – Fraction of clients to use for training during each round. Default is 1.0.</p></li>
@@ -1223,16 +1292,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>Compute custom classification report metrics including accuracy, sensitivity, specificity, precision, NPV,
 F1-score, false positive rate, and true positive rate.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>y_true</strong> (<em>array-like</em>) – True labels.</p></li>
 <li><p><strong>y_pred</strong> (<em>array-like</em>) – Predicted labels.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A dictionary containing custom classification report metrics.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -1243,7 +1312,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">empty_db</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#empty_db"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.empty_db" title="Permalink to this definition"></a></dt>
 <dd><p>Empty the database by deleting records from multiple tables and resetting auto-increment counters.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -1254,16 +1323,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">get_node_confusion_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#get_node_confusion_matrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.get_node_confusion_matrix" title="Permalink to this definition"></a></dt>
 <dd><p>Get the confusion matrix for a specific node in a pipeline based on test results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>pipeline_id</strong> (<em>int</em>) – ID of the pipeline.</p></li>
 <li><p><strong>node_name</strong> (<em>str</em>) – Name of the node.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A dictionary representing the confusion matrix for the specified node.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -1274,13 +1343,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">get_pipeline_confusion_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_id</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#get_pipeline_confusion_matrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix" title="Permalink to this definition"></a></dt>
 <dd><p>Get the global confusion matrix for a pipeline based on test results.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>pipeline_id</strong> (<em>int</em>) – ID of the pipeline.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A dictionary representing the global confusion matrix.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -1291,13 +1360,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">get_pipeline_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#get_pipeline_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.get_pipeline_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the pipeline ID from its name in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – Name of the pipeline.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>ID of the pipeline.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -1308,13 +1377,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">get_pipeline_result</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_id</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#get_pipeline_result"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.get_pipeline_result" title="Permalink to this definition"></a></dt>
 <dd><p>Get the test results for a pipeline.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>pipeline_id</strong> (<em>int</em>) – ID of the pipeline.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>DataFrame containing test results for the specified pipeline.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>pandas.DataFrame</p>
 </dd>
 </dl>
@@ -1346,17 +1415,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.LearningManager.utils.</span></span><span class="sig-name descname"><span class="pre">test</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_loader</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">device(type='cpu')</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/LearningManager/utils.html#test"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.LearningManager.utils.test" title="Permalink to this definition"></a></dt>
 <dd><p>Evaluate a model using a test loader and return a custom classification report.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model</strong> (<em>torch.nn.Module</em>) – PyTorch model to evaluate.</p></li>
 <li><p><strong>test_loader</strong> (<em>torch.utils.data.DataLoader</em>) – DataLoader for the test dataset.</p></li>
 <li><p><strong>device</strong> (<em>torch.device</em><em>, </em><em>optional</em>) – Device for model evaluation. Default is “cpu”.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A dictionary containing custom classification report metrics.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
@@ -1371,7 +1440,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
            </div>
           </div>
-          <footer>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="MEDfl.html" class="btn btn-neutral float-left" title="MEDfl package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="MEDfl.NetManager.html" class="btn btn-neutral float-right" title="MEDfl.NetManager package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
 
   <hr/>
 
diff --git a/docs/build/html/MEDfl.NetManager.html b/docs/build/html/MEDfl.NetManager.html
index 6d7ea5a..f1e8304 100644
--- a/docs/build/html/MEDfl.NetManager.html
+++ b/docs/build/html/MEDfl.NetManager.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager package &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -25,7 +27,9 @@
         <script src="_static/dark_mode_js/theme_switcher.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
-    <link rel="search" title="Search" href="search.html" /> 
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="MEDfl.rw package" href="MEDfl.rw.html" />
+    <link rel="prev" title="MEDfl.LearningManager package" href="MEDfl.LearningManager.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -38,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -48,25 +52,68 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">MEDfl</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html">MEDfl package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">MEDfl.NetManager package</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#submodules">Submodules</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.dataset">MEDfl.NetManager.dataset module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.dataset.DataSet"><code class="docutils literal notranslate"><span class="pre">DataSet</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.flsetup">MEDfl.NetManager.flsetup module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.flsetup.FLsetup"><code class="docutils literal notranslate"><span class="pre">FLsetup</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.net_helper">MEDfl.NetManager.net_helper module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.get_feddataset_id_from_name"><code class="docutils literal notranslate"><span class="pre">get_feddataset_id_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.get_flpipeline_from_name"><code class="docutils literal notranslate"><span class="pre">get_flpipeline_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.get_flsetupid_from_name"><code class="docutils literal notranslate"><span class="pre">get_flsetupid_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.get_netid_from_name"><code class="docutils literal notranslate"><span class="pre">get_netid_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.get_nodeid_from_name"><code class="docutils literal notranslate"><span class="pre">get_nodeid_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.is_str"><code class="docutils literal notranslate"><span class="pre">is_str()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.master_table_exists"><code class="docutils literal notranslate"><span class="pre">master_table_exists()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.process_data_after_reading"><code class="docutils literal notranslate"><span class="pre">process_data_after_reading()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.net_helper.process_eicu"><code class="docutils literal notranslate"><span class="pre">process_eicu()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.net_manager_queries">MEDfl.NetManager.net_manager_queries module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.network">MEDfl.NetManager.network module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.network.Network"><code class="docutils literal notranslate"><span class="pre">Network</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager.node">MEDfl.NetManager.node module</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.NetManager.node.Node"><code class="docutils literal notranslate"><span class="pre">Node</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.NetManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
+</ul>
+</li>
 </ul>
 
         </div>
@@ -83,6 +130,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="modules.html">MEDfl</a></li>
+          <li class="breadcrumb-item"><a href="MEDfl.html">MEDfl package</a></li>
       <li class="breadcrumb-item active">MEDfl.NetManager package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/MEDfl.NetManager.rst.txt" rel="nofollow"> View page source</a>
@@ -109,7 +158,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/dataset.html#DataSet.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.dataset.DataSet.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a DataSet object.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<em>str</em>) – The name of the dataset.</p></li>
 <li><p><strong>path</strong> (<em>str</em>) – The file path of the dataset CSV file.</p></li>
@@ -131,10 +180,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">list_alldatasets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">engine</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/dataset.html#DataSet.list_alldatasets"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.dataset.DataSet.list_alldatasets" title="Permalink to this definition"></a></dt>
 <dd><p>List all dataset names from the ‘DataSets’ table.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>A DataFrame containing the names of all datasets in the ‘DataSets’ table.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>pd.DataFrame</p>
 </dd>
 </dl>
@@ -152,7 +201,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">upload_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">NodeId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/dataset.html#DataSet.upload_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.dataset.DataSet.upload_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Upload the dataset to the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>NodeId</strong> (<em>int</em>) – The NodeId associated with the dataset.</p>
 </dd>
 </dl>
@@ -166,7 +215,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">validate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/dataset.html#DataSet.validate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.dataset.DataSet.validate" title="Permalink to this definition"></a></dt>
 <dd><p>Validate name and path attributes.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Raises</dt>
+<dt class="field-odd">Raises<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>TypeError</strong> – If name or path is not a string.</p>
 </dd>
 </dl>
@@ -186,7 +235,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">network</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.NetManager.network.Network" title="MEDfl.NetManager.network.Network"><span class="pre">Network</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a Federated Learning (FL) setup.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<em>str</em>) – The name of the FL setup.</p></li>
 <li><p><strong>description</strong> (<em>str</em>) – A description of the FL setup.</p></li>
@@ -204,10 +253,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node">
-<span class="sig-name descname"><span class="pre">create_dataloader_from_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.NetManager.node.Node" title="MEDfl.NetManager.node.Node"><span class="pre">Node</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_encode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_drop</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_frac</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dataset</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.create_dataloader_from_node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_dataloader_from_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.NetManager.node.Node" title="MEDfl.NetManager.node.Node"><span class="pre">Node</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_encode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_drop</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_frac</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dataset</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.create_dataloader_from_node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node" title="Permalink to this definition"></a></dt>
 <dd><p>Create DataLoader from a Node.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>node</strong> (<a class="reference internal" href="#MEDfl.NetManager.node.Node" title="MEDfl.NetManager.node.Node"><em>Node</em></a>) – The node from which to create DataLoader.</p></li>
 <li><p><strong>train_batch_size</strong> (<em>int</em>) – The batch size for training data.</p></li>
@@ -216,10 +265,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>dataset</strong> (<em>Dataset</em>) – The dataset to use. If None, the method will read the dataset from the node.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The DataLoader instances for training and testing.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DataLoader</p>
 </dd>
 </dl>
@@ -230,17 +279,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create_federated_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_encode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_drop</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset" title="MEDfl.LearningManager.federated_dataset.FederatedDataset"><span class="pre">FederatedDataset</span></a></span></span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.create_federated_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Create a federated dataset.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>output</strong> (<em>string</em>) – the output feature of the dataset</p></li>
 <li><p><strong>val_frac</strong> (<em>float</em>) – The fraction of data to be used for validation.</p></li>
 <li><p><strong>test_frac</strong> (<em>float</em>) – The fraction of data to be used for testing.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The FederatedDataset instance containing train, validation, and test data.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset" title="MEDfl.LearningManager.federated_dataset.FederatedDataset">FederatedDataset</a></p>
 </dd>
 </dl>
@@ -251,16 +300,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create_nodes_from_master_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.create_nodes_from_master_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Create nodes from the master dataset.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>params_dict</strong> (<em>dict</em>) – A dictionary containing parameters for node creation.
 - column_name (str): The name of the column in the MasterDataset used to create nodes.
 - train_nodes (list): A list of node names that will be used for training.
 - test_nodes (list): A list of node names that will be used for testing.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A list of Node instances created from the master dataset.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>list</p>
 </dd>
 </dl>
@@ -277,10 +326,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">get_flDataSet</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.get_flDataSet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.get_flDataSet" title="Permalink to this definition"></a></dt>
 <dd><p>Retrieve the federated dataset associated with the FL setup using the FL setup’s name.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>DataFrame containing the federated dataset information.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>pandas.DataFrame</p>
 </dd>
 </dl>
@@ -291,10 +340,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">list_allsetups</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.list_allsetups"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.list_allsetups" title="Permalink to this definition"></a></dt>
 <dd><p>List all the FL setups.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>A DataFrame containing information about all the FL setups.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>DataFrame</p>
 </dd>
 </dl>
@@ -305,13 +354,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read_setup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">FLsetupId</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/flsetup.html#FLsetup.read_setup"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.flsetup.FLsetup.read_setup" title="Permalink to this definition"></a></dt>
 <dd><p>Read the FL setup by FLsetupId.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>FLsetupId</strong> (<em>int</em>) – The id of the FL setup to read.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>An instance of the FLsetup class with the specified FLsetupId.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.NetManager.flsetup.FLsetup" title="MEDfl.NetManager.flsetup.FLsetup">FLsetup</a></p>
 </dd>
 </dl>
@@ -333,13 +382,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">get_feddataset_id_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#get_feddataset_id_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.get_feddataset_id_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the Federated dataset Id from the FedDatasets table based on the federated dataset name.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – Federated dataset name.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>FedId or None if not found.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int or None</p>
 </dd>
 </dl>
@@ -350,13 +399,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">get_flpipeline_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#get_flpipeline_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.get_flpipeline_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the FLpipeline Id from the FLpipeline table based on the FL pipeline name.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – FL pipeline name.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>FLpipelineId or None if not found.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int or None</p>
 </dd>
 </dl>
@@ -367,13 +416,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">get_flsetupid_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#get_flsetupid_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.get_flsetupid_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the FLsetupId from the FLsetup table based on the FL setup name.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – FL setup name.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>FLsetupId or None if not found.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int or None</p>
 </dd>
 </dl>
@@ -384,13 +433,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">get_netid_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#get_netid_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.get_netid_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the Network Id from the Networks table based on the NetName.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – Network name.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>NetId or None if not found.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int or None</p>
 </dd>
 </dl>
@@ -401,13 +450,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">get_nodeid_from_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#get_nodeid_from_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.get_nodeid_from_name" title="Permalink to this definition"></a></dt>
 <dd><p>Get the NodeId from the Nodes table based on the NodeName.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – Node name.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>NodeId or None if not found.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int or None</p>
 </dd>
 </dl>
@@ -418,17 +467,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">is_str</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">row</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#is_str"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.is_str" title="Permalink to this definition"></a></dt>
 <dd><p>Check if a column in a DataFrame is of type ‘object’ and convert the value accordingly.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data_df</strong> (<em>pandas.DataFrame</em>) – DataFrame containing the data.</p></li>
 <li><p><strong>row</strong> (<em>pandas.Series</em>) – Data row.</p></li>
 <li><p><strong>x</strong> (<em>str</em>) – Column name.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Processed value based on the column type.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str or float</p>
 </dd>
 </dl>
@@ -439,10 +488,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">master_table_exists</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#master_table_exists"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.master_table_exists" title="Permalink to this definition"></a></dt>
 <dd><p>Check if the MasterDataset table exists in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>True if the table exists, False otherwise.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>bool</p>
 </dd>
 </dl>
@@ -453,7 +502,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">process_data_after_reading</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_encode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to_drop</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#process_data_after_reading"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.process_data_after_reading" title="Permalink to this definition"></a></dt>
 <dd><p>Process data after reading from the database, including encoding, dropping columns, and creating a PyTorch TensorDataset.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data</strong> (<em>pandas.DataFrame</em>) – Input data.</p></li>
 <li><p><strong>output</strong> (<em>str</em>) – Output column name.</p></li>
@@ -462,10 +511,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>to_drop</strong> (<em>list</em><em>, </em><em>optional</em>) – List of columns to be dropped from the DataFrame. Default is an empty list.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Processed data as a PyTorch TensorDataset.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>torch.utils.data.TensorDataset</p>
 </dd>
 </dl>
@@ -476,13 +525,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">MEDfl.NetManager.net_helper.</span></span><span class="sig-name descname"><span class="pre">process_eicu</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_df</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/net_helper.html#process_eicu"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.net_helper.process_eicu" title="Permalink to this definition"></a></dt>
 <dd><p>Process eICU data by filling missing values with mean and replacing NaNs with ‘Unknown’.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>data_df</strong> (<em>pandas.DataFrame</em>) – Input data.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Processed data.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>pandas.DataFrame</p>
 </dd>
 </dl>
@@ -504,7 +553,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#MEDfl.NetManager.network.Network.name" title="Permalink to this definition"></a></dt>
 <dd><p>The name of the network.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -515,7 +564,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">mtable_exists</span></span><a class="headerlink" href="#MEDfl.NetManager.network.Network.mtable_exists" title="Permalink to this definition"></a></dt>
 <dd><p>An integer flag indicating whether the MasterDataset table exists (1) or not (0).</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -526,7 +575,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a Network instance.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – The name of the network.</p>
 </dd>
 </dl>
@@ -537,7 +586,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">add_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#MEDfl.NetManager.node.Node" title="MEDfl.NetManager.node.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.add_node"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.add_node" title="Permalink to this definition"></a></dt>
 <dd><p>Add a node to the network.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>node</strong> (<a class="reference internal" href="#MEDfl.NetManager.node.Node" title="MEDfl.NetManager.node.Node"><em>Node</em></a>) – The node to add.</p>
 </dd>
 </dl>
@@ -548,7 +597,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">create_master_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'/home/local/USHERBROOKE/saho6810/MEDfl/code/MEDfl/notebooks/data/masterDataSet/miniDiabete.csv'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.create_master_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.create_master_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Create the MasterDataset table and insert dataset values.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>path_to_csv</strong> – Path to the CSV file containing the dataset.</p>
 </dd>
 </dl>
@@ -577,10 +626,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">list_allnetworks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.list_allnetworks"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.list_allnetworks" title="Permalink to this definition"></a></dt>
 <dd><p>List all networks in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>A DataFrame containing information about all networks in the database.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>DataFrame</p>
 </dd>
 </dl>
@@ -591,10 +640,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">list_allnodes</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.list_allnodes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.list_allnodes" title="Permalink to this definition"></a></dt>
 <dd><p>List all nodes in the network.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>A DataFrame containing information about all nodes in the network.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>DataFrame</p>
 </dd>
 </dl>
@@ -605,7 +654,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">update_network</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">FLsetupId</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.update_network"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.update_network" title="Permalink to this definition"></a></dt>
 <dd><p>Update the network’s FLsetupId in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>FLsetupId</strong> (<em>int</em>) – The FLsetupId to update.</p>
 </dd>
 </dl>
@@ -616,13 +665,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">use_network</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">network_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/network.html#Network.use_network"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.network.Network.use_network" title="Permalink to this definition"></a></dt>
 <dd><p>Use a network in the database.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>network_name</strong> (<em>str</em>) – The name of the network to use.</p>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>An instance of the Network class if the network exists, else None.</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p><a class="reference internal" href="#MEDfl.NetManager.network.Network" title="MEDfl.NetManager.network.Network">Network</a> or None</p>
 </dd>
 </dl>
@@ -649,7 +698,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#MEDfl.NetManager.node.Node.name" title="Permalink to this definition"></a></dt>
 <dd><p>The name of the node.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>str</p>
 </dd>
 </dl>
@@ -660,7 +709,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">train</span></span><a class="headerlink" href="#MEDfl.NetManager.node.Node.train" title="Permalink to this definition"></a></dt>
 <dd><p>An integer flag representing whether the node is used for training (1) or testing (0).</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>int</p>
 </dd>
 </dl>
@@ -671,7 +720,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">test_fraction</span></span><a class="headerlink" href="#MEDfl.NetManager.node.Node.test_fraction" title="Permalink to this definition"></a></dt>
 <dd><p>The fraction of data used for testing when train=1. Default is 0.2.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Type</dt>
+<dt class="field-odd">Type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>float, optional</p>
 </dd>
 </dl>
@@ -682,7 +731,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_fraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/node.html#Node.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.node.Node.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initialize a Node instance.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<em>str</em>) – The name of the node.</p></li>
 <li><p><strong>train</strong> (<em>int</em>) – An integer flag representing whether the node is used for training (1) or testing (0).</p></li>
@@ -699,7 +748,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param dataset_name: The name of the dataset to assign.
 :type dataset_name: str</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -712,7 +761,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param data_df: The dataset to check.
 :type data_df: DataFrame</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -725,7 +774,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param NetId: The ID of the network to which the node belongs.
 :type NetId: int</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -739,15 +788,15 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="MEDfl.NetManager.node.Node.get_dataset">
-<span class="sig-name descname"><span class="pre">get_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">column_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/node.html#Node.get_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.node.Node.get_dataset" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">column_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/node.html#Node.get_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.node.Node.get_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Get the dataset for the node based on the given column name.
 :param column_name: The column name to filter the dataset. Default is None.
 :type column_name: str, optional</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>The dataset associated with the node.</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>DataFrame</p>
 </dd>
 </dl>
@@ -776,7 +825,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param dataset_name: The name of the dataset to assign.
 :type dataset_name: str</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>None</p>
 </dd>
 </dl>
@@ -793,13 +842,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">upload_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path_to_csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'/home/local/USHERBROOKE/saho6810/MEDfl/code/MEDfl/notebooks/data/masterDataSet/Mimic_train.csv'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/NetManager/node.html#Node.upload_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.NetManager.node.Node.upload_dataset" title="Permalink to this definition"></a></dt>
 <dd><p>Upload the dataset to the database for the node.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>dataset_name</strong> (<em>str</em>) – The name of the dataset.</p></li>
 <li><p><strong>path_to_csv</strong> (<em>str</em><em>, </em><em>optional</em>) – Path to the CSV file containing the dataset. Default is the path in params.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>None</p>
 </dd>
 </dl>
@@ -822,7 +871,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
            </div>
           </div>
-          <footer>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="MEDfl.LearningManager.html" class="btn btn-neutral float-left" title="MEDfl.LearningManager package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="MEDfl.rw.html" class="btn btn-neutral float-right" title="MEDfl.rw package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
 
   <hr/>
 
diff --git a/docs/build/html/Medfl.html b/docs/build/html/MEDfl.html
similarity index 78%
rename from docs/build/html/Medfl.html
rename to docs/build/html/MEDfl.html
index 6339c9e..b7e547d 100644
--- a/docs/build/html/Medfl.html
+++ b/docs/build/html/MEDfl.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl package &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -25,7 +27,9 @@
         <script src="_static/dark_mode_js/theme_switcher.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
-    <link rel="search" title="Search" href="search.html" /> 
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="MEDfl.LearningManager package" href="MEDfl.LearningManager.html" />
+    <link rel="prev" title="MEDfl" href="modules.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -38,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -48,25 +52,44 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">MEDfl</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">MEDfl package</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#subpackages">Subpackages</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
+</ul>
+</li>
 </ul>
 
         </div>
@@ -83,9 +106,10 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="modules.html">MEDfl</a></li>
       <li class="breadcrumb-item active">MEDfl package</li>
       <li class="wy-breadcrumbs-aside">
-            <a href="_sources/Medfl.rst.txt" rel="nofollow"> View page source</a>
+            <a href="_sources/MEDfl.rst.txt" rel="nofollow"> View page source</a>
       </li>
   </ul>
   <hr/>
@@ -329,6 +353,60 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 <li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager">Module contents</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw.client">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig"><code class="docutils literal notranslate"><span class="pre">DPConfig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.noise_multiplier"><code class="docutils literal notranslate"><span class="pre">DPConfig.noise_multiplier</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.max_grad_norm"><code class="docutils literal notranslate"><span class="pre">DPConfig.max_grad_norm</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">DPConfig.batch_size</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.secure_rng"><code class="docutils literal notranslate"><span class="pre">DPConfig.secure_rng</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient"><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient._lazy_init_from_server_config"><code class="docutils literal notranslate"><span class="pre">FlowerClient._lazy_init_from_server_config()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.evaluate"><code class="docutils literal notranslate"><span class="pre">FlowerClient.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.fit"><code class="docutils literal notranslate"><span class="pre">FlowerClient.fit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_parameters"><code class="docutils literal notranslate"><span class="pre">FlowerClient.get_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_properties"><code class="docutils literal notranslate"><span class="pre">FlowerClient.get_properties()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.set_parameters"><code class="docutils literal notranslate"><span class="pre">FlowerClient.set_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.start"><code class="docutils literal notranslate"><span class="pre">FlowerClient.start()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer"><code class="docutils literal notranslate"><span class="pre">FederatedServer</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_address"><code class="docutils literal notranslate"><span class="pre">FederatedServer.server_address</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_config"><code class="docutils literal notranslate"><span class="pre">FederatedServer.server_config</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy_wrapper"><code class="docutils literal notranslate"><span class="pre">FederatedServer.strategy_wrapper</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy"><code class="docutils literal notranslate"><span class="pre">FederatedServer.strategy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.certificates"><code class="docutils literal notranslate"><span class="pre">FederatedServer.certificates</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.connected_clients"><code class="docutils literal notranslate"><span class="pre">FederatedServer.connected_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.start"><code class="docutils literal notranslate"><span class="pre">FederatedServer.start()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.__init__"><code class="docutils literal notranslate"><span class="pre">FederatedServer.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#id0"><code class="docutils literal notranslate"><span class="pre">FederatedServer.start()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.server"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.server</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.client_properties"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.client_properties</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.__init__"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager._fetch_and_log_hostname()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.register"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.register()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net"><code class="docutils literal notranslate"><span class="pre">Net</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net.forward"><code class="docutils literal notranslate"><span class="pre">Net.forward()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net.predict"><code class="docutils literal notranslate"><span class="pre">Net.predict()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy"><code class="docutils literal notranslate"><span class="pre">Strategy</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy.create_strategy"><code class="docutils literal notranslate"><span class="pre">Strategy.create_strategy()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_eval_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_eval_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_fit_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_fit_metrics()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </div>
 </section>
@@ -340,7 +418,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 
            </div>
           </div>
-          <footer>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="modules.html" class="btn btn-neutral float-left" title="MEDfl" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="MEDfl.LearningManager.html" class="btn btn-neutral float-right" title="MEDfl.LearningManager package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
 
   <hr/>
 
diff --git a/docs/build/html/MEDfl.rw.html b/docs/build/html/MEDfl.rw.html
new file mode 100644
index 0000000..819b398
--- /dev/null
+++ b/docs/build/html/MEDfl.rw.html
@@ -0,0 +1,652 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl.rw package &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
+        <script src="_static/dark_mode_js/default_light.js"></script>
+        <script src="_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="prev" title="MEDfl.NetManager package" href="MEDfl.NetManager.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="index.html">
+            
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="modules.html">MEDfl</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html">MEDfl package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">MEDfl.rw package</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#module-MEDfl.rw.client">Submodules</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.client.DPConfig"><code class="docutils literal notranslate"><span class="pre">DPConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.client.FlowerClient"><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.server.FederatedServer"><code class="docutils literal notranslate"><span class="pre">FederatedServer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.server.TrackingClientManager"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.model.Net"><code class="docutils literal notranslate"><span class="pre">Net</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.strategy.Strategy"><code class="docutils literal notranslate"><span class="pre">Strategy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.strategy.aggregate_eval_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_eval_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#MEDfl.rw.strategy.aggregate_fit_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_fit_metrics()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="modules.html">MEDfl</a></li>
+          <li class="breadcrumb-item"><a href="MEDfl.html">MEDfl package</a></li>
+      <li class="breadcrumb-item active">MEDfl.rw package</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/MEDfl.rw.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="module-MEDfl.rw">
+<span id="medfl-rw-package"></span><h1>MEDfl.rw package<a class="headerlink" href="#module-MEDfl.rw" title="Permalink to this heading"></a></h1>
+<section id="module-MEDfl.rw.client">
+<span id="submodules"></span><h2>Submodules<a class="headerlink" href="#module-MEDfl.rw.client" title="Permalink to this heading"></a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.client.DPConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.client.</span></span><span class="sig-name descname"><span class="pre">DPConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">noise_multiplier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_grad_norm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">secure_rng</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#DPConfig"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.DPConfig" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Configuration for differential privacy.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.client.DPConfig.noise_multiplier">
+<span class="sig-name descname"><span class="pre">noise_multiplier</span></span><a class="headerlink" href="#MEDfl.rw.client.DPConfig.noise_multiplier" title="Permalink to this definition"></a></dt>
+<dd><p>Noise multiplier for DP.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.client.DPConfig.max_grad_norm">
+<span class="sig-name descname"><span class="pre">max_grad_norm</span></span><a class="headerlink" href="#MEDfl.rw.client.DPConfig.max_grad_norm" title="Permalink to this definition"></a></dt>
+<dd><p>Maximum gradient norm for clipping.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>float</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.client.DPConfig.batch_size">
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#MEDfl.rw.client.DPConfig.batch_size" title="Permalink to this definition"></a></dt>
+<dd><p>Batch size for training.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>int</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.client.DPConfig.secure_rng">
+<span class="sig-name descname"><span class="pre">secure_rng</span></span><a class="headerlink" href="#MEDfl.rw.client.DPConfig.secure_rng" title="Permalink to this definition"></a></dt>
+<dd><p>Use a secure random generator.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>bool</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.client.</span></span><span class="sig-name descname"><span class="pre">FlowerClient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">server_address</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_path</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'data/data.csv'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dp_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_frac</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seed</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">42</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">NumPyClient</span></code></p>
+<p>Federated learning client for MEDfl real-world pipelines.</p>
+<dl class="simple">
+<dt>This client:</dt><dd><ul class="simple">
+<li><p>connects to a Flower server,</p></li>
+<li><p>loads local CSV data,</p></li>
+<li><p>applies server-provided schema (features/target),</p></li>
+<li><p>handles train/val/test splits (fractions or test_ids),</p></li>
+<li><p>optionally enables differential privacy with Opacus.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>server_address</strong> (<em>str</em>) – Address of the Flower server, e.g. <code class="docutils literal notranslate"><span class="pre">&quot;127.0.0.1:8080&quot;</span></code>.</p></li>
+<li><p><strong>data_path</strong> (<em>str</em><em>, </em><em>optional</em>) – Path to the local CSV file. Default is <code class="docutils literal notranslate"><span class="pre">&quot;data/data.csv&quot;</span></code>.</p></li>
+<li><p><strong>dp_config</strong> (<a class="reference internal" href="#MEDfl.rw.client.DPConfig" title="MEDfl.rw.client.DPConfig"><em>DPConfig</em></a><em>, </em><em>optional</em>) – Differential privacy configuration. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, DP is disabled.</p></li>
+<li><p><strong>val_frac</strong> (<em>float</em><em>, </em><em>optional</em>) – Client-side validation fraction override. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, use server value.</p></li>
+<li><p><strong>test_frac</strong> (<em>float</em><em>, </em><em>optional</em>) – Client-side test fraction override. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, use server value.</p></li>
+<li><p><strong>id_col</strong> (<em>str</em><em>, </em><em>optional</em>) – Name of the ID column used when selecting test samples via <code class="docutils literal notranslate"><span class="pre">test_ids</span></code>.</p></li>
+<li><p><strong>test_ids</strong> (<em>str</em><em>, </em><em>optional</em>) – Comma-separated list of IDs (or line numbers) to use as test set.</p></li>
+<li><p><strong>seed</strong> (<em>int</em><em>, </em><em>optional</em>) – Random seed used for splits. Default is <code class="docutils literal notranslate"><span class="pre">42</span></code>.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient._lazy_init_from_server_config">
+<span class="sig-name descname"><span class="pre">_lazy_init_from_server_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient._lazy_init_from_server_config"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient._lazy_init_from_server_config" title="Permalink to this definition"></a></dt>
+<dd><dl class="simple">
+<dt>Build model and (train, val, test) loaders once, using:</dt><dd><ul class="simple">
+<li><p>Server-enforced schema: config[‘features’] (comma-separated), config[‘target’]</p></li>
+<li><p>Split fractions: client overrides win; else use server’s val_fraction/test_fraction</p></li>
+<li><p>NEW: if config[‘test_ids’] is set (per-client from strategy), use ID-based split</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.evaluate">
+<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.evaluate" title="Permalink to this definition"></a></dt>
+<dd><p>Evaluate the provided parameters using the locally held dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>parameters</strong> (<em>NDArrays</em>) – The current (global) model parameters.</p></li>
+<li><p><strong>config</strong> (<em>Dict</em><em>[</em><em>str</em><em>, </em><em>Scalar</em><em>]</em>) – Configuration parameters which allow the server to influence
+evaluation on the client. It can be used to communicate
+arbitrary values from the server to the client, for example,
+to influence the number of examples used for evaluation.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><ul class="simple">
+<li><p><strong>loss</strong> (<em>float</em>) – The evaluation loss of the model on the local dataset.</p></li>
+<li><p><strong>num_examples</strong> (<em>int</em>) – The number of examples used for evaluation.</p></li>
+<li><p><strong>metrics</strong> (<em>Dict[str, Scalar]</em>) – A dictionary mapping arbitrary string keys to values of
+type bool, bytes, float, int, or str. It can be used to
+communicate arbitrary values back to the server.</p></li>
+</ul>
+</p>
+</dd>
+</dl>
+<div class="admonition warning">
+<p class="admonition-title">Warning</p>
+<p>The previous return type format (int, float, float) and the
+extended format (int, float, float, Dict[str, Scalar]) have been
+deprecated and removed since Flower 0.19.</p>
+</div>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.fit">
+<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.fit" title="Permalink to this definition"></a></dt>
+<dd><p>Train the provided parameters using the locally held dataset.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>parameters</strong> (<em>NDArrays</em>) – The current (global) model parameters.</p></li>
+<li><p><strong>config</strong> (<em>Dict</em><em>[</em><em>str</em><em>, </em><em>Scalar</em><em>]</em>) – Configuration parameters which allow the
+server to influence training on the client. It can be used to
+communicate arbitrary values from the server to the client, for
+example, to set the number of (local) training epochs.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><ul class="simple">
+<li><p><strong>parameters</strong> (<em>NDArrays</em>) – The locally updated model parameters.</p></li>
+<li><p><strong>num_examples</strong> (<em>int</em>) – The number of examples used for training.</p></li>
+<li><p><strong>metrics</strong> (<em>Dict[str, Scalar]</em>) – A dictionary mapping arbitrary string keys to values of type
+bool, bytes, float, int, or str. It can be used to communicate
+arbitrary values back to the server.</p></li>
+</ul>
+</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.get_parameters">
+<span class="sig-name descname"><span class="pre">get_parameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.get_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.get_parameters" title="Permalink to this definition"></a></dt>
+<dd><p>Return the current local model parameters.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> (<em>Config</em>) – Configuration parameters requested by the server.
+This can be used to tell the client which parameters
+are needed along with some Scalar attributes.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>parameters</strong> – The local model parameters as a list of NumPy ndarrays.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>NDArrays</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.get_properties">
+<span class="sig-name descname"><span class="pre">get_properties</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.get_properties"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.get_properties" title="Permalink to this definition"></a></dt>
+<dd><p>Return a client’s set of properties.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> (<em>Config</em>) – Configuration parameters requested by the server.
+This can be used to tell the client which properties
+are needed along with some Scalar attributes.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>properties</strong> – A dictionary mapping arbitrary string keys to values of type
+bool, bytes, float, int, or str. It can be used to communicate
+arbitrary property values back to the server.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Dict[str, Scalar]</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.set_parameters">
+<span class="sig-name descname"><span class="pre">set_parameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.set_parameters"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.set_parameters" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.client.FlowerClient.start">
+<span class="sig-name descname"><span class="pre">start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/client.html#FlowerClient.start"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.client.FlowerClient.start" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<span class="target" id="module-MEDfl.rw.server"></span><dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.server.</span></span><span class="sig-name descname"><span class="pre">FederatedServer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">host</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'0.0.0.0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">port</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">8080</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rounds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">certificates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#FederatedServer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.FederatedServer" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>FederatedServer wraps the launch and configuration of a Flower federated learning server.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.server_address">
+<span class="sig-name descname"><span class="pre">server_address</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.server_address" title="Permalink to this definition"></a></dt>
+<dd><p>Server host and port in the format “host:port”.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>str</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.server_config">
+<span class="sig-name descname"><span class="pre">server_config</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.server_config" title="Permalink to this definition"></a></dt>
+<dd><p>Configuration for the Flower server.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>ServerConfig</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.strategy_wrapper">
+<span class="sig-name descname"><span class="pre">strategy_wrapper</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.strategy_wrapper" title="Permalink to this definition"></a></dt>
+<dd><p>Wrapper around the actual Flower strategy.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy" title="MEDfl.LearningManager.strategy.Strategy">Strategy</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.strategy">
+<span class="sig-name descname"><span class="pre">strategy</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.strategy" title="Permalink to this definition"></a></dt>
+<dd><p>Actual Flower strategy instance.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>flwr.server.Strategy</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.certificates">
+<span class="sig-name descname"><span class="pre">certificates</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.certificates" title="Permalink to this definition"></a></dt>
+<dd><p>Optional TLS certificates.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>Any</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.connected_clients">
+<span class="sig-name descname"><span class="pre">connected_clients</span></span><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.connected_clients" title="Permalink to this definition"></a></dt>
+<dd><p>List of connected client IDs.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>list</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.start">
+<span class="sig-name descname"><span class="pre">start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#FederatedServer.start"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.start" title="Permalink to this definition"></a></dt>
+<dd><p>Launch the Flower server with the specified strategy and log client connections.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.server.FederatedServer.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">host</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'0.0.0.0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">port</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">8080</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rounds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strategy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">certificates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#FederatedServer.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.FederatedServer.__init__" title="Permalink to this definition"></a></dt>
+<dd><p>Initialize the FederatedServer.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>host</strong> (<em>str</em>) – Hostname or IP to bind the server to.</p></li>
+<li><p><strong>port</strong> (<em>int</em>) – Port to listen on.</p></li>
+<li><p><strong>num_rounds</strong> (<em>int</em>) – Number of federated learning rounds to execute.</p></li>
+<li><p><strong>strategy</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy" title="MEDfl.LearningManager.strategy.Strategy"><em>Strategy</em></a><em>]</em>) – Optional custom strategy wrapper.</p></li>
+<li><p><strong>certificates</strong> (<em>Optional</em><em>[</em><em>Any</em><em>]</em>) – Optional TLS certificates.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id0">
+<span class="sig-name descname"><span class="pre">start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#FederatedServer.start"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#id0" title="Permalink to this definition"></a></dt>
+<dd><p>Start the Flower server with the configured strategy and track client connections.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.server.</span></span><span class="sig-name descname"><span class="pre">TrackingClientManager</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">server</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#TrackingClientManager"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">SimpleClientManager</span></code></p>
+<p>TrackingClientManager extends the default SimpleClientManager to log client connections.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager.server">
+<span class="sig-name descname"><span class="pre">server</span></span><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager.server" title="Permalink to this definition"></a></dt>
+<dd><p>The FederatedServer instance this manager belongs to.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#MEDfl.rw.server.FederatedServer" title="MEDfl.rw.server.FederatedServer">FederatedServer</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager.client_properties">
+<span class="sig-name descname"><span class="pre">client_properties</span></span><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager.client_properties" title="Permalink to this definition"></a></dt>
+<dd><p>Placeholder for storing client-specific properties.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">server</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#TrackingClientManager.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager.__init__" title="Permalink to this definition"></a></dt>
+<dd><p>Initialize the TrackingClientManager.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>server</strong> (<a class="reference internal" href="#MEDfl.rw.server.FederatedServer" title="MEDfl.rw.server.FederatedServer"><em>FederatedServer</em></a>) – Reference to the FederatedServer.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname">
+<em class="property"><span class="pre">async</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_fetch_and_log_hostname</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#TrackingClientManager._fetch_and_log_hostname"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname" title="Permalink to this definition"></a></dt>
+<dd><p>Asynchronously fetch and log the client’s hostname or CID.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>client</strong> (<em>ClientProxy</em>) – The client proxy.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.server.TrackingClientManager.register">
+<span class="sig-name descname"><span class="pre">register</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/server.html#TrackingClientManager.register"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.server.TrackingClientManager.register" title="Permalink to this definition"></a></dt>
+<dd><p>Register a client and log its connection.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>client</strong> (<em>ClientProxy</em>) – The client proxy being registered.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>True if the client was registered successfully.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>bool</p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<span class="target" id="module-MEDfl.rw.model"></span><dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.model.Net">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.model.</span></span><span class="sig-name descname"><span class="pre">Net</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dim</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hidden_dims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[64,</span> <span class="pre">32]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchnorm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dropout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'binary'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_classes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_logits</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight_init</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'kaiming'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/model.html#Net"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.model.Net" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
+<p>Flexible MLP with task-aware output.
+- hidden_dims: e.g., [128, 64, 32]
+- activation: ‘relu’ | ‘gelu’ | ‘leaky_relu’ | …
+- batchnorm: apply BatchNorm1d after each linear (except output)
+- dropout: float in [0,1] or list per hidden layer
+- task: ‘binary’ | ‘multiclass’ | ‘multilabel’ | ‘regression’
+- num_classes: required for ‘multiclass’; for ‘binary’ ignore; for ‘multilabel’ set to label count
+- return_logits: always True for training (recommended). Use .predict() for post-activation outputs.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.model.Net.forward">
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/model.html#Net.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.model.Net.forward" title="Permalink to this definition"></a></dt>
+<dd><p>Define the computation performed at every call.</p>
+<p>Should be overridden by all subclasses.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Although the recipe for forward pass needs to be defined within
+this function, one should call the <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code> instance afterwards
+instead of this since the former takes care of running the
+registered hooks while the latter silently ignores them.</p>
+</div>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.model.Net.predict">
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/model.html#Net.predict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.model.Net.predict" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<span class="target" id="module-MEDfl.rw.strategy"></span><dl class="py class">
+<dt class="sig sig-object py" id="MEDfl.rw.strategy.Strategy">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">MEDfl.rw.strategy.</span></span><span class="sig-name descname"><span class="pre">Strategy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'FedAvg'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fraction_fit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fraction_evaluate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_fit_clients</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_evaluate_clients</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_available_clients</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_parameters</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluate_fn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_metrics_aggregation_fn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluate_metrics_aggregation_fn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">local_epochs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'SGD'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">savingPath</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">saveOnRounds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total_rounds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_fraction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_fraction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'global'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">client_fractions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'id'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/strategy.html#Strategy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.strategy.Strategy" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl>
+<dt>Flower Strategy wrapper:</dt><dd><ul class="simple">
+<li><p>Dynamic hyperparameters via on_fit_config_fn</p></li>
+<li><p>Custom metric aggregation</p></li>
+<li><p>Per-client &amp; aggregated metric logging</p></li>
+<li><p>Synchronous get_properties() inspection in configure_fit()</p></li>
+<li><p>Saving global parameters every saveOnRounds to savingPath</p></li>
+</ul>
+<p>Extended:
+- split_mode:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p>“global”: use global val_fraction/test_fraction for all clients</p></li>
+<li><p>“per_client”: use client_fractions[hostname] if present</p></li>
+</ul>
+</div></blockquote>
+<ul>
+<li><dl>
+<dt>client_fractions:</dt><dd><dl class="simple">
+<dt>{</dt><dd><dl class="simple">
+<dt>“HOSTNAME_1”: {</dt><dd><p>“val_fraction”: float (optional),
+“test_fraction”: float (optional),
+“test_ids”: [..] or “id1,id2” (optional)</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p>}</p>
+</dd>
+</dl>
+</li>
+<li><dl class="simple">
+<dt>In per_client mode:</dt><dd><ul class="simple">
+<li><dl class="simple">
+<dt>if test_ids is present for a client:</dt><dd><p>-&gt; send test_ids
+-&gt; do NOT use that client’s test_fraction</p>
+</dd>
+</dl>
+</li>
+<li><dl class="simple">
+<dt>otherwise:</dt><dd><dl class="simple">
+<dt>-&gt; use that client’s val_fraction/test_fraction if provided,</dt><dd><p>else fall back to global val_fraction/test_fraction</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</li>
+</ul>
+</dd>
+</dl>
+</li>
+<li><p>client id in this mapping = hostname from client.get_properties()</p></li>
+<li><dl class="simple">
+<dt>id_col:</dt><dd><ul class="simple">
+<li><p>column name used on clients to match test_ids (default “id”)</p></li>
+</ul>
+</dd>
+</dl>
+</li>
+</ul>
+</dd>
+</dl>
+<dl class="py method">
+<dt class="sig sig-object py" id="MEDfl.rw.strategy.Strategy.create_strategy">
+<span class="sig-name descname"><span class="pre">create_strategy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/strategy.html#Strategy.create_strategy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.strategy.Strategy.create_strategy" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="MEDfl.rw.strategy.aggregate_eval_metrics">
+<span class="sig-prename descclassname"><span class="pre">MEDfl.rw.strategy.</span></span><span class="sig-name descname"><span class="pre">aggregate_eval_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/strategy.html#aggregate_eval_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.strategy.aggregate_eval_metrics" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="MEDfl.rw.strategy.aggregate_fit_metrics">
+<span class="sig-prename descclassname"><span class="pre">MEDfl.rw.strategy.</span></span><span class="sig-name descname"><span class="pre">aggregate_fit_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/MEDfl/rw/strategy.html#aggregate_fit_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#MEDfl.rw.strategy.aggregate_fit_metrics" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="MEDfl.NetManager.html" class="btn btn-neutral float-left" title="MEDfl.NetManager package" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_images/medfl_integration.png b/docs/build/html/_images/medfl_integration.png
new file mode 100644
index 0000000000000000000000000000000000000000..76c5df763d352c04345b9bcd41a478829664b22a
GIT binary patch
literal 1001587
zcmbrm$IkTHx-PUNB!rFx9ca;C5;WLycDY%0Ip-WYN6tBC-vNDYhD+iu82;y6o3nL9
z12Jb+{q;EvkMySJect-t4UPZr|I`2cpZ@WWfBg5N@U#B$kN*Y+-~X@w?!N_}|I`2Y
zfBxrx{14Rsv9ZC{Uq#*J|M(}${Ppdh2vm*h_D}TpPXvjl>EE(CE|<7p|82-Oa0r}_
z%Y69z0(E@qu8aSPaQMGL;MD&T!0<m&8hlggVZXq?*N6De1oppzZ{KO^az9Vx8nnaV
zDEV(F@!lc}j;j0<VZisUZgcPtpQr8k-ojMN*n=Y+j3NI9z5j!Qc3i|u{a-Zk_UXu%
zwH}ARx{Xl(2LBuUS7+BW?()A5|9vDGmn>iYIt1E7{)w{xgubAS_k}Wlj~Dzg#NgR~
z=D`3%{@?z-z0UqRb|-?Z;kB#>eV=|hs7rRx)Bo7ozuN3Ceu<|_9kaXx4QJQi9l}u1
z_qY4m{nwEXivM+>T>kZ(zaRS^u<PevL;2Hj1S<DB%h$hK`|Hka9J{Ta{^P-P9ELpo
zd(r-GF<zGO{EwFvWB2#y{=Q}c1OE@LzX$C9YD(Xuew}UA-=jdtzxwhX7xKES{`F*-
zp#D13$N#$c?~$xkoQ>yS_y1R`^4C26Yc`j01nvD7i}qih{?|qQ#pK;P+5eiyzn=s4
z&Hwj%|9v)=f8Y84f13My(Wm(TY3}bQtlRys-3lgTdgs3G|EvKGcKB9<nOEW@?~HM+
zx4-s#GH%=01EK5Q6Lg%m<udL=#*E$g?(!@z;=KbC_U|oxySjWOWg91OG+w8_c1BTO
zIaq!A&jY{zItoPMuOn|$@fQCR{r=S>gqwyEh;8lBx^+S_Uyfh!pJuxi>z3eKhJg?M
zX1*c#mzHNasKJ*n6VRd`sNmb`fDeT|*>69c??vBlpxG8AewP(X3G+Q*4W<jz;I6AV
zk56d2->*Y|Y}cYap`=Lx0-slq7hqXYbiGy-IqW&zee}B`bbAXSt<Q-oF{fyOOPC)L
z#tZ$E8Mf^p`ZU1+XrBG;Y|wjz>IfR$Uyb<-k)19iZ_4zH%&3f-z<%byrQikkSx@Ou
zk3?Qe91%GFF_irQ+ks2=Xdn*?cE8NID*tcq`b@cR75ZG6x`SZcBDk}%o^6<R!%NY?
zLz`u=Y?eu=WC@a=my*plhQb<CbeVH&cE!KbwR?;%hGO^~t3XKHIcLPr>ZT&*(^VJ<
z;%Ui8mAdpPq{9L4+1RPgVwWLup}QdNbu4r$7!4z}P{V&1EUPib*MSzKW$YAxgC2e)
zwXq%}E*e%Y6mu^vXBu~0pV`(!-7-b+m9vVVx{JBIys0~WOBUg{a+>eZf5Q}Fi+|?d
z>XZ^NL>o;w{KCa4`s8=Cq%bu0zYsl9LtRjCo>xg{VW1P9m3=WEwq=gH?_BI>A-dSp
zm_uFOElMR?Nwc}L`{&zWEV+UX5AB$V(=~d;*PWpdzjGz^iQi2jq%1L7lqVZ+M7;FL
zjbI6yK#+Fk1`G7XWnY)!RjZ9%c;?S6B>9jQM+k4exV4~Vt;Cw@V_iBwbAughemx+A
zPFCqx8PcyNGGA(=AGDNIanjtdwh9e0L`<~`w}!HBY;N^!51=6wW77xXb=+o)d}0)X
zdwMWtS~0dj&@zpLx1s$MWTDs#I6gFk(Xfq-jLA;yh|V~_cQ<{pm}eyTqtvD^QaD9u
zE&L(U{ea*}CnrN6mo1~99_)0Q__VOPAR{or9F&eytPOPanY3QS<nP6Z>BixbFLP^Z
zeb1dPr_4FNj<}n<GV$Nk4u}-o$?csdhO#7|^+){y3E-61@DjBsxPm$uQrd~TlEz*Z
zZXWsR1n}exGAu|2UxJ<44k0vVV0p5_!?Jf@2t)MOz7W4AzS~JprNv72F!Au)Y#gpK
z+6I~W)cDMh;h76LhuL(p)$jJ<YqID|*4<S1fdxfqkEywb;Y<N|4;*28eOhh27J!Mf
zl%K)cb|S~~w=aKJ4XY9_BfK%vc{~DTL8}a>YxeS)`K_};Z~(kHd^UcIYSsAG-h6_R
z0|YEO4bl8neZUg1Gx&?U3Y5(k@;w7?@%;eDO$ONpQjkz%PzUFS+)lSC2u>6X)T!TH
z`q|oOw%5;-(P?XKx;bYD-0M}n-4{w_*Hz8gQE#WR?c+lgGTr?%ZJ2G56KdpaQ9W?=
zF0*O=rGsPyv&_lTT>GYQyAHorTfmRQ&l+3}bSf+0(J*3%#WJB7mYpbfGUT}`P3fx6
z3I-d<(tTdR*?cR}guze17Uk~TMqW9bOMZ^w6>{SpxFVcgTDK}*E>k4wMT*}?F1xSy
z1PUIkKU2Br->N+#x|^SX)^D`?QP6#<yQ#~m3JvwpaQH`QN#+MLWf<IB*(vi<3bbW@
zz2awgr#8>9>?=6jF(`3B-m6IYgJx2er@ox<chAeW=V1lToh<ku9L!r$G!O{s?Ypz0
z8LlElfNGPa#998~Tfs@|F<}I@xTR8_oc1Pb(G`h~!!zmIMG9*-Tt+h<rNMHsyF@#6
zQxA+`cbA^>l^2uNj{-QQw5NP(4J;7eEEhiqwUyCO>ywsc-@(c_D#ZG>DiV=teZ3UR
zyzzSNM6|5Y555t-Lvhmc2QPzx>%(38wrH;mh3Bq(Px{r;Uj9*gZ2%V|1d?UI6`;>o
z{OBIdPywtdXK3z}A$Is_Aak+1giKfkL5<edUv+U~4O3_GsdtSgdYbqgwK>mf-TmrT
z0J{hbf^&LGv%>V%YHk^I9~8_RUBT9XRcJtew{~Hds-{zMmYd3~dhA!$s=EK|#$?A2
z7wXy>A<mHU$1s6S%W)s2`e>;W-x=|)(I@&bw7Dwv(_iEs!Mlfey<4Q*J7{t`j&~+M
zL^P+jx((vCec+f?{p%+p^3IH-R3P}TB<fl!CD@)MI1*;>rmaKj(!iJN8Lj+8oxS3f
zI|;P8UFTZU(D%lFt81Rz<WF{ZiU#pHwP(A(D+8I)ObTCd7MJKl=p0OU<XDB?DHU@S
zd}zGTF0m-;Bv)#q6n*Y;Re46sP0^FDl&{Cfo0lEP1dT}9a`!u0!F8tLL#V@n1iH^A
zW)&&IJ<$*Xtxh^xatG7<$hkW<jZK1t(l`Z^Nm;XVYc!l%M9;)ZD9}EvvC5q-@BaH{
z!E%9Mi-uHntsHgD+nG?%Zm$Za<JdW3hqSvy7la64<gI`wUvWfE@m|glxE!2fZzb&I
zhCHF?>7?(z3B&01KXSJEOKwUgaJbJM=!YL1g+S<Uz_#RWY&{O%aCxJ-zegQyotd~=
z%`jpGsuigG<x$V-D3N#9^g)~<n+iI?vEMb2?YJA6*cvU{Aq|!Xhryff&(A74rXNMq
zdsDgqceTvCl=T{5{l15dvX2FS_OK+B&?FLG%WkjqQk;5~>F@~^c3mIfZ`9PJ9Bl9&
zd_YUwAd%?f#6D=0plx6bjgSOpH1>J(Ow)qJ%9>#D?S9QFe)~Xow{wzAJ-ZU^fn$vR
z8jQwb(i^cA*yuz1Q)6sRrnN;KGXJv)nW=c!lY9KL&%@Qzf|&Dlg_6_)4~h+%y@*o5
zJh9Z5a_-G#Jc>q~I`IGw9L<g1=3kbCABadn!0M-8Hf>Rx?a>v>gYRgbz_v18{%ws-
z1;e5v12jn{Blz0K6p2!uP*D79=8bTXIp82NwipLswzdc95M)5`6hY}BmRfYImn)53
ziC^xk(R&eZ7d*vs)tmbCs%TjU+dF`DIt3b>#&6DTI7(O@U-f`);c9Y-O@G<lRF0$C
z-&1xq;s{r;HivC!_Ay*ha}&mbuxcA{z0PKqeeu616KkoWOKRXM)x6NzB+yT@D!N3S
zK3c?wKrUV3erN`$HgKOg3a`bFXn!7I3P$zph|v5KPWz)})Q#L$8MBP87nL|I7$lwP
zorL8r2s~?aIG5G(DX&fi!OR@EJ|UMsnNugzceRhJ<;<Php3&=-H?=o#WjW*ZXWQ2U
z(F*^Sf>XaU@%BYtbB}d49$J62G)o5eg&$O$?+LEX@Ad?`mk2~!XtbL6lBl1SLKIkn
zfb~-T0hb;<Ssd~dP^bPb%iFT==M1FhXY=lhtfda{Pa`V%<9k#%tEf2-qYz>gqqJ^q
zwZ1)BH-0CGTF(4AwT-~89=Mfm!&0|qH?(Q(S+w5xO|`6&Pqg6+Ks18Bc%I)D9O6Qw
z5PSEJN@d`#U{@RIn21>(=_TzV)-jY;DG+To3JrOE__qH5_cSZCa}j_<(5NokKoQeq
zxb|<T6oR)$L4UT{?^^r|*)CsKosE1q2;@X4zJ1Vh4ugas*F`7f3|JSAk=*s>tj9dR
zz#P(J?WJ4*xoG!TB*T<OY3~hybm*w*Xe4#ERtA4?N*9p1CO7iu_bptxe?@eVK!Bq^
zOZ+H?mT|9ylZm$Mny4WmQCDMXp$z)j+~T#Bk}kzl1D1`h1G)%ARaxZwm7LcYG{=<5
z#lYqcWiiJoOQoCKpB>!x=v*qy8S%7l?DrITTqMWx0g=~-_YN)=fC_@r15OUOAQAtK
zQichQgAC@V4?wjxvqrI06om@<y7#UwKJB@)h=<<XJ5-cP(B`JC28F;qqr<sdy53vT
z@*{l8?<WpdBl%?pTTCltE8+9?6bOb=DV1|7lsya=uWoV%wlYzRm*(9n^|UoFe%}KV
zn_0{eQZc?@K7i1<ppHjJ0wcg@<X%kRq|;}Wn5t2)s!crkE>o0q0Msly9q6z$dDFC3
zoww6WYuC_Qpc{+anop%2+sby?Dl&oUpvFUv*UtJ{cYdd7XO<^_?Ls`kIGxM_M8uaG
zM0nJS0?MxgQV19Wq=7Pl`nN`n?Ion?SmpYP#4X+X-4PJGhs2iy-M~egzC7e}SNBfw
zR)NV8Mp7n#pb(%zbblcexW{7^a^)jWlCYB)Y!&Ev!xR%Em%oB-4qZ0jbW#JFy~c&~
zA<}+!V;Ik&j+>Td2zq-Pw7e+mM9J4(E^2vbch>qgM;8^X-342aBih=EaaZyLd`A||
zV3<}R+|kaU4hZ;bdD!rkWZCzLwp?uck;NAAQfndGxm{0@V~2(9M(IPWVsh}`k8Do<
z0UiQw`cn8BF6KqNN~li~5+UA3CwYm1hZP2|X$-?5z?R<+8K`&5eoE3OUpWM?luW5j
z9}c!NU}=@1-?OYxY5k1pDAVu;&dU^)k*%4)9U?2Y3#G*NlvzzfbTy|?oaZlw<DxrE
z>776244OZ|J3n7{0TZ^!v015VG4Lpl<@|cGr3N@4KWiT)4Gyhm|1|=}dpQ*aK+1V>
zA74=80(Y~;{De;-=OmA!hEEZJmQ%@<EXM+Q4h|rUCRM2N6O6}?0lxX`_JS9#FB%mi
zM~}#wgr^b)GZmVb6_RwO5c=)dedAY2>9|g-Y>chnv=1>Z>BPzfhrJ(yQLl02^`!`K
zO}ULY>FzG3#frj?mDB3=oj1?~aH91$96%jp`p#4&rZZ6D+}S;9rCL3zB=_t4=0x=r
zyl!>a6Ntl;wlS&Vxem@~J@xw{OB3YHCv%W_xHXmP|9#a2<im}rcDzpZyU&QA(1tfE
z%0>tpx}|yi3G|c}q{b~ShSE6TL$2;^iLJo$kX&azPR_T+Xu%9Tgu%ZFd>^s#AtXJa
zdMVg6fJH<rbAQcu=<`oPWp6%XUmB4TJO`By_|;vOBro0wd6ChAzR&^emV)1MKPdRw
zKU2J+{yQs(ip#M2>y^5LC}I2Zu|qOq(gvUb@FH`RB7W~?Uo{^XGV-Ud*y3V|@N-}m
z84_U5hs_YRC`AU7y!d=3dwtV)V4Kx6s|U}{_jd9=-Av(E3%{OVUdBh>=Zd<cDPO6^
z?vTLp(|AK1NXK)zKRL$HCV6(jHk_!Kn+x(tAnwZiB3IZymTjU>C$t}pP2X-7^BzV)
zPR$T7v#$<NHkicWiU)4dFO1-_SUz4={;|4L?0Fexp$AF~IyxZPYv^uNwzSxlH8+R&
ziOHz_mcMnaO08EqKWylr!yYQ+X4B~d;Dxk*;+a>I{B}}jJWApTkR(fF$%obZ>0(?R
zCGQo5QjuuZ8W;&#JjR>6IRoOD`3)9_SKB)@rYwR^%BU^N>}AI9d^6t~+M!&_BIQAc
zV+Na+E?}2^eTW=$Va;3DoPACvSkT7WbEuGF2cfXW7plp;upex{bJ;bXhs4Bc0xJ*9
zBn?C;W-q6`WTa4UZ2A5~V|u{zETw#)4%wedB;BJA^LxdUrf@(&O{-BdH1xCgkRUGW
z@B1W^iuhF*aar{mFUjGa8@KwY1j(7Cv<_!;4eOSuAD5G?<6n^tY)%n=|LXPk$@IZ-
ze=?G(P%y{W-a0J^1J>|22jy=JChqaw)MF@4>akI7ndmCDGMsFz?hM;TbRtTCmg1Ve
zJEXq8yOVn;_X+)Xt~uP8umK(->YYY07^vcryj(f;r~fuRHz0iNMBar=vsp`B31TpC
zoiN~HRcZwmQq#F*3$7hzu1CmoBn}W+8cS#K``6ri-a&^7U&|%2FK@UF0@S2gfYqCU
zC()RdQ_7LLe`GGqs@8_qzP>o9kImFmJQ`bWdD44R((IrUmU3%k!&7ivE(!zt&I>f5
zyOn}%^m$ihvxcq?;39sNDv}<O4{f@Z!l~c;+{$@kHzooTZeLqzY?`@54w?_*GtxW!
zmDw`PHyYwUD}^uc$srm55?`^PFQ9yfo%NE_XRa|p;9XD1JyX%#LBk{77`N%^)>d98
z2{Q0px;do!%#~Xx68R$~$6)fPukzMGgx63I9Y%fnp@#!8hk4QyD4pUDdqQdN%lU=c
z#}AATkE`_{d~#<_<^0cfUfl`R7C&2rYPKU;TOHc5qG}hBT?A<}<;305V^OpWK~Se0
z2ENy<bQEEV6|R<+S4#wM6XgIOkDj%}*$l8bL%RauDa}l-Er=H1J-j3-D(!|6h_=2g
z@xv2Cy(C-*mXs@h=zSt-+UHjjkx8{HPPOPrj8ug~(8$xS^;dK$AKRH;;jQCQp=L4F
zis`e@(jTiW=u+3Aan;4UMz61~Z7Q9=KLBv;Wn)#XW%cO`rXtOvyw`|^ca-a~DC|gS
z8yY;KBj381$Ci%DOYCGm(gP%lTglqRvOm7AC{~`-Z*OEGc%64QE>0f%JLGiP_~(9b
zcCnrX%3kqad`@S~iiV_$EC@avkXl~`sSXcIA@{L(l^l^+V+nB6lKA90`L?^+KG2X%
z$We(9lU%vR9D?6%HlZBB<1=nb(yj=aAI0mB>-U<@ho}qPdy*j>ZhQ^I12pqu5Y8F(
z@^?||eFAeqbM$7uvwRny7BL`v+UZ;!(;)lM(9)U*OyF%FFs%eIOmLkX<Rv?Ki$0k(
zG6m;IY>&YZVQ7xpDtSbD=D(QM5JJuP1_3v~H3&Rl2>FA)ME9Bh+0Rn(P7kMy*G}*-
zcH6<*zYt4wT-iU;wH7xgn(M+-_GDUNP1wMx@eH?Q`a)JtV;eij;9==rzj%41NB?>y
z=wF6=0$;m<0-(`NIE#@N%vbUW&q@Q>3<C-2#qDFmzP@VL&v7hvc-4awf4Smrr&t-d
zNwjg-)*a9esW-^#ZO2grei60vo6^Y^rjN#ztJ6ru;HJbpEm1ji`Yh3!FqAB+VQY6*
zR)J-ECE1t-Getyka4TN@ZL0N13%#!mg4tlV(Fd}pAheD4nfiU|RK1WNg7b9iTJV#%
zAmatR7#f=Mm3U&s4y#bK#<~86lDbv$_WQUC(IN_VY(REw$yn`??D9s&91uH90?SE6
zJ_v)6j{XOg&tA;mjEFBVSpNo^X%Ez=@m;9K&7e3eph+9OVuQneG8$cq`iKfdp|b)p
zh9Nup#Q5)9=6PoJqegr9$VL$R;*18pM!C0AakJjK1AQ8MM!Yj=J%l$Uv5BN`e#{hT
z*yv~dCMOvqorcCapgD^4o&60d^XV&PeFVi&gCEOO(Q4}~dK8PJIcd+kbpcokhssue
zxEFuWeU5sy{BO&)10nH;Z8pZ+n<3URkN4Ab@(p>ff3+83799w!fv0q5&IZpRUgHDX
zrP8zqsUVqIeAOSAvs`^hUD7A94F<zJeXqX}uwfyPM>-zqDtreZwKVYB=tES4lYiwh
zBnt2ugGglc$B<DJrHvbJ(J%+`E!uJ}NB351J^9(c`FR`pROc(@BMUv*%(Cul;ClKn
zFCEgHEb+h3_sv0YK)`i9R1Z0t@yj1|lp(RbzJ$k=TPVnI%hIu$4%J3~jqGGBBZ$mu
z1f)*84Yz5>J5epK8&)E(=@PS2a)90C{8!3YnC7&>8bnF#(r7$Ga?<6`&^ml1smKOJ
zH$QbNa!HBz^Y?IOaCo<VN+*6i|Bf;{2EZ=tNZ$;q>%dr;*>e~UBp2Wz_l;AVz<j^+
zQgBZrFg0}d5I}C5&v?9kG<bFRJBu`*B>+0o>mSe>3T=AUoX>IZAHKF5IvWc6W*Z>O
z(xwvW1Eimdtwy<_=+~E0@5ReI>QQrXH)hHwMPD8E3?1QT#0R!Vdm`QZL(!|)A6Y}!
z`O2`5nb&jN^+^|WaZMI)h!J}2=XyO761;Z`bc{nBhY9!21Y7lehJdSeNO_jaUb-wT
z+gw}`{k$vxaI9_J9GUK4ew=Dv@-U@7IgtDELRT-5ozO<%0XmQt0yn5&qV*~48l1TG
zqO(<H7Q#@R0=d?ci^+G*liNCn`|EsPXsajTA4*8aaoa?$g?^#MNQy%J0*8f(&ngM!
zLA8(?{@g;-k-Pw9E5O}wqLtK{Co)^JMV%H8=EEDnPgEAp1kmHI_{op<tWaS(!R5^k
zr0g89E}SB+UC+vvZF{q(@HEwaWw-tnH?N5;DRqfXpTMK=zUl0O^u6W1u%Q+YS|@@p
zuFX*sx{~i;@nE_22lUFDSN7`UCU5}~s=CX(Scxvw>W7MSRzW!otwg#lxp9bIJD>iM
zt7BeX6KrF<c=O*yNXp&=0UjMw0pxpY^7#O3w7lLR`vvx}e(><}_iI$XR6m1c=#I?;
z7P;_T+LKCS<4|%P-(s504@;rh5MVm2E5yqmXb>Bhe3uw#K#F<yQxZKwty%jXwIzr-
zNa)KKYW4_`@fB#!FNvrd%6<_KRDNTZpqS#{-Pir>9|2|k!sErb@ck2MQ1|ueUgTTi
z`9>hP7R1nOGe#{PiojkOG`w8?{z33<{_6q2iup!j-<xx9ZTqTU7``^RHxD%&{Zv`8
zx$Ks{n~U?5+`GJccta;6ttLxO+JR&Wc&;@Rh3{?l2q#5r<4$wtuNcmc?xauSyXzQ$
zKSj%5w@F%Hb9xddTOt{&q_HOk5bIoFS<YZ!z}09sX6@}80cn)Lz7%_x`_Vr;UQ%=7
zxe0)Gyg{a30vFY?z#kyW^g>lBRprnaz9zSICq&u!n*7HFJ5IkC`?4cu^#VrB^H}=G
zS+0F2Ndv@=rj+Lts4L@>^cGSW+ks_GA2SmyU0WfO{mPihLiy-QVGrsMO%wR{8%itB
z1d<FDZ+{L!OIxwDrF%Z!SjQ4lVggA!g`$S~)OPv$mu$X!C8X&c>EIr45s;f&egv<x
zHciuF2XQ~68{sG%9T{NjP-o8+<zm)UtZYAx_A8{FCH%~|1K)gO>sZ*Em@Yh1_zYd;
zFc<6;;JCB4PVvs|kvkKbiNXZ%STzsM$lvC31yd}-8bA`Z&xv1!tij5FUjwXEn;J_L
zEXW%p#S;1_e2PWFV=}*H9I6=_(c|bYx%~PJVY)G@`$|FX&*UHgk<ji4U4b7+o|H20
z`~d9iscMZQW;4=duh2=q(mF%ih8g?Z9^5>m`peqS2>bw!J^hufG+a+k+Yb-ta`6#>
zc0U?x0LH1y-?%Q4Auh2)7z-5ElJa$LYXKGYzN@n<^BthcfB4<hDPka+#ZvoFO#G``
z#d@lVV!s;r^X9Bt<;T7rETp44E^!ct6=??9oeUstgF!ox-*)MAVwve|2iEF{)Kl@e
zr9n<8p?&L4l&%+)cZ4_YPU)w|B#E?(R2dy<|A52Rv(C_~-KTkz4zf?ykjw0!C}C`G
zdPn>!m@E$l=i9=#k2m|Bf*^|fjIGS&PExs!PpD0_EK<2zwau4Bi5IWNe}SkwDKsA#
zE_L~96s#WBuPzK2*5Z5#Aar%EI}tvnU&itJGI}Do?H{{Qi~~(|hWX_QXeuPdU4@r^
zFNy=82};wal$Zi`6UbiQP6oUkuCEjM-OXJPo8w^pkvQ<DAmRAb^eAoL8ha3+Z;{(%
zgkOPk3SoTju|=2p4I;{|5=|?W2(#Afo)QYOjILcvGED1TvD}p(^ZeOMZ>xfXN48h<
z$DMil)pLGo=sZzW0f6bn&km*iDlSHvi?mzY(r3MQ=>$7tIuADiNv${6MU#056ep>8
zli#|tWJnj^Te5jKe=I(i9>7!NY8;q1?z}~%g{4guy@@@(g_;AH*iRp^QMhJcn!URe
zUQR|L_?aa4M)N-JHTC9|Cn3bq37PKV(RFLT<_AFjvor&C1^fB|bVo6TG`qGJUHp1+
zy?|KHn1K1se{Jdlp~IhfD``4C9~@fPS#3E0!p;5iuCaUl@{9oHfF6Mv3@7Q+iWQh~
zI;AqiJGy%-#(oy<fnAx$50i((`a;jNKbq6%WXjr=yXSsMo`e`P0*~NaKi;_VhEq?K
zUY}0uM*yIm%Hg-k0IrlRr{VziH2tt->=9@EyumS-pGpmZUbI=)ukXe?FoQ@bTEhT6
zpdD`HnR?**3ef9AS{ha?$W1;-|2P?r622bEnQ(kF5t*U()^fZ(=U@UEXV(+GwgwpR
ztIPtc)dgPEgiYc1#7cifumMOsjClHwR~G6gOb8?XfiE<reZKYK8O}I-kz1t^tRO%j
zXNLyJ<ZVf9=V2zLgqQUYw{CePIT=X72FCDbGFd~dZ81~%!2rtO#eMe4>j&P!P-FBy
zLzERWk^746H2`j&bqja+Fs_l&`uT#Sfm9h2s+Qz~wdfkQK=QcJ@JY)o$oEYgE)RaH
zxi>yT|0S8A<2BbNS5)@$#<IZ_;<QM!kR>%<6q?*7L!VdB)G<hKL+WTgFm_R6JDGU9
z2do?iXq3WNu!TUULY4M|r_{Lq(MG*3ZgBe0ao}(Tw+}Eks4!C;_|AOtQ?KVYny&~h
zV+3N>U98ta_OeqDNkBia`r(W~Yy~U!10v@k2v_#YN11b-ASLA*8-xdNB>=xd=_(<G
zzrs)IVc@=Dc+2vOhO+bRvik5<Ywj|U^4I*%!psk&o$Su{?F1x)3eM&;J&D}K`3-q5
z@AA`ssLESl`+@U3af{r8TLA#5F=o?*T!-I~WATa~G+P+TsGpsux|LjpKVr>5`v(Lh
zd>+k;92@iqbkf{S+VLA9?eS4+>qgN5C`99Z$jZ1Lx=It6MC7bld0fJW+cTBU+vo9o
zmR|=DejbuYLLff#3iLSl$S&lAjlw0r=<a%T#wlQjzmk{9p8dK@``+Wv!dRn|7w5f#
zq`8teEbW6_1|qyFANv?ksQ?C>16;I?D^Iy{l{Et-k&AJxc>=^K<aU933+-9!p7-|`
zZEdT#*^{2L{b7D@6g4JS+#&wwr{8JBu<M-x#ZCkEK%3sY{~gr(pfsmUOb%-}`T^$>
z&^gZ8-aN&m$fcxj(27ccU&I%3#<*i+uPw+Uy+a6Ry*4vIqFhtcvEY-&GYbXB0bQPf
z*7ff_>x#3IhGe@x)*bQI<~H_kMi(XcW^QS>?CJT2f4ch1wc$_?SQ2g(N#}KAf80XF
z7c_2tk9D0gk|b%<gH55vZeG%(Ow@}t`;mb@83q(FEqbCfE|23o#{@gyDt>sjhdl1H
zh<N9uT2R1HyHrj;<}})GfzDymwef&g`RlSjQI1MC`tJ;qo!sMKzf0p$;K+_T@#dVp
zV~-hRd^w^|)x7Pqa0P6+6*%Y+z;M>Em6u>r7+%kaFFU!D9-u*Y3lb@;^azIn_bS1t
zLvqp3c2*43kGj<P<WU^kj0u22k>Zm=47X`<XC4gaspeS~{BWdUZ29CG|C!f+S!qm&
zCQN+E(??folDd!gdfHbz_#@j&@A^!?3G)?IcVG=(#|d?omvcym-}nJ698r}3$rPt5
zb%n7%Q8Z2A27soUd2N=Cvz-^v+!qqaaKjDkeHpfAcdy=dIWJ$aTEtcS2F?osiE+4u
zc8lGl-%{!4r^$dl1L&X^Hl}GhY-@PMuK4mQ*zPZj=l_7RrnjL$DLIlF^wlgj3jBcl
z@Dy1A{JQz)%xAVo9Y6$`!xUNo4bK+X8l{#WSjn=8jWYzxrpyGwEKY?peiUC9>Ps0D
z^vn-vwm&7VwmBsd7o2T>!1H0Au;9%CHdIT=M1v&xyyqCJJ+R}(<z)%OSf#9s|HS7m
zy*@Gh4D!xm+&o^Dlk$2>PeMvJ#ZkQ(w@COGw$TbCIV1vB^cro~aF8ecY~nEsw3nrK
zKh}p9IL2kK3)n6KR8_1ICM_LTyBM#<Y0LAHfM+493%A9%A~QPO#zdqTh3t~X@IA@_
zJB=>PtI_!~5ka8RW5`;`K4S5c9vjA;?L;=ci@FX3nL0ns&RFZFowG3D-ntH8s)l7y
zrofxv?gj9=1ZBRAOh@XiV8l{O?iH>9@!5;WlW|gXr%KV~XF1YOcNp)+(`u^;Dlaw3
z;mR_(Eu9lSz1rTt4Fsqt!+I^kgrSq20lP6`{0C}ZfGfSPoTHo^s$BWUYA+~Z&?(W-
zFK(<_oxKALG*a8$K!ax=KcAr2FAW!1ArI#oslUtv%}wi{^BfUW7#}(XMzFQ-I0BT*
zO8n`hHmaQzP+I40R*J3NvOFAz;H<@;O@ds*8I4NsHdVw&z#HGCTE6>egE**m`7CAQ
zw5ruN0Q9MQV18dVdbJpEl+$G>c&M)Y0xyf<3;dm79h_v*``}SHjaW7v1Ra!d#}e>z
zB)v6irsy8D%Wr?`Z#iYY9}om{4qLb?C7bafF(TxZ=21^j^94X)Q8fv~NQ3wN3=Fm~
zyykd`!c^{{alEpUg#{S|&sbsG`Q&#})a@mOCV;q_33t)&2VhlK1_cOPf|J0K^@a!v
zO}QyzwvCxc8oH_=llR6_<r9$x<gd`=jtcPC&d{a+!i^(}#te@lwnhW;iY)u7=SVy*
z#Tz`rilqWZ&4@pU^bga-YvYwX)wz=84qHljRUQNA6iyPIws_?mJgEOG`ac(itBH67
z3q_Mxt?iDnW~_FPj;elU4+oTheNrBe|3zt(?uq!BQStTo@y>=f#nwL{hy#Qifqcq-
zvZHFSHV}}%iVZB}YR8BxBK+x?ICy@PZ(-Pr&(~B(_b1#NDDN0_yyjWfc{d6x3|6Lv
zj~-^JQaZcy9wkujIKC@LD@W9yoJssW552+U_rVfbSH$JaHsDY~9UE2;ET?g<e%)L)
z)7CKij<H9tb6fgq_yXK9eN5x2=pV^+RO{tnR6mfShYT60Cwje)4S#Lg9<16leHbtp
z4Oy9ym7O}T(ghBnfq^U*?4u5u9wYK-FOiOgcx)^EHp2{pto`9(>b&!D`x8BU$v0l(
z%a49_4RQw9c2S^IV$Gj+lt5z9!K-f{W{IwrcvH`W#K=+W*Q`ANx`A`P0_a)yVn=~V
zHvGhoK$9l!Cp&x8y-u#lT04*YG1%;B(Zs$0oXPVm&7dT1YzQNC$y;-yj&u0UTZum4
z09h{V0L6K20q{2P=U~%*&qt(m+73ILjz1^;%D>qEUoTR7lyLbAF{KJFR(@qlTo{}O
zK>Z9z5<H7110?tQN@ve(l0-Xj1u~7fTeWy6xeG+DwnFvI7m%YT$q_A`y<sy=uCeXX
zzG?0K*`i9aSF03ffKP4suxxQB-<$^_ZN;qhN<+0Bt*`*5w1P{M8hLq=hOJgs73=l%
zRN~EZq*>{`j;4ON8(3<!FFh3r_FN<n>oUZ*0gw-r>vcE<!><2u-NP&MNq4!vuc!|J
zqSuvwZ2yaZTd=L7xUU>LAP{cA2l(Bj@(nxSqJvo(h5L3zE$iKut(yw_wj#nra~tW0
z@LM~lnr1t2Q+M^!3}7hn_7EK*^)0;QCSW1X;p-7`y8NQPxF@Lb6+d<jIk5}ee|m;y
zX4+qYe7w)H+<0x)DIqwUESN%v;a)<hR|f8-Z_=oXC+pS&WMGW0HUIEt)Ux*S`t*h4
zX|~sunD_2g=p9z#heEP4+p<=~VF!DM`L8EbxyxLi2Rvvo{=r>2gV}b}_dc{$7r<l~
zbsOtcPCiWW2@ZZ0xn6>Y8&-NJy(#Alkir<`wDqYmLE^Lj!?;sBK$~NX`ZLYp!9?3<
zC9y(zy+6kY8*bfctZF6jCw*GbH35#WP^GeC^w<RO-{9L17A$kY{c3=7px#**CT<r$
zFav5z5>a#t>VqBNFyh6)i)F$u{wMdFxAYoxS9HkD+!<H$v-gUli|d!+UgZgnX8O`C
z65MC@$=;b<+>1c2KMF}sG{#e&*_2Q40P1)>Qt2q|N(bYdyC9_c<u1_yaap$s%1AB<
zi^A!ebrHauT(Q3=Wej|rwfnn2SE7RI&~XH4GHq5zWWDhov?;M&+Sx%DB@hqcikq=B
zFwX+@BgkvbmNDSaKPVMjuArJk^S0Yn?wu_u4Nq03pVmz98?NPUt6+jjP6MSqCw(q!
zmhT+GCXE)kvUG}9ij6`L6bNJ;=w@teBIhZ#U|aomWc0dQD<EZGq}H#4z!|Tx4hR@X
zVxA0r3i%&-kfTz>ORx1~7ORDtEvtJ?IT>)$H5GqR>z?A0)!koYt*7<Z>-8lS&k7$0
zJVzl)K5+^;l<P;Xq!JCt=P!2V%U#a<8%8)cJ4yFrfZB-G>{`qmzn<+$6Je6X3pl}^
zwf9pBsVE7cMKb(DsrvO&(iMFpMyc2~qYmhV9U%Ir%mT1zr|{TsCdq*I05XQ|tpS3s
z;P;)~w^$#2)>qiNXdQOz^JPd_bkoc4^gx%q*&uFCvi1RO0AcZk3ZK3Ld}<&=N_&M_
z4y~Nsr3RFbFECOeogP^u6^CLAtv9<)em~V+A0<-V!ZvseG5}89pK2?4jyM_QLVwTr
z?hWreD47R2*qgdoiuz_IpUFBjpaVd-R8SLf=s;4rETewqA}sS%7S=n}LQ70koe?4o
zdO{lCPZ#Vn_82gzs49{lVEu51@u!C9&EI(ikTY%pHDv+d`|rY#Pg<3fZjMQx-QKhZ
zWMqD_aC3e%^s(GPsB;GA`EjzsvL~R&h|O-2i8iGdME!v@Ne}8HARR=w$b>4TpGrC3
zX3+<?2#ea_rHaY{7;hz>o9`>Iv!h|^1in0u3koGI8;Kf`CV|mw(NbXW*ql5GnYlLv
zf3GsPbHjPh@}%8MfT(kWOx_el#;*3)?)np}`s&fVC)F|eOg}O=-MO*ErA$}Frpx^n
zCq-v1qP6}Mt^hz)Vhn&o8N?ZX=M&U$^zOvj$1Zj`@Z4Inl89(D=B@hr!UNF9=!5!*
z4zq9Ul=&;g0VsZS+I(|ShrE&WjLgY=rSz7FR%LA2!)G53w(5t{XSoa2fnUJ0;_zG$
z>jU}l#f^GImAxru#D%xeSI@sZ-D??)T>o4Z+gR|G)a{tqJrC+$)O!~=dhQ5ewnOn(
zsu5v7qAvs=)#E?C-{h9!+YK#g{%QAla+}_G-jZ~}G?K-P1~5tBRvttRc$m{Wj_qkA
z;d4G#-+srivv#UZOXLT%=jZV<Je2#d-fr>@E(OIW%LLUBdS%c71E(89pxgq0(Ya!)
z*A<!jV%6XQAEhW%kVWpMko@{cItAQWCO57%T}V<nE<WHQ?R)=5MD<^Uy8N_1_c6=b
zyjZCOg*IX;ZY8LY)8<6}itF||zN2LCA*g%T8aGZCEhqle$AQcXaIX8zt^k2+%<NmQ
z0Ruelri0<_rx{pK17%}UZv%V9#a}v|5d{`sT@3R!PaqeIdhx8v-iU5nN_(pUIR@WV
z7+?j)myffqnP<|kkZXS=L183=1Ldh{Vj`c&Z~v2B`uyH8EQUcraGX*jV#T^mV1C)k
zM#*Us>wB7kIGoBZ2ZCyx(&L16ULcRu%R~PafiBPlHO0=h9jdd(uKJnDKa~}~e7pxD
zkYT``8UU-#CFG}sr7phZ&~_4luWo>?{t#Nw<N81aoC>}16w&CY6G#>>X8hCu9)J{D
zps;QM{>@k{O&ApG1(xa$fgNU(+rO&y^(IabLjq3sw|NFo02*ybQcTy2Hv`SYjQ|y%
zF~Dy>VoghY0I{Yym!fJUv0Afl9cK47UE5t30UV(sRAEojTG!PD_W{?aP$N)1C{4ZJ
zXR-r+009JzB;Zns>#4eBpZKwFnC4e}`1SxqONE^&rWzx!XjBnYkWbx41BBPj+jabI
z)}!3vR7Rehec~TRdQ!Mo0f4&bA>2R(3jpN-zaDUQTKtR*P~*yypEKwh2>c9!L*`C%
zfKZZ&roPfe?_v)1j&SpkxS2+%&yn?z7?D7qiqJ-dBQDlmWQUChO1wH@gicSa<*wC~
zK|9;K>5LbN+x3z#fSb7w3?F)tTJ_n!qZ$QV=bV0iQQWdn^w3B1h2x{PE&o-5%a;LF
zh^;#XfQP(rHU-FS{(BsFB{n(8FoxwIcfrjAhrjlB^?`2TB80!1H)23RjmOtFijUx?
z;SMgO;SiU#^Ra>EWl~g2#>*AQ(zi3yaZ}<B7~B5EL}2(ME-`L9F?pzFgC#RaZ8|#b
z76=G4`rNqyPwjmkcuN<ke<+9R^q%~Z9}OY|8iyL{4(>4^04?0EFesNySt#%ZUu7Qd
zPn`BNyVaPyA|3h*?pHsut6CP<bKYju30uQ|i0H42>*VL3+<y^<Kdy=e5C~zPDnN|_
zjK_OFa2}K<xm@f0QtPb2?23xQuYL`RW};dtCqo2Pp3|>Mym5T)hJ8S#D~h!K3n9Ts
zwBV-RGdXud7%VPQrv2E8IR3x{M@+-9B+eZTDsLlHM!Ef~u^I5z=;7h^#4EbKe0IOh
z9ib~qMV0zVW*49<IvZRQFfO`$0X!iTvo@z%_w<CWbH6f=>l6GmiRp%~sZQ$M#>O1n
z@KHnHj&kPr^&fVQxD6N_mCuthWQW`#U|aw(BT3#scrf`8j!NYWz9=U`9WC};)IfGk
ze`LE~59LWauWswDX)V4v0sl{91o>oghr1sQ7RT1}SREi|CXrWFX42WH0Z<D<rE5G%
z-U#zUeu5fBqG#v9PhT*+F@wj}0WR$p2|@*OA`V*uh_DU#rfW4?#TDSL{_!PqU}mC9
zKPn)&fLneq8}tC6`ev<Z)>MmP=pTR{rYq3$oN~N1OI%Qnd<iSbw*q02dzwF9IXd4`
zYgKd;Qvi4Z*nARu*0z>07f&*#xA0Z%j4w>!lI&@Lg!_WD$E=PYbqoB47?6_ft)Gcg
zYzn9k^(1X6TzjMbJ6;@-w)onTv@GDv>Y85Nkl5P?fzm1DRMCVoXa~mzpF`%%eP>(-
zj0G&4MePsyOrnP>t|awQ(xl6(LovMFeq~ILI~<1R6a|`w#=eU@M4+~U#ou%&5rQxa
zCt=JbP+wn$gt<cJLP72NEONXFxQeO|3jHdnTb-D@w!y{BZ(AlX(mZP8cJYCOLLSi2
z21#;n``#R@cK;32hxIL2E+Ii!Q4MZSs!u>B+W|}h-qP>i#MlnNTVL0wj~bBm(}z;-
zYzUsjV@6Q{Sk;q?eR=;hqI%f|&Cop__U}fo#dR-sgWIsTNZSQ<x4^6YsJ@2+$}POT
z0{Bah`B%h)r8nj4K1f!xzHZ;JH!?@Jlc{fx=FT@LIxm0X+#5UuLEt<xPL{;rVtZ4f
z7|s|Ni{19n@VNnu%cnK$q!q?8_VY`-wYu^WRXX|bByE2r0njzY+vW-u>11y1Jab3q
zPiNcN4`dC;SYE!?F9A4%G#kNB)2$zh63T1U!HcT_{f5TQw?b3UVvOj(QiFsT)V-cE
zv7nm+0o?Br7??xvQ1b24TWn2)Pm?C7D~`;_FE+vj*fg24paKw=Tash^{<WDND55dr
z02CoCWQv@ever(Qhb^eIM04#1R+_Ie*aaB_l{c5utXL=rU((iQI+W2;Ppbl0iklMP
z9dtS;f~+b$PDznd!K>XDPryK-U+VvBC2|i%n|XTU*v~7W;NP$Ugo4hfW$vtRCbf^C
zkC;Zcp)`xnb%6wqRm~fZEKu#ggeAaE#0Zq9y*79J0G5^v_Zz6`sr)ILcFT5?s$XP7
z;<cEpi(LAq?>vHtG(OuEP{|Ykqn{?IA~UXHf-60%<{u+JU%NpqVNe86E=y?dM!A<a
z>9fq+M*ws#i9Rn-Uv369u~P-$61?hQUn1~R4S@lEvLpV2+E>Y*bl!_@z*4@gX=e!v
zXIEAQrOUHzC_tvTr$pH;12xQ78ku6UqBOIKR;#2@Ohz)qurb(G7GP||FEwp&rJvdi
zp5EOiS@peol#I_RDyg;saAl($>j6d}0s0rv+Nj3RC`A(Bz7KfYTk)rc96S_aUc8yB
zmY{fHF2cY`$^+Mcve1RhQVUeZMS#;;14IwdG-+v4*bnIvle<XyHtvA5=;7N2Y_Mn}
ziVs{Xuxx-dtS5!k7qj=#nWpZeCAtBMgGG)UXyB(5NboZi9vd&zX-ucsQm<Fg6iJ_h
z-<jxjj}5<{`NOQ*y8kknJK%c*C0)x~*H068wk<QkT>-&9xk`O?CIE4(rY2#FH_wrG
z*cbJs1}fTPOHt+riRoU*qkt}MObGQ50<Je`2evn=)Bz{z{xa?Ql|ZlYda2Eg7xVHD
z#A5sc@;)Zt;c^w!dl>Xq!RRVEA!|Yv@pOpzQ^S3B$IX{w1(XvxQ3uPIb;DQwN+H0@
zHroPU0*j+;BEW%rPg`XL{0JVDLCinyT?)5q@QZ%up8JT$sRDBOyL*}P{VfXm`+lI$
zH0YPTBd8z@sZVCX$0UFhgNn*S1_%sH8*T~%V(|6cuimZ!dYToK&R<XfIQ43lo%R%D
zd#0S*zT9oHlJC#6ta)C5T}&UjG2R%>WO9!!r~%lzL~`U%*(49XO^^AIkf`P)U>Fmv
z0ti5i#jv1kPq-qsuewjaa%`HizszT;h+Q#aJgcp9O`5Os-bgQi3|u4AWK^QrV-rga
zi?bAPDdw%d?kXQik^8?%x~?rnu_*dWB0+cr1tlmT**7FhR`S>Prh2WKt{Nlp+!J=7
z-e1PPWrN(F`)uC>7Bf&^>d)uyGKng4uvCoVL$8ruD@TK0|DB`%$4R<~``UJyWok;V
zk}_V&KMcDTADGnk>hTXhP=AemaUJCkvJgq(zpP?yhciVTTwgBOE&Fu8g}eN`8+!dU
z^U=mbb|Rw2_g9CM#F&ll-*<dnYOY#|G_KG+5tdMXOI7mK*_x)=7c_>>%LU3|;7pU>
zI9o?Z+`PWivX&v4IO;7{mYS5!{ldtGHoO0IL_VUYa7WF3m}^dD9~FhRb{5aSY|ohs
zAFwoMQOvKlsmVqBdZTl4_T~LcR$6SIiN7{V*OyQT`V`l@{d?b$5IxQI3BHI?^d`T&
zGoVCY;-M$@bUZnI{?PeEk@)zA6K9`JT}gm3<lUC?&RcsHM~dHaztf_s*;j$RAev5b
zPI$w%?AygN&D)di7#h6O;j_5F&(47mg?BkQo5`wN?`iF!Xs0Pg!g(l3!ls?Pv-VEb
zC7>?97etGGNaaIuKCDw2lg~B2K1|Kq)Gv{*FQ3L;BfOHY-;lxwOKe(Smb}Dc_-R40
z;SL;0ypd;0eeQxwN0%Smg?)Ly0km~6Yl(e!>cfrBz(kA1eQ4?DsJI`qDxgs1O{cI-
zpKNt3O>W%!{SGs|W=kep$zCtE_nC)7sQMxgW9Q$FsqIve`DM|Ay`zE86eoL9b5RIg
zx#I`CTe2i9XTt55L~quL)26BpL?pFmtZnW^DF4uK)JL&S4Aor!=&13M;Rye+!`ql-
zLiak2^mktruQ#7t4if-s{=6WO5{-lK>Y$Xef${ieuCj8tg%q2eTe<oZ4XDYLr&|5F
zBe1G<p&aUTxH=o|*6R4k56Se5MlorA6Q0ikDv8{qZ2U3;synaem#2c;XHfR!7GfY0
zl!gAT%b$YjTnCi2r-zg5z2EmE_E5EMX~iCl_uULSXg+N%zlPq}o%fJW&du`s*>~VG
zvYk&S_1l})fkJmlOgfW?cMZL}*cWQ(KKK5FJL9r+oy?pe1LX3L>To+AS~q`ut<Ea?
z^wy|-wZsTN>6>dPK#EvSGj5|05k~3_N<e-;dU8AV&$JFH(q=&@r<&z^9KGD0&#o4p
zR|VZ9#{{AL(p>K@Unf0z4MEOz&M$uL%81H9v($uNpc=Mb+c{sRG&S3FHV(YPhhe8)
z&78>&(#_Q<0zkpj&Ve|sD-MQa?{y<-mXMLdy^_UH8{xAElS_ldu@<N%9Pok&qCjtg
z8LP)B{yfId&B{!qcPgcie11|h%!r0WnPf}K=sj6N-dA|em+$ygKLGNDBb+Bq90P53
z?wzV+bg-!8P!pfx`6Acx^OWBd;%SKMM!HWT37Sbtp<>o2mWHz`K+FXoLfQ3B<6g)a
z6}w-t;rPQ0F^kZ}{4{e&6U_P@>1vOTRK0IJO}f8u`ab<Jo7&g$NRxh8?rRj`JVZ4*
zDeaYtF4b)LS@oo~TTd`~Ktg4Uci--bwk|3(Q9y+$&fh{Ut*qatq@|nQR9*K4&Cl&~
zny-ju(uaRWbZ9|<%H6nI%yKCvh&NI{zS!zTQ+r?)W++gIl=ny>W^r#j#y(!}6U6$4
z7j1ox-GwoJl@Tk_1o4K}=a*d7;y|^W?}z`&bG-u!B_{0TI!SNW_<VrK%Rs0mhUx)k
zm{<E?eu~#fxDOxPeSj4bWXbC~e4naBs*dJXyF!!jIkd_gwBx*=`2I(^@9XH2PmS1q
z`_n~v_!GRU>34v;WzSwe?2Q0R0wiz#dR5|CI3E+Fh614``k8#YWLc1JAeCE}LJkH&
z3{DvM_8CJ80mEAvLQT#W(hoY&u=j^sJ-lDj>Fq<YaSnxKjWy>GzEmRF4{qPS0IwlQ
z3i}cV=ltB#(Pb4<UW?7FWN7j__$obKlw`mAkUszLYf!@-!i1=g{(-Q}m&>vSjk-0L
zX8i;hDz?gz<Xntvgw6=>{v*m0ZaN)Xg(OcvRKBU0m6cU9*X;SGtjICm+)_Oj&ceYr
z%*kGz+#>#Pz1R3}@#v3K-_^k#bo}vG3z>8#<u9RdQzN-{IqempT}j_eZ+h9~^oRFl
zj2)@!q970`iHJc`A$<d*qf>jtLIN>^%SEhNU?C(!(^yV_4}13g*y9~=y~hYk*EZQA
z>#oNuC@rGjK4PIHW%+Su%y&O0S)Kb;`P81bUl=;x{SjYRqn8QV4BaK>+0(J8Nd=vn
zW~20P&o&??QlYVxw|qazDKon~5A38wvK&9Uo)Y|~=Qz~%v*Y&sYQdK5TO+PBbOo7x
ziOpr>`|a@DQ9UxBBXj6jZi=Bxcmi46<8@}Z51jI#&F3e-32N;NG!j%{3>oF=+h!Bw
z)aUr9u%2DD<l6Ija#!E_Ar!;OeyA_Id^j#Uo#WT3K@%cq`}%TLwl%1wo~sJi&0F_N
zDu8=qyM*_lP^WF*nnd!sKOWw)ov6y^M=hW6u$Nq%V>*S~UJ`#Usb@@|>^P~26w*6(
ztcoE0_?;!iD|^s`8PnoRjHvp)ohy(3NC4IaU2VV2@k6)(Pzp*;+O(GhuWn(+QpxtK
znZ+z9R$MV+yR$jiKdfZbEnDBA{Y44nquvLQUhyupm|5<9c;0|=#Mk5DP&3N#;ibkW
zVE43T0YV+qWL`YQ@A2!pGI<%tJ+k3kNU0Rfd)7T4IW9fU1M{cxR_<Mt%sUs#RWuh(
zz3rb{r*B$0bXQ%kg7ra!bts!nYMdxYIb45(>R`qPaC}d<?P7kW+XR&0yloY|-km>L
z9%+}~6?*TnytieqGob~FE%@HU`@7NJNTnb~BhqB|mwo;2cS~D88#})DJRlw#YWtB!
z50x$Z5xzg3yf49%dcHcc2|C^U4AxZOG<Fs3@ii>NFYXcHJQTz8Zz=@o+=D2?@8|Dy
z>_PbR_Pg9EOQJ0#nHgQ@v&_~=d-k(=F6!0isX`1sl@x$9W7Gv(kY#(3ye26zI-4sf
zi4X$CaSQtdF7U?RZSe2i;Wh*v31Y|w&Bqz?ZOZk+kz<8qP1>)h1BqZMY|o$YwU7MJ
zs>YEsif@*oRdQ2v>iOnlmy!I>biq_6Z<S)ZH<SH2*A6tXdI0s9_JRK1EIcc1x&w3K
z{3@OO9n#I%&*L7M<nePIXg<GxA4F15P2bkvH^1`8zJ&a)Cy7zTSXu?-<;FDb!8=Rw
z5BaIfs*R(s^J;g6v5z?v+Y;@XGtA=wYL0Lb?u!VZZB^Ku|JatM-<ME78s5!zAlLiV
zf4h?(x?qvu@xhYWR;@9OgT_h+n2kSG1iG=B+4Q$r*nks}$xZ05&8j~e`lK3b^JF>}
zFgC?b7s5$d(rl(=&jO4&QM36T?O}r~@ZmpyY63EKJDS=K%z<kc;)qx&0S~u)=l=eb
z=sj0&(-IKO8Nj3bCF!AUNlDd+5VL?Z4;^SUbxH;G`}uZG!i{^Z4aZ(VXPeq^{jzcS
zp+LtTwQON-k5nx5SUG{Z!4=aMa~no2-_njg54+^KlgPgwBJT+1W|L2!`W5fU)L*=o
zU)b?^bI?z<_TUFW&(D&k4x?}*p>fQxJRI3;z;w7C6TZhhtJM5!Dv3u^5dosp?&!-x
z)Jajm2~8U*7OxPHNq_RvOYzMB|M;-3eqgxZy0z_oGIM_N@JpP!(>A3sdoHNEZsw(N
zo2$#)eBYjuw7Kudz6}n}ljP}_!(K=jH;rx)MYcC&1^j#WIh8M=LwTT5rGJV&P>v|P
zoDL8E9wql`L(4?%OraM6Kt1c7I987Rl6cR-em!|3K|9BHp!MUy8*h|7f6vmkW$D<8
zljX{?_*9TMO8i1=*|T%Upd{)S-!<c?4suo3>*fZX+>O1dJ{|dL?_yVAkC^!w{|=-+
zT5fhd+F6u7uC8IF?DV7(9wCC@#VMyc6m&xCFSU`s-1EGr1a6oQb+*JpG>xyr;7u0P
zhKz-a@6+JdVLo@_7=2N1OCw&6n1@+?!(l9q_iAJkbk{=aukStT<0ro?K*(MypTmtU
z5!`ieLg6peYEr8E;(#U+0)v|E@|WwHCKH=ac5^Jj3x2!^aEkj&8B>t(Th5<jMleQe
zwNZC#X2GFHn+a<|S|adF3MO~T@ZLG)mAYOqcDc<pn9R~Se_bSp0eKGW$k#X_M({S-
z)6wsA;*URIGt$$V@q?EnuQf5Wh|!XZD=j%G{;GH2xBCW9`<_npoNo&4w;m@8$7^-&
ziSW$sMNo>xT8NtXy&RHTb5i|%@9>id$TPA!+H-w|jx3-RtJ_+zMD&2l@HF$T+e)h|
zKP_K=M%wiie8<D@RZB~utMf?Kr0;7=@TIrIoWxKeNnN^5*6(k)k;PYdZ+?|j{H6GM
z8APMa(=Mwe3<0#}^haglZ{H#y%>inPX66S7Avy!C2zSyYk|@kf{#L)|q*+H`lw%U|
zSE|5%^K)z)3PtXvrXWrbm8K5*<<VswNOC1LCOvK6y%HBD_lCG$I1$RMg2U=jS-Q}B
z!6@7dqTe_sct$AM+dCbky>mLB3X;wUe-VW0Kr{U7NI(9nii&Xd{uR|-#K7_P@T>{z
z11V{?7fkZ$`#o(;Z#!FKG3MpVp)2I!5ScIaV;z<rR5Mv%$-CdLa)tirA)yBJi`_aH
z==;xPtQJ_4Ysq&k6Z`y=2c!;X#vv2G<bbt`wx^!unjjHNl^R{qwVI{P$>HF%(1m-c
z>_GH4{VjIhs0vdcI9$13*<y*IH1{ICZanFy(D*s;Cb73f+_zu4sTJKj2Z4D$GWIF2
zm*4Guy#tPfZ^mf>rsKpjyNr<}2hF8u3NlSqyW0YioMK<zj7RCICzDao#mj(qy{}T%
zrXi!<p$A$n#VrvJH_=uKb2OPU=-XRZsuumrm>;A;PrpdL%hUTlUF#K0>XiOrqoPkB
zHb9O_c^#PpXMr%Gd?m$P)F)ppvopV?Vlub2&92l4DIR2mk35H35*89k6@4gzvB(9a
zY9^?fe+9RPE$?fIvPVb7KQ8-f_N@DOq2H~!xMc(})ZZ-wTN$xWY?H@_OxHc+apW^i
z$4|nx_9Fl%HDD?Ynrg%M$0uc%9uL93DB;HuY=v4;#9WR@56c1s(|cY{tf-m~4g4Pk
zr%E~UkeGPhkts>}A+Q`Uu1qLPDf>M~T=>|#HEFbi!398L-nl8Og+pWU`+X7sRop>U
zUlEt?A?e5o25CW2=~7VNB;35r(2ghS8-^0KVoI1sToRCfBj(8rXx7*(^)s+%Nj;45
z^1Et*_G=3W671yW^8U=t_k!y|^80D>n{UK^%1t-60mZfXW=DqVbo19uR|YCkj+`bA
zD$%Q_e(ug%W#pqw^0`ny#aWzR>y7CjK=wtO)H{9h>i(2QO2yJo0Ad@hdIcg)@GOjU
z<_4pPQDyCWxI!@^JVUUKu-%~f#Da#y;BzAWy^R+azaC8LXRF5itl!3Y-of!XDAWDo
z&92GCz3V~uyjq#~e7<PcA-ID~T)N{5UBO@zCxXy+ZePA;`k64c1t@L9g8ZuQdcRl-
zn;u_4f`KQh8(SYJx1gLsiV7uqLcVeSn!wL(=aL<Q!%rT%zQ27xmu-aDkj@^?4c;6*
z<gipmT)q-`uNBes^LQAeiwiwX!ugssA8P!0Se`nhfJXE5b6XcQ0r7K~<+>vzclB?=
z9-#M{!z{najYFiC>?s|e4*vKChGYii`IZ2Nm6>9w?Df*Ku<2r8_cXkzE>oWE04m+G
z7HWC#;jKh(j?qAZ7$f4<G2wfAt@by$sNeH#{qi@%P@byXdMSm`nE6e673^k7JqJ7H
z;(l&j`_fm?xZ$FZddoriv{f?xkxcgW-K(Zl4^69I-HBVcJ2Z}uGA3?0ooW|Mnrwo3
z^l_N+z*T<1R?LH4Y*%0~(T|eLCs*$m!U?#B!Or<;)&t%}j2OfMQFOtc*3i0?aSceb
zd>ZrPzBAwHc?&tws#;S}fc``k<X}&!{HW?hYCp%LGR9x$D!Qq%f>+XGvBsz<y5vt@
zrVbk$^xB4IXOK62Iny?O43|$=Ju$s9pBkj<#mh!6BZvO|^tl+Tz)u88Bi~#rNQktR
z#yMih{yNngeQXXyXNgeqZ?P4O+9}`3Fn#{F#yTIs9<b^7$;AeM&dcJ6${=-!1L;eq
zpYt^pN9|6b>Y9h-AdyH)cNKX>yF#{?z=xCD)LiU07B=Zwlq$%JZ|#+y%+V{1<;jiV
zd(K_J$FHvR?gj2!f$*j<t$(IY7q&qoxLefvNBy<%Z2gTfvuypKbM06R&BmGjF7-|L
zqf~r8QXTg4{2{!1-m<O4x<Htn<*BxHtI{4N?@(*c>$Lsj@+LWL(Qw?a%)`yy*9aX=
zwS$+js6^0xIh_r<zzm$(!=fS@1i88{h>}I0{hU01|A`efMFRB!Bi0t`^~?!rzI`v5
zafq6H(z7|$ABwaHgzmp1je58rf7pgH>OcTGP46Nu=O*;LQV0%r>lFB3roR<^6b9H9
z2S;wde}wCv9A13rDrrkpUoTa0bGC#7l0`Y&$^(doHMS3DRmp*B4$8008)aYXN0)XJ
zyY=>F7f#V~-}`}}{m654=jr0|Tbx|CFs>|JNEYQb7N&v8WUQj6^eFR<>zuJXpAO`6
zp^qsOZfk!+D<}DuCC3UCK_IgH^n1G+A1b9}p2k`8ULWCVdE(`K2WowBuEvN!zG<I^
zfC|n5B=`7te^=iU8wGC6EiZrSGtAdpw{t86g^@`Gy}y$8*5#^X(6@iL(`<eq^}qd&
zqzf!<96jFjQKdL3jfZ3I)64Og`GkF8-QsXJ&omfmWIUz8_C9s=`I;YmR7{6gNR4I7
zVVJ?Wv$@tSb?m-h<1S|G&$86OcEvk?4Ak(No6fQ9f&JJE;ycfQclNRkFOIDkM}9g!
zi8U$d@dl;5y9+2*{Y{|iT^}Be^{lQ2tG|Tg!gK@Ts1(*vw)C{^jlad?f~nl~c4t`@
zk~yc7_K;?>b;Dw>ipl!ZU(Np0^QI@P&R)upkOyz}P{A6X9lI$>;&vh-@sx@RnU(ro
zmEz7dNk(V)nv)v+<;{avo^&uesWC>DJAcxzF+E*ljncy&NUM&!6q5mN|8JPaDaA6(
zErf~Bu2nt5T1lRm&XN#n&=tEsPb9tH6~?1y==OCx)UT#@iiY3Ib6=^w>vA4e->z%}
zgp#O*F2K_W-q+t$v0%iBXNBve@35~TWBPbJ6YrcfS9aVN1vLY|FG=V#k6Oai8dbU+
z!wSk7wCA8jW+RXaxYa4ATjr-|K~#7V#^-SEIVm}2!?kJMH_5}*V}UYimuQaRt#5VR
z(+U2PJ_*3g6HdtU!|4mL>KAa0?B}>2#BqIHI)aHWv~O@!emMM;@ck=jil0T$)I^d^
z+H6lA9()tF+N^};xk-v^*n&^@qtbA`-8<<Fr2iVh@j`|2I7%|%A+OrTq9cJ*y>A5m
zrQak3yMlc<CvDM*r#el@psG#;Z1VB{%oUCxOGVJzTB-LDE3qHvk@cW>`GGvz+gs1p
z^Yaj>-meU?0V*Ct4@lmR9<E8uCgjB6E(ZVyqdeNG?gFgb-XyqGza3r^1dt)OTcww*
zqLQEX8cmOn1;s%6W58v=FTu$6yvrr>pv%Y;A6CPgzP0Y`jjN+iq51FxYxM)o!6820
z&QWoFVpoKq?sXF@u`oC2F=5}PPvT9ws&o5MlYRYEcl)j5Xe0fy@719^sPgZf-J};q
zJHJp%dOZ7)?N@Q=JKPS3*HP&n#x?8v-{lv!fRd-fS2_d9*-|>m?My1+l#@@Mv>i4G
zfqBbkJ*(chiK?Yb6T4BrMsu>PJ;~j_8OK_|v2N-9RML;HhaPkFNSA}BpZAv(#p{Fd
z78C$v{$8~?<_p*A2A2I|-R`p$KiHRGuGeSAXN!Xo)1o%*QT!qFEOUxRgL{4Ly9%vr
z3G#Zj9`83$MuSt@$y#^X8&B15Ssn+Ee%vD0D~Qi&+Q6sK`F6ZqaCc1Y&;AOZJ-R>0
zO~1YUuRFm12MB6+81ZPwxz_2BP7g-V_L^2sUPDq&#;Cu(^O60rWV^2lO+v_HO|pLK
zWS?(q7NOI|yq+@+AYGsayxiGmxa(zwG|LbA5Bwrl$*HF%7$cz`SoV>Vgjo=}{SA&B
z2tDt6(@Y+DbARBnv*h!Va?6TmApC(yK?c@9`3E@=MN8X@5|%Bl&4Fkx-j8@9Ba$wd
zwAGC0#@)l6AGOJ8qrL}w3;%tsr2E_fS!M2>0nx6#F){3MpO0Vr;slwhK>k^{K~J}U
zH{PZONoYKdADbq$Z|wEf5lI#|dZvBm#qIt)ryk4A&x=^BJMBlZn6S~tYU}A3^A*W7
zQ+B_cx9qe+Gn>&EZY8+MdH$hUAvbyQpxVvaPu;@^i)J>$_>lXiq!y`@{>U>iglZ4Q
zprX64SdXW`!COo@<we_%{pV9t<vM~Yx95T#luqr~R9#{mu6Jgu&k&|$9~-4yv~ROP
z|KvQxVH-mU6kqU((m03Xh~_cE`*K85ecD|2RDJh=&(Tz<9N1gY-T{oixKk5Xw0mY$
zd)0=xy-E{Y2xNZ+IqemL+M>3HI{7}jNo$?{Js+({I`!dIYlr1x6o29Nc81#7LLM+3
zAg=%;q;B##zI^f&MccAII_u&p1`VmlSCdTZp1N05ZIz_xTf;$r$5HrY`Pj%rL|m^Y
zfM-v+7=#7*w*ZwPOr#Vg^8rXoVbUf{xX<S|L1X#(g9+o)fY;Ra(5M1N`Wf|EJ|vmt
z7xxWJI{P(yrmvB8A)qmm>_=0|3#w#4c*CnL(KoR}0QrB!W8q8d-9WSx6BmViKtil6
zZ|C@QvFYEKMOuHA+V3^7jOl1_%RMm+k}M9GGB{U7PzPWf@R4S}$ERfK+N(iczjs~f
z`M)Z9)XI+lY-410MeI=Cei+K>K0i>U|4r2(Zr2t4facGm0<N|EK+6YEaVM(O>Rf|D
zjn8eDWslqm6f3*F!tj#1Rih=Bq?x-Dv!DC#YfmV1{X!(2@QvL#)om%iGQae7E_}G1
zxK8&BefzIy9Q!L}qf;kcW=N+_@8rAB*F<e3Z_yJzBT!io-o~g9;&j&+)oNf1U<~g%
zFk=l<G6WKFRw}<C;B{0O2m@QL_I%hyUpF(1#|wnOB0AsjnTz;R#sW<i>9^huK>L<Z
zAxz@qD6db%D!47sV!s$3s|Da3bNg-L@9%p6n*P9ax{?Ze$-e`sks2E)*VZ~a_s2<w
z2%|anzx+7EOrwAc#kUv?h(dxAvx@;rZMO&b&vxDJ12yk4(fq`QdTE7w=oHCT2e;}i
zE)mN~lY&<EvZj%J@f-KdD)p1|FAaQ^x;HrhSh;UJJ|MZ#(;z($_N;5!+)HME)rvL$
z7T`b@x|{;BExQ<(@DU_a_c!P;al=`I_&>2{JPG^Zl+%Yax=Wr0@9#?LgF@{6r^j`^
z%oviNerlhv;0Ju(bEG_8yr`)YmJ7?)xP+jF`|T3~O<MmnS!=G(z4ogS{dR$G>6^<R
z*?XP`^Y8{9?Nz^R1^U8AQgUuSqk-RoFX|6I*ib?~dtEdt*8vZGsmZ$WwRaXD=<qO`
z@TG%T%b5fx`_bit+h^0o>0t?XNr(HEwA4D9S}7B~yDt`BiKR0pV}s~)UvGwsEfJc-
z@m1-$bv>r*^N@V*rR5&r))hMk$ZuAoqB%*$RA=eX?Ma_B@l6T01&>~Nk`HLne>^*5
z&d9%-iC^sm*rOpIA=k~cq4)%y1%oNFK2Cy+hHN(=x=Ho38XJQ=I@g)CG=DroCW6*m
zeHbXn(yX?XKI0e$BJ&8f#~%QuMC%mqeF0HdZDyOds}!1%7%t((Gf2dqD{Kl1=+MG6
zSYdr1ek~L<9$ZQ1hT_K_T!=Hl*)NnJz*F8K%X8eXWezI(UwkO}UdPJ71KqyX2*G$k
z7awSHhGl>4IoS8QI81j93>ayL14xU_4#M2;XA)2HA1llMtb`ot&UoYJsXb)At1VZ3
zh-9gxP2%6v5h|hk8`1!}!5y1sEC^-b0G%d`7j65|IS1QI#&@>7Za*E|=<ECWh6XmS
z-tQl5j4Vzo1D&5pv7V=q{>u@Ne1TT-%*q=NolWM6TFHxV>@JlhwRh&Kn5Vc%V}mDF
z_DyWBuQRt>e!ii6&HC44HeAT~eLVzu@^yW`SXfPshjxU58+m=hTgcGJF3@Bm3^sh9
zlxL834u#wK+g}6DV13<zmN-gJ2Tz{S@O;Z*F&-bwVCNgzlKwP>u?wAYFoMr<CuG#C
z4#SgkK4ZJ}rwYV<+b841i~OO@%>ed(z^F%=Vw%78o$cXIViZYvJ>ctsztK*g6Y^nb
zZ-b$Gv!lAgHa0Qo3jN78%?k;`!#gosG+nEBnyB9~Xj3OiGT)BFQeuNPmmw*BzT&gW
zxXCOmWsqz(VI`3DcPYd*0Gb8<xikPP90KLCiDDkp+=1l`CjHvd!JDHHnNVo7C$Y6L
z1CFn+{N6p?$A|w+zA9beMDVH}rQRvOei;eaHVt_zY6KGX)PhxteU;($Cl$HDmSY47
z8R5Q`Sd=8mQAnZoC>i3z%>~9v2`tXuPusS%{-C+uQN&TZmdBdoGl!bC(?nD=eS%Wz
zG(meZ%I7=uY4Jh1C<n>!(5l}K9uenpUZDVYD9*uK{n~6FbongVM<{j3PKZ@`%N6*j
z+0FCi8}=j(FCUXoWzn(<0YY#y9aanXMR)4({d#jfVTSz+o{HCth#Lqk?T<h@v*$MT
zMOV(OQ5Y|wKk{pt+p)xXEX%(K;qo%+^>Sg2%ltTlVP-tT>L(rznFypkWM{|63+=jm
zInLx{wAyw=$pOWLP=e60tU~^u%AQ}ZUdPUwuj2?uo|$`}zmEFauO&#nF=Xsd<uXp?
zW6qkS*SN5iKghw3Hpc<^&#<FHw=|b{nPjJkBMHq|@^~^$)<~6`*y{E*jR=M*F70~;
z?JnVpg%Y0Ag*mpw&0m@OSdA^z-z0iw_lv|O-Y&57ozo8w@%*`S-KA`U4Q6}4u+OLS
zcve*JL_?^faSnwKF=hIBdr}|GQ<z7`i~e(z)Wc$o9qs-$tx2RY2sEY1+28X}J)t;a
z9>cU?hr?2Sm?4kq6Pn*o@&lC8P3QE+=fmV+ov&>Gmb4y;yA2|tPsC$7Rr#-f+MG1Z
zot8})IHL4fw&cN`Z)lRfqC1FytV;8zX1*;j(38)=s?NtmT~)_Z2k4FRZU`;VbjNY%
z>iJd`(s+jwPP@+<oE4IH?JYmFPY991-Vss>Rw}p<yPNh>p|~@cMiPq#6T~U!I?tEb
zs5q&R0uZs@3y-y@=4W0297R!%6Yk|8N4?@{=nSweAd=Q(-^iMQ2+sOe%>B;Ou2K&t
zNSa@cUbyDba*tMejuyOAxPCCB9rDlfV()4A&2WBubi_{<?TOe8TCFwDIWs15L$dEt
zQFX5adAnNo(<zNSAaV~{v_7xli^j7L#`8UerH%cD>-J>pSXD&35#m*RKxr51Xh4oA
z<V{S*iaxgNmHiaP{QTWM@<AP@v}&WhG@9SR<3R^!;x&khBnfv;hR*J+uK6#EvlCRN
z>mVN*jUE(p6<(0Mi5BW+W6iPvePq~KQf{7W7PT`t`4Ylrz_y4Rh9UGj#|0=9#Avgu
zt_qkm$rE=j${cbU-M*xKZdmW7syyEp$NMqQuhPA^HBam7?RyOam7s4l_n?CMtu-Zv
zG~(p)V)J0yaRB+2ENe{ag!espLw--R7hq{ExXbdy2(}<sleI;B$t?}r?u*KLfVlT1
z+b)J7i3baMtG(Uj>i`d?hx6NGI8c*7gDTy~!1yuS39b@aR$&EHn`Or_MGvYuxi3Bp
z80HY)n^Vl5EF@)83mP<qEoRFw(4);#oQOn((LLz<l}2*uguOKMU*&uQr;^lyPs4k7
z1V#@6b+M=D_26E8&t8fE8j><cvG#PEFZ6d=j0zexAXoC!)lf$3+c&rOL%4arpxTUq
z`t3`rP~$dYS?+h(Kpsn(><jvR{q#4##B_W=1*VUQv~iZ|J8O79@UMxzbm`+ZI|t=n
zclzI?rqR&I-F2VY3+5ZwlW>UWYY6m`p~BHu3yiB7fbucqDYjv>Gw9>2zFWfY=0^sf
z`sH}?x>p-!-GfkITJW1WvMjZ!$X5h<$vQMsumlU)t8B8{GHU^&IW;xaN|(&x(`1+6
z;*k1%VRCp$QG*X1h`af6r~OSRJZ5y(u0iw+PU>`qqKA1?vRiG0ia2_{Z8JXX;tp!%
z6(;o5zH>vI2tEIu-p{VUBF!FhH%yiI7n0%J5#ip<96lg0zu<H%LsafnkRJqj!2=Mq
zrKNes*GiNiO1}PSE;7-e8wTH0OiA2x8$TBx)P%3~M&)sYY;bW)6%5+(mZR=*ar%Sy
z+A&qsg=>aolEz7{%}DlPF)LeIN;r&Ln^Uz_2Nvzb*eRQ<TbS1;yI>-|OzokU?bAXm
ze#HPk(rFJqm<Me;+`uw=@Z};2Z}#}@SFo-8D|{npimIEhd(d$OYf{H_31Cw=UY|WU
z7-`F{intDR-tb~;-VQzc=XSLDj|$KGmZ8iQPVkRmA$bAJ(}A`RBAA-W<+%r<SMtyu
zh`dxF;3h>XyaqVp9JVm|kgjjE69t+r1MvUR7*Q@#_Dkh|-32jJGGd^rTM<>43nilU
z2rz0bwm`PFhcldyg9uU(kI&TV$Q2LoysGZ<dli;P2>vmdwVLx%4vUC6y?smG8m#hE
z>G(mw|23lV_=8AO)kg}<&X1xCYz}Hho?(Z55{7s6-jn4dkkhD*tRsAP1y<CdBRUQg
zo;amOpW7^^IuKQjZfCHMC@l_+bbWvAhEDl&;vVcqc`BezK<E@&_iK@#ftoM5Uk4`=
zrV;4vv%xU==$Nd2sVfjjs&ETEz*pPn>5|CgK$U378EeGaw%_Yei5nXwF9=Zd;7IfC
z(>(wuZFoq6TdU}~@+hs;JHQ_19g60p8)+JW+^egdr9tNK7Wo@%ykO|{M4!}LQjWwG
z3;yW)BqfvYW4B}ikww_cmvb#NN(zZCXn0meeQ42ddp#KVhP>yurka^Xle7gpoYOSj
z={r;3nH&-a-31d1R>nL9U0cwb-i1>Mbt9M7B@pYVlXFvf-bu8sosK}W{zA`GDyF!<
z$kXw+#qsAo+;?>K5-9d`-m6qbbaD<z<PD|oN!~jPhC=px%S}f2AI{y}WCfXuG07f=
zMI>PJOwTLSmGbJ0#^@RWg`q(mRCTO9;=?gba}{=T$Ue_Y;q^mV-8C(w>K`6ceB;N~
zAMe!=qO${;=_{w7?5knXi$3{J2$9vtS=V#3uk8MU;v63sgu&x-9hGufXw?148$4(%
z+~}JE_Tgq2mtOCVh&UWCSY;0iUMB|35?OcDDao!4jf>&g);tddDU_em5w;T0_%TYH
z&M$hLW%l}5dlIme33Dw^h56bRvDwoAqswN2cm_EOGI|R<b-rlhFs4;L%Q95vL;-^i
zjkG=ua3#x;F+%^?ts!5hw1?^Pm^dI%7O&U#0~xs4j}FNv8<QGaGUQjE1sAjQ^|qm#
zuC!P*$+3BR&T%`^mK$L}%{*bCQ9X`mi9F7%eMounwwm;X*n337eAqkdj@7#zwqFv@
zQ8-v_zQM>V8ms--X~EvNBbdR3FBS4h<!f&T#k#g627sVb?<K6^iOy0`d|!pXH;M=W
zeBEJ<K9&uZXaZ3aSJ9JNkfG6~hyyf*AjXI&1j8*Bh2q`NP&=G~<kA+~8Poo3U8lPX
z^HX48j>;{4+Aj>JCQ8t=*oGNO09CUax)S@8MW7x;KMY=2Gvk@Dh~smAthi7#8p^A>
z2W-~dmpq##!J-U$NRBM|hqwmjb}(s{QWo}8<L1BU=38s$5#&4>1rRgeHnEUUi&idU
zl5x*H*m`6j&@{JEXsX$<*nTIOp=R<o-i278pn=Cc_wGRMVs2%&7t|1_hDa2HdoE;1
z*Eu;~9<_F_={1r>6s_PVwYS^0CBL3~Vx5+ZRyQH<yzfI}#sb_?uho<4bJ;CCH-7zv
z-13QTwQ>Z|?VT)=717m$pN`FoR0_y$)ViV!r!vrZ|NN?lkY!=b2ICnS)G7AHScriZ
zHCJvh9^4PCB)%E5pTTN^ao{1AchCiTvQO01;TtR;sR)+KcucNv%8GtoJ?T26PldBH
zS94Un0vBza>98q&A4f5;sd&5evve^!#M1hRmc^c>vNFscOlwt$AT-1~4*xh=)iQ*5
zwQmW)GZOM}kx3kYLQqCZ7mXYI>9>SbDrP@}+NpT9i?}RfRPwe%`4$C;-rrG%q%*<Y
z4^pM<U9s1Ry7w};zBgcnh7%`T;<m}58hl7j?QrEm>nhd;F6ZE%#!w?RUm$~D036{>
z;Fa+Kh8*oaq&at0a>I27{s{z6pxzI14Ixv^5lrU<H9QMS_Vf&v<ep_PI==C$ai;y)
zVn{7xMU`&I;HCX&xGdOl^G(V?W+ETz^6~QP6i<%?dkYUGeNdy#a7pJX*S#42a@SGH
zF7Et?cQ`1<bl^(*I+qn}ue#_tvI7%AWH;MN`~DT2!{ODxzai^E6qT&_29P!Wa17tR
zsqB&V6*Ctu^VQEMWMU6M_&Z7*Nkz*1OAC4wKfIO^K^{{)*6&#TxftjlL+fqA9MZDy
zxq6!RW3qCuFKmIo3wOTLZ#ZUq7Oy<&x7wVS*m0lIxy2RtXS1slMHpk(h4^}Gh;V(+
zMPDfHx9xU0ONTk9eATQrG&kr|ZcP^HbLoRZGH-9I?$sJBHahVK0r$Q8N;O+s$a|M$
zk5v+rF~Va0Kawq-45Uw|O-;iF*@25>-1FVXF<_tZTQDG|2$x>9wmF^F5!T$Do@ooj
zRF5ylGj0Qb%q@{DMJQgbWeyKzht^*&@Y9*|XHWR+(RrL+vT-Ow9i$HrSi6vS&Btqy
zfH(+wc(v6Gh5Sb_2^={-$5nWU;7ELa+UWIOC8{M(!5*FVOMGtPZM49;K2B}fyUZnX
z7R1;OAW=8LeL>Bx4w|dBLNAy5)EQC+D57vUR&r-!mfbp^7v*LzRb*v}BhFU5)x#GB
zuJERdItGN5^D*~^kaz8_6j{+|V&(Mta4*qL!K;)^v^=gav#$(6O6=X~yd708NUjF~
zrmXinv+G(2dcozslB=Y{G07duS6$wolR7Kt5W+Bc8#{}t^@N6U3B5crm^X-OXD6yP
zxBI$mFTq|mxsjc{yRa>QOT#Zc1fH7b;f-oPc*hF#Uwx)E;aFE1JhQ1f$};u@m6kQ2
zw>eu9nWGQ%UAPJhoNvwcO0YNijX@%GRMJQG**7v6WP^W{-(cUf5B+(1P?|o>C;3Ww
zNDZsL1sEPMcOJ3lQ&8KTb!{^jJI!bf;j49-x%ar}H)y-0_PoGX=v)rxSV*nqRB!s-
zT^7EA;kdx7BfcR3lb&rBiItLHK7X@&LyGllW}g@EW0rtkeGQ(2tc=15Mk5vKa{}<u
z=mrPwW8D*hx7$DnU?rucr_mVBKQh^Z{p+OOYj!!1w0@AmDPAv+?e|rV%--8pe311u
zFz?M&?3hNbh0PmL+L0I@UZT%fSA@YCFJ|sH=e{%%%m-L=?XX*px{zg6&!3TkyWdi@
zdjB9Vt7*2LZB5P>!y9vMuF&>W&1ytMR<57?o~lfE))X+v&h1<HW07aq&A!5OGv78-
zysT*)JS_}0x~^YfDT4c1lQ4u-yO;QYCQd^n$H*eu1Npe;-G0TB5Cwt0-)SUX2mP>L
z&@e8gPt+|3kRyUC^aVPaY%_0ZMaEvGBr;(%pIhxHGaXY;nABz-gRSL%*Rv9n5!@NE
zd#&WL4~s*8*Ecm&o2)Nb5m}fQayr${RNb!U-=EWz*lP#8KK1VM9}o@#<+Y7-TFUi!
zA-7Gn;e}$cIT18m?U@?ed4QE0--n{w2;M?KYcK1ZZ~0c>G^f<3wYB%$K6`D6&G)<j
zY#n`P>!<Vf!`CRgvRZr{rsfy1KYgJQ2^jyye!fnXbWtmrxDt;3x)FoL-pC79`(Zuq
z-ZjE+k*`w&MnWdL=SVT*wm+sJwAqJ`Ri#Pty~-8DS#@;zE4rF$i`SPB{`IMvGXt6w
zGJFW2_U$kWvc$t>xoD3MF}dYE=MG=-d(5Ki<3xZ~QhN}AF~ZI6ILmbF!pn#8NiOX%
zU)E#-clnMhcCv``GSk1O=t?<3>l`%w?PP@LDK?e$FVl8p0aG7KsIW4n9L4}gJ=X(}
ze~VZj0ZV+=_xe?onk@-1mCOP%OkTjE+Ay6tUgm*ivsDJo_LF@MbVBu1@m!0vi$N|_
z`FCgBA2;c)7BDz~FZ`J?#Q^F&`QGUBofJdH_oM;v_#p7WnS^-#R!2@jV8+`E;=oNr
z;S6X*NVv43%{f~>#0L!|$~ClslljI$`LbfYTw-^}u(%<9=6i*IuAFfmcS>|C(HIdB
z_R1N)wl-3JP1zT^z(Tn9iT3`EwKV#Z(;mjfx`wAgIbS#UcGCvahn#k*lM(#{A>w~`
z2#!XiUyr|oc``K#cFf!GIlri*sgrwOay$ZLj-^b~n;XE}EXDo$?*l8XbSj9I0PA4@
zCozNIII%$5alf|KmhCDf@2x)K{XCq4PUXx%-e7(a9(dQdszxyaG=7`bO+G>SeRyiR
z%Q7>-5SVK!Kox}Hm)`{Eaj{(%J-JtVdJa!gr7DtY9J6nGL%01K603*UNzw0jTlXVf
zaAnY{m`{jkdc8Nr;<&`&mB0cDX|lN}Fn{nw7PwjWAnsUjpUWEjBz+v2HAT1GPcCQv
ziK>#{I9K>Q22pkyl4msW2myiFsFFd7pCdTmq^kDBebzgYxmO=<zkgj&JL}q@;~6?o
zFSEB+kCsW7i|Vfq&`q~kbaiauSGe`B4O20wZ*@!7BjQSz$i=}4hD)A#UnrQ#pmSZ9
zr>DI~7`pZERx(BQ22|6wy3kjFV~_;J^|k+g?s{~A`Yv|8OuxjH#$d*JIQwZM-zU|1
zm3%)gE4wF~kg&hC;p9xm!$+8eu-tEybF4JVM8Dltit6@Vp=_!i;8n=t7NQ<ag`9eg
zg1bc8fmR^gCTE%ev*2?Fa9hwIs(?k+C1eX5Vs;I0(94L9a1p@w2bz8!JGK3-8WEo0
zBHX&VQ=ThPbOV<WL`cuZjN_Qk?x(m;0|cK1cDZ80-$R5U#M$W|x_k+%jD3+Np*A<&
z;@#<*dZ6lK!)5o^V3wu6E=E@HtN!`je7^e4qc{v#9e#fP_4NCr<zZWDsPD|Jn$i~h
zSYFTR&5bM_Hp}55z#)7uD9EA!Gp#PvmZTsjVOwl>7fDopM`JMm9M~X>WP!n#o*wts
zgH&EAny2k_bCP3<_Zz1RauorNV+LsaNkqO>_b(O{-*fl1r`4JHvgMbySAE(--i=0t
zaDz(~qV^JH*1JBRqs$DQ@P}A^T;}jNYn=d>ggs@ap<}RU6~Tw)EP^!#lQ<g`R}b~r
zLsaxNetIRY0SU&(j|{C0%mZ&#b#&s_3xWqNxQ8NCKwAPf+c*W?brR=uzdWDoNQip7
zU%f)`u^Ip;J!F9rLK?$c!{sKodIxRb7zLiBzPjX9g!#CynD>yfTc;$i&mz=CGbGrF
zI7T*X9r)QYo-n?mhmWzV>7U*2e16j0={*oo&|8`4YPVC)^yCM8Wbq*6kJ`mYT%Yu%
zTvq-I>Rs#4@0XGV>>i><3SWMBn{Ic4Nd2!#kKFNP9O*QyME}l}kPkKMI9}x+fbM4p
z*M=0{AA5H|VO$GVNIBbWcLo5#haG%nYbRezw+v7oeqZSW`f!EeQtE(GDX}ZV4g4KQ
zQiv$_-g}*$qE%}1A#Sd4XT{9pAXCZS67}ROI(q+-n4m?Yo;TDlf}>XK;Bfo=uY5gE
zQBW}5t{p8gY-CQyYf*nBpbxyX`s6(HEA|6fLxPEue(p`dt-7|q*$h8V4t(C}H4No-
zKluyH7rIvn{RD0hUpZ-<&U>!cu#e!W#;Ueg9QN5{vkOER@b@5mJ`-qH$9Ihh!|%pF
zAa``0`I#c)d`xnv*$wbvEd#-_qpqMB{=~P}XVnS7`uvKm={R~$QtCu5=+*+QN7S)j
zU+z??&~GrVO<L@2s8t@{mVwFPXKo+%Q>g<#Yh*$H8E!2ktPQ&r$he1wX=jPY@J`<t
z#C2nSKzqOBiZq~C9`fJFSAh5^Amu_;SL?m5@!4)HNT?AWg?n+Zvh&=)5E`?uSPL&b
zXi=du(l@ocoYQ*I-}QSx7JDz^2Vg6Hfu?T})=B+%uv6Q@S9sxkcj&A?+=kx>DM_}!
zFS;*3hi~tvGJ518l`_WOJ-B4Q!br=A__JD09^{k^P>Un?>jYh4qm@P5lF#R3R*IQ?
zzPbbk-x%}iK@z^*=i4z*Cnct*3Xfu#!4^ToWsBDBkg&XR-tV$xIyK4%!}t0G4Qhy!
zf*84}5DD7Qy?fOfK&gcTO4J+B&|`p(?iCUVOwXe8vZ_R$r5hWo1JaYGoTSB2JhAW8
zviS9D9`evDqwyV|1$2<#a17;-g#%I?9y(-0<HW@ObXP)So|n56%k~)vdr8di@nuz0
z=!rqRa&T4Z)B?nyEW!m#gm@~l*iDH=X7T1yX!m+7`f9{Ab#nE0gex;1fNC~~Lc*`S
zlA2jORO=i58r2iti_aHy0efC-l}1PJHXhDo%l{IrfhNFLBRoA%=jS@HQp*}PFal?a
zoP}CRY{pIsC*U*n*$hu;E1$%BZ;b~AGD9awZ8(@o<`~<8b_2`9i8=Sag6#G25Qex8
z-T*tuzz1jRD|N^;kc6Vq2M??kS<NwwIoSF=KDBqxtJxs`iD>=R*pKVAC_Sb;Cs3-*
z1SqQE?vqq%DQi0FOXbwVipgqyL;3*#2zP>fwpH3weD0RPL$LdTzd2=ki$i~k^<lKR
z!>zC!mO-i{{D9%DGCjrmbMh4M8NCDHXXTh@uL9-~@AA>tkihuJv85EANz8s;=Wtiy
zlaC>r)MJLp$>0iCPkE@0d|SI*memRq{s(;B+j~)+;k6~H%kk+Wxh#jb9~`!vYV>-@
zjznm0YOTId7rsUI*$Bpa(L2sRw*CzUl<5v!=OYOdS{|D^8L4BBB<?FokG|cf+v3an
zC+!D=h2H%R^$;Az1RU<rowHd6U}rfC(Rn_4&&jgQ=VMmUmy=)=X8v9==Quo?+jMt#
zljWjx6un<WBpT&!X|?2|NS(!l;UACnT)j?q0bNqrjJU0J0gw_R6)<(0RkPcm@V5ps
zbm8qo31h$*8`<nPJjV&etV1R<N^#EL^#;N0EHlkuDM$mx?W6c+j>ZXa$H@AU%MH~U
zZlCkZQ>}3Q9YUbzpbsegSn;)*qpInTX^*J;2;5j(s_)M+|D!*9T8p1II2RbdE_7gb
zdZRc<UjGL13CM`L_`Ps&`PCjm*PsjOTRANstn~0KIHZz=^CMk(Og{-g2bbuTn=vsd
z1OVQFm~b}PK(o7;67EGA+)q2o$UBp4S)!5#?}|r##!oVE4lO9oL#2*n@l-_{t#-&m
z-%R^dKR``KQr42lJ0Ke@IlfvIKMY=eLT%ah7<XDwigX=ZznXg~l+|;o9-|^yW_?XF
z#!`}a`Q&9X1EDN{Z7R;VGn8<>(P8fbh)+>HM^&I2-SxX^ei`e%jgB?qg6s$+e8Le{
z9BBn|?)E+D6l}yi?+X~)OyBv=zUmzevErw>Kyao;*L|~Xvt;D=Ms-g168Pug(y(uS
zLFK4Mnj7VkG1*}X(|Y&o>4SEM3@Xy2J3K$M)0Zla{ndSxhVB->HEb7<54(ePdzZhV
z{*y3ogu=d%L4I>k0QuQ{iBby)c>du-!UzDyxCrX(n4~diJJ@*rp{4D?+x9+HzeNY=
ztgoO+7iWL=aX6o_h63qp>6sq-fL{#sC@qNgi2iK1yHh&fi*zZDUioG{`2}OC*@YWK
z3H|hY6_(qrgVc|}u(T>y0%*B--^D5k`BVydU51qgB+JR2b*KyQ=v-feo5D(J=xM>N
zW-8zG-{pEbQ^~YNfw!y++Tk|^IwzO!gpHTNtGZ(Zqvh(9@@-*HswpS1>5wmOS_*Vx
zh^gV>bq7>w(xf_&!+8Nm=?#9Q{XROZ#@%N{y@=m?Z(6}f<6VHm)QQzfUz_3})O&Z<
z;tOVFE^aTXWVQqiUAA9ODAcoy5&52@o$M$8rMdH$LH?{Q+D-T{%sEzZf!#a@hcQBd
ztyVwkrG;L=?{O2gHxd-GfT6~pDx)Xv%SpOVWI*M40GZQXe&g*#?h%7^*);A#-Cu(H
zWv{njqUgwLS+JwMQMVtxBD>XYqR$6i@U>u&V`ogRLT5qkxGyx!!YA5uWxIjmr`oca
zzbl_C``>6@UuRu+bsa)O#Xb1Bs$(X71&ym6P*(Xb>kuaqb^heg0NLAYl5ok_x5G=*
z`gAk&9K~z<^A4{%$K;XOUYvENN!#AOeJ}a#m9$awpKox)BM-s+s?$YtnBm16M?;TU
zSa6-j^mkDdnmskvj=_;Yd`Qx*qYGOQZBtzf*};THxM)j-$?%}np0Wyn2f%!+f~P6$
zL7-})^Eva&*n5&682bFfF|34fJ<6kXCSA%Q1--he6VMxsBFCa@&5PasX-2_rWh8Mq
zin5cV3IycT#GWpfd`zX+o=4wLkxm|qpfQfXRq)hy`IT!hUcrF$r^5u{8AAI-WKK(t
zO*KHZzVYRE=*q-<@@vhNQqcTHCvJ7mpawuQk=WLBZN+%m@l<7#Rs&OX7=Nc=^U@Sv
z6e<LtAdTqsCFFn2F&N;Uw|Jk)EY|pIw~0}pf;9Jp#;~^bqD*&LCEK}#P5fr;Nl&By
z(gvqL>^09QioL?)E0Q-3mzA_^RctljCWhjV5q-5@=uqHIFZuC93Bl{eQxPk2!qSx7
zmX#iCA~iT&OM>VsjhD(^fafL$df4y(&y|Zk<3MjR5E1wg`Ciy@lrF6J)KZv@ViKMo
z_#RN-ML0{`YC%fBmIaGLi<O9zV^IKn`Z&hUo+LE}{Ic*NFx%+e%v<hF{dK;1<iBIR
zSb1h4@S++}edMvyyp1Q8@6ZzX@)UK+f6RWL2$0#;I(!CxDC7U{Z8eGK^e7C9i?7Z<
zmac1UQ6&hz5=g!j6p<i^3dkK%KtwXg)1R7u&wlQ%0g*7%)1kTw+mHg|63z-6weiu_
zikA`f1%0c$GnAEYvDbo##=ZtX^=;%AuRP>i{Q4B~(YuF^^(>#xEm`6t`VE;Y8{J<N
z=c&>A+6|to@OLPC{gnNSuL$LkEdNj|9fF=Bv6&n%`O5}}u7Y;N=da+Z3aoC*HyXea
zAb=-7-VdM#01MZdZKmr3`hWfVHbZAnQh-lX;hHI|aTQT+{Um`@pOk#itKJdmKWQ22
z!KBjP-E1H1`I*X>_-%!q;bJ|9!h>WUH|<-_mDMgmpPVmhXLsh&o)HBy^wZk;%^{vs
zn!O94>`6%|_pCq&3@yOOWN)`IIAYYQS1op)_ar`pF#oU1^>uy~Pa`=V%La*XZraY5
zTg!X=X}LVoCS4dTQ#Ja^{(6Qx?$qv_meH1HLX(WIjC-OAyO>F)pbtOa-tB12A(g+0
zsW68}w>+k&^NoGHvcz028d#%eMZ)(+<*nHTxtq{g0fX)ShQ8H$R{|$)I1HQ-k_aL@
zQXxVwy{WFiav=vPq=F;=&>pQ_^E-kXo(2~%fF;rSbx(IIE27motPJ4=no9*Vy=N<7
z>NBT&oO%yd=xUI=&sQ}5q`JCG)`>JExB3*)cEc-1TJn7q?S(i{MfDLG#5&<jI^JYf
zDCayY+NWmTzUq0nbZvWs{O7rJufZ3DYs}#=RG6DNJ~jB(uY}GLZyx$<>4UB=LI!cb
z%l;%-;|Qj<;3cv$a%G1qGn1^y^G1n_=>pPA&#cpn{-Y7-ewlCn;ezqism5W5kCUp)
zsN&y`SnJ7UPZaI|><c%--{wIGXVA#ohguD_Trfsof%}b6J5GNn+1fAn&?fvbr=g6b
z%hdT-6?#aD-^c1x(cB^=;pb8`=oGlTwB2Fl*hyl{`^XD_KEx1{d!a}0keF+yKFfZA
z_C_SfzvNwkjn4)BB}8gQ2!7;`H=ng12n73u2PF&W<nrX!)nL@LQhD!F{v)N<HAg2N
zMw`h6?eyrvuDE@S`d2ORD+tmm0w0qXG#Zj`uT4Z{2k#9ed)D03+e<Zg^O8BJwhB?T
z!czw|0@9g&unJAruj6!)`)hRf3mO7rg*p7Fso<j>@q}O1fx~|!?v6$>R2#z+NSItB
z2VBGnI8pcCYJ*~S&^;a}&MLZ&>E>UI?gr4p^9U#9^;9qIH|LHcDwFEv=%9l*2eKAA
zwL`Nr^mY$+uFsPx^C#7*EO-3Y1Mn$2B#%L#6GX3o1Xh-ALiu3`QtNO>Osf7=b|<`=
zLSm8vu9~@il=!#<jO62cxp<xLcSZI4Yf>>!cKJ=Q_ybg-a$k=DL{DvW0mM)Wv0uG0
z?~llE(DTQe^h=Bnd$)g<cVhP99rFz87Zf_{YZo&YaE*LNzh9sTR@#r3_cUMPLrIIn
zxrubMK~zCM*<lJd-2xQ<D_Bj&wC%IJ9_HJ*yC25P>W{=Y;<2DFxSZU39~{7Z`hxHU
zP`5TT3>p~cPP;l!@3zy9%;{V;*VT8L=741K&433c-+C|<0>{o<;;Hy>CzgaJD%k6P
zIayUah+^vB=tNj5RU2!fdh>^it?%CS0~T?69Icx)YBp$q9#iRA+sI6o0MU><-favs
zmBdu>=<eui^aw83$4yc<O?ZBI=#ib2s0H9V6`l2UBEPmf0Z*hd?GN6=0jVxk%&qNr
z&V%K2+Z)kzkWS(=JJw4mNGZ---mgzNyyj&F^-$&f2St0^FN)tvXk00*4t^>9i*B1J
zVx5X^_sEj&)niQ7y7a&_zLtEC=<H$Q)7hdgp;9BI?hdaY<Zr!HILAX`Mp4)wvzPv=
z%1Kmoepkc*cVF@2l{gyPso^5v9wL#rvv};zIaud?oV0ZsU~kELB;<r-lm0jAM}EGK
zI1h@rGUT`%r~K(OHJ_g7=98s1hVJ|aMp*8ecLL1Y?yj`n(?tULo?83GTL)SJ)g*@I
zJp)Zb=pQ`*GhF+~gOd@0?fB-gWjY?JB!<`tW#kGj?RUQ(x%!?e`}eaXcGejtw*B<H
z+A)wX#t|yt=V@*sZsSs{_~%nL#X)msZ~*Y^OZWrtAcqMG^t3Q{n~iSdkA)CHZZt;V
zT>U}lSv{xjR@>B8bNJNE73vYtUpo^Q9S^Gy3G7>yj_4XTti5oD%c;_;qZtytNzJoF
zo)vT;7=dWOBHonsXo41eji8LfmPq5H#z8ibjzgK}Pzt<$b&9OG`}ukQ+(;1KQu!0S
z&nzfG7yh!oxyQVXMXDZyVt}k(bUL}02{J?7QKO-`Zh(3CPL-w?ALY~awyP6Ri0vS&
zgDQ5;@Mu-|{g&MqvWE~^K2q0ZRMZ&-zG!@s+3*<3G+2qeqmsZtsl%vlYtPeTtVwY%
zv%3>$Ul#)7R7XYIRY;Y~tK-+9Pu_Ct{knFee?NoMf>!mz3jq#fuIlF_RfhBJgI+q@
z8P%B=DSQz<wJGFnv#ziL?|28Yu&ug}<#td)IDIf*<kIRwM|+Pq-FIUnbL8k3O?s|Q
z2t~W{N`+SoAO`37U`+mOpPt336bqSBf1uieX7y>L>zlx4Z`<fSeoaZifi_LBGe2V}
z2fL|rIX;nv_gKiU&4Gg3rIr}(31+z(lxQo^EB1TB3Oe#9wf*GOVf#pD^(#Sq51R-g
zFI)uBX3=<o$2LRCjQsy|0QwaG(?ctBx-pKMaWC=B+1UV5dNhPTcZUrJqdwQhnQfq$
zSu&^4RqY&}q3CNA_Y{bQioaHoT`+#s{UdoL?e7$JUMb0Hn~ojb9m3t&cuf20<ZkU%
z%lN{LIu*bRXmuhwx^eicd(lINr_l50&R8G4(SDE@hJ%E}<W0)ZI5l%KMSEn_1+wOv
z3Q9y)cnoWiB`6&pJtWB4!PWb{k8gm}6pJB)w<=c4^~M+TT9&fU_UR&^4n3TNbgJfr
zoQ|-2^Tj9T|45^?+U;`=X@b4)8U_i9WJsCqHKaMuHyjXkRt(=rxzOsrOGk<=`n${C
z$gxkm*G@T1jN=(lohe=?-fUOT$?y8Jd!E9x0LAA=h1TJ9e*fN$2(h{Ia)s`#fC4v8
zDzqd~6S%UIlIcZe+a(_a@V&24mQAI;4+4}ulYy7oH0)+0X#UVpdk=D&+?!l_j<V<u
zB_mG**&HztNc!Fot~S}D0Gg{6C=pD1*f88RWELcC${y5(jgdRZg{sXr?a^_a%8}vq
zjo7ZF?N<rvcZ*!}f*4g2+y@*h83ocCzboia5_6mOe~kdB6EbS~J1nlxO{&meZdpl>
zlQuuW<>}5O6}e0&_TYNJ0f(IrL3$K>K4v{!sO}~Jy!&AWX@Bo{maout1^p>LX&?AS
z*F3$;bJo4lQ;ogM@{P9Q$S}w`=7bfNuRc8bak+D!WApc){CPEOe;{u$08d(ekdG5&
z!8NdHF|sJp6Ownk`Nf-zePDS>%P0ntGd;B5TM+07z+2Nr8uE9nM_hG!RG$=`hW85>
zbbJV{HvT0jkJa(g%XNp)|1OV1<kG(YLqm&v8}bU*0+LL{^koptEuKvOwI743!kDZ8
zB`d$hf%g3!ZHw*Weq_eWi%dxJ7Z2e}gVmTn1_01VN#-M-6F6LdSTQw9;ls(*jyk*~
z_XrG+bfEVL8}z}u%@Fn$G?WTt27Ve)s^m6bA_f#;s|p2RAXT-JP4E-YmAR82`-}*G
zulE>0c_ud@`#YrbI*rShT-%jVU2^@CcQO+HZTA!2_aTdu5DGWNsA<)e2lb3lxh@BA
za@-7p-*+FRz1#zZoTOdzCiG9!^W#z9kUMY3R{Y%|O$s9V09=Qa*mPI#00v0$4z(ZX
zZ@Rpsqn4+?`|y74itOf@)h$B$PtZ>jgiJL!Y<##Z3>@Fa>2vm7>}Y6$#5D_*yCpS2
z8Y%-?tO~-+WPdahih`-O;w^}X4%r&^D#w3mt8?0pvR9W6GCB1u`RprKE41iFD;<t~
zQw;<{j$wT3o8xo~r>0A1KcxA{by6Qa`8RGCYEr@np&h0mE@Cr(@9C*<kFMmmCUO^%
z8r*S!NdD>gWVOS9nE{EGRPU!NjU(KR#Li>JS2W?B;NvmgiPYzpo|8^|GC#!FZ%@3y
zF}j?E1IJt;jebH<w)=g#=M?0>l<@3O*hefm@Fx4|vK0{NdC;%^2`UWclXwDU%lU!J
z+3|E+m;D7oJYR)AUaxC;qHK6M7e8CgW0<1>796v6M66++M?}w4rb6HHgw*hQI5P%l
zqRtSX>c*fD&~W@_4n`UrQCoM1{<Qx<&-wwR0Do?vr4gF+M}1uOVE~p1?<8Nm@c3R%
z(PkLV2iDdez#09=tJjd_^Nnc>(L^YGYfx967T{KRD@S&bHVbp1aV=?IV*74aVnECK
zzEea|=Xr9CDW+U_CKS%+<?#JFAV71&cNh-m`{T=^!MD6aDqK!D+qtVTeg8a@I)Wtp
zY_?X5{Kv!}&Tj})W7P&top)KH!<CjuBZL~5;4c0B>1e@ClZl@ky`&E^@NFBWJ7$h{
z2cC;Zoun&1vk&N_5Dz)CR>#NtT3LK4eqVLxDGJ%!vY%V-uRb2nO(0NBR3+Kh^XPTu
zV;kqMW`MM25M-HB&OtYKeFKoYE4t~Z#ln;G=DjHUb71>?xVvL>`f{?u-c9XeT%}5p
zPKSGsRV`z8h73Ax*S-9BPzy9V(v57x_==jGcCG~~NZ#l6ccXQAR94#G40d><FphQn
zzJA}~r=FDg`c*!mF8%B}J9;eI%78>j+#<NX@xyFSxq*AJuYNKt(qT15_)Nh(xIp$R
za~?eaMktpTdcO8a-W*|!nsAEMN93##;IU46HeWBjAKMd~p}KKCkB{GS2hr^QB?jj5
zEJJWmH{9)*)ynssJQc%8OR&R1iNz*U`#f&<x_%J9MpTGahDy1DNKB)H1{wBuih2Pr
zHjOM;f~4(u_`b3yA>oZc{>5?5B3017T=X-D9?cB^-m7;tSjMTyhEiIV!&3y9>@Gg(
z8}^X`#`ba)bT8!+i8lTg89PcVKaw;<cY@)^xo3B1z3-)ly-pASI>fkw4M<aSU}Uwq
zIsH*W!Bv$dnql(k1a^bIFpAwrczg<z+Lu8R?FMQD9=@asdOkbv-FuIO!|<(d?omIT
zll3OvN~bX%Z_Gc}kuqpoS`iokk)N>p=z1Lbo!{QmfR3sMoly_|(QTuKU|^_!U_!A_
zcKd;3<-ruHx&4NUhmXwo#l8WLv1h+3W)?u!`g<wvQ#;(YRVcIb2Pfj00@DYBM1hPk
zoko%WTY9N_wIx3OmRO+3l2SL&BfeRa5xt7IFO%-%fb2Tr&xsg-N_L19vla)b9rG{8
zS0z*Wd(`1%cEjx={yBa~{4h*l3N`p;=vF=O$8<+s*3@kM!Y{eQ>5;WQ=m|6NCN)~_
z0G4c;fHo&{4N4!(2MP^f58IZATle}R<w15TwZw(Zj(9aXwWUvQgS8xavFcmv8OXtK
zxx~Hxtn|==PD7WU*dEq86~<iHS{Pa=%nC;rd<C&zGWNU7(3El!z>>_BEZm3+DTCnn
zmDtC7Qf<Z<;1kQOs&m)R-h<(g-&do{du6**x0m6E=be5cqq8|5g?{=0#qHKARf&`F
zeC8+p;}zrebM@r*IU0R~*aK~7+IxQUZuHL3hQ|8rL@I|J@#Zc?h4GeUu1(0lWKJgf
zE{E;UgM>tjdpOxD>q|^iJt2j;-;4g$(i6z>CEq4c0UxiSO-D_ugVs>gsZKM{Cp3Xm
zWTo59%zd3nm`ZNY9Aw=E=xNoeuGGP-6BLWT%P`ad=z?Fi8=uyWIHF~diwfVW`!?87
zPxJ62Ym_vjN|=2bV0TM$oZaOUonAaO;0xdKkUe^^x}qN-8SEUB2a#pN68C#glUKr`
zDo0ze@Ao+n#+M}F7RlqT;{z8RzmnFKRE;$yS!5)_&>(mDlY;(wB@Z<E!)<RoIS1i}
zKqx{}K47o*{faatH0+O%jkJK+>{?fxj-3G((x~=-y(=N8e(w>i=}2@l>(<*>RFs`I
zV3UwU7Ia@WA(*%xmtb%)U2dxNKI8mlv`3$KI4W-lVgNXZP5&M;Lv9!MGf)CAiacH%
z3-r05&AppdET5l-Y4+`xFRdJv75mz8)FQ?g5?f=R1#FW#YHn)LBYhqAs~DmAg+9s;
z@i;-#7dq$azT?Qqt*_Xg1jzwHhV;$}OMxI+kZldMqOwcfhZt)HdW9%N1SkLKuM@Lz
z$$0!OE+IBLK;{B__=U+>rR1_bb24|T$6Y)K5Appz#r5Ik%IYrcs9pI=CYEQ1SLO8h
z&EHQZl?^<yYg19=c>X<39xqVDd``*N(Am=?f-aAF`zgavsyr7dqw#)&eT+SrbU^{>
z{?L#cxpn-WyBq$wO)syS7S(%UJdr8{v&PU%U|(p_Q@3x_2}l$$tJ6RGc37#;HvPax
zfs$8+wjI=ut|QoFqb;#dD#!lGTz~;yJV(S%^l>O)p^v(rTfr|WzBLP!xsUJzrn)ar
zuKkV5-ArrE{TG{OBmUrj#yLQ6<c~)>PehhGiE=sfm*=LXSNneaMaD&We+xFa5Cf3s
zNSqv!1GG9#vgW(#A0Q&VFv6waAJOdF1x>e?3~_J}ADtJzL(3DqDE-InK2A1)7m+aw
zqCYO*cDdiwjPN5bdYaG7KHD+O&ONB?dc1G<Z%cI-V!0v7@_dDAQs01g0AaFUqb_*`
zQ(QsW)7;;~cu(8Uk3C-?EXhKUhN()#tKa$g)6v#9+Q|hY9q!vo*0X8(3sR7)uOUiW
zlxbQz{Q)0f6Ef}{CXan`ZG=NW*~y<)x*w4`wV<-srl@R;TyX|5pFYy(R%t;Pe>^Sr
ztQ=C|Av95%<<5y@Z9l=~Q+o{j`4n>W*a6dsNGbRCLrLtKvG2aCelRX*tUdhZZK)J0
zyg9SZ$yB}FVv4M@c>{rj>BIM_+t+}2>?R=eedI{)?^BO)3nUkr#bl!N>|+Cu#cR%!
z?2oz(cr=zJvz7cde?JQOXpD$pRUr;H409Q6E?s(j1QbW+<wN11$bB1rM*9K>lW}<m
zochNsaTc$iI`bN00kycc#HMJ0B6xsf%X<{W_YHhCOY6na?9RwF@j*wBEI$hgybAK;
zf0_mAeB78NGOvr_XA0`OXQ;0`%wKv-SWO7+?NE?mVtM0PE|9>u-tvmvTP?^5&o3AD
zZXfMHwQjjnug73Jh`Msi?0YTUBL0CB_ytp5j88#M*}?=3q<HJDXMH+cE5#pbSB&*U
zbA~^C2V502B<4B(n}6jeiK&PQCkD+0w#|=AEJ4oCGEl~LBFG!ckS0FKUveq4uF@K`
z-IA;LxwyIA{SHnJOt^x%NIw5H`Ulm=SRl(oN@uKJyF>&IB#!+n_kN8tb&#Na1u`^J
zMxel(^KeggCA0<J{Nu_4C)<XK_vq(CResOBR(DSjZ9-XiVOAdH02bZaEPe@6+ESe6
zt6l@))xUv%Jru|1*@k%T6Cm7ef#M@@VZF3#qD{)uGgP>0vH3I)<waKZ$mAyPdX$`0
z**fRNg<B-52ih-$Lr%C_ORUYr@!)QaWBDJeT9LL;VWH=(+Bqa#SOby@jy~a+??$J6
zA71vNJ-(b~O%OQI(rqJ)9*nji_!yK9vz(yFWzT+ppH_-nIS=|W*n*MPqrzUU7=-c;
z>;E^^K*C7oBSV~@IlF9RAyggWxTCkd0#HZfU^Y}fpP8|r=d+wVE*o$!Y+r$4ImWm6
zK)c$lpfa8YUzA@CeP>)Zmly)&YxwiM=3L?XwV%Y$yQa6>%SUoqzsZckH@jY+HrOVS
zTuOfzpP86DyApjem3QVjgXFb<0jpT&F8G3(_5CkLEu;E|O(ZNgYMyO}RN}VX%Fx+7
z)x10k*TOx?;b}e`psjNRl>>h`Lg1X7Nz^o8C7Dh=L(@IH33BBVi;Solkq0M95D)?*
z*rBkGY`i_E57E4kU3~sNO|QmTri@k*#H!`SlpL@*+sv#*G1_s$40+-6uE&GWYN&bT
ziN?(vx4BVN)8nYUQ>400BuAw`L+m)%Z-~F!R`q?}=NDpIQU&U%_#e{Os~9`(50i4&
zGW;&k9w;H8;jOmo@wpE{R9-$~tli}HjlUlNmwL22u5|u1k^e?c;d}qY#{{U>pvcGH
zePEL~FMH+%_;Mf5>c*Y=6qi#TAF9f1Xax6%VJq3^xe3???4pEeQsyb{aX`68766jU
znXOJ^;l~mCv`eULhiEEYU8|LkN%zg`_wyRnkJg}lj{S@tlr=#{txuK|tOK|_giyV#
z>=QlSH~vshXVc<t+4oK#AXPLTAa<`I;h@A90-;yaY)4l-%S1cTo_e||prBS(;>K$?
z0o5|3K`&#;HP+@|sxvXGBBlMi8Z-~(6H9$vk@X0Ef67`DB?uWEXml`-@J`^z@=W!G
zi+!=fLL;kDcPn50OZnwz>Bnj&WARqXMAmQsm$LKusn_W;Z%UOoQ~VKv4`E(5WZmOU
ze0QPJi{tl_ATa1LoF=IBz)6VudrFJX<89@SJyriowEvZ#IRCPyebD;4CkO39X2X%6
zYY%MazoW-V$Y%}^Nc#d#O!K$rB*)|$XAgVlfhwZCkR|U4)!S`jlW*Uz8z)sk&>SfG
zl7lU-n<e^C+9lc;&X@O2w?D+C_%d5C2|rNh1-Y-ob#L=U<4=E>`H6x8yn5NVZ4c`I
z>-$SQ={UJL$|RCe`eQTIg@`SlwgJGsVWt;7zxyOdrMN+ZdV!3sur&h2YdD3>B{}`g
zJ!s>nnh>3+U3?cRp1agmei#N<dFs!x5_`3x_Xp4r#lkH=z2Y?kyOfX3PnVbhQ~OU6
z*&IKwBCHiE<^P!vZ4(oPEPh9Ug!3}!>nueESs68{=C{Ck6(k>x*GaQgbVoPXHp-87
zLv56&07@z!ID{{>K6M4SL?9#^d*YhoHmbhab{jbW2Q!iQq~dYU?o*wi+k*AM!!(E<
zz!54q>7RkpV#9zQ1z`+ONR6@js$9q;^F#+MK&Q^KR=T%do$hEJ9rW;tYGvKQIv2B~
zlUz3LP7YXUKzBkm*E5yhlRYfl6&P7Ao*!vGdha6)g?g~;*Io|EWHhBYZyc@|b}+mu
z1Bv@NGSdDcoeE<*QsBM-v4V53B;--6^oDJkoSe@J5L<4C${R|4&?40T@?vtO3H_HA
zGdP>%T)6$5;X0}|E}nW4`6d8kPnRRRvK|KMqxk(!|1F$4NJ96?KH<!D8ESvU77oM~
z<M1FEf;{=?E33DZY7Ki2wARAc@PuUGE`s6aazJ1GIl*{q^k-zy@x;!XU2`9I@MNY-
zA%;@(BO-1xWNoC+aR=_r&SX*YLwCTsrn6m1D0*ZWOVz;>0(uenu0ctumppqtx=~IR
zg}P^iyYMzMSQ6QJbB>!Ax|%~+7+P}sb1yH4^5-ZhvzA}LGbW_zixwBM)_S^Q1kgUq
z`D^gA<raMc6kaao!_@fC(4zP=r{v5mbSGW?^Hl*<FUkEAO9xW=7h&TUQ)Z$73l_)h
zKp{u*)OXWD%i4)TeZ7UuFA}kBP~90O(d+rULdSdgwHbzmO2HXWXEMX_NUrpa&g?l(
z_{aQd@{5)-AC~!J2OR@qwGNw}4^jtdobj?71bYX%NGY^(yCEhN8wf<@h&<soR0t(e
zQMM1z1X&H%?`GE4@^dX$K+a17RJo7KX-`%mhoy!2k%J~B*!q+v(_!bysGEWz4h`P%
zbx_RQi@tUHgC&GXfjeW;M?sAzvZCDjAvo;GeR0`aZp$!?GioKcF*54Rb3Zq>xpdV^
z9O`Tc&{9dw^|?^f^xlIxYxTNC_O1iEu?qJn-tEKNVAd-(j_<Gx)d`#(>~+ku{Rr(3
zqkVk1`>p+)!{RBuhv3S$;O~MJ0BbP9w6d?lXZGGW<_GiSn8eIx-w%`|<n?1}V?L(G
z9-UHHiq*c|-jK$sifWofVW@9hn9wKZU6LCjbOuAAZo5E?IzwH=;y8?Wivz2pf{$nB
zQRH*}(;xT+Fs*q7&<+!s8g}7zQ?>u_<$ePH{xMeLk=&Ke;}9IE*3L%DHu;hTpKms)
z${nEQgHP)HzEj^HF`8bz!X>?Bf;6|BF3GZq;s#%qP>_;=g2xT<<z=2{V!MzbDbQVd
zV09N=A?joLv^iL!T4-aZ0emmnsWiwz5~oI(zg$R}F84w5z6Z^BwV@UZ0^7Y?GCQSD
zAgqlq%qT%=9@MPm<IB9&sy_Cm2?HbVfAV*($^+tC@$8Xn+k1avb@+_nNoHpIeEd98
zDk`cy-9@^zq~*Kwu&%vPH|o>-S-$;Q2&eP3!`BZ1f)zo){8zbE{ylrgOTK61B+xW;
zsV4;g{4=?8F`b|-5F5>WA7}xzvo8X_f(pn7rS6}d=Fm&`k%4Lkw&&)r0xuy+70`S)
zM?MozO;9LmFIW5lG0!rb3QsIukn3}WrtY{ei&P>`!6sL$e4tTi`>dJ7?$Kju+&Aqd
z^+>m?de@@*v|0NBoj|hZZntfhO(zSr_R#F-VL<(54zxo@fd}O}m2c+`2_F@uPrG6s
z_cD$F1tTXxuGTHf{(P158YdN>c3p(Ls*JoU+EJFsF`=&a|6H~JuNDB#<-;r@kzB@3
z<;T9(5qDIC>nUQ*{^5NmHH@d7*&s<q`(kv%vCw3^vF2wb79q>$zAcyl2ud~o%xVIn
z9E`Ni`*HV3y#mK^YCjO)kQVVN5;x~Nu~>!F<LY7o($Ho=zmeHF-yke|g{?rQvHnU-
zOOM<En=uzvBMw<3KgmVJQDhuPa~}}y4hMo1<nbZk`hU?J*`6d%kt`r9@yY#WNE5e#
z+3}3uoTMBLT^Ha)LpnPw`uo{jPj8;hRV)~EVKXsg9r+NM^11me8v{1hU^)yr4gMsf
zHJ}v_;fK_$iLWob1NVgfkp=pS=7=MMpe68ydY6o;sU>_rk75mU*UKX}W-nO_ti6l{
zv7`TTbA8@;xxoGNj+reqp?ssAez;53G8}CvE8=U+?2@G$kI%)*#LV!FHIj%CL0pU7
zK?o<$(V}WD2U%YZ=iR6J#fN^JI|<$Nu{eJuG8dv@^80^_E4g8R-JE-%yDOFgfD4j6
z`y0Ad?{orM#7S*^u(noDg@wQz_<p$-{OdjOCTS@J!YCAIaY}7vRfGIqeTfeO<X5x5
zn}aEN+=Abc^|~W>c<plh%Q1&xp24v=HJ*#cNoz2|5A2>NFkna!a!B?`WO)ty?Jq}$
zPPr`=7|*_L(r3t!0z2qH3~Es7DOfr2N~e&Vd&qd*#dGjI@V*m!u@)dgLt=N%CFcw_
zoaHJU&t-HUkD%*QHQihMs3V<4a{7&4ET4Jh%QsU5iu;J>P#%fMAxkkY@++0fJVeUI
z7{zSu_q;A!bw`;VaJNRg-)=5BTqMTGbR!Wp#2m`=)AeVNq01YTKK_=dEV~$bOz8r_
z|Eg|$c%?2hY{vS#jQ$XPzLcF_@DYI2SSW7rmE~-*r9Uv3k&LP~GnKA#DR>inuVCri
z;?fw#M7{i`5ZSm|I=&eDk*16O1=NTkle(N}lIF{e2Utp_3}};Iny|$h15NM#smWIs
zGAu_!=O&kgU#iW|WOe~AAqeuj6I7@s5e+QukPC1V@e#3KD|SvsJ?qaWcSt8RBN4{{
zt=7^d@yxLs<NmsWxi(1BS{9A7`pcS#jE(W{i!yprFJD?p*1uiO@iMr^^L(my@lyS?
zIwPSW15w_u@+%+OaY%>jgH~i4W1XxUq-L#ZALhY0WR@~wOe_#&Of+~8WfJ-?l#*`T
zJ=d7y{yE?qGX%Y{$>A+Z0*z`$D!Tx$E_-6r6HlwSA1y9Y`k3LCIqSNkrGEX3Ilypn
zUi;pUKwh}$`x$f`ATw3FK8GmB<uoxnOGpPYt>TqQ9hzLCrbNk)1$44fnJe0gfbu&y
z28qiq<2w%fq^Z>WXbq<<wR;JTU9X3N50ApMk!-4pRR9$zfs7^Gvfb=5h4tuBmpdr|
zmA_j4SscNmj(E6Q8-X7iC%<&PDQwHNp2y7wHy(+fSnKxhUXuBM2PHlwPOOK&X4OFf
zN^I+;N$2MWdfK+f_so6PQZ6ayS+!C#AyZgky_C_p)iIMRS3jL0RtRrFB>1o&o}E_I
z`{xVQ2Ztqh#sWayIO9o8jBwsC?VqfK$dxq-WMqbip>De{IX>h4SGt@iZGZcnM)ZZm
z;}u_tbKFNc0CzSqPa8jGnZ)VA51<jEv4<2M{Rn(82;i3f9mm@V@l5Fce7=?4<adHZ
zp#N0~SGN3yYtEj})H#(Y^R(A7y2$>)grtghxjeO^=h7Ne8{{-s`1$ucdMJV7_mm%B
zN;kq*u7*%N3HijiXiScss#M*8=X_UWKRc5WJNSV{gqRAW&4a70Sw|EKjL`=Yp6pb}
zACVA%F4gu7=T=lXMuANEG8Dv~hj~qH;AK2>Bg6pK<k(q~>=s;2XsK3F2clq{>isBN
zj=GZH*qWC_<~2*;H{_PSZfAQTx7SbrtA()9?J-=D-v$r=b-^z|P0u<n*?W27#c|-Z
z9NPj1Gm$fc2u-xXk-$?RdLbQPenf1h6P_E`eB47B>=nP)<<;-c#imRy`AI26`(}(j
zQK{GM4sV>ki<6n>5FLj224k#6|HUYl6PAu!8e%~;85_DSRQ7J*4zMU~AN5aGcMchR
zGU?Of)MPPtGXJ)C*kL>Dr^S&z(dzdix^OvqcV}t)s*e|Z$`(Gk`^+uqa_LXnBuz&z
zBm;&4Y9UwlZ{oZ2g;-?wqX$$k=YLlzc`IlAFhFV}vU8^QB`FdcKZJV0dmDFi)VLjS
zFKqJ9??z@}4t#wM5&2COjAvbP(3#v7<fk=h{6g>Gy4F6i9@bk?&vc)`5fU%-$}&Qf
zPBi-jNnkTZ=kt~<Rwl0pO-}1n5$jYh*R8s^dlD8esIjO@Pwv51{*^c<LVcWxtoUBH
z-x#!z#1pjdWAh>}dUxCKcmOhe0G^jCCoq!hV0}@#v}d^QC#s}(4=>`kzqQG^1tal6
zd+@@oA|asJs?VLB`!W1xymUknfeYm0*aFgbJ^cED!a$Pw-zCqSUv+P$?S|KHEwIcP
zJBfzz_f|}<yVT<~+FVzMBn(1RChBPy8wykS$r>gen;*niP4DV!Hfn)vdACjdwOZ_K
zLqABjs+aKv#59B8CiJ!MuCx=LiIZ=j=$?@^0X_Z|joezNxv_8+tnb0Eb{R)e=UQ0v
z@)qV2CD>+7a@S-y;&C2E9``})58&ET&usDUZP8~KE@YNHB<>;eqL?#AsdK2*LSK3S
zJLpfD)tVriZ!+ivPXBz79pmgfwc{b5h2gKVQcqTz`4PVh@m!R((W0Nn(~x%TX_#zT
zth|MNBV3Y$vN+rO>+9U+^K3H!$urUHfVd}XT9ttV117Ho8Y(%HDsY73yLW@?4;&N7
zw#}bvl_@g8p(j3peiz*rmao1BkjcHqLtQ87Sl8e_KsSjvp1?&)%-DQQAKDk{t*KgF
zt$mywKfp$PKZ?mbgqezi78^|i)<-fM!<yX9md1>O-czW^w;_C0wsyKYBRAZNlL>~t
zGBaGigFqqaNWX@=@qGB2;PoTReSRDLEs`QX<hiCUR0V`Y*Of5IK$i5g6%hqm=JwlE
zIW&z@2VVL-A8`mO8!^{KCZ}^$t8%=T?<Cj$7>8zP`DKXmNuG_!oXCco0Ty{a#UF|K
zbeq>bj=4vJw-%p$C|ymxb;mKg&xa=_1rNZd1zdfVHF(HXe(B?QXTK4#yt3D%*))wm
zPF+1=nm+VzLmxH!6)%V7myF0jU@P#MCYcSy<~+v?#}3l>bT}N%mTAx@K`t0a?yW5e
zJ1GCaII3$Nh+qB>`y9WBIU*U^0||~{DP~l#_<QaBvr7Itq*6@v-ZO%<rRPSPqumV(
ziFC8CUhlTv2@+bCCZ@iod*q%P$SXw0<2giM{pWZ_3?Uy5w~Ovv|Bz|M069><%2B@2
z$a-aQ+LT8p(Uj4mUYuk;Lxlvq_$b0^T<&PkM_-Gy{-rDQSry;dc+fWQu<mfUy?)vA
zWLIAv>u!iFB`WbQ(;px0Ok57{m-3p9c4xGxks-wJ@8xjFPvGul@;py3KfilgM|u4>
z&*0w8?rw(-C3ffC-;xc=ihH#37X_)&LOJcI$9&`MqpBDbxU_=IBNrC1255&MpY~$E
z6Z0a#f$y~rzJt2w)KUapII&WzhMg5fGes6$Kw@SzlW#!oets$E@k@M-Q)PoV=-{A>
z+iY{E_X9+Y?~!n2$=rCsDv>i)O_P^v4unqbFY?5nt?!4792s;^WDyJQQVFcV&=wD~
zZPD=K{Vi=j$bje<X}yh1p=TFUK{~5>mF+SoXiPty+0(ORVN$L=ckR`vTh9Bu1X1Xz
z^C^z0vlh|as43<xzv==+%``y*Krb9&ap2JqTHh?$s8<O2yvw$%e`Qb{&EV1fPNe<q
z)hczUeKYZhFPH<`5a!YQj+%u@4PFCu=X+$yc4wGwRjRb{Ypd(kP)P+reg@mNp>5Po
za<aaF7?$}hu46G{*pH}d^UN(%O)YfyiFtj<4;8sGum6=@M|r3eFmfIayT&udS{BIV
zBL?c<<6}G7c&nlYJ)75C$Otv^U<Axg18xpQ1TsE%@#PJW=`^0dE~Jchrc*2Bt9yTe
z$Wf2JQuCE#){5?Rbj{`{>hSOP;>S~H$7H%!mK&$V+Po3qt=r3GHY+jj+fdSb4ro<$
zMZclMw1*5NbS_INXBvtGPe|WkE{}hhie0xu?Xe=tsH$s-=+1z)sp^-q%tNzllH&FY
zOfMLD$UH`(kq7nOX>o{YArl&p3T~3zz96-@e?Cd(S}TV^k^r#$qmDrbCT%mx9&PsV
zc9NK320|wIER+py+rz$`_YcEYTK&<V<x^V1ERmfGH*z7f-0$#9>PEUy$=lraryLK|
z>9RkQ-1hF+ae>DEjwB&-*nuR;;~m|68-{1^AGN=dT;wxXp#*m34z7&pr1Z6J=;76*
z{3%|oqk%?>@~+XlwHgaYHJUvbxsEoQe{3kGW&x0k4XD~BnWe}G!DE>42m8g-^Szms
zqdYAQ<CFqQC(}q4l7EkW1qk>V<P+|WdOSua{j|L3BYiMl4V}K9Id;JFhHcNEf{f6J
zEQ_eX?0#~QJd~By=hhF`Z14OPsO~3%r~p+B?xFe)sv|vR)1{xRtV+Y@oA@v9cK~*4
zP?~uOuwLcj@2URW-@t$Z&y24h^SoTM^Q%%c_Z?>L0wbeB)3mW9RjhXgde*!9w=qsf
zcWH;lL2qySY^h&yzFL@4WD%M2drdM@<T_-9#siYQhGWvbDz1D;tcfOrgO9^J)@bX!
zrG8x8)LE4JeT!P?@qnlh<V^Jh7YJ%^;(~afSIhNzF&HQ*12upWSHu57?!2h->=nDR
zf~la~5S)<fodq%HbFr>z<}^87CJDKQ<WSP1!|!K)Jj@8%ii8}(A{+DSpJc=-?ANXY
z(YJPgvcDX}DFJtW-n6jG9=YciyquWlLvMo%=7_q~6s-^Aw4|Cl3t|WKF@v9=b_to_
zVktcDtK21w{!3o(+a^w~K^9ZzHlxw#@FhzoNT0^Ad5+Ha9!}m7ZH$1N-Qy_8UnD%j
zLn348@W<uMUfq*&dzd%24cDXNbd)RVf8MUh+jjhA*()g}$$anmP_D^KiSxkbfqppj
zenQIm{M~A8PMZOWl-Mb;a&uBubs@<21(QUz_ZkCB#m&QR-kfhr)})YUymzYk8~t$m
zE316CC^`op-m1=IeM_{BqtI}4pN^lKfMURU8SECMDk$@0ruY7(1szx99AFpF+Qo<G
zMfuFiCKPCU%^&=0=kmW%tfE(WMN14MLq7T^&k`pCk_uldCo;jM8K5d>k#+N%e7GAF
zW=i{;TtwbEY*6*NGv0iR2+@EFOU{#@dbj)Vo!xqNFdO*=UgY}hh06S}N-20rJUERO
zY&|<W)4zm%ZM#D$$8J`&&qbMW;y~|hS-RzdPVq4r$1qO<O-}hGFvAfPlJJAb<d)FJ
z6Qj<H#ZV9uzWP=Nqs+!0G&Db|QlP8WK5!%D$p%0ciaw@`BsGUOMmvwul*jhU0ia#z
zqT?#bES6=mH6JzsxoUW-RZN*>;J)w`L&+@y$&{gGLyrc~;2_Vp8^;#!Xdf^g!8)(p
zimz$-UP5xm2jQin*A`hN-r}Kbbu-c5P8iI<|2lht#ot|}&1CBId>bbjL{;E5x|ZaU
z&k-%K3ONP_>1K7mv`_3bP;a;^GT2h?RfQ-1p_)_TavrEvpg)+m{dZr84sW~7&)=o>
zD&_TZ1{#!O49+_D%85@J;>k+%E^0kTs_v<PQpqrbP$49VjVaxsglbr4KEPN_&+`V9
z4D09{=;<|AdV1Vsk|m#<=f!aHdAaB0n3gt>LtjRt3#ufE_ZO#;fCCSjLp2ZedGL7O
zx}5*){Nng>rTv^fkC(k?Iy<06BQrjP>-5LDAmCip$^P?u$T%6E&bMipoA%mI7-ht6
zZ*BtV58tWIyGw6XK+Nt9kK2#O{%Btu!+j`@=R<?#RK#!N!6;vF5}W}vzQ3yFGvT_*
z&Ow!1Apsm@fcAAKqf@7SvA$K&iTxFRmu`p|t?eWYNQle^2(Fvgaz@Hq{?Z3^w*kB^
zLV^y5_kjGwG5|)Fe=nWqP_s*+XiEmqU7f~H?DaHBfC1M+OtUzN1BvmrUinMb7|Tk}
znFs<iMnkiaFHs~d^1k1?$1n9L=l3BX=(Ai-xZ|ps-BhFVWH7T+KPa6Mq8Sx!R4v#l
z%TC~_+|=7Z71Bt6Ox1yS-s0UU(6RA0&XxbRiR1Zel`1F3aC)3(p*RR4@f6hl(eB)(
ze!eWJfB+)yp1iK>qV^0*zIbt3D`r%_5R9of&qHdZ)GFZt+OsA>Bl;FLk$_4U>M4Rq
zjtY-lJJ?7Bu_-`9((k=JxXWBJ6Z(A4FG#3~0a=_uHRtVazn((dUlf9KS2`DvoN6%|
z$v%`U$G@)=qOODk4lNSe2;&U?vT8pW3`Mfhbcx8UR*3;dyjShkQ&e4^diJ1m{{FFv
zEv@%p|GvEWrz?Xi{?bB$#)cL+J^|hCR&``WNEr<N%+Klb5hX3Wfz(PKvOn=4GC@xp
zpD=p7yBk^<CVa0Qin<z<yPa+6RH%QwfVWXEX5&fpPJgAxN+&DZ|FE)zx}ZntIk0Z0
z+<<{lUjmP6;~>eSw<&>Wk^A9`OLyV(j$HcOsmYWFqE4uamKI6)hEf1I+s3Xe12WV}
zo?H=;cqa3$rH#&()f2f`bMmK7PK%KyC|~BWvJ58rPhNxh3eW}j`)lLG=N`GR`KPLX
zY=~!QViYKjo=PU;`>+5}Koo0e7>~Yv8jm(GA08=*n<M!8Qy?orhnz^!=+i*Z+Xp>|
z?$7<6p)$HX;ohRnk3;;CVqdREu|Hb{LZbM0xy;wYcGyVYt9-4?`tl=pQXB%MG17;A
zSMDbsQwosyqrX>bi?TxfaCuRWF+v3qo1Vf`jcU?oVL-#g51>}|zDk1#(8@1YvUEJq
zjfm}7joRnpcH$dv_pSKk$v)g;H>*+4=9&G1*wN$!&o9eyB8|#Q4``K4kI(pceO||}
zuYywj;;cJjjImSghkw8a=c0JY#8nMG^!t+0KIXrCogOjhRKW{&HkY+9u<nNmV}3?Z
zYD6H;*P7t{mzcp#kz;_!`$4B~`<C1H&0#M(Gs5-IDc2-fzQ-1ZD*Zb4?xi4MLYPhE
z(d}P-KAdL*a&JeS+7R&lJkf%py|J9SVR`mk`mO(l3oCpaeHg?<@L<C4+zijeRGKE4
z-<}IFYw`jU?X>@kNXx@TfpF2O2mR*Ri>1BsonKAG2=9oD3~INI^Sq}pc$S;5LTLeP
z7BszW6pl$rh9A${*&mjq+4Z~ad%I+NGGc2Tq%q&enSb46@1&zw)lP0Jfg#I~C%mBs
z_mu^MPH_1>3IINs%MiS%LntnrPC!HQWL*bSP<G3;*|M69l)kJ^@g13y@Gp+XJHnh_
zqdD}9TE3YZ3A3!rLA_Tkr#r9D$#%eX$h}XQ-wwBTMk<y5FU^#@?l1$qEQns;Y2fYA
z-Y+56kSVZ)>YyS*4Q4MnHwufra);4VgGF=D`S0HE0xr%U;!j$lgt`=a;{|O$1$E8(
zWwA!rV>06~@Q|iH<<RYO%8`piQCO<eYG{|6z8{H$arSh1+4|Amv+r)EN%_CrO-^<?
zvRGARCc1#8=TV@`8nW57&lynwA=X=-Ke3uwC!lw=J$gwp>b7R>yxX5=C^~WZfn5d0
zRv`k=1yM-WO?N|jcmrEV&%NI{>b+=`zK`FURmoM>DQIlIl#~(JXNp!kXf&f{Yi>!p
zM)RM_E=B<mA`BH%Xk@1wQn%2;kTq|ZeR<#i<7f~qDNlJC-KPoTL!#6^>E?bEXG39c
z-90Nj{ZNr*$eC`a-%rl(3<<~iigz>w8|RxBg%9MEg4Td~%W}~X0BY~dJ);w(zXtC2
z_kH-?d(iH`SLE>UP(j9>UwYigqmMf07K+dxcOLLxamIaZ96Y1)z=XQ#SHu*}q4=u6
z9FXaonJ;v1c9*n6#u6JdJm(k053gRto8h)?z{=b{w>?ejgnlN<q&r@vUZ`epo3uPF
z^pSJ`V=dJ_QJ{~A54YFn{4HBtJLODCoUH#WedN0Ifi<Y`DLww^XzT3H``Wzjn3Htc
z&WQ1fkK9=<nkO&zTUie;k)}LvT00-z+b4IGq>B!WZ&#luSVvi1iTf~#cV(BMnW#l+
z<~5IJU@Jgrr;*Rb{e-qZ4kD`W;;iW{B6JpKCL@Pgogw%1F}U-0-x`No|5mP2(9xH}
z_h)1Qbjt=%!&G;eOj$0Tf!h3K_{iC7$Mx*KAbElxkeGaK+F!Ek>td?OauLSk-R8o>
z&I8Bh>yf0=w(|CnprNXH>Ywhx8Xxy`Y$<hjbV2;LQ*K#*bDJeB_%t)Xr+RvJY4I*F
zchz6v8i~{u+HLpfA{lMI_t0c@1*8wbi{5JiID<Z4{;~b)?5Z!?WqIm}|6Gn0eeHjs
z-y84U)K9~pFX=HSlWesnosD0a9hjHTPt(Zqsy|7Zj9v@av~oDR7hN!x-7yvMuI1oM
zDe*bl3QR=r8Br8oNRPg~&SZzqB-!Y;V!vpZIu5%>^hj&4syl;5)7M5Gtu7%@J%vV-
z`>)%7zrhW~+b<LSFb#I^Qop!5Tp)w#Nj3v4fnoB!)zK`wjft)y+Oy{ebR?u{{&rmQ
zd33cW`{j2*ZeDFYt4@so9luG-1t*W9(t!nq^_l}(&#b|FFzrYtaSUS014mlh)qJu6
zIAwmaFvO$i_Fl2$PHK>`(k|iI>R0Y@mKX48go`a4-zR#4iv$}LHDbp?5#s>z_NQi@
zzke0ssC}>2E!F3(Q+%I$b0bllQlAhqir?HVO4QRmTgsrf>87@~OLQ8o)7#+d5p{+R
z)d;I;fLlt@4Ilc#l9<4L$3uU)E9^@{;Yh9_v?cO4DhXyIOif6tDIf5_ydKwd`<|rw
zLmh8tBYgtw1%4JYRYLD}bQo^+K4JB1I;wHs5h#^UlkKd9C12m10rk$ScmC|pYj-V#
zAv(F)n_X|0o-7BuM+T+9-sS@5D&)@{O;2>qb6KAK=J>35MdA%4mU#w8Y&~Sc=fl`$
z@lGAHcp}?Bm0+BNh{^HMKwwtfnT*_V7pPaW$JL@$#=lFn%uK$N)?Zl<TdD|+?g6?#
zU87Ug;M1c`S14N&UoaJv_1c)IRf>!{P>DBXDRV~dWn7^J!A-=N3%J6stjsJdziP~%
z*fn8iQd{|g^v+Qu|FWWA_ii@c{mg~J@HnN`e8}NX9De@dg@^3kZnY>y4UcXZw1ja)
zz)fu;`CV<z8Mu>{`s)5Z)UR$w$qDGxC|~-1K363+OZ(*;A!MN*oJCP?jdqqgat}l#
z4)T7AKraI%s<AsSlG4gTI&D|05tt#=0*ry^>$Gh_O`<TvTA9%3Nsk0|ZD!xucaM(*
z4czO2y2{MatLhx|g@Tg=%R?&=@yMV|zK|RuF;E8_{O3B*PJ$VUW{n__qWyBI$Z}So
zVhX;t-y?Mm6-m`^(5R7w&iq)pp6$yZNE2tF7O;ga_qjir&$eb)9wMs0`NHkv4ZRvu
zuMrVO0C<VB5~AxzL4xuHteCK!g54@kP`3DBF?kQ~kM-UtFks9QTWuEs)r5J}5{m-m
zYB?;ysSYMqmsnt-Z$~04<&!Wy4D%%($mnY(AcWAhA7#P=%C3ua-B~2GJ>WB!4N3d8
z{5Xb42r<lYOzAtifvn%P^9?Tp%CM@@81#LCm${+DdTFAg!5iV5^-PXrAA{idF}{zE
zzSsMo`=J#(l)mnG>d<Im*g!ZQL1?m`NACs}bwvqONJwO?xjQfxi85{*><uuP!`U(`
z-u|`)I$Aw6;+g!fZ)twl3K0gN%2qlZf+9aL#92Mf&f@So)0FY=EKKpRmp;@j@{z=c
zG7P;V3t6+*1h-$E7iF0c!;l6gB}02ZCwB(?@EwGZAq5dqHxH(;L&aJl+Mw#N7wqBm
zg{t_&hL)P@^Rv?OZ`wi-PVUs+n!|EjuW|g9L<U5pjluQyD<ccnM`7%A|MRRJ^bP9{
zL}1pAf{q(ABnc5OPP8A8C)X214f_(L>27uxf5@wmwY_*8cJz!oU-2b9AJ2*v6B1!C
z_CjSEMzokW!jLi9S$Ue5WrxHRzEy8a?%&hRNkr#z!8@|JX?D_X^CP(V#?t}F1Z_VB
zV|RgV!QV2jejB6t`HdbQFz;X&4@PPMjZuGi{+(p?gB->b34;}o#qt|`uK6XHF2H}i
zv1G1;I~aAoZnAc9ju&jP96_NnAEol}JNYY>Wxzy8J%lk?6b6M?fMY@qdeMyzqw_>Y
zCs_iI*2kb=+2_xaks0@Ks8@d9qXxA(8{zK*$;n2hofQj`bJ&4%Q#;?@lg0f&B~V`2
z)YFx#f%Jv^)MI#9@*Vt>p)tzg%`QI?i;CGh+LY@SzNv?JQ*@nDz4e<38utb3?WL2#
znT43@`#Qs8R6qConKsCxiWfY{>QF*2K1Pu__XmW&aff6}{bVPZG)@tYZh3+kNS+lS
zt^5yNmhjq?T%&%h%DHn&iJxCkuQW|F+;y6=^`2Qo3I23R4G0kHIzkcb1I#zNX4AhT
z3GL`Q2i>}L_RWaqC$T@T?-dlGLY!&O1(XN=0F53(X(9JdGE(o<FHolW#i3QTjamTF
zQsw%=YK1l}#f!+SHgE0?j5|AG_ZM)GmXwu|+PDODE@?J7awoJaSp2>RuJa}F^A_e=
zbj>y18Z2;!k9~Q3*88zO!!zk<k#f1xOwEI4U#|D!17YOv`|CZicgr2iruaFz`8!?B
zFy`UnfK|~k`$BgWQ_4S??%K~rCo8!)cZOb=d&>kg$;ooV*ra&BC&6D0j7$7HqNAi1
zMMqD(-qMNEQM}tje>d?OTY9k98k*Gyw9kR-z5alYhN8-S%RhV$K7mA+ptYDHFcQA1
zQ3{T4=krHB7mep#Yp4FpvgV{GSI{NbDBhqW^aDFw+?~#G6146wZEhR83;p0hpNIOr
zpc$3rc(4HhShCNBqPh@EVq)||WB0{Kje$!*_JwzUPz$-2x5dW#QjTC0JuC4BK1H&6
z<v%f`$OXu^Okh}35#rSG8jF)&RW~Wqdl%;IRq6H@GRQpO=GIm?m-T6luIAhF_XdL2
z@O>*s<F>ES1G^*c!u-|g=bo&u`nyiwRr!`5-%#J2Je80R_*{JlbpSN3eNEFlCO{W}
zZCO14vFW|Kg8n?3^;Ycer;aIPKz$>Wc-$O}78lg!M*nIPpFd{F+7Du{CVUp;41VU~
zuLn?mh9LLDYsy#OeQMOEt~^Sky(?B2(`8eiE`Dwe)Gz!V(;+_d&CdL(9Lch8N={t+
z{_W|b-5Zn<jqev)0dzCBKFy9pQ83-nZ-@3F`IhTAEJQZO#>w4XBMT=UWue_6e@R@r
z1!O6-?;_@U{~iLEL6RLZ=rhN*&VCtmWhv1mK&eTQStE)L&5~|j)03MLcot;Ck7fLN
zf?Tm1uByJax#&NDstK95db57)?FLR#0~<#XF?kP$8wV@eCx<l9Npy)vF%^&ad<wqh
zPOuGV#f=N?d^>DSU;Kwdc?jo1J4GB2ZM|dDyL{58Pe3f4Yu5MO-kz^4b!!(*93f)r
zwb$nl^i23ZuV!_bP><b?-}jioCo+R&3@q>PA5+)0r6`w1Ur91tijq}8l5j^h0Fn`&
zem2!JYt2mk-PNU~2#4={VTVn6i&Z3<o63yk)KTT5zkU7a0@G|de2FeZsbx`7=o>cZ
z=6g+V=@b48*p89l?C;E!&7SI{Hhcu3#WnAFTB5YhCXtVCgH$y+L*VP}rn)%}gA5&)
zyS|K;@YAQvlTJ!_vo`cA=nu`PD1Gsw*Ryx|c&pS1#rDIe|94l2b^p6<-WlL);bX*7
z<En5^J}ep6g_vtTk0h|KZ3#N6pKl}}$vsz02}~s}@2=~HbOW3R+ouoX3f~$A+B;;7
zcGehx7VG{byz-2Hza1$OU&%>PpZi&Vd*Wlp_8@<r4axtp`x@^zhut!hW6kdo@t5;&
zsz=KK8O8R<g0~mgA2j14;M4l+DVDLYU>1u%<nqpmGu%CYpEJ2k(DQ*!B6JY=Ed!yf
zeE1eOF7)Nc7s`p{;7)o=N1pz@Z*=v&p@?9;q4Wf%?HQ<R+&jOc^bV2}RpxaljlPbT
zd@Tkit9|2SfQcSW2mpID;lio9e5ONxxgo(2e>2aA%9o^QwaZR<OlW@XTz(91!TdXc
zFJFK?DSE?iZa?V9<=N2|St4zbv$oDsV*lpT)0+G~-`9_!7Z(g;F+=@8ySoxw5II6P
z8%@$W-By@=xM~Kd6*On?*2>Y=6h(D-y_0QhTCiW47Yasf-L>MrpRJBFqPa)LHbP&V
zur{e?UO$O5H@5~ur;d$Z(_02@%Foc-@hS{v)Qx3ZERHGpH4*FqkbZ~p32qyf2IYK)
zDBV)W{M1+zy->dF=N8N_6v;T4hs)aQHmGdWp3kT72-DVwZhY8dSkrn=^;|Zt^2j#^
zy|8;%b0F=*e*3b|??!Cm^3K1+4ptNyE#IRDv?A9F+DLv<dQI3Jy|4sLi8GJMLjsK#
z>Nw@deAANJtOLtt)j#9WjN{Meg`<|1PGooYxab53?L2Rg5AdKhiTg*pl3!o^Q1EW=
z9_^=FRoW7Lyucdd(e?C%4;y<BWUGF#^!6msI{yVcGzYBD_}NqR)~6cs!@N_`fO&ef
z_YA~cvxO7NEQm37h3B0MagWG3+jwXd`d~Ms7f;VH_(QW`gyWzdvHJr`IXHvH*Ylkj
zlu;H2+yY{vo4<!<3Qk?$fESg_14KNZ3ixkhFwBq4I;6iXEYNtA)_zN+R*B;}fWpUf
zE+VwDqve?iibp!WYyl62Z4tJ&PC2VWf$QoLyL!0@xC%Ih_=ftRU=?m%MgQXX>{aRg
zGWqFgpBen+g`{D7`_5;x3{4Ie-9ay?yr)sd0iy`m6$aQ3%sd3V)OF<wLU?u7{kXbp
z02AEW?e!jbhQ<&U$039Uy3Gk0H4|~&)10_o()1U9@W}Y%ffI5L-3hk|bjKe9{I+Zj
zEe{hD82C&p=?Tj;_`B)@rcbyMa&t=$()l~{5BqlDdQEe#Pyb$0(&ux8S0GVCXar!i
zCOR4c^HPK9_EiOrg1zo~qi^?*L-r|_=qrHbJR@}L*5xC#`vrbEa#_N(=KBNZV!V-D
zuWq3e=$qZ%fj`iW4Yjp*?1T;bO&?EEa*-wtdlk-!a&+LJgoWQ~Emp&nv-}38)KyYF
z65+lr>(BTBn-LN@!wsFVuN8~J_-r=avWSgY^1A?^ywg*9*0t!8m?J32ChF^TzbWDb
ze*{)w3JkLI4g1|IY0bMq)X1;m;zQNcGm@sq?Yc3Am%xeW`s2b3?k_aTCet9uvnhSw
z1n}C4A;4wY>Ot3qI%HI%uloj0IPWyCg*Z7tOX}(@WNuT=#ibB&_t<wiP}i$53Lh{8
zw91Yeco{wCD|E)R&!&*4(c)(oBiEYzIv<fPF)6}t6{_&2=eFj7s0!;Rp(xm!!$3h*
zXjl`R+J$;qco~Bt0}k(ds}3SebOsSg!W3jOykJc_phWfM=R>&9qrEt+vSnnE?}h&^
zFd|m4HSKg;PzU_O29<tf>tnw)wjmAm!DZfDt$=L*oMCw=nC<FJZkn^}Vnlzi$jnVv
zIEuLN&WtXvYru=}n4_T8u;;%&W%}LGXyeJ`ciPIsN!V|QBtHx4E44a6Oi%S5GWQ>{
znXOa_`~K<kx$}QNz+w)s4LT-%G^N59H3drlbMlKI_z1X7AL0iGgVax{7i9+uhH%9N
zm8!7Z!)sKSKiIH<EaRJgfB2B^S$<4CIQX}{nNX&0>nX$kZj(MCf+UV~SLKPgr}<&C
zYnV1a(uk{6dX{9o@0fY`q_>Ye3hPQ7Ze<-gYYRDlUGttlthid&GwWq})#v3o?MwYk
z228=#ws>|D=ao(`!8FxmeEkQ^gyPbl>-8SQ`Zb!Bc2B#vqJ8MV5WX9-aN~PBx{neO
zMh@ObQRC)NKyr9;9~AOqaeZEMTe`@17}%^3gr?KeYqBvsREtWuJEIhMi1z(MPnxVy
zULd#tXZ5#!;p<V1^q>N!`#xTE8e8<9HL=$-o0HNW;cj=he~v)!4J4RtG~|Ux3`FRA
zB|&uWDIc3C6BnJ|n6gvXN`o297{5b%Uqu+Fprx67k(%L7g)dV4J4xWnL*A#{j@u7_
zLjT%>q+_=3J%+?icbcI_djDn`TUVdC^Aja}LobjGN2M@V^$bV#q|;eFPF?xOyz)zP
z*xhN~;8>}*_rAJ@>%AZREEOTgJuMe*&)5_LPFHvz_zl^0NL~l>3o(Lqvt}``r!s45
zc&9v71}HsA0SIq<!Dsm;>CFvX1c<qRZ6ezs@zfI5zBN15NqlY;u59Q(->2*GLI}3u
zq5~u|GZH5cF4yK2Iwc>j(lT142R3?r+3nVDKYt41GpA0@nm=x0^SLMEeV8ijTrwXg
zn1}1aJoE!d5aZ;(zZs<pzO)?pvu|2AXg2hI83xkx4|7=KSi*IW{G5f~C*ip`-{<KJ
zC!%*fst0~+>m}jyGaV?98~q~ezMoc__P};BP9LDtAAbXlenTz08vK_cNs%@}=d8L8
z{zp{s!k)dM0eD$mM@0WOFr>GkW*u0o5)4t1@KwL>Cp7nE$>AQ7BgzmCuOf+rn!jTk
z+U$OLy}dezbSiAz1CIeX=^~($%~Lu&IXdCfbj)Jf<B=M&TmL9EB&Xqy_ML>#*}E1T
ztA44UXH$pAM{D>iHxv?`J>PGV+CO=-2Sog>kWa)g3P?u(S9|vrzF&knkyZGK3b>9^
z^bL6M0{V{y)FZn2l-}N7D1`o1wGtoum&N3t1}0*e58dO8hMHZw_GdJj*@FrM-6!|9
zYml{`5L?JG#d4h?eL|xcb==GKOeWvifg&y&l|4$-kbB|a<o$_!v;vdrv5(%Xk^56u
zxeC5jhyD^;o;>wFFMF)xKEhsdmSrw)2a`8ReV@%+g~DzAcjFL^z}eFF-5Nix|1_Zd
zRno8JzP;lMcnT3tvS&DTYlj6gq13c@QNZm~xjX|V4)~`KO<pM26xS#F4LEJze~Mpj
zea)*OnQm>D-kpIa*o7ZS_%VXHmS}q06!UX$GQ~u260))6j*q1_3tlb5u7u*DlsT9_
zGs^3|9P_;?D~IoSN!@g$38&^Pvi3j)_BuOJn7OzHFdP1SNXIT+eS#6Ty|-_O`t3@5
zcc>p#Exh=h5&fPIFj$5vV82m)>->c8c@q585}rZj1Fr&eY6W{<B0uns77*dYlHIRt
zqPly?x(|A5WLnK+q-&Du1Cl3;m0S})fH`$~c)o5^N9<hQ5q1EUb%?g*tj_iKevs_@
zTW141%4$c8dnDAdhk~f|I9{*I)!Azn0CRUnF4ezb*Hbf_+f?1-zMi#}BwW=iW!HF%
zFomHjYh(|#6gql%nAID#sGqI6nBSv(SF>FEy@vEo?rWsSFbDEY6dmsYOgFaIn4H7?
z0=+O=IDCaI!imNcPxDCq)4YqHxZg8g@}!Pm3_cxXL-wTO9a_OhL6>R8c5~_8O}9NM
z{hd7SI=ksl0((zOZleev8{O8ESu9(3lM}hn_eRBDe^HN-_DqQFaU%J+ZF%PnkC3<$
z=tqbLKxJX*l7N;M8_e^i0-BbN<fnvz2Et>=n1ms<VFZKiZj@a{_mP&I9PIexbGYXN
z?m+VhPmJzE`N46l62KK8h9jIu!W8+7h6O4<P_C7xcKivf^~pZ&_q^H6Q7!n#_eTY(
z(|n=Yu1}TZt(={O!@4S6&6u~DlY95|gox2lvg_d$z0BuX*v^+anymNc^o1|g8}{U|
zZhzHyiS+=E4Vr#uOm7ZZ*isL5qdxW$%EEi`C<pYPYpm1GnS;;_PEUP3s?mgRVp6&9
zJW5RPnNqu-xt{8%dCRU`4pNQSE|l4{kj({EQV4mi{9Nt5VtI!8GlzD;?p7v2>>z-|
z+z*a`Jh52em56CpsX#v|wd=sdx0W0R#&NIbt*HS9Do5KzCKN<fBDW_bKEP7#qeRhp
zo9BZHX*H-zVvdS?+en1*u+H!ZDeCyImTX}-;H`d-X>}4@0`BnmodH!cJ~>Zx??Mt_
zbMSxH>T0JFTW|=!BJ{<sf*D$u=5fZYCGu8v<C3Q>gEoB^vja{C>@Dwbw^`2*WN9X0
zDng%)1H8-9Yxw-;kH!4H-?R)IReQide%0^#;RMmc367RO-Cd1$(ZHqYEIPE~y}UC{
z@c6rC*0n@<u#hm_yuLpk4$PU~^L@91Td!o(_s8jxuk8A&&X&uREE;GJr%HhG+i#p>
zWL=Jt^4y?Kv;7{~T(8^9>5#`b%OO!Qj|BSWCJ1~=a&G&fRM%uf>$D5u$qD`&vc9u+
zwn{7<uQfg5Y|&8Yeb!zP|7i9)j{>PA9p4b~RyH?T4&lGE2V*r15A2DDYXXdivJW(_
zcxb+Ox(tFF`BTdcXhB^beb6e<fNAL!7WHr4bSJA?3zh!WFWAL3As+`E_n9sc05|Na
zSDf};lLO&YV1?lDY}qeOhviGNjMn5swvl{=y4tyaa>9Q2+z>9W6P+o0M8;9k8Y)?9
zF#ne!p>$q^%zyOUTM)*fC|7rtp(Vr~nk=e^F{EVBauf;rQ(7T5IwfIe<zG9QM+RF%
zdK?n0r5LI>N5JN?ZNa@Qoz`#Q+@!qszU)z-LSCu`(}N-&)ia0hcWF(hHg~By&w?~8
zr52I!0fP3c!O<sc6yj^2UBFfZ6ek)VA6U~aMePgCll$cjZF6mCJF(d))i*zVDQx?4
zgs0)YOy%%sag*=>BguW$`xYRmF^xV3oBg(ZBP36lKR=<}4SU!W4jk|2bCzxjpmk)h
z>>p~`)Ca3O=GvLxuU59tGw3JpbdhrR`f5{^$-kwcCM;T0XF~e=!TAom=w-V|&4T}$
z<5qp|aM(#(HJ#W)bn&|LQavEnIaLhgGt3jKI06J)UmI+XApz1oqL-0)b&!blO{c%!
zwGLWGFCn@$gbG4V?4YR^ANLd9=tt{w;_ebU6%x_~I7XJmjRmyl>&N}_7n}sRZ*S@E
zXzewe>h+ChU{*vBx%!+LDpIzOPYU!xdr6ovb6hLGK|#fcCj&7X9w@4ZPIJz-T!7i_
zeh(fR;XY+hN4l#FYVU*Qage)YPB3Oiy8H+)FR0HKmp!qU&fVk_(~mCq3G-{WUW7sc
zjLXuTZgW^28~HIh0gGurj^C0sn=fFngZt4Y1^b1@=qD8{NrsTNM+DuUH}}5%&7a^)
zQ%det$g8eFRteb&{{jGL23K?tb~IQlu~~f(YO_8ow$TOlwukTVMTK`7Y6#VFZyVqX
zTr$RiAXr_ah51q7cUx0Xk$sgunEDyT6sGcM{Yz_-<D>5>c6S()w;E`@WzwLb3dTHt
zh2&y1;)GJWNna1`$bDVa<SsmbK1Ji0aD<Ov>z^R5aZ>gA@?2@s-VvHMW3HMhK@}(C
z8k;#&uv7Q5dH(VFgKGNK2>Eo+;A8s3Fu5UvRP=KYoL5x8J~zLg-y;pZ*!%DJ1ZRjq
zM$XvZZJ-B<6E(^S6aS`1sfy#tT8IS+_nH#3yfp!U>Oq|_xnsIsgiLbS$wNn3PsSLt
zu6@9hrLV*3uq4JEo_+ZDc-_p%m6s-1q#HPRI<0y&KMD-Fr$XCz_r4QPYBo|ZNuT6!
zpy~997T!f}4p;Lv_$U9w_}rlWywxoq>@OOMuKVlC!uz9!{>Ah9r}x*N5v8Hn+|L=6
zj89NvA!iVA*lFOIm%M4nP=RFvJGb?g%y=dQE*#?>`~84uZ}%tk+FN1pQNdrBWGi5g
zCO41{WV?6ozUP)uuz)jonScLw^w8(QWYoI(^OdF#eHVko)}iKi!X_jSXdh>uy}-)^
zRVTf6>lbJo<(q_)jLbGQ{FPi1TQ+s0y|IzC@?{0<IN&6biGGI{`KB6K9TBQ&v#BZo
z40n+FU_K`hiw7Pfo+8jb&Q5lQ(cGTC<IBAECyO0q_7=@(2OJ%6*?Qpk4B7si4u4}9
zWXe|xW^B6&YqWOY*g}qearxLX%~lbxTtsrg;IK^1S|UC}j(V7h{E0BhJe{sLv=C%Q
zABBw3+s;sble{=6&S`o%Ez=3BUngz6MhTNO`6}I~<aIoC=jVIYAj$G50E<F;X=;G*
z;DyN1D6;5loS|=*j0-4&<@dAbGXH&)Cq08cz5g<G+524CjupN@L#-`P8lJ^mbP<HA
zPHM<kjGoQD%9Z+)a=@NN$Ke$kbq&S0c$qt?4Vv-NOJA(ngVGhgcYoV!g*{a^ad_W1
zesm(zFYLKHK>y|JNx6Uwb5Y#y@rL8Gdn_ogUtApUD>r6~>W=u~k)za3FrYoYFD1yS
zmn-;-0c!~th*9=MX7%VO+&8!lI0a?1rv}vUbpOm8@kQPOiJ<LlSuje)k3duou;k*4
z{L+vc&&8aBQN!Haf@oX8XXUoD+&@uBdILT~<}LG79(6c9T%x=`OxgK6>WWx-&+z>=
z^(9i?w7<!XwJu)zr_d!Vl{FPydgGX1_3XL-vdq)y_iBU$)&clD?<nni$#687DXw(D
z1o87rF?r3l$M*XKrv53HO#1#l*mli_x{TnRS1|Bj{av7&vK{SSaW=K9kFED~@20a*
zw&x5GrfeP{BYrF7+t34n5dQJI_n{hFzU#;E-2Ol?9DmYmKD!{HcJ<$VDdTI-#>QB#
z6l|xPG$m>-XtK5&837}v{aPqan7#pG-GlR^v$5=CKY{Y%1w!oW)6-L<&1$22tfTja
z3&R+hGq}<qCc$sye4+<PtN%|iKD!k=YPuON-{ivv-&O;PBcZ?V`4ei}30*5=CrgO2
zUT81fE}gG7pBYuW9nP}`C!u4$Q4qvsislfLOsy<)??WCHtbIFP+GNi!m&1Pb@fw-g
zDDOuO*bJl`zubveZM4sQ%@X%5SRZu$a$SGlE?$lOW(!%)uiDGyYiRCg6;A532F2yC
z)B8B>gBVVC-tT!nE4$9j`|zi=@D4_fA-?U@<3K?FrVsme0<z=dOlv~{lX*}l_GTmd
zK6=7w@S4{xBP^+AJ81uE7uXYw{`{faJ0%~t1BOMGmVF24f`H!TK4rQkF*zCDuXnEd
zhF*PJhYu10V07lz!agk#{eqGVm<<kthlUM%WoFyDHS;s$X{1kkpZfB#0kU`R>=ju8
z1=JSt!2wOePGXVkV1w>Dq?Y-+UT42vT%4<}jg|D34P#FuWD4n(I0r^M7^4T$546-<
zpQQnvX`e+i*MHXw`Zc)Dy9pAW{A&vEAtycYmDFrM&wbD7IgAgEgqFS;$~jpDWNJ&U
z_34!9uJol7(PqxFn6_)l8I9?20`u`3-u#=SLf1K;;1HvJB=e(iH{X;(6;m^XE_l8q
z+E_)aMQryuD!vB09VBp?1boj&qe?>fsTcxF9eZK8<)dW}0V`VMwRs^m6EV2I6A@iL
z6xpdz`S0Lfv7?-qkwXTrelC$(kOh?AW}C6r-|qOdFRk%$E8M2}U2VxK9^PS3VJ#*h
zFV6H>Ve)fzXbn_~w+?CB`&(N~Ci&=HEsK5!rO3le_&NrLP@qoSsG3ah=nuXo)Ap_d
z(mOt*%XcRC22|KSY+vE=a{YlT_FQt$b!Q7gh8^E+@Vyux9#*p)<&0Mwitdf}@zpEO
z1I)O?&#*#Mq`J@5Yfq%4{W_?m4!|!~Q2E0a0I?`Muw#KG-<CY(eWkyK9e)qf{RxMa
zJ}vg8l0<)`Ydi}JYUL`*IQClO|CxMQak`)R1P34p+emPrk25hN(_B7^bpPm=RrKQa
zciph^skZy1z%}F|)Hp|7hcbh3-|tywm2#!PH@(~Zn5bXExzS1Za5RW(7{Vw&1%uD7
zKC`O-J-p`S27BiTn1P!yKA0vZ-}I}8G4{iK{z*j(%a8vf*=|4eAui;xC|_1a{jMPw
z6~QD7Hh6x8d{~o&&#rH|V=i@)!masb7z(a!*^1Bvxk%;b*EvYO6kvBGISiJ4Hx=tl
z$ea^_0!i^50W|XyK-he>-q7ub)WGTBtP;Ji6v{c|P(Y5EL>SiT*+jSk`y%bcv9x$!
zmWjim#?0QMK*z_=C7_~>=KHCbhtt7#U4yo8_mm-gcHghVjU6$AP|?1(fp$2)Pp=?&
zhXjtu`ph7d|9f#dB*BpaacjR`$L4x??(ye>&91nIZ~m%!nUcShyW?l-EshN@!CeQk
zxcU2J&>HHbD#iGVhJ!cCD2PWJcL@OQDt=!r53(U2=FGB~heXQv(}bu*Vi_d`pz9HU
z7k-eDaYAV1l`PQMf(TLN`A0({8ii8#QnuK)dgsj$O5HSnRLyz6Qy~Q-(Do`yxe%BD
z5DqlK5Jj>h$p9*Z-%XkYO<Ml;&Hy}NUbj#pE0ys3%xMh`I;>2!65hUmZfhI#7h>FK
z#79--AmIY@*R&`BWs>L+j6EK;w*aLPt@4@+%gM|_|JY95hS}&E7%t~e?LwE%o0SaI
zd2gfTLO89cnw7((SNQ%kZD4$D^&jw*&3etQ0VW!GRUd-$Dwd9FIUg-J>JBj1wg<>z
zr02_FK$~0~dK{oiKl?wmJXIVeiaWeo(<D!L;0php);fQfRM7t%AU1aY_<crI)>}W*
zp1%3MfIV1V?~<z!#<(Up18{9=_P_v8&4)SkHH$>qJ?tmyeQuh0_|sC{H#~G6X>fM3
zMI^2<;O{MW1*si;wtXTl9!TK`Qw1qtz(g<W$Ek1RdnQjU`xxyWw(k>D{qogOl7s;6
zq#18lh$BFZIO|_>R<8+%NFw5-GU@lhXLEdBc^Admw-}BaMM5*F-K8;Mq=`Sp2hM+-
z^2IV9S4W0?@A2femq@-}T`I8d`vyLt?Dz-~o~$!B3Z_BD#Quqo?PnkWG-7|hTLF=~
z;0axS{P3Zi?KGQA_7%m$J`cZLSRo&pC6%AARJ(KZ^@y@IMJrIe3h*t#<q!iruRqQ4
z!5!MicG|;#;WKpcNhS2GL;>cw*s8?W>vws*QZ#eW<mgT<aeTldszPTI7E<_~s<neF
zUdoM>0ibdJuHEMDrOEkav1KH&^4daEtw$*7nnr(I%?tOVe*5?nzx+jw`0u-vao=N!
zPbmHg<M0ghDKFw)l;iP`0!h1e@ehue>gx+3I{@(R1EVntaif}VYwqN8n>|`>mZ6Tc
zFSks2?zxNf__o$ov*AF_7GkTrF`sgKW*W>ub5j+=>`mXO?RP#o4a}g?mG)^j^u9K1
z9gZ0W<-cQ$DHsC7^Qy@72trP!BU#n!C^M_`WAaarI`^WbtykoK{PM0JtDc@_|BiMs
z<L9A#Sfb@EO|V+Lfk-%88#GL+=U%j?zx$J044Zpha-MOBGy2SV0qTVc-5Jw`>8$07
zP;rat0Sea-^?f91(nk^4!a~#Oy>&*R^_m9LoL+l!iZ9@f@F#==Xyd&63`v7%UujI!
zXHah1pDslRA})Y-9|;wAB_t2w=*&WODV+;#pKMyd8AS%_Yt`D%kv+)ny?TEYu{;T7
zPY<MGFfmlI4t6_hogeMt8EMuz*EUUor~uJ<=h|ufeY>!pUAt(erUl$uocr^hQgcwC
zRiIm$0YxkD0(NvW+~>6@{_!Y&DIMNPKNG}=Qk_c#(Rs#aKAs<+E3pEPrWf3ok<AK<
zMMCi`0EM!?D;uQHOTbw(zQi5Lof!AeNIj%Np<DC$K>i7*a?F`)iqG{;mF0xzWF!pf
zkm!jQgio<@rS3+a;>uYr>dNKaOWL}%4&S%Bee0)AyG@)vqyzn`#^BCB?E;OF<#oI<
zw7+2BC?{5Q-~T@Tl%FugDE0T-&By)pdf>-X+`m2i-J9H3;M(H#y!<+7;ae1RBM%0P
zw3PmBW5=cFnQ`Bj3CD6|6>}Ytne}Xi!-lyuEaEWqhYsrO)6~%irOwpZ$8kQt>?^A4
zvwGh+vQt6T+j9$ikyw}r0;lwP=Tzaf*pGhHDW|xOYL6J!sApk5!#tEZ*f+BN$dz+&
zk|Rj)FP@O%oZs}jb1&DQf!7nKZh!~o<50gECkksTscqtVu<x~4bqh4n73%mS?Nxsr
z^Rl$L9V+c2jHbCAeNF^gqu%l1LkNGeZTrSbX7<a@%k#dizbkwH6OPHfD{gtf$Vdz{
zO5o<?RM@uyeDNG4fYDLf{0XY06QrGmqQybA5?H(q`nDeWvHG~j`|j?eJ15HMbf?b`
zr%Q-WVnB2ViFl#;_;ab=_ytgNFT%IfIp=oD>%UNS@lFz+`-EIu4W&q3Cc7wF>)fXY
z|FN#0<KwmY3>-ey{yLhPAui3fgt>lOUbmyV?Vf=zh_?s_Lh3KWm(3>*LMxBkzRSV!
zeUH2H_0~qr`a9lPDJ~i~zU&@_5H*YyR4puQ<w&j&qCZ=A?sYWIaP4x~rf{CGuThoI
zl)c;(czh|}_4>Z9Q=m4-kpa=($Zr;2-t@4_L|TEaa&?q|>Esnffn#U$?U{f}C|V~t
zR5+RawpMUL%96fc*fvqz*#9DxEkZWDHY`YXw6<Qnxz*6kG9D&z-d}dFs@)@@*LiPW
ze`QU0tv3t33W30)+Bdn@Irg(B7)7nYZj21w!kxZ9o{o$=o5sgay4i5#RQeTIvH^8j
zej$=OJGU&2S5bQg%+Q|>rVWaS9t6Wb`%b*<96(VIS(G@8GsgV-i3XRrE$jlO>o)*%
zg|VsW-9rs<PAGZdH$b#!UfiDF<Lt`A))ZC;HZ&VQNB#`$?_KssrW0fQ>vmA&><ms{
zU8?)gM=#mE)gVEUzCo9fcX-CbMR}go>vqcSZW-)X(};5A{Pf`(A<{2WK$G8vNX@E8
zLaz<Zn7ReK3b*~rUJb-H^SC=%G59A|ao@MrV<tJ37Hgo4{q#*a%l%rll<jlPvG*cW
zV^MeZ<sP8iKL@Z`&{Ab4U`Hw_w0VYB7!tZt=2@s-?VDzDW~a}V7W+rvcRliRN3a!Z
z0I(q$_q?cFOYez61_9g6Zly`|y8BwWYRE_cdX*UHh1%~_Wm-~}vB=%MKWA6RP2*cb
z!1$TT+KFewFR<{5v9w-D(u?*mYR~l{OIaEV-tEhgAQgF4Hy957|62GnVbw7REWh)^
ze<({b<7|s(wbJH~l)eeq!KoDYiD04XA0}imGY2{U`*iYwb@zV4_A$C{`th6PwlvyR
zkL@rvZ5^0)q*6wfGwR^M?k0RVPos3-9ofEtL29KYzK@r1z#`x~q|xK^zwt1c_I!g%
za4tlZdYjmD_HM2)6w6-nUwJ`Rak=trN6(toL1U#Zz!Q*i$rByc?qTA8UbZCxs$%@C
z;q<!!n<N;h>GDrGzDRmNR6@tnwYDoGO;3)xb?G|0ulpa>8LEfvrC^J45O{?>?l%;o
zJh~GPk}%zm@z}SJaWUk}x?it;?bGs}F`W>c?)4bXX{7t_1&&)==fm3!PeC2n`#il%
z-?0byC1w&5zC}@p6NI4;iy-Ww8`1-fbyxW0csUVIM*=n3)8MP9-kj+4KKkAH_X7X=
zXf(ovv7-V(LmO6A?=O5{U+?h7M;c()H4B%4#!C+o4<~YI?@b&2+xrkjAAb4xt*E$W
z;-&{yB~*S}JI^#3*r0iLK~BRc&6JLWb(9Ff;>ln?@5=1b!->&GjfMUzDro#H1HYdl
z4$RST6MQ^(-7Sv9*#+&im%LX2L$jahvQyNwAt-6o;kXTxrW*~q`IVR@7$DJ^zFl9L
znr5#2AkQ3oF@EYsfjPRLQ(oN*Wbt|;_){s?Ezx&Z#&m!uVLYiak3=J~mT`nfIXXD5
zKWb<#oLsARbm9@>QoaKV+Q0dBEiU7mT}ywB@<&kAXK(N+JS|F%=?7hs>T=$9qc#vE
zYQK~jE<y9+_{$6$cXkBFfV`mBl_1Tbst#C*nAn>n%xJ5T&{cN~BLAG`s3l>(q!;?*
z1O-2qPsgA;Zk*L|he8G3awyD6G#=+K;4Qf*7jtzBc0)(~z)_5ok;3(HKM?dye_mmT
zVw%*bA8QJnr0o^gcf5?W_ei=MJz-S3CIL;N->O{ValL4V$cvzFK=>X8e1=U%&@C)M
zd-Ye?$<VK@gQUF=Ja-q9?#&?GNNw3?la$bKx5~=DAD1p{_v=TMC(u#%(6rWv=qNyG
zt(n*|-e*5@$n8NIU*_&Uxqmaqej}OkMD|XLZEhPD9klZ^sGC&prC$ErZ`{W4rN|qu
z;;A~m)U}R2@#iHm8mNQZ&6tdeMw+jTV?SmsasMGNhGH#VoToxmE^-0kY^PC0@t$A5
z2Ij)WTQ#5i3i&-v+d671>|&qvav7eESlY#|skjFMh?#R?IK&%jDU&$)4#{)V2|}<1
zY}H9<U1@(x&;2BKExhgbki7N9I9md?Bbm%M%e=rZYula^UTk-MptuWsiN?I-IDW5a
z)%nqx6Dk!v4q7|@gy3inC0y;q7;|zw+&G_Q(%G{hG#K-HB~kiVYjQlR)h4rt_V`@V
zV$XI$4i?2P0mB0GfR>6rJ|JP86Msi?U+3lI#vckQCtnV>x3fxa_Uac99sOw?d9vl*
z_(IeWLcI?1-*Z`ChskV&+>a`MC?5_9iUVB6)ldm_1$HkVSYjCQGlZ1NsP4h7ubRg?
z$QpFZeRj<I2d8u5W^0;9a%;!t5>SS)W^*)l-$Cq=mqhfhgzDV`cOgj*?Gqr22RqT@
zuM+$-*h(6gsgwHA{D_<DA$h#+f$)xnBN9?^7gy0mvMd@E#BNR%0}nr7hW?r`F0C!3
z)+7&(nW*$nIr_T7*snY~%W<#IwG0vu2}b^&^`O<M3<^j}-7)NOE)UDn=Ie@r*{tH<
zkRL_pyXSW+Eg#p@<n%iE9ah3}r7@2`@gdf+)rezzXderdhjD<A*L{JVdYoNG$RX<J
zdb~3$;+fjYmoXtJiG7nQCdl+P95@MFpPe3nmD5*I731agHKz{HZI~SiV1gC1@}$uu
zkRNT>KlY3N*aJPw*$|PsT9W-!ZX6sS$iMj~lqm3w83I<vZTxXAmF!(Q)HGy3T;cOq
zOXISDzgtH~*8xiOXxfsW%HE;0-_CD*#}j6E1$^kgx;;SG;p<^PtcY|;p}qQoCQ8Cx
zF<gI+&Qpcw&G)p(aECnwqM+FWV3=j->L}?%NV2y_;3J~?J{nbIqs7FU%4y^;9W-Ai
zCW^}rxVee^R=o;kL;H;3s(7BzGD>dSXTKp*_^(-$3{6&7=Uv1BdH8xs(f*{bMKV##
zQz~6dGnv2qcYqE$NaEo_3BrNDD(XYsKA*i^CKlw&c&HcueU2vT_8dlGXlUAnq|ti~
zF84syNa+eM3=cpB*=uE3Pt4FJMIpPL46EH?R(T6=h;zWaD~FMNWx~y9ggaXln&#<?
zB^eFHvG|eZKU{~kCuTD3!(s+MeO4G4b4y)=f9jB|{-ICGT`-m`Js@{L>L5>F9jj2J
zzRFYnWhA_#TEv{9XEwhV_^+iB^}^6ZFxMpr@&bPrs`>S|gVx+f-crVzNuk*uZ%b4J
zb|SSLP&^87j??|{@*$(}%$Qa+$TgKCsA@O&@8t@knEM0bu8^18gWU~bQjEUXnp`>)
zaXKOG1w9H<O6hXH*`oeWmN;E+9JcVo!GJb}w8$eq=VdCPveVcnNE?P|zo4;(OpYka
z+agg=NZ}UC;IDay=Zd)hqHquB_&rCC{2RTd8TmC;bd%cChtl^9H?Q0M{xm<6O{8Eh
zZ3l7V-R_WD?MX<^D4d-^ym{l@sa%`B?xD3gC#v1$FVNEf;aURW$CIY4KEQtpX%1Xv
z(^uyEQVyHtXczSxH4GW-fx~iXl#DWla_^Nm3x1_~l&$4(^{zt26AOdb)<fITpO9fb
zdW}4+B<jQU<DG>wWk%JxO$J{WKf%5_JFnfh|KKKbzmkpnBeAaoyo-RiEpk}$dzw=M
zLe&=1!R=Xgz6;==K&Zp0Zm05KvDed1NS5c-I@>)!SK<B&3;xTG32b2YL=;}v3&So5
zlQQs*vU+D)PXBWkW}8d4t-EBR+|cloqG2o+o#HIocbd4gxcuV03!>1TjtBNBlZUSn
zN<6N1()>+#buLZgwKJ@WadEuEITrH(G<sN)Yih;!^?|X*wgq8jBX3+w#<LA8<)bkk
z-dP`XRqkFouVC$G^992e?YbIz0n&C;KkgMX9&KvSFW%BRs75qP#fIO;^CRPLF=h3k
zb^gJf9lbxG<nZQu%z`HJ8i2Y?CGo~5a!!e+EV9$-=?+t0qk4y+_Cd7$MSI>Zd7z!D
z!+A5#j1YIvPp<TPAdatl;KbMVZ(7Fmz|b!iYTTp{pf6D3jKZ!dcOX!JXJJ^2KTA(`
zS}ajfvap{SUb-L6Rr2sBewcN3m>L*NR7ZByMR6z~@CKvGs(l@x#tO=YLH!M-DS@Pu
z*O=#APUakx0{#7nxX%9?etEr6Z*i}Q+Bd-dGx@ksOk2E*$1RoNNA(o~d_a+LtoN~_
zgOBHC7cgb^dXWp`3F%<f>`N{)p2Q(kdKhWs0`cXb0$jlJ8yex}e$hjQhM_RibeXw-
zunY2_y$TMU&RGKI<UBL%2RViiHs6EOc_!jc8OG23!`w7Em;ju^z#vF^!A#esCDO)n
zuwt6P5p!>m7LB0W<d#M~?4;L9eNyl<H>4NsI{7`in_C~Sl~Em9pxe9hG!;&%I(hdw
z_oWVxMInWr==}_w7CJ$qV+@y3c%JfkU*sgjNd(>i(r5n{V4@2br%*__13{5~Vv3+Z
zRT&#qyEJt7{_u6{xs45nfdfUrBZt|qy8h!cxMJS+&GMD^RYXHQ9z~y|Gt`OshQcz*
zL#f{Q;`vr}mxY3zI$v-1Hs%f`ds2u)n_a6)yo57(qMHxh)etwYf?12TOpvujI9-h{
zS-cU65Eqwwe!H5mQ)$MD%I9R-Fyjk7yxw*11~oKxWi0hq2m1X1KTy~ls@x9}PRCs?
zAKG(w%PFq+?UN#Ya@TLqy+acDbmcUNzsf&qtxx8Z!x8GwPU$c9Lf>I4_I)2Vh$A~S
z4fh+ZrU%Gg;WJ4O%J!p$VszVs%Aas0`sP#XF4aPJkjaS=LBttl9~v;kHahjK+Z7pB
zJ9rT8+lG7J@x$_?95l|WhQ4>6P@`L;ZX3^?>z11S_MZD5Hzfd+!qC$n0}ZEMjJqTH
z*&}QRX!`;UMW>ImGvNS%la?KQx}AqDHq}1zAzk=9o0Kc2>>lYLp9iC}Q$k<7efhfx
zf+{l~%sL|x=4Hb5{sNs`7AN_0Si;f!Se14=8}FBYfw(I)k4_}4iD;UqxIx@vphta{
z;J+92E%5^Up@99Im8%Mgm*=m^#xU(J;Rfqr-xDB*#-f9}-}=yB{A7OTrw<F8kv#8d
z^s^WLgj$n7H<OzG+y08;R&0CzeM6kA*W9un7~ZkWuLB}o?&WTDx`VnFziTv=WH<83
z!DWRo4-8C9X&R8%%=XaeS+Asm_tgY`|D=<d>-*ocC{hW2E_cZ7mG<p?6Z`YSm_X~h
zzn#l|Hv#!(+voSu=`rv1?_Bdoz!b*%MRb6E;diw!3AK(halMD&kaRKu--}>IcQDE$
z`|+yW<TZKcPhy@esFD04wT2av=#Ouvc<GA%k!}aYj=o+6gG-jafL)drCqWYSEr>02
z1$up-U$5NV)x}DbQ=ZT+1y1lDckz*+42y4ur*(W|B%WtPfDAa7P(Hw|LcdIPvcoTA
zS%!*n=6L<<o4l&;YuGg7Z7{@^F;mis$Eb6)-;yTF?_3CG=LfqF7>Fy5@Y8gF%jr}-
z<zEpp2e2P*Yxt208!XD%>qAK9{1-=^R65Pk^WjLh1z)grzQ$8tzFXlbJrrtV#0eRY
zGHZ`GeRH9xb|q<mS90}Oz_YjDV4?-zqQmbx2LxBa{s01%m{fb>c2Wrt8X&i7XgdW9
zhSdPLIlrqLBz_4Ee{bSH=fkQUeki6KOZM$WralWy8$sA))+p!#oW)oUU=*#|`#F;<
zFxVk4!6<`L$fvehHmQX7(mQ0F+uf8dJSRE496Z$@daYF7v=SutaOCW;s`5a?DCt99
z_C0{35;^8a^A7+tP&5m!YvV80`uE_@aHN21zJlFSJhN@WAaf{WFMvu|b8H<A0&vkS
zBnWFdWCqTw@66>Vk}na2)rpx*-}@@qIKU}T1j=RTa1YKVGxbUHQH%s%fB9s=y&jgE
zt_76~l-tSaM!m7R#a4i;5cGjMn6APr<Iiu_6V>M@qB8k=d&jr4Mr65pf2-8YsGxX1
zL0wyN>G?Y&>D?C>7v_1F|G8n{?S<Yg_Z%xF3oCHHkkA1y&MeuzDJb5Rlkl0ng{=>v
zN<zQ=zFt>0RMBJnKtKgNukxpAW}&P-RNK7NWUMR0PgS+}g#vl+A&i{;+9=Ae(z^Bn
zepLMgy&dL26nnQ?x{=WsiVUd7{^lep#plmIN{j+raH>Vk(a~YcDxR%3{pX8Iy!Ge}
zl-0O{OT^z8in@cPC-M+uE>JQ=rt321-oBvr06=Yr;Pr^$-wim?#W0PR7F7W`ylT;Y
z5Swwx4{ft@M5bt5`8x5yh3?BiaU;I+@C{yh+#0}LZYoqd!hR$A0Pv|BJ^s5>#ogpw
zWV147uMwa9W_?|c@q2lGdHfvY3gJ8O`*<ro-a6Uo*Zln@frtOh+;69L(3Aqt6y+=t
z+~EtYs#Gnt0Y0S=cc&;nX7c@$tT%GqKjV2K?*;wzI8`+V1C?LbqQUw((1$j$UkCU(
zK@2guv{f&sC_?NA(*u*Z?=Nw=4c~O-!TcI3DA`{TY}{*a&DPOiZ|i6q;Qa^>q-}$5
z9lZ-1IPz_eq-F6LSiJRob8eY=yq@8;)j?~MVqT5Tc8PSdV7~Te)*{=7sJ&O~J>iKr
zAPz?;CO~#67T5>R<nm*tNl3<lN%DL^rw6ai_4H*TIjh_vOLTK$&jen@fyU^%TE?p+
z2lTvrD|9t?ulk7Z6#9LA2W}3TVt@-gnEmGOZQr2qbqhr}9X*P?=XsR%B_y3+$3t>!
zUJq2UI{m=dsQJ|H6QR!CHy(Vb&8|O7?EAw*SJ%Eg0_5-CA7y-r72xZ0cFU8^Apund
zlB;J{;gJ>itv`8T{B4iQ@qRVWJu1t(dEq6~pEYhm1B*>OJiY?Bsip5z0goL2r_fX7
z{;AQRWB^!O4IZq=7;i<uh*<Wvv+W#8*`MMMqhn7Oujz5v(+t;U_;xKXnHtN?si*3T
z0qb_WS-;lnH>J$!xdyt=1gmLXz0d0!-|Jz02FwH<rEE_T0Vy*&;^Yt#wt}ccvUhFO
zHlLoa=mT1kOc(?Yr>p=^?dTgbrEvoIt#faM&;++%5Y&ljxH#DhUeH+gZT~T@ru$4v
z%kgz4R0RFly<~}cXqDb#@UZUnT;%0x!Ay_3N^i=?z2PXz_ugHE8?^C+GX6RixJTqK
zMd2eD_e1VPza3~w?4GsiSA8&e)Z|j|+mfV6+{3Xy7uuA$EI1`wp|oAr6$6xtg<<r&
z?d>H!_>4V{GN+(xMKaJ7*sqt+CNM|Xb}k4e*-&MjslJ+1IG6_NJh>A-mz;h`xMowQ
zeN|BW!7Ac?^SwuvAWyv=>QLA8c@J7N1_2b%jTYUZd6b(0sx$0maL=co*PMP=9$EZl
zt1$u04o-&^ziPx5Y3iZuhwom_)_N0RTXrk!7{V?Ini@ut`cMxG2t4|mZ~jjj#o*@t
zK%OckiC7E{1;Z>(hv~T8*xwf_D#3Q6a&BM5`>pLSd3NBQulp0c>f}ff*Uv#4xQ}>_
z4&&vahM3jWkT>Z7qsl<IW{mDH=f>#glMp{#t37i&Q6S+xvherAKN9L~!J&4WmB)n(
z27!(ClegD%`9$z=t+^jW-!#%#Ft_+UX>T6BTJ$r7cB^$Gz`Z=g;Ae%|Fvoj+2oKAZ
zz`6myvZO8PJ$w-0sCcZaeKF-+!Z5)PxDId@RAD%0fH{ZL=T)b{&pUkt1Ir!S1zol{
zQF$1nj1VsRXNGrB$$X9mZ#tNM*|$vO<H#K~K;MGACcqASnpx;1zr+@77zYviUE{M=
zKb+Do1y&ZX8s)c_Te*{Pp;NR<DW=hgr-tAp_O(ZUNS|ZU?fQ}3qZps1Y(F=m`dt(V
zxX0=xKLezBdhb;eZdqB6&9Nxs2()~!AojFWCFkS?SH0o|B*tzD=(iVa^z<AYtaG+9
zA*vCPa6HH)n&_*G%c6~|+QLk*<Zp8cqf0X=WWmph;tm^M$SeQAdy1CNlYP1Z6f9v>
z-4%D7ZQr&JeE_q_nNSAsCCTCpA%8HT1)gPZ=ktuqEGtS-3}Trh>wAKpy)SV#F|rF&
z?+GZTfSm2)o8d&ZgZ#PM@R<2&%g4cy-7mT$VajE|L-aoX8p644tbNh&Pze1E;evuE
z2+zJ&dedtNzsMclFE^K|W7-ehvmSnqMzA5oxlCj};sAT)V7zUI$Lr#|1k@Aj?_~&v
z^!M&FMx;@>4~OrpL9reAfB0t}6@8z#Dl{NcR37+PG=07*!{gnUpT>u)qu1YL0B$Yw
z*~yV;gEgl^r6aqYsCROJ3Ahd<y}Q9vRxif{O-~EXQSC3!uJ-*dtn$;GJ9@*EZdU6(
zC&O3u^|3#lzbtRzuyELaBlZMm#QFLbA>ItO_fI7Zr=8EK1+Wc{p*>W=%lwe3zXtIO
zK3UR!v*A04LlAI{9DlmL5%BPak-XadfI^-3$%F`G{ELi><cSt6t#8u{1Q5-Bq@n$W
zM&<9W$x&IKPO(A8Hnt%3a@osQ>Z~85TJdTKBJsg3P>i<Dxnl2FfAF?YO<D%?>vESk
zz_A?pQ1|D{36?qjeO7$Xh8eMOeQQ0lUKCfhfh}Kru#w?BPUp6)#E-)S!wN=4>BAQc
z&J~iqqHi8~c;0yaa$grtB-7uVW~jT1*jl$NY9Fp%e@=M+Sa2>&@h1iDS%|hLvGWP{
z0SqRo$nL)rBhx?3P3X%}vc+Jzp)Qtl3w4?>x%!$RDgvrtaqlTDdCIWRG&a9`AUYo)
zjdnJzS57Mf(f0QhxDpGU#{R+#x#E5f`-;b5GSnV<EVl$82sM9h2+q)#JMvtPcZ9GE
z0?m_LukJMzx2wZ0o^rhkA!)oXx;>TK<KPi2_rqROwvm5cm|v?Y;K^jbI)0zkE@CIn
z?^{|tb?hYKBM6y*{4=%#j7zD$kN5uL^n8nk4P5Q#qaM5JYhuBI6+Yc6ph}u4*-~`0
zd=fW+$JOV24p;p~ANBR=dp#!f&rgBDHd0+*Kl=Ie%nrSQr{wpOJMu91+B=VGZqjJU
z*VpcQ_8sDK_`+RtoxJ`sHRN|U^O8ZCUH(Ribi3cwjC@>GJ#66VFwB$1u`E$gSOO@@
zDLCv@ePMx$mIrplN6F^}b8<P1RJOHSv=E>TqDbM{4OFgrQ5e!TXzxcnO+IGWhdY2`
zV4MAg!ee&bpQ-oAX5BPv_C80HYweX0zv(_#UB0i-e)vt|vtP0=StLex&o;S3l<(KM
z^Y_piyD?p8R@l<-{j#ooqwY!4`?z0RIXnC8I^f^@hP(H1Z{ljLb}f4^?pQ5+K=|dF
z-<TR+(ikCY67LVjC4^+DPb5)A;}BU`7R|)9cx9y-NUUH|m~#w7+)p@9^23>UhmS+@
zmIA~0l5NFU9TD?pPHk{;<wyBjt2%;V5g9i|ssHv|>iYIBzQ3N+hSKpIX}NUyabF6}
z;jG{IV4Y6>ba7q{%(|ILIO4;?drC7=MyLyBSJ2C90wRDE9kQGKQ<h_~zpOT;Dij3h
zqcL6DHweq`w#%DGk4DztaF~V0yurR#8JY-Zbul-DW&C!+;hsf1`_yN#ZJ+h&yx`TW
z$K^47wY`}?H=9o(o&(lun&X+Mw-4MYxZO8Avoeh1_BHl1_p1TTh(`SxdRPTwxQr(j
z7N1=!NFqyg<s#MPwbFB1Rkh5%X;-KhyY5Y+Klyy^#yyNK`7|iRE@v)|m4S>+rq27i
z=x@!U$an5+N%>kCl!EOMN*TjrpE=`c;+@L?*!UhkHLE&es<+xrI;@sl5y#`j`EIR#
z)#l4G46g$ep*qXw#PzOfU_9E(Iek=*fqj!FNKdC<h4lbOoet=(@Q;lEEwJnYrU(LH
zmP5iFfxoiotR{-b0rFV>hrO)m0K!)+^A>phy6D3EB55-#<*dREwR}kg1c;6|@dL=^
zcs>-8<&<#$kOyVnpriiwA5BzOLBIX@L}4-Y_#@c6`{%|G(kPYjOsD1@I=B={O1YUa
z_=0Hi70OkGNBy4D!RzYoX}`ksdum1G9f!PwnG#Xc{9Z%Gc%cENOYDysfk$&KVT3Sr
zK?#siT>ZoR1V`0cp6o#0Zc-vGtf#Fe`%sS89)x$O_Bs6)qL=++FQ%$9BuPm{WO!yN
zO_s=A8tjQ;CgELV=MmQLkFn&VnsG<>-Csoi8Vpz7=KgA<ak{m^HV-8;a8-1pesU1P
zSfI-KQJSR%({$)TCR{wvc6kM3=;@)qbN@wc!$8#GI1Hfe@{A_DbisyRy$$L}{K72M
z>j@5(jy#p7d{b=Z&OCL$rH2Ujmxze-tTA`%(iENIBV;O`zXIw4-4lwB%-Vj7jswKP
z$3ztP+95&1J96Vw08s~j+t(TKK2>|{6V&SA3f0r%m8!x!lb3sYIDDW&bjFpz_!^2;
zx>l)RTSkrd(V=Ok0mX;k^jo;89&Tq}ys;?|3PhChJng=zx%XOzW{-)Wt{SzcU8DOU
zyS$b*wAjqNaqCky*|)I82O)pda|6gLg_gh}pw}y<#UjnIGeD{-E`G{7`yC?<zN1UB
zE1Z?$bJji&jJ{ZY5nqM0p2W{xRAXZ~H;OQ2xB1<$=wWOF#YcZJH7d$K4Q)GF9@HAE
z1x&ogcQJ7L*vP{a)jjCai|?oxeMcXfdsx-snKp?Ny{8+-qmb2wq-H-u&H8Uekb9+?
z&S_~+3oT}!bYCon&s_#XiTovV26y3&Ho5H063qU$9xV40ORB9S7cvR(`0Mgp_s6!R
z!b;$>^|`8PGy2ovY%|6LQOc%~m3Q^sV<2YEQ<v+O?;VxBFXA5Ho+fkc&^G(-0Q1g`
z+5@wAE{8q#K3@d><ms{d^Tdo@>yW_8YXWLCxjT}51AOz2XXIHo+tTwE$Vb72L3&*k
zsqtso$Dg23{{um``21)Fugte5woUv`g0<qyrjq&IBt4qPHp#dAoTD!1r?_@I>gs9-
z#J7IY?tG3>+lE6IjqfSARoCjKbUAwYw_95lmpx;WmaBj&pc1^f!y$=8`hGow5=ao#
zRb{LLa}o9jEhfIAACooaV?S{gING~uMlq9g#a}-me$V0}8!<c7X`CRyBqy5d5Wt#|
zilG>js5cZx$J&2!UGgQ_hx1W7h%Nh_`!*|d-5`{W<&wwPt6NV4@%TBs$+mH4LbwkN
z-@_>#3dO^-UNxiNtnh_LgQ-e~RD7QO_V=buYk-pa@p2=sOVLv4;t%`M^AvwpUsKup
zxsuT9YU_lx9N7x(SUj3R7t%Z3hf6Lp`B?8wqP@bfI=3+)fw!NaA6yxE^bEmUY%0<n
z$wVFV=Hx<&1NW&*7!a$rlbiRh5n1Ink8g2_s2I7}M}vzm3%hwddN=BMgE+=av4SmJ
zPF}nIa%^oP+8>GS4y<KT)(k|Q3#Us`7n0>aES*=ks>%|D{}QMK9|b`qDLK4>q98ek
zUw<ZRpF8%rX9Z;;(B0Klv%YCVi6=SL?C8aM(DI{c;PB5(;LV?cWiTWZQo1y;bFb@<
zpJ)#PPOrBsHjGH&BMFHACK|2OwxiBa7V;q3IL+%OQ2ZS(l_DNn$St7&D!())Bd{?(
z?vFAbpKN*4`=E(GthyH6x(K7Waj>g@uv<u&^X$i_q*w0wAOI=BKV`vl+o>*-ro8Jg
z=>^C1a)%3>w)}7oT;0*%>@L}=AkQP3esd{V=<@+*N5_>mitscP#Z-u?vi(k#a{`Ug
zGacY23tEXrYldZOD8#p#y;50(&WMCcP{^;@$^NXqnmy&hWhG`wQj7S@tB9voVsq^t
z^)<Cv5nv>kkcoh&gDIxt0Wlkj{*3i`@!ws33+-DCB_rwX;}zN^tbxzo-Dl-b|0!=3
zL87BO;;&$`54DVKljy$p5kJsXXNa1-PNfNegzC~eDup{2hjIV4{^!4WTBh*o1@fPb
zR{Q&H&^y0opZ+|pGRXHkFzC#$tu$K<sczPKqrJTc-OrkLC(5$s>{AJPGkL~!53gjO
zu6i3~vw$EEy0z)OHzZ*JzXnY>&;y^r7Ugt^r26KnAdCWU$p{*V3Os3+0svesF^$V3
zKG=UcSs8wnW9LtRdsPQv8<)*{ssjE5c6Dd$`K@}7f$;r{gr+ncJ`s6198&a_-HTIA
zy0BJxE6PI^iH9Y=!n^Gw;l~FKxJKZ~2v_WVIIn`Cg>+y6DSmaauk|e@9{L7Fz~4Uj
z{HoCic&h-Qb&Y~n(Fw7+OvQ=sWB=yi1y|ycQO?}?E2XEZZcWlx<y|uC$7Uf>+<ra`
z@_B+`?c@FS!cs-7b6(EqhpMn(aR(THpC0^N;p^w{&q{ZFgXMwm$!_e9BY{mIA{5_!
zU+x*Rf=D3K?%TVND1Is*ZrR}0obU7WYE?f>uPzWbTL-xC0fe_Z(npoj_2ryBfz<gc
zNctMH-_{iEOTDx0SCc!U9PsmjCvf+R*{hT{q_zwogY0#h<63vhDpo)1V6#!*x@HS>
z=M6X6TVlG35bTEIIXNx0aC}nF7s*oygaTtfRE394lsWHK1z!<ED$L)v?)2@d_EWmp
zc!=ZkNU#~aw1OEu%@o#=nbXUA^{a;Vd(hLue0nh~CL}&XsO)SG?4cj4CABT=o=W2D
zz2T&>y(Pc8f4V2teOH6MUq8^}n(x<H<L=2rK7lr`h$LBT95?huOjf__g03i$k-vh+
ziB8C&gjT!|RKRW>XN`ZQ2Yt`YC|@QyLgsi16jCMc+W|?Ub8|QNIw1F;&kwK9V^{Ms
zItmcOi&yN}syJYdaCLV-ujEDT*BVVa(a&S|srU2nt!ai?;0;t9+o--+wPJLLTf%Bu
z+V6xk;ZY}M2s&!!2TIzH?{PMtgpH`<<{!`WJ_q1mhmMEO5nZoVf^MTdJrFi}?30i8
z*u9eN!E$6n+>T8zVK>Q@SNl*xkXCztcr0)>n_QvTK{syI1qhD7b<xe8lK{V9HwpuB
zXq4%?1hAhDvME+h4P-FZLPXV!|B#`GIB?Pphl&8S$|IVY{Mi@xmD#d5j2f=W_OWB?
zZ3Ztzd=I6;`1ovp-PjSuCZ-&bd&W6DMo;_Crj)GWXR@bV#dq{6?8rE}YLOK8529nG
zHZPN?Hwvr=ZLrp0F>CxDM(oqDIe7o_0cl<tdRSw<9@rn#htWL0zC&qyr{ZX(-oAFg
zV-LQWEKrkkgJBB>Q9i!s{K|1F;)c6=ZrQCKI8;4s?U$%iU*=Id)s}l)_%UhPS~u^I
zbBfpzf3=IRiE7$kw|X|AjcRb#PWU<NNDox2op9fie#MN9A9vlK9qr$ueX1G#O|84h
z2e&QO4Mj=1`Ru&?5}Q7;CKb>`N;JhXs0G$xG#!3_z3S&g`V%y4q$o-8XJ}+NQvmJ#
z_^U;oF@nYCDSR-`v4i2>s~O@F?muIhKY!)VV13IB<>Lu$cSu(d7I+2wWHacuhe-X2
zNr3RWhV7CisY9yUCoL1h)_+fI*3dxgwV{gL=sGT-Gmq|5vkG{RJ`i7z5>i#Dz6qW3
zrmFs`95DH?SYgCMo}!1v-~WGB88~iBY-Gv9X^&l==<PXxv#m;hLO~(ipWgnb$#6rw
z>souLSN?pYRa#LwhiKm_VXzJ?27iJt^a22Nv(>Yb0vv1!9`KiAtI%yMI%a=to_J-@
zI8}H&FiX1j$z(^weR8VSlcO}+Eo(zK$@i-u6tQ;yG14S{!Y{0dNW+Zv$UmeT54*IB
zk}pqi6EsrS#f$oS@xM8+E$#HWD%+Gt<#Af%GedX#RKd7q{<wajj|JAS>zKZ;(SJ8&
zdq8|PAHz{YNu7128Fp<I3zBg&>!Kqycdj)qtiFK++qt*|4tN?9x=X%Uj(nXzy>K(t
z%bPkJt1oc)u(R9yFuC*`j|oKuC1y{)dZ8lMv))u^(-YD;PAg9GBWk=$i=?aRLW~JS
zit{^){K728!pIKQ2`Q|;{XY%n1ei8laEf5LFM}<AJo%#qxy^~sc>s+X+BGX4zT$Ry
z?s;2Lzn=XxyF}i%LXYA744YUi_)v{Xe<0#B;z5}4Zj2&Fed`x5E2E~;ZfL0QK<Lk(
zNNzXc>!|sh-~2FF<@C^M=orWdh0)OVv0klH$OOLHm`Fng?6IIwhA#yJFc47#4<Y$<
zb(vG2(;3n^e}C2jqxV%y+%~N-ia0&&pUAEqGv0GO`pXDkPJb!ewTno3gb=0H!|YY^
za5WOzkE=PT6>;qp7^^|vzM|nKq@$Vjp87e86cW?;^~1Bx<c&C3T-odQbOl~9+p{zP
zT0N!mhf*$*r$<OQHuH$7fb;IhEV<gC3T3UWntT~ufBMa91l_BT+gWSIdoy__R`0Mo
z!%-7uzx~Jk0$&{8zwU`C{F@L1h@Ugipg87%5D4};4my73o}sT|ZhD&>zXSa?6CVo+
zkjSST{FSCP#y793spr_|Zs0_6_6Y8-Zfdu#v4cawG`Z2yu!SSVb6K&(@@<;^kAEWW
zMjkcemK}WHea_Enw#pm#H_Fino-~s4>Sr9m9n9+<pun`3`TdSWiZ>5AK~zPyEz=ka
zBpJcmds*I8a(?ql%Sl?6ii~o1%0~U^_T>AxTNgji?z3sW$_rW|Yk8SqAaqt)vBmL1
z8cXMAKgm#jCd#ex(ge>H`plFSLWS7?!{0yd=^cMawf=s1>#OD=?+fcfhd!dMpz{ZS
zhJrgB2w|e!PH+%!Wen#1EmS^H50E`GhnG8czra4W5oPV*E+gFTAr!$EpM3&*pAQlw
z35V}~t5`}^m}>I+{dz6n$h8ZT04*~;uJygl$)q73zvcF7?FDvBnW?kWk9y?k3zeR5
z-?TOFM}q7M^tyjtoqa_YEQyZt+kVHbJGVd544a}mc;NRlB^o?mqg^sLW<C_C0JtQm
zBh4wx_E|HcTV8&U8mzY2M!e<ai=Surv1*VjpH^3@hy8{he;e=;K?6|mvmGGzez8J2
z#&MZG_2p6~IkCBk7KyiaB4~;WQKtH&H$g~=eWAn@_ZM(1`{`im62tv^i4&F`WOUFh
zm&j+zof4Az^{f6F=)z01#uH+hvNBE?-uxq7?H3q^O?cA|<y#)|UjCw;voUmRd-y}W
z*C096jek=2CI|L-ZbyzX*LXOQ-0eHsw?M`7;-EFg%B>-hfV~`8BEHYu<s0zf-FMH^
zMP)94Y_$C{-cm$)#!wP#V;J|MN7=&q%y5#Ri1G((cE0=Z4J;;W_F}_d_)q!Ftf%bU
zb5NR~^)4InKZ~YuR`@rxvAy9F!wD1514rwiY2n+TViD-^T6wS{BQ`@3aa}&*1^Nc^
zHq>>d@y5VF=yQ~dsbeN;8OMyIHn0ee9~=Pg(*%V#h{;4ZrvyZK%pb8|SONv70p=BB
zx*TLp6u8YQjM1<1s)W&P*>)16=(yHHKsG`@uTpC?3O&Tx4+$^hEM8xU2oX8le)io_
zrSylkGI}0C(eV2NHo!wKgx9J9mVdj84OHuR1*3AH<&Ja3xm%sZ{Sd$xNhh?;HVFdR
zcAt1aCT=pOH}ECg!aX%6$D-Zn{SZ?Ie}xw2q{1POigq~dS3-zKqOyUIQ@^oz1<k9O
z!dmVRe47A=SY#)b=ehp9y|zmYGtOx^u?HfY%JXS3C&6_G+9CFO7-v!A#j^(K!T+R-
z8WrzSIQiM*HCYd*uFG~Q=-1f#Y~0^z>+OL$yExI~K$iPi<S!43V*2sO!**~UXFL6v
z@VxlbS#~FBpKXo3<T5Q#Q{naMiv?_gCF#?9U|sWlRV>(*?bH9~w0>?Tvb7maC}$7W
zZ*ZaeDK_0W2fS14&i3%6_sDl&Ha_w3i7)ZhUI_%L=W%A7QYPqSAG*&kwW7nl&93FV
z#KYMSR`E~M{k%Vku?)h+b(R;(n)h=gt9rHsgGOHA)Ci~+h0YO;e09R06;%JO^fjik
zi651Z25d4=pRJodPeQj`Bc<Wda0C|j<3YH(x0P}xp`^=?7|o)u$@>IqtKltXwsv}I
z<MV^~1;0vAdF9Z^Em<d2vbNIJtD(v}*q(p9?|5zn-`W*YfNVAJ&uj)aSwnn|@F4%7
z$io3rwY_8$Rvf`P><9FyOKY?sPoG}Ehm^}a*-}cSNweNFI}GrOecs>)Z_x;(`zm-b
z*lU(cuUypTyM5ZPnLG9fH#nOCPUSHGQIK?-eWpljY{C*^ya3<`IOWYE53qJ{W*<Wu
zpC4|2(2nu5`>S~3?S7bCUf9R=I@%fknnZAD{F_>U9FKUO@tTH==Z;X%)V`j>S;Dep
z7ca5t$>wy}8<2d>7{4W!EX#YGa$TJE0}v<>F-GU_qx-v$Jz{1;6k9M=ibg6AHU4{4
zCc$R%_X-f<4SufLj=|$x`hF;ui2{+}k;g$6{np`7si=oO4^e5&3i|eN0w}3kswO)q
z@rHuiTtpeF5;QrQ@wV@}GX2vRs$LcG=L?yL9>r(E&Lrp#IrkhudLbq!=qsr6Ivk0F
z-Dhwl|K;hDpv1!5{{%2Sf>`{#9QWk4AO*I>)Tfph9Mqw$xZHCV3n=ORpT6TRX@7=a
z01$9!Kj!}08n_!JsF8j)zcb?cu>+`YfBwI}o?;<ttJ#y%)bAqL%<s+M4*DX2-(cF0
z<@&nAc?lHlcAF;;^2us?lwhi(TeMKMvm<-vz{xrJpz?Twe;!eJ@0SB`^kZ1~j<=kf
zKip{K$MM(Dq?*3J6gt`JJ1;<2xEAO4eoK1vDMHka;$ZUg#NZGp_Ms6Iav!Il_&<_U
zd-V+SJpUFW<Ab?wolw^GNDoj;{3x}nfV_7;U!5lkP}=FIn#utNwZTfuCTIRix()By
zP?%#?d*(vNbsxN|;`eqzK8qkx)zt5siv9F_z4qGeQ}351ell$*KE?cS4|!j^Y^gf~
z=JO8d&k5eV*U#oYZ<wdJm-9@RJyW~KA#XTjezD?3!~8O?`%(kofQ8<*_9+TK(TLEw
z^>OZFScJDG%#(!JY*!FldTWaBBw7sGn6XL*+E<fZ&e(?hr{H8Vm0K869pt3{m5O}9
zkLU#<1^TogV6aWh{YKlB*ao`sMd%oX0T$XH)0hdh`Ze->7c0jd$}5IultPIvgMq}L
za;KyMYeICsI&4eU8zLDNqcHwl#yzSyzu;x~d4dNEAMIU8tdp#*x9ybO;%Gmb#Z0#U
z-T@b4S1as+jufwRoqdHiQ^5RbrrkZL06_fAsYfm{NZhc!fRJS=4ub?YVYcGamAxy^
z_xJvG^-YAfohG>=pgIRQ$^*e?bVD2ctK!0Mk}hO`jexV?Act!axBn58uCj-!*FFt_
z8}j{Fu0ix94D=8eiv!bru}*TK0TNermu^EcjfW5aIGm&Xyzwi`+CS`Tge|}zA11cZ
z_oc$W&oB{azvu-k-xq6}>Ls7upl>XXJ?hJA5@+SL|4m>>a(q;ID(oACqV|U$>%cVi
z>GPw!-@6C0)O9^uuJ)|aN+nPg3-jTud#2zOY74sN%-KKf{+-YUlUO<W@LL7hEXbxP
zDDG_W3bb4^D3l|yeEmc?#GU*P|ECK<`vu6jID3YXAcI>D=e-Sz+bDOB*Z05`If(aR
zISU_?Rt+{I!NMYLCD0{9Z&)8*w}GvSU^a$VOsbruiEm294>sm}%6u2cjI77acz@~c
zYWK>SzK$rm#5}89j;R3y9+4Y&hH9;YV0~FLEhPgrJhV`jfKyl#^9^ou$}`BZ{BZhj
zmG-((FkJ>_x*X1S?;=j&#H!-<HBZ&MJ!hJ7!{;jWi3JA%{PelJiG3pd&5x&NiW2s-
zJM~z6!9&n@?gxW<+`hJ1c@x>>m&)&JRktm_AU$uNUB@FxGFGuivt|X!^gYwXIwBrH
zC-8LXbTAs8p6c{K>vINTi1}uH-F;h2==MMz@Dl!-yrU7hocjLBtvLE6Pj~>iYF*#u
zBH#4`tjm+D#c7`Z8O!OKehEfDG8Gh|2-C9EJ=#a~`0w$|Xbbxc|EMLF&K~1jCC{^4
zJ{sn+6i`3(YVI#m;2pmP5TAuw>)2i1$16#Sd+r_1ah-yi^zlOG3J2$J))72;{GqMK
z?e`vhA|rVeC`H%_&Td`<SC}En75NsPaBH?akRWE)+0?1`ENv%{k3ergldUIcu4Mle
zEUPnl0-EO`Gs`}}rDTjgM+TqrC0{2b8ZOlecQU_9oxm2mfX7K`vzzizE5p#Q4IlHq
z8u2Qp^fW9Jt?<y#fsz`J0IVtZT#;Wzd%dVY)XDDL?JFc44baPQX>Q@SNBAT1eHq+`
z>QD6e==*b#`3ZSIe9IAH4T0&}eAnjWyz@0ONMYF*#&P?UgqisUkg~9-5_SQ+l+Ig6
z((De?=h~rKW(W*&I^Z`LmrqY0e;EI0vY7lVKYhZ1hcnY4khl4Am>h55;a5p;{B>-N
zL`my;qXoy1ua<Fl3HRk0k$bo~7vPS8$B4fD>7!VKLFUA#DM3NPp{I^p<4Sx5;2*rR
z`dPk>S<M)Oc#)doThaXq`DS&Tvpe6gg>M+|_mMgHX8HszOX~N}MIYUL+^`>u(oX=S
ze2Sw?DV6g^R~cMKthCXBeno|k4@+ASQakIUc{nI@dq4A~T7G5pmyEa^Q9NB3^e7bs
zDns1C^nscGAea!vg~`2lc|2?f4<>2efJi0%Jn!yPqB?CA_AJ7z89l@k$R++1BJ<*h
zj9E{#2Be(I06hk?IUeBkf&>5L!}6HEaO?ZJ$>cSkch79|9wR-KbUq7O!cLD{oSvgJ
z9{0BOzXnO~>xI*B)x<M+;5f4Pz0rp8u#dsDqF-3+xUasSwv&`~eAyn`#bM}C@Q&_L
z>>=_GTQZPgcoviU5Gh_upPxjTUBB1m@cRbA{^<09Fi~Z}1#Ne6&*2_79*S2XFZmb5
zuI`DeE#9j(KGNwP7@yxXb9xXTuTwZTpKMh|kw1eC9exM>$t`@O+G3?EnruSY;1QST
zxt0!TT`r>JE^!kA*uQ`}vQ#XX`<F2yi&okv5f7Dc=e4Zc)^60g>D)o>WcC;yX<SR;
zo6PL0eG@dUe5&7#e)3G0K#PZcD<pP)<>&8NfbZQ02<aoZpH(@YsXYd%{TB$K$&C-F
z_wxx4M<9%h_xZ7ALNPN}=|W^ROqjx$u`RrukKbs)C|RW^1^;tB^Q7HB3n$=zv7sAp
zcyim+Js6DN{)lu#-&@)>@PeB-y$pc<RPiTMw+%_V_4qO2cfDuk4upJsgRQ~AZR!~(
z#noE!{q0H@NcXFDS{HJL>oT!N)>xM?vdka;LsD^+9zyb4oc2v6NDDXr_0kH9Sya0r
zjqAS0;72s>g+$HKN|pch+_Rhbxa)d8OUd6(rjFLL_IX~Z;7yP_l92PJZX|8y`ZbEL
z^_|%79`HwB#odFaJ|g=4MGKfbof@G<Ac^(El7~(H-0%PUd$BbySjIrd^%6n&_(;Jq
z_JX2010$Baf5G)s?RhDA`rANUDJ^H}pAW@yI!jAY9;R0EfqLyU`*St7uhlaSj&#vN
zC#bpyi$>i~_fmh8VIzXpX07Y(a(Ko;G@qeQ$<zVD-Ae0is~+44R^UPbIVM<Vac0i3
z_*B=s+H*E)`o78q*rA<<fHK+{anKvytov@~{&Zp#<yk6Up~u815QBRYTQ0QTIB|{s
zecD>xSM=`86kmtK2j})3b=H3(_JS2qwx^w{Bt9A5e9|z?C8fSO67o2$HS4@D{tzzn
z8!vdj?mx0IL;aq+HjGw<fXbWm=k(<k#LDbdOF<eYJ(S?e08AWS)cO02$aL+GsrmCF
zQO~fDAg{eqZG%4Chs}L1ui@B}EP%qul^h+;!`VG%2XIFe)QsunuV_Q*;iLw*lZWMX
znl*CTrl?s<G+Wjz;$2?fwiUu+m@0vN-bS}s+fNr_=#NtiDM(%y{&uOa5A_a^wtoze
z^|?Y7Q-|k33WVz;L%)!kA5sue_fA_tGPby-lsIaO;X;O~_LaRyx90Gjd1z*F|Fa!j
zPfMfx4uKJ(>fsoPebO)N_UCEuX7MR4TgbqyO8MpTTVG`5s<_d;dGz5#G^Kb-0;4(|
zGM9i6+%%};?G+ap5AYH$(D<<p4(Y`-eRj;j#z$ebHw+t6p5_suHp7GWisN@)zUY<u
zT_#6WCW~38^dzpR?;G`(Pr}$$L4K+_SsSs9YOH-ugCJ96;}p!m`F8##d3#8{>FXZ5
zz^AUY3X$w}M_!3;xsbM9Uq0@0urc8X++EJ(eW@~$8h6tUYU8tXxLMJHfKHUEGk?Dy
z@<L>|FRfxJdMa!An$((;>9w9`F_W4)b4nw+e~1!lwD1Ta5Dm~c4r!C`N-!&$xyz5n
zbYfsKPB-N_OeyV2HoNwp!sj@HTGjUyK*GxU<DJ_9NL<gH?6}(;BzMIhID4_dPH-?t
ze8?ctj$toOzs9%mrS{vESv1DL8cY`G!;s_}#DPnp9T0JZxx1hz1MMrp`P7J4g<PHe
zQz5Bb=w|Dd&*qwO=rfx}=bQ*c<N)doX3*t?-ApZVkY6L2B9*A_ygHJ^JN3`{juUVC
zZW`H52GSskcIpObo%fH6h7%4Q*WxQ~4oUKp(G{&H(wZC`<9w<Vl|oS%_KBzSSbywi
zVc3BBJe?=2K!tk~UkqwvsRye#UTw|vHZ}^X8JP#X)(~Xj>m^4VLBPMZ$I~Sg>M<f;
z0yd&PyulQJY-->9LQVC%ORl5DU$}+q4@uoz#gkwoRwwGOMoUYwYB;Lcm~mA9J(1?q
z?XTr4;3!ys21%!(YUrpcAtCYjg+*+;4>*JPvInW1IvH2?<jt@uC;a9Ze`xmwGk8DZ
z+l*#?Z?#!B?+>TfM7zX(Ba_#jpBKNWOMNYTLL`iP<(J+ajP8@SywB<uD4<<>*JXCM
zYZ-s$7H=pa#BX@<_qmd?G+p-QYY7e4^qutSW3pW*$ozT`U`qP(7U2Z<b7fyDJZm)r
zb!CB|I6XKMrh~8isyOsB<d8sg#y#dAWcww)X14o!D)Y<R&bqu^<cI68x4w_s7(7tg
z=286qBn;rjNx9L}R{D=jYw`x*bckA=NqzQ<tNYetevXI16XXD19t;GQ`((?o&(HCt
zFp`s{FaCi^xHDmjS}KHj+2`#Fg&AQS@YSTy$1K3gf_EVWKLrigDfQSVv!*Da+z;5Y
zZ3A!1`wL#f=*Xr1s(+=1eI|ZFq03hv#3B2B(uXM=H7I}cpFblo`YI4oYacsjX#$TX
zq??8czq${1vP2>DyYh79AJ@b64ATMcvsvUXuyAgoQYxdf@3eSRUh0zSug7`%-n)vn
zm1&f2UpTZlk|4rNDg65Wol4&I(x82+hX3p1_q$o44qtkN6WqjYO51%;`NQYUJNr7`
zHz(<fmedBGCEZ3`HGaLKGclXJ6jww16W@o+Hx<s)*tpVj-)9Le@4cwU8SGrp$3|>T
z#F{DS(9rSKMcU_wkO%?(Q`O0aNP(#O@YPgtzJ?BUgKPo$^guJO!oFRImEtwu?6%y)
zojsaR6?Y6oQT7_?iOvi}HX<$>5I}&Hb#$zAxXhfoDui&q^t(W5A2A)+wKq38aSs;j
zyDp^I&*%4?Wgb!@0BbimsKf_2qYWV6b|HK)2W7TymhQb#Ci0G#zfCgfxF99U*1d?c
zhl37ac%0`Pzof>{sx!)hRZw1FMzM!liw^|o&4<-n;6XRDP^9o9zO`gQtPGjw&3<OC
zYtZ}YGoV>KJ(k?VG%*GkJN|IL?r$q-EC&qnDE~1ZMIjA%zf!*#{Eqx-5$Xjkjn)gc
zCRcKpx~DlXSSb{$-IV8*qnu^tv62xg(3BF%+&FUXzZSAHT%iE%%<dC42Rh*BL5uiT
z(=r!`%CxME_8}o(x@w8<1#ugl3btjp?>?y<Sdwp|T-~>jB-)h3tF*5gl%=H9Bdr|h
zQL^B@Zv~a!dXKi}KA<3a8Aj8*-v(nSw7G!1Pvq|CH>W)+?EW?zOzJzmO01@O-cZFt
zhy3(18%x1OGwPcG-JKNXou>dm4nnrIIw{Ny=}Ty~{QLWa#?;AQ4KjL0dY~7lMk*`2
zEfnIqU$)FuzCEdZJPJ$=GPrmZ?!OHt+1UD?ig52ZpP&v+rUkN!eIV^4-oa+}ae+P&
zoW$3h<+V@IXPESK#K)meuCI!=V^x+~^?&e+c7N*J34=JcgssBHl$8#!1B2Cq*>%r_
zXXH~XSCcbP$FF1$!9g;cW_Eh$TXHdn&2Rmw52tDQtgtY);UOmX3_-jbLE3kNd)KA-
znNK7P1Vv|{7h3>(KEbY!yJWO#`UwzA7w(3GIoB6L8h3%6>Qkx9<ru6NI1jr#H)dxW
zfQNbCU~t~S!-kS;;jVYw#Qh$^f(T9sm*9A|IY!#05bMV*6WuG6F@L^-%<7FT4Zm+&
z4Hia4&T~+j-3bKQRyTpX_&6tz&p3axhNXqCsdhg}&C%pXg-%@oq=Amz810`nI#@CJ
zK_hu|(!{D2d%$+GY&|ose%`ps&S<WJT|d=*-Ou~-vW>5_OH6z>sZ2OUpFtGW*nxHG
z3kENg#3t+0U|?OP+vijC);$FK{B-pscGga2OP6D7g5B#<o2)g+$YLB>sL=~Sn^UOY
zq1+=gHV+~49Z9}Kx+=3z9)FHWz6Jr$gIJ7EGr#bJ1a8+l8QpJ&<Fv)C0?GV6nv_ly
zi+*H<TQoF*{R(a=ZWp?kXi9k2No6w3h3U~<|1~{kPpT!a_(m2WD_*?|9_*@wn)B24
zh~W^iRQEZ8Il*X*Nd<TfncXuVL}++89%Ra`k-Q!sc(QZWIKg@n@|0Wj5NY+P<lPWu
zPQ?Svd{#rsIc7+T<j)dzGCZl=mW%#{O0efI=j_20Mqw~x-ylG2DBpP<BRo!38@NAg
zaV*jcbICdYO(hX_2p?#`09HNJfDqr>z2?guwKJ$#K+a_#a-r$3n3l&^?cc0jpPrx&
zzFv=;^JG@}=-!E%&tL~nES0E5aCGF4f}a`}?ejh>Jx~7-<k>e5DH!`6-_)mX!aY*F
zqycV{AU=)`#1s1yJ3Wd|G!TC2L)|;kKSsMkz%puBIkUgfm*#Mlx*E%gxaZP^C%zdM
z;O;%NWO1QJHYAXwVXDT=WUd<l`W~CpsW#|+EBR#iKpW(Fnng<1dco;-cx8~KNta@$
zPKoIE;k-{G5ilO<U&nJ9*3#<3Ur$_Ev>Pniuh%hRJjoKZi9DncZCUK^6X$I6dEM$B
zGb#s}%Jxy)0i)86AHG&u0s`@Oa81-PlBEPi*SX*K7vQl-(y5cwZ`SV1a?v+fq*@K8
z*tX%JqX5l04>|JMS72t{K3m1|&klIzT`L`myTxlVyA^fu0su|nlPpznYl5EK_oueG
z4|{Y}<Vp!26%gM~{cDM-YN*LFGMWQf7m@wApN6LpMX$~{L69kn<7@PM`8x08dBjmP
zaIHaRcZm}Aln^wiR*dHH(LT!uj9Sj5_G*L$sWtR>t_ZhQ7u!4wKO2jkN5UN$7AK?f
z*SOB>VdBxBw4Fmo^+jsqW+=0NR``t7=UqkUs4`dQ;Xn>JH;Y%&89AOmwck_>c(e%8
z-Zv7$+2>3^dv<!>5}*{Z>*oYYYh}grLYF7r-smfyCW`NU7Wv&^=-eKZSGKzQ*`7PL
zI8;`A`z{NX?cm@_t98`id6i8zy9Fo8?D_5aJP51H-oo%2=kY6Pwp-)3P{mEe4Y%(U
z*O_0P$b&`2ak8(K3gpQvGeuLnF8Qhz*H{s2R$HW>zRxONDS9Gr*_qPri?Yfzsm7#(
z!^L*p@rD5*ut&Z29eCUinw0Gen20Q=zlF2!-Hhk^AXWMD6YjiL<k$3ip<W;g`@u#0
zSyG>U0PbOtnyd`NT&T!w?GFAL{{3OXp@2E@X|U7Y&;xUN@<we7s$z6ep)7NaSz*0z
zevvvGU6ONakrKaMP6@i}TzcE830{`-kQ-e<=sa->suO+iALrN(;tRqDUWmDH>O%)9
z#_Dy3UGB)hYl!ty5C@Mz3jmx>vw}5KvNOr{{y6Lp!v`8~U76Mg2q)L|E%Q?zK4c6<
zq^QKBxhHa-e)ExkQFbq`y!6XXmJA`3y--ik#T)&b;3eyh7rI?uQ;5bSr1|JPIrele
zx!$opCwIS+)qGz5di}R0+JwbT4y;<O!>kG4X6TMi{W<;#lxETneflsEN3^5z9ef2~
zmMz0lNEvz#GXJD<l{GwWcOEnm{hBuDCOGY<>Wl1ZwMtq*q4&DOFESU~_=3K@waK{V
zru$fjF5#VcZwK3RU~P{kquE)NgFtR#FRbhkhGy^9*ZCSh2QCuyC%QnYUsPnC;oT3b
zqx5WE@7FE;y{yN94ImnPvPm5(-dviFSB8{vCvl1QvEF0eKByizBKvx}$2aE>b(IOs
z2HY*F)b2tsu2_aFM2*;ZMm7fV*$0?>_$lZ<wV$46IlaeAu1R#{CyiPk?&vNA!Jj@z
zZw*MK9-8YE1}(trTzlN*U<hrHks^$%e*53UpREqiJQxapD*hs@uPD#Av8T1NF)wa8
z+#1aFzemS8-^My~(+zUvKMBh44rK3&p?x=i)ln8DA&LI1F4)vPv@gHj9vt!~Sp$^j
zxXk$;$3(GXQV03AL*)*Cyg%3qko06MtTdvO6CAd)L@%*-IsAkoAjFwN%b?JUPH%p0
zukP}-w0yMZZ!YWn#O3J#y0o3ifgzzauqXS_eebh0c4nck=$w=<d;pi#drM#Qe9hiR
z+(5qw%o$W(wf&x#e3R72RDkPU93q`ib1zeRrq=Q_JYCb!E6yz1J#k1?VxIuMevd~T
zjXR=P!&~a7fX>-A2~e?(v~L&AFeRJr&O&JCAG!Q&ogMZojGB=NUk&N9&%Dn)t;;|C
z=$0|U0v%#W-S$-lfqE|TtcoJyw{E`<)&4G$k9W85CawOeWV%?nrSaC-M!k~hrXL!o
zfI;&bDB<NtLdDW|!;`qJ=Ii{tLN<zZUYe8jwEF~b<D;~xP)>EjlSOKAx>i!pl4!Qg
zv3M|~_@;-e9mT{xQom4oou^?mt$l~nLj-Rx8zutow|kCpz)2N{HymVt=20#!i7=e6
zeYuzjz5amBx+G5d$C34Q_UCTTWa@Wx=brAG@QNt(L3@+d>z8BjW+m<5#0Tl{#k6WK
z5zl>{m;~B2Hw5i^ViQ=kB$Ufp*AQuO9UX`7RLCmodO1B!F3imyt{$61qANEv#jh_j
ztjV790otw-9Zv4?wRQv14@|UoDPc08JjFSvYm?%0h|cvbA5#R1(7Pwe8cZ&XzjD)j
zxP@A!%J#T`Q|5<01MvD+Jv`p@o&UzbUL*8N<5h?JqinT+ZgWJ-$bX6VBV@#)<$==@
z9}}NW&Rs7vA5(#ZhdXZgleg0Gc@L|txY9Ls0@>TBm``!`L-#wH)z7J)h5J%aGPvCY
zmk)#n>csu-ZNhqT#sCc^L)N1Sy9!L_1vzBPt0`K12j3lPE#nou_60JhTcEhO98@*|
z{@~WrF>#KGNw_7q^6_);6mNBP<LNiInnI?BsQf{|D4-TrLi(}QzS+g5=<TD3b_K!R
z!&Ynoikhb#1gCmH|4u}Lt)&E?5xg{Bx)Ov>aGNeV{3xC-+fn%O$wJ?J%r<huL#uAq
zf*q$+!8jKCg0?FzkZ1)#{zj{I5Pn+JpR;kheWl`yMn4fGhNHZxP5pHkh?C{OjHU1q
z$T)77IU<nk*X5z)b#;F&@}F?QNCOtEIvrT04PDn-dB<xZJB}N0_bqq@715zCuNVCE
z$;jw4nAX$jqx<A_8xa$TVwT<WZ=pUuQS)o>qfqqgluxh<lD`Gb!549<bp+ft<vDJB
zgg+JDWXQq3-}W!jnzH`y)}lx$U9mRZUq1WLl%S}O;Q<bH2m6j*@>gfOdznWBR5pcW
z#32kJfmiilxuF{O#)nE1_)R`ig;P<y6HTi{dCpatGqkfad4!w{`ykBYM8v><WuNO*
zrF!Y`>X>ilP6FKEY$Ksnei2^2pzVtcb?#4C<eb~I=V|(Qy~~knGp|$6K<6~`?Wr~N
zp^1tfnRSP9)~jBoO$sIWL+Ux{`5ujZ68pgZZM&!}VHL_53{&Z^?eoP+moYqIG~y+w
zr=ALW%j9^Yhubsy{5ZyspZn8JI@^qU$9-yWNnK4gP}F#Gf-&^|;(XjKzki~l>PQhC
zB`jQqH~_V7pYM}%gn0zKl<8>eQAZ}-SSftS(KD=uRkjvLfHAI~sT&iua(ZjuO*BQ$
zQz8O98IXhty_D(v!OaS!OtN;CywO>i_t`~zPCH?D9J4;E3e`T*vQ>SSIrV;&=S2Q}
zf6;;UT?=q|Bd|unWZla>3MpU{$WlkA=(W%&2#M_S-r1P>`nPBTNT=%0UWt;|Evi?~
zNi!z}FMPjGMG69ThhNs70TY8JcOq1&T)Ys!)H4Fz)?q|UZL|d{vQBIXiw5&FTY~+-
zxt$PfitEZlwT8a5y!WE|U9w15O&#JUq~X-!gjXbJt#rWqe^t|^VC;j{TF91pXRtSc
zxGE9r)~8S>?qVPdsq!?|WP$Siy}|lOY(6NDpn0H0pHv(E$PfJB`92(6+Mqd}T8FOA
z$lE@_^o;qFJuQa=)+TJcC#c^w)B-cNZN=T{jeJG}J08b#dVva6F-&g!-D=3cvDFgM
z@;ja=VUKME&_Rj!5X$e3N3ue61Yl;qzWVwhR<3Sn&5!bf9!;yY7~e-Q7dr!JyOfx0
z_%-;917~h$R9>Rj`Z(0?5zR9#d-`z}*)De@7H+&eWXo#AX!jqWRXV>o23kFqJsw#o
zjkW5<DAMlp<(|5G^aDF-%PnE=`ho%oROL*5C`b0a9xl6uYv#esW1Z6#eYFDv37z89
z2kD#Xaz<PnLo^y|l|V`?Zm=M`d3vv+fyC_z21>eb49O*G@~2KL^zuLkpY$tAb@JjJ
z&wcyRBUGYgT@^t1-+PLW8`uv!f?gF|m397Vt-0*0fJ>};BpkV$GZ*zGl<sTwj>qHY
zb=h<JUp6j^^RoQ)V|iT_LkI9PWLNsSZgepl6j#Q^)C<6tfvlLQpfKmt=`wmwJ2@#A
zr6QK0Ot%U>;zQFTu9SD_wWH-$EOfhrN}&S>cL_WKG_s=lB6<XCLQX^IIpU{3`9z<Z
zf~=8#_dXD(2#nA_St(oC49qi~hOk!sE1oFi!`gJq&hE`STQ~WE(c4^2OPrB>xA&b-
zi4yFmF=Z?3CgRDp^4<S&Mx!ZTL+J{{H|X+@fF0Lr*K;^U#9Pqnd(KF!B!8PzHD|bT
z$uOQeT&DAFOtqm`7A*%Iz)qFD&>fb<=M4Kw;}=^LYu%u{F>}9+p#1U{OGX#eC(@sX
z?OH?oPib%R@cE-}KGX0CWx-4O1+x}QoQX1};kHm5)w*!Gi4F-^<i|g20FL&25Lx+!
zcdqg^Y5d{>p+M9HC_F0LP}tTfxRiDgNrX0K)(Y{v)Xtxm{Wz^5v8d(q?Yw_YKE5zl
z@zfKG_2C&qQyEEamxa_#ks3!&+~xGWk&n*e;-D_7lU8KXflv0t2tFp!>U$2NL`71}
z+xP>+Z}0@wU-_3*@#=kIU+N2cAHY+To2!BCt_T;>@JZj(59ykrcLnH%V%8i!Jn3g^
z31Z*&md260<6+?1bM%bphag%f!5}SV%N{jb?3od^ppg2Fj>xm#{g$7W=}#?E*Q|O@
zpm{>e0+{3-s}ec!p6Wlf!#1s`++4=|O2Jf(!otC^<p+*hU#six7O%U%Vm;lN_XnWj
zoLi3jxj2s~A)ctu20-9V!*>5O)uFD>=`%+9-?&iu-*k{q&U%JHbspU}nV0BS4mOwQ
z&*?{;fv4-_J`=yXb+&AGh5ns<McRwkvd(VFADVw})*`)6`IIGk1r_O#JABie^c8OM
zzX|?xKr-RlHIzrZ<Ef=d08&r9O&YdBF!;sI{V0;S&k~2tzKf2sXSE!ohS{)vf3|11
zQlvTgM-agFXr{DHPpg$n&fEiy&2Y{^W8lQWyKoDyT;V@l6FUHW`oMAC=RIau^yVB*
zS8iJy*QAfmrqRgMw1mlf$v$@kE#f%Y=}Mrg_RGc_s*FB7&)COwyvHOaRqEz8XhZC2
z9m;mdO5Aw(77P77LfF@mPlVEI$A9aQoB-$qX&|^IsA^F#EL`sB`m_k@h6CZ~V^p<I
z4O?eDfIN66@l)_df;9zZZ1ebI_Ain#pL`Ba_wjaMvG<;wvLKx)2k!<po8C=}r<--V
zCcOo+)@)`~bW$QqbB^V)t(;KEYQj0UjkoBtUcjukE$R222dTZ|vnKK`-auzvWl&T2
z1L)Cuk(OG@7C*I?o5SS-p7oa#(+K%dQ!MO=<Z`e+@wPKO#c6`|wUNwwM*IX%^5+;F
ziZy=U6t)m%qW|hb{XlQ(0kEFNdZRnP;M)N{&G*j(ShbLZfeSCv=^cI!usXWWV@w+I
zaIs1U_L}er!zVpAXy-rP=Dvf%sN2H;!gFirQUTUm&nw_yHvo7?oK3_i0`HMHEC(XR
zGZ-S1&m#4Edn+;C*1_G*k9FG%Bev5j;qs#~iHaxjbGz<0b|VQIu6Zb%nDeS%$UWNi
z87n$7N*b8_J|Ctkab8jA$Vw9PAfshpr_!=tK|_i(#@YIXzD=_NH%#^6RruXOqd@v{
z*i2a?^ejh#&*CVM>wJmFJBiGV9yQ85ro!8&tgzlc90|t5c`PHoh@6=OxHhm<UVEy^
z35_Ji#7Nmm-uY41k`A-(=v8w%GLrYZ@6prk);JrbBhi|Ffr2*Xv$JlTLa;^D+GIC(
zMWPmIlzxxiX$Efua%{A@V4LF#+u3=&JR-${;G*845?83*ID;oZbPI3ph#qSXPQ}yr
z<#k}39IYoMeD=A`YlqQ*U(vBX;yZl%<5Gp?+vs<AM~h;7ql7!UuOo{zqtU?&lHVWm
zquwh|JR5s}qsWjsN^kSG@2DW_jU@SG51vGvLGntj<O}R)8i<rr#aVMV0e_7Rs?*`M
z%_bd=H5e^>1g|mN{5@C;8$IL?r*Y23<9;Rf{_es4t8P)kuNypC@s&njIW#z)#;DIh
z=gzdYGR=eA&{BJ~x;Xh_TSe?8Y4Jq<9#Ol#(IcgN?x=lDpKVTNH9Xp1%T$wx%RfUF
ztj2h0Xj{IGdxTE|{d~3>;fP^NE)Vds_cAj_O`Clj&2Wq08FKWJ@KT)e5A*)!8Etl^
zaSh9=uwJE1enSJcRtmrF8^or5B%?^?XjJA(>H)M8(d>VODE$y6?e%rD`Qc4SC3k4g
z>cvA@{9dr@%hH&$W&Q#bDcpT(`+!{_R3xsO_}G5KY0vs;zwG;XJQ?`v`OnK9cy{j6
zk@950`;xz}6B{~9P;9Offg3#7s60r{BL>@%BSLzF3ky6Z2@W&Fbs4|K*rV^9UIO5|
z&?pT(>H|9JeVKDU<wuIKS=g&oYSpfg65U`<S+%d`dMeA|qc=Q~s(Acv>187KG*R>S
zDP87L+%&T9fwn}m&w}U^<e&TRb_xaRbfs2qK#ufAYvRLwE7ZBtJ9r)#BCy+F4&zVv
z)e;gFW*zBv?J&-{CJZm_;UZ<tt)3U|{4i6Uvd}z%Mk|><B3tf&wKS*g&BiX6gAEbi
ztQWT5U>7UDCizvP<0OmW@|@R4R{67rgD1MXnUdu~2VlG?Un9DLTHTDwEjqJ+##he*
z>3xjz#nG^mzMjGN_|q2Q34$4S`h0jINYwoq!RHQO2ElnnM}co!(&Yj(#)_6|&2o-o
zOH{NwYw(zsIlnEm=KJ`0l7z~gZ*3f$0@t}a^y+4`LgUN>sFOs-Xp#;QJ}dD11$8NH
zbj>VB@Vvf^>bDZ4d%nuPZstLrF;FT;Mj2P$kK6ab_$M|@=;<=17a-#mn2#opu|qDG
znReI%3>s{#lW4sUy7#-|>|11gg%%}vKrg_Xj&6}a)+uyJPnlGVF;B(TZ{1Zm{vDDV
zv|UIRi`+S_Q7%Kb8%&Wz7*iIml8i?^3iA-z$7sT<G?HJDhk^tc_DDffCkF&l9jACI
zXwTVHB6R+D1vBpl1b<3on}9x8-yemG-IJHbm~R&JhZFg09$L}6{EGyGkAUUf8^tTj
zWj{CDR|RdqBf=T-E$aAQy7sy)P;Md^jmT{E&~Fo5-077WWnb*__JZ(>DTNwvAkU)P
z)+y4gI1gkHL(cJ9p$|`EfA4$p7K{l^0~iJsn192l<A-z#?C+t>0%b^vH!2_z%S|9O
z&217PV-62Es~LD{<UYT1CfQwnjikH6c={x^OuVOV@RyqL2?Az<=~wJuEGDIM-~Qrd
zXp%ow4IBHa@*`_F1EM#E5Qi?i5xNAAk{SlqbgSD^44=+-bsau;erR*^F(0Gg1-jyS
z#P<4eJq@{fbvW&47O0{|?pO)D-;S^C?xp%!f^KRWvWq}?@X0AaV3^|P`SUQ;N7(Xv
zha?xs516B%-P?TMiw)Zo2JUIK$r`v?L=j<_ij$9yz50o-nDn@>1C;PrMWm<4v(;l}
z;eW7^MJu$n-HV%W_$Ye3KEH>BS0TFblD6cqzZGWQ5Uk3k0^^VOef<@24&kf?umB>9
zq7M#ya3z+<CFVwqW@SISk!?p^W0jvql&`|1T~&R~__?c2Z=UW?C?gVkcEN21r&15n
zHeIRWFfXd~L=|;#0fNSFAJsl!G}DKT7T$dN94{Uv-KK_`0lUFYgUf&DuncY?Oh=<I
zL~+!2=}cj=8vUfRAYP8oG=`}u3kpSGj0np1R^hnKe{VsJpHJ;_?CTFlrLWPZ$S_~^
z-akklJt;o6i51Qm%&^cT^Eqq!4QV8RE;TpbsMlL3{nul72;m9<wWt;bOX}7*@V)Hz
z-Dk4J)Bf&|E%m?5nX4d`G;+@kZo$vH1P7v1F=Fp?7jNG4sU&=UqDCd(lN>VA2x~d3
zpS0gN=T7V~z)_dfyHE%oIp3Y{@2AI8g}!R8FGLGFL&c<S(_y=dxL({I-xn}5ChEYx
z`EA%iW~MES@RXPRl8KIm4hyohjzM<{*dkjIKw*YlSg{FCKs<}q_Un*@`vVtG+;EDz
z_5Ha4xFYvn?bF?=%P9S}0~@rzZv{=eYzF&|AT_?z;rsmvw8u}jF@?$vl0<Bh_ey+q
zA;jl+WkuthJ9qJUJJ2a~Q?44*FCQ)1pOdT#?T^1*Bh#wrcemZp%$WvqfSI=~>)M{P
z)w=b8|Fr(No>S;(s2*h=oCJ7-9X}_i@}CCEEX13IcZJl_fa2_@wM0Q6t1-d;s^>W}
z4h%z0Xh@;nFB)0r^hmf+V~o&)-p~_<Yhlw%G}!<G_fg2E*Hd6Vr}M(gJpC~uWoKO3
z@eGyfk=8CMw5Th{$^uDfmU#QH{Ixq-(`nYS<;CTwHZ;u5?K+A_TTPM!l_E0<o#WZ(
zTJ?S3)+4Xyr>4Ju8|fZ~;9Aa4Z4a&0!|m?14?|(ex1>Amks{v{8kG*0&-e0SG?hBe
z<|hhi1dJkMoWlL1j@ZMV%<tFdbJ-p}^o4KW%Vqj1RG@P5a2C3PB4BQQW3KC7uqzj9
zhu|Vh>ajJy8R_@%WRhUE=z%#0-YL3lE)!>S>#Mdp3oD(x)axstwk8O92ihS<ODd6T
zjKQoj+ENzBW!+2&@1uQP&+ai?cvo%62|$@kh;+z9R6d8cM(J-mjC-hiPM>H*(W-w@
zYll5C&IUhU-94mzCrE$Y8KFOZr*l>IN7r-|{>k;$HGR~nOd(l<P}UM{7Cw&dmoTkf
z_Yj1v4vrzgW!>{nu!lweDV4n$)Rh$d>{HGeJYPveFW~{bRy=Q9-TD>Cds*P^=Dyv{
z(gj*_C?@d}rtXL1*_=G}g$gLB`4sf`<7z7A_ncPtYfnq;XPopQ2`0yOW)5+6C4D34
z*wS{jdklfc{YPJ|s7ssPbE~hjd_MhFc4)c$lP~V5An{>E<_|4ZFKG6avIaGyz)_L6
zPw2rm`nEixFmxj9^dsy8_Ilam^p)L;ALsYCHG2H9S|YenSZ9&PWQYVXt|b=}A$-AP
zH(YP|aDT%bOmp>pHg#aK*l5h}uOA)XFNJp8OI0(iS!C#8+2H({fLPl*Q>wpiX-cBw
zB>BpMEL)1}1#Ju^gcU=E8P`{c!JwWBf9NegvE%gwKjvrPYexpYGFsK4+W+A6?&yI+
zfKgmV!h_5G`HkKVJhviZt|qy7*sniiYV>N|fM_cePVvtefASx`nPAQY<YYHPx&(U(
z?ef4Gq90@r=V{O+L5jnKzF$b5nMy@pJ``~$ZCZ1kOdnylgzmgY^n^sy^^<QTgvj|j
zaSn=GteHttD6SMvD}lLjH4uMB`z@V+9?{~66W6~q=MsyUvB#D4+xPk+i^ElmSCfb5
zQp6@dzmSq^N6hUzyQe0Q-KX?QIb&WD@BMV=$e+@yXvAnUy?ol&=Mx>PeE{sWIf7|F
zXMWe80+%#CC6%J#a*tn>hb#SJhK@dHT`nn;Zr>$-7Kq%>e>N|>g7-(pcLm-iGR@Kg
z7zdqtg)l}Z?5NKBeusSn8~|**cm;Of@G!5a$zPCRLmH8J=9Q5lYFl}}Sb-@iD094t
zHYYP~97R`4vK|GNBq+)2{XF~YE_@bg)_8u#wQStBh<;MvZ%m@~u_#b``HscG@36vK
z$qBYGV5eQlD$4Yr2BN0o0p0G{SlQUgjg?HVRY$(x;_Rm10KkjbEQKk$zDr^Duw87b
zf}cGWi+TH0<;<?*?cUwrqg0qh@9mpOU(^b?vUZ=g^C4&l!)xqoDQ+ICnko$%ENtX<
zk<Sv~&YX4UE1Wl7=@hkS{ts!A3{w0hdy<kI;*D8<K5qTKMq+CHBcfid(ZdG`r+m#x
zBg9HT@^G3<c~<nVM!>p8rHJhjO1Q;((1SqLv1?j`ax=;A9xWV;lSc0w>34n?-{=?9
z+N`sVAHaI6bCb2ed9z(l%P05ioJ7q1u}~XNwII=y=;p%>&ZOvy?24mKrs!N@1WfSf
zs<2@X1gg>ulfAXmN2Z;b0maPk(>H3#A%yi_2uT^3D0hs;n!huIIH9YcVdeE5b#(vX
zjBbD%o`?e+>2RJg+Tcl(dzJc+n@u!TlojsDgOtyYPvftQe@(XH9JT?mT#q7iauuiC
zVL&1_l>mZ8LL1g`RA%T1Qf{w%v2fV7rtk9%&u{qPYP#hRdpNY;vCIB{cpEFc-{cA@
z>*|TgcRpr|zXz?Wc`Dog*n5v9SD|)E^l8qtLlPihh!sM3Co{teBVmM-c>0^G_J2-v
z#Elz0xx?O3wW~@75G+2MU*<#S=6v9=qPLgpnm{y%s^_xjPs0f2A^8Mm^t+lHRR~%7
z0Q9coYh+;CUt?6FKeO@J?Zd)29Ebg{2E(Qv{hSBCZP9H{mlKWM{P9>+r=jYl)17fZ
zjuYGN@TW{BLPPqK{L}ValrxVNt{;=PCXNT6`0aQ;^2ey`6b-gVe6Zzli+`WrgYEJR
zjJlZ$Mes@HH1+hkRC+PLBn+ea?TKj)*SI&tiEN|>A5&{7FH~ROI2#ywZ1}^?zwVDn
z4(-ug-pMfvJ8e4*jvaub$uHq;dK1VazumWJkPW%Dy*vP*4-1%}_s)ykJd|Pf&oEcW
zWof&IA7l}<J0_`re#A&dwU3Q9-<P4DWB4FQfWg7p*JOe+3{`|a;z3~SB0HFYwnaP~
zX&SeBhta^N<ZB)CnguAQ`We65|MDR|;|<qje>BgH5l%(e7wY8_?Pjk1TmV;vf-#L`
z=sYIe1<+-8ByOwwp=b?$1P6jWdVLwaOB3&Jp{JRV@bO&^Oq3NA)RnAp<bWf#C-^My
z9O{Dn0ZIq>o5E0-f`V}5{Fw>x1QEUgmH4{93BdWC|43>vd=zcay3egPrC#s*Zf@`r
zUdH(AXME|*SVJ!HZ8HGsv4Ef=vn991WA0iX(#6LE6o5112wX1*iNB*YNxK^~CAr_>
zPL0X%`04N<H|9?FcgO$mgUIaJ>jQO&NLXm5^{pJ2iB3;de2zbUyc+sZJ99vDE5e^Z
zD25N_V*G}%`OsoAKyn#5$KRZC*%pr?DoPk=j3tAfb-G?Z{`*GeJx(r4cd7+4^5XR6
zKHRsv&Px&HGkrm<gYi&Ycy&&`x(sQmxhQ)u=RVVH-)|PHiP0l?@Zgq0`Ll*RR53=N
zx@3Ac9-YpAqy7h3YKYJM%sRqmqQoVchcV3+I6*w(ZCSS=i)4py#s0#c=4YN_fBj(^
zK*hEZ-;g&3zuOoNN-CI>{+%5L1I6H#dkZ$HWB!8IF(06mjN#~xFTo-O66N>Kh+wz$
z)8l;u{iL_==%3>a?M<lH<#kbnDRV5hysd1&0Ic;m@0HcsUw+k($>K}*OEHO3OL}4d
zV9iw~)zxDP&PG}A&AkxY`}j20zQex<u*mI~n&ygS^m6t&630xC-u6HhV5{4M&UQJt
zl+k_~n>)JAIdtAXNcAZ)lkYyf*@et5{zZ{K>`+>!r#j3M1L2?OSt<|xzO7r{=T2--
zS6$op+)ig>5hJv8*!gBj_qQULI#@q&k^h7!%Dz(n8107FGiOQ@%#=e;f@R;1kYvnp
zSBfK02=bWGpj3xKJdU+6IF5wH3>ijO4<L)X5nFa~9Q`+&S1_nRapja|sW10u2-;Zh
zr`ve9F2B>sSe_cFI)hvOAs&U?LJ#TvY#VAQA2X&P7aZ1|eIFn+hKw3h6FmdoAjSvR
z^me8esJ?F@lptrs{st7J<Kykpp_y<<!C>(``=H8u^3NG0X<7rW+UX?o!!a(tR>8Y6
zss9&l(%vY~D;x>c#yxHj>~JX${VQ_noMr^!SHwVP9xtdiKo3ov#osoOqECo#=4{{7
zE11&g?U=Rm@czCCH`&h5UV-i%)l-}c9Q)IZ>IL}`q$7j&JGz(Qraq=FvN2pH+{>G{
zJEehqr?S(Bgm)@J*@y&;)1u8Z7b631i6yyW*!6SkK=zd1{O=ejNL(w+0lFP5k#q}I
zTH~D)SLJj>jzLuhjq&*KPMf@My(d+Ea}{UA$KH&uAFz3zALs}L4|3rRs6>C>P`R}G
zYMTz+oHpn;7Uy)<kcoaF+P5`Iwwxh5;x+Wu4N<R$0>t<nYIgz@^Bat~P0BnNB(<NT
zSTDLCm<SyhKlPF6djO&S!--9T4h&)E4ya<G02?0NIT*4RwPxEWq$+p9JL*w&paO3`
zyRdq6zYp!k*KJr2^Jd8o^HO^`g%x;*&1AlRoa9DEcz<1(0`=%^b0Gc)0GeZflu-3%
zNtRS?nwtAF8G!o+Nz=h2Mr@A1*DpWy++_|N5D~-~O2X%gdYU}PbVGT;I#8J--SqY;
z|82z%^|QtKdLWDU6NncvHgsOxN5)z!<E1+WJ)xrFL*aJG06k4Q3`{~!t}>3j&EB4$
zy>N!}X@2N}S}!fQndvj^U8MCu@faPB=QjJmzaMIF#`!~4GLQuof^-U1!HSX(_(9?w
z+LeA$9r@qweor;$zT6zP1OeQU6r-%AM1N?%K3E<+Ow93KCP^lG8uj$=7feVDAWn7%
z-N^U~%y&~@yv`l3g>iT7F(77Ucg|!UOb@6ehS+v`99}S}26B8!x|iT++*Ra;4(~=j
zQ1AMx<1bM#ThNUMrvpmoYAHFnaQ`_d5n%2p<}NVlORxWmH=S1xxyza5S%8a7{=Gcm
zZx9ZPL_Zyx-s=mpDB|1iNt2WQmIP=n`Tp~^-viDPekSgH{_SQ%`BA8KOL(no^wm>R
zu*gLWb#zYhTdUi*mm;k%-z5ZfI{(yE5IY>?$8?pEI%D#i`iqfHsSS~Oh9M~qQE;>E
zA9WUtgFcY8I&CQkK?{8|zlc@wK+YbCgPCa4$oqr84BciNuf0oL4PPUUa)ZZq=9VP9
zJO<!&10lMLzQnt?hXrtjIpNJ$P)qI(I4R0Ba@61)7(Do!?#qYV?D&FwGjUO$v8F!M
zlhUjuQP}ej=(P;YO5=WiIBKhQ`j|Y8wy-+qUV5^)TC^<i3jMmKx}%AWVJYcdoUUbM
zkj}?&h4d@C*x+RJAF{u$Xg(i*upjg~>oH=os~7Wq^E0Btl^Z`AH1BqPh_aQbOJuzo
z>q^RX%#PS0mRNOc)9UktL~!!6vF%o)AgNck=xtt8a@Dyn3A{0Fj5Jhy<7L$4w+&*o
z0T7xD5r3}EhpY6OF87v?y4N|?E|Bz`Ap_}O!b11^6!6$E$|oM&D!bibfPyH(D^>-;
z8@7ha^JjALQ?2+lHN8Lar<xFy-}m=LX*t%ZNQLT-V^md{`I2bM&aAp9(<qg=ib<E<
zxs3$(ad|__I-(7BfYfaWcZ<35*4;(dil2U^=9u){)NbE^cT>$4^`dZJwRnw}un~&S
z$VXR*wRCZ(%uxNa!qP)K!Xpb)&pXB#V>i%)-$a}~c`!QUatk((kub(v2q8#jGdXx#
zEYC3s?(jEsv=;}YFDw?O`tpkX%dr7luw4C$X$wu;qXgN12X(-T#WdKat8YX~#-X#R
z-GteM_4zU5FSE;ZnwZcJ*?9yxjL%*o*P<($=KRSPiVy3TxLTNb#!MET$fg@q#V)8O
zh%uWGOVZ{GOIFZJyH}NcO~RXiNm_P!1mH!&OpVCs-8t_AMA_<rL(Q(Rf!Ta?heLIf
z)Ym<Ik<|WL%h2|Ij2QKKX-B%v09*uP72>+QeEmRxG<>fQHQ4W#*YRxwq0y6|XNdCZ
zLv39`0%~5tz&inPfhU-IeNr<5@U8N{cD=g=h}m(?8k~+^-6j`H8Ku586rg41+JnnY
zcO5s``ALo?+{c`O0tdF~COUt-uOG6ChLS99?n@o22E1-Um~-;i0DC)<6UDwf@MIDH
z!Vv@EzD{{hyYem!>dv5=d;nmNr>&h?i#rJ@RRImjf?M8$-E)B#RgtRg@<(?sz@cfz
zz6E|J=W#Xs!wdXe`YLQe(HSVRk)(b~KilA9bS3um<1vQ9NI%KM>Kyhg8GKMF(5!qt
z5_5ork|oucHCM~^e78>QmQ#=wAeV3Vj(<#|_T<di-h1P23hq?2I$E+80Ji=u%5nw$
zk;HHuSZ7uw;bW!vf>^N%+IA}52N=-V4kx8EH#ZLZcZ`adgIqjFoB_Q-zdqA8`a2dn
zGCK=dRZG9SUvDvy5eEwiB;G4n!1WcW68nouT}K7E`t}PTVoNUNC<V{TNz3&`;&rHr
z)!Wo!w4~NJ!^0yrS^ZIf-(1ja|6>25)V?Y1pMY7Y#u_OP$aQKrFlD>coqiz1RZ;7H
zJdMK7kO^K;lf}%CR`~BtJuxYlK#6w}dG@~67tT1%#=s@y%*Fz4Msi5f%GkEfzt7U}
zYVkxPF{53T`XLf82oew2eW=%{a9tbc^tlVS5*^xFc~X6dFdPIW$LM^>x2#F@giVpi
zsVcgM_qW9`hdWrYAEwc0`rjoZm+k+4|KD@)|JNG0A_>QOTh->MWmh)qo$e{%pQw8w
zqkJ0u`F#EtCI5YiV;N`Nir@GDMZw)5+}JJgYtG5D<gdR6^3Rli|2?uN4^hg0?GW1`
z*7^VbqNMltltZIu`XGwim3j39*}~se_dE7~v50lZw%00yKm7Obp8H=%gbL*0|K1yq
z9gx3&|6amz|M@!}|2^>hpFNOQ;Zy$~j*WufRo`DJf4%;Xul&!;4!bJ*w=?SBvGnmL
zZ~yzF{CjAeelT2rp8_YeC%*#yfKfh5TyXNLG=3Q|n5~>{tfs1K@qE%vQ}@OTUgQZe
zPMhbao7+t4Ufl=JXL%9NFYM-jwjjK!Cwb@8^>{QMF-=8|0_sT^)TG3}9fB<4-=n+#
zeuQi)Mp2y-{v8o|7cII(QWe1&th>wU*^$M8f@i6OWSvxJ{HIltaK}$Mnl7n~Uoe)R
zi9x79g7D;!llUzmehwBSvG!Hn!t+NR?|z=~phLDO2}k^&Vb}?|BiZipjsH|iO6Qlt
z;a34N(T2BkNs_RV>{M`I-k(dHllKTB<>^5fYT$EAg>@y6VignQ*nDb!bq@prx%DAY
z^bObx`^8hsh_|yx*jG7}&q^f-X7fJ4AAmHxd#aX^j^kf*;ds@vxBUPCBRGQW{R@o7
zOdp4zaj%<jeQBmArIF~M#oRss<@vd%5}*FNm?I>sJxvuPAIRpRX`s<`ewV{b-WK?4
zb@Pr2`b?6DS@p7<QGrJCEMz-{i$Q-3;bHh}amj?nQ}&Kww+Q~8ql$|mo-g4EgFgaF
zUg0AsSQ4P3z@hGTWoh1{ZV9Vd@DvY7yuu0k%orBQCw^Hz3#xzt523y=!fQPc4t2i=
zZFs+VmQCHtE+?@JI^tgWRjPB{HILmfgAS`DA~sMZ8-4E6+RNo4FnMzhUWdmwudOr0
z5#?k&M&g!XHnyI5u<}>ctMgqIiV2tQv%*i7bQMp!rugUTR7PR*;g5FR>8r{~aOfZ!
z#}OWHIG`hoz}W`?-3#W&2mAemN{hzqtvXojp%tI=cfMQ<enfhWfh12V%y!{9etX^D
zvLq^A<TZu%Cxhzrcsss~vs}B+Cof2AGd^qZ-CUyIX5Xdio*zekyLP)f1-N3tq)u=^
zeomS8Q=j}FSu-#eB(}y6b?c9ceSW%1a$TEW1`*y%vXQ*P3u_vxZHj<VvXk^R%hsR|
z<vIuFu!ivxRlXg#loWh-^a3_*%s29b(a??Zj8p~C$iksN<;vkCsDJFrr_n=PUv=VR
z1+&2AHOxcXKgiND=m5>86|6Ob6I_m~@!}KZdU>^#Ytiy}Y;#t9-cKS~WMy!E(iPSM
z^mG2uVi#Az(Tx6&ot<zWy_DwDkQWB?SO4LoVYLNU22;o$FMxTj)Xrvu$Ox+Pbbbv_
z2?sdYY%IqFQA^?nj{Ev5l2XMj#!Ft?y&(~IyCBBnDfMeUzmt)Iq$&Y*#vP|gg+ov;
zxd(K$=e<1DzLD&Bff@fJgp=A$IgxcYAff#1zfeVjkog`%-(TnYuoWh2)7vAatn+8@
zP-DbgkGs}<EKUnrCVF-D2r6-HGWC7(b_g5Qqzbv(@;g!*2Wc9mX_BEQs>QWyoIN`m
z&8Ck3B_Jj4xP4G8734;>Cxsa=Q7F%YzPJ7+a*JjQCOvOnCMOOysk8iB`5w0rI1pK2
zd)-Ojo^zr;33~~h5p~tGqQhd$uU#@be0s^tvw2p$)6{UES@?>XTYK0N&#L**&OYQ0
z&3VMUxYCr|=}_;A8qA)^LB-!5cU*;S8U6)YZw^FbH(QHd@?w82vFM#w()-1+y$y)%
zF?Nl&;AcT7;6rjYpVxg(j`=(`qc_l6T6_jWO5XGf(qVgf@bB!Lgtmh*kH81(BdzR!
zw#Oz&fuX>)QNKFKP1dJ}VXXM{T|O7jz1+xsCnD@$K~ey{WQ99jS@0P7Y}4k+S-ySd
z-bPo1ul%_G>@Y1JC@84l{#3p6fU8%$uE(YkbU{1lBC$3Vszog;Xz&ZdWyJv>pBk$)
zbR`O&Re+Az4TK*vyd57(6@n<7drPC8jtj7c#B61+n1E!^(`{jyi^KG`K?xcQj@!WG
zTq-E({&D<hC}}96rQHkudi)&dzRvmSn<yM8R3G&*wHV<9f3I?nQ~5dCN7^R`*L^<Z
zh~{}Y?CpMUr(&UeFEii|YksW#c)OA%R%3aKW$I`_zkB(M3M4i%b0-3E$6Uf)WYjJv
z*6m&&uQbHpo2cWfhwFnc?{UdPs`Nx;e+#d~bojT|_K%iz3Ho&x*IYUZ#S1g9t}i^K
z*imlC3-eIS|8m~TIe1#Z^Y0EOc{eUwI^Uek1x3TF#Wm--3(W_SecuY%FxdEX+G9yV
zznea%(f!OJ#{?T0HHTg5p~#|*9kncqMbqeVQH(A*C&R)@hOrQH7iy(!C*7!H*j5nV
zkpEp-%^SvJY8S|dt|A?V9aEb(LJ%M_5~@l?YdZZv+4qVfhEU!^ce&n!2~Vc!p3FQy
zvzjLN2qXY%;|I=hQXE*p`Be0GOTWp7plDMNC~L&yZ7vqIs$y8b`q?yOTCkfRR6b@2
zUaetu_h;vYt$lV!!Mh!8t(#qVQqa1#!AR-nfUZipYF*iUAw?GhrIvd&s?5BChX8F9
ze)3K|p0WjeAc>Fq=>6Pz7H&v2foi-orDqqG)pD!vn4AvJL0$V?Re%6ng;WqhMKi_C
zDoi=rkJMG@*#TAXJJsH~85$L&Di9xN=8dHC*^Cs%Zz`0>P}7#w+gV9s-WcZ3_gb9b
z0e1Wzt|`2%l8`B^jPirzHqVsGwdc9sRX2z{b=@7BjA%P{#MvmL)b@J7Vvv{j$emu7
zTjnw?)qiC}zp@Ouskehd=%&@P>m>Y4i5>;=L-U<|Gn7x!7rWs_qO727LC<QS-d_Po
zrJT$*j;)-tK6TrPH+`?u`4<G1*`hyWJ*LV-{WS}=$V4BL>SY(7awYz=9ad~^5AMiy
zmIG?0m!yd~An}e|`I~*y7g<K!uV&wHYgVYjQS}}A_DoL_c_DD>C;Gfl>;&fyh6bu&
zSLBckWfOr(UJ>JQ#)H>xHMB4n_n5@j+b>u=14V|fCchu!7oR#}k8E{zF87$DUuV#i
zWCfvP5etTM7X17O7HzFU2kER;WPZ@C(Oytl%Ug_eJEKLRd$Fc~Ad>?+^8s<0auZcK
z5&uS8xd6&9XVW9BNDF&-+sWd=q!FyCc1?->;6Y?HqB;90Us;u{R`b{gsHb4aIQZEJ
zXT@l>-$|H#V-)5DVr!?n2P?v0B0rIR+zI5KzL6#39-k*2!=4@c#Nfq4JhA4PnTq$3
z0h~kjS@$_pclIfh{ANf2U<vUiMz7~}X3L!y<k8BF-MEwy9djhKF)%n`fgMm@DT-D>
z|A5Cp{2J=8>*#z_r}Rw&{hznWc?HuL@z7##K8jR4KaObepM`$3^w#Kp6=U5V<q3pE
z(9pcP?|P5FDIgVR+)L>TOP7-Km7nh9*nCliGaKmfxG^2g3f?)^EpzLL%WF^*+h~h6
zo^CgM*xbJTWSgFQIpHDDgEzOc=WGoW>8ITt%pUt<^r6%QRuBq=7xj8DoWx>s_#?$N
zcZFX=t<CUe_getlDpW@7p9;IRUXv-7F!nGrq5&pIC{12_XS$;{pEJbv*nutgNm+0<
zMZH>R^pNVJ4|n*gi)_hqCr5t-ZjWy6Nf$BJA%y)!-qXMe+NU2mySqgqvznqfh_e4`
zqvF2hvUCX$PZJxB+PZ6;M#d>Ma^BA$uL>Zh{a7^l$2xSi2Y&~vKMv&=Rr!**ar%>C
z5kg=P?iW8x5~*LF>R$Pahz9=WW=9ZlbLW$2e8_U`go$#S*WZxvm4!z=JfTJQWk)B8
zml;zsN?kw&s(}`(42&k;k$GRfIxE&GK9yWiP~=8w@i=~<q<N+<OTwOvo%fZd+oKlt
z?E&C^mI@of*@lstV&C>`gJCO{+|+x0KN+5r?`fVpO~i+!jEM=sbCNQ#Ri|}LdyRK)
z`%%Zb5OeAj9^Nch0hxn8Ll8`qBBHmoyD$58bOy%sj;H<VjHD{7-kW)c7>=OOMBU=(
z!n3`{nRZ&GSTiI23wo(#nExW6q2ay*=woElTfaUluYVRihJU5$NRRl;@_#*db6YSG
zE&2C0Rl!HvBm5-s$x|?Fk~Kc1RFqJ34Jo$(2~gAyFqo=D6_Q_U)A!nPoO3o+WD$=7
zAm@I3uJ*CMCJI^MQGNfJ3&~;yW-om)1udPsMW}r-pM#$~TqTLDZ{PK6N^df9LJsEM
zKyZn1@qd0@wALmW+0&KMv*_=0eSuXZpUM4I-iMv>e)BtfUk<?c20`25MiG}J7;mY3
zj)D6i=hf;`qxpg97q8yk$=)oEH|fi3R%yh8jf2N!awt%1e6I;Jf57|%@}WEZx3cC9
z5`|Py03Tl4r%5qJm~vg&ix&XUmv^PORePjnr$S?Pmwk`0IA3r>HdoeT-!>1t@KG7&
zJ|kh%uQ9jk<pTzlb?G<$<MT)+Zq(lwV;3>O^<q+PiYQJWoERx1S!B1cW!`7c=oM~0
z{@EEEYGdQp|K)$%l#@*MZ(F;+zPYr0A868ZQukPWCs}9yjPF!-yK{IShs@)p>SPMC
zDI#yte!u6IzuyHF`dqyDY5&Kdl{o7C58j|^Bpb57s%9dLeE#U9NekKh>57pDQt6H?
zx3mPvAhMIwoay4avq9k?8^Az#N9*zN3tg>U<%7ip>R9HG4f?!A+sH;Tf=u;r-tz}$
zbB|wFaAhxBtujgPUkfx{yff|!LsQ)IwNqc&UbFh;qYOH2FWWH?f9+>vE7k~^tmG`Z
zrFlqJ@oa$0C{8SuHq`pzKzexkejm9SZWPIG9kBBJ#n>0*lVw;HiaA3>7!bQlaW7xV
zqoK-3p&t}BQpkq__>~(U2Y9DVsqy2-jo43>y}K_3ivlen>PoG{j86i_sMA;RRd9X)
zfyJe};5Gq@(WI{y5gmzxTNqh!Ya-~~jF>!IMhppjnf9~OjVpp?IB^C2@YxwXVH53X
zTfq0RDq#8s<+il9g<+<7sY~U#<F3=8cN%H^%k7iLFLj}ak@spsHR-oMY2&AajJ1iF
znRu{4z5X4b97WI!v3e7Y1ocJkHndHH`nAjAPt!`!*R{2l<fynmd`zbeys5YPe5N^L
z`krIzVv;QV34SVAWv<@mkKfVk3g&d?&&TMfgI1C-xrpYxAj(ir)C0DvSdP;{IlfG<
zs7aQ3B5`de)j|#C%IcjL)N@!UNRD=prE;G7@_lGF7tnwj0eB$F(Hsg-6PQ-K7pM(T
zbO{!2Z(VQI_jN*UxS!;gld`m#GwG`kjG3}EaTh=wF9Tht>C@S3H|WCxD4RZx)Z3j~
z^Sja4{)y`Wf*KOD4JOmS+b^2+uG%Q&n^f`2#bGPE$#Ee}&TzbY|BNT9Yvs7MY7beZ
zG5omV9d-i6j`5nk_0uJh$ZJz{>tpasoIx#e-us{M4*7r&;0N1rr)4}#|41B#T_CFa
zokq?JX{TpFTkcLWDokNWh|AX~Z9|Y$>Zt{fq$=Y=M7qU|4l81NBH3kBfS(E{9m<~W
z(5;+;n&d0o`-vLCg%)|I)Ex${R}~X9@EdTA439lxB(iG?v8|C{3`dnNB1(JCB@p^n
zKb%4K_K_di4SUW(C=wz+s=Hg8Uc;rl-i03THE*3UZ#@aMG}MqZR07z6x0bC+spTt?
zxb1gh5KZE>_50wqDdvosyWsQPEaEN{x6isk((?}2dR<t;N+K$-iqJ`9l^q3H7E(7m
zN@^F*Mojq?VmzvPAF`PqUUNphmr8IF>Q)^OG^id)W+d>pmb+f1i+!vPonrFZXZz4<
zGE(zJ2&(s0Tj$<U?g;M6{h9tePBwP>4oKp8dLj)Te$0#ZNHvVRvpkLn^*{U<jc)zU
zR&MS{t*2U7DTnG#yd*JalJE#eMr_|zImCi2T)gen#I1r1#H5E0L_|*8UuCPl!i0!X
zt~`*j(ID5cHJWM@I+95%+q5K=|FSVgWE%`c0^-P0JpUs$h<jeK!berol$~d`L0=U`
z@pvS24ahP?418)K6^%G`N-Bq1^sMVSjVyFWV^|Ru;PHcSjm942uNJA1B|?5Q`bH$S
zxuJHw62Di6i$u27N4JAc9^jetp3VESeBk%z2Ouv$gh`?uNT>MT@cst?WzH5ez>q0z
zy^@^}>(W4L9zV#hR=<y^#v_+i$0*eqD!t2IJR|F|cjt~;ofV5lTm$Q0Rw?bL>A^P8
zTt1w|+M&&LkK)X}oA&+p2}2^X0o0)n8ntu9a5?uAz{r}caCL92!TqL%gVNUZs{Ov}
z1wGI}ASccv@XG>xf;*TOQkx*3Z?B(FcWfWbzgVi+UI*#t+zt<G>@C<}e0ZBuz+sMo
zxa(zAEcx|QK%;t27A$IYl%$h_xl7M;HK=dU{@oEd-4@-Gc=DGwlmMz5UPhqA>Tk~_
zj4#4&8>ogjbX18C)X5m!Kjij{D;%V{OAG~}rU-8OH-oVWwtN!5ttyN9p}^sBx}KBF
zJ38Lk{gc%ek6f8^rS#<``n@|}W?nk=J5)U|Gdl{4=w8I%O5$X46|f<)kMI32mWZ)B
ztQS+%Yq2;V2+1I}=~RzkRm8kS&Wvyf3RLXo_^b(3Jd-dwm>uz~>NLuk!qCe0HdEG%
zXqsO&dV^Kw$gY~#<*$MSi4GQjI!_pkcaIyny#~xQfaCs@ABSVT`{pZ*u4u+@R9Yu{
z)ZoWn5Az&NhmwC@SSF|N7ro8O>cAoS|7wc-{`%3W*E?A=Zg@7u$*y6X$%h+QxWaHH
zYuTo_^O^tU#5kpT9XV3&@+dtIsg-~`O+dVs&r;5y@8YcTI$e_qw48|fF&P==+Lw)v
z4LEZT^a!As#d3EZ8!bU|k00rK-z`g*sblHCXOvzJX?uT`zh#FfV_-$|9#khfhjEuY
z2K56fp+<N*XLfc)G)G<5J+P&qa6^2avkV|>%e<c#XK|+%E{P($xO5t%Lv4CWr9(L%
zm$Az9>a{yp@6=msJ3>5+5BAz$^7s+|tE>ix>rGLr6o`o@Dx{;{?m3%JsUEaU<Q^Km
z4~`G&J<%~wMuZ0Y8`VhA!iFL<jf(L6{2sF?I%-kGXgGx`^Ld0kh8VtjDawUEM1D(F
z&-;DN-}e0pYO2ZT_3YRTyPVXsR`x{=e!Epi;ma}O0Gv~QiK%-YvNF@%qJYvJ4oX6v
zJNvn(lpOWu5Y6G8A)xa>!gIL|8m)VLG_hdH4lr7+frlB4*Rg?)0<pqcUjGh~a5b1W
ziGq)k)hkZ5)Cc`{4LH`U&zNqPDhJPflpD&e@QV<1L#6d~F~Zl2gl&e#{7_uLONtK*
z&Zq>Br6_sZlL-OP&fI(BFZZ?|bW3#pL`X=*id@+j*7Ng@Uj*gf{X<SqW({9Qm`U3R
z67kyY(XcMFIkmfU?$IAN=&k=c?m^qTTJkD_qu!S!*1E;yVh}3}inS2h#SsOehEujb
zW(FK{Uo0dtGSNUQfEK|B`X&|YgXrg+_QU;Z=f5-fE&tXG;{WfmArj51lZuf<b|y`-
zp47Z?W{Ka7Eqg+NeoTy_eqkY#tE-Zp)#IN>t}s|{)1d!hoyWmu->rs%#r(-$JYqfb
z{Lm|Y2gU8^;g}?p&fVQ({9uu1m^moE=(XSyko^qM-$VXQrHOn4&pQ9}tVDBa!4(T+
zQSF6-(8DV&=tw{i`M%um3%aCnk~Z9*_+r@ReNzKM^9d%4Bc2Jz2@E9%^_m;4riju-
z&*#Qy(qKM6qyrNK<qthE1cnb%P&iT?1(hX;EOiwcLW583tdN(?vF<Y@{-n?}T7KY5
zh@1XX-e)PnJwr`#>ZR_8He0lml#x%sk$Kg<I%1@Ehq`RGc=1rA(tMN|6!!%60CLKg
z00|w&t<rSx-oc9cF|hS#Hdp?%QEnSiR#UedqInWiT&gl4L1a#BV&Ztmd|kL1G6_p!
z8gfuE)RZk7)aIBISg(Z`tPgMfX8`w^XRUuUp!G(l#Z<bR9gMD*OSA1upqcmmA+!#`
z1fkEiLhWDO3Ag(4s8udKc`pXa?qRWUV8tW8jP!N7{{Ger`M4K!3^5GI#l<^h=?z(~
zjyRVeae1%A$F>n|vWtk!(4fo!B^k&2<+PTG{7E)X`uu$`iof7cX^rIbzblEyq4Q&`
zJ4=30HR=BVs+Hj?iZXg_?{uy^W8w}<upKE86unwe)#L3&f>~~N#(9BW5igdg;RITs
zcPmsz&&=+jd0!$JpepY&g!(*C(CdxVo|V0p3Qg|Tl?RO$fUpN~xJf5>g{oq`3qF|y
z%|#PbD_<#mc#fk0+tG@Bm4jq&_tOXc7@~KOm2hduM{VUch7>C>bz_}fw|~%$19QU7
zpYCWs+i00Lk{6&)bJnI7<N_|N6#hDumf?iWLgQn0_L<21h^RnUCnYG2<DhR!4B9y~
z)?|c(|K4(KO=-UAPSd5?y-*PD-H<~=0^lhXzZ2lU8`R0#v#~<*Op#6lhQ|b2Z3JU8
z9n?@xeUqk1aandgSz&<ae^uSVY>*^G?z5ah1c-+j8?|&Ln{OD2>6p=4rjOgzlt5tw
z><)&b{HmVV;@j*YFFBZk>RkXAP$WPO{XxS$k@XER_w~u5S2mkBTKBcTh5h)=kHhO0
zN>lWlQlo<81F<QubE#rxR;@8#Ym7JvIuGFB{4&|`J%;9Dc3oj~LNb$stNZHEfV6#g
zz2ovy{0yY0xeE5(IZeD22a0>dj4rz2==&(H@OS60^s{r>%3!{l*3d!+sppe&SGChU
zyV-8Oy)WE%EM>3!vvK0$m4If`k3Y!71!TKIC)z#j$SC~0(or8K2%eC;QnyY9hU^L#
zG!$V7_D{mk3>sCKI#oIg&_~H!;j=%`xOnyTki0gA9aKf)ND~E32^$QI=WetnoQ!uG
z{t2Xr@niH9-#QE22XqD4Qt8V%1U^=Bl67p8_-~=>DB+``xybKC{H-EV>e|RX+;#$L
zyvNy!U{d+xE(dBudRB2IQ!FIM{ikpuN-1E~X0GS`2$IA@mYd?!G<IEIQYW}E`#h*8
zNSu&Y9fVv5n_C!$0SX+f)UV!C$!y2YXm@ut|J1YqyThlrAr{h}66RvVThBX~j<(OI
z*E!ab>VqvEn(?lc57datXVU#uyp9{sMOs)0lBC=nVC4nqO``G~0p<8vTCg;U5`Pv+
zIm3L^7S>D7%DDMl{g!>V$5|!z=c#=P(36YObbeeY7Z7;AeT_3Kqs`}ym`NZZaTcA(
zvI5|+I3(J&+#PHg_-jFj3EFF`2~v`G8ssS>7+&9j_+i>qX}hxWkvp%K-b{EvnD6E}
zba$V>iWaJbTtZR%Glv+H2X6Pl<&MU`RpNRd`#ZfD^GtjYiT(P9EPg2J1jzj`X>FAK
zH0U1`nre_0{RGH7oFU|@jBe{#9_+msXLcJ6Z%%zek^aoN7eVgiOgtXu-(k@lih_Cj
zcDF6fK~ePW%-krjgIu4mH!Y!2JXilSE)Ouj1;k33gQ{YeN8{RS5TnYa{KpB#{f(~5
z6E;sc7?gYGFHj7UJ%%L!A>!zP(|%g;d@6U(|HQd7Fj761jZ_>|+C2n6O^H4UG2VAD
z7P97rghnSz>j6N=ZxGBa?^>~+s;GBAxOjJfe2=$4U~ln6LYYjg)BRta!Fd&%WS*({
z;8<~CvQWt+AL;j8i!b?w)lXs`X|GWc@Ejh{%817i!VqQNt%`)px0)+*TokJM!zoG^
zt^At$VinJ358~+6E)VPBu*VG8CxVPjgqPy$O*Rful%n`cy$h0cf=va1H0IPG@>=fG
z{%HK^;7rkia2anB&7h5H=;;~A=}7F*LO@9YOMd3};rA%7C})HFy@qDW71dY%H8FoV
z1{*k3qaFJFNBxb4P;BypBzMY#Vj(LH5Qc|QlW`?o9d~~_a3UD-%fDHF`&_y^M)i+P
zrg<Bu(<-X%?cwE;+h#l1hEIQr`L7`Td~(@h$Jj3a(#YEXDZfJ^xs@T8@jWUZ9z|bR
zI#eu-72!-t*Z&m4#{}Y|(b4pfyT}we3Y|%67D#(FoGbAL$0lTF;`3GdMOK&vJc>^r
zqWk-)QF$b9S;}(|NKrp0yuKiMoy0OZ<THY!ESFQ^g3ihH$t~zPK}2OqNq*YxdFT+O
zUjfXlxYtu@7u(zXL^s<?ZXj&23&2=#lO8px%kUXsX{0h%ND2*BREm-ppWNGg(P!$+
z9HhgDg5la3RXcWG_P&d^)7{ceSG=Z!O_C)!%reqI+<`vvgs>fGe9RnJ`R`4kks^lE
zznV3~HE-a)xthez;^k@})Y2uj>_ve49^O;C^<Tz~3#@s}-@((@Ux=;j_u7HJDaU)D
z+-GGtBxHg8<{n(vT3}EP`2LKAp3c8h{xt$xN<D>S%|Z3U>rg}Al*_=@SvVsBzX!tx
zLn5p~=-oBBOMn~@s2cp9--gSmg#Q`gFVVa!UwyI%sAPeLYn|#Vyl>Q%oc8?IQuoAq
z&^MQqJlqmzW*6<&qg>2pnzLLT7kgOa=?lIiC_W#sB4W!5vl3N(g55-iGLY`|O`==s
zgi_FojmE8%o!a}^(Xu1ck^5)^iLWB@T*FQie^eeNq8o$MimjLVM3UvcoXhqMfj$>S
z33?r1*QaL;dJ><SdEB9dkk8uO*^zQD#R>+%8|9F+sanCHuiP{Dtj+jyy&tRB%!7BL
z+)kgI=Y9UCR;e^1!oSaJMZafAIe3?+E%qqto>Jk2MavXqQ{)qT)Vrb5_3&MUK=T&N
z$v?oRQ5l$)T;)*kgm#GyuO6nDEd1Yk3~s&asF*Pl*5Q{*Q_b0*QwM!oa8!6Ab~RL4
zA@2W79b}c_vkdB6({<aMwy+cL5_6Ov;&Hn<?s4KGSSE?W@}uk-{i|j1FK+M*FU*rz
zQ1%lfO96DY7cXlqg*PvLbSEgfOOZ5KnLNlt+$IcE)(+E>+~qi#RcSY5--AMdGHENu
z<E|lg%WlD6u+jG0-CxSOn`UeM&_lM&2DxjY3vJ<iFepqtAp+_=I-5|@iTq)$&;>ff
z{|p%Y1xuE&+SAu1x9IK6M3=MofCi@ulO7xAZ)~{7Ea)!X@b75Q4-A{+1Ng%8e&E13
z$;4FlO@GOyge?+p>Mm06<TirZvdL%VmOeVm9xx2`mCtHx?EaPgk}%zr3IUD?#~nM(
zx@hj*jcZR5_SZoq-~Ic2hQjjs>*<)QweHvR^Qm<2tFVuetk@I_l7&P3v^E890(}%e
zxjDe_LEcA;=%8$;NOmy47xmnMx`SyGpRcvlUmDDiMniRY8}9d-GTknIuxQbTw(7Fl
zrGsM!>xnqtp3-=IrgOCBDdlW$Fr=0IYka~6sco4#J$**I{DaXD@*(=P*iM>)^7R~7
zD1s4eUsJAD{-*v0;H1(%c?Re&8=yB>B}Gss^l$F_ydeiVgGWgw%*mp7uycF^Cj!ud
zp?_grRqKbbt6f4|KE4EcQJ>X5IlO_O)Gn_Hr9MFXZr0xr9e*fl$N1!T(i__KRJXlR
zcOr%5-TmG-l1l$%3AUu+h|C@4lsGUjKnSGSwdpLYsHcJjqaL1nd`QQa<AddCeLcO1
zBW{m;`h854`l+8V{HiKVyAP$LyAXoJ4^nD*W4aMcOQ-GP-o5Ufp+43@%SKpF&TaIs
zrA>k6jcoec-;%EQ9(b}K>-)^t4SGX6iPBQ&0}k5>s*iQUXDfY+$%a|5xzWif+>@%$
zGlxFND{46ZzC#{>r;8ITo_{EQ#|eUSx%f9=nCx$j*?uR7KO#@Kn^rlYAgva#wq7TE
zj~poi98TYBrun<|x*k$a>z=uL0q4^Urz2|gGScK|StpoXbR~$B!xtJs=9EQN8qO;R
zECWVehik5jjC02KDCH%bj(VBWt+*DVs6&vD=1HKnNiU2p+o|;7uEuM}JSip_*unYX
zH0?SRip?(hSJ8XOuV;%6X4c)YG&=+AnDv#&H&LhdP0d!(ZfbcZAICBl{Qs1034LYe
zGvCi#uB_XB*mAo5?B1N+Qvzm;=^F%TIq;y88VqQ-UjbuSj3+rNGHVh1&w07OmOf1k
z6ux#Yah&|#aS-F&AG|OJ=2nwn17EdqI%*1#tlmCA?~SE~1*7)SO%~zxNi_{a!<}i$
zbv7DxR<S56DJN9d=oo}%pN3v&lN>a@TymcGDVHueCRU$Z1=7T|`1c$^ma8>*Hh2Mc
zU9Go#UtYVFmZ{*LvajoRJrpOd$5R4@xlgA;A?k2Jo&N>@h)!B1?Ez2;^Y7*OrLtnV
z-#V6B3#3G9L&Wnilj>N{Q{H!P4vO7>8)7M{$r2PG=kwFyXt3xknRjZ83zdQaz$m1@
z$yP+trT0X^)prL7k{P<HjsDye&kbzl47t(_SvHV{VHd1k)e&s)62-(xyr^CXa^mVW
z7A{t-1Fo3wCzkfz8(aM+7b|b|G<vT+6Wp}{807uY_2?Ax5t6C~JAh>w)E!>jSfcZz
zU@msc3vwQ-kkl7c&%Qyd_HajqTKJ-E_tGz=eSX}KnczNBF%3vZM@c*;TIXb0{R97)
zx_~SFl|1j8Esx&Hl}(GFQT(2&{rf^HUjEVDs_N?1yzlQm^HEWt|L|z*<Hag@1^%(?
zGIWTiCwlE*g2$-ta9e<T++kIPQ5doLHnDIwv9Vn~e;I=piEJIN@AQ2y%W5KfQ>vla
zdH0drOW)j;D{cj*b}$WohLF;FzV<dM@<{U~5G4($tpI@IDLwK?d@_mF4#bAwSED6`
zH*)k4-$n@Cs!9i%1JtOIEr681vlD_>L2bz(T3K+A|2sB>q0b(9FN7}!KOxtM|8=DA
zj?c0K5&VZLkwyOjHn(Owaq1Nr70Kn~Bt%&UvcTS8dcly(K-KPFssR!VYy_+Ih;Z-N
z2xjsqJV8@p<2X*_qM*St!ZU3gQx!6&H|FQucFE@jF30a|9RNlhvsg{72=}}AVQU6h
zP6RuD+rZiezU<V6uFz%d9zufkHXBr0JgT6QBqW@FQwm~lKSI14gpFTNo`bUqM|#I}
zM9q{_ocTWfTr<#+3bwQz3w0||+9m7NMieWLpP)YV^9Ai@JoJXDD~?`&cfu1SkGspv
z9WL&0!k}dF)aA<~F`5>mE*a!ExPjr~6%vHzR&I&QmL8UXNAs2>eNX+bv$O2=#GtTR
z|K)yfACkG6z&>wgkVcqEEY9y8K@VK2#}Se3tgqm`hFs{ZoFUnwNYBu!jvQ!Jyo9rq
zdLeaik4fi}5|8NepN!G-<d61A<eo&vs9tg_jn^T4<5&uIsQ+M?nFbmGpd^E!0m$;&
zSB+bh1tM6zHFp3>-{qeb?u)mnVL-73QeYv8j|<x7@iG5ZXmMV^dV~K>8)C@XrhsQ+
zslk>HL~+MS)MXMbt$63f56rM($WQ-xQ(S4-TG1?PGUKm?w2wo&)KPVO8fcIDbewup
z$y68RY5NT2e;x^R5>gRm*2}<I!)p}sv~}x}dARYd|2Z#}Uiwfxx3>>upm%SFU(wDw
z?44<}s{LP*_xrQ1M#=doMia_t@$Z&FpZYT$th7bh3I5_4?+&s9;d!)k<a>WV%uOhq
zj9wVgh5PTGAD~KxJb-eep;Q2%fk5AzJ1S6wUQ^E8&0r5<jj#^Lrj;O@gt~Y)Aig{n
zqM~>F(i%rSVUP=nm5=WB#{6a><G~5Io|cFvW|N+B6TUz+9#31}fDZDG!0voY2e64z
z4?FiQL4-UgZzT!z;`?hlm?mcINo=LOA;8(Hdysj~&ka30<9Y#^nO%m@aLzX0nu>t-
zVJaW3`t#?ly4*>b0;q%kV0+Cylt}J^W3*QJ;OJd9=IwgOl4{ETh%+<}84XD8g75MD
z8Ml&6K%D7&4y;@4QU^-gJ$80}+5RSMcm8T&1lwdVjPM_O`HKDE5`qsP_xyKpNodp5
z*)yFUcDBQQcj{()Q!phdR1<`Sjc{yR=R9|;I0n@8r?4P^haxl?_TJ4G-S9~fFKfS;
zl0d0Qe4oCJQ<ksdpMRc9#7|JU;I0lI{!fpeIfdr9{!Rd7mM(Cq{xHBnK4M_SK<5zd
zK9C@NW7i_=nz(Q5xwADE0fNYq4i8hz>pSsj8V*lPO7M29$4?xi!QcbWK$L*Rng_NO
zT6%ExVh*iyErfW}VBEsu55;TET!mWOlvIZL<7}qAFdx(=i?1i_kXm0SVONp_E%*-}
zbdw&Ls`L$q$HwB1>FZhO$aT<rJKR9>iT+JjL{B@lGaI!qh8lgZ7qTKRAy&AwHS>Fq
z0qHE&K<skB8=$7DAdjr}R8oGspLv%x2Grv)Cvx%;@1UI$RS6R<u5|``w#;6C7-83i
zL%Tb?6ku2^kBU3oidQO6RTL4=q{g=E?ds)xFkJ)Bk85O$#4Cl>ciyguWAVER*gd{)
za{Yz)#v#4q14Yp`I1{X=^Og#^^1gXxoz){_c7!WR41=s7&In!I7DSX3O)Frw)gHm@
z7tAp?*%XlDug)~e_MGhJcX!w{H%U=mWKluTUG0ZE0cHknR<@KKTp4Z(och+=@dRnn
zqN%6_yWDQSy;XdOwWPH(a}UlBa>NF^ogUluTq;diH7}sxZg3tJy<}hJ)`Q9suesXk
z<<zq4_enl42U5ifh%mRl7^?$~w!b+zm&+M_k0Jl7=nMxcE?D0Vzg8dpyAr^ULe+vv
z=`{3i&0{_DmkapzfcLz>zsV%)dRqHAra#LFRV=WKR+R~b06RBO&D`&_!}#Kc`~iee
z)p031Y5_R;=}#JCd?*NCfBmIF^Y!ymfz_?YTnZ?PuRVBMp^%uq55YfQuF3yfZRP3$
zuaA<L3q;Ily~kAUvQ)0a{sZYw$=Z{u&h)bTO(Bu%G4b~jum~6kpcrlzAct4ZhZ&4A
zco}kUooaSuzhDL{FrB!6A@(82uWP;ju6PN#kAdZN{Hjp}y)?Z~nFgOa10G~I4+-LU
zhveo)2tmd-aE@w8Qbk(f($DJzTmz_En3E+n-_r!$%@uC`A?lR4OAvuIP4+Z@pN?gd
z`ftweLTdNVwVEEoU&%*2t$&N`NAe*nMR6%!*q;ckoo*S*v~fY_cKeA@6Cs*F;p8Pa
z^-O)Ej9U8I=h|fbJ=x-oLL`6dQM<>B7|0m;mA(A_(iPyu!tKceaXxY92a+YS_x;oZ
zqlC{*|K8lbXd;qpQ5310gDcE0|E%=E+&$6T;+_gH^XMlq0m=F~9dZzM{H0@CoA9@d
z5)a08$;6ruvf$`ze9UQ}!hA**Yshc~q16j6D0+O~E7@13glhNa%VR#0-Iofzj~4B~
zsw(%{|KUV%aaHaJgwsfFgGBkl_=uD?IRS5sPoBP_)FV^Cw}ZF-{}n+iE~@dL2brlN
z_k66~EUu8d$>SfE{`i^Uhx>eYqeg?)R6Bm$E0O_Vdi~;o2~kIWAGPm+m6rG3X07G@
zHMuCOZ&r_JP5gj0P8iYF4~Leu<@DkH0(Crm5t?~11t=+A;}H0fSbSSjjcr3(!%&t=
zJnmIFWNS)3v)Xd&Rau{q0U;?7>iXH~Q_0`w?k@#4Pp?B1Vco=+X8~xFfvZVBSXQp+
z%}uiLxx*&z9kBv`IL3Q{*jYKf_5^p^Md+5-bSjt8VP5yuHI#3SQlJ?s>7FQAKy1S9
zi>@P5_QVv|@;Kz*)1rA$lpPan*Z}m6B<T@##|UvtL2H|w=d*o&1+b82d%Fxn@#@ij
z5eo}8f_Y<_q2kc!l{P4Zzuw_@Xjn><J`iHGzr%EFdX7GH;~X3!XZIT61s;INu6Nc*
z>K~fa3#KRNMJREWR6afaPptj-sY(^ok@~9b1RQ>KNk(F?4dnv)D$n;R=(hQ2e$Oei
zx(={>4i_d$YbSB55p>{%9sC>po-ofd@qm>SGkxOrWg-ps2;j0PnrP=@k`E>R=5g`}
zT8gsj`$1M9SS9Y-FLD*$rPJqCXG!1&_L6i_i<DH~3$4`3?QsKIi%bNqyuv3TP)PyW
zADC8A_=@ULvl}$1!-FJ6C{5@CQ)+s{^%FN7-QP-W6Lf*Yzxo$hIPu=NFsnjiVE61I
z%~@A8b`E`0g=>Dp`N3D2-8Q~FE|?X=8$f-`9P0J0<$KrUkHdNzfRd&!;jC3il2WoZ
zBmo$hY}|QO=;AGx<DYg*w9fne?XQ>lOqW-Q`KR)NTz)BY5`Pez=nWY4;Qh!>H!W9!
z_|hkoF7wPJ7Eq5*G=kni-h*h6Bs$QdCQj%i|LwLsb@BgnkQw#d8(1imdqRVu0mApJ
zf6P1d+7&V>N#bB`)ZDcp2u4gSF&7H0ZHfO<!*iNuj2Sc<x6EJX4f#c&$AaGHGd`(<
z&djW7ouLyd_uS*R%MPfn6Btkjg_w=u5jkt6CuyqbPptx+3m}(52<_fW85&=xj24Yd
zGDzhLFXS&5m84~)<i~eefzc3~l^z(kLxw}A)U-Q|JEg}Z-o{&i9Cp@Z3X<{x?n<85
z%whUlS?SmO{`XOkuGU4+4>Nn{|9Zaufj2kEJY5MGNX;2KL@;^@$bgE<(K4~Gv;Y`H
ze%;eoGy!1vdQ>#$V@r%6Z+xsMwah$QfV!Ve&@p9<&2_%wL7eltM>g)^Wzj<sQ1hh4
zGi}TZ#i_t^^C#O>vI}AjN<j6+g5@S-Z3|uw$T+Gx8a7^ik0J2?>)Q-atHvuTWKN?)
zX0<1hRo?`f*6!>*5bkdX!5Q@a>OSQK4VnNi{==zbzWi8in9gzM-Z*h5Ko7L=E<-@&
z17S71YJ4i(zN3PQJKa|q`861Nt!uMV_zed`!R4x=qBYt5;QWoK2bR5qOA5gw3zqLw
zy!(t~Zv-||<WDMDf`rBmq_&Vixku>3(=vJfI(=_qjuGHnznmzRKFasqCc&C?9_>(&
zYr9a7C4B_ATcS{_>>ve3UP+_TI2X=x9g|46?P`aVF?RQ`2^Np(;?n0Z(8|O>uX5km
zq{Lgyf+ZB&$iEFFXnw7$U?gjQdMz12EaecOMijseB`JlcH&+ARyHURuU}IZ9yKk<j
zpn>=`F$Du$_Gf!iG{Zxo`!0iE{mf8-DG$-AV+Jq!WkI5`u*A>Z)M1c;w{~oQdG2Bo
zt5Pte7A8d{2GX>zRhhU8Du5`z<?FC>)LpR0mAtTML?vudp`ZA(FrzP62SC%Mv~JjE
z=C_7;?KX9=k!PUj8Qp<67bF*rMYGq$!?{bo5MTa@Azcu&a((^Co@w0aE4q&t>RQB*
zz6|?x{x0g2OjwGllLr<gulBSBWM#kJjXy6FjNB0=e6@73_Q{HskB-CAloV9QV7+~!
zckvQkHQ|@r^9DG#xVTY5Wyy~i82(>(CAA-wS5|R?0m`BBe7EerAX`R3v$kQM$y&ny
zhRxh;)_4`@ooVjT)_3-du;BH_O8b{zN$QF$S0s+vS`YUXnRhGilKpf<sQ*6*^F!h7
z&ZD38c9$J;N16o=c6QZI`rD)n-@d%PCw2N+Lngf$HB=`>(k4aI{qin_7>vo+9FXvp
zyGb1)P8C&y+YKCH690({Lw<ZDDghf845@o1>t`OiHora=k@^h)SnJB61eX4UMKjv`
z?E{}L?4jHKYK0QlKy{y2v6p;McDEidY_))SYZ!1<c*qw%;O!j(951*$R?^kb1UgEt
zJDi`B@J;ti1akGPCvkAE1H{gm={4`I<Am|KbYYOWjo4Cf18OEXo1${v70;=Ac2l22
z0Dx-z_$vsz6LSG8=;59>;5I>>RP4BukYnWZf&N;mJw<69JzRlHtI+KMoy-sdJHwTj
zAK{cayH>msn%QqD!`_Tfj5poBpL%o?VSO4x>MBY+YzWuB_nEpbD|k`TUmKy^&w;T`
z(|Z4Ti7cpjC1Hs<w_0sDG~C7~so0)`wN!=AKYRo}3XB*yAlB?I=8SRNPXJmYtVmD;
zHSX*$7!_lH;7h<oWU)a^X~OU;W)8e=x9D;Qs@|t-6mQf(mgFJy+a*e>sQSYTfudo8
zN*h<kTA}s)O#-tWzRj{3yINJ~T2r|4J+dV#FYHY9$PBN#h{y{8=4?sq-F^XMO6)FX
zu=y&V(Boh<VbSM1EE)(AH-u=Swg*$de31J-+)*^DxK32$-tRioBPty?9T-hIK6z&n
zu%KL*0cMHcN`v_5uYq_4qu$s>#3WyTPiI$Wz1Vq4ZdMY3d>B66K2d9yuM%t_C6CH7
zkc?jNbD@)vd+1ny%?ChqLk2S4>uzEZ0PUNWtS6;e+SglXc`p0tr+`I}sFIlML)pPB
zT5n>OFSG%07`wG$odeZ4ONTetgF1oaK$Sjd`f@%093X*89w@R5D6;4uii~6ht3Wj~
zTXdc~io=wWZ@JBU+w*lq%%txnUAzl0oEoAVl_J}esoBqpR-JDc^&RTlbN~E9ke!nA
zZQC}<_x~UE{%cuvZd(%tpC)fJ1QJMG${PeoLI!asZ$TgrPhVeW&VQ}FGtbV<Q*|OL
zDx%gJ%zwZ@zMIxt`%I9B1c9o28!uH3P^Cd&440!Et?>Q24dst*fQ%SPdEfq-Ux9N>
zqx-{Mk7s?Co8fjhX|wgUv9JC9^D$@*0szu{xR~J9-w_@>mwMjB9Q4pNI8%J>Q%82C
z5FRM1jd_J|^PAO^8Q8n44t#D!v9izwdFsrM=4B{ud#S(2JyZ@MkLP6MWUl==a98F1
zH1-eeQi%z4Y~5yc=ajnu1q^p1G6pzr+eIcB_TFw!MnrcH<k*@8y-ZR}E8LJCudVh8
zSANfZ#1}UWYELho+7ysDF;GMDs^``)redh_`*eVS0zJS7MfwrB^@E7M(@hb5!<rg}
zZ`I)4u-Sh1=H8WG>EPVVE-gIuxw(`EtygVAveFI-1e8}PPDRW9Ck(kFMMtyt2!FE@
zHL}WJ7yF!d{r9<LB}RsSV1Lv0pdyLV6|ABDn#GUZL;mG>gza>AxV>S)E)J2dvOy@$
zetUcC+lMO>o#z8gewBG-AE&Bp$C3rkd2^|+LrIk^@NkckyHD|#T@2h2pfw&-qo*Ni
zBL)p<zXy_NgsSCnO-@>{gx1#34qRLwZ+KYL*Gm02jydZf$)a-SuW^06Z1#yuk^G|+
zP_yY2HZtX#Cp8?AkGoYMW-#SUw0s1opb9BS_wK6dhGCdslDlf{;m!*a`1I&Q;0R^f
z5w-;o-U8QQ(VkUL;|!>@(7)pTfeDN}-Z8FkZw|j7#O;3CN!KSP3wZ<6%U*^~2UyUs
z$vmcHp+D{1m0%WwQ%vuK!<TE^Ap5*_GWB)w#9>}Jx>y*$x1^Zz{utlK{sm-()mJ`k
z16l%hoUhp=0dp;NGP*or=B<9!!-#62@X}Kck3n5CLin(uGJQWKIjg61x~s@YU?xSf
zJO8ZM&(wjMW|O3Y-+KTvp+2ChISyh|B=2Ph*9L*2(CSwQU{^Uq^AYI67pK>^UQrM3
zxZ)Qdn_2xeJLJ-~#u++UsD&3?j^VYr%wZGT3<v;M>IsKI&%NMS!kfmrzw);puBt|I
zPMhGoA%3BlxH~`r<R6~2cOfH5JbWPY6ISI*Ge}h26*1kNw-{=i!jHmu|D5aNMs$M%
zo}zFDkRZ023e%n`F0!r(9p<^AW3b>xMef@X;#-NJSMU$4!8SQqoTwRx=pv+)MxvwQ
zbD1tHa(tt76-N2?iZAycQhi7H4Wk$+^i2>7&k*Nps&z)*FS;rKi;Cs;t=a4?A3r}|
z%XkGoZ<7pKV1G-*08=+0Gnkg?_#hgg!jnZdb9aFj%6K@iSJII1P=)6OdKaKh6ZwCb
zQ1XbVlsi3T?8_QJl$Rt0nXHbxb5C|WAAEAg&)04LW3P`^XW@Mfu0gbkDYhi(m}LhI
z9xreoF6xwz3?#uzA27W&@3+sqelg#1$*+;hvYS<5(!F)5`y{qlU42~zzW~Ovr?c!S
zQ0={TJmfz<1rpi!q^EL@OD__tlK}A1_8v$x*qOs)5NGgMAZ}7m-)$I(Sgirup4M*Q
zF3@3t4$W(pNuAz&lG`f5(9YN^nh!Nt>*4G~NiL*5n@$+vq{^hOX9$H#NZGfaP`YU1
zoi750M$E->KQ=$$Ur)QKaHR@^SGkcrR6ylcm98Avlx842M)-#p$K+GasLzBEuynvS
z9<4sspC3?kq4MHZr^Jm82tPD-l|C@)$|UeA3tl($cfuE7s|v4e7};r2l(Eg<_YoCY
z@18Uyx;TsN8z^6hO}&SYT6`gfOydO+{mR}xRxi~8YC*m)If;5@A&I8n-(*Yt@P$21
zj})vyS|y1E4GR`wF+OV5wsD%fiy}IkH)iD{uY~K@CK#HdRn-&-uAshHp}Z@Gxm$#9
zc7@Ol??um3-&cSn-|b>KUy{OpOmEB~#_o31A@O6F!aV~VzuJvvdqSD9U!Z?}3wc|9
zZ9C}r4C3T+;;ZJwx;E4Fhrn}#3u@!-^?kF~q@kL|1I^Sep+qOZ5NNB8<FKOeS79v$
zOy2_rfX`30c|wkyyO$nlWmrBXgUnQC;qjSnA80dwDe0P()wL38mZyp)*{Z#i9J$n`
zZ&9b%^y?rR7C4-Y;;YopzVW$P7O6T?kMy5h6!O9ej3#Aqh8X<I2TXT;!A~eIbq6sr
z*cZ#Pokf!W1%=Fkro)ro9FB^lRBTG>!oahi&9HbQc0E7}Ovo+;SF3VkEHdg<zkJ~;
zH%$c->H#L&*T<1>VM>SH`Jd&nhdN*-1mag%p(r(tF^tnmi{3I!ec3on90D9q-<RW<
z7rqylUW-WF(st&1Gct*>%I9Zsy+3DOS0DUc(S@@TVxh`W?I!E}&?NXitQs`n<R%&P
zRBN9qC8JE2CEBxT{W>x+vX8?Q4BnV&K6zr#&V$)KcLz7`?pnr<&qP&?;Sf}J+@o3L
z3vgP~xSrI4QB6m7H#l8#bDpB*i~;+Ecudn-Cn7QY`kquZ`)6NJxe~ygd}R|NwH(M}
z@F;_43ySgaoqxuSw#P!Eb+#I4Z<hkt{_ZG=z^s8-V<9cNCo@l4j)&<Dgabq@``g~V
zRx>vSh?14TK7!LbEpIw00eHRY-U$lBXz8&to*MlncPRbE%{?Hu{v%e-<McgF_58yD
zLO+clYd7%>*fa+W=2`7_|GGL@Z&NpfPOKx63I8+n9@avNqB00@m+LpoZ@k@skMoNn
z?ETGIE&wjy<Q?V%XtyBNu?qLfUFs~f2%^e;FJSkV+~!e|{N1sS&U=?-&L>`Wx07iz
z08Ws~caLlh4v0G}y!{gos4Lw$!0g^glqX~5@rXiX;h9=t2n1Ci+>0Qjj<A>AXfS|f
z$~Xc~Zjq1L9*Q9V8}*grb<XyjzSbKmcXmc^BOx9q6<HgCDpB9s{`Lz#$w)%*7Jv3z
zJ3dt2(ia$}@nw6({T>hZi*%h6aO23G3oZXJ&*7UK<$~IxTb$I(XUlLvowCao8)W9<
zIo-!FK6^4xk^PcNss%Be!$#d7j;6bhOPlmMf5H<L%o8+){&HM?*s<Qd%U#nbmA>93
z^Uk%J=*@Xqp0!^-b+O@d&2eWJPR_0ZbVpsCF6~oKEfESms6Q3R_ID=$?SXKX!=`wU
z$mdqt815%!y^ze`2JVYMFY)6_0Mzeco%+cp>Fqzy*iIg(HeI3oKVKtyvX?@@f}AYA
z(4xxL{5QTUoF%eI&~_driC%_jMYwfP#uc&?@K9s>3Q!=mAj(s3QOwh1*HhmcRl~d#
zOLO+#UgV#lXIpyvC(DT)R{Vd|Wkv`$qK&G>qFj()oJLd?k<!_$9T-0kDTk;KTOV|L
z0kQ6)*9d)=t<OS%et&=QB%W22dOI;IgXdqpmF%+ps!aQg6XZKl3cubuAB3Vxn|LTq
z5FHN{lwY9ZDi6RY?ekCXfxVJii%bqAwU?thg3s|>6hk8+kQblB8Az?*w>EShC}3Tg
zFmW)T{NgdF3%za__VzAw!ZR9wAI{=Qe3J|U#^?Awt_MT0Y@!SFr-Im}gb!rK2gDSk
zg%+ed19%EW#R^hhCXk$B9iG6)l)`s~yM19(l#uv$&#Ao%bwGkT`t_K5fl|L}8HeA!
zkkB-R@WbSATC~ODfx^!`jLwiwuTnn!bXt(Y@>CV>$hd%*Wsv2?3YD}t`y9L%|8l3*
zKJ|QO0z1#QP};_9mQARV^bls?Mvu&9rf}ecyBmWydR{P3Pbr5wruaHBS+Bsxrr<EF
zPUkh*2H<=$_ml@EZtNBs6&`O#ZI7q%vMr#>CY<i<`G$)Xs<kSM5hz;s-Q3+Ph@A69
zNjk-lEQJQEsahW}sv#IN2Q^^n-6IYGipn#43m%$t^_DZ`8XW?NHb7pbl!XVgI;FSs
z=;UK@!$B@r5Red|)BL@+ME0f^&x9#RZsyq(RqOR7T*@E1e&xS_YdBOAf7S4dp$Le{
z&y!-vLf0&(3#&-w=m$9GU+M}{jQMmNzek5;UpAr*Wu*NSfRq;5&Lg274_M%4+Gcve
zjr7l&N`I}FlR;j4%iF(?@8e+(w|ncBoQdcmSu4Asi=o$25`Bw@gWy?3)#sZni0?QH
z3A7YALg;|@6Vw4!x?Xtwi=2MJqmd{-wwS!{kP6-i7xTlDyw@LOS^_6T>_YRdpnF4b
zX1bd8xTRZmI5pu6z8MZKy}pAgXTLTsyi)n7`@~NB(o)H>+!72{(l-gLAb{qS<zZ}~
zN)sbf&*kN*ZORjN@dqP))UUt?lMw#=nep!`=nEL6{0fg!`LdJ#M7#I{E~4)UJq_?d
zsL2C7?CuP-M5*7@&P1c;2>nD|YbtW?;Ez)P6_0uMx<OrYe+F6}izuNceU+f5jxVhD
z{sFrMcR=y%ekh@$sM)vpi!v}72hL*T;aQ`|t>6XT2F|)l>L*%P+`>g^vwcAWKhM^j
z8T{#SD*-^l$kjhXtiQk>2E$~l;;7inYX<iG2P4k4jRONNm}qLB!mFc6m)aw$>tGqo
zWkvmFb}}Nso1DEh)Ox0~7(0P>={eG82}91LGVG9?gq{K_M%#NOJkfyb#k>S069tBx
zOPSuRzAz(t11zw(PlW|^A+pFE;Xc|g4DnU&KsNWGvN{A6dXZVT#@h>^M;8eBeG>rP
z6(%<^X74OYv-M;(_W~Hi<V3__XPCRd1Z?lM)c|mnyFIRtiw2hihITCfqnnx(amIh1
zQJCa(LpB7gL?ADfw}s%-Kub8}o9R*yY$(~$6bOI;*HW0kk8a&+>9;O|!~G!2AVm}1
zAoQGFNYIxMXti=UrtQ*+Q?pVnBulMnlt#o8U;cT-0_#NM#KwC<N(1a#X5id3ZTAou
zema->W9$oei_$C9wcfejEtT|2KU&Rz=rV=7PIpj^d}&A=O3nT$zEjr$$=v>a;hE=j
zeek6pn#eeN`i`=Wg1MTg=Xh&SpxK=p+<yw9cOJh)^sk_fb(V1XpxpVl;J7NVo(eL|
zz~7cd?i@IE-<bXP2|aq*qCR>XIO7S>^JVAU+mcL|Hqf=#>qC)s5?VlCx})y6s-kU9
zEix}>H*%Tf4|cYt=}rotQg04?kN>~P7=W44Mq$XZd)LeD?`HduzkAreTLO~$hL_w<
z@BYW2am1TWW=$LtU@7PQ$&A%GL*nTHhKGhh4_Xld5(5AThh~zlbh4vPF=8UL_j7P-
zp>PHyof=85`t0n8>LC2MKP{C&s0{dyy4^z5&@kad-C{*{PAV7J#k7QZQ>J-0@)QS>
zOjG_;@=4^yPA#~ntsFAATQ75asIf`_(??ae2tWnQ$CtMzyyHdfx6Da;%6Bl-{~S&7
zt{o7_5Pnr^F5S2kSkbu>_+a#pin^!8sM}4ZOXkEJj;BCz^8EGtgi?gld3Uoc(A?y=
z04qxxg~_YxTtzvkKNtV=a@gjj&-ta`f9kpMvTynUdMgGCMw56?loGRIYXggZbM`J=
zYReV2oy_p59rVb8`#gWy6M`?hAHz=cV_)zCT1Uc2xgg-fYqj+I^TcERIK!(W+jcRa
zC2#eUH_Ttf-UHlN7$|zQ3kSV_6`Dvw?}n$tp+|u!IalvGbHV1{Lb+N)PWCANnL`OD
z3rTq4HRcj~gFVsBEY^W~UB!n3Xd&wVUY^w$@F0Tn0*~<PK}0TrUS>t~GHbZ4=r5{I
zEVVnl`CicOjO)N((?$7|NsWHv9IO{6D-{B<?_?k6Qgk@~*gT(MQh^U{ve=VMcxb-e
z>n+5<uY5sULv?P;T&nC`!b`=Dz7V1>1?xU0TN5{c01x_}2PWhWWl`vJmC3{2Nth8k
zK9vyWk`aDO;?D9Se7^zUBGWA1SE3WV`^43x6>I?)IxcSMM<#B7alKT~lNMHSfB*0T
zsq8ajpB^oEraB|@#zN^IWd(uqc;Q8ng(@N^{0j|&KrS0OE}-Bz0maDU;-wWeNtX!R
z0Wp8j#`DX|tq*FeF4R$0h?=T)!r5P|D-|Fe6!?vSqywCQe1dkR%71SmsSURzvb3!8
z<MPa?H-8dZOqT+|D{dIJ;XzIOs}xF<LBZOGuFK2s37@AYsQD+|_4P)ly8GkIX#&Ai
zD3Q*zCyjXJf#5^dBKU>7r=)(Mp8Ixn&qM%U5d4bD#Q@?sImCfXg1HqkAcvv49C)}i
z)W}T!8Qp4vxH&dR#bKkN@C=bnpqu)aHFamEaNjLKfb3-Z0-@-mnxLAvZ>VswRlxk1
zRu7X>p7+fgdJ(T>qopjGhyuX)38)I>@RTNfnA{y)Eli+_MR1z->u^B~s#LIio>u4y
zd-r#}yHTQ>O~x$aOc2g88^DJ6nPX5=8akZ{J#DLl1E#;@5e&XV9GkqI*}~H;*X8k{
zw;Rs0pNqI?(e&Z(Fw!vsB!ab!rI-;qKLQ)Eom~h6rQ9^d+>Rm*b&T|Jl5W=X?PQlL
zwU;y(ye0vm*gjW12^BB)PHLXg(kNa)!Ee6fmHztd(w|{$V*yiF4Ix2RUVg~R$RnEc
z!ZGqhB$^p>bs3Np9D?LoEPp2)S!>xsET27m4`5*J&;wcIzQ{uaaS*voVcSBJF%aKK
zc3LFzh#c>=)$unSx2U;W+xNi1r|pOs74t>co{Zsap4k7$jehbOa0^N$%UJJ`94vY1
z#_JM3mhscMcSrA`PP+YWARPv&UhkV7pnn^V+V%nssPO=0mi&d1A(?C*mkoBb)ka>|
z!TU8nByaRcuCV-yy4!8f+%$$!vYyNR_a@m@3OIz>+grE%0-J^3v;2dErFdmRg^-0i
z@y!tZjD|l4@mB({CYX)gsoa^2|0scsI6gJ+en_#v1*aM_>(c-uKfC&>|H<lERN~zh
zN(Kj<h(J^Pg0Ax~yfw;7l6{v)jnX4Lo9Ia*LHn$2qc2u$v<i_N<r9Ij5#=z?#zc?A
z{!++!<LO)oe}fnJ*U5P}4;C~bpbOE6q{67c;khD10TOMLp-~5<Q+aS5;hcW?gZ(Gs
zw8&&v-An_ItqM5}KJs_+A;YNAz_O9L(nUKt{AWF%4o9q*w?+K7&J2(-&(rFggp2Rg
z>OY*SqBZC6-F<yz33#GmF@?@5*H~Q#3{@o<y#K`aai5qDpc9Z&P<>RPF2{{3VE|A*
z;jN;3RBetxY?i>Nb$h7A&UZR^EAcpj-E3Ie_CEh<WAT$c@|f76b9F{K5uz9p$~ial
zmG_-XV%FGb5qiPu6}zV4&ak`jF{B|Nb~ZWnNkLs=I?%XH54VDZH8wcydvfRM3p64v
z+BnJau+#)tnX#jh#(h5OyRQQp!p|}LBfMKO><bc>T0+SWk_dX&ha`{E3((9v8Qtr(
z<FCjM{OYT>gMYXP3#3UPoc1=CCWQw449Q&_GukeDA>O=B94s3f3T1KGwo=lVgGNIY
z4rq*^67fv|lM6XQJmh1y_h3BnhEoRgM+_aPT<BX3`P41DgJb2N%Fn&#hbdvtL%t*a
z64&H&F;6259l5iSer5NHx$XN~dx+m2(dbX{Nr+F$m4OwfQ*0*E<Y7y`yO{!JHw9;Z
z6NkN@PLD=wzD7e7l?6bNS}sF;cDT(XD7vB%A&nyhGE}V^hFRaAGN69GSk+KA>v+Cs
zL_=EGhVewJ%3}vHB%sA~qW=hm`4gE)@pDf|mkOJ#@r&C&@xdM3YUlM)V3hk286B5b
z>IMqebBT}>a(&ttkXJATFU<RP>+SM>y!Fq4W1q=R17b3|mk_R%*q;o5B7s!|K@oy3
zRj8{F0;aJwwo8w<!#t-4)4fya`LR-5x;@C0<+TuYRkf?naS{M)?C0`i>?0nN`MBf-
zNYI>gJ-w$j#Hqsv6iTbQrIUN{#VU?mZj0oT(%*ZcO`rrjqV>!s8dK34f4GLZRGg42
z{*UV`*5q0RJjQ{|uazVvFc$2B4Rtsu6xP-4;e&OsVjPdQ1O$sI;wd3>@MER!Vey2t
zpP#+10IpiF5U6aAv>l0ng%yioF!G}Xyki<4UN?~Po(}Ravm_vU2SJq3ZFzWJ2ik2L
zez%~9g?C4W*bUi97p3nXa(DJwqCdNJqiwdcFyaVj0R1ZHnN3>*$7#C9?s7u(1{4yR
zEE0RmU4N>s-t8F}uihd2Tm&89=Mvt<$2vkd&c%9Lm-L9TmQc@wxF)Of`0MUNGiJj$
zW~04%T*}RvsgetwPel0zKz_!%K3b?JA(Ljksri`g0H(sI7E?>~99`JQKq7@gHE*Rd
z>u|wrxeWS^KU6zlE0gZFnYq;gDp;K+Dr8%~1g(vRo(fc#C%RcHgmEZT+sF*=4b`Hm
ztJFEI#u*VQ4jNH>2=3BWs((}lRi#i<k?L|7=h0k-(kdbzfX~hI@<W|*Ck9iEV%6iF
zx}T{9lAhFM@U+W!WmM53-CQ|*`CSs6GN6o{gLc{ZOni!!F0n}N^y^h_*0`uXDSba!
zB?t$~gY;Hf++jMRM@PjwsMV2(ZpX^O`}D+L6SY+na=)GCP@S`Gp;TI8e8#`f>%$}$
zBHbc_+J?*>wEh5HdM6h26+7GJw1Rs88L$CkVt}3<bCW{mcH9va0J2?GBdzl_=*LG(
zX<&_SN`O&(53XBvOm8gpq%NI8bVz@?$}e!eF_cgDEBfURQLy)!<m&U8)w({(#4DQj
z1+3#ho%JfUp5xjgqll07x6eI+q8KA10^k*~zy$K`8%R^2ZjagYoixrtByVjqc4b`2
zy1tPi1a~W(XYj&PdT61!e7JylFg4hZ=c1P`L$H%&c??ye_}A9`WKCr$1B&)PD2qGB
z5xR2nQQf2Z&2B=i&c1U&I?+S0$qX;KrAEeD=aXH?^MGPWcSdgQjL=dTgiW?(&B>--
z(8Ar4zJ!^CAWW19KnE}r>hlgvisuL;sUy_pp@&713Y*(kY~qr-ForpPEHXY8$m5@(
z{*lTDHm&HdjbRZ98SIG+U}o1{yes%K=@w4#CgV6;@k-DL47kD8{BoLOgoHcxgUb8{
zGr1u0AFF2Z3$}ie7J~mC(8-(2lj5|O4|x9NK0c!A9FZ}<P53J@vN4<1Zy8n$lWn?H
z$(m(2`?Z;KP!NU^@E7vp+VHI)M+e7<^ZShIl>+)5YmYBrtsLQgygpMIO3GL!OOISa
zp(Z|ce@10Q)o+zdC_ruc=XxBU0She+=LCZ=lE$lg&Yu~40X8C;g|;D>d8M(3N+AR6
z`GtS<e0G~NNsh{zN2xE6-{zB2OdM`DXCXhMm^WEr-ed`a`;(1gybrBjRFL2R^8dl@
zpcb+@@(`3tPT7iiUKJ1#yj1A^4AZo$UGOL>O!Cbl?RisTbySQeFn|xMMw)sFNWx3K
z!SA*|cG7-I4(83~DjiCD>|!m`FG7NHxh%cN@Tm+|)q^6#zy(Y7X%f1!u+spv`VRf3
z7FJTn3s%ke_zZ<9j#!n5yxbjo1*8m8nQ*Awkf_NpBd=gf<0)<zv52}HlDIiQZ?Ezs
zR7`jpG_WQMMsUPjQAo8l2LAK7hxYWMZ!b`$0{#=3-_%<n1Lms=KP<We0W$-9YKn$e
z91xr44X2TX(lt1*bFG9}0G9GA0b=V(>H}brIvu$HOWfbCq(Ob)HunZ1@+!Vr&$m@d
zkh7(ahW;f$-|myDu;FFfLi)aSK=F~=*Ly|cp*x()diMkn1N(ShaDSs`gWA4opS!Bq
zHR)wLj5YAL9cq&NNivr%f}*0oNpC3nmg`2w8Z3?1?H{#{6sjE=c|knHv7!C92R08%
zkk~ma?qO~g6%<M{S|C+ohh)+#^&#EEi1O|Jkp1-`1<YEzH2`@G%9MMBd&-K8Cm;9Z
zb>=B4S7f<YLLO{*VbT_UFiYT;P8rxz=3H`G9oDGidMRq<G9rBw(vmx`)kWosbGRII
zr2P3FU0mVc{JoSP{IqSmvu>d3!6?#5vfOv=1Y=`hXON}eK?(DFqR&5U-6Q&nE^v7;
z_|pLsyzzz;JE;hZ1xVE*VpYf!xkB#krs@f>Xd$Z}#SiNdTvgj~$W|Q&qb7QGVq^xu
zrDo>Jye2p3gJ&{7DJa$tzUFL3R(|N!u`D+iG8hqGI|cQ{yMNOaXdMBL;ZWjiYR#*l
zP`y|lIsg?qyJY9h@ujFoa7v&}Z~^}g!P<)weE$YgB3Af1sm!<5WEJSXf^oS8B%V@0
z9^V02e1b-9D!d>+0RqQ{yy)}AHN{nimX#eMv*ySUxCftPYmUrwmqv7wbgpPZ)oDV_
z!@2(9nv>|%vx!EBBVXhGS>-K>;zb2A0UPavoGJnd0%hAjJ(+6)2U&Ut8DfxL9b0We
z$b)74U?|S|0GsId{bYT>9~zlWkj)Rr*FmBVmA{{hJ(#Nqg@k4k?wnE=VVsv74L~~@
zqzgk5<0N{~Jk6MCvi?_CMonGLPIh#-YCxJl0Ch$&(TSTU@$I^b4$wx}A91wENQ<FK
z1z9kP01i_A5dUhY?<jWnSh!pRbGU|;4j%rnd2X6teOham573^0h^LD>45?iJ6wut|
zd<B<yTOL=+%ts6nY^x%)Ks~^E9j-vt(UXr1>v^g-mzgC>l1MQ_TQd|J^SqJccQXyl
zD<=9xzvC!vEFF%ns&7;>o)AR@AneqJe#tu!(GiEMp<oDRTYaUgxj9sOm1J<iZ#Bs|
zz13#G^k2f|Pc#vbu71*LuBkw^2hCPAKkkbgBkUaM9rZR~0}}|)FcsDIAPO;(t;a(w
zxyAxZnSudJHZbrMUGJfp*CLh%uoZfH^X+f>+SS=kQo|$@QB?v?dXLQFp#oZfR7=|L
zp@o;+d4Pg-=r~Sh5XuMqRlg^_-62h@HOU>tj?7SSSGQ^N>y69S{&a8pEHJ6G!>lYM
zAeTWd3vHQ|<yv@eR#J*S12*7I?ZG<LKCT21KysHZLtz3FN+GfR0>r9;BVZSyQ1^gs
zppu6<cnQ+y=pVtT2J5YTfD`?N)&f96=iSjGcH;^JiN+WIMGcPBrh{i=AAJ=gAy5$M
z=HWzYp(6`1R7nZv7WpxPt6x*PQbbE9ZBn!-=!`7U<um}_ix#jUnDlIgp<$N>FeIV6
zk8rM54jLqf7nXkWf`W1));IX6p%PwjJbW22%F*M&IbdyETj2zq`VW@YRgM?{wV>e<
z0|C1L<N2U~L$JhJ!mZfl{`vd7hpqAm@75WH^+~zgBYPdLvI0+<8*T8nUqvOj8&`J=
z4Kt7gRd|R#Jfw|0UAQ1(lA+MZoD}KN^B9?gFJyRl$F3C!E`k71tGb{~9xT&<nbDyL
zOUw4w;rCB_hbsU3=}~a7p-zL+Bm-{TqoKS<16Oe}+8Tmk1gGUeX36bk1HTs)ehZF=
zwVdae7=TpF5N9zf`gqtu&+B-rp@3F-r?m1%PWsi!V)0m0Hp)=T)`H@Rcj=&8eB~hz
zWNtjMX&Z=*kk@XyOE`(qQ@q#|!f%QD|E`DsdG7P2gr&}6;WG^t<je+gRtcw~YzaE6
zXYvs)9B{YNgGa@^Ka1C{^+1RL^!e&RVeQz`XX;YYLt2f{4MK*Cpm8A1Y81(H89PDX
zNgzwcV&IzK3Gl7br~34;K6&NKY=;TtUQir7>pIbCqoH?l2DZa8RSa$oEK57Z5i$AV
z1&)DA?i#7mhMT0?mV6{ZD;vAt#p!PAlR^JjZl1erNHw$k?R0bW2;wz)R>|$hr*5~0
z&*XeX#s(<Du21(85*T(2D8;2!fl>&U|2*rxB_@7Tryza=$$@U*8wV@ApERIx^1jAR
z>4I6lSugsc1Hl|>WJdc!-=#X=WtQ-;jehw>XJiIxTkslD2zIVeh%*SZ4&Ppl>Qb${
zOyGmd#JV`!pScq-*`$P{-C@1;cfRUyJ9JZJqV#qA)wL!8Y*k`6S-tx+Qa3vE%W@w3
zG&u)4hS5*E8!!{^Q6-se60rHvyz-t}31m|0a-Dqlql}#luaxj?9@c(_9C3nDV>w(C
z=p_dpS(5@hrx|w3P`@-OVO9@5bf{;QX<%luy`Stc5?f%t?Q7hQTy)v|i+hK9G{5&k
zry$i``$3{;=xP^{bsA!JmX@Qvjwo>4sJP(wy1=QY@{9qLg(K}rx56^QOiDqwW;T(P
zQ0~p981ExHm+!Ld&v!76F#wAF*BqpSHemdf1ZrdL=u?ZsVlacSn3?d8EcmI82x~u(
zz#VmMA3A8zLi5Tf?}Wb0>#UtWkVXvK$fJ-NJs&;~#%H%dVkY7X^*t!`A?aJ{dP2sa
zwG4oDLzu2GPAE+zMbjVpeG#Izpsdd#hyCq-1JBTCOe}a!9TZ;5x8&F|X{RyVQymB^
z1BVpZt+H*0+xK<2TR+*7v*Vt`;I>@3FImfTcDP%SD<Z!yBOIiP#(e7I1)4uLKKlK@
z)-@?HiAEdoRQ=?~$cmk*rH=WE@7)K>qw!#&w0e6>tjKv^P3OKJ%i*NB-nxvGXy?p>
z_uS!K<l{9lODNeqWC%@kbwEQAQr>~1Mz!VU0ClBxeSJ0lg5sm{>5%9XhMr=Sac0cW
zGH#GDKoPo^ylJ$_Nf0zZ@%nse2ygQz=-!JE`X_}_@1bk05`lyOJu2MTqx{Ar78J*U
z)>SXwZs2~U&n1^(gp#JtBAMC@|41PCVn0BeYe<b+NneUV>VIYAzt*eXAl%LSpJpWD
z-ILIrZxTso3tVXk-0=fw!zj@JvErltBrKrX*#AZvki`dFZ+fyWEVRI&N2uvs#ZLe|
zkD9s0&yOxc1-2)zpGr?~1$hj3TYTT5590NWOngTA77v%vG*Lh5q25N(H@@I_znw?y
zdPiKlQC`StV9bXA*F;uBzzK_jgI^Me#Bt{=Gd}zo>r%z*R&&ElE9_KFMKzKbt!Y%0
zH^QpbLG|S|!bTxmwt={LnB}q=V~0%tY-LCfhl=(J^tW3JJ2KEe-BhF0le)X({r&(+
z?03^Y#RF+e_h%J8n=9%-$}M*J2*r7n{YnJLabw%pO>sxHn|c0P=-nw7NrUCyE~vYB
zvzvbP@jV<{3a#QM8Rk$P2ZUNtK}3E0rSq^#MZAvy$lg2-xEU0*gYO>=&XT<Th98bG
ze@fLB$C)+j{3G5pU^ZIELWML1hSPW7`4N#_<fsTB5Y<BxUh*_nV$tXmX@wWvvX5Qk
zoF&jI@k#Rvo6V^N0uSG{lbWQb8o&_Y8g=VJq|@Hh4G_%?zJz2%5Zviabay3axipXK
z$9LD_czhcNMHthu@aZR{<zj8t?hWA!ac&vhCk0S4#pi2YM^<g)d^brgCv^1+<>dM8
zard04s(MH^C<*FbVQsxmm_ycsvX_zub(2k+!uw;r3;UmNT#0H|3^x^EVvn3&h&`gO
zx_>^inMDPImYrE}e`=C}>RT`leaQN($l>t(U|j$F)EIUmKhZwRzajOfq7Z4<7`ZN{
z6D};YJN~E~_(1;-fF-`SfZ&{J{=NCg4zr4Wz<!`|=!n9mu-NN*`;z+Y=XnD**E}x|
zU_@Z0Ko;ZY6}oE|T>!!I-M!|jAX5&DayQbnN^95me7RI-`RCajwA*E}b8TCc2kCXX
zNQ+ct5JP;~-^5Qb2In@3TrcQxg7nHi!kn|fV1O_tRCFc?cm3Oc8x=gEec==(1R(Et
z#WF*|$}<2bX$MV7gzcrG&Odzs&|6>2*0~E|y@Bo(sQ{Bi=Y_lBKLP-D>;9nS_e8yF
z{08_+EYsTj(!a+ZIgW0Hbgzjv2h*>kP#q#YwkX8ir0WLPmXRpooTUX-*K<-|i_e@w
z<>&CVM_2+DgY(|E&%r6r*?+Ej*ARJHIiM_-T0ONN4x-Jr=zPOyfU@bjfn43Ys4j0d
zgyVz*xj+poeJBN-);O=f1HIBVcmAdycJMip%|4|`f-zttV+0wI&}SzD83}#IOo!_+
zk0J3zyge0kPYD@K&RGc?<=gJ#Ki-?rdM^iaPHXYRLJ$Uu7jJidzTsxR$s{(9r3f2?
zS2?HO!tX&?_~scIz5EIiavIB%E@oFWo13IIWH22Nr;+iNW!|u21)MH0#4Q?A-v@P0
zP1<jPmvp<RJYCDzmDKxJ{a30LSe*3+2u<#AJkK}hQ{cd;7UAeyX%X+c9i(S~0oY=`
z1hJEr%clp5Cs2)zw+h$dA-Nry{C>CtY<Y8;!7xwyAf_+1#-g9;fXBp2e?qW4S*uM3
zg(tN}W0yItZe4FTJvkdkAL3y6|H~p?H5&kqMgKi0<OThL5^k3A7%k7s&2JSTGmwzJ
z?xdks8(8DKt&01^AOj+!d>6zJS#i13$oVd0b^W}JwIS&EISVC(I(L@Up1@ur+6nB4
zWoKlpJCsk2!xNy5W9`uW+CW_vb{$c8k`l)COQO5rAxu*aG?-@48#Z^Li7K=vF&W52
zG2$LoN@sSLlR+`2i`4e}*(Xs*S$zX^XWhO6rRJgn@^<yv*dV$iyR+uQ45N_}*p#FB
zx2gn<5wO7I!}SYtC|Rf~nPLMQkMG-H#3#@VBlBiXvy>7@Td4FtQy(EZ*jIxNza`!2
z&d|fgSDJ?0g$=KBscBP+v|~FQ7dan4W#?TF#fvNQH#!CVr2T#IXOKkM1lqdMK_H61
z3KV}|)3|+ty->e6?2wE*dvjMobuKtKuTNYUE{?DQv1gvQFXO7Ofv#f>r=#!K=Oe{&
z#V;8DRZ#Iw{4}-0>=H7!-*T?ca&_E+RP%J#*AA)}sFhW3a?yKU)7CgMEtbrhCztdG
zwxKO@UEG37<=EP9KW3?Bn0$~fzaEqX;dVv(=1k)sc|XHE2eZlXNoErW9MrIyN`F=v
zW^;fTEN;0B=J`u0$we3;S!hZ`4>E=3z}`2>f%C1zwugN2^V2c0a9;(f-PU^*9n>sC
zPa(szVi9HImMkNVyjh$O$f?3l3$I!QF*{&j20;u;<YW;<X2RPB$u|k8B=`v2tm;nd
z?CAy<xRZF!d~mKT65F21&F&~95py<4i5A!nZQOtAFq#)xn!J1-@Xb;EIX8dokFZyt
ze3BC>FOm|5^9#h_XI^<nq#<_tAD%!De#M944u{mP*$7mO(248^<}!?lsc}BO!kM0H
zd7v}y0djP8kP(V)KH1`5ZB%Ox3+H37)sk*|WY>+2la$04P=-LMKxqO8s<sPv;H2Ga
zYaN=rQ5cEjOxC>)&)|;*W#s+<v^uYF0XePPOxGQCRC^NjjpXUdt6+K_bhM)wE=BPO
zge~)Coo4spP8|dxo<1x0R7Fx;7Lc9HbCb=G86aqCZF{BGE(g6#Qu{?pZ;R_OVG8RW
zO6Xi}zKyJ5(tN6MIuIvmCJL(UJ=xX%>m?yEJlr8MjzF=>26@R`p&o6-L5(U?oE6Jy
zmX*b7YWqA|{2f*YIA@$OyT6b8PMa0lH!-2GDNHxoq^PuIDO9ZCAD@pl>vWP6eOzrk
z5(Zz6uvuUUS|x<?73qHfOI^>_#xVY5WR2hLfi4dRLU#)(4*_EUyq%!u+~cqVwq%4@
znvMr1bl1vc8OZ=u^y)Km!m>TLSXLU&0O7+<zV;9;Z)*^Pf2@^irAdYfvt)I<px4fm
zJ8OVjw5Rh-V7>;mHzgbRO#ZOhvexzfVN${Pu@l~xUBj;AfjZE;hZO!#lQ+VY0fx9`
ztcqnA`IH_k9@X|1Dkk_Q1!(CoZcYThd%ox33_%y(Kp!c{q@Ir#Lh@GXTK55!g|;aL
z(Cpr~^GQq$+9<X28-MmO0WJYnD5WlG43VKvZ79W`4>S-p_<JAcEdGO^&4D;ifh|+m
zU<#3yE7yeAM+BDc$F(-p{qo0^q`s^)NX{5bl^v-FO5V*)Pd2oJP>m1iG5>KEDLd$Y
zXyYVGf#gzOznKuQ3GcVufW<AWyEe}Q%-2U}@t`stLMxR->Cp2o#~d{S9N>w00X`KQ
z{#sF4b)-R6j;yu1p}i~l?$#g38sl^)zK{Jmawm18&Q@+iCxxcW`({r)V4%#6{#1ET
zQLv!)0C6o2QT|QT))&zW23VwciOjpIp&kWWQL<ya0FjxrKh7qn@C|*u;oPN+-nAiO
z6)1vjfJ41a9A{3&zSy0;A0u9V%M4kIFf|#vt|Vmp;x|alEaZcv3D#AWGzTJVoWEhr
z64jTVQb*+@viNeY{rno_Y2+4yQK;IklqyI1#e+r=d>H5~c<x^Y9OE&^zBj+8b!;14
z66&YqRTiYk#dzVxBvS!UmdHY2Ryl8Iu(RMt6rz5Q_GZFC3@ii`Zzh=Mt;dt%OfJ!9
z$Dt=+z{mCbToV|tV<*+?WgK4#L6w;I7?phi1nUZ}KOdS5L-;|sCdBM*et-o>Rd>{)
zP1Jx!C7iV{#jt7&G@0Ei_WAS<Qn!Um-BrJyV**<Hqfn|tkl|+;b`!|s)+!%X@tb0(
z5lxC7KOmTM;6#UY{f}6orlbW;`sYd#5^7ZAZW0A@5MO!G?}j^hy=z3xG~8*Sk^g+w
z74q8`FFgJ6k3l)Ag2(hJz<i~6u#;DXlIae&pae2ib~NYGynlKXWCVGW1r~n5e??w*
z)S+nQC5$GA+-+Q)n_WAnKgtGYoo$fkcf4E<?4kUmn_qnbrZy+y%mJ{2VHWs;r@9%`
zK?EDvO#=C?I)NbrB9+Y>EP<JH8s0vseq5sj?1koR_dcN4YN*>z9_gq)DdAq#X;XvF
z2&7ATVWaYhUwGr;3sAC(DAvi<l_(r5B@i79yr*W)S&n(dh4!R12c9?t#jx2TtHV?I
z*pVx9c>cqQN~p?$jtV6p{&!7&6ueTo&`13HtO?Sw+?BGWk!BimGGnAF;OTf{zHgj+
zRP2i&8mr;x1`?bk#RCO0lA-J@VL1*Ass9DVdkJMNu6O(vT*55|Et7+;SwJ0i8fm$Z
zjMD%MSQglH*ZQmKEut9){z02X;m}s}fY-PR*-Wx7PRWFD-z`XCE*GR|x3=Sti82ke
z{zYI_MQwKlUZnlqtxavCNyrim!wjbC;1d&9o?9i`0}hG(fLxdyZvoPoFBtLyl!{?p
zQ3o>WYjBij4<5w^9&hb-m;2`XO8NN9ZMCo$qVC=OifRtZk?;~QY?Tt>(#>)4(X;MA
zdES>rT_`Amm79GTO%xxV^%og?(YTbN;b*KZ6$&DAPexvhgrCJrb`^Sn^c?C^cw2}8
zAwOfG4`R7eDvr&yM};yYJy~w$OBKjXb4oGeKLuIIlD>=opmQp#4``IEHq<D=-7w*E
zp5t4jBYL=mSIpR%r#-B7DqV%Q7V&VxCN#b73(2QG!u6eA-J3aXzm94+64Sr(?+!s!
zPBgA7y?!^LeevSvMk;!Yr|0Jja7e&83On^m$0O}5@I2~3aQW3J-Oa0wY2AsS8Tdrx
z1l}~s3>HTeP;}+^LS4py)D@IA30e!)IZzJ}Un&)9H-Gog8`Xqb*Yn_Gl9vt9UNd6-
z22VMxE8Cx-0X9JX-C(5S^X(#+`9!BCLzP@u$n_7fSq8i`WblcA7Lrw%XdRBfzpo$}
zR(cE0-gxE<P{+66JJl|%nMy(Q&kQd3*$r}`um7qo+mJR=AQKnZpN9h%DtFvIJ`hVr
z-TE5%sBY<>p*=h85vr+BibLJyPd(7O7C+?*u9oJy@;}FqY>B@Vt7R_S8LBiM0+7qD
zkJK8D&|)rx5(>o%9ld%qdbhjYkQh|dk6!UFr~~i$ZEapTGApAcEn6}H;0MmGj{;FO
z84S>h1(Efdu9f+cvx|Dgtrw;P<~%_&RCL9IpYf_aM<gUC4G7HHVWUqh#Y>#oNjW;S
z=)&tRfTFOMLEpFUN;t%d=sf}ntaxk1CE`$jehj&G_Pg~3f7V_kGc~<(!mpP0ikzkd
z@;AJMCO)qq2+bA850oVF3?D=vXNBJ4t(ieRGxc!48Xvie9xGJT6S#os=f%X#i!F(g
z2yD^zTGOMQfgfpc$Roe%jlaELx_3ccHg=TOh}2{_kUS2EFJLrGnAFgEruS4Uc6K1!
z#k2&&2M$$msoHP3R6b**N9=$m0`gIWRes$W%z57Bq-q9zowbEy=nnjk+wleuRD7*^
zxnv{?Y+yX92lc9A3C6kl)r<r%&2)ghfC<M^>@*<6A+g594#pXgErBg6T8+$3jXXGM
z{d2n^&qNtuAub+YgsJ41n4E=SJQ~8S;kgA*Nb#O#kJ@=FK=TI>%!1L7gFlYw2_NYy
z2KWY9R$#Lm1}wNu{tGdSPl-!GrPiYo*#;Ti%-2r~rr}Ws!xsG}?>`<^J4%)wJ#PRK
z%@-@_!_$ko1Rp3EYvSuY_pi^3X*8YX!#essqYQ*d#Ho8c8$nZ`jCr|b{?SXI5%>zS
zJdf`fu%E^bLf8-W8w4U9q>taT@s2agqr_<!SBS`?2k>9c@-u_fRErbzgEb=aibORq
z&HL};9i}zsA%X?Cbl^$$XE&c0a#hMJ1Aj~&?UNqC5i)vhO>IM?R`EyUze#eJCJh!l
zo5dU}P{q!GByso0H!A%1W(7FtQ=)8uT>C~F0Vu&*0(dQJ;~%Q4V1psg9N|?<LPZ@2
z`EduUny`t8sB|U!^4BT`k++V(otV?-fLaK87JQxOy}eZlWysPhcTXsh5|EL<6A?(!
z>{q?!^BTH;%MP>#@YETVIc3++{n{QbTq9QvD0}hNz#K{m$B&BI7k|`{BN2Gp>55mf
z7=;h=Xg<F=i(gpm^DF{Vy`^^Oi64dx08ri_&f#ziWW<hqfP7)ij-Ql_hD_s}odvDz
z++hLGNcV6a(EnhS{kimrxrK^LEv;TQY<na#iZnmT#94C+cT9jl>JTOfPx-YAfYtF#
z;IPRyNH0&t7Bc361nD!w!4^@u`)Q}*zCxM)EENdp1PxGjQYRzhR)30ti-S|+joG%`
zOqZt<2vR4=DIlajc2E`=fF?H<*jp3&GImK8V5IPS%yP?wUmfDm6)pa^JJ_XPHZ4!S
zlDUsG+23rHG^TS&G++dk_(b4s9<z-?dR~*KI~@vMZuG{-5Xcl4kt3139;`zQ*`?u?
zw?9Q>h2k11xv`K_UV><2`_7E2><K(L_{3kx<(mh<B#GKRFTikD0whZU)tNXDhqoF^
zuxBBJ(}#_5YJY%@v<qaE#L!Gm*kXiP3uYTo-(4+tEjK>NnE#*`h_qqeYHPv?AdJ_~
zZ>A-@OkiUmw=miG9ujYVYN^8RjEctRQulkeq20NV3JprMBI>y?@Yo#Kr}d#IJT+`Y
z8cn{-Nr@#D!20e68??$Nb6d1bX!G!SN`z?ygH;cp7EpZj$O52*|LdQTzP%1r4tIBC
zUmry6?me3-<*gPbp1MHWx%0AK6{Jn_d$w~2)On@*iJaT1K7Kqn-V&|(U+DcjEi7s2
zX9xw*dgKj&I)_l1gYP*`k#v{ou(Z&N2DfqFMQW-3+|rdo3Y(SRj9?SO+Y))<EU*SR
z+TjU!Du_-Hh`M5_ishdOWr`mVGHKqAw`8-vfI%>SHqH^4Ixe9gQcdtwfIHo9+IG=D
z9tZi}DP3-LNwLag9A#1^DJx(GF!cZCSAy77d6^TQSMV+WU9WyRyLlhz6#&WNaw04t
z8uT3%^<TpIj2zPH<}W7_6igaH1mlOcIvopS9v}|sD6M&K7Dxx=sd;p{zLaV(Jsm9A
zmCP+{1&AINw2-5ljC1K=#f0*^+N}AnfA*Zr888%?>7OGmpD$lGy=3n>!@?4}Nk1eT
zfF$KH^XSqMa&Ddv+-7+ZU02iN^v2F1K2G{2JWLJwv-5p29UW#dTmSRC2_;DqxVfmC
zX)bSq&qWaG6u^mJA-$SJ-@ebR_<o0l{MNW6mezh+toX4__x8BCZI06hgpwl|P&fkS
z6eTh$k5$m{!N(9~)89UsBXo`&L~A!}7PBS(-3M<9=Ch%lQ4qTzb7|mlz+)6#lU@O7
zfZFR1kHbT|h3AWT{1?}@`{cX!cz?NQ)14oI;*<!Op^0X9m#45IM`DNr2>o_szL2Ej
zp(g`X#<c<>;Cwh1keT|6)FSi2;j<LwTumfD#ee?jV)wQIv9_zSs9bOyo)2_QK_xZb
z&`j^!``KQorwQFi>fgGNYe$sD{`5gI4(uDh1xo}QS~F?=e~_?&N4quRS@A{<Z6{<s
zlb`P$0ZL-{29)3}vMmwg*oN7%=`v<hOazJV5H9xx1z((Ro>PYIi_CqGCgzWnd4ev_
z_HlJ7aPD!SKUV;u3WB)u_GmQWsxq6bX)O-gnbW34ApjB(DA}DWDvDr%%z4ZB7C!UD
zy^dFphU&>KxxrWucw<qm+#8cJj%jCg39q=NL|z>fere_(B8eN7Rhytrp?<8Juv1R2
zr}SjYC6S7B%O2P>iG4`t?R@0s@pbD<neIoqhg>0nb~Muw@tCG*(FZkLN9y3`Q9R)3
zVzv<_1Cm2uu*;{u`ol^Gl_$x3QfNTt%7OAKJd%>$T76%+{9Lhrcbg^-1h{P_C;_c<
zJk=o$l~fu%KzRd8`NV%;T#zh#!Uo%e6aYP)3_6XF50VISF;L17J=e2qh}`904>JHZ
zX@|{Yru$)Q%1A-Hp}Ai>)^&%u8%inoyJm@361@3MPoSI1o7n~*@jbqZ5l}W*FJN3?
zDr6Y%P_I}^Sue|zReqXb#;P^{PWkuwJ)ny9vyJOQaO>ei`;dMj^p^vk*g?8T+Ussl
zJdoZTgv~M9AH8?u*>42ISmh8k2?aK}q@B6NP|nj&MU2A9ENABNJL7O2?rILifWlpE
zq>hm<AoC<t3CIk6?=J@60_I1JzT_?}FvzyB%Hv8e__I>wLQVK`SOfgl8|10U$8AhO
zr>&-jm$g8l34a4?pGV%_err*eW{8=TFWazgq-)2VeVo<n{LuXOyxB!rmR0?Q#wvn%
zo*^y};%E$r<GT9^fE@oWLpe2F4rjIu=xen}i9*hXERXQrV`($l#MPNVILc_xYyus(
z`X5%n*L&@9gnzPtJL{e;=-z-e!^6<b=8+Y<E+>fubc*GC7xXf<n(&3o{JLPY#oj&i
zelOc@Ut^WO&W+kYgS5naQ3D)SsrDzxyXCK{fn0mz@r~6Mbjfr*XLgVG@{HgbK^QTl
z8s{9(V8yqv)q;q-ht_$lcF-3Qu;#V;^VJ3PDz-P<eUzfzk~su2)!jX$|25Bk!8<z`
z9i9#>D9*<KHIaMhV%h*p`ltk0Ph})Jl)lwlPnwOsbup$XR}svv9Gs~K@-^gAV+==1
zjMs&@R*>9r7ya}n5jL+spIpO2YJ{kh#Hrcu;XejcgXEm~t#gI;PiVkdnH&?$Y>486
z=Np-79xIpSJRjacoRy;tb47Fr;ku_$MYf1H_!^Ty6AC)e4}-Ef?sQ4JXzOhX4VfKD
zrrm<(;7Vv8_#M~hw8p=}27Izm5Ddm0(fzI_&ZzjvH;><?E9=6t`Q3a2=Qhw!SYtAn
z0tI0_RgX3&>|x_X@*`vWKyoO)gw;SjY3|`j)%BMngYSz4f)8oN)Z*<ESYuuN{N}b`
z*g>*C7`AN+_4+gPaY^R)ckV)a><x^Q0@N;`7ape`vdgm<Ip`_A^}JrcQEc9}jIP^Z
z<C92%2yXrscZ7GTPz{;+uHCnTAUaFN#h=#Y{L{ht5CnY>lrQj_ZTpiz0)Ck|%-4u*
zh0?I9K>qjor^vf&x}y<!T98V+%Kgs0;Y5FaU$ya+2!lHy4DJ97?vs7Ws|PfA_f3<f
z4*%0JQs9OKZt+`#UB+TFJyuF54jtpeEqBiQ-Sq&=MhfKP0lsR_?d}dn*2pREQ-o8$
zL*4Z9;$~9IC!7*^IXd1Q82LYrINLoG0v(c#gy7V51+5f*p<x7LdFManWr>F8?^uxz
zH2Z3KkHH3}3C6K-g;UF4wLp~p;{FIT!l8ZMw<#$vK(=e2kR=)#w}3+Ii+Ba-NSmK(
zhRdni9i!d*F?)j^UYWCjR>RfYZD*@kcDdt*i8K<8U|aP_rN3<>d3&yPBtD>#0jB|p
zH(Y3IT%zvBQ>IdUJ;!VJ<M--VlfxPbdaGYv<vTgQ&{|dMQ*V1Pp|m*VYbL?VUs-oT
zyapldRQ5w;V9Qj6Bs^`j;myH1M_*1DKu(f9o@)3}NvA#Z`uArk>G2@;cr6m7UdaxO
zn}g2oG-SKWV>92?_L15A=OpPH)8#R}>Wq)2_@%}Yu(s*r7sj+Tzu3rzb%>;}nlv15
zC-;p}6vcm|rQZ)CMI;`nIclejd_dm)KFInpTmO85mb?9LwEW*F^e0Ry|Md?oK2|mB
z9@*F<%BD(4Zj|Gnee5y%ko_)II+lMvVt4-?ferca?{R2$``-`$@qZXg$e%xdzkfi7
zA@8H%&j-c74n;mC5A%P0lE0GRV<mpg|J!f={o0m-uEy`S{5=<-a{k_@-(A^Kuc*(S
ze=qXyM?*LD$=`3`%*e?N<EQ=mNiy|wMs~XSZ?up-Q@-!J1#go!8jw@PhvoRd3I6`x
zchfWdeVZcRUaRqjzfk{u_xD{$-u?YuBDe8hZ^%viy?Nqc{5B$ABX54&{MiF}`|r(u
z@BZ2D&v}ngUu1u;4*iT=%Ky+*{@1tsPh<ICw2K{{8`*20wb5A3|M}kjhsN^H_x`V*
z{r|}+{Bt6>+YxD-|Lo`0RnKuC=kR~Nmw)#4Sh1$Zv;S8E-tPZi4Y`TfCyej@T;2b^
zZT{KkKYPaa|D5Rm`ALy`{J%S$!{5{S=i>h~)W2Jir|^IGJpZRd(wqO{4*YY-KMm^t
zjYIzJy#E?r{?~Wr|D&#s3>Uc>|989k-~RFcP*?v~xBYid{dL@bdhvhJZT}e}euE2!
zi~rEs@$TOnkvIQ!SO4cJ{{Q>>KRxn)YUw-nKhI7a{r}az&iq$H&p#dS|M|YY=l;h#
z@b~>chy4GAzK-~m^!5L%S^VEq_E1JIGBZ_=h|K=NjNqtBqSlP!thKtK8lgUnzsDUU
zIv@B#Oa354NmKkLaItH<9)C}>JenZU^Y1<IZB>vh$L@tsqu~YjJ-p4Ul}!4=?|}S2
zpOWeP?<q)W1cPsy|MM1EjVD${V&w}LX93i#=t#VG#>x(OVf<#o$%Pjw5x&CsAArQ+
zhx{VmkS4!DK#d<<{A0?C%s=4lL;l9!&M0T=d_OSBo@~xLPuts|C?T%(G6SFBk%;ns
z^&G*6I3|1F7`5{CVVH<nWc!57`2njvMGfza92&YaiXkj+YTZ=CYokIYF1YfMakORK
z<p)pH13Ko5$}jlO{u>R@^)2~re?Q+^>1v;b;UcOxZxdn<2ne@)JYyDD=KP&L;BeG_
z=Q-}_c?RA1dyD#Kd`R<eo^X3$0N*k)r)A6^YWVgXm{Hllh$CXJHWn|=Rn^Z9tULtq
z=rMw)2a0N2gICc}n!^u5&q_<pPZmHbOi~)+Q3T7xUaQ^7?N>#;^1-2)h;?IQ7xtHv
zmyp}aL-|#xvvAie?lis5LjsyEQ%>9^T$HJb?<Z3vsgjNl?OAqqVaz&aQGLE+Wd`Su
zD6stXWJ9ylbJ77zrna!{=kcP&kGSr7mEWqI+14jXz8&u%)Q0kPy4(5pF^PO7$C3Rh
zR{0|u133m@xAM(hrkxNOVB$MZBn(ve^j++CQ`Q#Gzh;Ue30qQR5yZW`4dnUJ>w3@6
z{6?v?d-i}+aT>uNAqY!fjCdfK<8Y^3&2Xx<vOP2AOa+YozKQ%^elUmVeq2co<z63`
z2>B|Lx#@#leRZ)0y*(F{jRdDr>(%-PW~l<x3492pvpERw&k9Czmy?aHX}S^(4g#r{
zLFZ`gRU5}%v!Ipsa<;F#X3x?fNy7{BL$G!Q<1oHFDm5G#wM#~u|IYSFId{+J10Wor
zhMsy>SC=v7o9}Lvi|D{714@N_cw8RSwkAz!vxt`lT1bwfue4&6kzyrw8~}e>@3wlq
zAVU;)iiRhiEQ0XS^XJX9;6W*zH)7ju%Jv=u3n`v_kb%k7Pp`WKW5xtJHm_PaNYD;m
z0sD%Vxp+ozezI>T=fbA~*3$D*7uOYdMgvA&bpbr>1ir`nskqSm+slC-ukky~z8I(k
zvkJoX{`vNTje?otx~^#)eD#`uk5+t#z355#iTYVUZG$1P!x^~qcQwpG7u8QWD$27x
zjSj#XjsY#A=J-}A>Epl4oxgi)PhHi62QmaN1qtx-u@}~clgD?v;RQGFG}CT{?(yAK
zo|D0wD+r6QyhjF?U7sJU{hO1Sw)cl{l}=_DWO%l)mXYN6v|Mc6`<~&v3Y6=8t6e3C
z*<IJ%pd@4_;IU#*qF^FDVpAikW*^-151ecF>is#eg(!uPcG;DCP>4XHyPRIj<+vp7
zmj$5uu>i}NR2TF4qz~D2XZ#waq(dMEJNy5|-Iq11%56*jqY9Kx9_c|uz=rNkdPP7%
z+FxHe*LP0cbL*iVt0F4Gz4ls4C(JqKXmVt}(BlA(WWS~IN1h%Axau0jVy5X5@&aU+
zkd**0$;#c_F}^ABuooo*MsM2E-b-<_OYsq4m%se=d?=r?c*UO^MNz`VR-OJzhuLHU
z3I_QAXaRD%G77r9KDq=n&aPNyBcFo)$9M?uir%V%WDj;b)bJS5kK)30n++0%(^CT|
zN1;6bi$akB$fN#@aH*t-Q`~+{ye}%SpxwA#`*=wLj)9k9yhpTksExo=pmZ)L)CEXx
z7DCInf$ph9*|u`|b<8cje9SfngcDgr8=9HA4B_?$cN~}o24Wj@tb&540T~*aaC{+(
zpZlwE`MqLMbTj+Ahs<>sPIIZu3-EPX_^0$;j7xE)=wf(e%C9<=kDJ!jxvjf-eZ6&#
zph{~KPw~sK_RV8GnHjf9w%ZrzT!_-o!+Mkkv<AXoGJ^0UI05K*5<mXCeE@`o+-g=j
z&M}-NlGp6+ebm=|*s|keey}+aS&$y}O$V#ab5UwY&Mxm;P_FEaWlr95el+qS=w+d$
zsBp2vn|WZoMEKi=V{aF<Y!ZlJ;?K1;7~k%7-w^+yd+kPnxKm#4xbNsgJ@yXux>Mo6
zelOaEjg{sB(mQIFvRzE|N7nzupbPXXnQHu(wKdN=A7ZEZe3X%2&!_8sJV9>rooidO
zolnkA32uH@gm!=ATlM-Yc!&XJdK!-TIF8)W2^ItWgi{J;i=Y4UsXM}Mqz_-Vdkg#T
zvpP{0$ycE$S~bu2=iITO^!|bX<H2lwl(oY$bK*VOJpimsu;Cu9s>}iDbH2E39A`Pc
z_ObV8ZD&9BdcaTKz{gE_CAJD%qX149sux1iO21~Y^M1^(6dpj$NqvSP)@pjC;`w%1
zvcY!m%-I=!Xnv)-he9>G(EHf0)At*t=#u|<a`AcQcEp^6*LZjIe14vd*H;|s-CQ5v
zjq^jdG0#3;)E0I}<;CB`A85wwU6@!pq%LtaysqoYRGy@a`q(iF=zp5!_#pJ|e!)55
z3&XSBZ~KA|s(kmUo)H*t=-s0L^d8GraGm6n2L5TLC#<Jh#qakk*MLXp3fY(F@Pptq
zlE=5Dp^e%>DWd1yWhAb?)cz9w1|E*w9`{0L)+6`qePtINEMSxh3KgSE4yHG>zJHp}
z=54<Y-`cyTYVX^Gw!FCt7Pz5*jz+u7dw-E!fSfgWCS5+N?dOGhS6OL$Iy#?s)b;U`
zj)$F`LsWXZ+^A#u)IciiEwf+CxBBw{xm0!rX_j!qr3o#>PI&|LZ%Y=#nk)JjO#1nC
zfBfY~DT#%A&vq^hC>vzVwNzHRbls^c+19<ffQy{pd+Q1ASd`rsu$i#j7u^pZNPS#z
z@aLy}aE*R+tY60RFhrM3dd(()K+_WFaUXH91*9ug@VO3Fd7nZ$3$<JgQcSmfn*G@6
zP3O(4MG#DKs(AUm@RQkS;9$sAg95IPYOH5=s+)T6F>k@zB|j=|i}M9-(y=pCR37h3
zoOU;RlpLGaIOCKRtsSfu{rVvl0EK;8a$nXX#1@+C(taQPw+8*qyCS35?DU_?hu4n>
z)-_Gop=h-GP@*rrm%~e4PRGN~ZrJV!vS!HQJl;xkeC%9IG^2`f&gEALEO{c-5zPKU
z8YS#DT(_h?+u$?5EDHl2tHls$5fcJxbMq}Ei$U^vc;SR!T<6ggPP`ABk5sz~8rI!N
z@|@+`Os#XkO+UJe<YPnQdc`^*u@Q&kXKwS`BL2E_b?*9jHctWb`WfFS>M)(;75Xq;
zXK|!BX1tmYD2wyMc2ThMgL1jz*mXOn3|696xf$=tV;k;tJZmei!RE?+k?eP>4GB4R
zJsa-^4GviK*5gUN`n!YPT-k;|iKN&`cCH!^$-b7ug_3D-2-7=f=Go}_f_*p8vyaND
zv@by6X6kp|2ZJj9&X{(h0BZp8@AybTK2njRK?ZY#jMGkn>Wm{d+>tlBZ349|I|s(|
z_#QWqXcoPb`X_x`vd{RvyivJ1=FdCGN~1-PTT5*cD7&*s1CkcsYmyT|c57hkI_o?4
z^-^31lz+#EGquUJc0Ap27d#7zx{pu56zbJqtDpS(4uEHd+5#CHzskd!75aP%``y9k
z1XLRN_TF<)E60(6r(yc;j@zu^2}x7(xS$jKJNy)P#}0vgTH$fWK*-e8XF+&_sy>sP
ze!f0NbaZN|2ju#O{u+0Fpz?)Q`RU0blL{SyIOGYqMfY*2vc#FpIZ4Y}vO!})_sVw?
z6&tFyiQXQV9y<(|=vO38-L0Ib-fn`x*s>H|LZ<W9<W!wmI!-jRPCABjdFrC;0Q!HS
zNXvx;*a;Cd=KOrcnd`uN(YUS~Ih&yZeMydTv<r))=TeSuUL*HfAjT@C5u4ren~uI{
z<wZAGVRiqZhNMn@>)X9tx4-9>oa<A6S=jx_?9Nc2Ts``fjwkgQXi-&7d77pW$ery|
znm+Ac^;)ALb-<_l<doA{qjBw9zYgweVGiVn;JiQue3s^wjegh<ya&<YY|la!Ql`p<
zU7GA6R;gM})p!1)?|+5ye6F}8aPYVwUe3sJUde3-LW<^=?dA!jjQjhuUcNJrFj&g-
z0*JIcpXaRmVm}mueL+83?>-`dmzHh6=zCIoGy5im&5_kVhK%W6$L%1N3om`ym&zV3
z_V~Sy%B3i+yK~|OL5q%YaNLYf;5WzJw&vdXK+qnC@<mV>%7b*GNgBH?FK`IeoI=lU
zgA6Ph0!=%c2LVU;CS_P@cnUdX1QGErrx!E?Q1`>z>QWSNepE<awn?;mFUN9e9x=VZ
zYHpwr<lEM8oQ>ulx8_*VpZ7lfS-=#RW9)q31A`dt%h1+sOuW~l06cM2&|#x0b3H`z
z<=CKi?KUF2@bGUgJ<qd%%O(ybF96i}_;i^wl2HMCEq)r?ttb@G_?q_p@tL76^ki|3
zWl!WSV-pQLdA`EehdTQ3vZ%2IF9_f;lj}Mqy3D8r8pq#_Oa=B!S;9L$Wbj<^C;9i!
zODK;1R~R4W*Ep?i2ZY`4e0JvL?7F6Y*0(|ycjhmRAMi0JE|qTK&<K|hLU(NbB8Bet
z!bdUtiT4TG%}EqX?skFJ<wN=*2Fb4HetiLJOZxlIx4R$b@)MGcK>PuhE2f#zw(ST{
zrFArgKb0r!TMp^*XInj`?#07}|9PhAPljdT*=ptI^Bd=}X<L@*5aT-_NG<&xx($mP
zze}4=d8sB&tYz`-P~OfK$Zy3Ea#*1Br8B%g(BCB+>BsxJV(3Zx?6y07nV#>zRuAuo
z+?R1;Adgcpl9;A;n?AK8xLu*J{ZtA^A2J$x9-tZJxaTj$S^{hR^<!l_tQ_>kr*IK=
zsxNTpWI%u|+awo`j*jcGn<xC19MxZfZaqXnnSc6n4AXt=73KnTT=*E6%;tKo@No?d
z2a$GI=UINDA-NgUEM!@>qbO;=YuJZ3^gd2r49)!nuoDx}|GIk2yhc>5SkJCLn2*u5
zszGV;`{iHDQjH7ZtOu<wKe{dAI4-K$RH4C_42YcGcOz<I4}c9`G`?XKtz<lrr%2N@
zlbnTRCdmN{t&xkn3Eq%~CmL@^i0O3WwHAz`*_-n**K)lapWLcNGUD6H@9#HkHoU%s
zM_Gd&1AhMV;`u?`#>+BbNE~CtnO?FGTpXzS{M6J8FBW#Yck?+WV_jG5L@X=n^^dc0
zNb9yeh*#mO)Hh9wJwhL=nFs!=uTT&QAPE?ONVl(>ZzI=n{zNE@uEm_=dExU%Sprb8
zE?m;_3+RTzLde)<gw*TJ%SKFwBnUph%D>Kh#|C(@X*+)h>e~~V{LKN~E=ZLJt>(@o
zmrEVfLm@TBPld19HVyX#-DLa5hCmNqd{1RCKrh{I9>V5wewOEwe{+v-CpNzYr-E3t
zI2e6X@+XudAu0(w_h82Rt6m%nR)w?VL{zX=L@(LJny;-^PUc!A4adj(bM@1FY~Ivu
zp~5!W8+(X$G-I|;SPig>IKN=g)C^U>xloP{L~1*{Fu=_74|rKE;sG+JUk!2M01Ddk
zR2LvPTtP>qmpjd|t!6@(>lDm-8;Kag8k)p*3(LkNIDeRRyT2%cGa9<+K+K?^&R+Lh
zj5JBt-Ph=>@XL5IrA#*!;JuUn{GA&pKA9h5_5`&A!t!MRBj}Wua{$dk1Nj(Jd!4EU
zE2{Jq!JsM2k8K!N{r>g=<ifjD7*RjD5x3Z8cdC??&**+m91=h14T-{YSy5=^c#Oe(
znm0qx-md7$b<g{tiMIwKqYqPunBh%Ld@CU7HxunB?;4bjuMcHeA4m%aSkIVOv&FyQ
zQ^(&(lXMW?`iJG)-C2nkzRzcO>B1AVkAYS1sFsU_r!`%Modp_INNN0C|K(Gn4>KUx
zpT{Q<BoL=m`=ELpH4qgVpP?1(_%l<V&+Sr<YTu&7uQ?c@05!CKmKqu&jeJ+h^l9Fo
z@%?gQ7Ua(Fy8ymv2}Js=qQqazd0IkH@3EQ2*%DB1l;su6JFW}Wx!53CzIQ<FKhN}S
z@uG7UOg6YCx;+ayT<GJF$QHWbl-2aIW<9LEuE%6JAXFenJnkXB^>*JZ5>;2+Q4!uV
z5iHWci1AR-9ZOGX^m_JQHc7)97#uT;KfCDZFEcg*xy3}BE1jN5kG<44ABA#mQw@T<
zT|$iGCf=Xuc!6xp>-+nDJ{YaiVtkGjkJkF2RsEzKBNsYcd&6L~Wdeh#W@)GKN<ke0
z+hPJr_rv~^s~$AO8*N|{e*SqE2bd=5dq9Ll{WLid2p~y<WjcevY;Wy{*Hy3=G_CHl
zmmoKt6jD3oL`T>6@Zf$KqXvhcQ5SmPf1YivpKkWiyPO^W-emi?#XyQF8=-kt32`0X
zvosdCvwRajUTotuA9Mx)amiHg_u~~`n>YY%rmr<|na}kjKB~dS+{%RGlD((0%}_3P
zclXV26S%`Ro3B#-)iL`;Hx^fYKMyfFm7~&pJ)93zL}S5eI86`jciHcCQNEoa;%6wg
zEe%yP5o_Hq=<c88L0qCILQoh@DG2sMlX+N@Ak!j(v~|;=$e8a>QZ;W9lH_<)VgIK1
z_V|5(r8n=Gnz&}@50iEK^6Kf2Tjx<1W!3KLa2N0k8mfr6c?Q-3%RH|dHZt>;80$k)
z;u@WP-q~fbfVAEOclKF*lG|?!<=acjl&Xa8dEwOxUBEIcFO^x(;)23O0tul+0|$=n
zMbYTFfv20}ybhjt87dH|bkg)L$7l1odif%!CMBhs->3m|?9Dd@GGx=xklpVpv{yg}
z_I}xYnll@WKNrl=C!MUZ)Ri%Z@7LUW^F<9)dm0UDPfz6!WOHpygnTs>YHw!s(+iod
z@;$kaHr?5soGFqrDb636>5YwSt(xTZ)FsE)&vKSrKM$VFZ@)`+Co_4;Cv*T<I@TDo
zvqq`*@i}}q12oNRb9GFz8a`>O1ewn@As4U4Xa0&e$=)8=I_<Qj68^9L^Zyb)#IpYb
z%MD!8{{#^I*PH(W5Wy$>XCqSC#%}_B_#e36WVe6UB>%5shG2Ecx&J>eE|LNx)HD7m
zE-F-hzH#Io$pDL^?|~<|Gz+n+pX5#PJzur=hF_coKfrJ*y|06#6MUNVrY?R3UQ40L
zj11~UcM$^P^r?A6lm7gQkncP-!Wy&F=%RRr6N>*7AD=02?AT7e_*ucyU#xrR$8)Df
z{xaogofk-dihdQ`biY=Ahw9mtZ`s5^-+$0)bUc^7!8R#V>(TPKm6BFVKe*ibNd;FG
z+@gnm38bj{wDgGnb`mWW&Gg_nmSy>5r86I-U6?p{IRe6cxG==pVKa1p;+Kr4FS}hZ
zfH?GYktL`tZ<8Nvx9E`=@$j=tKG>n2jPmIF^Pw8gXl#A|mLtei9e-YOOLg3-i`dxv
zh!d@g6qHT5KxK5J_LO0QfwaAt-tXzQT<M7or7<z^kEW>N9!L7mFdS|{QFn$rG(#N#
zuzou!rz(4^U_+fD{Uz@|)s^2^C4)mOS;9FNmdNG9-gv_?)C%&I@c*8=_6&$W?`&hJ
zZKp}L{bp&Q$EQPKTxY@1%t1%Ouhmp8V9kRBnd%Fuycn&E8EFrlwbLw?)P{IPnr;2?
z{&AZNwub)w)ngPsEf<B<_*AdMMu`k)O3;<fG|bBCoX9Kbl0EJp8YIDI6r+>+jVIBD
z0*SnZ#U&oB=Dk%k*=gvm@1GzRdwkP-|9h>~1s^_+SDVVe4^>cHN&Oh*vy{{8LA{Fa
z-X;Bl6~_^B9Ic#`I3-cd9A)PO|5q2M&;av9*r8F$_JN`-_m1V^$htWMt#L;yLF~Vp
zIuYj|eI)g#p7?4{*Y?irG}-W^T85&RB$6*q-_OI?w%f(bse?v+aSe(mySG5fuU|<h
z!7n2@9(A|c=-oR@dMSj@dza~t#n$X2y6g@sj?$~Bg=7c5M*e&-$8#;7Swp&AAMa+L
zH$?fAJh2haM*I4M!i-M`E3*4{C9}1G>!w_D{rKHZ%)B>qk8ehM?`5Ecmgh+aTQJGC
z9gJWoZz!$wyT^%KdnCcFfMS#G&eu*F&dejZH%Gh$nscs(Z{_YLKXeZlx7Q>}7CO;V
zASHthKK%!I;7_u@#wWQj6T6u6*`Qn-{Myq_w|?`OrK0mBJ|-C8TR68;_^J)@CT3~m
z32FQOYj$I-Be^pAO=kF^G6Fr<qRy%maJY3XScI@2jgDR#x&pV4OfBHJKP%f>lz}G(
z+JclmsE_C89ZYQZJ5oDZPA@U#7yI<f8Xb3QAh^8B`_uD|&)il6OMzP+H-+jwQ2w!z
zFgWX%td8XTgS|V5Wv{WSn25HoMp>wl57K<nLxWw>=8E<u8p98ianea#f9>UYu}AuK
zCWkme=ZN^3)`V#cp*Y0B_zQYE{k_o-b@k*0q0T}YZ_dZNTs`CfYEKqeQv`5ofo=xJ
zz-MVvFRUmRV1$kDWnxe4?;T*yCA~(h61^Rc-EnJC2VI0N$vXD==L-)7XyA~JkC5On
z``|yWJ%C2xyqZ2(t!@~axD%585Mo_Obiao$mmGNFUJ~y-n?=jo#r7PYpQJAXdJh~O
z$<RSZYx-HWCWjwDW$J8BtcZqv2cY@2hXm6Z8hDs0F<4a>z-916OIA?g{c#8K+{uOp
zs@+ki9lOW+Db*|+b-}awJEj&9J~8$*B@;xM<ZC#AO4$?DLDH^#a=$@6sUXr1XmVAg
z)?)Nj43&@oA^cdtC8N8PRioe;{Bwnj@fYI!7S`Aq18*6WAsd7J+Wgb#lE<-?F|i7^
z<rj~?itxZIHl#EB4dqG?Y?eEoe`aC0dc#+<_u{#ft++!o!-;Kpa6Ye5EgBx{CHy9%
z9BrSpX-_AIGIY2a;D!D48@4q)y|0E6ASGIX1n#q=`1|@$w=W0NtJTxnI65uggUy^G
zu@HT-a3nMzh~S8p*W<PvA!xTsN`aQ*X?wrecQM}f?~?wa*mRefUTP1np5|G^DnIh2
zL_H#R<k5VIQ8VAU$w`oB@PK}q$p8)+{J;jOy2nrQ3@)U#N7IQws@61j=hMA@ZSu|L
zlefBlf+$s^+tk*LTYxQ?I^8O7RXETk(aCKiL%91n%@oxiUnaN=(NZ4{l1b^|o&enb
z63K|7FV_xj{MtDkt&I)H+~BHU3Q%^Gk3~tfAm<<>W-+p}?rxE3wEQl}f76?FZk8Gu
z$=^4C=Gl&%F*~1edvCh5$vFpw`a8#rsJC;`>y`T;MPa{@ohFB+u;MMmRa4vT-n#PK
zetqSx>@n9)D8m-ydoS_0N10ZUjw`Wu=c3)d?r-ixAf+trFC+T9lzhf^puusnW8H7U
z7wJXmz+Jk<XM!gxtx9K={)JuWB|M93o&t*<Bg&d4YB8$y``5$wzUfS|NX%Kz{Bv^q
z3{AeK-z3j3<dHyZ3?=v$%LNYo_)B%NaHa5vbPO&1E0NK+ZxuE7^ISa3t(RO5M~pda
z@oS`8f?(|t%4g_ri6|C>bp;=2WK6luJyq2|<H{FzJ>grfcib`M9?kvisfj1v-+_x|
zQOZ)3NiT^D-r=FRTRsmi3WiP|kN13zL#4`f&Ixb)$y@_wlEdc>c`Pj}!uUdLc6rnE
z>MI%;yXAMuVZxAZe2-k9eA`*$($qPfNGjlNjoRaY;iLlu6?kl0_`S$nV})(#ur(%|
zX2uUXz<jfM(_+^j=Ufd#H>?pI?OL*YAJ~nI@$NZB%~MMG3waaWYeBA{T9%%b*Ay0D
zQ8ZaS+fx2%D=wX_2cDsj8I(BxZFW!_m}s%?j-_L?Vc}DYZSTrc)b07|+bf;(jql7~
zTW_^zJ)tW~PIfr-T-g+DxGb^0PpR>o9L#~mega=shPR+38h*=<=4Y}iO4oOqzv4ey
ziK5v~q1e7;7LJ6}PLm?KH?j_0xCJn&o!V`G-PT)~lr}rB;-xV@Uwj@U%Tu89k>iE$
z@(CpPL70V7g{GA1>WmZETf)zceVyzl92&`nQ<13<Zoge7{E1S?Bl&9c0y3Q<WX|P-
z?!GRVoFpAQDR_G5ET2}ryo&XS-Jvs`F7~be?LdHJ?Vre`DIL0o{<X^QBlKTV{(R<N
zCmwP~#@+OHHo2qk!BqCcI$c&h1MTRMv1{U{pkECXYI~Nyp=;S|zi)ph9)Gwm+K}$7
zbYY}^|Iw+GW-|)&SG{W~3-Ks#?w7Cb)yn?3%4CG)_Ij)pBRz+POvuQI86#ZT8aj{4
zJNuB^_X2iY=f?W{oZC`**B+dXB5@i>qk7#l-X70O)6g~)vbZkS%ka&rImWz`E`-%k
zdXFw`B)=WUgIm+?p0(zluHZY*t}N^{M6}yK=z>Pc{I93GY&3}bcssen=bo-FZhKXz
zXvFFtvm8Eg#<UP#SID$p&3`>Fv-%`8ghj+}g`uJuwtug9!!d8C*F`xuZIEV;dcD~y
z2{4ARaCXki3B3{35@bYKZVhp(wSxu{6Uw~E8>MvSOOAqZEOh_*kanFg07{YUP(S>Q
zPeZ(bsy78nYyQQVGLi4PJ@d}4sHK$6G)|cW%ToHu3x3BgJ09q9tjBi~sh3&o%AYaa
z1#`=EgI~zdW_x8ZfDMK4v-!h?w7EcI$vfuC$%QW}>9YoB%P4~^v?CFZ{hphyr~+|x
zKA~3-dxZNh)hXFdeKt}`M(3V>t%)}<as%AdN9e_rC#ySihzUXGc2MHu^o^w)gtpL0
z_k7Lb(ihY$rU1MiU2aUx>vb1+Ae)9eL)LsqXq&ZjFM27Zz+pbxagf=dOcS-cas<P>
zlHa^lt?~ukz%&a?fSQR6dhZ{*C22k{ilk;PkC<Gn1IsBLy-L-Iee`axwR{ea*l3e>
zWh4tJ*?9$ZL83dLp!iX;=YVOUH%rLk%sfe<<K<tAm!-{rMfCKVLw^lQFn9LTgi02_
zPlxkNZaH%7x;?gf5ISo)8$a+R@p>lX6Z3T5+@6adOJ&#$yOXQ@%kp5B3r&FiKu-C+
z{%l*yUwia7R<1~lYjxDnUz%6BICoRn(#2cdN8RMLsJChdDhR*OXxvXP(}_^TBg>f8
zSMJq<4>M6@En)p?(jNyLid%XXZQ){kSYrhhR+`F#+XtJ>?s>ug+AsV7koRFaX<LsC
zm_|)drY*!t*gq7Sb|!~pak12EyjlBl_2#4+jf?Pq+VXb8GHsNrlsZb-6?tE{ll<84
z_Ru{Oi-HDkhbN7as~kmK3nCtgm)fJLQ0Gpv0bw{*hbPl-EGkV*MWhC``OVm5&6$`4
z`2h9=B6|EK3!wXuoA6^DF=K2|ejc2VcgF%N((s~Ie*|jMsct{{1~C-ua1cPIJMN;c
z9Ejh7*C_C}BYKy>03I_PpWb)0axo5L<=&)8aDMZ_i$zW5n<aPJ<n=Y2OPs)Ry|eR1
zpI)zu$JJFDYEJpS6uXPGa_n>z)af$*)I!Ht!spj{#jqnp)mYgy1~}TguS|S*ycaUW
zfYm`96Ccv(_>crpc%>%Y^ku`U0o7OYq)5{1z?%(yI@72|3z-{=oV9o?r%|F@>H4SS
z=pGpq;kOnF8KF_vPD|9gLlp)mca{!^*&#C^_)Skx1TzY>)O^(h%xU=1B3cX0R=u_L
zAI~63eH%mY8=?~m9AvN$CBGZ<+ya@^H^Ugz|M{*@1%fgX5W=`}LOfycbkmT%3-Zq-
zcRX(Th4WjZjgw>z1kmu|a4os{L;aro&OW_MHUqbcu6xAydj%b@0Q`5n4+*o(1w}0M
zXBS5JhAQO9fXT!G4j13qD;M~#W+*R@ek=pbT*VoStGgjNP8OEyIoHYJhN{5#9wgKL
zYtoeh_-#Bgfk`b2ovdbfYO<%78bLNQcf$|St9{A@tRvbC8-e^s5n6`n4F}OWuTj%7
z@Lk9UGg%p#r_1jt!2IxgZL|CE3vCSi{zbbh`0?ie%MZBQ@U^tK?>wj(Mi$9wXfMiD
zi1oL~=ttXc@u~@5&Eqoh=$)m+SY$l!&6d9MI>gsZq-`Ncv`wvNh732<dwaV7v9;7w
zG*Tu?7GQLQ?7AvX&DzK@S4)HFB(|O0<m`z(KOFXhnW(<8<;Lf<wL6)^r_|AsJn;<c
zDjQ;L5XXntgqO;3M*KNZjXD*n@M=oqVw4TGhcwR^+JzT5QW>|jtj)(F3(Wf|z=wJK
zKDZ#|e#!Z#v9E_KU$CHc1`iIgC-JNs(*7t12Re5k52qlfAtGPFFt-tlhAE`kkVw;7
zMqx#6E?xjyo;F84t;?S$xZH*047~cY1^V6&JYd&0d#mqc?3$5i_hCPh+k@9m0QC_#
zITKL~-1)%9<MtC@v+8B<2bGTozB?!j@Z7ZNdjoRZm7+5-m*p%QlXu!J%YBruASHO-
z!IS3Dw_r(3fK;#pB|X1TbDCikSl3IDiX#hT`DauS;J>p8EESvqc7JUAz`r7bdM-9$
z!c#UrgMZum^p9C>-dWDPl7Q)YIZ2aDmDe8_t3{`bR0C04v+tVU%n5XokcEpW_5<hM
z?NF7awB;1p&%ziM^$HI*#$A@2ybnzWxUe+PYKIt<>-CPGc<s~BD!XyQeODy&X$(%W
zFmO0SYPxMZGUTapY{avjTUkLX{Cu0q-P}4>e1=$r9$*x4O{A(koF`uoaIw-o1<-`i
zw=~>hgJh``sYGi{g#CD6QmS?{*YK2dN8v(l2j3q0mr4fGLz|3~zpPhlndOW54n#NK
zN55PsU#IRO7GC|k;54VBk+gGaK!vuV>*j8FDX~0Yj@XVnX-9d~cfDoA+SDnrZm*j<
zc*v{%+Qu#=C0+qe`6Fozu2dD;7O77+$9$zwDuZ18*9V>}{$p0)wGBmFP`sr<X$#0z
zNjq+|@_0RJ!113;(7f&k`xBbMDH*up8_jwEj8P);f#BoJJ5^Vj>GSNygZVz{7u1oI
zg9xz~dxBD2>p84I3JQ`CzKoU&Hj2K40X*;%^b3$nU%LbAJv(se|8YH(*F^G;LV_JC
zDe2~OYEw5Ydmdn1H5Sw=fZZVxxz;;OJZXDVN|UB>k|KNO9@qKY_=X2bZ4rmxknPUL
zkGs&K2ttjod+qA!v(2Yl0x_LpV8Ij{9d`#}>6?h%_3q(RR4Xyl`ut)A@w`rqXV@-8
zTQ`L<np{)^qw^qWKAi3*GZI_dP0_=g#z^dl4d2d#Zmu|N&_|=b#?xh6l{pjktDmmV
zh_$az=W<Ex=%?gg<^Ux0iP*d-&^a;_BB<IUCd@!_NgdZjvTVCZU3brsxf2S3Gt9&N
z@a=YrbG_O#PA@i3=3qUJl6s<lHUCA-x*k;j^aM|pB74or7T{&}4Mk%#b+%3GV8n3T
z6LLV?SF`>kmDlt+F<>)ntQX|PH(9%pN#n#ok=_$Iigz^1?8Ahf8WR1GC05d``R}?T
zO>}4ou)ll$eqED8JM83bXP-PoXB^jr7KJ_3(XbTeni2^Eu#T(W%n-XHG-~dIsK2}E
zAjlqqJ7CiPJh#evmv(d&)C>$rV1vLR^zCk4DOCD9@f+@_9b-w=cJgm0M<#R9%pQwj
zrbO;lT5uA<2biLU4K(in9<Jv;e>OHhsK=}>75SCDLz;#Jvg3Ncguy=c?ev4zE%FN$
zlcrz(-Ot~vK5>3Xh3^hhNx*<tlp3VPB~vr-m3_o(y_ZX9M&WGoi@`jQQiQ---mcv9
zZzR;43XH?{P?NVyRZyS@ADcS4>9y)WxLB_>CpXB~NKtp#4r2A)>~>{ehX-6%$917j
zHqQv3a7et+e#U`Ew=nGP@YSxHxVxhmd?@^t)3!j_8rV%<^Pj6cFE=DMofjv635q!C
z&bN9)gU`Kxb?>Xnp3AT5^A}~b5#IZ~5-s8gmdCWBEt3Q(KX4&RL8d_vbBfFrUrPm#
z@O<4k%feEPI~r)mKfz<|AYNo4JHf9*wLFBD^6=D{8!VDmv@`FaDQiOYrCvc#oTrvA
ztUO3xR;ak`HqliQ8f-$1!#!;C78u0$vnaA^nfLSl*NHFZ-urPn1<8qpPE^=mZg-tq
z9yv5p(i@ARFR3YYkL@Zvug?-flb8PDC>@}z>RSbGpau&hHsN)F{JVDk$BxPM%@B3-
zH$FNZ!Fd^B-QRdJi;cle50i)UP#PKF3t2x*e_y~~Nz5o#s>o8#B@$<i?Vmauq^ckZ
zWe-8^fE+6C+@jcdaJi%voKs;-$+v|+07o-}E{kO4r1+{x5ukrLllQwiJ$*gsVU#FY
znPGTMPVZ$r<Ff@Kk&)Op!?D{=DB0j5F3UIMq}jU+Vuk(|O-6AE9NLAmT}cE2UTyI}
z{KB&WxkX20_$k=aGH+~xVKPCll^ileA7FkqKb4=kw^J5h@Jtf@xpp*#n)A69jD1lP
zGkwlXN7j<%TwXSpO!n{mhMCpUV{khYTTkrx?T+3mn2O$+FFV8-Vd)pl-6eBZ994w<
z4KR2L)-bIk2?0n|w9;dy?$ZUltKc3!Z`_%E@W(e;(r~x}37_BST5Gr_m3r2+Cnkro
zU_@v?CXqfFwXem(?ws<C9E;~e@&VYsE-Z?*d=Uq8i=*)Nt^O1yG9{!L^-flgKm4kF
zBv*YVv$SFEeQ9>pzzKaKKMb!v!6&oG_jSxA-YEw|?!a0|;%!|VE=hKYA~H7UQ%SxI
z|I<DFxa&S4S#)oGKPPrbOE2ra9he`oinRKVJ>k_<{Tw`QMFWS&e6efy<vJ0oMt9cb
zbLL#L6ZBUQ2#~2=2|W0Eet)_$IPQ8z2Pf1DPBX-Rxc*v<8sy2+lv})UXD`)x&(p-K
z(ZWSl$!ruaWg8-A|MnM}q3*wYQ-y~C>)wSZ#Zc|}=*j!xp8t)pyZZnXh^%+1qPfeq
zOIYxBf69&(Z1!$J1iA8d<SsjBG9wxJT(Wll_?8>HU*qOAqQB*@O6ifS7u;YIjX4%w
zN3$BrJGGo6l!&^#|82}IWmU~R@FrOGUHKUiYxx1^^cpWTHQYxCy*XT|Wh7E0Ms&}y
zwb8FmWY6lnrHJ!Ct#jVf=efI!|H{)$4YKO71rao%C{bO^|8gr|_AOVbi7uZORkl)-
z=2tinXZLo4n<s^PMgF2akQD7S2mF)#R1fSkcg7s1P6L*Z_-{vwxrM?NzeUSbcnFF;
z>ZPb-dKHR{NLh$VHIShj?O%?T$z63spQx<UR)sEECiJ&eroN4fHoMill6hhN^seiN
zdquvTva`3N1eKV&J<OF2N^l`l$UyGD-0!aBb3`j6Eb8s+BlpIYXI9pwMLru@(_5f3
zUv8CJS?h7F%TO`6j?Mt)9ycCGV0s4Me^qT_M{lR=m%Gl(Y=|?-;*!zk`UE(sF)A6u
z#f7rN!08}7e``SHS2_)!3G;fuXVP!aS#&y{_ZFAmwq&Ai!0eTJ8qE{)F<OQd(}`)_
z^XK=@nJ1a8CP?3q(+Q`(YdmVfD3##E1K-G8)`up~cZ^ptIB8Xp@t{W)gIn&Y6#@?r
zMBY-7z|^=Zx~BFmRYQoJIHFOj9t8_}&?g5al;n5>QrLJ>hh<hl1U@!Dq?5EohcsUx
z$QmG79Dr8H6kFY;ry;ZPqjaV)*(#ok^twy?(C9-+5)gDc7#)8Z{e!N8q6o}_PwSXK
zBVug#U*uLdO@}Q`(a-VfR@THUIb=-ZgBKr;6$$}rX7%4!VW<B5RbQSi_Rh1PtkCR&
z0T|q^WrjK%C%I0YAtOuVpo-pv5pgh4@<D%YrUa-*aZGW1YXVaqU}h!g6l_89{XJlC
z|I2P|wcY6_lXo1}lbtWxi?FhbjEx=r9eYRjsyUihtb6qX;oFZzo~PA!>gCW>UI}o4
z<PD88>ObgP)LSwA*-5ecqAov?GzAl_FX#pH3y6LpY<ahw$Di-`5~8EeH_w32X3nQ>
z+kf+k?T7#0Vy|23qZ9AXLa&!MOBF@arKcK1Xr{kBz&~F(C-yB3OWf<--MW+;?&2$b
z1g)o4<VpLXk8!7&9y_}qdkl>ux_XQ1c8LltQCzqheC7Dw6XdaeH_K#J<>tC_N_-x*
zZF@5WV@q83`QgHoeR{pym95OC;~1ArD?FGZ)^JptP{xa?dk@X{eSGbA*9<LgiP*)m
zhrmTrN~hD66Q9dG1PHB5MXvLSW;y=JTs(g}f^<3L=g<5Glj*^07v&o;J2>-ekJCTj
z+FyM9Jk*!IRYUp~nPeQ(9yHOjnQ|OH;ThjTfA8OVU>xBkb5D+kct~NNThpN*Xc0fC
zORs4=_+t{?f<uzye{W*+C5XGj54haQ?<v8;BK_ii_kQ%R(f7}dWh(GJuIW}*$0dQB
z$kTeoz5-MM4{PvO4~wD_u>cVJ&`;yA9^#nC{qKBR(Iw$)xO>v9SY9xl16T<p&D{$_
zLThX`sR|F=PvAMaPVS-0cJS`4cLE}Ff0K}IJXHzWQ?RTH%apZ7$?>FA<-H)pfbp&d
zPw0vHkIaBImV8K*?8-9yaS(a_`tv)#cvt(GUz{tDMv$|A>f0X$ANi8<^!<AZRejbt
zHo$5g$Z?UHgt1)v8_ixn;8&x|X%HGR{<9)8L}oAm-{Egw(d6&5$T~KS)O?u_@#X%;
zfq}-Kak^U&$hMM~jClKk1j!=2H>aQtS$jP``~xSEjO`fD8@Z?9ImX@^xdU(wq&9H5
z&g<)X8sB$QgU^+16?J+}F0l0>SmUFugJRCsqBm?0%!GwnyJ(T;+6Da>1>psfH>qF6
z%&6gAZG!UPF+sVZ3NoYv%uFtfIztT9Udf#>|L#Ls$jAXqZFB|6JC(mXS3r?4SC=5a
zBt}R%HMo7N+v&5UvUuR(96|{k8Xeh~ozwJcKbFR@UhBa9d8XnV$aS<~4C4Hd)MK7|
zC|+I1zh^*Pz^qB1C3MdY&vYm!qqX(Vy$;*8yXPc|H>9Vl`XL0Sk$)R<C@TH8>Or(J
zIEH^MnZL}ALhf4E3=_p&VOfOPiPG)W-Ysq4H-D{cbhM9>W0YFUg*-(m0u*T3Stc*+
zvlw|qsLNq`@bX^?`5zB?vyxTm*|#`bq|IB3FM$O%5v4oI)#XM~fjPBA8_;!XI#zqL
z+cmY@4wIScp>uMK+c}&`>XvuU{e$>DWlbKGZJp0ml6eCFvfD)-PwSgr*vh%wp3N$x
zZUaOs#4r-;hPzSTo%@OoAWb{)(i?3BMZbHksH>MtPe#1RCfb{-YNQL~=m2t&=ZR8Y
z0HLs(;DFKnwd~)iSf8o-$YAC*WNJcT35`wZ!Ef){?VyFesL!%ig`of(oyDBBh2``P
zN~H`<NanQL@xs$W2VTUEnO884+Sel7w&tW=U#AU3^uY1GW}wDP?nPm4s3CTGs(Uk=
zF2eM7!9ZOZCdT>kFXq3Z6^@{H#1DA(!_zB}GW6kR$HR6@Q{*Bdh`NVx{Ue}pu+0u#
zX7J7MT?G!uMIi~E^JoXe)A%Q6HqenIzjCsAbz`>%vj101H!yi6P|TA#JSI}Ue^i)p
z!0V?T)`PAkIa+Y&`;cj<uG0Y;JL2JrZ4XTdwLkW}JcH*G(v-WD7PN}g%PjOyl#g^M
zo@7uX&+%B*1OG=6-n*sIie+q1!=uvU^{Xj0$>?}rJ@O79)7)bZy8Op&uRn<Wp?q_e
zYR2n>^I!gAKQjw6Vk^8JmWaqX%+C+aOaHFZ=v*LM!sAUaZ%_0i?`AUFslS*Z`HXsw
zWx<t>at>gLA^)MH%#VYRQ-Z;{{;kKa2F%dp1pjy+OU#@VE+;u!bS@?Yg>Y~0;ogF_
zVR3J+llp0Bpwb}u2!|fKwa&gOgyDH!_zl7Y<o?TKiT%6pn#eQp$#0lPFUT~1pd;e=
zzSqC}_Zz>~HhNWS-b}5&vx()FYyVY2tztbwzZQ4z;Q}L>rR7<358xffXacBnmQImI
zh7&Uc?&;hvhv=;Bt+%n4nO$7z@4X$Bq4$VB*F-xvH@oWslQ!v4B|+@@lc?a2xf}}j
zIXoWfeSe<LZQ-h?7@P@9QClY*Te6hLt&QbFtB=&qLDDo;l?Wsy2LNn#>pL9|kSu-z
zlgSGVOgQ#P5<WX|9xaO@miZ1cV_|+j>;@Bo<*_3Dz?vW5?CMuR2sj!`=$b`A_Uk89
zCi%8!cuyK+WyhjVF719(-nP2>El3Sh{8VFkER7mE4g8Ep!HXLn>-QS<4|s$63*(5a
zr|-7dQ)t*}6?*q`!IbUELn4oJ*bqyF*Gn#=TMNBbvD9kU2(^Cr5&>cfQk2#J)bR7+
zi5!VGvbtVxF=`{VcY2;@w9CGx#oAohcqDN`HJpQ&m@M-<Y|nzN$wG>}B)SdKm-}ze
z0`^=pXOKWEiP9j=(CVeGIdbAcy5x(xgfMoupF1w0c)KbP8z(FOOqM|C<Lvh%ubp0G
zwyQSNorFDii~55ORTnJp2YQZN<DdsD7pOLdq2#M45yE=AnLh<Wo1Xk+do|Pb`8}L`
z*)jem8ieZoJN!27<D3@{jLoC?v6ZUZeLPWLSg>wC((Jjr4$Gq~w%m2dO=}ryU6U3j
zKoW1SLphAaOVw5rja1SZ0fn_f1#X1;*@ZaX8q}>~x_h-EONMvw0!jyKspgPt1l3hU
zriNjRTQD&1gZ4v{)m<t%%@*0r$v)?UTYedZt$%N{ykkEDFghQjMM2c!xFkQ2fs>tS
zYT1ay*ljKYwvt}$q}Y#0Ctf`{kLKSpF)(B-BMlThXP6W1KPppL?yDCsrt)OGKbaHK
zNy$DbtMq^{Hwgo(3K=o!Ce{EMi=4P|Hn1n<dMm0=12EXR$Mn?}>Qvsovz1}MIBtmK
zJ8P>8&aNM_T!4OAeh&FpU8|7^kLT2vpU}W#d0UgO9ZpJ9&l5sN<94syFjQZ`Ge?fZ
zvaYo%9`x12fo>OgGY!Qg`$D{iZ6nYjt%T!dBZE+lA~qpLaj2gm7&CmZ4wQYQG3Yzq
z2UyRfLokm~kqZW*VCk0EoXI-lsnVq4tjZq<gVPwu@>kzZoUngGB^f}C`?Vg5K2xqu
zDwlL|`@^T;Bzn3=P`qhF$hN1!1?1mu3~?@Qhk*3l(6X~HPdBv5;Y?bKww8Q>Ma2~m
zX{;V2<3b_(1LpLrz@fih{qTbLQ$8R|`yJ;gNzk(#h&dTz%|VNaogiNfa3A~6!SEK1
z+Pf#RNUx1m>Wo#MPJ-|Oui8WdaBGhT{h{V<H-AIcQskX?s=R?pIW!yoR~*H9zQ~Wi
z&|hx1NoGX!rx(jFbBd`ADzXj%HoE(K9##A_rBM-wl~0lpI=@rqx>P@zo$d2zZl~8B
zgAT?j{hp7cK428t@D6Q6LEW{l*|c!_jfr<8qI7_E=T)YE(#b#>jo$Y!K}gEoHXVkn
zp&=oGK>DMS)#u>bN0nvzxxek696CoK9oZ@3J2JQDCslU>^<89imj<+OnYlL$C+PU>
z8DARWLt%B^QV3JMlTMFkw_M(E%rVil_w>qV#aT=UrQRKS8o}9g%_7I|6A_ZgF%$w`
z8?jPrGyIv)!Q-zn4*{9dm$Nka2uEPFGWE$+;S_bpxd&pG5tZ5pA3m!vXYLeDiS3RK
zJw`y(<d9fz<;jA6<Y=G}iX#si=jeQP{_)}aETw%=L7NM_4``JTSah9rLdz&G@%U;G
zJf<p|mFX)eQpcroGV&D;IYjkxEv}q2++k*@=kJ}P@PS-KBQpy@ZWU&fvR$9lx1QA`
z^Qx&9c!{?GcM#k0s-m{5!nZG%XGsW-1+j(XSY+%zJ3QxE7NQ*VC{97$&;y}I=+q2P
z{BWIr0R$pP<n98bP?K}yiN3dwitRw76#O#V`c~H%s8Z_2yfIr)w+x2EyLO-I&bo_J
z2BtI6<D(K;pb8-G+dp+nY=3`ffUF+*U3c+YQRKTG%<kzk<laY;44=_Z-wj8<5Hz3h
zPu1G-nBYrJvOCAth@PjRK}iUm8in!VZAg-<8;&aR@W7xwc4rP_jVbv`@TOwRmp|wk
zoRg^E!qjBzS$$%A$j(GpqkQY9zL}O|6(VINz5c21k?iO66U~9yAtg1N><$PO+Cgjd
z;r_X+-4VNUEIGV_ENF)puZ64eC5Gm4&Ny_B$Y7PhR%UjwTfp_Wo1RHDrp|$2a_$lO
zWe=K$WmfZv8{-a)rY>t#(P-Lk24m+hU$In$UAHQcaoPzrbFpFEH8m^{U`V?Raf5b`
zyJU5)gDTa4$4m)X#!a`(%4-0%?{t*->Xxy1n*Zk*MAjGWvc8`)<c4NnHJrQQ?(?Xq
zhKPg`DL3ZZM#^HE1NAshdfjS&xZDYb0XE879)z+>x`)V`>(If2zPF$5x&!j*I~f(E
z>gSCi@ft(t;{DuL3m&22OgYSDSSnOF&SSyWroU;^wlX_G(Y~vaHc_fEyvsAqF2d2Z
zEE8Scv$MBpyO9&40z`@s(|1|f<NG@+jC8@@MUr|3iAygIL|w9MyKLX^VtWqs0!RC^
z{^d!LTOipNv-;ZRA5|H5z^+hW0HGn6-EkAO&FRkM*|7VvN%c#26aRqjudtw>dDcvI
zPIi=La?UWDC#dd@p7mz`x17$AMMHI~?ejCMNDBvTT4)p3m>-&k<RSFX!bHWnrBk+h
z9wz-@dxoI>&FvTf_4=q+sz@tQ?xzCytv;+L=6_gAEF*m4-!45BhOPO%UE@)OY&gM^
zVtj3&b~{Zm2o}-<#D*Gqf1Rl~ovp!}|KzA{s#_k~`(7!-r%g{Xmkf4%0>+nLc<u10
zvThaN={#F`EZ&VgzdOa)TW24t)U^gPTv@-AB4qp!)8H%fo(uR6XHWa9Uc3IOeq+YG
zl}ePIRZ@ZR5j{3$$^F#-s<{xKjg_u1U>&8lBsbDwAp12asnT!6Y2tnN(w!p37)oX*
z?+RoK7|Y+`nQqf<5r@#FGTJfz7pf;N>bs+gSP<C@M$eWU0=qCUKebDp6^lf;I;1Jv
zbor;F=`B4!AH+6Li)q;L{!9irG&$$LR;EsVpF1k{FGDCFp{|F)c2SzAmWl-FL#FhB
zet$0iiSx0-r9?iU3G-L`5)NGKz(*XNy0|>s{YwUT7RqEK>?t4^%hBkHXupecWUf7n
zyxIkI`)&Ybgq{AN;ycIa@=?b9FCGr}^rtY&r|~jLqFr-H?Gmc*d|-Gy-SsoDIhRn|
zFYcrThYHdwQdPVLN;B<^SY_w%8kEbA5qY<Wjdgv{uj9`4G&i~c0;!G=cOJDJys{1@
zGZj~p%jd_D$z%^b2ojoF|D6TqFY`As<VpWq)z<6<VK^M0-~pg3veI%XO0x;ByKix8
zEa`#VkItM_aC%)^^Rzw;6ywmqM$jC%38v@2GT`k|Er^c%iG-pE0Lca8Wu+3-SDc;S
z)MvKm@su>?Z4*yoD`&F?M$j&g>A(<gWfQ4lC~13{K`Ob6$rA8ZGUs=^?Hw8Eb6kY@
z+WKkD;4fE~!w+jnW+h*zau%$1$d(kYBHq!L!WlrGQb4@h@d6OePyDiHlVy|&>%tv*
z&QPA-R9+vEO@A)pjc8CwHz_9-+TjN^!qMJ|?By4U#wlqK7^44}!3BN?U=rWH_J^T$
zucLfP$+xA>vmj|%Te}UHRPC2tl=<ql+Q3y&`Lg4t?W>S`@~m=Z+`nlyTv3v%zstRR
zlt70B$&Zi5su!ilro8T_-QEM30qKdp1a1xW!s!tW$F=$x;trQF9&ZK%(yjc?+6}3N
zA@?OdEw7_LaJT64bjbKHWJ=e1KkXzEPu#?R8E~nHr~QXDY%yyh1KE5|9Y>GgLf&~{
zHgc9hg~o#_3bzdP)=uf2n0Fj~YWug!{$&L4ZISDI!X(Vu-TpiQZ7aR8eI5@7KC#Qo
z5GM<{#Crj4YB$+IoD4b>?oYvNW4RrFT-0nUnf-(`8pO8L{M@`kRYM;r0w-Ew2e?}u
zvh`XYe}bd?VQ<K;xN2tCT)_-E>SEf~pA)5vO#h0Cy2IiKW-3i+hp`XN<&eeRMVZgW
z{i!O#IYV=RE<YIccZ+ZVEYHTa*xI@K14G8OcMLWl5gq}tXvW3#TNQdj3=kBDy^v8z
zN*;P{&U+M6N3`%?F3R=cz5j-4fB#CXX#;md!oO7j*I2m^3v_BZD9SNDb3!venE>r_
zv<~M~^nc$M2r;nqZz&jBw~v%%c!~$6rY@%e=a+XaB#i#EB7nW=7VxB@5%bNvCW6=F
zEqkBc8TAOosZ+n(>2TA({w0{ndZq>B+KTIk7-C^~Ezz~N?mnHOnnfXML{;dGvj5TJ
zcL?6zKNg5vFRKf*+1cQ}eezLDKl{|<xt$B8Z*-uDJEdZax#2~R$Dz;8(brENnooj!
zLctB(q>f^NX>KwO3?saL-FHH)@~R#at$jA;4^7vYAMC0sPbjfG#K&SWx!KQKHmp7R
z5+|q++xdx@?1bcYV?l)I)LzxEPc1;#4E;QAq6bJ_dH;<y+X1)s?<{Sx$1^O!_M}gS
zbkd^&5ZgM($s`x}1CuXv%t{Q8T$)}@61Nou%-C_e-_`tZU`ZTi7uy=R#W7gE>fLG%
zV%Q^yxf2+Wc8qqE`+WwC56-*((xbY4h4-ZaFDa8Dj$19={DWHEZ(7WOHutz%_BDJ{
zY>~bE?JE_6lZ&2*ftv^0w$KC@CfTc`|K5i{x%cLa`%-Cra81grT6KVcVp1AhQU5?t
zp^s&B4^V_Y1pBu{eX<tXC}gZML-y(hYtt3z*Cp`SBs3L5OzM~N@mp4^zPQr{NGb#s
zwpl_|L@j~yrdO5Lt8gzLGD|NkAs_a_8OZ7%cwox#^1UM+6ec0m#!4r9_bJtnPnC_;
z?5jb5d909qMhP>G1`D;&#gZ@e4fW$yKIDIB(j*I;0~x&a2OM5E&}H8E#h=U@Yfciq
znBjEZ-^zP|NXu?A^X8i4@mtPTGl>4=PvLQX6u5Lh*S{04`n4Ly<IO>G4$2^(6UyOX
zL%h}HkxKK3TWo-nxGNmS<CL7DqB?if7c;gpan}LCv$@M5#!@4#70ItC1Ozo3RbLC}
z8n9xTw^bGR-M5m;P4Y+Rvw_L`^nQM=)Au@L0O$JX*+^bMKrX1nX$=q$xR*TpDdTEj
z|LJ@}aYX*D7()vO?jmp<if1zYPKsIRo6vwF^Myr25+@;jCc%%%Kflv45h0K!nx!pU
z**hulh>Pg-rfr7dD$Qq~C~}$a-6wfCmy7Lt?~o&YMwwmtzGBzt`8t52r{op_Eylr7
zurjtrh<=0noQ0=ZPWe|YR2!M`YXKU)i}q4&@XOSqLV{wv06Ud|{>eM%5TN(L`CH4>
zE}*k`<FqAcpXXQK#mY~}87IC~>xOZpRRh6vc~D5jWJ3?vA@B#r-+tA5--L&OxqO}P
z3vqcv=5epWjb%6YgCgCZUxN4C9ImM5XveM!9k;Q?+c<&Jm8|jeR(yWEbG{<cjr@J7
zD%WB?q0F3{zeUWCzZF;!=!*SMzTRw0Ri*0|eI=0kl2SkrL`C!tky=5i;ptD0T<iOb
zefBwR&Ng#qrXoeeh!JD-;?C{a6heWAPi{Th-Tvt&$s!;1mXWRWg^A*5Uh$TVHjm7M
zg*@0S#_x#C@1uzm=AO~^=uXv#?GFjMF^f}V;Cek$%l@^Gxei4?*?a>^1YQC-EJ`V;
z7}d0~*VXqgU-9)R@sM|>D!2~7(v4hdL(&{_dTzF-mZ{Asd`?m|d+RjTdrSYEeeUbT
zUfvWdI=Oh3ilFySNU#D$B-04|fbDNL9Za0#$0YlfBiZq<Hm7qo`taH=T|~8b0Nml*
z4~;GSpQV(61yyD=P_t~wf2Hp2HdC!z<E!bJNk<;C)-^%N6QtawG7om}167{L0!nhQ
z1W{M?p=2g&d;m%@Qs2RDx;#q}%_8rT9%emy9WMaMp`3knSZQd6TooTpbPR3uFx<&%
z_$z{}u?}#mKD9moWQQxbBF)v5rBhpn3^uh<^m{x_Fya5<=e#n^`bSW5$+HbM&#NO*
z2Gn2X1t!<$J%vfKKZ^Tse4{WBQD=I}*7*WW@-x5^g=xINv0-$O4^X`Uo7T>J>iVL<
z;Rh+hwb&HMA(_Wah~D1C`P9YY9W^+jqpTeYOEkfx*Yc5A%SmX3DE2zX8}mNj4lCJ5
zz_qjcq)Kj(^s*~*=Gx1<dNj_MjXHH>JaoFGPs<k~_vSA3%3-h^+(3w_E6N6n1De+g
zl2^cl8U`;Q9geQOQ|h>MUND-gS#=+)4Y1NrqSM@7_ZZY1Xja&e=RUp>^nc^VCq?i~
zcG`G5U3=%fKZ(<r>q+^ISKtIZ(maI8A0?gZf<J3xiahZ#voatOe!=Y|elJ#Rem?d9
zK!T_YX}a6qnxk;v{w#+Xi-<m7*w2@We3Od1jsuN;(`vn?Wwj?AP(}Ozz~%=|k@Pe~
zOO6pr8w+<GZ=`Bu8sJe_%`=`JuJxeNA~n||Y=MD1K%71}T#rGoG~dZ?AIb?eBGf;W
zHZm);h=Oa?-rf6GwJ<{TbhpcDOKzTJAohols)8-6neSe0lY>qbkf4>ylR<i-_dXYS
z+;^5>QT{J;0FuG#UXHDSJ9Zal`FNU>lB<1+tC8jA@|`MEmaiD4a$ThhoNVC=C+t4=
zVH~zH3icy=!07KIRL>L^9pnzES;)4xA=ok|S{{g{kRSry$cqmEM5lgTPA_?~I)NvU
zAx0GM7p-hq#NU(FAEhP(MnczF4p~_nVt2{izhrO`e0eT%q;BiHwH-+oK~EG~vDi67
z$I;pxo<hJ4lssSuQ(G_C!hOIo_<niWSPTy_hx^bm+yHKOhU~1B&3uWEdfY8!afu^W
z=h6V_^|+J71ls<ael=^F!|H{Ox?Me%(k2aTWd**uMX^{<yl)zEVtI#J+TH$Yk873h
zzTvEa7jcei{lZqqOL6MT#--x2(5@{|Ok3B7l}`#);YvbYs^t&U&Dj*RbW}Q_K~;a~
zv{bKGf`xjvh54Uui3?0Wy5HI;TdbjC6(?EH?dB)FgN^-vuPwpzbh`UMo2L5@E6a88
z%SaZsR}GT%0&~C6m44Mx(=$Z!1nB-FhGA037gi4`nUYZ|xW_MPKb*Sa=XBozNY^eM
z7N7!wNI!vWlQTJW<bF~;7YfTvwfqK(&NO>5FOpfCuT0N2u1Z!RNV_*Z6uJ};rS@IA
zq*3$7E?#oES?IT-XLdhI{&5Y+BSB}?*al=9*n1c!O?19~)PY3m$Gf_9oNM=NVT66(
z(?=>mCqUV&Z}>8N*h}F~QDE)NKkg-Gfk*T}I(6BJuVtqVy`6U-CN)*w-I6M!039IB
zaYtM1DPV}%uF>c_tui_eZtEn;Ru=AAW5XkD^wo<6S8^@&@RJ`<R(`YEyg!|PPSkSK
z{Jd5Qps3i1v^Hn8<5*FDsZ-2aBuCKgUC6(&`ZMv=PyUy7#Zw~RcZDXVMNI<6Qa!&%
zI0@hLq_`B`ZrvEwFL#JFBqNoD$L3x$2!MvxvfYvByZLQskrmVr83xjj>TNi@&O2yr
zT78htbw(Q@2coe~GD`rOq{BIK5P_`t$hY~2*E$NH@P8P^cd}m*5RX_={W3SCl8$Dm
zO;&nXDdHnsV_v?Ok}}F+_g;a(KQ-uDQC<H24E6o+CTnaEFaf9a5g$SnEU(|51G$s;
z#}9z4JT9?!@v|C+5efv-0AN5hros+Uv4#zrj^O$_VEz128D1HrFuQiGbWuOfw$afe
z=gzQl=Uq}5=vf}KepS!+Yv&6+vw8Fd7~(j?DeOV3{Vxm&t{Fd)Gcvjb8krd$k^DtP
zSivsEV1~4yVZNdO-gCJI>~B|;{+~3kNPexynTV;PxbQ=`PmeiHN(}@W^B`Xw*9i)M
zm#$2Jf-vesa688y-_;@M3HH49GlCRB5~;0ZmW?2Jd=|VbX<_|f-I?<foQwK_j92bp
zDSaGSwz6j5K;miak4;VDeBUgJrMZVCH*NMX$=BQlqT+H*O+e#L$NtKz0J^NIBw=6}
z0PO=I%v@p;1hf+F9cq`zNA38esRQNtugqy#&VTqhiowe4Tr1YhfWEtB{cxe93o{oi
zsflk7HZAw9HoG(YamFveodL4vRzk;Ea2Qs!0p>-{ZfIf&v}l7UZ*=8{!`nbVNalg`
zf2?Rc%f-CEYDO)MOgJ<y3+o^pKGX_oJ%K-c&?BcVAu2U}4Tu(H2@(*WOMKPQ8}{St
zNbNJ{!g2!fQc<d|6e(|yIuJgN3^Rxg%c|4LkDMmHDd-F<+0q*5nQoRH3=Aa16Z&X1
zj^$87(r(7gqvf*4&@uj+E;l`UU+uCyORaAmB5H@21cBh*)BkK^@saf@PTn8kej|}#
z&n3K^1_u$Om5;=`fv;P?9I?83NxCJM{OuY#mG~U_zZK$#>}bauw&{Iey14Y@5CAJD
zB;N9Jht-S30(0CmT<jg&dK2r|R}bMndU7L*1paagKtCYyGCJ(=rh6J}(lzeBc~{Rt
zrYZ%cT@{u4gwOY`IAf=gjhJV9R6)nyx*pzZThw0GVj%<LvRDsN{6!7>c4>f7S^`n-
zYO;N6xY%NFd;_iwrrYiJ{!;>o^2oc+O`g0D<K0(aLk9Q&0^3j24vq5A?B4gC<(zJb
zeEp(dq7Pr{bt`!aiiTk6Acm1i4fT=;@+iQB+w6wm=B1TaVs=92i)<JSYxf$lGAK_E
z8{N}aT)ukQW%RyIts`{Nl=jPvJ7L0lqy)d8$cW0s<ckiE8zolvxvZu2e#5xiio?hu
z!$S$-8@%jk-`>bRSDygypz%Q(+;#tYf;$L}BM%bOw86#&f->BWM|P*YJ?n|eb<{O;
zQ2XNVuF3#q;KtmG>)D}K6`)e`AP|>^<0|;hsbA_wmDoM&mYdV`rA#6ieAT~45&?E?
z=tSjpW5)IWjR8!qiBf3s+Z+73z2UHm|2s8nLn?8S5vM+q_EaNvWf%?YGY~yCP7q7!
zaB&r}8fQSp3uT=pV}YSh_AwVeh2pQCI81)eFApm!Pt#j3$uk)J=5R|G^^3&8YE!iF
zx$&Bqi3I=!sp<x@z%8eL5VaDVCvfUGoi^oV@er;$e<F%gB)<`FqW>lf@tdizFgT@j
z1tJe}UU_M0p#m-&W7RTp_wXjazZ8@DP;#TbW6Kl1&q3w>g9l{?R|ckfjkSR)5us80
z&9BoUQDMbP_vXpI%m;*Gq5UqxG3(!P_$+0wKc9lDDvq`;im@}3^3tJW-7XLAs|K$H
zD8U_Gi+lplBZRC2|G7~i(jfyZZd4w;-5E_uSW176@BQ{8oG&K0zEt{qC51OsQu$l1
zIzXM(qVxsY!4C7)fe#KP=cy%8LB@0F;e-$*+irNny?NKIEa(dFXM%dynhTr=fVeYF
zWB}tJ*BTPKj=6hEcmx7HWG<KT6~dDJjy@amc|+0z{HqDJaXE3HMNwE7NF5e1eCPkJ
zGeelfL)Cn|*}ZQhd;aA}A4_)^`AHU}6{=5jn!gjC27`VuV(y>an~~XYjN^fpaMtEn
zZ#V(ozsE;5S+ir)(2I62TLJ!Mk3Y?=XW911uW&Xvru3Y^bcXC~$2v!^6b`EKMK+d<
zlIiZW#^2}A;N$iXxBerr*ZVh1Wf6BVyPyfQLN77h6bf0$+P+nn1<GH+=FI_XK3#zc
zeoRD=RWYNd&^~7)n<l;_z&S7$9J=OidcOMz3U2?N47xu$?|4B`>Sm-8cMYbZV%w}|
zDyXXc1dvSkIn0$#@t18X`+jwbcl>h4Dh!|pqmm2(2RRkULX9JE);d|S3ch}bFwt^D
zu2WcxZc(<h)#wxi^>?`>?XSWLWk6G5*zM-l`Rs<ZU`H{4>)uBwX^2IvAXY5xX#NUI
zFt}0?K`l1@<i1cWOuKgR|E@fkxL%`vjJ6P4|5F2mE%;-8^?it>u#T01MiCJGsZD!`
zyqLt$+PHMT%c#13#$_CL*{Vk~0LlsX9Q~OJa%wr%KqjlzFv(Z9#Yfdb=(}%&zbZ#a
z!qF$f7*m*o<_a2fl27}q54x~2K#$;Wb*Abta(~}>3?30n)QypC8-HxN-&!1yjWkd|
zV=mE2e?V#j#!RQr#-{B)+U2SOud)dWQ8wSgaV<0UV~sZB<1ya~Y{^hdqo27bds20Y
zC4IOtmnX_!s7(0xX9_GBdN|W<0#m%h8G<oki3d;;rf1DlUr(%s{i@aLi34p1r)2i(
z!rr?j<BKG1ekqaLFv>NdXN`jU4M>2UbRKRTJffyZ<4iP#Ux;)#ay4>T^Z%*3IsLnM
zA(6k3Kz>!ciKL0A@9EE&V16I?_niMsUbqg2<F<V(M>Q9eo{Wc|jl0uhL!JJfEl&?3
zq384~Y~>~0@$&cbIyi07Kx*dq-j8l@1LEbs_JDiwQ0QPryp`h(>74Q8j;Hgk{kgn)
zM+#;j3BW3aC(YB!dTpvFm77Ow6>nDPYN&f&zC|PyV(=M%N9_6F^3G#33tU!4R+*bD
zU|-!TruDn^z<+2xb?U$s(>$mg&c(1!*M_W}`VSvfA6c*-FAwhg03M25*BJy+kzF0R
zJP(mxD%M+SPrh+Ot_9CD#s_Z$YlxCUYUIaNo%eZ?4LdsiD=ZOy=1ur$Ns4WLNs`G7
z?AS+`sxyTmZ=*|fMPJT`*ZBs)luLNI6tJN#q_s?+p3m(b>p{I-pFx2%PO*|`Y6fWp
zR@R-Ba@a#EKzDYzKGl-`x61g%Inwa)3cvevsiEpQdIC-M1JmO^+iuUET2}gg&n|}c
z6`O8AdW1Sh<LWIh51<OL;w(s#J?7vpkgR!tIO)TD3koi%(@Ho8X`gw`<AyRDC8WBj
zK0nxhLz>id?+%hA<rM9E*1GL=F_@b7^YN4R3kfjcVKrf0l$o+O!_97tglPqCt2h*>
zq)zIDO7}u4-7s#GAhTxd`h_k%@9Z=hEEBBsIHC@6gV)-oHWBD3a58#7(nfSC@6c1{
z(1H`Al@~#t2*SNhY>-g6ClDh~RQ3}cUXlirP%>!!4ZZ){8jhD^y|OFNIZxnNm?|pd
zPlyMq67vY9?T77feC~HujkZdNZLof4Ju=Gi*FW1K7eDeHi#jY61~1@wX6q`bkW}%R
zH?;PQ4D<^(oF6{8!Nk<Ua`g?Oq2I^xALP;fbAOhMwj?5&|DMnWm=_UJ8f)i{>&;|D
zMESeMCF%E(V%=4|9GxFo4G;SIhb*agQNIldw#h<r;y6}V(CW*3$ETh??ChSh&z2|6
z7RbDL^`}7(zi6cVaqnYy1Gd<t0SXh#-y?Y#8U>`+L<wJMfAblq^gHM~X(QQ*gN#r1
z^Ux1GG*BjzP&P17D^adkR}JspPk=tWyVs>S$cq@_|Ly1#EQ3O}FS=8jVjtf5sX0{=
zi6V**c;ykbB7PiarNxzDj~}vdMWLLcg!>q(5zhjosVD))5W@YsR$r?DMWL=Y-KydO
zPUN^SeRDqrP!8p#+UnzY3-%&=$L{}FMN%cF4p>SXCa1z5cBg(8FAmvv)%<;~s2S1y
z1gWC)HI%_w38+g~{@BBtNiyj0Tz&+Ah4P!@dY4RG5|SH6%rBLmW1@I6H#D4HS{vAB
zKvi0RqT0lV7(0$)JP8lC_kw)*?z+M*{W+e|HfM$7LXXQ{@x$He7Pp0RJ5s<l4j`*G
z{aEpycZvk|JL?ZHZ879e%x4;K2aWRj$KCej>T}q#9)E;0iRasIaWh%cOmGG5{&dX%
zrCm79-*)0zV%a(>UgE{X?(-wE;r%9|!__Nim&wmb3@Om>^#w_W-2+&ZG^#kTxOG){
zwqc)mQ0y{&WaCS!dg+|f6(tVYXF%o#Z$5YUOzpLF9+|73t;!HugH-;E{@oV|a|h`y
z){hu+IXVVQl}AsI^UbI9FZSivXx}LC-KQOH2OG8)t_7hivhu)l)~TlMZIfg#jR3+M
z$K5qN%Y58Jg(mx(Q}v)<?a$cD2StHA(DGU&sB~E0cHJM~pK{@Dw)6#`U`d7c6Mvq8
zbd&XYh{U!WT<QcwX(@C89jP!Ja4z(~$v1o&lW1;WMvi7n5`<AdHg7+{1)PzIC>Hif
zD?2g8Bf068;Q*DvK<pIA>KxE$|Hyv2UVVPgueqn|n_Nsv{p{@9^qx?2)WXO-Jso;k
zOR_8rnWf2L6I@f}iH+4*=p=(|URtcpyg+g<6RBx5y^+&!To$kHV$%A0)+V&Mdb+Po
z%en%y<@&0jLatUF6OCwi=Q0!mPT^${X9*I`AU5CcRWnXEZ;XfT#MI~M{933V|9U~^
zgycY-e3nV8Yr%dg90}LSdT-3Zcm^NiNbOWRnGi7yh&q2H2!*_OdcF`vv#uqJFrzfp
z```AR*gRjMJ1{(e?TV)<vaLM&??pfj<8pg&Q|8RTfZ<L3a($~qj!bBLwc_(Z8TUPl
z(xKo!UGT}FTeYD4%{&&omIq$w23{<--6$9lGU)$UoqVYOJs;Z+I0WX2H~?Ke5@=xj
z$p7xu9%IR%sX>v@h&$cvY}FN*{*VQoT=(MSS>-1Cvv>?n$o%H;zVv1&K5x=z1_B-c
zxMsWAD#S>H@G&|UDD~b0+_Z?aR)k=$Rg|+|j|*cX2R-yHW3`uq88>rOtdh?NX7wlL
zFZ|4tbi;i)3R3%en{1f-^xNkaizjIfG_}Qyf0FaYKE+_!PmjvcqnrWiBqfH|r8;UK
z>SmPl03n^f8ggHNUH*gWs_S^iMt7M5U@USnpF~T4`Y;#t?uw){ceq9GI^%OBscdzX
zD{*&Bj?nwzZ78#Jdy>;nvdiPk-7_mtU%n$9&Rnw_<jF4*KQp(Pdg9Hhs=l2kezrZl
z|GzrPb{Jx5Bz2PST9WkCdx7=<YYjwtWq;u$@%4$y%ck9*<6rP6$9~Uq&n=g!J?*tp
z4N&c4M|2NMmhR*Mh^rU?QKl%Ja%HU0IkIlZA3)g@5yXQA+RdBtk<t03F17M_;ZmWf
zWk}2oyC4Pa0g`DPyeJT=$MBD`468`i`y1kgG8!?)%f;|F&SW$v@YU%)1=YSMkH7jS
zbSn4qY2m!NI8Hl1n{2qT9ko$&?xZ4xzc26PoxaC%*iboR{yL{BNSqLcJi6@5MaSxo
z2{Ey@`i}%n%3i>x%qNH2;q4F?o)6x-6}KIf@uj?7A>>6)ClL}}`xPiC8so^+gXo;d
z$0g}}ep`aoM+d#&TXM10DwXjfMdPZPP+m|i$bGnn@!5)N{f=Of^2v<<t5)NT#8j23
z!z0NS3-VtV`s|~Nc1n)|U$YQMo6fb%8jAC?AYr}aFn4_r_@W{5LwJ?kflMzdEr9$`
z%vr9=(r7fn3?*`Be<uJyA3wUdiTOh5<p^ew6M3{XfkRqGP5jNsp&)VtY<!7pek{@U
z>2A-G;&rF)!5CZ4&>8p_KkMHc%R*@_F=+%Ixboh~uJ1%M*8E4Y8Bylp#B;E_V98K+
zjR}TlH>-E3FH)*)1|;M%D*HuZekK4UK>OpqP3ZIK@eyNI=Dw4^L5J>rJd7+-dhp-T
zvAX>aoX4`}yuw^ENCKtK$$NnSs86!OfY2;%@q&v{b~O!o$V$|P<LS%5P(A2k?4^)s
zC}8n$1#5H~kVRn5E(!DK4l43<#E}g14|<tLAbp{rEbi}S&$xebcm!P|+-?+q{CTev
zEPutl@qequ9AAi6<Z1jiP>f06&<IE|%D4`v>Xr7tLN=-6*-n<0GKA$*lPSGxdU?`|
zWBB-)d*`-(ix~L9pNlNb*f?H<s2g^lJPdn&s0p!A-u{NH9s?a1lJpaFe|%woTaB;a
zmrntxO#4f2erA&gi)l&3i;QRtF0XX3p7)nEVG%XHrq4ie>I!_K!;K(OmC)7IQzqP(
zvIuuDingRn^t!Bc36L%ek`S7&FbTiXSEm%+?Z)$93Pva@KF6MWp^vs9xd=tC0EY`T
z*r)ntXq<)ys|Eg0*@aW5fDOQ&eG`kcA5+Y8<ujto^@n!ko{x&61m)+c>0jOCe)`b=
z$z#wtmGWDE+))5~p$ol#o<GlZ*KE5}$UMvxD69|?C+8>0_n<`4Eq$NVKrXZ1?NlNa
zY29e}kmiDMNw*4RPck)pc3&Vg8o{Ujp++wmB){Cog92Om<T%+6abG_+waRZ!+iTg{
zS^6x9Cn=;P(MtDOj~<-cU7#;nj;R>zgz-l6epjqK3$B-AUM}QxzK}rSuP+NG>{Vh%
z@7fryuJZZ?E`%f>+9`kwNWd~+FGCdT908YrL{fPH?G^|)JEcj|Y4#{`qQ!3?4j<qe
zoqSjH2Fts~7KWNNdfGxZ1oXB|Zg@lDMP7Z975UMa%wuSv_yd5}Urzy%5j8X=lu^mL
z%uG$WsG{`e`brLvq%ecO8?eiR8njAC*4Y)dQu265U|$?no2zdK+`$JrilhL6zoP$`
zu$tbqXVol+M@~`&AU>d=UFoOfJ8Z9{qtmukZmuDs2!r3lOPgk3b+yyxjkRH2()&n{
zp0i9w#8KsqFoz%?!q|_iL(f>9ivVGlt1-LBzlLUNFwwh&aP8-NscMb+7Q_3L4%ACB
zRnFaOZ+g_>9U(uSn*A~FcLJ9Zmr+T+0%F0AS`NVC@~FI^(Z4h=G8A-U{_#R`(ZFUf
zWNoN1iNNS`1ypk6NiD3VsV4W#=nDH`V)9r?FzGrtHwH6z$u-L8#hY>fU_Nh*^FUal
z;D5a`x*`e&rnZN;j(4ALU7dR>&7nowD*%6-F4v2FN#gpr-uA*zf#_huld6}%3txP}
zsikL<sr}%Pq8%Z7{RT+y;V`6u5x|{;Ymhsjjj0tkYF1+f=nm)e>vw^BkBmuL68bt%
zRXmoELV4F4ZTxQ9OD$_PIlKoPW8_Z98blq>hdg&uR^Tb+uvV0SPS&n+baHE-nxie-
z=9H7zRoIP{ayxw6<49`P*+tHd@7(6IJqu_Ny2?g@{eqS#Vsr=+R}>N~{zeEM7g?sg
ztiNBWGczmw`Ig+C%r2MceCwra9)Sd=eIIvJod2yoy(HtH(5_!HM>mRLU&Jt`1XB9#
zr$Vs!^a}jM?_bl*<e4mY@UTh(J0H%2k_0ijq!4NWef*_@(})f)J{;$PD=Im=)=$*_
zI+*kY82OqLYxZGlchnM)p7io*cjmFv?%@h4M%Q2Wy-Ms^UnN(xp^b-C-FJEt;o&pU
z>@UjsK;4zm%RZ0M-+A!joA<&eXtnM=Sd4Tu|C*T4(M^)8S;i);cizeK+Uw*Q-$!_J
zPVl1HTy}Kb#L^{*qXJTty+CI|A2dKG)BYT#&}AQ>WxTJMvx7NG76lH}I_4GiF*VXh
zko=`y#5s{NQzTImzu5cvgjzafGiE1hREdp&BDYyW))WL~Lz1*$mzqn*OwiQ2W`1~g
zo?%HDkkzsG`&QP+cCah=l+aO;pdT}rp?hPO|6P;vpG#zSns&Xgduo1@_}X}ouM^8&
zQrlb3JWv)l7>21;WjaBq`74D2B+X<t9Asy*;Tfl#&P$EX3g3`UHe|WDLy=D+v0@he
z@ICc6Swwk!Ut@lp?h?6cD62^9mAyE<Aj6u1AWESbI9}PeJ@&BK7S+caUOE?vAYt+M
zB?T!GbQ;b)*q|{N0q%RHR878|7AQmM7CO=-@@$p2hr;xH)0XE{pp3A<`x@F93R-Ls
zcpHvaia{pxmP?ywdPpKF$xwSBybRchownOnnlx*=3(vjCpg&<{+h_N$tw1b?Qmu`<
z(;BZsaG6C%H(uMjxzcU-MzS5CX?lPw&wDnOT^2>yopvnQk|@VQlk%?&=1((f^!t`U
zH9){rGN4PBQNZ>a{!5Ziye$F|g=-jqal{w0zHc&F1l$;i%6oSM0x-LSKvS?F@z0tV
zyvxAs4kq#dylP+dtKXF%Go?50v0I>FUdNZ;>+|I{6B|*cxIpoxDt3VigwSsQ*pwR_
zH7((~%-p|OrkK#jY7=gzp<@8`;z@f#KF*<!!@OhfmwU2a8ac(FH@+zktK-|`p=eU2
z-jA3VDj<k)N~`dXR;GOJ)!mzq*g@0hzcJMRhZ-CNG@X5P`^ZlSQ5=twZb}zsJ)pZ5
zWb=;!<A1(jFa90t7DgZ`Lv}q7O1l(Nca4%=R173ej>GG+3&cBQYmPK_d>ai!Z9D>{
zf1LG|kDZ^Hrx1<YTW3^$|28UMFUwFWGJiv{OV0Z;VDfh6fJK4@@^-jGb~qMU5+6P(
zR3^^28Fm|<@ac>&wJY#^A++*=@PJ_?ez+`p_^T}nA{cHsLB$AfMB9l2vaII*1a2V<
zlBn4pUQ6(RR_TLq7iA+Cv2;G|w-TK$-ak8X?tXFV@Gh|s1^O=)m0{5>>7^QJd@^%$
zW^W@IRQOyc*}Z&8ts~(SU=>i(4S+<GrB8a6zlv3TIC52Efk#ibJ_oM>W8I}`Q9-|E
z4PdGAP5W5oo;Fj$#BX0|z@y^D(>!Bud(+wtf@+`EX;dt27GXvRoAT2@+Bx0<hcKE6
zRYHW|i*&fHY_h{!>r~;+BIC$#1A;aHgdgz3@qoovF)z^mTb&3N>bFYCpbzY3*DBS<
z`_BroW{W3ab}Bx8&g$pEL)9!3{a*(RkI-KdalRcgjvp6s`{2@HNXjY?gi587_SoGi
zf71GHx62iRw}FYt{n&VCIKmX{Ijxky4?c%f{@D^?cRXhM^NV(FA+SQuySpMMbB8lJ
zB_GeW1Tjxt5o_@E!3Mh4Hn(=47bl`wf%w942=czrY?B|YY`~r2GP<lX9W(e?c?8Op
zld6g@7jWzFlm3!l!Zd^3WZ2Y!iA;lGUPIaY7aLew+wx}ENU`#(4ebHYd~IND<9IC_
zauH~UX9Zy8wAy@`p(vot4S!<)o;&gZSeVMmVXyMneA364s3WEt`uQ5=T2(@UJ>4cq
z?M3_ULBD@Ju=`LZ_`rZ;R%*WsaK8~>j2`*mH=4;o$Oo42Y8j3ZgcWO`qA$H?99eM}
z%uvJn)~NV}VL+BA{LPWCR5wki7D;(vFR1L@Skx>8hbZ@QH9a0UX|#mEQqZFc3KTE=
zDu2xfgk$6g%{n$yq0W`mknHoD<d1F_yhbkR&k=WP=bp{}{0Ho3?vamEv@`r6AR3_G
zztO>g|1q2q%JrI)ZKyzA(5g2HGNcf{frct^G6QN>;w6h|j-;5z<%1nV_qNbop%JEp
z+sE^)CkmD?+3{Kq<fwxjM(wi1qp`f6mdP#!km`;9PTvr%)ZRn!Y)a`9{H<<rT8OOt
zAP#*6tM><zfr-UWU-7w3ZVhyy0lW{!Mu`%cnCpHNZ=!f*tJX;GGfhE?0Pi@M-3HrX
zQ;_-ZO%bY1I-gNa-=4X1(sp|<idDGyv5*aWK$~ukDu2&avsF-!h`Is4OQMV(F2<q`
z5u2G><ljC5y5X`b%X`81;Y*|%5#(Z(N;yg%2KckQi$V5Z+F2Y%Fw}uY`-A%gqtyhE
zG-daArADkgFZ6D|q<7|&KA{Rn$#;onzCqqWE4M$vqod^K27Q>i$jaOrd%i~fAi9L+
zc>1kDWWEpW{Ng^pnLq9aGMt~DY?nt>1kwcQeNI{YAj9Pi*HG%fK0Q|Ee%J09Whr}j
zCJ4!$7q1lG%TPG@j;Pk~XEjk>d-p<nL}^MnWK8*Ly~X|(#lb7x@^xy|;8g&IdA;!t
zsr+%bPBe?<!T=5i{Ak&c5QPsMw3{NmJK3s6$eqqd<&fW)E0`I5<pGUo_;^hKI<&8_
z@Yf_sK=Rzl=+QotRuHT2J2?+NPc=8w6=oaC8`YEUKDV|kRF#r|U|aP1&b!*m%55Uj
zmIj~l;I|qJ3B_JC1st|Pe`<vB_6?oKuB+moyQr+kDY?R&&#&;1fkx+_zhDJH1`20D
zkA0ZA=I21k!JOhYzK$vlMa=C);h<`PwJ-aK%-5Q{Tz~sYr;1&3y*^Tz-|Lq1-c6g)
z7E@*$qerLXt*`==eyT=$z7N%wLYS!*7pmW#o-%vje?Y4az~C*f^`CkGikzAi3cJLb
z<EM7k$qZ{j-LUQqRB~8!88fAd*G!0h?e_y6+ah^Q`h7i6XRJ2R9R4h{S2IsgRMobO
zddLkXshMPvEL!l>o3$PtqY~HoJ)Cvml?MA1c8xO=i)14iRc-szIfM8OS)u65>GvdQ
zp~LZtUShn&e|pM{Y%aP#PW}}f3JqcgphLc^tPVp}-L3LHbR6f9rk?mQ#)DS=wvLq>
z`t=0*=D@2@1E2I_kB2aIFW3vp$KNTFQW^^8vgqW0+r|9@(l8;G;;}gu94zy&bST07
z_JIETahyH`glnOz{6I$P+&=N-vqCHh)bsZGDc3#IKqu)cP@4?957*!PpArFknhRR{
zn)tIb?79?*%*`3RN!C>63|Z~p{vai|TMlGd0DtF429|FSaClxvzK<EgUEo;7vnHaZ
z{$KdQT?<NyLh|7ravU@>o>%HN0L|5~`&!y=a`T4V6D*+6wZt$T1Chz?QUxl{au0*+
zr>mF!%Ckr^fAhHG&aH?I;e6kg1Y#wMtL=DD(^u;eCBM(JIYP4}DW&m~wnzjay`J6=
z<G)Ig@QPbEc&qom&ujxcfyC-j#PSQa^{l8;p{RYGj6Nb`W7n9%o!*i7d#a=Obp?Sh
zhIQxn*5&Fu>Y(}@F8UEf?3*>Ag8T)_k{)4=<$fH%JU`73)n@hjc^*jd#Tk@cfUoL(
zhZ|wQV{Ym;2J8|1%!b#6`qLzk=QzP=$;L{5{W-yXLD?bSeXsn<Sw0CI-s{o~-jnh0
z5ONilTbAq-vgdZ5zQ@G4uNjv>X3X5WYUV{l)HD}th9oGX#6gv(M<{VWc5o+|%YxBt
z`aCmdHY4|ObVnalsNA%iDL=}o^+Dh1FK>A+Xz#JNf4tTj@&DshpgdTkV~6ocV{tb`
zvkVTXUmcB?Hk91<NI;b4_=ob*Zp&*vTl6w^%-)$`tmSw^GH-EYn4+G5{)yA@eFtWM
z<ld~+cS`v<p~*7Z?o${%sIM<96>~6jWP`iXfJgj#J#1hWmGq&2xPLO~pf)p83E=DX
zzI5-1i@O{Qb5`welztCrHpY!|!#!H3%1Az0q|NkQgXU7SK{inbqFH4|?@3;j9d8KA
ziZE5q!oDcr=<uC=KD``o2{8SYs^&$Gob{Egvw>1U3f14qY5tS38Y@Fwa|RvBq1p4(
z#n!#QQLHjdX`)dl_{hk97FITc!m^Y?NFNQx-$cg1;jz5q^8;MAHJTIm>SHn+u*!G@
z;6tIpxkKOde(pyGvR>7eQ>~4z<h9kbKiwh7tTn-szFhRxXe6mBb$+?8uftxH?@8JH
zK3`bigtK|>gSr13jxb0K_oo*)fib#sceN6tG(1M5i7rffI}DGgTz^;3e!lrse~dD^
z(m0`c&AbfWib-P<h7f!ebNx=HCFsMC=y&DFepxR_8k|h#3TGMokJfG2@(K*P#rRH1
zKn)ll*U*BFJb9~<I;Ko^m<LG-c}rV6bpMCd2>1!Vg)5Kmuq`R5u^%2*D3b~4CVCu{
zQeN;T8)iG$d-Vmqw^3+qZ8_>M4u&1qnBG*^NAWa&W(U&6YwC_X4m18t5#~Q9piHxq
zL2wO4{lmXGZN&C|`1&d<yf6>=`#ng`4EJX6OPK6%YAeC5WKrgx;q(|i_CJNxC1cH3
z$Go<=Ign$?Nd{E}!Vt^O${fq^&1ELfeSx0@r;_KTq5<)&NxkYSh9Wu{ig`}Ze#W(|
z)f3GcmWMDUV6)=!OIm~@nGC&37oXjWi%~hWUybz?zNm5DX(j@&O!=f0`Am5pW5Za=
zAlZI$i{vWbUDtmU|91OwG$&@EmdgW&W9u0S4}zmI*t>vzTX(^D8rlDdz=<RYY}pTe
zVUoLyjivDeDPpz9>(6sont}2_m>+ZI6oEzwfrZ(g8OnBB=q-L877JaA9JO8w2A~%X
zH4+@dOW;4ukBRRJG!B>g8F0G>3d-c6OsM2*oog2S?pa?^Ig-uanP%=Tn3ze(KNo33
zXa4K<)~EG4s~2gOwxW;~*!jH%3AoS<|9l30BR(bJz?|;Z-e1J@;OtdGVZIo`qx<tM
z7G;uy6Qcv8E(0iX;y+Q-Od#km&>fXU$!uCOw`*E6uGePTG(?jJ)Ie8e=<3J)O9kfE
zjGiN|jU4WelHKK<{-^n(CO{FY<cMoMMNZts7K@U=>tz3Eeles!B|;hCtG`P5X{WB9
z`T1PV14p(VD;4aT=``-M&O3}j5aw#VFHG3~K!rhNe}7$4gh}I1#wN1<)<OUK>#VRx
zC&tERK38*M;A8*+E`u_Mn;v{V^3YCyyXHR;jFJ&Yj~r#=7S#SMz;hW8WARe<+MKXy
zFxm|QPU=gI`w0~P_5d<+#Cx!wKwY2!0i?>=zQ1E%WPaBjjgg^<=zZP#0|1eFv>&*%
z+us(R^4rYc&02kUQZB1X2C5}X{^xCM)Fd>6@-HlNntV19$~ry;`$Z4(r!ov7E~pEz
zdrMx$&ilr>+TO2CYXdNdx8d_n)5|LN%YOQUCSlJ@_8j|Re8GwcvLoagLT=8Y%OA&N
zC&x-ER?<h;g}Q`$l)DQbVwC>ru?855ig~p;jo4750u~_;4~V*_(cO~AEW6REQe6s~
z%xh`)U>6Q&-C306NBvm%-JeP(iqR|CyCw3ldGyV!{i{&+dw&d@dpyHb52$!&HeEP|
zxsd>3`BzQnx#s#?wY-?|_@P{R)^^Stv&4{o7vDG?RX|>$@P|;`Twj6l6VxmJuux9&
zpDw!wmv)UvhKdcl)bP9Z(dAAxiYM?8;BJ8nahmAV=?^wG&7y*#Pi&!<fuHZl^OBUL
z$XuumCt9;#MY%!n!FX5f4<2sk&&5Alv8%ABUMG6HzsSz$@9r=X-t%Yp5?<<8AlLH(
z>)fKemw%)4KiKzDqEu0w$|Z8IfZvr<5VGhCf5yX}EAoY=<bKHygyJv5jvj8mq652{
zk}MAliBHz%1v~bVYE<G^060av@?}*eoW%}da+_ZT$8vQJ-w+T=LZqAD+b^*%uEs;;
z3U1_NeD2V-;@AD+!K0wiGRR3GH6r^9n_Ng&uOuWH&<xY$y?N9g@WG*C4(nfWY0`i5
z*OqK{K&<%VNJp%DS`Ye?p=>(s{V7TBcloc<$rVTC`*ohm5*pZ1h>ao1Y$T^LCxG0c
zH3tzK!)0%DyLZ+H?fJ>*;UCCdf5Yz#dsLrXczozDx93loj{ZA)q4>KRv#y@>jzSJ%
zG=i*O3Tt>Y_vZ;1=tIo^N%FJBu{3YjX@|0`X&lbBf?DXj=<WnnkE1@}z(LJLE>Pd5
z%pZ4qlHMFZ$q`h;^n5Sp%{<{K<^`r$Nb3hK`G(Zv)a~f=?Z+Ys3fDhpK~ZT>CZJaJ
z^ZIQ^fV#$qvfF|?SvZ*yrXA{IJsW>T>ief6du%Q~oC1p8)l<NB(Hk;O*HdtGv>B_9
z7fX1Bj7)YvMOH*)6%A)ctQi#CtM`vHeR|O$UzeS;DsNuqY!ENJX$o#STrSDNg?(98
zF&%N;HWV<_c7K{tCI)QNz$P)!&=}Zt!P(6tvUu?q2+f_<`NNmo7gF<oY8<f`kt6-{
z`483q^Iz4C*EV!$r>Ak8oI#XH^KQ}6I-LP8A}6{Y-juG&cxJ|Oh5F0{wctP9Y;$7;
z^G~?<9z&?kWIX|P=o>4&pfqcJ$&!;8+dVDmNBTG|t`ZJzi@@eA0W{weWQ*b_>_OVh
z526$TzvQ8}i#PR{Ov5=1K~uWfg9PIN1jk%0fpt`Fz>Eh>Ekc#nDYIu|ksRdHv(KaR
zrvwZuR>unb0$gHP1v{Oybz}n6(g|s0EkFmxf%*9Ru76DnODZ<B24kcLq9LJvgLHDA
zyq9{{pAWtZS)?wNa1XN2{w2k;yQ#X$Dp+gu*3G<o<g}rd(rYvc%YM8++;*H7QsX$D
zQjz4$(yIcPIWfs|9)t7^wa?29Cyf1#8tB4bKH|^{V8ah602PTxZrRB*>+&79gnRW*
z#;QT#vzy)9@F3a9dbt1l6v@I)#r0pVMCmgM3V#?ZK&KwL()thtardpulC@{-uc(GW
zThk^>A*|<j=g030D8KVpA)QHrV*Qk}SCBBFiR<-yR>@dbQQJ5}mEc|d;15)_OCzC|
zSSP}hL|s={!$?Wh7ZmIaNJ=;m2}E}Q>{i&B#{bzrapspTJ>sHioY4K7a6-!8nd0ja
z&L!c;>HFzsPrFwUZ-4fk*4zJ^=C{?{`(~ppK{0$}5Bg-XJ<7J%*)c<l-Usw}cDa%>
zkzd<={`vtLPhZ)u_RO?=8vE_9^C@D>&I?K9r@dypusxwQqc?vM{-8+gz4A3!M6;iS
zT+&1qNOi=2vCh7d8@_@<kAJz*gX<uyk?{K+zGrklgr^nNwG2E%m7mE#h)@o{@gG@b
zFaLIBc(`Ep^L_7YXcPW_jPuM%lxyHGZ-7i+jnJ?aXpqQHjP?D3Q5&prspk)h3`ysk
zg?GhR0>>PeY^271w-XrPvN_SV-#4D4x?tAZ;&@ojeR7B2f+YzwgebgtE!Wkt1@Ea@
zM|iQ9ex7&5w!n*qosKM;u9I^=P)oE>^C@$&dLPh4|3WGlQqV_;qqyw1JMGOkx7-K6
z6sB}L2EA1|Z(%25jlUmb_(S8I1}b)fm!CW;G0a8#cRru<72{esc?R`F9YMUpF5#m)
zPIqt}<S8D!Si-0jqY+{vBn`choM)GalKrmQ%ZCLm`1&OyChMj7`3^-F_ro9F#`FEB
zbo-B+j7kQVzdM}Gixu;>mCLiVC$p)O?GH5`b4u-L2+G46a7GIT`ePriMV-(hM<zFO
z5So5{-wJ$tu#?Mc*&u2T7ciDfVb#E&?Y~W{Cc)r^<Xe1^$<M-xR6gf--NE>GK^Jaq
zTkOyo{le?@xk2k%y>gqPqy-sAX-SOeja&Rp-D{$H%ZCcR4dAab#L5{TcqpxW!_=IM
zZhZ8?L+q~piWb%wvRD-jG>*zhyoOu)gwfkFiHofK_RK3HY1Bw>(%j!v>#=6L(jRp!
zQe>%!@;bwInt9^F%w3-G9=nBb8Si$bc!y$Y5Dy^Z*7u0qEOdv!!))?lqr*Bor0hys
zNbufk%j|dH0FooGf`o!hsX5P*V-C#$wN;4^^_5i+X_4aK9vbKU4)pya-4{!>a9gUm
z5F0KiZ=z1pB#`NpvV8|HZG(qyGLB=vZ3`pz@V`f_BOHZ)N32=ien^r@E$p965Qs^E
zOcN0nb%Ssk@3GsxVHtcKiy1$D*ytQHj<&&zYbRMtWcfmALS|}S@Nrz9=h_s1lg!SF
z^h>G5%i~sLkjirPigm}X+JSH#h5?l?kedGCHo@(DnBR9)(3QuJn;kn)D8MxfAp_82
zhkXacPjyE_O9dYRBr&qxo{q9@JMoWNW|ip8Zqva4$_#hbxFff9^1s}+8Fqqujbf(9
zY>3PJodOcci4SK|l9D;R9~2x%H*&vsyJyBT!tt_i0pr@ULbvOV60Bi4&nR>dmb1$l
zOVMDU@<n*3PD`SA?3+*|v7KwAJ@ynCgb?q|o+v^XPgM4|a~Xx+MK<p=bckMc9Aan1
zE(46w09uW#&?G5EJ3{%YthfkTC|eUH-Ta8!gLpEN^k)5=(Zvzvh_hTSzK1ToEUU77
zz6MHYleJ1f0V@+5;h}|Ya|Cn(L;x&hpd&n?_gILKdj($dX({flM;39gGjV_h_P*QB
zJjp(A`RF}$Xj!5yplFRLKKGT-%rCDihszSx8LD6<$zek~MvOx~ak}Q0j1TuW=sltb
zGVULc`MWM;XJGrC7ByFrY_bXsc94IkRVT#QQCx*K_}TMv2Buc4knXo=-mhNpUB*f+
zA@;98Oc~PO07X7=VCX>gA!{y7*7LjKM~duVr+k}u3nNMQw}zB8vQ0j(sw1c#_bGq7
zniK(`r!buI=)98EW;i3+QnDeJ{1M+8!o_I(0Tj&!4X6IS8n@J8k1Di@lk`efDoV~Y
z*!s1)`or3{;2ErKf@axVLo-T_rZ^70e|Bh-5fixP&~s~eCf9!W@veFiB#k;Ja#kTY
zDP-Bh$I2JTro0bu>1?Vcxj_7IS^hJRK}xWyp@uK!X==1HyF9|s^6$Sr5*edNkej)!
zeRDN#+iWnFzvd#C{PFOzxfFS>E!01qJjUr-lGAtTEgzBmp3#r^%ewH)2Akaj_wQ1l
z{-*ccr%onUgHKHNUAFajxxqKmbRj>Cw@dGD{cNxx)VWlGhr}DX*2nGq^|oW&&5C<x
z&;_M)pd^VtGBh}iW*n0)EjD;9;xuUH!+aYsg2~PQl%2Ui9F-(z^a6(fKM$ZVa?+G;
zg%BFXn{hZPFrU8p29rwlgpH(Ms7duDkZc6bPci2dInqna1PH<5IJ~o<>=aS=mJ>mf
zBGpuXOL<Aod^j_T+ik4eI*r*9K>=FEe2cyr<kSG#o7_tF9_5`qfXl)mUXh_64(l79
zjQ5BLN`TGSmmJv<n^40gz1O?NZ!DgzVL*aVu20q5y)s9iz20t{wvLIn=}<UgeUne3
zboTtrxUoR>IqN2tio7j94t<WKBSisoL7{(1H|s;-CE<ZPN8SRG|EC2jFUma4+RY{k
z43lPq=49`lrnoKKUxTe9OZf1HA~C+6$$+ZO(^2Nnz_}t1xFA+U5iIGw4_RsTgYj4~
z5n#c-2V&xYPy>R=B_UUAHQ11_howpX^3YA|-_RT&&nF@gO{6zL;M4wL2R6LnRMCXx
z$msc4iPgVq%e0kpfM)}IALca#12a}VJ-zsq3(8i$a{E-c2QqL`q=xQDeiy&Kjo!l9
zdO;xT-Q|UvBU|lyf#<Ep2dWpx3WvvubGX(I@udDZ*^V}5P|p+ch$7x3*<nEabP>1^
z^U0Vh%2PCE_1{;h^3)qbej&mp1I|$O4$XORfo5gNuc-Dsb^`!;AD5md2~`yb6~14i
zED_wlPRKZoATg0)qj^s*$>HxWZn$>9C2a0%v?qb`X|<MLB^93m^t$W|&6Ae-6A2?k
zB;0MQc^~TN4PTVzR5#Y;8M}6GJ;oBuLy&=&r>wqV&|U7Nh=@6%DXaaht@E)Wfr^<s
zz2YzP(fUKh+R_`y5m$i38D1L$8&zSz8{GXzE0Jr=f6*RI%rqg2a>haRc=-wU@8cD^
z>XmnTTU-Fg&%19~-VP%UoJ2ATwBKGNUtC_W`2qFx<`Tc{Ovein4cs#z7@jeVGfr2L
zS-Urc%43D(1o-_QsttX3p4=;7<I&CC*M}J2bPyZT<A3Im5srUY4PtXGpXV7F6h03x
z`a-4Uk2NVY%W^JzcXjs-w&Q!)ji5Xv=NXxS;$VVaef5kPHQET(vKv1HeU6SgTcWoi
ztlz)R_ckeE#uYa*dP!=d|G;t9$atW<=lg`lN&fXki;Xx985(?0pd(>r=D+MIb;8fk
zcH;Ofe23^{=JlTkqA!WfN2c0Lt8pakYJeMLKklEYYjVBvC_xw*(>3Of4ntHM3|I|8
zn8Kp<A1%Mw;r`3*HmSSoXF9e3!?6<^*Z^fskh8|Ce=IX_zmC3f>97CNaGeWqH^rC1
z8*xLC7-t4;0Z!p+Hn1?RTi5z~%F5MIF9i~zwf?T#GBK54ubV`Fx2=jkkvXDD`AEql
znz$3R2goB4Zt#UkFgoscj_0Jgx!xG+O}W`jhbqWm73($L4~{S^WexCVB`6c++-dYP
zsHtsth8>Kmw;CPO9CKtflESl#B&>`x%Zzt?p};$75y?3Ef?;2mIEDfuUZfwnDq6n#
zm4=ExMwK#rp=JQ{Ic5uoAfn%?M1nM=D@6OYbypW&VW@*lXHGthQ|1Q+)^q<Ve08QO
z9MP5pG@-K(xIXx(_|>xRkHh<kH;^$JlDBY>cD-=D|GeAGm>%I^OVKfCIk_U)!4VcR
zYnT<Ed=pl@gEn5b8${JU03<<O>Esh%OX%hwZ2w6T0`7dYbPm)M^L&P^-A|?G?K?-_
zdLqjqc<H^@wwSwyI|24^QupLESg5eI=4SxT-UJ~6s~~>JU<4_{529tHI2v{l69$54
zhCiqaKw<&H<vKDV++DnOzZB00`#Rr8`Me0%TQ+RIAE3C^Pr5a~MZ00f1%l$`diP42
z71!X~kAvaEMd6q=w)CSP)^9q5=-QECCX3fIA@*7OX`9xkA>^nIBV6KFc*uqqbRX|&
zurS8(?(9vQgy@-p27eV#mx__sQgfgTBXO|O^jlG^&G^s3x&GxOu?WL&ht9_R$(MyW
zLVoNcXILu~iX+kG+3hCZKa~;Ppeyv`_pu_lk*UK;8yvpiAnWmmS9>TVcqzo84|MVn
zn+dZKqO-3LxtZB!BU3Uc{=z2A+kq_3rZmtAsygUZu+k}##`o=xTtQi(x{sGCFx(kU
z#)Aq^PFAku8PGfx9SiD|3FQz*{`6JCiN+F);|6>O(8rlOyE5Y0jMq<0g4NpNMk9z>
z@qPKevCs&@rH;r1X9D^rOq_o@f9A{Nicg<m+8-tPzHGv?4F=3pj?0JHnA~tpPClYK
zoS?EEaZPMw`|wI`+I5<&a=un8G;SjK)P7JQK3N$Vk(FcQto^&FEKc57lk9t-8WGle
zT6d$*{QX1*)AEI#RY8p}SS~=xot(DZwNHM1@^2>!Uy}WL3HTx3nPD?zD5qznuI7-k
zH_XB98PWmC7vIQEF+r@E({Zhb>4SWFdTuuJzMxzMY7<@oJ`#+7eN+_3`J%1od7quZ
z=!f<_-Ljq5E)Te_$9HU#j5OexG;e6(^*f%M0o{6OPq<ae6lfB~L#^_XD@1X}_$+Gu
z*}P?M>RSG(>LD>6qv(n|v<dKfE{EpHCGuG;00#eE@8ni6aT{Or28vBjFX{Ap6W$(v
zyhjoK?Nac0`|;8$nY)H8FD#9jt@R-Mu<1kwh4|ITDW3ni|FFH~_CoLB019$P+P&hQ
z$nwdC)k#N|Ef>&I);U~s>BaBA<edpgTN;r*@*-$EkQ&h1#GIAp==s{4hw%fX^J1aA
zrnw`9k=8J<Gkpv|t{?tN=-tzC)u}n`UTFcWx`X(~7<}1h+3OwR$P5eN(d0toQ5t;=
zICh<@Ah7!JbkoRmVkZ4X0!Iw1C^8NO|MIu#61el#QX+yS&OfOwGTGG5gc4&g{aUYL
zRQ+zkmHNQnjy4DcQW>7yI-JM9td7LvpScTf=FYMkelDRnWy`uOLv3p?&F*DzvukEd
z-QICTh32uQm57ld6=wpfgrD~gB0&C{zhDmO{{ht=W82j)!3oz7Zktm7Msm6j=nFBs
zsc7$SNjt~F-4|O+JI~s!i<-fil~{q@&xnl>+`O4%0$+^*kf@6!3KP|IJI_4w%T&EN
z?st;1%TsZE+mRoV(_9La?2$zEUIjA#rhJP@;`}dQplY23xBLk?b_&yw(0&wfi6iND
z&d4dfJ?!-*^=iIRTgK#D%E(etaLk149A1z@A@O{9ly{b(kdlG>iyXE(qr9J_>;s#+
z{(SMrD|YJ@mRIGvo%84iw5vm9aRQuZbPa{CdjAw16^{rQ-`{a+A>@KjK2x2MY5wmg
zQ{d1}n{eetnYYknr(~SL)c99IC{=irEJjL-x$bTP${*}dN_lQM`PE&~g3tcQ6&u?l
zHc+DIKcDgCGOJnq!S9o?)PyeVRDnhfW=S7h|6l8?_znNuG~;k4nSoM|LlyeF?P5sx
z<$X0jxF3tEh^i&e@LU`}0o;#fTFkNL8(bTq^MCPK3`T4-vK}!)0X}Z0zTnvNhfvmz
z7c7oOvK|mG$cTI2hb?|!mv9RUfukpcc@mhduEqW<3$F)X^jofXkWDE&>?`G3PW&s{
z{bQo@%QmD~2grTf>X@rO(DINOL=J&I-Enk7p+1tR!JS~HiUKbj9r)(%if_-CBggbZ
zba()0_Jj2!43xW!T=C%xYnZ=dLW_8OQ!GAFHVDlUtorvM(@9{N9ydVj-49C1hNL1f
zSEOsSif45B|A=nGYR^!Ey#(`ZipulxRZ%3+bT$5|<DotTP!oeTJ3i1jJM6@-Z#R4W
zX+ONbQX#&`+VEzg<qDaLpD0Q~oaC8y93Jp+bXn)0H3v}~J-3~o^0p4<Otmopd_ha=
z{~_$pmX*cAZBg`T=IsfP`jSFQQBXkij#?B%DaEJXtvfPvu6^RfSs5e#90R55#aDl=
zu|Mo@&{zEEKwiQ8G4^lnySFh=%Iyi|1p7##Sd%fZA(`OYzK!vR&q*E+keF%de?wzO
zYY-qX4rG@>U1BW0i-Yh)>dv)^5@tx!RuQ_xS?nlg$~gUCvx`@4MxfzQ!qVUAZ?StV
z;`LToE@yLWHkaj=+8lZ&^Y4^W(oK38eE^IB%|GRLNF|pUzv0)3$iPp^t{V>t4#t+e
zgqW1LXU-HiH^NqrK~(y%7mEyFDY_eb=BOtPkp-^#9K}v0dsvci4)1rim&R(&IhM~n
z8J|az2Y#k43}EFsHxVHqP@3QvGfhXPDDSE7Sei@p-j!Gxs>db+AC(MTTWqWC9UU$9
zHt(oRRJL+1E~2{F=BagJ;#buvxJNj0#gJ$xZYB6FN-hy!3{i%tLR%56k~2$<T6}>P
zTIXwlhfL`vT1&jR>AjQrXdK1{39#HayyyUVvdUSm*`|L|vYE0T>GD)qq8F?!0^15G
z7TOg0noRDg>A-j?1YP+nIorjLB4g-_O)bHFRhA9Z^OnsuILz$M?9os)EqqAC_XIY3
z2c}}Y#J^!U^pXoA^?4W4Uyrq^JN9Bk0ah9DLnVGf_kfxgH$-B9nDr?#e`i@*0&zaE
zIG|7_tPtkr3Ps0@$&u_3a9O>csao)~PG6;omy~Dle6pu|fm*p&A|1MZLay(G%kf{4
zSV93z+A%8OhgB9<;dJ^oB1*xx;<=p26@^E0Z~3u22Ycm0#$SAXF7O3s_fT%(U^CC>
zjZb&yw2+THConB<f)y?Sw{$Y<Ci9+IPkUba^g4LGbJ-t$_A#_7E=}%^O4nIEzVGke
zCib6TA{<p$xoDl%7o#wnr>(JHz2rY!$GQ5InRlKuW2%*R$`Hv1X3y<m-ec*wx>oKt
zkEo3+QA+5feQZi`K1c5eRd~yj?#pA;?S;3)5~WM)5Xmorapr4eBZo)<vjvCw8GU;e
z^skD2r%$&RvzRFUgH1Qd>l|!RiAj$He@n3^3hHV8dg~>l@VDlvHYZ#`xyjGtp(rMx
zV@g4PBooEWeUj4BG2UdZTwc|A>Qld1kXF8j@BK#eI0ugOPF)quKz?Ty)*IwhvCQ4z
z0)9Vlzr(_%<$I5`H!gRt^k%p2K9}g|Zdnl>$9ViB+>sR@CRddPg4*#u92&zDh%O3G
z1A^NkoZ9&gQ$`O^c7>X~)3<hh`^Z5(5>m+>cO@+lN=TVUKC~D6GNZb<bPponDmiMx
zQq%>m)q?O6R8MLD;d-QF?DC<^LrPEVQ5f6}(Z>3<VF3wr*@}{%y5P+*<2KrlsHps5
zcW3YV7bimTe$1Lr@pT6@{F)@`d*U}#<--)eiqam1Z6%&wUyhNk{+P3n`<N&D^%RLU
z+OiDCX{B4RugaSWm?!oJ!jJ4dfarWtM{dx%{Sg4LbNOjI8GR{}89z@mq9dK3mh2g{
zrZir7{AZm0Y-Jq4<sVn+0XtN&9;w+NTrBTE%guw6SxkjtQ#cBPFFglT&Jt^sk-ab6
zwoUZDFhLVv0Ho%Dq(L&A`z#8@)4T6qO%S2Gp2jeoftjP1YIz<dgy0ychbj=lh<mnR
z#d%9jI2Ot`EW$Y=`xHMyeZ}5%RpU-lQOe1e<8RZ{<QWv^=%p+NYfmvnZ-!lP6uo7U
zyyp1WrxiuR6Ul_~dcG5r3s&IY5u(tO*Uvgx4*Mcmf?(R*DDZ*|!rN`I3>T@A=7NOH
zfwX5z59_Ni6yjmH%5X)D>g#d~vB*jBiEdF%bGg1)vSeQa&dCqpFQZNf%3g-2+3okl
zAnt9lFRe%~i{kM`2mUdZp43>_>iPb{NvCX4j-U~e501&zInIFj6G`Nw2)Nzr*rVVz
z34;f!)R^!78X(uNsW;(~cf=<Xjy6c%hhl<{E~zGj@s+y?Jb31Pt}uIgo}FLi8(OT+
z^ZWvhp8!fUV(%x4**}DReXofVqU`&K?EZY*XtVLDE}M-Qe9-d=d*0euF-=_h?OcF!
zb|DW*T;CW&p+x=&;8K?-TDUAgV<`bd3=6T{-0N(+p!wY!6FQY65jbw}-X4AYpBFNp
z1&SChQ#u_W*HD5Br9*)S`_f8-pPf8^D_6#RetOUD@!?9zC3$<jrlOvB>&hwGZwPQX
zQBdqxB!~3TlfFKgjYn}(Itt4iR!)8}t6zNJiFgxPmt?nk-s%6xx_tMh$&~y>5i}?!
z5sddz3ZEgik)y}GHym%BRczPT<F65Jvs@2_iok}~vA1?dOt?B_1obSk)e(Oje!dlc
z5#bHH1@GR$UPNTEm@Tkgm8Xps(>XRl+w|I@4i_!F@1&INd5eqd^k#pIv;V`ZE6@ZF
z-MfV-1V%CDM6pYBK;GS1sucd5;v9Int;{few)w>dk;$0zid+n~r#_+TOl9)d<P{sO
z_|0VD5R;H4YSD@1y@kNSdCU_Gv_fnd{WUsy;d$FjYVDq1qw56+C_4xc^n=7P;!EO^
zCXU4?-L=IE7G3oKajVqSg<?LSbJ_ue2x#eA;jN-8p=te@$?)9{Br&Js`uIwmkLa6n
z9dRVlN2Q*Y>-YXB?+@`T+`Z4)>9mGprOk{`_5k;O3#!s=)@Yt#8c^5rD%cnR5d^|L
zCVzY7jyyWh`@7r~E+6TkooG!~TEi6QeN>{9&V(fKp8J?Q0K?InU)b6H09sE%2CwIV
zM_^Pa`om?mM9Uq#XIW=Ot=TVr3WDS3pk4~VByIMmxq@$<-az%bMm@EpNZ4G@o;UU8
z@y_tc>og~*zSzwgH3TO<J3(3L=*9{66;}2ZW<+TQMLC@sKj60~bXztaSc=HP`LODW
z!V@I6z2|2}5C;{>+g(11T-N{x<7Z1{eJFt4>$ZCn1GDXA4***WNRl|}FhOs|Ur^D~
zD7d(#HcbS)PeHDrGr}Am`}Uoa3PGG$&BUW|Wfb}XT*+-wvW}#hr&Z~fDZz>1;nQ|0
z9y{YU(dUhPoem1v9WVZ;V`nqGu9rd+=ns1{-;OkQjo|#MIF5V@MMKtb-~C4ED|9F_
z-%#eDdk3EWjxr+_cM65$R159}ytM+}>Iz<w^T{XX#j_0XjP4{aRxRc0IEJS$tBED?
zn6l2oznxVvo1)Jq=fk@pc&E+t+mHxFus*!~y_f)vzSLn4y^yAvAMetE-f0DX6IdV=
zI94dAKu(=_8)zj$C&p_l3jkj(l5u7jV#FAyEVu-bjDEG@>JtHQTc6LVAd(M%{Cq>E
z8h)Xo%W>817o=b=y%_d!FSD1{b2F%XGCra0vM$d&72?E+Y*Wra)g86-t3D~7?2By^
zx4aoPSh;>VR&;5^KtDlE7m;ea=R<TFZ~vJE^a{t{f@qd|dImQMe(A3t!ypUw&k8ug
z3fR<j=6=NEJyj79m!v*^sh{#(2Fl#-=;k7k8UMnOBo~4?gMUrXcg}#B6!i-|J*`SI
z6zMGml#KpdTs!k34YZ2S_l!|cgzMo#Cik((=S)4TTEwwY{&HD(XDf5M^Nyf2cM;TB
z%W)3d0$C~ZaB`Bo07Ku^{&4nz9dnO$N17S;qRMO<uq!pFTe7K#B)v765fFiIzTwuj
zs1}$p=z?AtvSnkK@<#`JyeZhScVJaM%+kK(gux8j({dGM(Vnj8a4`EhD_3^k0s-&}
z3li+qzsO!gmQVE(fCKneQA57e?}vaDqX@zYipFz%UL+IrZ(Q*MZ!);E#`6oOa`u&l
zJVbvNsJJs)vIxZOqQBhB^>lz2bO4(bj$P#H1hljP$#c5@l68Y0&?lk4V*ym_<sn5x
z320k4L|*SFeB)PpU-nFSK+NV;5f9vMUg$X6w(5z9Z~J2$mi_sqMdJ%Kcs<$jYA+3M
z6li+qQ3S13r0XS~fxduf$fSUb#vkwdH{XJGalQwes>46gB5&w7;_B;39)0a>KFbYF
zNXcJ7%{e^eXjm!dC!4?Aa`xQ%&*DLebxEW(Bju=)-O2`9PtE7+Ax1lyJnMaW+h{K~
z;-Okb%0>+lo8jvRPk|aeJMeuG9m~tU)T8@J8<YuPUEn7Dlpnp3ydw!R;>Y%qqvAe&
z+b2(OhiBEGLGUU6*r)M1I^DCG$Yp@)qfO_6FI^`E1ZX%^q$k2~pg*r`)*Xu54*``S
zHj<yB`{ZK1z@=pJ$H(^+ltr`)4j5Hs=)PUx7Vo#TrkP;BCgMB1(WhFStK6{jJ3q;N
zQnp?`z&O<(Ztm}VAeWH^HN$36WF=?tyLkAJVZcvp@yT&^PQe8j(I-*4$b)l~WqySi
zRmxW3Qu4)3@s!Bk74!uEN^weg*U7S}Lw+~|&gX!-M|KVJ9Gg>$I6E4;VxbFq-e*}E
zX%!Ip`eJ3@*M&R+lrFG^7d!WEyl`lS*9}-`mqi+YJQMhi53m)JJmjgAcLG_AXPkBZ
zrC|i>T>wFBD!ecj_Xjj-gA7BhDsy`URkeXP)UQ|h65pP7StNLJ<;6!i?`<~-C9lEc
zrZI>f+Nbj|yyKonkvB-51%4c5vdzdo+I}0)m6SB{B;++uGh?rDy06aQe|~|_b$HMy
z={mJf#gn$Agd3#4-}@I49*U8qZ$ch5s6YGi%J&tpV0mphd}`kUAth@lOrgdB8WSDj
zws7-Wl$$j%C;%-V5){2~2UatLsml)X;dKRHBqgL3O8}Z-BYzs8WFe1nI;GtdiMaDd
za&G7@MrZ#;u3t?O3D$X9h5b6m#+_eY^=P$wS@%uZ9{?-2@^d+?%>9B{BA;!@XFv_b
zqbSua9NF*qCaRo$cgDRJKQ}=ovZL#{lkS|yM0P6GxqsXq6~M*%p2fUyXmTZh*x*W8
zdq27Tg$Q=7kWhw5(dU6E9_n>$wB)8<Kr9<ynnVB)`=7@>@+Ht9LpyL1S-q)kBhW<9
zUmH*U`n1HwVB@3okdk#7MKQbOT%ZWxN|rp^gY6^nH#o22_C|OmO0faEcvh@*;dH%!
z2z)tIk=6XXu9y@(w5470!nb^~kEHPz+7EB1rU9sax36CF)uA`$`3~@T?DF3=5^@cf
z-3&P64$8nAcODBL0;ovf(>NPxy9I<2Q8!B=82yn8P|~%QA=x8Jq*o_0FCo8cAxevW
z-n7VVP|<PIRjq7w3MJutLpoaPcn{dUz`RK$sqNu)g)_IC3l|uO@e4$u+P8NDkkH=R
z;gmP1@o0<r6F=YL^pdvw-?F_ld+YR@hx(Sly8Fv@*3x`ClYL(~`K9L}UJ%!udjWBu
zrW(3km<6&MDP}U_lP>}^x5eZ;#Eix_4meS76=jNcMAqahD7Xr6(*Uu@)4z505E-Mu
zZQjcT1a)nY%X<;%WJvSeCgIBOHYj_Ky(pEeZUyrlMnYA$lyq;}WEb^zju}H+ci-gY
zKO<&`3K<x1X&-9<Drp)+-N{_x>!2vYw}a@qc?&)Jo(zC#thZ&eMul^ETz>ChAjcLS
zr0AK%12aa~JIOiXEFNsYh#`CtSl^tu5p8zAb#D?`(cVtu->#@G9kDHw*Om%q2dhw_
zBC>1-5M`b>qZFmVn~2LGN+eI0krDZ=4bj})<0u0i?RDkq2MK!YB1%ssy+{4gK$tz0
z$HuE~%3ikptbVZKLf>g(lTg}|KbcgN>ki$5`T0dQTXLBb+6u|FZ7M__@9{9Bn*M%}
zpecHfN9Q<gUZIsJ8aM#a;rKbn>(kNf4*0z3=|Po89t}MbNLj;YI`i)@B7H}6^}HwI
zP2Z$fT#t@tV<%VI>pa{z$++xqmBs<#OBmlgrhKQ)aWnSNgVg_f7Y{9V3QFvN|9w0>
z9&sF;mrXWZUK&GpDVuEGeF;eM$lf)@8{L{RS|d8W>JGDUv7fa!j=vfmq#z%UmgiI6
ziOWck+E9e}E}cu4lJ}M+&nlmdMTHN3Fy1Ih`|va|Qi2GJKzRu`Z$7`O;adW~`hB`%
zZNY-$_jqicB06?T*^jgOk~H?hsWBf!aviK&zQ#S|LEUVE7n#}&v!xVZPe3a2_$H|u
zKjNjmppLp2x>!?Z6#%{W+;)&Vd;1wMA1+4y<2JT|Nm#6U|I3-g??!wXkW!8MHFgUh
zL~T~2#}UG4f5(er#s2Ph#aLs}DVX!Z*>)_E0jNLo^9e8(#i#D>v`II#WfQXi;7vQg
z{DOd3JAV<?Z=CS*h78r}?od6@pDRQgbcVjQcW;dIaSwVVOfiS}?QhLb^U*Gy?1jp|
zqdY`P^b@Sdh(DaK(|D2mS>TZ>M`6k5%?R=Scx+rUTguJ4cp&V66UywhW^y<-L7$QI
zdE@&C(nW~WV@sbNJ|#!Wnt1&w-Rll0D}o#hdt{eDs43rFq17&V=xhWdfN4}G;h^=v
zbt})|VS{h*V74E?AT<T06LyF?+Ld7|&F0#q=Y2ff>5T;Po0tLDXV`OO206zig02XF
zO!<HAOg)|7IZbO}_A<ANrU#d0A78_vM@x1%Jdsc>)_X(F_#`~;jJyubH~G8%)0)N(
zoGJYoL~OtZsNT94Qw$U328P9*i3zz~$Vso``$1&oS?13N**B;2wHwb%N3Q60`6$ux
zG4c;7yayZ!Uq1WOm#6|pT6sA2soBF*=Oyy)Q&nso(X;`TlgYRKdVjY0@heNsMFTY3
zH%M8NoqRN}ct881tQ%QLTT*wSd&g}K_AiW<ZEG7YZ*PM6uUz^J1>oVd&k%R{jx%bh
z%&&d3?4;6-r!%jY`w!~^OjQC1mCmB;-z3)NfRVxT2EXS$W0y$5G@XU9;rGOHtpW2%
zw8obf$LPG(c!x+q0XF#a95lnkT1QZqKTOs_x$Xd4LMLJ@r0&)#>MWsut0;>5iPEtD
z@~&T0dn+_B*!+=~97k=ikkbQTc3`j@a|yr#vRRa2s&-LHqZlOql(-@}wyEM}liv@3
z2K_|W!cb<B8WBd;?k})YyVY;Fs?#@M9g5cBIfOD&U*D{!#;E&~m*@3Qe~kAbXaJst
zt6B^-?dY5yrn3SP?B}Jdb{-3G1>9BPZSwC7uAK7YJR}*_LIl4*=t1}U1$p3<7nyb1
z8olzW?3084S0B^gK@%B181D<NXr=P?%i8rs+~7y?gpm~o_yCA;`&7r2i+ls{#>do4
z>b1T#RP(BzH?Vgm($5ti?ITbQFZw&tqHm)6;RDr78HkKF{(X+iLZr*+9s*H-r~j&I
zQu`O_%+cr)&7EY>#lqCoThmzqI9xXo-Ees%y+Om0lfAk9Qrm9x+Vm4j2KzGvD1b%f
z)mS?D(a$ep!Tq5)hjyuP#q2%CU4LKGRjnrT_{vL?b7;T7hPdhDU2?>3CVFCjx3#cp
z&m10trxGpq1(}8<onag)?pPZafZGFbkUo2>S#Cl!%)TXH*lDfOaY`m@143Ai*>tEU
zyBOvD)C2bMJcp^w_0KnO+2@Qc_Gn^wJ;@`_RsXBii?whW1qumCK~#B*t_x82hTd*3
zE&9?t7KT%6TD}r(JW!%4H=Fb;U7O(fD=^`mPFdDNWt?7Dj(;gFvql{;wP{>qM$}(@
z^`%c;;VbG%f3x<+jUqCFa55;*?~t8pM@7AYE+1OIek}=FCJ-QhR6KpeLO}ej_fa<(
z^GIWQDJOSyUL;>oP@Ef4b=AYh-TS&S{j6GCQBPL$F$teXf3{Xo$no37+DE-eL&hud
z<o66uq`jDOytxlJ@L$>I2MW<{qQTqW3rowP!ND?+g?H$MX@xEU3C#t!O$)XL0%@RV
zC<C91sta}LtlekSnoRYVa*wFfCH6X~8Bgh!qY-rcs^_}RZ+x#HldRiMtuj$YD?KP=
zO5Z(b0ztWHZJv($F8tbO_X!kc?k%k<RFR)_sCXk5FK+prM}+jpHb(*u?L+|G2GCp&
zq_4mD+c8Ry6aZ6Pt(eWdNA12^(Kx8_RJIz(hY?b$l`09)#<et-(oBdL;G)g{R<VeZ
z<Q~iY_cYi*A;9o#dAYp3K8j6@Nr&H^Ol+}mXZxfOLw8krq`BUp68`h>eCOmID@Uen
zX-`D^RXCAolLDRR<9}Vx-o!K*{mXo}6B>06RQUq61Vt=juv0c~*ge|gmqFc0E=E`<
zJuM0{Rg#4@2w)K%z$J5dJV;{j6TQu6s!N%^xPX~?Yk=Zj^IO}XY(VR&4xP$_R5sty
z+)1Ga@GRJ<APxi3kKIkn{8*k_kh?}Lpc0(%{>p_;?bMT97<olAhCaP8zR&%zwLUdM
z9UW?R{12``>{P{d)-z>fDSgd{%`6uHWxA6<q25sH=K@1~3ozLy<gPwvA0dg-3*DmU
z0B2rkM2&IWdkv2?08#us&SzR-OD;GV!2}sFhvrO0;DK!5ui%W^1@>~~UfRIrf#-)U
z@%h2lhih(e2yS3_UE>G3`|c00n)JrZi{Nt@#TL-buZZsu*HEi#Vg_Se$<kBU7DqMe
z&qxEIN^LDsMT*<ppP)h{f|b5qpZhPzqzKUKV4<`HV)K7BbtA;m?eKa?+_8B8|4bwu
zDX?8Pt8^pFqkj3s$cR9UCd|33O58lYAEB8khU0>U8)?FFr+Sd4p-j9EHS4_6HfZoc
zk5-oq#vP22g_rslHdYOAtl^q(PI649K~qfrCY)e`E3L6w%ej1O;?hP7_aWA#s7NLB
zm_Z_IX3(7&Nx@z{v?Jh^6MA$cl2BE)<SkDx$$8`m&*%#JC!${4P%J0ACqTlpp9?|5
zQ7ryE^6FLo_}>6is$}iujOID%MvL4li`P5hrqhAkr;DFC15sc3UXck!!RaPV03wf5
z%AdZX{RHiFva?OQ1Gv$YQp?NNfx4WVUnmyY!s}1BpPN!C-o&d{U)Rs=a95Y*$yakw
z1K^M1FD#jd*WO1r>?b=%A0Pw;#l``G-)*j*yN%JL7n1!pic~q=g`g_4gs<o8d_|yl
z!DS^c+gG<<v#GR`6hMTz{(g&<VRRPRd-)B-5@e;xC>?(bMYcIY1FP*LD52G~wviEz
zC=X-BNz{(vfyT+zzVJb;>9#xTKqgYlXwQDY&6vz_!i!G;vcF|wlRhOu*vZ9rL&OZL
zz9;S)ZnVgIju%wYmRd`!q$XC=(hl)klmpAi$ku9EQ3P3{!UgC`+kiI9JwvV_1<COj
z?KqRQ%u>pF{4KbVvm)hvOm+q$joXO?DsHHNGf}s7JR|X7ZiiELf#an;$SCg+`wR~a
z_!f#AfbLWhKba<TZ+}_iRh_dY;YWiA3si__?M+``H2~KCVfdS0^(ih<^5~eW0H)mI
zk3$k8dFt-zv~=?nOyNV>?>-n`o#<b7lQN8ZlM7U!GD$SuszdTgMwPvuKLP9{#gORt
zj#&Qs?P~mD3FIMjl~YORq)mS{m7kr4Hg-+gEuQ?k0sS%;5gf!?rZr->1CDEAF4J~K
z6-jp_^@#`--}*#9qE%At`@`zW_72=LVmsxtj5@~wty_}Gd#@YVZOVF7XX>tyLC&s6
zzPjdwLW!r2lHE2h`h<rIkNlIT7IRPb$ZP&}x}9Fk2jZ-MqQZ$-G8#9X=W|?KHt*Y8
zO5LMKB9ONaC^YqLBdPCiI`jgazf9tD@1FkSS{AZ+Ve-T)Er(3pXL;!;TafHa+LbnU
zk<xMX{V+qq-IOEjM?Ln>+a&zZ9{MO|s=HG@06cO;FmAcbLuM(Cs+L@blJ-%1{5xa%
zfRG8OUbyY{Te3F-p9r;BUXIV@o)r^f)HC}$9a70#wHWOY2)zHE5%jaUgt&8gh_4+=
zQ64KGUdj|2iLsokSL9sJ(z)fCpRxCPbPt>@ivqgSP%tK%&cP<L?pOgg^T8IYylwGF
z8LAE7B)^wXwT&2<ZEEV5bw%f3AWeXJ=>)M2#sZy+k*RH~4k!~G-pX!s0z^FCVMOxc
zJf3K{l<WaLDIV2Et(8Ck>n4r<W&pXC-`k0B2<YpcdQ74Uo*SY~S0y_Q!-o0PP0F8-
z#K)=~<Gv%1?iJv}n_-chU*p!oYEppk0a*|7t7icP2t%~B076Yfyy7PDP7$)B4-$mi
zmjN=-TKeh-<gu+AQe~Z=(D@<5%hkk#aaWYHCKgjt^}~EIXH>_e0DAD+>9Gs!h>wBC
ztyyFI4YG3)0c;pIzz<LuZg^;I`zB98q^dv2mzmcW=mp(JRo4&gIhj$B*p_y&3G0~^
z?gb1ovPxuu0k5iYkxSc&z~htpWAV8sxr4-00sjcsTVFo$ksDvTsn4L>!85{914R+)
z@>La77*==RTP%>vX|aYi;@REs3zFb#P731?O+QQgL)p1476?MQhkVfh+<sk)w0mA!
z4UN1t621wLR?38hAXgj@c*ob6dpD<6))(h_=e=eY9vtGkEOCD`ud|x@%SN3i!lh+P
zFI;_;Ndw^~neJHaFQf{8cP_~y=EL0pnhfose8z(@p5SArAy^VEsIdP$^5XPnmgwe^
z)<Q-3Wo#{E{^o{4_4;`Jx}}04*B9*TZL-}_SMfCCn_vYiJ3dT3gtLup_a!?`y`=MD
zV)T>Nqnk0M&s&rsA}ZbpTS%v;LOI(Kf%<`0$M3-*7Ee8}vs^COO&{QC;DGy~H1ISk
z`pE>-xXo(Zt&j)6#xDI$+s9UJ*GSf81inhySl-ciw5S;F@FgL7iZbgRl9^pd3{-h}
zn@fq(uTI`r;jtKvO8Q<p;g>2^5;;WfkGYoz5RuPUm;KaoLYt<rx-kF@vdpZ$o2$U|
z=q{?BA&Hr<=<%%fV2X?on@5b}^xPKSgzUA$XRcJAhul?ss1cAEj7WY43~KWj@{X}5
zU9S%^!E<AoFi$|N!wHhgZ9w#e1d@V2J_5~x!T}7l&b0owI+UIfxN~ufrZXcq1i19G
zl6@R<R`@0vquQapY80YK8S2K^(*O<L@^B>%J;p<3jbbb>Hw$dk721a7SMi}%QIi}a
z>Jbz~@A+wW3q-Q0E`9i&_NOE!`$*fi#50%NN)T7a^mSi(bn^kYXNmGKGtG1Dm45r{
z(*vJ$LdhroHU?5zUWoT8_SZ}kHTw|QlIHA)G_b*F*A#nLUkW&RfGrE+rgetP>Vo6>
z^-9hZ6J?*Cl+frGohMhZDoPuI+h>(_^Mlbu>zsQ@9$4td3bYN98aMQD%CBR<-p2zf
z5cbgzs3xG^yV(@?=)$Leae7>;qwx=jG>B0hY_H3r2R%qt`mZTsAaw^UPKdTS6`5!Z
zGmT2@kW5JRI^@hJapddVqUW`)^k40v0yt>`C9E7-B0+nHCF?BQgHk>a3nUEOpyx6q
z<xctwI?RcbBRsqVpFHF0Q>E^;hGy5Bd6A^FKL)64uqzg?tgB<a^EsAk#}{|KJTDbe
zV39yYz~kXd4OGn2ayj&0%j95F=-1*CT+H&dN&)MYM@hQ%0t(3$)JEPndx}~L`+<1S
zUE5_ujz@A@=F?m7OR$LAblsdkhm8>Ijom1|XHK32V0<2GkS81t^9|9>6I$Q3H=LKd
zy@4#$b+bdR_72}ped{Tfw7y4KBZZ~m1swGmj~By57JrWqV7Ep+O+@A8931xHxff6~
zT4`ba)&z{A)142XNi>av*~lgfd{dB9j12?N`^XYK<QEVN00&>lFni^@`gf$!VZumR
zixw=IzZSi#mv6*K5Zyw>{#PBxQq=uBGQ@SofyDqt)f%c>uJ0u|pyD6Dl_I&Y0~i9?
zI&h|c*!;@w%)Hj9=w%ac9*xy0nGMdnkgcH3@`par_jZAYpa*0rwF@!I?gBDxkEcY|
z_laZqc0&On4=~L|Jt{dOAVG)Ly7`G(OkoyN*AvIe+Vfv96tx?s{+?&;?1e<jOm7<e
z=}qIx0BwbU(C=q~&!$yzEOcdUUn8rJ#G!~*l;rO#Z-`GztDWGP)g)T%hK-C*wRkY%
z$2^~J1H$>r7vNX#3Q>k%2i5(Ik__a32HD&jbPL!x;Jitj+ZA|mS))}tY=t+9rroD;
zc#0a`t@)D~y3@@;4L9ttGci2y<3&XA?unPHo&A}p1o=VlpLud9?=(vU-4NH!s^J&a
zz7ErmRqy6Vr{fnZ$LRKC;jBEg=PEIj%v4?_@0spJ5pALsvQlZh4a_$D6_5zWrx9H1
zRRcr{d)-{d2DyATI4G%{EL&i6NBh14{Y6A(q3UUrVb4#KRkwcW+rh6o)M!Al1HnQ@
zWZM-)Puwr|OdPyN7g!P~iq)?Shl+5|@sA6RzoKA599Q4$7$Fmm>xzyLjk+FRB!;i~
zr+Id1Y;|1oU5W?M#HjutP}WE!BLMUkrUEk@Qfu6k{)3c^?6+lCdz)CF2Xc=?wGxNw
zj4kvX$v7TX)a~j-0^%^q4wGNehY*J!%cnuuyWJ8mTz|-nv^M)Aq~G;)tK!j9#(|n;
zrYy9OE9z|h##!;6H**XejdoBNq!qPKARH;`v-v2z+aYZcpk||EZETo$sftr!eV1T~
z$V@E3sV_<CS}k#s1W9y7^=0vJto;^HQ%yo_P!wDQsd=Z4Cp7N+2(}L}_FnJ&$W@_h
zi-1Kc-)580D4Up#X!9fs(*C>mmE<D!1icGxbN~cu{PKkZnblW$w}cDevZY4hCNd<b
zR<i9~l0Vxs(ejP)CLZo9j+YPW(yI5hR5Ayw?~6LDgEp+R>kRuHQ{3asyT-UM>;qk=
zW;Bt7hmyKqNLD4$h$EQ|a&;FeQ4#rv{9L}(p!+-YOXOlJK7vKN$a|n@rOfO$#OL^?
z<mvs+&0&x02JaGK@M3{nQ7)2evu0;oN?Fe|7=2FZ8~F+?i{&T5fz^$}P1Kh887D?b
z(?y8Xxe_Y=4gkgW%!azP7I<03@RztsYirqzsqrS34f6i@R|_u@t99yQX*@nf^Lx5A
zUrtSfR$f+)x@r*iVsO?GtKs0vUe#{dMJcrX%xJ~UK#~$wax&X$iRzLJjlR-ZcmP=l
zc0*Mj=H0UcQ_0r%dklc>gG3@wJR-&4kz#C<J6Vo^s{G0a>u#Wl`BJ8a`8wT@)N*BT
zru%3)AhQ|WS<Z+n9<5OT_=l8N&o3R(ie3LBY9p^w?F#uokMc%#66R6gTcRQy?{w3R
zBbgguj!lNW1-!Vew+7-5c?N#rMYAx)KJXEM$wQuBiBHJv%!Cw+LX-X#7Nd?d$OJUD
zjl2&ULpQKe_4lzZ3?0oZTH?T;GE9(UEqlH4Zg0?z07c6jQR`+|#;&NU<?$f(WXkgh
z_W1$fJ&Y7tg5Uv)coN-elpfH^A`Y1#Xz-w5R0NiZvD#cMWl_YPOQbMD>jBG3$9md6
zk$)l@<SO_kxNiYW03?(Y_?H&}=q{^xDerfBdyLGMWD&z-w+*;;QQhZb5Vh}fNo#*0
zdkrzvo29WX?*cA)VHK?0{EHq5>zv@zb=83N#iHuxlLzvi)m`l_n+Zs2FctD*13~(;
zyUCL5UJqM>JK^)y@S*M->p5EA8Kufm&;&Onyq*-%6P00|wLE&E{RtKS`0o@V4eoI2
z#j^f~(f)_Qpg;;ybJ9!&IY9pU9VpQG{rNirCAs+@X8S(`7lr!&_rs{|$0$%L3{x53
zyA^eH8~?7sasM9-Ho5Xr=i}}F``|x!5;*SfOY7ekL>}`-PD+Nq1J!?5Cr2?s|Ci@t
zFk_@>x@emJ>o@=T+J-`*{%<7yd0-@@iswJC@f(T_H2}lqpWzyA$&372w@HQnD=0h|
z>nv$@Nm?{sH`HSdcYx8-ZXCN7Uueh&N`f>;-%U^8TQ*&f&-0>8CeV=m?-k^xuE?2V
z_rg(d?i3k$in0b?HV*u5DF1tu`u7OAR5B+2!^nS61i40*wORvj^te!tQGswnmiMRd
zwhfUoQ+B^)v8eI|zi7RcqVF8ttACWeM;5`nTwxZt1A{4&Xfcdse+FZd`U*G5wfpVy
zC|^O}-~bF!LL609TP}R=YLo)XDY(T?{uT-hOB<CEk!r}j{ls6y`k0U9Qwoodd@bTh
z93K5qnjgYEh$ON!s-LHOSD*C_d_o-_#|bT2<!+JxZa@>45VSA;ikg~ig?_*ZuZ}yE
z&*EvXm^X!>ev=Jvp=<3c3Llg%#~=;Hk;RE=B4TYJLupS5dGU-$yr$UabN@-1oggD>
zjT%3We7jj=%sCO7ELNP7mwajIsO&}^2@dCizY(!y;pKR*geli6&QYlJ@7`~3XGm3D
zN@81*3rHEr>V#_%6!Y%a3yBlA#f5ks_;}eR29gIzoOu}%H}S86@48{H*h&gR&wQyj
zeIc>3(Ed7QH_?VyoPfON;`muA@#F4+OBMSQKi+_zjNczzk_PSix#4>E!^qv%5&`gM
zmuKTH{hn;sd!D4i<<y>B=F8hqy}Gki6-Pn-?C1m53S5u&jh6x)?F;DQyPc}a3H2LR
zf)YpT(`-H?R23O&N0<T_xr|GsY6mFTEIH6k<p`!G$W?47h@y#pND4NT10<oIW+eWh
z--;}`l}Nia7LsF|1xqK4QItr~Q}(I{tQ3_EkYv4m(1f*afsfDa#rrMN1odR_U^lPj
z>tdq*Mg;<o%n#2r0qOJ8+cAKSsUGtxRr7ky57tAVCZAf{$(qc6#$A@sKJF{W_#!;@
z?Jgvm#5%rSLlKP}5IRZt<jzOn?Q)2DN5u(caba?E%*?5>2QsEkq4ySucaly$gvha6
z^x>Jn2^y`M0^?72f0)<z@mhyz{GA&K50U%;SL*#tmI*2+c4$Hg9^B*`<3>Je)y=oU
zgGI>#Z^_CDpfzD-uU@V`d{nb5C+yk3{cuG7BV)!x@OFpSO7_&059t2X$bx|#rXR#2
z-aoQUsM8<v@n<B(=?ZbImG}_gh}VKv1%F8oCK1ZZ_O3+g#@P{}sU@|iE-~YD-Q|8(
z?#InASjUa1Z%28LHj&kNOjVb@9qX>1E<mO_I15tOG;yANkj1B~QgH}rC>*_d<+nz!
z5U$$9(wut_RS<6|Aq0pvj%{cToamtNmQ_Ccq72?bg9@vQ+)nmiekEHWB$j@v(dW^i
zCv{g@WK_s!mTjpD7+`7VbDcKM*%pceJ$(LMkNlK=I7?zcwd!-<_*a^1kWHOFxgld7
zo~duMagv6*@09(p9P3wIA*4~YXai7d6Qx568LQkK%T3~tGp~o!3r!DGynVB*nt_zr
zuYn3#FL#<c7?oR}QO9(w02;F^V)S;aEZ%K+n|D}1#6_W}&DUgp-8wlsjt9j^5w^j|
zbLkr&<7YoVnOFY0FB5n^B)_n@7O1-+$Wu1Y<3Wwc4*abE%lvV+EBm8o?kCyTogYTB
zjE)@He`n`Vvsa_ao?LVFD7yD{cdTGYNxCfg?=waD&~ZP6@`>^iSi_l*EfaQ9M<*`j
zZP2(B`>%&u9p}ehk^R1uCd5sBv9gPuI#kg{LJCGUvlpcqkP7{aTs&bj&Z~Ivti4dr
z0HEb!M-~HDTF6s)CzmWtBJIA@)1FYaO-t$(o^c=TX#N>kSMk0@VKE{Sr!9z!$gDeC
z8C2ZJo-g)r@iyR16CoSWOV|O{z)|I!e+q@e*9cx2L+zPS3)j>A64S$IE@fyttS^4V
zfC!t<0IXuZa^?<YZ2Pb^=wSU`FaldGy-<A`in*$(A6;1tQ{H`6zOKTI5FJKo5_x0n
zCjIKu9|#1U7>27`7I&f%AlY>voR6{Cf0Tn@i{(u~H=($DwQ-5Ej*@{l^sfd}0i-xw
ztTo8APg8kc3-AyQbnvP2qY9KtAK*m_7`$3sEH!5fn~Z8d&V9TV&z>gZw-{Us#Ie|K
z!DR37=lkV+cEKz*42>W9AT+50)K4nncU6vsypbxP7Hyv*lIgqV!h^HZ>2}BT=<C3x
zbqwd@e{=wg!k8C!5aI}i?RetT>zq#wdHGxg&}YllKJOn&Amqby@rj0z6%dRq-tzLh
zy{`gdAW0t9;a@GSYwEUgth{=kb4P=RBi`s@Mh(jR6fqYHx-;AX_w07p%d~8uV3mNx
zq(0vU9FlQjl{f8H2DNbAZ|l=TSdy+{TmNDNY8F^FXq&9i|5~w%-eha6_D}Ubmi5h}
zm<>>(tk0P6@XT;Q{7@4Bn49yNXlWvj$jenTJXmBD*e8~oo<hZQ`<*DOf2&QdfMLs4
zHzDWANm0oDt+m=ezbEu5W$}|}xM)Q=cWK#USc+h{I|yO$%7<t+q=2?Vm2EF5iroT&
zozCnAiuQsH$JzV-e7we6;HjdD92I{Dw7Wwv{77?%<8zgk!uJF(6-1q}$bCi~ER_7_
zX-V<F8d#Pi*KuW|shZem4uJZBMzC~C#R5p*?0qAFv2^r$lMC(=M67ZKH&%=tsBggf
zVbR<t1#Ek(j^UUNGT3qI1K{icyAJ44z=+O3#XD}jl}B-*;M~TnY)BwP@5L&D=?TM4
ztpCv{_46Z%tP8%E?^M&SCjP86kk!h2xG>c*-X|DCg$`HwBzGU1NG4=;VwPWXVsbDm
zm&T_SxO(YEU01%yg<l|MS-IgUy|;z#1FKybqTShl(AgnuQj2WCuk9>h7a{<Si$szU
zzqW(5v)~^3zE^~MNdimB`8t&7KSVJgcC5mr`*SFan{OiBGhr{?BOs-)7jbJr!u(k_
zzU%87S0(PR+I3}RXI1s5eLzf8{p`*dRAAhZgoS=cP^K;6Y1;h|7w&F6NnGO)Mj#zb
zSmGN<G&fgm<cB3N=x|IBVTK{AFEs{6UbZ9A(XnZKgSn*xBz6|!^BcrhCt*a6Y>RN$
zn>ks9Q0oQdkuZfY08st9Z}!-5C8WncI#LB+F9t&=&m#v3xfBUHs54FEGtn8?E|W&>
z&q5_liPwDa={Bau1Ho=prjLekRiY-KL*O$`)i*hYtc~V7XdHieK2%rGPc*>A*)QOm
z$u1^KB5hu<A9Uk~GlgGvY1VgNA{Uu>?tys|3CY*0RNcF!l_ui#4HSfEI$c}+qmBNw
zyCr`VlPK+&b~XnAzt|gYV3sM~m0~cGkgPsPQ#_A}iNL{~-pvhYo*!GcingGtQhU*Z
z)wFB3xrUR!OV5>`k_-kK$6?DL-Z4>|A!i=sV+n2}`Air<?u1{@>u0#|v8A_tpQqJ4
zf&s9|v!m;TKiwlwl`XQHZ=Pqf^RI;X0=xY6bvG23$4)i{X9}3QtRS*ppSeN&(u8qO
zsBPNQySjIl&n?P3eBA=JR16S`;I_@};>%A%UcvIMDHj!}k$Eo~=jlOAYg_oDbE=&|
zD5g#!_q0?OkS1FY!$9=@WBqhnUj=k+R9n;zhVM@wGL>!AAfoDH8}@_}&+rHo@6+o5
zOb7jCguk*a$XKPG1H_w2FY|W0+ZuHgbB`@jR>zaC)muc4_UwFByOaY3_r0|1OALB4
zfovlP@%~e6o_mDy_V-l&$3nB9?v>LQ^aBt9s<N%d#mCC*yh@corxCvdPy^--YL4ps
zELGj+lc0Av9HLrD)D600Lp2K#Fm$z=Vk}#IoV?0h58J((z$37M=~aeGnp}o{0{*3h
zmgHvxGG5|@;inZ2DhELG{Y^5zVBT*2wCc@|AtWbx{1JPu1860GRz<I_ej5>I>03Pa
zX>o&EO;Ba%Ib4a&ptGqAVxX>*#4i4-!dh)Ih&?6TQhNXStyyQck>h|bK}qvH!HjbY
zW6m~@CXI8BIE2cH+NjSxvXCVT3;1lmAg%s)ru~qcuai{fcfUtV$JfgKu>tC;W;N>z
z%*s{dr}GNb7F-CA^AyQ6>h)t|G3PJ<j6sEFj;jy)prg}^>*-G;$Nq`pKFf`ExwUP>
zpm2xtR`7Dp2fQDj^-RGUC^>)bKvnrr4l}egEFE+OLVIi>1^2z8)^2<ITjRgxVHv!N
z@iSsjoU?9Xji2HR9?5#A!cPC7D?M_fT&6WLIMT5CkTcf4GH%v(M8)2Y2zYh7>A(h&
zl1N_#q!hr;m<_7px9t-5FGxe;ZSwFo<#j^WFwW>-3yvB<Yzx1fb;5Zhi9*KVCC>c}
zqgi`OxB6p={@S@}cYAD;O0EI2b~#^EI?Uu+9$()ksiu1KsGou~-3GGJZ|BdWEJ|pW
zO&BChaR?s!xg<6LQXD^jqLQ7n9?1i~xa-JM;Mulvdr5Bhn^@j=Q$rrGn7E`m0x4zC
zkh@8RhV5#-dfYxkZ2;{CIKFsRA=pI@T2?_&Dns`f!r5~Yo0uJ^+i(~3wK@QrcMVI)
zyx+^Ea;K=F5o&p>^}MHAn`SXMe=(2d20%OJw(GZe!MIZFM+NnCjI4c4iPJGhM8fcz
zGwuq0n9C;~{VW;ecNfyGT!1JhM65<ukS)K$AapkNi7~DCZO?5sA)VIZl>l9Z<hw!>
z_4Id7`<5+%@9j93bDzuKuJP;If8<*>ezHq~o6Q(fJ_MfWJMz>tw2#6qlt<M*McwhU
zvab;9T0sqXZ*i29R@*x8m<=o*oN9biA>vA+>R{>swWbw|YY}GO+`a=CPJd9SjJp|?
z)tp!qra{UfRSbI3f27>vA6GNPUadFJ1N4s)Z$5h#)JpIVOY!0*L#ki%9T5(#y174Z
zcc2zOKoL)(7u)TY^A3+7;5@qWK;~zJuX8khnAEwB*Q6l^lfF5OV+2=>7+`u<0So@-
zM@Qm|4gl0J==yx-!=Wa=sin}$9{jJv1JGdVK7C2|eqo&JH%W&Z07r+)yYy&Xzd8|#
zV0~_<CD*STbef+1VR-{V(Ypgl{w@t^fg%=DnMCrvp9J%lcc)a;j=$=EdVYs;IDlXH
z`!UW1S?+)0if`ZW04H_7IB(-~X-o41Rx`4>0#)`IwYp_JTw8RvkrDa9Fes};^#A<H
zt0DoZ<r&dCc)Nd^Wm};RLJ7|6@h7vKR=<F?%9%I=BosIc7ulsNi-Jh6y(Q_Wu{t;b
zlu@N^hzAg5?2z`0U~*WYi{OlmLMWV-e}Qk5e7=WJn$#Ht+hW(!ublZ==0U08QU4@l
z4Ufp6tK-MWyV&<HH*y`Dmzkm&!oBcXQ{2SjGT2AD8~tFlWd|SxftGZENI9pxLg54o
zE$%<NuGw}Lsvnd9c+H?Pvyne;VMqP&FO(}IcBn^{z!kp;FG`O|xDn6cgT&FgW2Ri*
zV*k;%3!)9@sO8=#u4K0zH=l78kk>q&*Bdwxk&>z>lRdYAz0dfXNKt2bSlIjJ@ImP0
z^a(GwPdN#c={;>u9`kcA@zmXp-&d9T^L7p78)B|=4?K^({yP>B1IFik=CL|x9HSA<
zFkWVFZjiy@qwq^#4Olh$a*~h5&tiGqz*oqd>S7%2alDR~vr4v{6Wjr%jU^BRMe*GH
z;)b*LYTs)%;Nuuw**`1T2a2eip24z?KBC_fbWJJ?&!D|dIV;YSP<k9=`Y0&?u)*0B
zz>`uaFXt9riY*k0`cbs{+xo|?)gR}*eq8!x*H}UZFgP<ckASWz4O9&*=KtC<@9oJ#
zP)PyD;tkP7tp4!CRV!Z0WDB7d0qXrL4Wqu6kJ3Y{79FjyuU_j0KID}O35#6(C3CaM
z*YBM;_IM+yZ^VmKTkEjCS^M~B&E59kycphSFrXhUk)l@R9<o!SI8DB6U%$P7)(}6>
zU+79gLy4^X8cLo|laqVVIi4`kef-eX^1*?XL1cjKPIl`~T_BY|;ybKDf!%nA-MUHB
z9mM!Ez6vOJ;g|>ZJTl6se{IOSjF<+*GNd37Gi|VSIfl$t*_RlAEy%B)qVOk;_Ukhm
zM;8f-<wk*=MlV8wjjpKrztJE7BcKmu+s5mhsE>25=F`V4;prXFheZp|_8t*Pc>QbM
zQSbPVKj1pNqH*n~;xC%J{Y4gIcX!qL)$N_W5U^-c(;klCEjeCxm!Pxx{E|tfF2JcF
zyTp<$Rhv;H8aBtq$+FCc%GaluXvu3t!u%*QCx-pmsvk0fGlSyGkJW%j!OlKbnNu=s
z`nUGUD&xh?D0r4GAR?a<H;RA&D4Vo1)XN9755*}|`w#JD;QN`KvdL~IWqXWo?4A2M
z=tzr!fBfN=L*-sy$NE~+5G6$BTOsl5fKh|K?;|-Me0?0)j#2^#r9(pb_hfq3lPvg|
z63dSpj0cE0<=`AX<%4MAuL^7**vBe-M9Tur*?K!~4Agy!b5lNYx7+t_J)FP*O|&H_
z+m-w-gSYd)eVi+%AH459VjuvlBO`Q%Ig9_P%qok=aFf=&FW(h^IqnAVBx`s_qK%tv
zDqANtS&PTf_KAF*5L$f+7Ob!D^}Fp}-$cope=OVY?|qb4im2<h2Oesppn}t@cFAoq
zV&YbcXF5&?W3!C~aWd$$d|SZ3`=1y5xcFO3u44|6il4K%gG!8rk*L9Wf&py@_p6*{
zAba`gijw+S9YCgFTyRQQ202<?UFT}})cyJMT(5MNb<>6&<QdtjJuCz~g#r|Ze`ReY
z?+ksX^gSJ_m-j;8hxL8GJFolV<G}~S*U`<`p7?J^_K2hQpfcKC7PQubNmS+GrX_Z4
z?TedvaxUz`WbI4IMBDY*7J3P&te&#m!8RZE$ZwFSq2tGogf2ika-tt34*qP`Hpc&r
z=|BqQRDeK~aN5ymn%4pllDhC}w<cLh%4556<#nN7_5J5nM-H;lqXx#NqS%ybKeK1W
zU_<|Q1XALE(QCh^{HipzzV#+XJ}Bs>O}pEb2MH=<`fnc(jtGaPjpCg@-LXpR=%npf
zrr=8N;Y|#&V*AZXv=<7C5ia_z(Wsiwkb_?pNVkyTC=IhCaN6hGe9_BS5SUK(9XH17
zIC=kg8mLH@w;M!$n9~aZZ!%{fB}&wS&f|y1M8tnz<lz96!Kt%Y1B5izHe@_3ga2d>
zo{b_i$yLo2O<tUqYWfB}JHLn0mzjgVFLU36GJb`#vs+FTB(<wy6##z>V|+ncV0mqI
zOVQfPDg)X!#Hj)jNc`vXLrBxn5yNS~&fbK3Pc?-9jeei&^Ml-52YXyy(ce_temwEj
zqJ}YHMo5Ce|6dE*Rbj$^sv8=Qvtap2>jONk*ka(JphrLckQGpaps&mPs?Hy@Xyn#^
zI^S2-<n6o>5y!WFuzPvSq33t^Yz51)iKTkGd6n{fApm1EZz0pR7ZOpbIN7=aM-Wwq
zg3O)x8RvhQOA3IB3e%YwXMJ|-awdk}ZzY8tV6DiEM%JsRFpX{2`wesd^ZrQIgce?z
zl)Q_}%`AEw<eT8mg)Hsf6=do59I;OX#Sk^OYS6iIe8?ORP*2+tcSd(9tV^_sR~9sd
z_1}K4R4YVvg>^ZKhhw-`Ow}A*;?HsAu4PE%X-p$vte9blMC&0Svj}~6sNPGJg!lbp
z|Feo6i<hZSxvUAJ?WBjke>mNKnH2h94POQl)G})I2cr$uQ5A^WSdGHoBC0cmn<zaq
z>DjN}ZY<O$I*@l-M)FSXweZCCfbp^1&P14TWzDTr0rwaQ3D+o9htcj?;17XwD!KPX
zUfbh8PYCb!wGinv4=3B0M-6>6aid>hhv>=SO9U{VjvIdHn}&J=$Fus$+nw60$~7}0
zkU+RjrVbrFp@?BDU9lYJZ`XE(#nhd3-8#-k-<e2OW`7m{rjgW9fh<)i<+x_Uy~%<v
zZJwSGrYL1o01^1ls$x-1v%a5`doahqe*9z-umiVJ@dAg$4fvO3ogQrAbGo!^g59Va
z=L^Weo1aZhX1E863y4i-eZRZ}6Yqgw*@2_>>o5?1s00hwjEX_uwOptp{UC!7;56m-
z)rH>P#)J0Kijy#3jF^29$a1}2Q?&Wq0blq1Kl3h-C2D86<7YOs%_nC+$gg{)6pGxl
z&)e%SLx)yT;-Os=hWec0b}X*1ZsvA`YbK^OH?uHlId5ncyVFj#75uBgFW4s>lDgpA
zvKa}S#l@#*eyMmvaIX7Q6~AH`i>I3a?U0dm14nE{sotZyyX#MCohyI!WIBKas}sp%
z0^Jb6zI1yH%vYXf8IDB{wl+4Te=P%jv^V_x>UK-Zb0_aq2d$js#KCR*lk{!isSx*F
zeVb3|I!Lin{%oE1B|r(;4lM9)LEid(L7&tsM+MegJ{a5409n;8XRPse3(A`ZK%R(i
zNHSQ8e3MHvE>fqp<(J5p0Wa{<$qwLBz8}l(r{~R`Dq!7}P4ty_9%_#`M^O?vDZj9X
zCa5NG&wV0ub3k|pTJXKz3${d*ZWrv$zeojQmA9LUR{MQJ?_t!TadNZ=M)+Z+zrjm`
zIF4p-v&WzAuB?j*mK$~5%C{YfN;^6Xz-vDp2}2=9K%73YPSuFh#iz%1a`WgE7@YZ!
zRT2`ZS~<1V`IpNDXuHoN0*Z+cdmL}qAYF^RN|GJ1S*+u>l{JUjE!uW~T)df`vD2sS
z!OepjxIvoQkFzC)kQdV!eyHxh7=*4O3@vMqGyI3J-NvRc5e0OTu)_7{`2e=*114Sn
z*=G=QBsw`9$#@eBFLFq<o692t8`M)nZ=_t5$}2m8cqFU;v6o0z`G~ShqcXTlGDYu6
zevYeztAbhwEXdqz+ZOddzIbbC($_dG_ZRUU8ck*qA0u)rM$O3OdyR@nw6a8Z_f&)M
z8o=ab+r<d{)`6tBetprB4-&`B6DK@G-n(oPv{Ir$o*1?G-c~*myAk6WUQrVbyQc8n
zc6vtH`1#})*enExU-5<S%=)!8@;cD8{#$9foXHoGQdiDSdKu@6*ruY_tU$iO8wv5Q
zZctl5R^^vu)5puTGH*;FhwPz>T}ua>;&mRyDn4)gcZgM>oPujRd^wb={rOKneY1?f
zb58US*~RRyqM&(B-+XhJoK0lN@_T!94pb-h`%40R0P!~;;Mpz+-=^}J?L8Om*blQo
zi7GlkRBPNMO>cGoS|?<qTeW^C+6Qr!4Hn5?yIhf?){crEVylFYr9y=2wH=8cp&OVo
zrFn>u3X9tr+0(if<0>wwyuK0yNTOEX>1P|XpA2l_&iG$eBy#PI=H3pGa1W~6Q7(k<
z|HIXnb*ZW?&Hg166nLbSRz&IF5NQ=q5dnYwjj6THIo}<l_Fk)8RW>kZ&dkWjh+=yx
zu$a^(QC9TC_KVMUymw$N(sLp?xhO>OB=igDrr+4_9-@bry_iCW{LDbwc|+mGrUc2S
zUk{<ACyQ&b5+th-W=~m@bvuxKtuog7a$BKM&F<_!v<_1I`=@L}D>OFnii(_y>Bt}}
zM9znkLFw^p7=W=}0;aqpP!@3Jfra`znN_)#OJ$FX5+3RTKe^kuZ~M8re*A;-rRMC%
zZ>4{aqgXgt(7K65=)7G^y)x6sj&x&HZ<8UrfpQ#tUpO1H)0I;0mrTeA7W1F;p+_|&
ziK?JcS(e`q7QuM&*+0L2g+I|cx?fl^ZH)dX{w?_!K+=~j#&+}4#q@ZxJ6>lDEaXA4
zTfe0M7~=Em;^}Bl>HsDtv_pQFkge|oMKVIySd}$8qu<vm*ZpG84GK*4K6T-4<y;|c
zraTP=GsaCA5@>fI#h+<BU^-wMkpTeJ@!5x?=Ryu0ht|yMzy0~G$`L_z0SQ+3l1`&?
z`0}aB-Mu{$yqwTVMPvzzrr`bvHS{AunIqrFVz=N;>{u7M)8Wl^3s_HR&)o7b^enc5
z*&io-b2So~aM#7?Yw=e33Dh{bhDQB|$<mSJcpW=%_yHenfX|_E8ym_W-=0qyk(^y$
z*fUfJvCg3l0@eEG>!`4K%Iiv&HgTEu_ODAk#zE}-5G1^_S}Au>uj$hg27~bNAtyey
z-}RW8u<&*{VCh)NHZlfe%3*kW4OI-J7Q03j?&v+hLc{-^3NUM@*LLZi37UX^kn7@J
z;4JvpL!COrh6i>93cit?BlOeSapg?+!BFep-9iFSAs!L8FeCbr8G7F(`33Sd$dJWh
zCr2ByTf_H!k1mXK{T%+*z<1rL;zKwAZC^n$Vp~HD>moJl3%jGW0|KA=MG<2tiIE#L
zcyW5gNg!D(iT7UiV%;v~T_%G=qVMW<fLvIe+&(PY`ip-2cK1%*0J1Er@ztvAaUIPx
z|GAUq==(aVUeW^t250g#jTiDs`t#v>A_NZIRSqHvS&;N<jx=+;z-ZY_PRIYtWf97C
z>7TI9+F7wSMpnS-3ktgCZ>{T61C~>YT9L=~F<RAz?P?Qz^2sh9`aMQ}6|AzyEJ6kI
z-`<cwUC=22X6m}fpcsj<<ieX=eq1%3ZjrDEG(9HB7v2kZzi#1;5=`U#4hh3UT`DPe
zeMwGz`9s?`<=YO4;I#+UHWI(^yY7zd{Y6qvE1=~+9*Snt<4W<AO(CyHa&{_VyJ1r2
zJLE!;9|4tnnx7)rxLqbC??#w*E10fYwe#>p*eU-|FhmEWqlzME!Fk7%JxUvgirWSn
zntAQF8)1q)S(R$GHnNol0*!I(;=@^;o4&Si8mh1%&-7)-%$q=Az`XeD{Sg+Fe^dk=
z=OxG*e!2BVn*2P!{Z&6W0r6Zbl)=;SUe!3ICYe)c%TM=-wtqkiGf1c#i_0m7Zr=(2
zqW>4~6VUR}(NtL}43$S81X{5{3=o@9jjxO2x>_U2g7=u(2^(s)&+c2Gd&e^Wq-3pk
z??vk`_x!f_D;0fD{HA}GIHmu$k4Oe1nJ2l3Cum;o`m)lR^vlV)oShF0W$+t^<%|E7
zx<XDkU2|P&lpg`EX~!8GtxV;!ADLjqACEM@T4<7u{i63ybc7K1$+HbfSFM|1omcah
z@A{^eGrb9KLQM!*=vHXubz{scG~;?-_NDcS<@g8lJ}?J0^VjZLhrFo!B-!}C_1No@
zBU~-riz`XX5C7Jqp1Ij>E7mE-kjTBsf*!kc59Mfu6seeWfVL-eCI}P6q|<b`fgd5J
zL^0WB@AaVe|E;qS{X9XbXv+-vv^nqSvL&3COS6kM<F5vGYZg1{te?CV9+5!|fkA+2
z=|Gy2FttdTqx>3ax0SB4ZSv3B{SUJEU3IpggSVlJu6|)NYyCh=&^z4=Q1h;p1r0TF
zE*q3o-!?ap_<x<k32q!#E3OVFM&3$~*Ywt3)cMQj{Lh(*tnmQ_hL!mSvPXgi5V?1B
z<WM~RS?oHIm98USGukL~PqE}i64au0K~wq8DMmjLQ98{&S4SgPHqDGxv2AJdiGH|K
zRMhr9d&7ToXuUcKnG;x~r2k0n?kJzi_oyu-#0J;=&Aq0Rr&lDKrAmuqc5p(43M<xX
zhU&xHk$jNNQP>HMuAi+7CE|3#rToGcB<vl^9UO-hvqH`x9E=xy_!#xDgIQZq92%7D
zP^bCsm_2keMXtQ~Vk=?OkBsbv-bK#R6P^$PqBCSDdwu!kOg6H+BWlTSZfi?-G12{3
zByK##g6072(9Z0AxP<*ik^Z<Vh4nzm6*dI4#E_LBvA{_4mQXI~<m?@$&h49RR_R>}
zJIFl?7V#hF=i47ueUUw{F9kX?L1+zxgcvZw#4%m0_|P>lNA!hA`3W2h2cH;4f~+v_
zNqg<hQJ(j^M}EaN0)t!Mu3cmMKbiI~&dCC3(@TxPehJ|g8snF<%I6r}tG}Iif*r*D
zGuuBm>rB{MF5dV1jy%1tUoJgfESL@Q%gR$<R~3oGd*tp*@eeintyd`%N^4r1yJ0Cb
z=$;?j)s_1sa{!;N=f;P;)AwwTpsC#GpeJozbk$YmU~cWUm_q%3P{{A<Y1JLPYcHt_
zMwo^zK2p~;OgEw&L*U<6#E|YE&!`8~N0@+)E3LqjOwKn_KwU#qf5cXKx-UxY7mfe=
z)i{JH@}2P^tA}>2rAbB3VIT!Hcrt#qJo+2QUGr4Uid%B9sDfddaA^m)Tw?SFS!2@9
z&z37ac7_*ni%e3nP(ZmR(qIsW|6Osjv|cKva=<F43(8aL&i9^y?r%v2T)4=7_f|pg
zcXwU5!M`bbuIzUI(4-S1K+oiSy&4BtFa5g4WR?8Ig<dFo)7a)=6TSD_aCT`7581!`
zDI?dog$u?u8D9NLD^USD$@XJy!9u;w^}EZ*$8eOS&ti9^P%~ctJ*~)U2iUDDyqw$9
zLl^tL*;FG9NBDfbAxpWygn^1HtsivBK=)bu%=^JGW4#P9RVf3h^Umz4W`idqjsfq`
z+P%Gr5sX~^H#&=ks2|ZWJu&8o^zq>>iT7yljBCrDcDKbS@d_Bi1E!;{HhJT7=&v<x
zKB*ErXp~as|6fe&k9jHWcUK0Efg@Pp;8=*e?J04G4Gs}fDVHzO>oV41MPINAOepOw
zhXr_26eyFse#V>Z-x<=!K`$BKPQNSxSCuBo4e3!MfZgTS^_X0O@i~y2z}4>DRJ*K{
zvMoc3n@Pql0x_vsEurt}dB*(wFa^)%1NEyb!5>Hkd%|X9B%!ttuiU+d-yx}N2)bmS
zvJ}B@{olF$SY-k1XYoF){rcP`@Qw+fgis!&6A0-ugoRhmf6&|S`Y-_symdZdjlG}q
zmN_G-Roy6A$Lq^{8$*r&LKguPz%a7;Y#H$FUC1?(JJ{KyI-lvvmo6tM691R$Pa>!f
zLA2KZrw;>bdNtj|qS^!}Yf8JTsNO0ClWLU;<)r~x(zev|uRqF-dp`<5g`TLK03W<=
z#kc?Ux0>;+a|KrSbB%u5E+Tj2)WJStj0eZf$Xnf$YkbW1Y0^`^1J=`ZJk0#c4GO7N
zwvwxyo&R(%z(Lh|D4MT;y~gDs%>#J<Na!McZ;G*9KHe2A3>95J!ih!)fn)$CL=;b`
zEwAFHTX^FPEk)D@vo=cxgM#_HKm2}xKH(R+L!Js-Z0o$Eh8`pa^ccy#d%+)d*zjoT
z>!{G;|5HID|98aoh7F8hbI7Z0zgA*{jbbIzamtAQP8ovL9fYFHAr^Yl9FRgN8Qpew
zPwwEy7S4nX^uQq|EW;yc9IF9u$%fw4EeX%<cmPzeJ`d$x8ugItwCnvt7<K=1%HZng
zfNjP5W(mhH0Dav4qR#NTqG##%y@i8*)!_Biu_#DS*)?MNx^uukUw4wMI=8ls{%<`&
z*0Vcd@5$!Q@FUPGSD!1oF{>7VceBImo5{^2xxc@qM&mkSzTwLX6pYAmy&UppzExZ?
z9rcfk{x4RLSY*u-><*5ClkX-{o^>SW_%aI}xBT1PRYsn@-ty(`nv0go!zuX7OJR@h
z>O9_#&qwwJLjLts<WfQ-Ujn{YeRF6=1#ONMIG*HY^T0qt{_u_BS3;Ey!xJ)13OrQI
zljW?BZ1C)GNG~y?Taat@KArSPk0q=+QBZ$;Hn5?4xOL{t^bkp$h2QeNK$C9>p6+&N
zC+nzVw)VB(O}E>v*$dA&l9B1FMS8DuN*&u%Uo@^Xj7ceV$n*Xir5|y)mFz*kbw8}y
za=g|V=8N=nz_kh-16`oiaPxC<K!^~_o8rTM_G5qLL!ks!!yO!Ap=I`$LH)bhx?c;i
zsE0-ntFj|p2FoLO3h2Vr4H`7&(LhptyvJ1TIbnTu0rFJQwq#Z5`B*bg0)ED(ChKPz
zCXT<8maJ$}nOCUaEJj1O%-!&n|8^2;Lx<i2oc`H-L+Y<QBKvqv0@9PLWpLKnW=ia-
z!5sBADKtS#)!*+<JMVumI+E?{xQm+eppbdo_xJZQ+5`ODV(PWw*U@W3*xs>w73O1-
z*ua;3#|#A$=)yOtldTQCip%QGFUD(w8Iyn69zh+%sI*X1l)0-^)V}-LvPwBwe5-eI
zxYglF!1mad;kR_UT{CcP-tm`dk?G^Utn~xDPL~%!lTnE^P?Pu<`N4AEXm4Cw@zK|-
zCqY}(+fJ}JB7Y}(0F6{~Vr{-B7M)e+%W2vRQjk8c#&~47ajU@DwNe&PcUJ7)<WN6+
zQNG{FLU`7eB!CLz)>@~r*9UZF@toiSR*N%{^P*MUSg@ZmCdj_}x8hd6M?IB{oBZhG
zJ#0s_zfHG|6mB1FzWVRl`&}W^h=fveSKD+wJoldm#CBDQJnyq7TXr7_R6`Ar4;6&k
zcfodh_X<ChE#$s5!y06G^?iAl|G{ifYlaGtKSUY4dP?#_B%&K3@ZCZx>l+5pfIKP7
zmbq8!i*W15PmA7>dOi!*r#i|vj9_hp|2bXpe72E^!$;yuQN_yMUB66SK7S!NoDW;9
z0|h-Syc+HxuLNK;Qq#~U7Z0uqPk)D2qT~Yn|I50_ErBb>LRcq#>{2pV@?pq#$#{m<
zvwbvbl~nKMw>Q7Nx%2zZ2%@-ORzkhXKo~t_<?E;~%3HkFP=~^u>f>XK*5`lfvimV~
zEml>LL$ltBAgnxl=g!&4MpZ_5!;*p4{Hpo-bb>4{p~bqVZ&I){>Zp?=D88pJ&y}-F
z=V55^hp~Q<@84N_60~GCAH5_m5i_k&7}5JnR-eC-(M7r;q~R2#`ubv2?+1wa_J+pb
zluCm`$lkrZxqA0H4YAw*JyB41`HozWO7-Za^Z8Y=(_sS^e==^L_zdq2&-t~Mil==6
zJT<+pCb=O?48$hH()dCxrvsxu?r;ShfDin22YwkeS<jy9`O@ng<5xaKUXQD^GHPXy
zmMrpp@y9<G$iA`sTJlMj_&z|PpsQf{yWQ|Ufhi;>>NOpO52<o~XF!Y%0JaB&3|@CO
zLsg0yYcqXjG?Y<o)A1C7wJ5tkoK?`{t~8T2xy|eiA4|-9y>AfNhl)Ji@A_71D3pKM
zm}@8s$#<ki+1yv>68b0h{8rVlFFz!+jE|s!EwAAvqLOd3kWv|)d_?{Eyd8rK5}(mq
z<scc}GBYUYI!H_Z7%wF1$-PqTKc=M~F<n=od=+;~U?MzV-e>jLo&+1k#Uxv8-m0O0
zl1nc4!jnIZxti%63bow#sVFG_FKU8l?O|++-ZqvAC$&3I(o((y|36Li_If)_m=+^_
z*2}{OP-0uAe9H?KbJ7JfRv6P^nnz5sh;JTBIBDd1r-q@M7idwuoCtz0Ad28wPXGd=
zw||Po8TvDL0JNOIQTHNF#r%9>se0Z$HoMaWz9)ix{MT9dyMLs8FR9v%Yu4O=U`jiX
zZxWus$iK|4zVF4;e7G_@+(Ssjz)5;>_N?f*`#IY_6mq_N-{Vo41rwm-BYB9>k$g-S
zrxuS7>O7Hn3DSbd>MXB#$;6>i!QBptd>-BR<JGRU=V9goy8*B>KhnWll28Bw@emk-
zve%g|X`xNB*?00eci`|pi-pXw=;)P#+o&m<i{LvD+r7X!4r3q&yA0B18o==o$@Lf=
zVa6W>0Yg?Xx!Plu4&~-Cb<5a!q8Q`{Tt{+H8P|`xtdDm5!iY~*^LYa`30R*xdwd8{
z+TUQ#9i&lng<o%WIKB>8@{nv6#!FFDUD_PUE0QI&%`0Vh_zZDiuFiFRiw^Ni9%fpe
z*>lmb%1-v3H^;3sNOcc02XAR}0#Q(fB?-3ok9Czgc;GHxgeyRg_3P!FNxChOi4s-C
zRD@98an6CTeDcc8t}Hln+^^vkR+<n&7dmWK6^0-{kH~B(3J~xkHFsYPwZa>&e||Yn
z10g!vJwbDw=6H1P8Ow5~4H9v}L4`!$(ek&KL`{d2?%#`w5ROGx(?}{K+I7zi_)~r4
zO`7uKTH{|uQEIGrZ#5gLy6$$n)BKcwh07_h+!t%<+$1gph$MSMFWVL2Jhdya$k=WP
z@7HURCWdgaP4&QC+TG1ca@{AKG!Us>#x9jrVoWDI_egGMx!5NXF>PrQ-sc$oF$^>w
zgz#)nft(IGNhTLCox><TG09<_zpC(Dj^J)=4`ey+hN-Y`C)t32*-UkwA_XB_X=Eac
zAZA7haVFe{h%*hlAs60!Er^CB4%1hZuPT}6_H~RmB%$P;Hj)s*2}q=zc7M^{a3|=E
zq*UMo_s4LAqO{netFYR=X#Ip}`q^Ydq{B6YN-Ou7co>bmBYP(T0+=p>==~M$PcQos
zFd>~t9o`{#Cd<^tm3<k<hjUz4AKjk+&6OX)f6ze;iYtRKp|Un<q0MlU&+6OIFU{Gp
z^+8u}ofe6nG}Vme?)-L|lVfHa<0Y_w{?;2$wZEKc<i$iE1R3nOM^9wS!>x5e60xSW
z=4ynINab1P@lA@Msi6rT6QFqbl;W~H53SyfJil0td|%}mGh`p`)OwWK-<0yvK0@o0
zM{^BBUo(Lc!5#Sqs6EIxz^H_MfiAYEU47h2*?O}cz!SX$fe(2kJT;tCP-lSgH@G2n
zNVi+MyGGS87v(ON2?TnF3#Zg4y6Zlij_&zFme+^A?1QO$`PV?%e>4>w8U>fx7Jay~
zr1Rpp#dusG>GlD~&Ia=m6J5f0=w5i%PMaJ#xk;nh8Ebl#O)5k1VuRkdKL#AcXVK43
zw=$e`ZLCW1aqF1fC)*v;cxN>HHn<&C=@ePWG+!i!IC^nt`!##MypjxLee;W7=vN3t
zLc`STSMj$C!eEl?(_CiL#~6O9X8+ajI9-tKpe1&&e1MfpQU#L}?cb=fRkWRzePo9i
zMZOPGB5K%Q(7c&y1^rs_RAXWqG%KO?4wZx3H%p$<Vp>)o^Sc&oVym$|HcJoSe%yU5
z)ANn?$ZgHdNS-@_Ujj!yp<m}7gJ=qLrhBuz9cB>WM%DfQ<qubA>zSCW@ken&>JH&%
zAgyY*-kNwue1Q*%b3<1qsjc?i@v&(lc~e(Dli<fB_aWZ^CV>exHY-lr_oN%>GizbR
zc@J)ScKxqIZbN<OdXrRpv&M72Ep3sGufHirC>_WK8LE96rsd-p7oII-8MgF?<$XAy
z4V6Q}+}#skko@DRACIB#`Lpz5hpsOMo~OiTA_gl6RzgPVhz$WtyO+JQ4FBCYn~U-Y
zZteSt#yHBCU1>;#3Ivg*_oN{5`A4_x20!uh0D@j(!5~)PabWi(q<LjDyZ!Yl?VdC&
znajg^GigWl{Kqm?WJPo!u-R33K@=MZ&zs^R4}L_?<NC^L$1Hc?=pq;6u0Dm<ah&<g
z!Y#t!1^Nut1C_$=72-gGRWS1iZ5b~rZu_Ir*gzO+!n2T)#P>g*^EVf!+~f%WZ(7cO
z95}s>OUXtP3Y#8;9W-Tjara1SC#YVwfG7;*L^e?A<>vVw^IRa;*PfuZ3SZ0L>7+~E
zaepG@c2y@6x>a|~<SXd;KitI(8pD!}mGG)_H)URMY;et@)^+Xl(g-^ke!A{$d=A4|
z>kqUYZl9O8wmHvFPwc}nGItVy%I^F~^k4}E`&%Dxry7lMACos6+r=ukojp|UrCX4y
z2bx|Vp$wG>`1wpjDdL_A`b~=J`J@iRRJoEz*11=C`Uj-yYs^6h^P286sbl6nso*g&
z@yRt38k5VVX_6>{$Q#LU@a0U<Q~%~`3efbTOO4R8kLq9t&yg#0cDax_FkPupQo@Ya
zy?$C<EH7pdYu^=<tOluyp_FQTCyNO}1w~%wvqm4dL%yDY9tXnGLwccU)TboeiU(<n
z|Fbe|2_Ob_X%0UICuk-NR5eWnjr2DRu<<jVv-R)?e0R_ho{Xzfzc6(2+6!-klY%M&
zYarPzDRuQIyIiOJYN&tH5J@HVt1WYJUaN%^d6=*b6MaPsSmomFv3Bw7a8<-NRX0Lu
zw*o#5ZMjf^@WSwB)GzNM=L?fCu%M)EKmrUAmZ_eVcTK>&yTP~OIBDzM339UE?h^W3
zB{_AJ-T8quLOB?T<3pR^rmkC1#bs@#_BZ_*xU32VcT7OI476?D=xNSC!<Q?E32qa%
zth72}_B0}$ed<hz0%1rU#k09&xBZP<_p_*+^$+#Tx^u3d@5`P<V*<tq4L<Sx1Gx(U
zSQBJ<Z(JqX_wdQE4*CHm;m4dludFpN1c^=t!9S1R6Y~&`&`^DBpaK#E0nW_S?6Mmq
zl~Uc}z;~fiib*!E9v~2^`AY{w{+(upsNMB*@mbcRuiDH)Fo^Bc#_yB0Ihr$Hu2_<B
z?xVh|I3RZF752Fna!FaM_RY9oV&xl8fs-Xdad6xKY6~yE3xc(MLIIMA+Ygk|a2@WP
zRz(-3yE^K#6SvXjaJ=Z*F`<HtH$U4%AghW*=b9WE;)@11x;gfj(RByy*`5}L{$g+$
zN=HqEyAvpzUnHYdX0dN~3r*l4NGk#Px~?OKDBT3#y=R$d4vQ^}<B3WLCOX5SF6sPJ
z?XMr#0~}1|MA1|4_q$Q5ze+Y*j3MrqZRzN&)2jyn+7yI4=ke4-sHDB86s6}kpTrfZ
zRd<><9~K&!d$y<!YxbtiU>;w^7^E}V+(Hm_KMg4U4sRAk?{jb;yIt5B*X~=#rm$dC
zQ>frD-nl>TnX~w)<Me@SUIihy{#wt^<-=GK`HPlmz3M%{J+yn1C1eNu9ECAyOz)!1
z5W#W2l)&JTIYI<^fYErbX+HA7zv)yZe8|r(%Id*il9QRir)+oT#}Q%?9}Wz4wEFIG
zX$Hqh(IvN*o%<-L$+E($q|+G8f!_PlcgokC?G%yH0za^4r#OL{@>d5GhB6Q2bIxBr
z=U)X-2FYtefpM3%W?|DAZ%C3wJ|TBXuR)5kMkfW+cMswuLB|@S#P_}G<3aPYY~?1g
z1AF^b*Duina-ekGmpcV;D_5S8eLCGHfm@V;V)TpLQ$Q~OlLwDiIH;STJ?La{_$SMx
z-+EcVXG$r^E3TF9gCQsR@_zT%chvPp$I_F4Ii4^+93px;Ml8KGyA6XMrdI?0U)-PU
zzQwa?v9F3n--f!;Xa3C?`s+&Yw3#~vaofLsU1tSitBFNa??rpKaU`EGhk1772_@lM
z5bq?BqC9B}T$Xh5xp-2cyjL}uQ=KGQ5XgzvmLB?*URicpBdhJQ>Za|ugKAU9uJ&GH
zcMNOL=Vv*^!w45PyjF1*dtL%$kW;Hr)2vTWt=5zaCF1-7hmkpGW*+!aoR2|#kdrHB
zZ73G~j88K}-fCtoFC~YIKzKmvThW?|*-EhJkb}!RNH`#TYP*eg67x2$?yo-qwul6j
zS|{}n1lmbiD|y{~>UZeoAntMx*eZt?50)~}@5&W)`40Q`^49<1;(C+qH@6#y2PrZF
zCQ5Dn=tFfnukTtlV9IR2<pHL}{$b+p7KB(|q@G&Z&^bi=usRIuPf<)Vh@OK-bqzIv
zc8GUzkS}+oJL5;mH_lyUp6(%DAsaJp&F3Of#}@NTB$lF*k_71W&}S_w{d7leI>j#B
zf$5e0A^L`U$C-ZxDd~Pqn)E<41o){BfCn6fe{;`ZR0(f?1m8c&Bg7>IELGSH7sL0&
z{Jjfp+E81F{I%;h`+9w#rcM_+e=oO}cR3MB6ZKN}^Z~_tLQ=PTvs_A&<-@)rtS0`V
zlor?ps%B`_Xzg2QGiz{S?8|Nf5shR5Td6Aho8SZi_|7y18p!3k*BRO;wT27Q2=2&Z
zb>yNw)PJwr&i=&YRR{43f=vvji1+%(0UToYB;6yqUTX~lCd+#ak5C=k4%{nb<%NGC
z93DuCLEfLNX4Qw`aM{I4pZ(ln;_p5K+5GntoWR<eT-INE?00-U?W=|!TLC5>4mdck
zah<@5mRAooEntHpYzqOURHC$q7Y7OH{D?#X;<cT!sdjNJDS%u_KK;<=_A*Jh>@hAL
z^(uh3L7wERMEC7p=!`Lo?z}s<kRfX<x25_xp+39jvhZY?ygwi4c->ZHtKwT`xILky
z0lZ>8v6t6d-=rG)qxeT#v7UD5R9*72@$F{tet2Xb!;dgXNzN1FKfOQ0y?i}G(I5<z
z^75V2jGSw2C%!2{sp<|t7goqt@)2cPLek`K4|IB$!gH^$5O%r4<?_hLr|V!{x659M
z)1T?*Ch?|iPae+0bMJ?>4cc?}HLIz`$U|YuopeTS7pZ41cv?Oux97dSBYTsesM14)
z@A!w#mTSRU_5t#BalR>XU4L(7{u#z9G!L#2frn*?drTp|G&6oYRfTKpr@@8!LKft^
z5*UxGEG|hM_6dzJ_lwH$A{Zf;t8<kriYw4mpl@4Fl7^P<`wNIu<mH}9gR6-(JitBk
zf%8f&YG=EL*XJwToStpkX%nN&|K4XMSTzXvpOE@+F0f)%i`Z0|XkkWYDksbx&YUn!
zcc05();#TFpD+<1Elw^~&aVfclRYEB6K4}U@8m1vNE2PbxLC78D4pOyu}Q8U`Fx00
zY4?B?x0MW20_CzZvNB`scUNzYo{5z`_to10#kS!T3~cbf?0bi4kVT-;c{ecHRp4!o
zPhO=qjhT8R19Gk?tsz4Vf`14J`vTyCP6gx?#M)JUohw5{zi~ab{e01?Be8B)@5SK-
zO@5Dqm<eI{;UR#2w3lV18d&qM4a;RImtRC@PcG;f9ys_llcP#wFqH&M2+Nc#udl)r
z(ddvXC@G~{c-UghfAy5x)v!r+`$Z=W4a`tmx-&>-3__Ils=d2WOPPAq;F}}8{wf4W
zazh+9Sn9)4Z4c}XlB3^~@gp+SWJsE9Fke+`x%bc0T+Exi2&b_by5jS}%~wr_r)N8=
z%Et(Uj8j__@InyO-`tfVm<zONF-FJ4?YF?Ghv$oZaAZmfCN6?}`as8`53e{EpgfsB
zB+ZSqcP)PDhF`pZ6N+{m2MSUe#<L#lgm%a#$5#)U1JW6BCqTxj^UQ(Dx!yu^j|9L2
zq<)Wwr}4xO9E{T)bg}+uBh~z!4|r6)3vcpayLEUN9v$5G&NH^6I3V796&-YHm>|D%
zmrhp$oix~g1Sq<}nXC;g!_}e0#P<Dm8XEJ%PxJdGIq`lyy^|XQ(YHlc<o-CV<JQ48
zC@cEbu7iES0Ev*h?%+_K-<E$<2QC)WW|uc3P{{F6#Iy8(vsbomelu^0$}Lw^J>cGb
z9;b57)mWk{#g0>X*M7M#wwwxgU=v4CI<$vp;H1ZLf?O|&UC&`xJok61u5g}<HcaRS
za?uKB!iFwp!lQ{b9z1!ye6GPO*zL)=&u&#Lh%bi|lnAMR_OJb$y;%gH<2CJYU6$#d
z0nOij!pXZ)PnO+*{1<|;d0T_OXEv0zvQ%h~|Io$Kba$0$H&5yo(rx*0v<zcSYp9B@
z&|%O=xRgoF(Cp~Mo?>LMH<evUdZX}KK(OMXK>o9(81eDdz${}|+rX#ksj|w`x^&9$
z7Ps*l=rWo*g1lw9_H83yy{*~HGlHCnyBB(EZ*H8y-U1;eb0U<8!oTltoA!<oOpNTT
z6?wDSgiq+~l_1<q<HWts=iYog&JXqTX&-gCOkmy$Dle+#%_%V%Eo<n|7ktsCX!dAx
z`T<aYtX93vPd|ZV#+D|B$a(i6QE{tPGM8ZX<9E-%sD#kTCkiaykw-cpSlcDNj|lle
zYL8JwR8`b2kjPW0SI~Rq>%7QQ*6Tt+rkv3aN3~|6Cjfc0C97bhUf(eHa5!)k>1&X*
zxMW1WRqV$3z%cfBnzVKW`VZ;r>A?5QXXNm{Gi-Nn=HVw4t(Gf}b!CW2C?21^t2v#h
z?O|nD=B*FCe68Kxi~{Ktouo_$&LY_JSFhvP48dttBD$dOLW=WrnwZY&DGc+`p9JQ-
zYUpl7^va8_#!UO*ir$@(!K5}l=m)cfCLj2bCTZHC>*N!28sFZU1r-2Vclh`_lA)){
znU~#We{TBzb;uU>4=b_dNw}H}Gq2Y#BozF`w!3BU?r^;NGQt4uM$mp|4jQxYeYSnR
ztMtYsBaK0hiQxZ`8-K!4@#@U$%*d<#SqVL_l`0n<n&&!HVskijUUNZ7Pu|S-uDbZc
zoJMEVs!QA;5P$oa55+qP-M-e^>-@}V8!U1T+PO!u#`G>a<|Z~w-b@FK(Ia^Y0$mNR
z>S%pgE5H`i>-q0_V%Hb+GP=Lkc%8>-3-?QCX5uIIct8z}1pB)!_aheGXMYCKcWb0!
z=kgEqGvDwU`|I1DYQ206h4^ls)@?POxakq0UW-up-AN{3R(_%KiLBd)$dRcwYNoMW
z<$FGEG{UYV2&<w##I<w08fMy6^x3^KOIsY@MM#Zd=bZAb)!dhfIuC~sS(cGMWeVkP
z^x(cuYlC9L7{b*D#Wm5s6?#*ZUmiZg?IL4T0&3^*pHsd1EdXwc=jp!+8{#Xu=TX&x
zb^wP{r7sj^{p7YzA+h$q2{(K`x7+Aa%k7WXYiPZ)rNCxU*C>Q}<{dOvxTD+8YQwlm
zek!EZd0PRCP|$NkFOp=}Hyi>;bOTLiqXl$sBMC5Pw-HKDFbTK!cmp=>^&*>|B<s#Y
zXiG>J<(8j5S$^Bb-~Kh}n{74K8jp_z(?$$U8yt5rto(j#wqjGf-|f!oGfWnIEDHBC
z%#!}ROS&K104*0Fw?KX!1$|t0bIi9!lI()?r7Y0IAE}2iS<=V}75cwoMBl+VggCc%
zI$qgjx1TrKof7V%RievUO=1s8|04`qxTq=?oP8?aQ}pL989ZUeh5XfGxq_yr)fU`p
z2KO(5LlEWsn?@>SM&fQkDq+5g>8pg*tQ%L}a*a-QW*QU5gDN_Q0c?5ZvuQBz6Kozw
zxh7;VHJj#tI}&b0P4rj^H}-QyPR3o{E!=kxF_Q@0LgjaV%-6fy&Ez3x#J1lq9N``w
zQE`o#*{;{O2oz(YdZh>uI3l4D0<~v@Jy%z>5HhdL2lR7eaSJu4R%PVt^;f$#aPbnS
z*);M1<gFeU08@4!<jXVCLt9xNAg{HQ1DYo6<9fR-Ow5br{*PA<CM@hNuG15?v5UA`
zUf~nL99HaLd|)=|TWNv)A-9O!ZSsMEZu2y}O?Yn9tC2$?;m5DKS5Qy55uo!d6($A8
zU;EUhe4f(v-52u@X;3tyqj}fUV^kf--{9?T#R~@hX?zypl;~t0BD|79Of~kAh%!7T
zr}@jTeVT#YHCHjH3<>IhGeV^Mc?|(M#1B$RSY>GwA5ZuhyiOnP_@_uCOP;Hl801q)
zVW5H=$IGNYeDv0?6dM^>`-mp&=Kh)z=1rN^twK_a6pXMmO4kAN>gH^WM-gj@3&jwM
zAW`;v5-#;-pNaM)D&B(@pt2jl>)<zac2gQf#KG6?;&rZ(+J)9A%F)nA$5BNp8oU91
z%^Ww&XLFX?z`P&1_(Ygu1Q9e^<yaF15BoZRhdepPv;!K4iP-u<66&5B#2*rKylKJJ
zw=m(s^giqwK7@UQYC@Oe+03U6R0gL5onmxy^7;tBy4gB5i9^%JVyE_=U}DHBa}bJ1
zTmVCCR~N895#P{u!@Im>XJdJ_%7X&qLR7aKva^8KiA2#_r3rQw>&MHa)nfBI-LaYx
zmUWL}8~``$3n{6nk=$z#vIU%z7xv)ga(9#$)PiddI@@0!kJ|&jzdV|LCb!!zqPU+&
zvlK;p$%P67x+EErje#wY9<rh;x2;twchEh*zu#tVt$f@2bB4+la-6sA+%C1XWu=KJ
z=KD?-xqX_e^K!a18bQ+Vfzhv!rP5uYeOz}<3?2NpdhvBj-lBN`wr_&dPR;v6#5?gy
z;9UDZY7zH19QN??O!+s>F_$>ztGN`liT?;g(@F0&yWiRn@m@Sq;SjzS1ce^^uX^wq
z%0Yk-s0U#>g>V9|3$)k|mXm?`dvY5whV=^4y5!4YA$k!~x!qfm0|*N+{%No&?r1Jo
z=JHtdY?BON9Lhc*#E~>I3D5CfVIy7FPkRR2H->AjX4A<}n;>J?2_(|8PFr9{*c_x~
zSMYG4Bj+!fHnzW3lma9l@zK%3R1ZqN*};-2?PJPk-;N}mcIA<=Pj8j*q6mW={jxpT
zP!M{HJB~J%^!0w&r?_!`YD4%Zsb71&GD1IoGpF0}di)ke42);W`W+u5WNY6}fN7{g
zym_u6j&sBaDLi|$1H&)JfeEQREh)&qpWg_%;=88**a3=mh5pgW#C*#Qrf>-g7D&n2
z`o33?5kuzh={$QWS)W6XIbi3hRjj1fBR&xtU!-RN<Mpkj(t$dkFcRH#Tg)_UO7JN5
z4V`T3{eJUr!f>YmM|hf#X-#&J!vmYLufkR&2NcrqKq57~FI7vkC(1w3?LNfqY%-@3
zWe=%f4d;)w1_x$YB*@WoX*cIR$OIpB4wMU5sEzj;aP03dvb=?7{d7>(*Oq^0Mk;+(
z3^AXc34?q>8gy3c9=e&!LAvcehG?|@olK%w;GQ%=YacH08gfd2ZoVSo=>LlXM0m6H
zlVG^47^3}7rF>PjBxH;FNp~BoW`{J$-_Z<@Bx)t|^!t5W>q*hYhC_okLyPnGGmHw+
zN5b>y-tF!+&2Doqedm_}dwXbqF9O_(-n=jEmDNVrf81ZM11z#gU?Q5G?wc;|`s7`J
zh}L0B1d(qAFxO)7q>E04z1V#Ajt-!rLSJJo_XMUSS1~aW+S)EeB760J`~M#MAfxh4
z%^%XWe!o4I!|@2|8G%FFdfJ`P>|gMk$_|sS(CP$YAr?szo%plflZhsb{bXQDE1#OW
zAXQPpd)e%9J$NX)4q1kz$s}Qg-1ZA>lg$$a6Jim*$wPJAKt`(G-{D4|TI{J65dg`~
zP)_6+1M5K*)x#$1Y<1h>w1LEdtB>CvveIp033Em4>n&_ec(h9;+TgBUzBQfsvNdWK
zwZNr3@&L?_{T0$pqxwz+S48QJurs|JeXk~CTxxr*$x`&XU+(i7xB8y5OL$0qyAc*4
zpF)4sMJp8wi}}}?AQWTBj_i<+iRw{)z_z64^J8|evIhq<_T(Pm_`~j)q^rWeaZAK`
z=|<^7@7F_Tq5%hbtlQ+}0xpV2p~$)W4<+Sl+oLWd<iTh;zu@e^IFZ%r8_rgKD3~Z{
zlM+<HKBJ$r#p}2ArmnN;)06WhNmf+aS7tY?6!{n^`7OI%ml!t5Kdz^q^*f$K8djh(
zM+1UbzVKaLM*v;pcvam8)q^38z?X0_9GWC~7BZbqi8!qDl9CS5Q&x%IxRn!cfF7-P
z4C!yBSf~xrHPC_Q229#ysN^J4$+_|M%=&W3%VFQ!=QHvVp<36g`0$rS<He=0R4aHA
zZ3$|szWb&j)n|(-ASnlOx&t<Xv`1`AO!N9JT5OEM>+l*NJxO=Vf#+o<Te*Nsbv=9X
zw-X_h3rg&zeDvq_ncX#G^VH06N5!HM&kgpjSoX@$OnZMr>rQfe?Cz3kM0@{Fy%mF5
z5}7uIbcs-XP#1?bKfkgMxKbf|vAHSGqN2Nu_v>0QpR3116%c~@qJxBq<hCqvjr&yz
zL<IIQ3{PMQ6YPD0Lm0lo`T#5=2ZA;8?-P|gqwceLCyFXFn2@-%QrFIjp$t$K36-5-
zK!nMkbRaHLO`{B{2+{;u-&GgKbIHR^iw4nb8DJZC@6HHBYO&;p3xT=F2c3PcxZ2%m
z^w6Qe=_ZMO3DF@bz1<(I{>fIWo2Fka<N<@OsUii|U*ZDq=7wAEP?%f`p4)%eS77R}
zbKAn~94u)+w!7NOi8KPf)>FK>%!fG}xQphnZR76gP^>gGUFchsFq8&JfERmhIG9?(
z?#%rR;OUz^*On+;(Vu{E0`Lw)&0&Ofczzrpd|uA(gkowL8jJ?p70KyC`v9I)DBS%j
z-Y18cBFZItJv|Y7D1euU+ICX_0P_5lzEq<g)APAreSnkJ&2lidSCT)zZp$pxc0THN
zM8m5_aJuC1Wrjm}NYu%dByg7^b-U`ZNnR_mE{o~KVZv#`F(#R3E=E=b?`=T6_S;V)
zX(1URzLw*UYe=s5b?USA84x%@a?q3a=&E?`#F1hvG~Ox5mjrjb4!+PW&lbqZcK50$
zksUf{lOj;;?hQA-Q_-SHaqlq}B492{FLg-)E%_ZnIA|7;yu!udtN5a3L>NzPdB>$i
z9>a4biXgFiSp1a9+wX)ybrczW-*t5-MP>-Q@wt_~^4zU32jWj__d26$1b-HLKwO^q
z++uRR8tINmLXnTBnUn^f!vP&ne8(;yRpV#>n|TwZ)-!aPxXbK<cz!*1yV`D&R#^*K
z0G*ygu?QoYQ0tTGhZm^1F+@9Ey#`bE(~A<tu}mcUO>3_m`do!vUgOPbMEL8s@;vLK
zdAd>@P153Me0;sxa=#oSo~15f2kk%b+faY3<;8ynn#><UU<1FEhF>vq!L@Yvb&b-5
z!(~_LjGTyO1S}XQ|L58$JD>51ZlxE50nRL#o%j2PLE_||Ci5H@s1Y^5a^0O$y$Enf
zcPGYOcWppm!G{8On+c958%VHHInG{rSzWHW6#Heham~#|r7>6lQ@W;B!1Vc#KAciY
z=%zi&wrBY#tST4&c?aJQauKQm%}Fxu0!7jV<|fdKKZII478uSO>0}Q=)$jA!7X7v4
z!JCHM%CPr}=lbY|ozGsFtNZa^q>xfiG|R@f`2+*Qi&NfT^NN$Tn;tKIh9dxt8h}9W
zSRCS;|5SHIe!QLu{tE-8Po=^|Q8I-WMt5Q8c*e7VJ_beDqA#*>|4J5{Tqknc`Tv<m
zEiblJz#dAh+)%xf%Hdwg7cv|IztD5r94Vk@lnp!fo%V=|s!A&)O&u&c7$rPi*8q;i
z$LbspIsYMf?LBZmLS21%^d$K-+J~y^FXg3M-3KmR5X)Hq_@>Q)K%)>-T@L!L^6lvM
zg+hGk?`#HpfUM?sGebrZKbV+%QksE_8_fLcId8l0v+x4nH4F&;_!pt(Cn~;1ZFs=D
zQdivv)_hNA(dS*^K0qKr<yV#xBW=NY-haf?Z6(;)$%qyr3f`w2F~miTKl>MtP2wWM
zTt(mf(>%GwVNPPq-Jt!a2NhVF?K-3=+!!)54-Jae*gCO0M7#HV<x?mGflYlRr{<mF
zch@t`3s1NQe=%ZIkw`^cw=Ma)c!7r%N3F%gY9+3P9K#>)xRiHd4h2ru2gNg;q@$#g
z#tu+TxWEhUYex>iPjX*M2KpoP(#~s#e-^p8f9!WlA9C{q3eMhBPHei}sHZo8RCjY5
z587)utNp$$%dm$P&YC*xZTq(9zpk`z!b0<^m-0=@mqV;T(UZ5uT*t`udVsvn<(Si7
z1#<iGzzB^K2f4g^3o@CB!z|F5q=cJg!@-v47N~&0z1^#hqWK(UP+-&pI)oR^258Wi
zIT)<r$${7bWwEu!%45kUZl7g^{%IiNo!tNCb};5DoCr#q!6{_?#><HN+&AN%r%p7m
zfrKJ;JHEUCD@0uz5ANi?T%Pq8pgw=kqKbBT$?}$2$pkXX!fe}}KF963C5MSfZPV&(
z(>7I7{**>9+td2&Ra`hLc&Hij5z*PY&)9Qkh!4NJ0j%lk4Byl5Juzj4%;rD|!mzlj
zm^*!1AEoNC)#Ra9Z`-}^4Uk^BEtd%>)QZ-t+hqSLbTFHe(m$}+`)FLq<n;94XI8OW
ze~J%xdo=p>%3G~d2!!3uu;RFrF?s8EWt#q_sVt<w_!Zdk-3kq@L_EtSPvi`LF0;NG
zT<}+I0iME36$p^G{PxGy=W5?zG{j*#Vf*25<wO(d%~ar-uBG8zwzgHp#(5*Y<U_N)
zivL`iM9>a{NImgR%ZyDmEebBBXn*7sdSsXL9gN{Sx}F-YVr4#Wf*9rKD)Zf@Iqeij
zbB=n#qJgyG^&>OCu<mZBwdFmFtQ;2ZtvBFM$7xf=KD<u>QA39W@`sSZfHo5n>h;^#
zpEAs5ACnuYW;@ngzfIW~quTJ%I(C=vlVYZwpvaW+DtSIdxD$5`WEsEykSE89uXYfj
z!2FL2hvfkLZsx5FrLa~%!M|$mcyyt~#qJNWQ{&=_Y4hM_|M?2wVXw*H<(}8uc)yZA
zixA_AS+uWH=WVBC!+FPSfTgATdXBfXw&_51BJ5}g&<H1-3G_lR2LmTd((Fh_YhfFx
zXTwsq(IJ`s8u%I?xh}xpT^GU$xJqmrwn$yXFAa1vqV(}Y>YZ|r{PXGeYYG$}IAU$J
zl<5QAQi;{DsH|l=2RD4L0C0VOHfs{LJ{66W{0fTdQ7C8<Pp2NEsg$RU$M7uY7m!vv
z_)V>o=B6b7bn~WKn^x<~X}wr4d)+hhn8zE`11LPR?LuDx@U#ieqI>0XD1&<a=@|Hk
zq8ntHtizyL{?;~+ELvNuo3z@nXMGF0O9cVtM3M~8`Up!7`Y!JsK}~!{k2<<&8|`xT
zgqhoHwiYzO@qG33nZ_}*%uIRJdpoBsTkE!SZjg+Q-Lm&5w@!z*vkDJd#PhIdy>Gbs
z^&)58GM<58sO!gmIYU14B9hQ4hZAfvyN+pT+@fzaYPzlhI)iRTOLe+O85~@%5Zje4
zO!@||+BnUsFjMf$9qxqyue|?Et)n;CbE0Ohih4508NRKW`3-WaVqyTI3ZR3yl>)?N
zcd3tfLxtIFOZpM>uIC{_G*E~%&-75h)0I0WK~QLv>=l@E+>nf#>9%}6zT@BwnnA;`
z8o8Te#`Sw1O{_VNXo$^j?Eb&=Bs)yZtt`y8@9oG}j|9HCaLJ6jhQE#Wai10w1}*r_
z{>?cj_TapurR;xG_qGU{G1zy2jaMYU)~5CVuD~vSqlX+}>8JPA`#m{9WNxR;d^+EB
z4+-$S<gCwTt7(NmRr+aKu^*E(w#38sLOz6M&HWm7n&E~740aa-ERG%E(ojjVRtBBc
zInUDU`+XKRag7=9@jKhRl|E9&<G$#^J>cCGr?zl<D<__?HT;5cGZ}<TbjN8agAP5s
zdjG?cmxyYy`n4#^i+J3n`}o+@*E<Y~UdYDRkc_`VCjIJ^$BDl}m``Q_$(=UqYhh~v
zh771zTN^O%%c~6}U*HCH7R=zoElLdkav&@!$$T_#oZzv;qMHm3=1gx_mm&_+g6@D2
z9resX>#aE)o(CWF>z;Pmd}H*%jRs}AXaTeTW<?;v44EKmNxSt=`9e0bT)Bt=2JT<c
zxdne6_d-Qy%2U=xBI=f<naA3yF1KHYLlH1S37!1u@yei#NtxL`JSpsM0V9k;uOhIg
z<P|(3?Zaw?v_9*RzuZGK|I*#sJ}QJ8&?l?+>8vIFzPTnAVGrB#k%lzR4Lp7IwARc!
zQ+QRkK+_u^{9P{$j&d!;-|@AJF#e#ZS@tsSBz1i8_wD1cmPH;so`GJmS89i{36;#Q
zN-jl%56VyX-HLx)6YzmKoV<D*+b!Aa%y`-g(qDzP6T{Mjv{yEK3Z3>okdok_ELf`6
zR`+V@<VFJ|T29@jfcW8l-x7|4cmGZZJcaRLoEV#=$9Oa-$M$mvLdLMu`SDDHJ=H-P
zY?`z8<TnXslIC4a_(!Yy{CbU~?s#2z?eJ#E2O8RzLeYl5Ez&K%`pu1Lz&<VW4k1Pb
z(tBHI5Hv6*_+009VbEx`_^_gp>Xlzd7|}9<eK~tmBW$aG)iG#u0kVto_LyW$pvX76
zw&SMyak-`kb%N5lN#e;ta8rryj=-CmE##HMFPa?L=0UdZ^Ek(OY@>}%w$?>jo%VT$
z1D|rIXLG$f$Iy(?XL*E2|GB{+=Y0&OjbVlz=A>7urx;SU<A=2*E%^2A3pZ5NYJKBW
z7~lw~?u5?TqVGY}sAu0Z)&ze(`Oy014GgqEtu22BR6&j%e9hANCe|k7m0yK;_(_7d
zgQx?cg=chpY-PTBQSz{w#7g}}Bc!FAb$Zb~*Cf4FW7Hx#o&G#|1d*HC-h6HHmw;|-
z5t6kAIqy6JuLXYvlL`NK#(7ZCPTilDBN`mNuyLoP+47gd{S4U9CmHy!y8xuX4_~)Q
zQ+mlo_=uPefUV@W7hdbBT<4EMqdyO&_geqtV%|))jJmv6?Za@vq%nlh$;@N=U(Xgy
z?QocNB|*|TbTqr&Ff<y*lVp89l&+=9T7!NYSsjfHCd>NSv?D|tqSr@+$5Mz{g(PFk
zF6cCj8*$%WxwEuo$H;3`w#RTUt<n{NLhi5dKp!QPO~Nwop02@k%i+eK8d7{t2*!tq
z0%2aC|KqG;>S!~Zc9_wQQ*BRB0n{B<w!yS#yTs1XDV{4HQvTo%9{A67Iak}{HG;)|
z)IYLmoNq%IOv^T4n0Q2*TUmnlr!0hqh6IJJrTb<O9G4Ph0{?5(hsvBn*DwvY!KJ#o
zgS!o%i(~E{a{S=LU4H%b;1u(yROLSoXZ+s9CN1_f&(sMgB=wS)UH*Oy_}rIbvc`io
zMZT?VKE3#1AFE3~KS=H(Ov@@+(Lwl(Tt45jaf}D|))B^}f8BeCTfj_B>>BoPF%0MU
z{^AMwIpoOM0h@48ii$amVRiBp8ReX$d5Xta0vYHdsUKBS2D%k6KnqdX$e8%XgVTJd
zo;Vy!*FW5nIJmwJ`%_Uw4|7$Kr9ip9)<9N-YFV7Fb-QYK&Zf?14#Yn(JeKEV2z%Ig
z%Hr7Y6s&w^JB#84jEg@#^J9h1!)}jgr&PzG)pF84BHYPCpT=)D-ADS<#OVEMmW@zm
z3?%Ho9>GKL*9TODD=-(A^)8KSWq2lf^Ns>SIEM_!D<b*u<Kl*TbK6sR43Y!;b{D3X
z;GJx#!>$EZ?EWXO$)-++0Sh#xFAzZDFdf)1WgkBoHK2tan@?R|)vsG(T<r&$deWOy
zaLCv8+rZr0x4&GKzOKG$y7#{6gsR2N#m*SC-e>cYr4(vJaH`%R!`@i7Z{s@~=ky9S
z!|px4U9^^g!^PZY`*8$ryDZc$8gJS|i3wYeWY!+gkSXUR9UQ?2^tV3dQmDO!4(&<&
zI&-{bQ}WdZ|M)6yEG}kscou5Pw){`E=dO5^z_8)RXk~#N*T?n7P^Nr5qrE~ZBNA%r
zdq{UND_?UaOWhUKY?Al!exT{Hkzs5)H}@B1F??H6D2I2SHk$Y3{8;tMTH;Cij~eW}
zn=h=&%bE6GNDy6BC)Wb9hOsTvk#HF^!B;Y}@bH2pX8v74K}c*X)idu?T^I52B6wWb
zEvMS_@VCeKN!Eu=WxObK4#Z2~r(n}$_JITNG<g-rDB|%e!xn))2J`SwUSPidaUoeG
zzQ*{UK252WYVc6tj{aUp?Q&_7+Z`<Pbb>Zrdwt(N+1q+Zt8f!?wRH-Nw*5s<*mw~)
z1NCSX1CWtT&&5r>DnR~2m-O1e7>KW50g}{~R%>qgXl;ka_+?l_LbN+S>tS6K-Lw82
zwM`Vg&#T?@dQY3n{kl?^#wP3+q9W->U)}EtMitC8?QHf^!BnlfUg4jFiPvQ}b{nfp
zD&=6`Af$dhLYNzKDmzR(>OlMb-AO#K1!vq}F)(pezONBE<bIH?E#xiHIeD&1CU0C^
z!{}`9h7Kcb?`vITdG(IQd1F6j{F8Iu?-%nTRj0F@uHQS|#+YTd0n7?biE{d7W2TuB
z4db9bYna%n`VVO*LF_TT?82lIxB+VNH^zzktRrU<zDm1%(yi6PuKMd8Mpg_jRDF}a
zg9{G^Nl{$X&y<W2(8avI;{yy!kXB?1zTcdfym1}LI{kjBj%7pct87|Flkv#GNJ->U
z6IP!exexRDW6g|*BL>k}?B7jRdtSWzIc7lb1j1M11HIyiBum4KtCV!64iU=LM>{@D
zm|7#d31H@TtSRE;{o_id<%zshldO{RlZz5=>V6;W1Ac5xWDpN!6(NH-<)em3jea?G
zIqbJX#nP`e1=A7-fe?ZtVv$~Kchf!smj>?t!=!FdSf~2oDZC&6{GRe#&44%m^7^OP
z!d7;;I7y4sstwshP_JK44uX<0btYlfo0Vu>2F`h8Yp?VflHNoPb=!_FmZGSvh{4^%
zTUWJYd`9BovZv(ZwvPAD{6fwHyVJW!>u}FnwW<{WRh|fOg#FA!QKX-k`xrtCMrxt!
zFL1!0!7ta>$B5R+z1gviF*VsT=H$$o3m87WCdk|35{RBFV90g4W<>w}k7ekBRtdk~
zGs%LJihoGrbcAE?0s}utZ|ltVu7P>VGTenaBw5&f)J=X)NgYB_J&7DPV3`$$li{Y2
zgvSw>7D;G54>ExCCoPgLnyoKFV(lQx(TCewUwisIZf52Mjq8ZHz6Q};DYqq`_A7S<
zPi%Jchj9`6Mzy&grjR->ZMLT&hYAF-{LtqYUIbqsuYcpc@RyybCQb63xb@*Z4j2{S
zHhTzeYTEg@gKM@QE+Z!X4(iOXQF!!pn9lu_l}ZB`RenF8)lG%oXt-$(%GZa7Zh9!P
z!kG*zmWl=CJX>3Z;lx{40Ru6p-z_N7X=kvJ(*5qEvWyNd@n&H`(%Z+CU*}p=V%v!C
zkW??^&A!0Q!UMDxW8lF_yD=(=c_mgr%tNKM9$|s}dS3$ApdF4ZWm&A1#mrUxDi&JO
z^3^pcu5Jc(f9>-O=I*ukc2!>(EBc5j{`v73==Dp4i`i<rH}GEhb$Q{ji&@@x^q#4#
z570;jsV{+Rv`Lsl`zM$^Zv_I@xYHlGWuS?I_f+8hs_I9)GK%?rk9%rC9L!I-+yti)
zQ!YpZMFyCY%~2_;^K<k6$U3tvRh6w<zY;Za2~tWSSWtK;B9#SFBTs*NIOp7Z|LwHq
znz=I5RD>X6#2BN0U16NnTW`Ia{_Q+LGR?GL<7hV(Gm@cs3RSq%oz=49o8b-M!6Km(
zGDZ5{yn90T&=ojF{K=*Db|ur@LBIr~o8~5~iy6(%NpV2XuTQok92+T{f`)y5DNUAG
zp{YWR{7$b4AXM?5l=ne<8wpp>Q!+h<L6B!S@Gv1WGlL_2<Ppl@>v<?Q!wGE6gM+^J
z>~KRI6xZplYVV9}sP+S0iYU@#2NuvNz@|e$k4rd=UjGmSkQ;yLS@9K;$xXe<T!{il
zx`Qu~j*tfxv^Fgqcbg$ANjLI|=2nxpdXbaDOHa!QhjuyZ1qf$^TnjcS(szI4(TH@?
zCbht}PJ?fyZoKxbCHma265X6bh!}6NuqPQWJPZyvN_<VIn#93308;vs1DOBiTUt(6
zLbvg+tBAzHXCqL4#HF4ky97MU7yjA5x%-DrKh^gV)|=dD!@Tq`9icz!bLLHb>t8*l
z+9SJx?8CGW<rBG}FVpN#=cD)`fo2krCCR@I1FI0qj=~4!>Ob$h4vw8e%(d}{61Kwv
z_n~uoF(B{}bF|KmD}A(2Ft+*4M-AvjGK@b!$zU@6HbQ1fyI?n@?!IqNS>331?hMpt
zL|;2imfK%PMeqw>gI4~t?Z$c0VGPBhvdkA$TB1#RKyagwU|V^M8G^Bi1kO6=Z^?79
z7tPa?aXi)?eM`hU)OIT51N09^jNdl}tA8O5FbVOhexpm23@a6BasPB;9BIY5R-;$j
zOMEiSBIFC4lxP%YD71*cf?y-54L6Dr=qU@~gTbY9Y~<kRXo$%aYP`Ji_|)k_2L*PG
zET?v*qooDrC>NLS?(u~t--n3L+5G$jEOfd%fz+#fHbP@pi@i;;6Z2Q$nfUpotunGL
ze@Q!()^r)7PJCx6gEI;;-B|4jqs_Yyq_BnGAFe+w9`HXTX_r>rTP2s%Jm7Z|H8<=H
zTh5pJU*<<JtveFWz}A`8R`MzFXdhfarPA~}XCvK^d$EMa1xov58rV#I{VMh<Ht~qk
z6*T@Gsa3K`_~=z>CEm{bie@aVSchlfEVo+0#m7qoTX2uiu7&6QH@=sPT(-b^>8BJ=
z!9#sfetV|UxVN2p{ld$^H@Lly%(60(FvMTJZj?1>p7h9C{Mc@1bc%c&7%_kMTOtb3
zRjWte$R9<i=Ly&_sJfV{AJa>dn@|*CiF2ti^iMkXJf=v4Z)5x&ekhgwUd$dU6Hv}+
z)*_QWi>0rIOzJOO(qOWf&e~yghS3MY8S7<I|F;sOD;xNe6(7(Iullsv9rxnFIhdE(
z2SySvj^PkW$9$KGz5BhO;&CU-*6&^+@CIwUkY3D=+>Lk?1v8+Qi~lqIP5;*F{Eb^e
zpYAHP*&yz~|L@;##_2*b{3ZH&y24y#8=WsEV<M@`<v!gqPUM(7oPV53;L_kgK0dPE
zJjpXijwRqYpPRnQ@|C1oV>`6d-dRW>P@l;0qRCmonx>lv)<18bCx3eI<K>L;Kn7bu
zY7yGs{_4N6ybKK0ihji3Gn8vu>Bb`@N@moesu1SLfx8+%_80)9c5NLW!rEQpa0|uq
z6_C#*2zd8#{&4>3DJAf#=Z>4ND)C4z|LNUCgw)B7O9mUp)A{ZvqyB6JBfEUpN3mp(
z3P8^(c+6|P=<nV5<G7Jg`jHXTGt*^McJEPKc=&5(WDay=;@H&L7JrD3qeE_n{E~RX
zSi-6E@V7@y23nfbai=Ba+)9z@f=Qq2+-p3T^bWk*3O-fqWBWYr0`qA6h&JdA(Td)3
zGxoFY5v5dTgEl1PkV-+VAJD9*2RCv6#qJZ%_aiu47c`lx@Y5ji2=*R4>2Avl6(X_?
zdVg7X!Brz^AoBrSD*=;1FW0d;ZHx=qEi3X7dG5pRGb0Ok{>}}*iIB&{{_EH+UrB!e
zVSq!qHg;Z*TYvbv|0>Dky}ki%0CMl|!SygjIy{vOZz`Jocv?2+MHYowUcIV+Y8?um
zA0Plc^Tdlo4?kc`N=vB(s=n3wwd4u+1t8-M8L&s`v{0CK@Z!_|bzQif_S<*8inxV0
zlDPwXG67$S>~=C0VziaZ=>8q6jIblTf)gs9+fDmUKSjAT(moD1lYBj2q$_%nQJ^m$
zyVu1)jopryD|~Ul-)buAFT?6j-?(k)dC5t~c0*=SAPe;~ZPhQv0CtV347~}~egE%%
zv}a_8+w%?$r0(dbMiZ$|x*~mVM~VyC;QSjtR}Gy3{@qr-+23p+lrgaHQBzw%JCLO7
zL@KR!9hzzdG`4xDtO>??HPKhT7#BjFLNPIECg|6u;OT@gp2G8YyF38D@?g#Iq$W3K
z@u`O(q}1EF`#$&T?RPi$a6SHIGAspP)Ydm|d$KIzA?j}$sR%%4s`|lyal7acIokhy
zM?i!v@6f$d9>BPk^OPIOn*Nw~&ix%^@P>8JSAIQ)*}LyAv88@~k?SujQxz}hm(bTa
zUp8eSddPVxaPC~{`F5<D-K&_d5bTnuMy)^N{P~lMueV%LA}Q5C5|9JUxvuebQ+rQ&
zGuig$J*XiJMm#h5*3sAdTZjEsKke;%-WxxmirKSq-Ws`;_eWtPLGT58b$qyVbo0OY
zj=-~YYu&=f13tu$3J2jFjMV_uil{f=1KMQFHfL(wePk3A_m`~wsa^fO@0K9M&vRdr
ze3Imt=f(KAU05B`AoW(R>JP6oS_q*AC9bQ;&BWXHmyhBQ$+YoY!IY_%w@7I9Ne1^B
z7m%@U_+`!Yt(}VhL(XgtSI+i-Uhyhq|AVt}8SO*%7aHm~Pn0A12g`nTr^oiUN@SEK
zI?!tK?6(&`qjq>V|9I&KaU)^_LLK2Ky5>jctNpDUW7aZ*bAo!Tp>3gWaksy1i-=&5
ze0mUIQ^4)4QQ~QxhnjCVO8}N4t&RK`I1bAG@Rl6tS*Bxm>=Nn;;sROOn**YwxcK>2
zYI|GIsuiBc=oCH{$Had8a%*sk6N)P~&!f5ga-Z7*s|s1#95|{khXr7AmCS%)c7tgo
zM)hBv%;RtjAX52)!{i+DovGBKGoydR=f9PQ3#uE3m&YwW;Op?JRC8cwHo!(%e^&?+
zm7V1G$fo^0z2CpcxY&lsoSqGGY$`qfecp#8O1BSq&Pbo!dFJQG>zKht@o-&>D7=(h
z5k5Z(LRcD8mwteJ#`@oJ0)#YN`tX~qMQoif=t4RoyABF6epa37eSO|hPZA>`xdtBl
zO%Lsg1`f^_-tmS6JA#XiM;h()MWrq@-HV>yw8<_x0i0Rc|2)I~jOwZY45;fD{F&Yj
zIA@HY<g-ZC*L%7ZU^b*JQHoeWS@6nAZ_miAki5WLS|o+DZWp9;NyuP|;!Z<SYbYQ&
z*g_l$xPS<XA^Wxd(?|SQOOF;U>$HAe=$(G4WsB>8ijZpDvqwVbaB<e9wSK%uZe;(=
z3|sI_&o^k}UH5fqsf!j8clL<H0%J5iRoyDk72o;&ulhuW7q$Iy_teUpQRm%@Bm(=s
zNCtdhUfpw>^I6pkCMjYVV-U8XEdYM?&x1(=z1_mBi<6?<a`TcZ`#T)3F2TC?+9jyq
zg$_py?bVgeQOjR48P&T|8@DhOBHE?0xFqO!BWKN(c!@tux1$;B%if&e63*6c^*84D
zU@K`OX+(VG9r0nYAUhIY(-6Do(CS0#;=S8@+dQpLS*v-|gBJTY9wKvuq1T0kZ~?H`
z)Ef{gJFvJqeFpflNzQ-nHE7Jvhs$y|k|=|yma%ykX6s<_q7i*VciuFl--ovEhus@u
zQTCs*=kNP8ST%L%257OrSKsrgn(?V9DFcI^F*blyqE#5Z%MksXXOd+C6T)4)V#~ZT
z9@gUKbIk*~D=!h8SkTQz#rEc6B*>aTU1Y*zO#kVh&^`8>BY_1D5E4s_LE~+5FCeOs
zgAs3Cy8l8s*x+EIq$gP;zBLautX2>wC_e_TW+aLPZX6l_c<E@m-|Dts>3pZHG3El@
zB#vt6Jh6Ao%k}2_-yFi<E|@KDjT_e>?%gD8N3Pt6-H~q4pxXFA2jU0p-38^~uZj~f
z%66|i$Ii^c)P9cP;YYdvHv0-6(vJ|)0Thnr6YcQM1HELVkNyQmG>?N0TICfz2ptMF
zKMR`z@@7}EHqS*VkK<Uj`%x`3Znb_qPm*H}9$RYyFoq_Rly2x>>idhKqf0v?wD_?5
z2&%ZSXsuyq`*U^v5O1Jv_s`L=Du&G#_0Vz2_x50`r2sNOz(-RAsyp64k0TGNoPV?H
zS3Vkn0AHeNW1e87zA?67B*~a5t;Py3-Nm%vr2w;))9Y>6ZuE_Rl*`}P|0(#J9XjDf
zku}kQ!1HwFJY#`53>hoOB*ypaqq+(HazrrS%^*{o)@!%iDe4#}uf$941qb#WEX2Av
z1BqK3AFFlbOZ682;U50I)8qnU!68+P=LK3qY3Ly&s$WfdP`ALczGfkvS@ZQeJxojv
zfdYe;V}fcUv>>ama~rrQOy6T{Tij1+N*z03@Hj3l<xS?u+U-f~Nq@E2Uq9VJzZRgn
z9@1TbkD(Hcc-p+q-NjI|1H=<`{Mu?B>b`%Ty?e>hhonx<c5!NirDs8jkwK~FH4wd4
ztxy{4pT^=hH=eP5T3^krAp7b&ocVI+Eg3X-)EdGUV<aur?PK@WF7;m@#ACHDq<&#M
z=5u_N23T(o()BA$XB^;86zHT!GW8UZZbo^zlg$RYg2q|?6LHJcW!|F`YlMkw;+BR0
zTgT0>JsYsuxMLg_mNED+zZDR<F<`!rVpFaA)n0vv*${oP{wZ$X(Cv-bUPz+yCHLH{
z-Xyp=!huZtt92#aX12UDy{}}<gHdm+11LBN;uAV3&Tp3DTY;1R@NiD9^;LLzxK!NB
zonYnMUv5mG+VcYT!W2_Frphh<P}anqS<m{bQu(vG$VR557ilw-ftDLDse9@*sVbxc
z=z3O&8d3x!NclJ8><(ysnoGVoS}%SdP?Ae#n0vr1vcB<x`P-`3dn3Ji-6Heg|L3G-
z6;5Zq3$(`Kw|E3n*4pUmY8)s2FoUbK9`=Vp0(fDBeg;td&AtX(<ZMlcD{-aWKsxQ_
z^+d~u1_MR0NLD5Mw~qYoB}7aIy+RGB3?_fF=kEEi4rena_pPJ_uTOiv@4n{WxE8f#
zS=-lRR@?+*D~Cq`D8c8|3WW@fSzKF+r~m61eV*U51&*@WDyP3Oe(|7Cyx$?dBw<K0
z<M1x9LPX1v;aZ3NKeb~6$c!ysZ|LEgKE=Fnua?W+@^&;~>@Z0)B1ZKLbdq(iNLDcc
z-tqF|Y@!wcFREJ_zoz#v6L_(njnDLwB7a0w|H9Iq=D)io;^`#gmOSKk@E{jQ-sPxO
zAiS9<!Xt#n751eZ%~(f#g9m?%UHvv*-ZS3qZv`56Fnl?6FfT3zkHo9w!artkRqun|
z&<KrZ$XxyIa(MQl073^D;1-|fGvdz98wg!k19y9$7LWkcUwyjcT>k&}oKtn>M6zup
z7|QeGp?e~U9<_)Bg?Cr~y<;t?E#&VFW`5Sl+5?>Bs4#+B(F%*~9&#JL*|oNZ_JAWK
z%l|SHB<=+N^tMHuCh2nqE%ytKLL99R)SI36Y2iKnjIvRIkVhhU-R_QC%|Ls+LPH#e
z<5?Q?sbcxv_UZZDWZa=J<o|KJAn#<zumnMItZ7)DY<wh}*<)$aAHXgw*9$cMAKjwM
zKWZ}KiRCDo*qTWzHzwzLoo?aeV=5=hCR%#K!x-PnV*KaVu3PB5hga}y&0EN9k|J=0
zx3ra{Ls)COF}Z5V$p59V?veZ*LVYjhtJ8EoN9nPrJd=;3x~m|7{hZBJX+zot2(pcl
zrK#W&{bR{NkN=xvgb6*V6{+XZ6|}GI!MbLn&`0YZq6$&iP{p(H1GK++Lii3DHW;5q
zH40BAE<Q`%`c*Q8r(xZTt2>rgbI~Ey__ywmeSc#X+h2x!b>1S!S$^e&CmSqHA(Md;
z{ZFTuyob>J{Od^bt8}tW?{Rg3Y4yad8%4R*Z#s-)TQ6GD)hwHTvONFXF;JI*{^m=D
zRWp`Zlsud3{vmKoeAu6`&XNj~?Dn5Gvc(C%-UCxy!1%Z=Gw}duM(lucXmUILxMTKY
zFZ)+-^C$9ApK^_`p9IK3Jo&!Bbwzi<cRBJi&umZgg{wn}P?LM<aSRKcvSI~SC%MlN
zNm(@NXEVM1Cs_~$vkH@^^_O4xZ~QigXjZrNl;dsA+FBx$syGS)9_4n@7QyEqTNB+I
zFhBlLVw8_!fUViFuwu&%PkyAfu7559+&p%^O(L<&?s@sI6aBsBA?)}s$78MjX}`fh
zu|$$A;J2H}sJZMKksh$5p$;P(rQwziN2*#eS^OE*s%*d+@u}TqbYd@kt@}DMKp1@4
zn0}R^u(#r3+rllq*b$be1ED7TsYC%CjSrXlvo^8fQs#^I7J9J!1QhSiyQTV1xAhfW
z>K?rG2KMZ(k$;5E;3aai3oYH@YFbpKUuiLyzNVdKH%PDjrAPgVI$t_1JI7kaCqh>S
zU|%JP8pqoW?y~utS*ew*LBG`y90V-Y0a_({I5z|CVZQ`(gQ*60sSby~wuDAH*XKOg
z!pH_J?BBlp-xd2TTMpVAe{+i+fvoUL%9Ilg`9<uR&`b!$>4D7>_Bpcoy1Y5%z&W0q
z0p)ftWBGvme0m&73>-+c=A0w2YX35R|GmTGxXimA?Z@^E&vCYh0p`2bkK6c&)}>Vt
ziX!45EaBnC<tB$ud_QChoMkW%9GVD0y+&=V7MN1jW&U^lPrw=r-=$q#$Z_MrtufyV
zdfT?|_x66yq`J@E$NOEGz-Tr~b9br#>@pQOl0z+NO*xJ<7>Aosx6AF^f2eT*iv7Nk
z?j?wuJ+S$Iue!ZU<O}KQy3XBZudSy){p=q`&@UyKalSX!qpMAZ>Gc;I!!a3dLN@=a
z!hT4MN2+1felFtpl|^4b*TCtd56guYLR?kM`*7;f{zbf7*$U3sFfh)O$z4i~*c+EX
z1QVplEB$dECf5-R3pgIllMa4v?rf6B_I&G4Kb4v~-HP}d2K8h_329f$Xcx=>pSYjo
zp+O8aWjpVlqmyP5j8TP>?9|KajK*!YC_esuS^7U&EqB|<ts|UIF>jj8*JU<mEHQhs
zEf=<CD5syk^&%%dt?u=YPv##r@h?uhX{{ph{3htKHHn^Zi$&|J&mx>BPM#xtG@$j7
zEt~eo>{Mm`1#YrXQ2?glor?YG-oKwAzk)Wh{YxA9bB0Mr&Mh3(Q+A)`@8%A3<0~xd
z`HOqJ0cV+d!TNlBT~K`g<_b33jbcTOLzb;B$R*bHsSV6w{7$h*QUs4{izaGuLo@7u
zH9O>7m8DXsujF_psirnw={|c2m*ZE1&b%b^6mVh^`i_hL@U1@z2p=R)IX9x`S>?{l
zwlVg=@hhbkH`!s+tBZNQi~kaLgBhM^&d>8|3u8Dt_3;Gi{34kk#Bq0-sc*-yrNbkX
zdaCx9rdlEW<k}gx5k#j5>L|9X-*tI5t6M_RJh$U-ZF1EQT&|{nbt2?2bPYzlTM_q+
za^~(+IX~{n1g(<2CRZjTccJ-EC1<}}V}Rj*djcE@h`XoodwGQqd~+gcB8zX{8hA=O
z`WfDiJ#H$a)gRIvZazKtZx8)%$Dhf?*;FB4UPXjkS#|ynVQEW1^`Ptc@HYnfEcZsM
z+4g}v9VXDQJ@5@Pzjn8-^`kxSWn?hF>Z=u@uJbna*NXm&|D6}$$5w68gXaUiq?TO2
zl=kx_hULNuPlJPd&<6T~9{w?KrGMBIu`_xq?QQj>>AN6v7htW!$17s6%|6Bb;$^3f
zfH3~=z4O6>LzcN_XYi8fw1@ir66V@#Y3>A3p5nbYH0u6VUPIo>NnYKI;+?6P(oXI3
zi>P*+B_qia@7wCBn(w!K`b%E>yB8o^U45_Q=!b%tGPZ}`_jBup>EylT;G(1(WX-fa
zQqLq)K}vr@QTKpu(#Ji-9Oky?bebF6S<mKDf&0f~{r0DSE3Sfk{`nXF-0OyVK~<W&
zgC5BSHEMW_E$zFFY6t0F{xhZtwTVU|emTaO&e<g*G|ix~hta!D+nR5QL=sVN{^Abo
z>Rjz_-HY6<=egf_X@vsTd>3ycS|o1jbD_jI3{v%yasNX(gS8Kg4kkYq8Jm)qW<vrs
z%cR#eig)gzvd*XWr@Vj0f9WJY^&8145$&a|{c`*&P5R9gJs*`*t=CYOYayvHY|hA7
z>$}&Vl{1N5<0;Ag3wGz%)bn97v!RS<bs#CJf<(Dn=ZB!%h5u*oPTo=2Ix{sKKjVm9
z@gY7pDt4i0rBqgqROV2N!`h)8+wF(qr_|LQ@MMp%di?TU8HDsKR|+r{WK_A%C~FR=
z@s$M&7Ua3FZ^ce^7YzuZ4Q1v2iWcKy8IXH|l7W*xSlhL3@ker$=^5N7bt}9bFe=`S
zz&(|K<Hmi-?CDoXI^~r=E0R@h$TqSdS1g}E+w8~`gons?sw75WUW_5Q#g`$M|It{S
zQVW%0n%j*9q-^BDam(=^yomKy$&pwgM_<`T8EvHBWdmZsx&rinLrE5`@KNkoFbG#J
z#||jq3&8bl%m#<G<Yrhr?u`az=We6K5iXRjvDE#QETl0CEeBMEgvclCXh>#MOrm;?
zI!yi`A7)x0AqZzQpTaC~-dFE;pEN)Rkw2^}>UyuXWnRN+*V$2{A~6$t1$^&>O=e8-
zS4rHxpN0c{>XpBavslw2Iyh9HVNS8)Cbt0&8+aj?xmG;q`rpqw2D`EA9@iDc=Yz1f
z#*K66t7H+Ri*ldN*ZKL9*AB65?`YABhjWotet0H1R3++feZrs(XZ<AV6Y9B(R2Oy)
zO~dC1p7TBJ1GMf}&_-D9?iJ7rR2?{Dj{_;5=b!nVQSKgandWh=p?5rWUr_Mrxq0)9
zN5kBsnB2!#%3T=hEW4*ZW*Vup`W*O0e6FICadFX0pUY6zRE_eKr|IDzV(#|0+INSw
z!l$L~kuBao@npEh<F;HOAm*cU%oQy_ecGO6(s=kLKac2$Qz7?8Uz&ufnYLvNmGX(}
z26o~)|5&lmF5{v2rYlO5BsU}z9WpGDD~P^E1KRD2>%qfd;YZ_i^pSS+8aOkNBnX5@
ze0I*^IE8N_vZ`!TtJV7$sL%DG+a>xWj@%fEx3^~So_gy}(JlEvxWo?h2P7S3WN&tT
zzIwZW_s(aC7s`%mZ`0aMJ-`;%o9YX`KU*cZBC<_I-TC#RuPJQE0(1Z$udqeOo`bo|
z0*Wa3I3jXMf7IOdBkTC2exDh;>%dAP_jvGe>4QMBYh~eEniPp?vECvlgRZ}4v=KX~
zjm6<Lv*R_)nb+yFpQ>O)zg<e*?_~)ERGQv2Z+Bv+`@EHqn?-5rmM?c1)I0M5GoB(v
zU2MFc7S35!{fjqMpqmu-uk~QPs>#c+uW`r(r+%(e&$;=XTF5R7?c?kR&0BkWH*7}F
zdEQIrrXV#1y5`AB`K#_8YD`ryOc1!e^4klQhj2E8wI=sjJL%Wo`npBKF*u51pN=8;
z$Qw5;uU>j;Wc_@X!9M+{J1S0t=l6|e3A_?Bm`>B4>``Vr0|rqopz%14T*)7qi*#x}
zykvCT?H&vxwmM{hAHEV7i3j<T-rje$%!y;lam(j^S3^><R9cCCyin<fkEbDRq-0*z
zQ$~6p+2I4vSFN!hV-RhghtKmP9EyB*iEjEUwy{u95%hHUlN(u|-_Om%x5Y!z5ORIq
z(xN{UP#kB&z7nF(iy0^R^HwqWmL(<5vA^Hn^e36&BGfm5m^1wfz1a47yG7azt-f;#
zNZ5K<&T5L@PFUI+0*q^SSPbjq9{Aeg!L;Jhv*zdLdJY8#a`kc{{s5bGlbeCmwV?St
zl?~Wa6OJ!yoag>o!H&2~G#gUZCTt<ubJ_i&fd_Ky?IxCQ_AIx#4-0E@sq-0fPM5NJ
zb$+$wJQ7@%dW{25dq56)GY<;lB~Fo?*r<m|i`UG)><==sU?=Tu^Xi{C=2!vA^a^=0
zitgt`Gabj?X&?isi*x*VugGRy`2_j(<|PBlYCs=&nX>u;<<j;QzhJea0>uY)UzS3Q
z5#UwM5gTjMWR=cyMdJVCzMGBbX}FUXt)Lz+>3icbZjTYW7c2AWT{muA?aBx1YloZJ
z-Hdmh>?1h5F;@>RhWW%|+obeMBEhPwc`H+Tr<^;BVipslQ$A!>C+FL?15OZ_|A4td
ztD?23qdc?f6(1TNXII<)bvSc(zWRPvEGLX%oVkN_-B|EudexEmtpGyoz53KsvJs<8
z5YnHQ7o5Y(?z67T_WZQ+N<c`g$1;-^i_qOgO{1SkQ7X90Vxy(L46Eo8i{7+rZBI|7
zybP+Sj2T65zr2Q-DMxce)x<&myh<1C+<_tM=0;h2P&!fwkBS++AJ)~OoIT^bzJuA{
z8n{$S0n_gmTIQp&>h{&GWmdw(X+Q#DDoumY=H{yE8(99}m_d}3=liQhw`I9f`Cd`3
z)?K)VP~mxR_avYEHZ&gR)AO`P&Pvmuk>yZ<`vk_VorL?<op2TPOcW`fw7}2TJ$k-Q
zp#;}A{2Y(qOU<h*A`=z(`f(`+_p*Kh&Lh28#5d@)h!Rh6w-L0SdoqaU6}09bPb2s2
zJ+)X*GQo=<W!g`Sg=;|T)`3Ft%lq6}{>S}LZTQ^y^EL)0!Juiu2Jp0?InTUMm>g-B
zEBDc9%$?wVXTrI|%S~E8KAzvCc7D4IwHP1zbYhRSh+mSm=^!B}$IWTGw=aqhdrqR^
z&vxHkoH^WESj9V-Mt`}hi6wbYe`c8TVcyl#P<-#4n<@C{Dq)(zW|r4SlwZ%OYrwHt
zs-3qCUVy5U@2{HpMoxjnJEB7R4%EtD1~{zx`eAt(i&eje#Xq83w0~k6f^aszSJDN^
zw|L*VOh*EsOx_D~@Y9RH3BZMBK<Oi&47!eGv9iNX#aNa3yFCYFT(_Vfs6e$D0gRTe
zffMX1bqkZPDa?Zt?2XLZC+XmSa3e9_x31xRIOuSS@SPC2MvRAIoGONq^oo&dZmp?U
z$Uv6)>#cQJU{coyLh82ah41`!x}kT4?K3mN1TC!mIrp~|$C9=HJkWv=_4ZYfkelaU
zbzJ)GjeixJ90FA|t|M1eW76JRacqX+MxPVpVVQ&8hTq<JmFqc-er=dadNPSV6lM&@
z<t&_buR7@yuTP&CG*f=7XnX>+Y4o1iaY?p_Bd$3~#%1NL22zzI%j|XH#1J8bZuTSK
z`M}vC&mqci)*|^AWX^8KYm=jKzYFbgrr+QjU@8;Rz2%m4bPbt%8_tzddWUo9uDjxn
z+!1f){d^NxvqYoZi4FxmD`|8WQdfsN`b9dx!5)og=fS>|<LRfh0t3*hRMa`J>Chc}
z+l!IGlbneLiLu$@P!O;}T}3+dB5G-lj1>CmgNXFr?<dm{bQUbsh?&#Uv4Zt(;b*LL
ztXo9~F-6-zYp&Op7Dj*C@)^ijw>`L<>&gaG|7=kvexr&M4&CsAcyWlnn3Mzd8b1Yl
zjV`4M2r#lI+L2MkL6RzJ)2DMCZ}QD`V2>$gGvA-$fEu=Gl=HSTmjl!~-eC&)jQ8^f
z_489YPvhqlGtB*t`tNxvC6ht(K6Wv?>+4OEsT)3O-$T&!jZ)2AQLW6kG!AEn4$<5*
zAhOn}W^_smz>`-4CW$#W=i_nv1c#Oq2g>vh(q^mqua!(oV@J;9?qiNy5E*9XK<h^1
zuIDQ<Q?F;(w(6+d+2D3_ygB!}I$kyg(or9sCdt7(R-mPU@-P3>%jwCQUoB4w6_o!_
zIP@=np2qUa9}eT1+LtH==w)~Wu(0UCJ?>p|Cyu)TcHGUK89wnW)bKZPBgZ=99j?d-
zBjFnd^iVTKZ6aG3V0%M)wJ1%Oy*G9a@A6Al+aj<(r1+-;22M{*&V1pZC3Hx%s#;NE
z*9?vA?=uOzy#T)Xp5Zo-NWgtecT6f@t+N+2l%_s+CcD2o$o?MZlSB28)oc+XMXWrK
zof0{y4>R6b!v9e&y`<9J<JAb0d-0g(&qKk`IxyMEq`WYofVWTQR9{6i>&ok6r|~r)
zSHk9?^-Thc%^*v_1Ujht<>4Kf)NVxcN_sON=QubGZ-iIx8}2cEca{{ewUj3Qeos+{
zT+A6{OP~@G9p%`=c4?pT{W(F{ecrs==0lGXpw?5wzruC*>)@|o@9A=8b74)plf(>b
z<Fv@NPC6o#5|EIR?FI%L1Z2|t@bl!@uo<#*c;Jlhtrp?&+V{S(&|F-D8y=}qz`@DU
zu5=|VC4Qlx2QMrVAd<s3LnuzZJ-%~@=etgNG|Kt7LF`rH#OYqxo26uHl*XOkH0U^G
z$BI_?*K=2ktvbds1iljfE)<($JiMQp=LV16=kS8VEz%!F5}iSCb>B3PHS`9c<*5=H
z1473kLomR@9BCKW6F|8&SbdNrW&R|ys$K!Ct7V9yBI|K1(`Nl}4bspswe^j}i=G_!
z4TR2p1Xiiv(VTP0lOcYr8A<bG(KPEvajOkaqao}@XaT>HHDCva11%)Wn@e+pl;gYn
zSY2F-0MNY5nROn?^ez@=kT^@|qHZFIZUxS{WVe$er>!X)$IW1od^k!)TYeJfd4pBG
z&b4+$u?py`azPc&^?P2k^(OwV7g;Bmn>u^1)!KHj9eg~ihbpF9^SIAV{8E9Q8?(e2
zW>mp^qlCex_tx;)u#o-8;nublWOneWnp+E88i#lo-*DHfmF02XJ<dxlvdZT++<88B
zx_+CJ>F1(4WJdz3W=J+1iRN`1D_HW6ZGc{bpTHLffCGOYWmQrtm|ca&=U|m}RG(4L
z6SU;7Jy$~Ve~ZqN1U1B%IikTL$xy41aFf9T!Gr`9E3!gQuSOQqtkI_VwM3S;Tu`T<
zVYkLrcHB~$ge_6L>5k`z1#Y^mhXCUgLFm;H>d`P6*kZgjq9)7lNXRM|(VTXAR|oI#
zVZ-hUfQJ7v802Ve=J-Uu+!!|3HhT;723Bl~_Oc>W2f4z4lKtmr)z(>K?Itr$?8y#W
zc$IDYC@Q3^`cgguI)$1A>G=I*W@=c~U|sBEAAulpWu5Yqp|@7>bGcA@l*fObcYttZ
zC|qXsLXn{^0PN(Qa5V*F!WXr<AAU`A(6f_sff;Wrn+SoH4!}D7=V>LW?LLni-VwWp
zk1`^ba$E%E42S4MM%`np+~hhHAExZ3>0xOE8&Iv+C8S_Bb&U@jjR{qL{|t78PIw^H
z8T%|$mq(NpAUsyr^^L#_f^EK5fmBC+PAKy8pWd!B_ot%^E{G3EBV(n7PA`rdbmX=a
z9D2-D044P1i49ET2KqV;Y}o%A>!}p;5V>QvGS>f~mf*Zcj(QK*&2Tq_r}aAC4~}=1
zmvH3-G^%3%#B{sTx#eigK9-CjI`CI3XO5!Cowak`EC2(zBlH)&^;Y)RKO~{!@ZhCi
z{&{x63*M>+WHIdZvLD0C$Z;<_f>-<A@UFUAeLz~*x32<6k*bBUegyB!CsQfp7a;es
zEzFLndvE`Ave5=y0>uaoUmHL|?Ly4Zkte#iN#1XEl;b-MhCxN6=6ng+(`C>uJu(#@
z86R|;l^cO&gG)-}nOQ87I2Besrpi=D5q1xlkAdB5p;!=>LW7DPM28KO<sqI&9qyJE
z;R!p5Od!y-35((@{vm?JshJt#6={cZP)fL3!cPyKEKj}RQ!O~h-!-G*+x70Y;7ow0
zx;u}L0*qYlW1q;U&hEmN)E{DN`DOhIVnU~UcU8~b@_J0|EV)1CFLXl#QPsg$UTZYv
zyagzFhw(j`7~iaX&Qg(k-j(`{^vSE~qd7qoi5KF$T-+O0O%@1bJ%-&`3@)wogW~2;
z)3|DS<S*MNs3W}+;}fe__7#&Se{w9P`h^^nzal+(|4;?25)}Dxw4Z@1woeYN!6Fv)
z3ytQ41UZoLDocK42P)Q7QkBsUN_)pi2mSA|p4yy8h4uJ=IVRf5s^>G-{Qav?&RXd*
z#s~fhRI~;bsa`3<h?xG6f$&tzpU*iAE55TGU6xX`o{FLe66G>ymi;mpGF=79NVLxA
zw6vQTx$luA;;@0yLH@)0=TmWbo8UKt)N{3rM?by<zzk6q9D;$SQ}#~6>HZDsVv}F5
zHyT&A4`UH8AQ%NKlZ1P^3*7JoGpO6^OhG_}%`<pMZ>-L(_lnD3v6=UEg9}&E;e0O&
zbR6#Hr$Z|>vZA%EW5tBG6O(gBKd>Gu!6PKvIrhIWnA?(Vz$ty|u|Lkx-{5F+_4HwI
z)pUmOP|9?_DQfp{+aT!w%T=k!Jy!!7LkOMbyxa9KaW@Z6!t-!VQ%UF|C&?5gE%MUT
z-b0fg`H0!(k$>wYQ_G`PbZ`Z*@8V@5g9Cp+5=?^PbVzs)dvzzi&%0gY-uxJROcq<(
z{OiH<!wLNhSB$sDJd#l1BqkTs)pkO@tDl2$LRI}-p|1smb)hp*w?uy6iEh3zEwmwp
z!?=SqS2R4*LohcFr9YPzFw38U<Wec~qO3xh8PcaTsnmU*o(D)5wr~kdcDvi4z;967
zQ(LmTYa+u`yPBjeN@TJ2T2-6fw?%huae$#+^`rOUw>o`yFC}2I#mD~wCI12B4_Udk
zgL<TK-Q9|AuRX*viBV15+Jt1}z_}120kvF%-QlY~HC{d+z?x!CNuzlt$PsbYv7Ivp
z6gI1RN+P*z*1uOm5`BQsEowzWz>U}`1T$a5P%nbkpGUh(8Q*qj(YQBXE#GT!B(H8K
z+)jy>!?N&dWQ@=~H;M+Yr3V?3xDoaF;`l%HM<90u%A%h|BMsc;i{8Eppl+xoJG;Yn
zmmOFYxax}AqilDrMd~=*$SrKr&3c?GUOm0PuM3R5znb=%(s3(N`vJe75IB;9#bdc-
z`xjXdlXF{-bV@-=hsjB4mU=qvogP@<OIj`W{CZ07>AF>3eu>QMn3qSMWv!<|BF|hV
zL+x|B?r*#oR@akt+g?h7q2#xt01Ghksc1CCZE9PK2V+@x-*=dITCjx;_~l-iCcj^+
zMnxYq=^Yj2UOqd>b8ANjiS1i!Uk-Gs!$C45A#ReOi3S!3MPo9v8lvuyq^N4d^C6iI
zq&g1MSuYZ6fZZ;KqMQ!S^Pv}vc}GPCjEuetFM`#_@weV3Re0TX+3B-b12RQA`$VKe
zt^-~L{~Eg;`I3D#2w%Ks#gK?v$My)jv-}%pa;AND(~tH-9hYEteCyP0Y+*+R6u_$~
zgs(t7ix|gRojvmzG?-Ohs{4IL4V!;9gc(*}kjfLbGDrF)hL;+!);G6zFb%MtnpOIz
z^FE_r^h^a5n+)3<QtG)rV4G({{Vbf(hedA&ZGR{M?l-(=QVEBUilkJyUFj=P6X-m}
zXR_mL^3Taz;qv^1j@3EB29o#3<$+e~hb3NgTdXg8UP0mnI|aayx(6!EfHuanmf$E(
zVXWP-45P<gv+enBN8@>O`M#yGzsX*d;+~-+>rz5gc?^RY9cP<@v9rqYhjBk`W3H~R
zQfRaInwybUyWipljvCq(g3HD2ufdi|F%y4|EjPI(8K*vM!4O^p8CXlSzUMZW+0On5
zX|G)Fmx(c~+w*vE9KpQ7(HM@KxK>W~Qwg7!&{&vEEt={2i|=?3tWCNUMUhU(dMm4-
zDH0DU-AKtL-fMFE0Of~->A&ndxY@g%r}P`$Y?%9lwU!GCq96e1*WH4T;6ElRu+isH
zYF?P~ehL~j&08B?MZ;06q`_(IuJ=16eY?$~;Z@`7&_o^?Tns4)>^;bD?IBGcqqD7K
z@AV)BUg+xX<;fiOZ%aFTLvya6S?4qn)fBu$O=S<VH84(fDkUpFM5h<PV_HQ(szYvI
z*Aau#5CVE)sP}8x+A7ui($zQFg@hi54+vprT~xK@XiE`x%4lUq42n|@8R_QxmCOt9
z7XS!$-j5MAofCqCRoL7k!U_g9gmlFEXdRJpIM1@Xhvx#zu0rMN6FhD~ACPoit~xoz
zoISb7%Ra>$Ax7N|u7@!ELoN~?=@vODk8rpPY!oi<<lI{o5Pa}O?lwJAC$W8a%&eX}
zUJ9@E;rrFL7R#FO8=4(MpUbSAw2yt$2I1&GUg$1`r)tkPw>==e^)<uc*@J-+8aZwB
z29c3Ii{UUOcM|(*tfY*u6Obn4(}`L?nRRcf)YT<V%(kajy;RD0-kV%!D#faZoF;Ez
zvXx&ZOkm{20@tD6Cu*ITz&knO`(a9ZEPT}RK`AJwmea__61%QfcWA#Z+tG`>@(QHZ
zc!jQ_Zm?XEZ^r$$7!h9XUSV;-*Y^B{9~`o0Ne|L@3Co=BCSkR^bZ!=qi5ZH+*UKNK
znEm4a@fY}6)%zkjtu+I0IIaCUkAQi269ol%(eb15g>#e^fzY(O4%K3@WC?{)so~JV
z)&jU%5haCExb&T%C6o6&ylT8n-z!-r)*pXj1{35B!pZqp@O0=sy?r&*DzoI?v2W?9
zZ3T!@aq9L$%-MXv<%Mt<ro|Zj^=80ZDXlpsi#cv0*fQPJkKc_RlVt;s{673{_jQLz
zP_J>V@xz6~Kli-HxL14=n6X*%%fpCqr*u~{8w|42srpE1URy3c5`)F@OFGaFyE|Hz
zw?mYAN{Q{;@SN477^gtdclP<Y|D@6vT4-%d<k|}KH~1E66ZDbNOHb{Cm%nL{Fn*3h
z&d~nn4~;Y#MwSe7GaV$nt+5CoKy1*#NIpvix8Wqa-Lg4J&n$uz*QU)(TCnw)3eTZq
zbu;Jt!{Wy(*-MC<6q1^+bdkyRd~BE=VJ8CGU$0cQwJCnsN8KrQZshW+qPpUXMJ@`t
z=aLM>&%A_}J^5y2A&(}ns^dKBP<_K$GbisMEbO5X7Y<G?;LP(L6Spal@oz`;r<#nF
zm3)pk#{!=Wd!OZ*-|OKQw}~92<{L~7E{0SKba*2pbNnN>f00>g|5ouD`kyWpG6LDC
zOd;0)R%wh<?5K_rs<$mwW_Y%qdR--k=YDeo%?ENbf*{w~1^MAwfQ#hDb;zqJK7Eh<
zWzKgn`3-w<T1hNCO$mP0voW(BRvSi5Vg1?2UuN*Ijn$#ELhk<I`+@OTbka}fDz8j{
z=5kKBJKW2p9k)@g`}|(E&{TZGI$;b_r8S3^?=(S3cBk7&mKc-xbkY}$IX&#(0PWB|
zW6CDo@g)-Yy;;4OuffVF>C^*?8&1j#(jnUT@7qWZ7{)LTyC4mWUVRA`;%R;}%>|RC
zeZ7Sx#Y9m8)=zRlm!XqLH+K6bgZur26_PiT%L|C^Rojaoec#zT&qZNzgIbr&N_=Xw
ziOWb5qpH&W$&rt(RacE!IvUdI6S<6dD7aksa?1vf?BCKezNv4@V3NyP?k)(W@#EDt
z&o^xN?L849DapsSp}>o_#=T|2gtKaAOvWpJ){se2o_D$v^Z?FZpJA73ceqafz+cMl
zaHAoAxQ%i0S#ge);Mu~z?UlG6SVxhnyGWZ}^XKL!2WOhxE-kS#^vl?aVo%g?X~EXl
zp}^rO4}PAn@U?-`W`Dhdr1%UU>n7t)WZ0>MDa9eL`xsuUpgr5u5oW7jz#<Ok@=AJ)
zn-jGJk2wD?(c>T%Gj;3GXp9#)f$bu~ICGPWr<Ea%i%ROwx$FCu`t)%66c;@h`z6||
z3WE*9g<dl7=wIe%=dCjov<Ik~ay;7w6T$zbAMrQj$T*?SvpP`g_&_5Rl~Izto)5ha
z-6x*07rq43@#Y|B-X@B8KDm6l|5E1KoUKI=syB6?<kH)-sV>0}(0W~i*+=*2iA-!Y
zIWT-3-&`kl5=+R>ESzHx2LUeOaTL0YT}_R4>?k*c5V18U@^lea&5iMnSa@O%x%U#z
zofu9)P{#D=*Rbt=D6OgA&9|W%kY`^3s*?@J={7g4#`}5ef3y4jzS)Sn?!N@Y_WH?2
zPtKc<KiCY}{O11367*<3rEk*kbP%)S;CznL6$XZEHzUU#uRIw2w+tTlj4yXucIYBb
zvYiyv?UzHe=;+Z;l#7xa<V?Jak8C7chzm+M_!2%m9$@t%f-VRRao9sV&r16_e|~Y<
z@W`C0gP}rhJ)?F$Vtl~6!uauBjwwgR{LJ^3e&2T>2pV+=mDE%6-RaG2Q*N7&#$|Kc
zqwd3Cn+#%eJjeMFUFkb}eTtbNkmR}U?63ytk>Kt2n{GhTwS1{dYaQ^zi7gl+e^jDD
z1S}grk#uWgi+M18$wj*xeI9m)_1>K6KC;}dq_^X}vcG~x@0)QkjQf*#C!ilLocjno
zKfbJ%OFg^G<;N$uR7*dfs$X^(Z*$L^h@ST@)$h_*cXWZ?xkC<qX{P~#AQDLuvnA=y
zymS|R{|uRj0<vDF-QUSG$cCnWi}uBNFG2+CK{gkppub1$CcCtFrX*H#>U~8n9=CtU
z`5Fgw^(lN#J0L&7-jmn)26|Fz9a|cL7VG0~6QpY4)?k(Q5bI=rZk9i4^mCX9^pVWv
za2W8oZ572fXW8At_(a->ic3;6pj_|&diTIA5N8~B%8zfY8o<&ddEa9fBvpG9+FALH
z7)rh}kV(dX8E*eGr6@&9DgC6d=~(9B{ycp0Llyai)1;#h0o2>U^aFfN2Al1{wKyT4
zfwwYF2|2o@fqn$M4|1q=(cF&!kS=JB*d2zvvIWjE-`)2MEF^xf??woonD2fHIklYy
zkZ0~0LsS0szO^<685gtzFSsZ?%HuAGX$A_fQ|Z3B!Fs<bvY!Acve-{Uf3-IzQ$G>b
zDLQf~Ef)IweNEk$Y&7tjYsn0b$LAx+63?AQG$L&4c%sPJ-@b1>#my7B#;?WVvgPh!
z%qc(B2<@^zkYSwTerAX1rdDp4BjVQ~Ttu26_1CuW`O7^!#Gr6)CZAXXeWvG?-!lt;
z`3OVsIp4z9mgP^vRpxKpPP}Ar1$iIsRh7?`4CTbJR0mzyg>ZT5^qrM!Xv&_;^YCb-
z&T_Flye&_-@kqmN$-VI*dDP90L0hO#e;JAjcAs)K$)plfKVSyTXiuPk22ICXH{i3j
zO3B1)BE2{aP2Fr8albt!($BZHK&XYw-9L6PWSe~0+$^JBj76Tw8*4WbcN&oDx`t%7
zRM<}A%gx6Gp(h{&u6JWQ&!<QVzZ)XrQ?wU?f`XY&-*S|BbhhDVn+MRl)aSDgP+)7d
z4CV`k1lt@qQNbl*9#0%X2UsZtmzS$LwSP^-{g2V6UViGsVuo@j*}p+quxxyG%*V>d
z^$b3?kx={-#yLESp!$_#0%y&7Y8!5XXVYHCl+VD^t&U*g#c{DBB!IKjovhI_-1WHD
z4Q<gRVbcWF-u`4Irbm8>T55WfAe8(j%v0RLP4*(cXtf3@-=VM+p^8Vjg5yQqh3r6O
zDxLZCq|KkhxUUGCcN^Ft_uTK1DJs*S{nPdHFpzpatRUkT{WCrGa=+XHq@GEbRPWx+
zZR!by!$1q_2As(^J*+TcnSSb0RV4Arb_eN)Yiy5HUX3vhnNXz*b=X*Xu#8@^lzw0q
zd(eIH8Mdb*{>5LJ>WnsN7kv||0*|4kVeb=X-MuezWZ#PYl`#MhmAGDd!C!Lb?u!M?
zA$Nh@Tsv41(kP$jVUP>%wVo8pf56{hJtS}P@=|!kPh+y7xi0qT+weV}Lvr;LWf-&f
zHi5}$WFu0YZx13AZ|e8kxahBh1+zq#$)vjC#^3vM%4k?w3kS|kTNrpdQS*M$(w7d=
znu^VhiF^#6EQ8>JyoY!h_Iru`+H8lH(9u;{zpT?&`gAWT{_KumYmkvLMSEl4aDf=e
zZ_|-3)#)XTf%uf)pM`^j1^#taK<=q$rDBFqHp(u%b(J+H342jTGF-HUyiQ!i!(}h8
zXzjJdH&c5D5)H;a=c;7%q-Z3sqH}1$+HhpPSGM_WU>;JIVV1bQxsB;`4Khs=t*X~2
zf?1l}#45%SS>NzdWtrllp>|2~!@JW}8f3FGyEzBl$}75*W!o#(RS<DKq(B@E)JHUq
z<1daEUyexM+kw@$hqz@>b$BN3ApD3Piav~5P4%&~LBaRxQh}fEP;Y(M2l~4)TR3cS
z*Ou#H&)mn~h@1)~kLWA-4ky>h=Vq@Ozis&)b;iV?aHM^)D-WNU8zYgs!6%9?M0MHi
zr6{tqcWdcvNu$b#*i?w%i2}$_rcBpuLG>@#!dK;S{c?l`qM}ymT+t_UZI1psj*|;K
zSGGLBfW`$btP+`z)8S?R6v>;SU{9ZyIc^M{i%g+FuEh6m25=^L8ZLz{Pt=}_`U4z8
zu)65^M&qr!8-RG1c-Yz9G`}YcJJ6IocXcZS52Bh-u7NcFrdH|oJ0HmSLN++{kpWu;
ze1q31ax=!4Ai(Y>Hep@w2k_aJzHU!4!V228>IMGR+O7&h==gF$Fi+@O`}O7;FAmE4
z!)cI!jDuP0#zQl;<kzq8&dweBgPipv1>MZ<a3<nscfAJfk4?KV1N0NYj|5yg&Whst
zcI|p3-SCE+w3^5PZEhEbHa}>=DVv8=J$7r5?1Oe=nh)zaNJB85v<r-!+!>Jq16|>G
ze~P=N+i_$Udg}Tyd<mXBoCB8F-~lBSB=BBTWD+A~XbONdh3wsnP1fIA)3{R`4dqX<
zKfa#i(vWkb8*%c4NE5V$PdUN&3YL<-^L$F`-LS5~^ZZ94QrRT{)4OV8dD%kuFQmo3
zmk8AXo#WVfc+ES7j4LhnSNis8p3rEg_^pzUuO#qXAyNB}F1?;ldWz7lwcrms&`;+s
z_tJpvrzRR<2%5kisuXlb+H62+f2kY)ySe&g)e1)a*R1eW2;UdZVe1@w-)lM5l2Jaa
zhaF$1xNS)Md2Z2CFFu?^v^eW>GiLN&u!XK1Fj>BlwphbiYc7=}57|>}1KEG5saU;m
z0ugrS&CT<?`3zN;L7K2h$dSB<tOKG<LJ1P3Lrmf*c^2Yyf2G?xuW5>s{Cy=&MDIIS
zzI@IhWAPq<gOVO_Mdi=eT|Rj48NhaPTQDz{+a18YtHJHyJTh_Qxw(Tgg3;2A2-M@f
zW5Xv{^d=|~Uk;`&Ze?B$-g%#}NNIHaJViHu-NT$y7{+M^dk{y-x_!A`J;A%9L=_4q
z@+RcqVfT0j;WtYm*lrGR^41#v=JHd?*QAxCJ*5yt6iNFn+)<nMm4c4`vuk^@lsBGh
zI>c>5N1aecn<I%wUGFmY7bJh$1@{g)ct!P37wFSZFfC$IIFr;9ILtq;EMjy-Gt}l4
zxi@_{?KIHLRB-4b>b6nOt2?N#FFrs~^KVa-rfCRz8i){hNtBUuP!I0A4C)oE?z=-4
zSaP$<Btjt#eqM1HF^rTW5{fDc7TI>s1l?)_9_2$`o_U8zhg@ci9Ml|Yue^Ad<9=#=
zZ}s1BZ*rLF*GqFLdMUp{ql30ZZGeFcv~46WL(-U&qn{bFG@N!je>n`6w4v`)I0JxC
z3(lxSK=LQdm%C(-(kQ}*wlUE|3k#PPByEw*V5?5%v+2S~a7?J)k1p9?OLEe-)-s>Z
z<3f4+_d!#|*VFF8FMoH5v!UL;=}&!J3+ziiGe1Mk@aXiI+W~TnzxBa|=hiHQ=CeS*
zw+jlFgF8A-E9rd6#v&oZ0ng*{pUBdLY9&D*{e7Fl_ccYEQ#1*GBIB(@J{_Jm3%Q?e
z_7K(~lfeS{oYMk#2kDtRO$IwjBaQIkSVii9C*x7-u#s-tgWE?L3Jj+Yb$IcIGwYr?
z*qLnqaWu?O8X4fgL}C8)g(*rJ#d6&MT)z%VFb^ZZ@O+%!->W)|rpu-I<+<@qdzu}k
zy0MD04Jw7-72M@o5eBjTnPk*+=%5Uz+d)GYX^6o3)$CaD1Hb25P-#8P<UV^+(5sAr
z*YYOv8g;!M`N-OMZ!m;E;Jf0L$YsG}>!I7R`0;3qq;P1p!|#0gn@-DCH9wHw!^1K7
zfERw;-(kmgM8v3$Mts_JGj|Ev*AKqBzh1H%T7$Ob6Z=*qRAP2MFrORsa?CyYCdAX_
zPU$cj52KNciZW=&XK}IM@dU;{a)|c@n~)GT5FS*0&_R=F49^?DZ$-1L!mv}zLF$A&
z2Ja$7qNqWN%Yz?mo%-9LwtQ-lncAMRNxn_*4Nx%K9fN3PIdLDjeK<!-HF;`a8C7T;
zhTPD2cz1IDF5zweP2eme`3k7xb;pUP>FOcFL_ABcFOySwcdi!;&ET@$ZS8`A`(K`m
z|CBx({tWttM|t+nJD`kX$`D<){PA;NNFb8qzm1B@;n&b47(vs>7t8_cdac-P%R9Nt
zaC1~^j-cCw6C5@riq3LJanqwS>KsG&?$jy_?b#t}$hmW$_y-U2Mc$A&|AT%Xm|&5~
zfk^=Mf;-Ex%f@K?g3Zq7E=FX*fVCD>?-qTf91(aW(#r+;(s>SoCJD}4J?f{=_cWPX
z=XKu6cQCHxa|_Qa{OM(R+SL0HTgmnbO9i~|S0~P4raAqB7EC+Z*K{RLHyPUD7(Rn@
z3z*M%qB4It9!Y7E!B_m(>BOo%q93QLt>_TIsRY_z|CB_SRnP=ApbiP|4qh}40P@So
zeZltPND20EJw!)kV;>*^fWnNSZ+H3%9Yxaa=}ZEaC4c{jweMf_BVALBB%K5rY-aGg
z<WLR|mixhM4M(~^S*ZBXytjVcvy!*H9ADs-(D`o(e*rrX*K7{F#i1sFM(Tc#sFE?G
z%jb%X!c|9(*Zet+t-US(ys+%I4tH$Z-+c#uRh%k6#b@?1yReOa_WPz*<IMYD7Z0-9
zNAUxuK7L5<`pUwrlzS}5b$*5v62OUB4MNg)HEEA#sT&CS>fW^}@F{!c#uc+Oc-B`Y
z_|c{HM#enynN%Fm$rjA=K#jqXWD~;ckhHW4zbq<?LGysTc_VGa^zI|;#j3e-WpD=J
z7X^xX;7`W<J56czj$XzUgH^eC@8>uigXXuq`Jd|z-6(OY&|7Dxr*(NFdxnklg8mAN
z=1)127U)Z&)T9wgndi4;rHVT=8!tQ);mLztJ+|HgmsW5l3_5F*w@;A(?%K7TjUFKB
zQ-d75JzU}P0Rpt*$~9y#-m<yVEHToY0l|vR0oV)tQNTWn*<3wA+Ssn&F|&j8)g^#U
z$Y=yVHE6;)TaY+>041c|gJk&ccexvYL^T7%r<-)*d#>0LX89})U=Way%l!4MH)zU4
z?{P!Hut&P*X=DKv!w&!Qt-8VbQF+^R|BtBe+EP_pyL}}U5V<7hoWwgoqJjzv=+mD*
zYOa5u)@tv$%0fiKH@?sV=zHb(m|zjeV3C0)n?Z9Y7jVw{Pc1v1(Ii-R8c2I>v)gJ%
z>7Ggj4~eN9B3|JH!%sq=4s2xnm8sYdI{ePsPDL*=XTBdOwT_IOdX>HfS6*{p1;=Oa
z;fp7Zgp;yipjyT?@Rgt+#~QeHRgG*=O5YGZnH~?W!|;K=|M5|7&!7uCg42ca&Qs=-
z2}jeeFk11(A6Thr$|wX8-pNiN!BUn7^Unw%(0YT4d~r)IDRPgbpDB1fkH6nRd&4QC
z<4}YT=Bsuvd{B27{^6*OW(^-Qn&|_o({Y{7nx#W{8bs6k_rHj%Uh_IRlQj9Hi10x$
zw89fbeOEPg;oZCYdx5MU2^(WO9upnYsgkJK#||qU<Vb}p81eZ6JUKq(igw+8WJHE(
zx=3OY*{$3FJ@{pkLVBfipc=vMm#+N{?MU@82CHe=K$jZ2{7rDa7)xcoW*cq0_KCeB
zU-{G^$zwNK^%<i%B}cMQEB7HV4@E45_%Lk}!M%cbaSCtGul-zlkN#bb+VXbq56VRO
zdC!-uc)@WXsRVACHayOxy!&rb*YtjDVK#g&PQS+<>>BF4JA3yRBNK&k@;RWu-{lo}
zM4})sX;tX-^5zDIBL*DjZ&t#u;kx{29g4zE8+&IhY-<MxeQ-5+KGurb!Iyv>9cs8K
zaQq`n!5|MizN*rr3m$tKgIFif3<}dQ^(Z_qcBM;~n{iu&7!YbJNiF}2k;ipA%`vlA
z;Uma?{~TSf9TOa=jDn8t*i)xG@kxWAb(#-4>rW7+WZ@<xVEOt_9MG-I@6qpT6k`nz
z%kzUZl~z(nxQN%3+{W1C`TU7}bl_}u)Hlp*q1AE@(z^fsIU}006pU`70VkqJ2lEm=
zzNhBQIq&}2MC-0@u5=LxIbh_%dx-36r@aq<x`3``t-8If5J-Uxxp+Jh%)SPuGU{Du
zxv@|HQosQ5()q>DEf;@VWe4NKC;2vwjOo-)vhO~srn0fF1egz@Z}UTxEedRrSpoaq
z=ksT=-H0HjK<H&?+D{$^x9(BjL=X5HnXrCpiteTmVYuxiUHSuvAs-k+*_1=Ik9#1Z
z$L760Y9sp}s{X(;3^Tp_xBF&|@i$h-o+SZwB)*94{Y`eE-QTiM!w*gWJ|y79$Jho>
z;4(@2B?&1~#k(NnaA;*IMDL;8xQp>gwdL=ry;h%#LQkuvzdBtx9a54qkZ;s{ch>J<
z!t2qFR;3qxOp;*xri!2E?r`m2kSvLvB$(STJ8IqC_k3Vl!OtkE0LGw`q*2`&yE>F8
z^A4;X026j;t0%ef1@-q%+Z9aYTl80*3L6Bl%o7Q+5GR1Y;#NV-n#DY_9!w@`fu#`Q
zavFI!vW)c?Ap{Mh11aWMm=NF}?DP9gdts39;bre4q?YDz|6LoDsQ7zxUhd=j`+i!a
zT+^S_{vbQ*fnAh=yg)zI`_~QZf9hHrUU{DdW%fxX^}FzYQ^7^m(8Ds=t8c&$CI`Xl
zn$>MNKw{_$$=EMl`1@!A8a;jtWKDv%hww(bXk7+YQ1u3_YG-wRvo?~ya!PijftkN^
zGq+pDg)QRWviI%f$9#qL<&gD~8pkhrD7py_+F%9PI`DZAMVM2_2`>jgNeV#<zAaSM
zOLkvQh4I7I@v`*#O7-hH7QWQHiI=-Tl4r$(%OPgM$9vE{ijmtnG)Zo}X}{mu;IH1*
zZ?%M+zx_@sJ&A{YOi{vre)%1ac#yr9izO-ECJ2NjoO^#2?7Ci)-LJ+`oFWtGQ+xMw
za95a@=R><+Kh+);bp8y-^aEy^{hG<ywB7)w!NiB8!4JEyxYKP~@!w(stb<(zyZyIl
z0;&1w3{hOQdF$!quO49X$o5_rrfNwr-k^xLqqj(9)bJDe<3!Pw7r*|-lBjDwiL*w>
z1?O)KiTen8;gCEBc$mERy+5Aar)J#a923rD5BJA*6Rwenil<#2l-x7qT8^iE@zS9f
zZISmBzXJ17UJgzuk;u&kuT&_WimFz<?o*=OKik!BHOYO$dHvon(G#k)w^u6(#sYhk
z%eJ0|CX{_||L@)98hdRgore)uu3pfP9`E*@tX#AhEq9hvcbNN4gn@F-wCt%yG2Dzq
z4)!X#|5t}$({ewzW<;U3P0tU@=>O(9&6^xA4stU-7VJrcqXMFeVr!E%j@p8bbPUeS
z0qHE{Tva25;DrT7)W7%mwh9MjIXeQ&d6BN4+P*NZ?CeDMcjS_4zTYTpc&R+l${ftc
zhmlvw-6b5N!MR0adSL#nEwAPZkG=tfi$*`BPEfc|QNUsz^=^?>^f!n-{TRnrfIhit
zh48Q{cU5!0F~1uA>z=v>%(S>=RAkGs1>YE{CAnP;N(-cgx+ieKmhJ!aoUGi<zhHGF
zT6X|KP%ZZPeWQOx`q<?Hg!#=&dHcN~Kghm06ObHM%IOo=-YNjJ^ApUO*DnOw57xHn
z>vNw!yG+J)P{t>Z|0hpPiwVN8>Nywn&7sr~p70_QpWq#k!prJ5-(~6z%_?X8{264@
zE~Qq7+VTdPt*KQ32Yp83_14Z(?fGX}5H2VaZf9@TD|lYP0a`Xpg*j0^!%@^E(aQZg
zYHAAZutGty3=O$tJI2L*_wPqwSkHOkH;?-VOcbfV4sh97R|E=ZWF4VDu}>xDhXRwV
zFBUgS5a3<GE6pKIsoqKUQP($oO=iV<p-9DcD0b}Qd}g3#L3+!BnX9?{+i_<^(e(DZ
zlgtO2@<+pu{2adsmk2SUHkRq|c%<3>WoyegK@`dJR9j)qzWeQ57q_B-j*qIsg3k{i
zCHpi5NI*P49fMY)kmPXBXpC6W*>Kx5tG}DVXt_D<`~reGi>=qBxb`^SR#_&eh7+Yh
z+S9UDaG&Ssz+j!L1=t&?7qPkO#%5MPp<WVe-A-5Of;y=2q1G^qXDpX+g?lyEJE>J(
zKV{GIuO5>oFQ~leul1q*S+{_O?piJT=hP@p4SM#@gq23Xs-R@AjWX5hQnrDlAGyc-
zr^xi8U_t+oP2|&iS=u`~QGWlnb`*@FG?_P&MPkazIqYGU?1Uz8M=Km!@4U{LLx^GX
z@_{zo`6fvY%ZKsK*K~AnDmB@P=9R&{pt!w}Od~Ox{X6tla2y@9*>MUwSk_D2-@^Wi
z`;)Cj(avVmv<yg$N+1mXhkCy24j13eeE>Y7Ce6wHyRVw95TH)pMcHvJbw+TqRBk!o
z#CmeiSG8YT1-rXQ)Ol`{l#0p#hS){-+mk1;j|Ejy?)g8RdQ;=L)51oAl1@xc6;GJT
zjYD|+nu*|y;&abuu`Dc4-8tdf2_F;X_NVp8x{D<x3dx8qn9!ztPwc7kd+ik96)#i(
z>NFwP#)pdh$s^90y`@dhq;5FEUH9{sWetu*+3U>|1hc85*FI7nzroeJ?Bp?pc-L+-
zpsN7GdJ<e=P74Q^)Ss>uluHHibvz5mO2pwm{T2YEj&RrAIv7$y_3}h(yOT4ZMjE4c
zGl1(#@0L9-v?4G0x>NbLJ^fBt%OCB-l|OKBJyj+2mILo&3%{CyATam=JgH&U8oty=
z@fw{tovC}*3+gx6xIG4XSqHl8WPDSgqyg}me^)pwvgt9Dg!tX-Eb1l&Bta2Mq<1CQ
zjbj6e3P&^b%=!imTXQ#?4MRX+anjJ)ur?P0rbOptfv$Y{aQGd?a`w6ZoOvje_;0i<
zmubwbmLBf)y1;>NOz7JAC6(0zWxs-{QT$EpsI=5>-^W!40+8aahaY^5mr$ZYRSv>J
z^5rTR8x_7h9LQ*^9Sy%?<4!N|UXYY{)iJNHS12)LwyTx&4oxi*3&019m0vR*GJY!`
zsnt-XXlC41&_Ni+n3_UA9&G(LI$1(RZb1YwdxJ$v{j!VTx&ST-CqY%R^+o+vY1Oap
zpBff!Fw`0!g?YgEhz)?-atJ;t@P<5%q!8LxoLBf<=@rZ2kzy3t5TikIL@am28I}<4
z$#3+ZZa!W(t?c1QiLL<>ai1~SmM>o*Cu{Rfi^k>4o<Yd9okzup@!V#(yDdT{!Y&lx
z)b1U|IS*yZhmU`P@MT1DZ=Aih7%%RvD((?7#!-hN{2Xory_NTa3>T3j<!-o@AwAi%
zV6}kr1D{T{Z=H`{fFcPH*x4L4SA(67!kicZAY|$$V&Olf?u6_9Pfu>~LEVnj2Lrb9
z4?Ra!lBPI{U~J-UT}H}sDL5(bWA`E`VD6xSz`?a#vZpfi_QzU_uh+VLF!5BT5w^xp
z*Z7$}YC^%V$M60MwTJlkP?9M<a`Zuiw5>5Jj^xhuG^|aEfyZB-wEW)hp9fX7(#H32
z|8XLfA$=uRyVq1mPy_KVJ}y9<Ts(WvboC)6YcDcEK+DsEVP5&JofaD)T_2oSPF%Cy
zl^&j_2o|`OYdj$pWhvRI29UI>td9)A@humWW(0o%%JjZ+y~0h^-T7;Qob0Ri*J0N`
z^DApT$#RD41!v)&Tz73aQ^yR76py-{p;z^&xZ*W7jila;=J2cQ%&t6C%)$_cG*z~+
zrpW?f5-YNVb4A^h-1$7Q+^4g_GK2O&bfERHg6oL?-MnWfFOBhqY?v6yrft_b^b<zd
zT<;q*f4*TKaJFDs2KJWHq=MtdloveaK&Q#f646k3)aXQ*Z~nwCr-$b~HMa$rhTQpz
z95-lwlcePKIc7K-X?D|=`bF{M%-TcY6%SH!eHyk*SK?cDsvx&R{6Zy+*QG~DvD8mm
zfCM%*=onp<G^t91f&|iR>(re(e8i*I!YFFEg`Zf?4)0PDyz^%*aX=L`3-p^^#%%{m
z;lp)ydmiTIJ9bW{V^c<dt?Q&gFH|n!=-hzw@`#;7DZYTUJ_N}f=D{#im|raPb^y)k
zV)zc=Xz6A`-h0%^%?Hf+kwcNwO><p&)Yq-V&Hbmd2@hP9BjE$qEhM8UWPq5g9lUHq
zCDOkS-9JGKHxFQY_M~#{e$KJ>EBU`UuS$WwWv6fqLb6bNkC;!}`w9!rvL-kJZ0PZj
zy{2(Z@oPcaNel(<%j@Mzwpb6eCh<o>rz`gnpjiwf(iH<*+lH&E&&+tpM#;H_TGR|j
z!!%w4wEbVE_8u?SaCs;s_4I$2RmU2P-J`Kjm$^OF9jzIa2p85B==yG_{Ir`xGWyya
zhg*6+u<3gysh>MO4r9S$qVg!)bEd;q{ZEr76uU4sGw;K3P+ZOCGr07CKr8Huvx@+w
zocJE{Pzg}?*Hig}WsbPN9g48)O%U`zBfusLiW~q;WV1iNhXbI5uO)gq<jJ(}X!lvd
z%aCckedo8BX5I%!W3-et9OG$AG-~0qU-hb~AM<FssjxgnyMO#1f3J%OUwG*HHTGo~
z1m*_H=?hGH%zKc4ty#2E$MkrbQxb{aw&Uqf_@3_()!-`IXX5Xa07+Dzq%}RolQEt}
zDU(?1ejLU?s-M+it~5>hv3&O!sBE;()}2UOwEsQmOo71zr!GdOdD4y_KrH(19;^2D
zJg7k6BU>;6KTX)~)Y+;fmP0f3H}fPmxNy$+8u?4hf%(lOBHa5pJY}r>D?vEx<X&O5
zI(5@aK)1uYxzy9wY}A(x`KNOb2)~;vWX<zW{p<X$K5|5r%vHkFwB?Xi3KV&4F}*)c
z__s*s)%@q`^XG*YSEUBJdq~ho8f~FN>!qI$Bf@@nQ7#>Dq(ffE*LmU=a1v*5b%77f
zr|OeR#zC?e`V^nhs%5XN8Iv4#ZHz@c6{%g{w%2=YzZ{aV7u;oi`?`JIf+CC&Y==YX
z=1P^abGqu>?TyD;tXc+=?5Mp5<08E5$Vb~c33o47bEbS-c9Nsn`xRaWMVEJq{4?$m
zgORRnaD1TvF7<#v3a7~u`OZa4-FmRo*<$yU<%71$&2zQ=X9ng^D$`CrCGQ@Yj`yfN
zIi>CKGF{QigBWy?j}X+SCXKA%4`4rqk41vya#*waxnor=5~pu`{z&@j|1tkx?}03j
z|5HA(chvJQtV*Ku_(4$U93rh0Rv?D}+Q5Og2iStF4LJ|bJp%LlCT7g-^-lQF0fGab
zg`k#pOu?&)!E?j41xw(xro%(c57OOjB&-dv;V@QF4xR<3gY?DGIgHs7L)M>ybdtd;
z#3xE*c1%unbpM|RC>-s~T=~$$3fEWo?kXR%%a5FNhWQ_~oqzOW4>;gtCCulK4Pjdj
zWg%~~S27C3k0(k>{JuxQA03@AFQ~JD8W5nr=J5F*(ZloMDqKJ>R<1pEK0fAinqyH@
z#{%S4*rDUNU389O=%P+9t-2ZMqY2{A+gu?~m%Zj$-+Oa)_eCF`ox!I$J*(&xga^xc
zlQ=Bgu=M}?USZO?#5WO+2hI6p;d||W8@<Xl82NG0pZfzjo#6qYNkDGx+(_)fD^-<R
zb-Qk7xKc_tv7}1}Z6Z)j7C|a^ATMY4A=dp6uhr1)g_^_jW4K1RV^sA*|4ip+$5D#E
za_DU5--`p!=ZVDi>8ncgWg1L?>Pard6D$Z`zud0-<><88c|;@grNoi^`Cfw8RK@&m
z4vrgOf>GCFbvyrM<ErVx8_R)8og&7F(BvZi<6}M(q)()}`S-({r$3!8y`vjJ@>LL<
zr>&E28AS5`lmhTxxCV_ayS=fP(jIv_@Y)sRoAjDpKfC?l9DA25t~H_H2>Z*i03X$h
z5h%&!&Pj#v7e<h!TtR%nHj5bBz{zL(!>0wuRTN7kK_Yox@Pi5mO_lA~?K0HZ1jlij
zstHz?At||GNk-q^o0x)KC$xoR(%-l{;As(}fRh^-p|EAyx-EN~-cXrIZ0k=Ii%G8X
zq=V8(UAqff{YrK4w5Uf--(>$X6-~He4A2Biz|emxM=|*8Z|w*31`P(7GS*LgNaGHm
zS6O8GMziyd(%J01*2+H1kM$3@SstpA6F(-gSziAh`fzxAF6?Tbu?+LTFInN62X~&n
zQ@ewUuVw9X=iKFF6;(K20FmpH`EU>3IbFNl;Z^kb1`w_7fP`WGc?iU_;Q)@RGTJfx
z-2Snn)ZONMAm@&q;D;q^><7+Fi3xWGBLFj@zi#E#`Y{UZG-p9dR4(+o;q-(Mur*gh
zf`UfTc2R`PI;OGo%72hu_;TJUzaW?4b{wSnC=@hTc-|HGZXl3?w`?0%e^hm-SHs{7
zDt&7M9v;q9>T%uXPAS*H7K6E6=DLC6oqQFlueowexKZ6GfklK_jw4_9-tZk!q`;x0
zGSEzvmIE|rhv0<n2{4$<M@KxOFc!p~mCXGbm}n6P2&gMTI5c*eJJ;+gWTWK%Ico14
zaBzJ{Rl1lL>5sGwb~>hxbI$f8A$Eh`6B8!)Th(a-gxs?_h!?aohkUOJB#Vyv`1h$}
ztGDJ8lr7b~@?eGOYR6b?{nEqamk5DPfZBMWF3vFR$+h$IrNe6E&O_;B*R+ykC#N}o
zJhc6u8Q(!tamgC>#}HE&U%S^-wEK8~y_(_um@pLSL1+^P!)AtN_tZ7}*^o&m=32XE
zI_n7*OMDC2+Eq2*UTV^m*fG24eeK>J^bbBO`)k*q`YW&*WFS!f;9shK&k&e|q}`35
zOIJIYq)YO=jr;Wcq(5cQ+^Qz6KCtTPzzidaTahPAC5lJ=JTi%fyyo?|Im2bKX~jE*
zCtz)%mXkFNTE4>$N~ya0r!QU3`o+x-{&K^zp%h#kbIWl#Xkg`#6Mh8u3%XoB>6v@H
zz6Y$_CZst*vl7T|TsiUjiQt<@V(9hD{^6xxI6>>>;+&c1c!{*=B_uS1ovZhqbUA=H
z+2k)O2gF!7f&cojAiZMz@c|C(wF%_xmVz?XkV#~3$&3TYzxCxQe=g+hgNy3jZC(Zu
zMGR!&H$u5uvxr>Z#YKY`YKnk4bEF6Z%x`0tZ;!Ea=U61Z@pg#1CNNVzn<~hVIe4zd
zJ|d`Wg{2r`rYn9<hnK3up{nkg+YWDP#<-{do~-K=I1cFzsXrvpP%<8QYd@VSj_kUP
zDjDMcKmj9M{QQ<09M}6%^V?!2s^?ByfsK6q9I&MDJ>~F?rIhqcG2UM#eEn$kzIA-a
z2}qz8`>Tbv`~8Uba7nhA^mAxx%up_3^{7q-6c$>pTHrS9?I}oz+rRxpl;y8N<PUd0
z83A=3e%TeOZ!`~L*#I5z-jgs5gl;dn$ZwQuU^7yNvd2f*!KHGx5&5dFfS7(%45kxc
zs)<jrAFie&l_w|2`Fs_zh6Jor-9xVLVLJqf=??;-<w*I^e^A<EKKI^S_8=#D$?;tz
z_IK;!SfF@c3w*vvYJA)YAn8cXPf>j-9waaq`{aSZ5Y`F>^z8-p$+=xoHR4b2su^>U
zR?C6n!#yl(r~|(N*8z6rEQSD05iY7QOQ@3M#u$FFJ>KUbbT)cE*2v4w&lTEr9wgV~
z2oCXB0HH_A5`cxGjGGTaGy2X9dp6D$I=#OFvNpS}B-JFft}IT`a@f5BMIau8D~S;a
zi4kcdJ|hFVs{38IR4?%Ap{kxx;!%c74IF|{M%dDcznKlr4&-+^V^^dp!6#(ykYr!?
zdt_1d;il0|GKmp*O}RY0-y}i-hJ-xs2-%bM*!e8PuTjM*y$Z|Q0RQ1hV7<5d4T@|Z
z6@789hNN6~&Atf)bgTwkf11PE21d6xPCyKyYpq-G#V#Z*^LaDpb)e5XA%X;Adxq1~
zl2hlqNA7}VPYwwm@%sT_t+}|D&M|mM@I%>Tzj2P%Xg#<G|6QyK+MN#oiO<m~=UHQb
zXdPrk2)c{}@oo4(?^3&g`FMtYZeo#ZJjdrhfLa&*b4_WXUiS?zN$~tKN6+IMXznt`
zVH%vwNTlstE{FN-Ow?Cw**8!T@DqQ8BkD_^M8oy?G}fwb1X+gO#JgU84Gz2jmG#kC
zB#dp<Fen<FW{789>4Hvf+$eGX`u7d31tt8Y4WI)`;GcfUpSmm2g9`-P^cz~zzg}iu
zw@$Sd(+{88DA}&<+~ZxGshQ3H92jN$a;6><lH5!Bj{$hI{o@8@FJK<AQ=H*Uk~8A|
z<N3;TH`@;K(L@Ohp33iPx^Sb|!$v`oHh^_s9{V369Qz~LijrEFRJr8>y^<sh7G~86
zNv0xkcN@q$v<R_~5p{Wz`vTH4?C&;p#->95y#DBu%Wa6>N<gL0`1R82Hb|=+6wzpP
zh%;FJ)Ax6L-FN2S6;0Fz!{8y`^c7;hj|(Uy0ZByN+qMi|o#weVOTxw(dk5C@T#zi`
zV?%3F{nP%RWB;XKn$ka^wYQfTV7=9P7|xb<=_YmO!ZT?6Kewc%={?Q+3GxpfLJ8Ek
zz;nGRzl(jE(bR`Sj<hT_SubIvcQ|$S$E`_zgSesCXLN9j45@;0V9)LIHL>H$k*~ae
zLX@nB?LFs7h_KpoCt(=o$H5ZH#qM=8aov??@d;B6|KV}BZ1O&c#_w3D_J?DuEhc8Z
zJGN{hYr7vD@A^56=L~zMZhwC2jmw(}r84E!+c`&%(l1t5IGN4Cc5HOJ);-?RiUgJa
zGHfWdKkEej>1SwJ?5P}n`OK>t_rNNkU{I$-e+*gD5<z1TT^^cz4P-gd$4VAa-Gy#3
zdRbhar#pEIS>re$+siqC7sp=^oj$b$e;W0%To_NN(t7w@ZndAn<1Y_7<~-f%1t!dW
zkbebu+jCq^rjLSQLk*{bF7~OK7Z3Vouz7}%EItE&JhBJxcX_gtauIoRz>p^lt`}c=
zLpK3P+kibKH|-r*;Nd03?NaVml3wPgR{+gy4|4JZ3L3mqO4F@+p=SH%-jLfoWq8<O
z_h+^vj|&1=6-)IS*ul~{3xI{K_DyD7hpaMHpp~BFc{>h%rtQb27GJmhdx?voNHeee
z;3H`rjMRlGz1Ss?BG217lVfwF6v-MTm$v1WTxDlRx;<>U2*XrNc;S7uT$z<<$ag~<
zTzT^@7q(P{(Tf9a<Rh9`y{ix!p<I1EKo{Xhv<?7wIRl!_4H)r6ZGB!O<uOZeJ(+ow
zp_m@`4+sHF;y7N0VqpKN0oC;TAyN294?tfFYurXoleS+9F@Jwqa-aOm_60b_lU08!
zhQRC|os|Dx`^zVlW1TbhhH~7#XF6P=!kpjj?#Xh_4xg$#(~C`Mw-s#ZFRP!3N+gW&
zo=W&>wyX(I!Y<zDS?vUb|8Q(2vt|#NCnP_P<1k92sN0CS)6^kM;ht-z+)b2SMEe4|
z#A_3grw<%JhdS@uA8UU1z?i?SaNQ0tXIr*{c1zDY`RC&v8v^b5XIuh*$yXc41A9JP
zczPPFSVh?0`yFBhu!u1nevAO-?0M>`M!RMb2p?pXyg}Uek&_E1MOdRYw+*{G7b0!O
z9RsD>B%wlM`=SM@OM5u4L@^YEAK$AAASKot2=Q>1Q_;JIjwrCD<qZbc4@yb)Ul$Sh
zvla^AmS2cN-2&jvZlwmXoP}K2y6*7y>(v?FCoh_mL7zVvM0qm3KF8=v4mPCMsFq@z
znEpbLN*4L&b%)^rw-_*~ZcD#Aqi=-)L>$MUDYgjt#V6hd<6RyyJt(1~H5g{k)L*;g
z_L-plf&aA-YSUx&{QPqamYO|pK+FApC|+}m3R9>MX$4GBW%+TV8tbG{?~xB%h0D$x
z9uR^394Tf8IZz$aBYOATXD$CSvxR$a75jmM_GViuYbOeS%q|+TZoy6_>Pl|M5j4{|
zwEE&sT_{xS%B9Av(4t0CeU;Rg?A;!q)%H2m%6N;h1%4j=w$hL<d^Q{S2vpz3L!Q}k
z_Ar4J-SPmlN7y-O5G*KPg-kW@Gvmh}`C!3;z>!E_F4#*H-5fD|J>g;U7#hC`OZW~o
zXErB)oPv5Oaxmj-OVoTF01`9a0sXB#pwQ>Hf|wri#oD=CMBSv|-tG5FMQXiVEck=m
zAb)~Z(h1q?=_38QV|IgyD0iMGKr5x!-AEJN$EV=F*8tfe-5%vb^*675-gc{`aYRik
z6IAoM8fIPZtP5`Ds|c(BB0S*v%RYLo^?4?N*rJs?`bh8!pQ0PSqjEex>)qmhZ`KbW
z#aKiYDu@Q}%iy;<a}u2cE8lVGZ77?tJpt`%8hm?*>pxSxyX)WNn!ldObC`A~c2L4)
zJ;Fv|pA4=5rn4ZoygUkw2LS<s;}%qWZ)HA3({B%z{pVi3fBMJkoCUp3u{<b<a33T2
z*0l~uPX>&jCu1^|5~Q1rv)=K(uy7DMM*kj0A#Tp`e3!@v>dAa_Ob&ZpnxTt&ykDyR
zF-5Wc{Or+}Va`&2qHiBC*msV+;C_9GmmPYw96Nh^$c3ByFwff8MqCq&BY$bVlPrsU
zSNP<f4Z*9!KZw`|)#J#m5i)bylJ941j;~!VuD1jmB^~I$iYtw-9Cg|DvFD_4B?E$n
zRmwx@Zf9s;WS=i4aMu}jiA~;&5FD*MH{QPQ%bChf<)nNyz607H4CzH9V#JE;dBb=q
z7UI$ak<H6v`ExEJ_xm2iu?A?^&T5R&m(R!ZNBu5Z_Mmck-@I{+NEj+8l5}J>`R~~^
zrEqaz)#jg0A`j_-!W`ZMJX^3WRI1lI6rgb3y5`atPnbq@t)@~Ls(com(P<C+Q7UT2
zWpzmS(pv9a_rulkw*9HDKRx`ho3D7qiL>!6CXezimHgZ9FX1C{5BkX8X|h;9$Asq&
zFpyK#@#NktF=@4x2-&)0_+*m3@cA5`66_YU2MKn~+`iQ*?KA!!iUQ3yRB_#jk~18{
zX=}SaI1LL=;^A+@M<-d&2c~{)^ylGvqru2|^agtpr-!3HLiuil578MH?%+A2^rs$U
zFzm_u?ex@6|G)A{bh#W%VJMsBTYjwW-DH8m%PGLS@a_9Chk<$7+=CLDOH}w!_%KUt
zO-uBT>GXRX$ld$9>{Jbwr(GK`o75S{&{ui+qSE7e?04_#u~Jtvj|5%Zm{(pKCQqXo
z>wPZW(U^q%w0!RgWLl4GKSVMw<90i)qilqE$5GIM;S9py<ueTPZw4>}bO%aLcRCLn
zlv_=xTFFSGmN}k(?C~~dm)^3%Nb{4;SOKGDBsjnyVf6{BB+lG5o!@TjW5WJ`M>e~Q
zsb(^VDKDz=fEyI?SIC6lk3Gi*1p6Cpr+<J<I%bP1IK{J=ZQsBqv)$hxH)wbA;h1qC
ztA%NHelF?H?AQhl>ocr`zZ?h26kHuJXE2zoS{QPvbmkhC>%H>)%WH*IK_^K*>g#nx
z(yp8-3Jhab=}w-Tb(69C8SuQpoLPjeuGxe!w!zP~f%+m%4!PMYtAdU?7JQh>`O}${
zN!7A#r!6Rczx$yDP6`Xff`?9Pio9zc=zF+Ps$>J&eEB$aA5R8X;scYWzTH8p1G1NO
z{S?q2D>*2G>e4%9ujt>js!wDq`9Zjk)R8uSnl{(Ql{+dE;BiEceN*XMU-t68((4)~
z$3=Zsl?zl5jwU1>AZN_!_x$O=1l!Wjm$Wyk;{my!0*jrS9mucFS#4`sex5h8Xd2Gp
zw?4xF;`JSV;rAEpY=~ysVjAp#U3WsRh5+zBDfoF=uFU?k)Sq3*1BvRRHL@@eM&5y}
zeOkX0U~bRxG{0&772`~*LcxCqM}_kDJ*oRba+rPbT+VD;9!6HYM`{p4tpXxfEtAck
z4dBHMn2;xEz0W}oMZM)Igs2PVh;>oDf_8V*#dtEmVx8&@%)?Zqnvh4cNqCPBWa8kk
z?@zy$+W9OA#d{Xh0h;0?p1?}^N>}gxoN^*}Dac`c_LU&mg-}y!;;cTrOzwHoipw=E
z?!Y#`P{3Wu^YPqx|M7X<xFg&YcV2zlu`x=ZGi+B5ALUQ>0Qh;dBX7_9#yJthd|q3A
zTP{Y!`=aiO)5{h`mZhDC8qh)J`}v=Qo3FJh|N1!@BC|@X^%<Pp4VeHUs&GGjMFsu)
z3TAv2-LGL8z67#tkZbssDW9Icsjx4=q=w2{Zo(5yeff?25Klv3i5{jN2j4D#ESp&D
z7T|6I5JLVzvG^##c}zTJoS=j0M2oOwmp9TzbB)(ABykk=h;jxG%q|iDXcy}|Wkksy
zAT&zso1y6EENiaVs2)`^$_0=bzgSOcmfC%v3&Th9M_eX7CB;9m*H~}Rlu-L>D(2M6
z$Z^sl^G-JLC{+A*$kW!yj5Id(>!1rzx`R6fuB`>FK!|2m7wXW_lR2B=nL=y0q@k}x
z7D?bG#w(MZ>-0emxrKScCzxFbrrA_x+4=lh8v2RP9_UND;b9iM>wpRT(BFTV*Pfik
z4OtMT#TZN^WG<$2JVYV=s-xsZfoxg_kFkk)gdkvKf&l*r6LxZ=z`AMMrkIqniyEER
zyYuW{P>~DIHI;4gwI^n`tr`3zjH1*826^8Z7~^nXCGtHzNTtWWjS`YMKbCtvu>dRZ
zz!pV3^Q#}mcYA}-saD!-9|5vC{%GGPSlH!$Ww6Eq^+ON?*dT?j{ILTY#G~LiiD4Rj
zjC>Io1?zH{pw4h)lZRM4mNb5S-}H?_IWYW#6ieh=4B+1ETn|brK@q3+-&M&({-c|m
z1b#Bcp73N_4`UpRe(1j>Op0E3pTujG79AzRuf8z*ad`gjr<hIh7fQbMWGpZ$-V@FY
z&);QbRVcqP-NjqYvu6$Ip<y4mWt6^QJmdBKFUGDu<9eU?b;Msp<m}~!hBl8J_TIG6
zj7QuO4#D?)*L!mR3+?j|0C-0qxAt~vwsBc<G`5)Rh}Lc`_3+3HuUXfGJRpF~iy9rL
zAm3QjaIVRBqV$}YeF%>xH%_?EY~O0@oSi-kv{lG=+`rFEE<%Y}0FH#y8$Rp?nm^sp
z&!Rk;RNYt0!tg4N88y3q3c7KVE27!?oSf0VnSS$-<W>U@N_r>UbjcCLACr`)6_1MR
z+V|mhb+4(It`(Zb<ca&TrBko>a8J1(AA0DQ=fL}2Sn|rAI)ca)kFy?FBTya~ppX1D
zhD>*Hz0K<oC6Sfz2a*_kX2?qOu4&%Op4V?^YzF#4s*pry6J+AO+P3>?Jfv^}%(sj=
ze>b1ICu#O^L*vrWpblI<)`N&nDaZVh!9M^`nfz$trbxiCdz??Zr2W3H*CiP}_R(4w
zxpF?YVQZlVujDCt09^Nd-Q$Ry`*JWYzhR#Wv~hYEE}z4I;qml``FW#QBUt!d{*oRV
ziN1#>F0XEAPkJmKNH?0NfIUJJ0+|LLAS?qIBdP%@nhhW7bk@p1Qk!%OT-G?7Fc@^p
zg_8T{@>}w0`+m!FwrHW@#Fr-%oXGp+87)VnQPr%gUYGAR=1R@c^V}HdaJ<cmM((jD
z!j@GP*ogsHDZjf<;Eg}~02U%}<AZ?ssPl!P83KeJVq<cAo5Kd1Iive>F?_xf_!Er}
zT<GNcA<4n2W(K`GW-nb8OLQ0`_$W(QNWF|Z9=7rXZCNnH^fha(&=MoCr`Q?t>Djcg
zkkF-Rpupy|I23l9!cVIJNjTJz$jJAeVb&jvqHZT`@Tuacl<kTL4?Bg0yB0|1>6>M>
zcR>*e4<8v;1Cdns6E@<`5LNm1RMTU>KLgRN%Sz+Z{*y8vJ8&(V=JqthhJ_JzI)!Q8
zK7ab7ZBoN0SHb2N7&0UX>pco`h3+srgs33a<KN0c@V$Ed;lkV$nAhzH(k^*a%&cRj
z9mG-oPA_B@HZ_4E1D-oAn?W}+-!{woj}~9P!5KP#VjkBjUjxUPK?-xd?f2d8`Hemz
zS_nwJoE1>R!(;E~z5%?G#pnu?@@!pc-41jtk%Q+#D*(3&WF=EZ3hEVQ8OFRFb7Pgm
zo!s*`1~#wQ+rJ;>fO?bUdVT+b?aMvB!p11&6u9yIy)LNmN+qa>9~NLmlFZAc*qIg@
z>8MG-R@?p@M#cMj;-zcZ`pt?}zn56Be6W3i|0%{dhGV3Jp47gFqDjzE2|l~;cMtK4
zwGUKB?}hv4+`X>P!w$!&Ha-~9F3`}V7JjlUX!C6pD51=A{P~Ky{zzZM^@C;w6eaNy
z^`X9gzmJ!BvSp&yhB-Nz)F~n+{rD&L@scNY0T0RYMz>4x`y8Hi`<?ghHeamkoM)fx
zm<5g~M}D8Z0F)+05`NP9uFZX#>_=zlrt`xmiC@`#`eONzFnTcW&^`>;y7wHLEVmwk
z%id_U5vO`O;2;DON6@#NWo3%r@<BJs5;-k(A)VB!!l5ar-|r@b!Sw9&i=Qg4L=ojj
z*z4ilRn^gFfGw6Ud!4T;IE4nSWI7=Ci$}UN*lvEjV)mTp*KeC0DfV;0Nf3<e^^%JR
zn9GYT?_>3v?L{5p?7l1;b$0@_+^8<$1@i2z1~BV;-i51m6b&+|uwK-WQ}WMcYgDnn
zeiHZ^@&T5Db1dH`_gi{TPC7^re#HTFWm&qiZJorV9G_5WezR-&CDjee*xJ+dX&I?G
zHR?O_or1YAx(~v$G4R3nGXH!Vga(9(Yb23-5>dYrr0kRCKjoGI_V^Av44ZIIz-26?
z56<O$8=ihvkc*6;h}!AR0ooe5r#@NR*pm_(h1ZAwvNy)9E=o2XG51thRP^wZ`@RRA
ztmI00V&DXX_SgBXIn1?0%wC|=Kp0GadsdzRn9SaG6@rV|;DD_}Hl&*WVh(&g&+uN2
z<b9u>Uf~`n#~UmKoCoY0pgt1%?qSz9hv0At&p%#mGGLwLK!6H}hD1`i?c<NRyTP`I
zZiRf9Pwd+{$j9HeG(z5Tpv!#TJ*Mu?UF$n#vI~nmxeJ<VHDD&T^B8)MoyZxKFhw=A
zdvjN#6DY;$fwvDACvcYY2t$X7dK#Y)LZK;oqzByiH~Ox_gjY!3huk8M)hUB@uSk34
za}NZ+*Z>NDW58l1=@sYeFExoXy-ADf=aGPBmKdu}%RkMt0^55Rc`Z8M*g$vg^kjNB
zShn-m3x#OY^=>EhQcOWka4~0BEGCEu-SB<{xSf1MB;Z8}HbUiv!!xE}k)f`jYFV`|
zpP|c%mp;<r@RRPZ*JnLF@cVOA?mp-mdj5AFOf^eIlG9ud&Ec)ecgT_-og{kuzxNGc
z28fWk)s8h%EkXJ|0<gl(`|qVBmuY*56aWF}Fzfc|bnEZuwojoeJ=tL7IrX1VMWS>L
zuUj7!(%(n&FV@4)!Fx5SogX52>Bv<>Gs?@UtKiH<zuAF){``iu&!BDzTu7mYtD$uw
zRM&RrllTKrE|j_kI6A{l*dvhz)>YLNKJBu&J1XXo@Pt?|gh%02ZQAW3k^nKGzyCrU
z5RUK2Djb+>-9jH&l(uLK_6|GfRIA_nKddaw(ckO6$2u&Pf>u-EiOWCx080CR9Yej@
zLFq!FiD<Qge1ly6!#<Q-0{s*ja{;f2IdNswSMckZ|Ayj!D%X3-rpd+-M&NxI$p`|M
z-rtxcMJ<D~${&`?YrB@kbp2}n%f~7&FKDikTEe=BU3N*I`<=!8YID`p;4U|~fHrRA
z3dfNnL?~p)H9xa)mVV+s#0#>j433~~kd!{2eEBf_sc<vV0S&diiu_OxbzOt^PdNNV
zTP*4TcZwhp-R)mjCEpZ6x@z(K@z;DdMM|Ma5XFvHv`)s1sJT>~LB?#Vz0RsCxR4_!
zG2LCu0%B{|A+&#XFf!rI`ZljyEW8DNl}N}q=1DRe<RJ6AlYSwN8^qz^7l{0r^%*o5
zS9j*-`yIgbGdI<_0Tu*Mi~8H0A}n}d|E}h1GwNfhJ;wDV5ZMl3#r%*|hv75)e6W!V
zn5IC&D*W(hD7M-;>vtPFnkfqy{}(hNvMiU?_Y@`Dbcta=@<387G&{r6VCLu0r(V2#
zdi#74go4~XruT&^*2mdT2lnOsmn+>w{#}facl9!Kiuy+*Yw9aR14(|}zWXDIuFLUG
z-8JrJX2a}W@Sz(7$GSrp@-bupjc?TNsbyYS3@`NHhXgtyk>mV2mDeOup^*xh(0TG_
zq6;p3e4ZbCUq~@hUgGx&);K>%C?Y!n+Po)=h3?BN(lM(3(Xa6KN<N$!%3Jfe?7jl9
z$^QDL-!rUg)i<xUZ#n2-KJ$H=0Bi?2cPC}4bBOv|7niF;iP`QFp_2s<CS(iVtEvP`
zU6%OZwj2D>eTW=1hwHUmpwRq>5Jmwa!|-yJUgS&Qa71!UOTzlr9%(1e@eiGP=Y(l<
zo^1P++1Xwa?#U8_^3vup*B-}W!1(x1F5dnD*148G$$8|$-uQ;Av&z!Z5ufqtbinNo
zW#Bsd+~JNVr_B0#y)L%oppVq~g1bqpA!bmhlY1sdTin|8kDn>zIQY(m74OQluv3xs
z;}JU=9ye&DXvut6pCR(sNoxMo($~Ft8$k=ja)L~-P@ToJCj*f_>Ms6hR2q^*s8oC@
zYAEZEv{uH^HYxNI-eM|P=m>n5z4<GT>H<u}8Ju#%6fbys9Tf(>^YI(MBU3QyAAf?b
zZm^$kpt*_Ps!(1hLYGsT;B^9I{^q}e56QfiQ;1s)mM{w~-yx3~8M%A*OC(i4X3$P>
zlAupE&ANrxfHsm8tfDo7IvIsD|H&98;<HaL5Sb%gz@PZPY{AM=C2Qra?r(<FZlg@y
zGoWS-KPaEfAf(2Hn&-_wa`{`PLm_!xe*gNyqkf2m5=8UJ4Xz&wHhcHxZlQGlp9V?N
zeE(W44;gpEzZ`jKYsgWY)*qc6E#enHw`XwI;hMNFF(vqPC$nO%d&oB#jf{M?ZZ726
zhclmBJm5NYnI;idTZY1Ge6V{<xPW#zfTKdgfA&q=hUj(0TcrvMs56Z2EEEfl-Kn;5
z&zPXcS(cHDw^?~VEr@K&M(+j7<{Y+Cz3Xp|cx!j)Zt|_yzoi}ANm;6qBy{8W2ZnYd
zj28((4BYsERj$OH68;k<q`Lg+Np5}cs)EA}h6y4W_&269{4PiZ+$F1*18@_~InecC
z7E%c*F}>-bj*LsF$b+yeO-AIQRTazhxJmi;-52_FB?BN>m<2#-*&bE^t&yqMv%kJX
zSN*aUr@a%+XhIbt|HlbaMd}8tu9xWfiwx-nZ~A;T$TxgY>Lusc%!lnS?VZq!Ql#B0
zzan83o&cLEoBetWBDmn>nyH|r9E#+1G_Cq^DBsWAZ5Ktb9|x;}K@;9HI<mq1uIeKL
z|6T0^7p4on?&_y?<jNk6X?Buk@x9wQ;zci@)XHDy@I|T(b2s0@*JDr87w}kYZ+q37
zI4RXdg~fNkKaVnw;J{Kl`p9Ccklnpf_#&yAA+&G)iJD5VTPWGzSRNyED`;&MVI!nN
z?LRer9NR60RK|BW!BY;uiToWRrw+4Hpl&{EgH|7PaJq|3xnbfJ@rG(+taF*N^h(*J
zCfJwKIJ9Y13LHTTGrTj4x^d7qez|1t`}woGz|D;bAoY$01L7e@A_vcHU(oM~UAI|F
z5n5rI@!Q>8XZe~@!sxiU9WQ*w%y%q~fBh{rQ!zos$1R?yGrjEf(*0RHzMa?kAk0DY
zuY_K}yM7hSi6qtH5>;QUcFhHX!#H)-_7py?fv$+adnXM1h58n40Y}kq{<_#{g)Fd|
zT~(;vw{wH;CTT-#f*#3>1pM#cSln4YDB9D@on@^vmEV%538h_Ui{W|F@bmlAEX4tu
z|BBN%nkGKT5$~+^@8iQgDi`~WXqG=zNppmq((Lxu-oh17COeapO;Fkx&F9iSYuBO>
zi`@*s5FYA7I=jMamjyF=$-CUFulEMpH{{YK02S~ua>s`GDQI@8q|E`U_L3iL5*E+b
zr7!An=i$F4n74UQNP%we{(6~9=uQGQEnWov!gn#smp*srl&OGcn1sHiETUnUt=^<`
zaFGz^qm4DRIgO3TJ#GpH=uf!em34{?f<bTN{p-LRK0W*!WRhdyx?fN7+X?UW)SbXd
z`AeY21nu%(aw_@V3cBS$^XIiqk4stq(4E@bZR>Q~7srZvH-G;n$S=A)_hb8+8w-+*
zEHW(&@j|c+#Hw0AmOe3nTl9Z-7mim%Ma$S8Sru3Nt=)A7ObQsff%h=KP4vdlxXJDH
z_*-`yNe6DR&0TJnBSb3>xu}VPNQx$l)^0zzU?}XbI*r!dqa(c9&Ndt#n+yL$u7v3;
z-Y$scU(zGLCiT;z??b;{yVu_&Ghznu1fa@R8BcQdEmr^gK5zdU<9P+l08~vVCPC}U
zN#w=%nwuQS(z!anyA;q#Z-Oy=((=AJ8>i#%B)gJ78}sEeTl)`yx3`56JE%&s1<80w
zcf{AA&@mckV8r~tCmHK^(8#N?!Kaiw5;zKZEZyhzx=;6?$u!bcWgvD|dD4cz?Vn_p
zssPr@ca!InRkZWbk2WSSawCf*z~w!QcgCc~<?+G;u6Vj%Vu0Z%wQfFh{Sxo;+l%;)
zGD){Sfb|y}J<byBsLQ0zgzn||CwITr4@|t!6@eq@_f2h8xU>nk#_9RyD<Y3{ocD{q
zggvhuXB>A_Plw~Ra0OTbL+15;bn@cF9snTw+_Sq7Cqi-zjF`;4fo*7_^fx)H@`1?p
zr#T$$Hs?lQ+^VLJjWfR+rD}YN;iEe}%qPl09{rB|*h5Zi-=;IaPKkGrE|4?|W~AC}
zQd3uHk8ge_X<Gi)gtrnUSAErh7*o+t;`T?C#_)5y7;4EpMP&=(2Pq>V3|ahfL>ct6
zewRgL@t)dC-b|!kbzg$XFLc-DGX=lK^n3QnsXtpcRe<WS%v%-80nilwl+9b98O4Z{
zY@#U~#RQ6<+}f~q(`507jwZ4k;z}E<wT0PeQWu3P-;Egl?t^&qpFAX<UkeGHJf&4F
zEIMmI2I)9|P6b;tCzs@PwYUC+VWcl_C{kohy5B#u-KizhpB#K{_Ge61#k{Apru7Sd
zGu$uN?BDnvws5A?YHXda%SX;5QC+D1A@^#cX%OHB_yeYX9z~&luVX55@yJJD8=)9X
zpqvw>j^y9>4El;O$uBU`!Lc;m?c&t1dM5cobN7}H3jVM>GV%U?IX?=jm~KEaaEwvR
z)^YjJ09KLgCm?fu<=X)v3{WBpD=NCKz3+EGB^{RT@iYNZ(@2A?HKysSi{MC1v2SaR
zW@YN<RK)S??4qWi!*}3AGa4!|ojwaEUh`qRptl&{)%VXUL+nl7!V})dvPcVhD6%*D
zPd{)R;CDR3k+o#c`a3_4^JMnYA2_()U=uZF&af;eVVs6Jcs7l3gLjN6hW@}h;iEp|
z&?58t7?ghWey~c7B}dR-RPnkq&t1ZL!V9{G8!Yn*(FnvJ7bm9{&B-SnM>VA0EXAQe
z-q_vNu<IV8%S^D;4wGQZewd92CVv|)Lj+<P{6p#2fzpe8pfgE$e-G*Pu-tX`03#5Z
zf!fJzUxI}?94|%i=twsXvx(@7d_-9NY_`z&rFJhvlB+V<x%;g`HCy87D>~5f%l^DC
zUwH-I&a$3^&duirJ$wZ8Z)u_f&WTD%|0eq*=D64YuE%zCzmxn`jw~=5Km<S3bV0X-
zG%r5OqpHF9lOgZivzMUm{_r@hA@``L+i{=|0AfqV4iUiJWMDDsH+o|NGd!fz8@!-1
zs9R1M`wDtvvIB=3t7Fm$G_Z$u!dxZbp?EGIafkA22@5_F3coI%eFK^$GUneA>MDS5
zuA;oE5c@xij8{ISSJwbR%3ujJRvQWyjOv$M!A+%|OVSs%d8coaO#D~kU0_ky;IEpd
zuv&mvs@)#$K0TPR^VyK&qNe+-5n?G2yZHNiVSFKne_VftlLYEYy(ym^^cmp_8y;4E
zx}}zA&j2BvAQD9nbD0D8VX)GvxN*{|@}jwqzLR>b@tkrd2`r|)pn_4FB~v1s(`n@-
zI>n00TTd<|uS6sHRh7KeIr8@v>vjRj<_~50#z_9Uv!x?+Vhi*g9|@qEDJeFPc8oIe
z5Dd`1@1LDJaRA85WL^pL2$Rg6ru`1p!9PXR1h5x}8sy9)0UF*(@`S`ABm~x0IhEGK
z*FR^*kw6*|<1lYDa2pO1vs}`&MP-35kRvE-C9RM&#rz8r^5rl_A4czeuw`JnN6u-V
z*2pN`A6aR4S^I&ay~CmHN!rMfh^j7&RG`9I6-IZ{L~djD(UX59w{coNE+f+^*ZQ?b
z8n*=FCLguc7rd1=9}DE^W5<R374zC0BG@QIwsHpGW1NFhA4vYTU*=2xfkfNna)(#Q
zj9CaYgiyhWG^@KmJ{%}#-y;uKFN~Ccp-dvEE`pVGF)hHeftr&@&QcfU?@T67$Z*J{
z4~636_+4WSE*qdr{=47I2YR0Ou6}H@0x#$N{!<eCDlMqJAT_?+H*C`5)a)&&(_J2B
z7OeiO>nAL_Z?R}egdI-7MebiIbyJRkXrYfOqXeQa4caL6&c^wD38qH6qkE2iB>x7E
z9_9or9t%8osTSxEp8iVBsoxI;&}O_~t|RR^$2c+lf~8syamtu=u7R`|a2kNxJU=DB
z2uGUmmf<m`oZo?{dhdj}1fnP%ZX^&S-!lbx+;@RIAo$0K1mJFaEhqU=q+u|=N?rdD
zVOnrey~%H2uhzC7|86iJd@H=aKh+?Y0-I~XeAFh7GA!J9ZV8I<4R2$KWc3cR8Y5(x
zpC6>V>jivu<>nwq7e0T_8@W%R6M^4v?^*+p_ej4Y{I<LE(kcgt(SqU~gUU>9h`3g5
z0YaEPst#J2V>Uh{k6}};r$QfDo{KnEFD*P5hj6DA5bpIvf6BkuM^(Ws6`IYe5McNO
z%j~0<2kV7k2ODYC3kA}~?5)LuQkc$v&s3?tLGqW&U-5F0^(j}_gvbKNpYFqx4<T!y
z!yQ7OecEt!m0wKvak!nX9&Ns|qre553-=iZOdU<K*qi+1fI?&RpWRtQaFoRM10#Yz
zDaLJ%e!o*~zY?!~;aGiH($#PFyOD0_!(fFYcvp8nguY2<zJ1@j19{doFsc8*HZmO~
zhV&TNpk2?DA7EOO*i5LOO{mj%TE=(ttu!%%;&H`=?@h=vJwAsq`c_cgNsU?7fL@FN
zi&H)A1VuCIXb=_b*SGdVbO`GHyDRIJnlbeB-{!u~sQU>;;@=$ph>U}QkI*eun%A}5
z70jVyr=OD_kJHU}K7o--Ju|s3hQ>&mo^iYXo7EWgb>A4J7y>^Ukc3J+uDq6F8uS*N
z)#VcEq<4ClT(0{*)@fCjKP~m`Zghd`@P$;Hh)!96l7cjDVrqMwvi?uF2)pXVjuKlJ
zR~C^m8)D^NJzq(2y}t2B-G|%UaD_Y9z7?cxJKo<-70xeB&hDXhy^MSSNkE~2-CKj|
zF)#L9<Zubp?rvfngF~}^X4fikQYTM(c=@mszDau_#u`{@F#6cpecQIP)-BTagd|c~
z-WBEx=3co#Y=ZKgP5e8u4p#HDilwt&U<lYf&)R5>B145w+dVyyx_}Z{^tZr0clQbc
zN^-_rFyL%ylqkvJ$nl3`l~TS{NF5!qs(05S8DbyfO}tl89aOImo9;IKf=YqP?kfcN
zjko)|3MV)c2C$MOVce60vVv^OQO&u^g{2*mCAWM_hg@2R9$8)nnjxxJUf1fxY?2f>
z^vlSYST@18aTk_nm7IMVh8QNKWyfgB8zYpf&0pr=qz^RI7xrcagL`xxlzi2{jLY9J
zP$|A#$_`9<TVAYd11*8PY%c?V6JRf16FMsG0vUL7()p0>@0R5;Pq+xf`}oKGKc>EG
zTUDj&_LUGs;F2f^h#-P^N06u@8GQQFYwo?j|Fq_c(|}M^jq0O^-JWCPq_Hxz52$oF
z+&-CsFgi@)S@m4NVV05VfQ{VCjvUJQyvJCMeVE7yX}>qH*x!ENR>@?k*otcir`@iF
zgMt5@X(ZzKpv-#F3v_j_llf4m<SWlM`_`WVb<brjx18Zi^-|87LW;*j=&cB>c{>Ni
zfJO5FTtjbU8~o93fWFUwr{&*@cvI~%8(?L;4`42WNL6G1`o^H}?XL#96QK(R`|FO>
znqPffUMg7dHf2=$_YX;VSPCD1Tl9Rl^n=rbsy%wAsxipRDO7iW`k75dhoHBLy)0|D
z66O#naxcZ@#d44rw_Z(y_XPjocm1bE&7IvB4(L6Z(jG_<gfiW`{<{hyAr45ueep&6
zd&35oVbQaE_+6vds3?5#fyTB+|5QSX$&yCwpRn%0{zH+FhKP#?*C#|JAaRmQzE_qx
z@wsS6viwzoE`v|CD7~>2r=ozY;zeyXzhhF~Fz96w?}ebob!+gG*he&Rc8oCRP+(N%
zT7AI8L@KNA2Fc7fgLB>io1UMFzT1DjhoLj71QHVLZo^JE2$)GVe_t*hr7~dDYv1Xo
zg(2t`aHDygmQ#d&=a65$!)zWZ*aTokx2?}*hw3zNvye5b+lCg;UNv=;foJUUcclS~
zp`!@&`8rG^l3(q)y$D}WE2nD!>9yW-<utDl1J4r;y{sg{hR>4%t4wYdD*(OI3T$;z
zBzfji{$D?WUSHxEe7_90gWU|6vN3^<LpiO=%ck4}_E#LWiY%}48{u7*W}E!;?y!iM
z#_5u}<MkHjP$L=J&q6O4eXTX`*=-aWvMa6Ru6P^b^`Q8BtkZ~f(c3XRe6c;mtR?Xy
zrUKHHB4S`p*~l(H6OV49tWAUP3z0{+&4>%L$N$e?>v`Y4LgIL@)3Ln6c=Ke5AJU1@
z?O(rFC?@0%Q?#zn4U}&ecyhB>P*|qNXoJOpmfWAVh!po4QttuX3eOE+(CyOU>o%r>
z?7kM1SmrsbAf9x+MuOMlZnrz%h!wmP#?8ZQ@||)`9S22%#%}!ciPjbSxclHU*d^dI
zf-wK>zFr6?fsF-=?v=Y#(ocSzgIn*yf&f7il4Bs87(U{UyGaLA{S2Xa-oab(7RrVx
zdzh=V)sIdpSzyT3SnpY`z8cdgZ3S5{E<8e>;7sj2w1Rr7P*R<sxmPkZqKJ$6n~Mhi
zO}NQo+dSUEO&Rl4!2eo3M!n&tH{iXzLsDO*Jp(ttRMiiy*OF64hKQ&mcF*oXrN1@y
zo5Hhx9elqem>7uK#Vt<MXp0?vVDS^9!{s&IR?g7o7Yo>RbT`I~Ly$AZbfW2Cm`noX
zv*Gysy?bngRb`a4H}m`|zet+U&4=(Btj6dXD|&<8Dcd7$>XJ^y@5BmE3SLdhc6xvy
zv1neOF9sz=e|zab9mN_Vq1{6fw|8x7uNscp5@yS`xByn@%5%gQk3$?DOR6r>%e=~%
z@IEDJUF@CW+Oc9swW0>pTCs+5!CBprd8viXMssfI6It)S4^R2F;!AQ&|Hde{9a&bD
z6mwW*deoB=ROA(`#y|YHJ<rn2EqGz9eE2i=r=$kO+{G0+dX8T=(8l1ofeI=F^DpmP
z?Rab|a5Ip`5R0m88R5)_xZv=RkIv`!QDO7K3?8+JJ^o%=+R%Zec9<^4sT8pBGVRGL
z&h|+=mTi%R02QVWnn!rOeG`j0&}xP37T!nr+HVI1zTVcoBzJPby2HF)TBQG2#ioEo
zOgM?X=!xLa;_S3H>*ZHeC+LILtnggxl#OYjM9pCS`@&vIL+$Wv%~D1k3??QdW0V3%
zutGY;zzU82X0`*%fd301fb2@8GA4b88tz^q%zBT-FT&WCkTu`Dc1PY%t(<~1LPk$!
z>};uj?P$|lS<b>#K)})4Z4=waQPeOKJn->&?RYmcRO0_t%%IvI57-$%d3Hz4&H2-x
zQuH$-)Kh6WfLEw<*xrzyMNw|5RDT+@^jex=aZ-f^P6Ne}Z9YsF9N{f5cIwqR`V=DX
z@pDMa3}{h2=1n$k0oi<z{gR-ucLKEm+U5n#0~WMT*w62AyD|6Mp2qr$y`5nkK>_gX
z&yfr}#T$2;JN7w!!nikBNL(XDYuKk~p6PDLh4%%;?_F~ED8}sfLdjS@?7{IjrIeti
z?soM0J!D_&{Q9d3?VBe45Q_Dzzpd;WFDOLtDIUhCWT}3K*oa;!OVXC(5W=%RuVrfI
z8l5E|W-O>_$h4a0^`7fT%!ObilKJ<0L`NOvs|vSH+4o>d(vi|gmp6zF@t447U12{X
z98Z>#G{r7idjj4dXY!;8MFkZJY~@8rdMv+Ztn6-_4e5k_G-zPb@n}CX*K5NoFFB9N
zsay4SgYr`lAIGz2w&hL!C9v1#z0rr`D^fHP%zks&+sW_29!^sL)!ALkk?8O@3p6&l
z9Fo}5-IrItH1@MIe@fd%)uf97RfpO^79?mv*w&aNp-)kpv%^zjuR{ixLt0WAKWxbc
z&`R+Iima-SfnjK^@siRzx!!mYV=nyX>#<2Bzrid8f&}^Y01}x8u3ABsFXh+K6STzm
zD{H~)_@}Q$F~YmFeSksC5Aq6x9eaXri@UXpBr}s7>L3&J_`Nu<yQB6zd|96Bs<NY3
z_0~2)-(YT|e0h3srT0}k5nYgrOtfF31eLs0TYw}fRW4>TIx_8Rg{-*&?glR5Uqu@g
z=G9hK;0=fmKXAVV9Mt3%)K|hF;*vM(C_AL=>DEE8%RVEJ9+}(DmH4pIf9nJ((u+?D
zw*lDjT^l{T+Kf{Uh~e#xu!37kEV|qKT^g8?88+DhEmql0!^y{iDYEwS|5B|c_jy~S
z6Rr_f`MNY<87f2aQn1sl7po=?zAtbAh6w4;p@LH)iHQ`=FjVP4jfDGQvbOi05SBC&
zbE>g$e{@V^9~2O69oomMx<Ci16ed3RXv4lZ9&anVMz1!$JNrY=9B+6}>L}5&TmTRY
zZrM$)miIuzI?PVLG3ag#VYFZv6U$Gjdr=s#XgC8k(5~bbuda>kbg`0*WqA62vCEs3
z(S0LCH_eN$Uf(H?=JC9U=EHI(VAHku5;AX={s_D<<>+ADvrS(9sTm80GB!mu0~Gho
zsR!NR(QU*tQfnv)I6%a`cDGT3A%UCb%`NVE(4DS>0W0Lp?f+6p=5&d_4%Rqq4KhYF
zj&`>$RsAp)wNcY|V&5EgdVL!no*?F}dnq)yB1p```fdD0F}l|e0u%4I()0yk{II+5
zk7pyCL6H`a%z%S&SYRps<B%$@w*FO)ZJ8<|)bt%4&S#jhKcUcj#1T4d6&O!wyd*-{
z)g`Q_1*D9jMeV&SNs`vf0y|ORdSkk6vdK|bGWh`STV0?eCyqErtsB%`B|zSUAKbei
zI!?lLhBk?P@7e37;Ot1v9$mQHx)GiWC(X^}!dRbkQq0e-0UK}%&)p1ke~hQ`F>->D
z{_V}KrWlGNRt2QK+)y^0u-u%kg7u#BR`2&^Sjjkc=*&v9XqS69eO|u<4nkJRf^xgI
z7}4^n&bibYRjjgTAbrGP7-8Ts8Nv$LiDoPpg}Yhn2&_S~+;H~WHUJ=8ArY@5Bg5+%
z${zaxU9QvP3VP5C-9&gHt1;GM-jFdlkg)+aB?Mw<UfiC-p?Z*?zmBB~qMdvTj?9B7
zbG7tScRDLJ@X`EqaGI~rs55RiFcf`+9@J8rp{Jq35=P#|y7Jt=#WcOrCn#5v&s_T>
z6Lc)5y5db8nI%FhI}Q+*O%M7m&DL06*Ah5(dxC=bvhrZ^E{Zak;pKmOU4XR1aCkpZ
zAWo!!uTC_M3V$&p?7tHqZf_|o-QPca&*f&pIPzADDz<9Q*{5!7H6Oot@{R~6$7%E8
z?BR5rN@sxBUzoL-114P%>uYqO5#S(OO0~Lh>aofJ%K2qh!7TC<K4zP<u=_UKqdas>
zeY48%?cllSj~ry2c@<Yx1{)sy4MBtr3OurxRY2|wfrAiNDAHj8YWw-+Kd&`=6e9R$
zL$&0CdwzOxNWqSV0M8WYc^l8s5%;O=2Eq8^kkK8>&n0_;y?i~s|K6`4c;awN3*&mz
zj2#dmoDjyj6zSG@H(pF`U_1hy9DgZ#eR0lyc)Qr}ocn<)`iG5fHa<HnN_-2n-VO92
zq+|*|r}vlabB5b2vN>#r{4sGNg%_R(v4-(+Q9#cqtJ1QsdPuFK0FDj}Ub=gW-9WqN
z<u14`Fw*7<0jsoYe$MrrZ{qqcoNWmu*Nw>st+!XQc8qnbli2a@?jt|e$Q|%NZOPhD
zMD_gF6}lG9O*4z{Z-fiM<EWia^;M5b!zOnlWRpsePrur`gq`{zTag8Zrxx(saQsbK
zq`qE5WQFju(uoi7S^PrB4aK7SOb7SrJ=Yx=Egmu_4o!+6N!{hr8WQw=S@?1S11MC3
z@b-E_NXX)}X(f|CizgMY-|BaAU0ip937$OPlqo|Ktjq=mbNrOLIaFN^y5KF9V;buD
zSE=2POv<3Dw5B84)L9TO*hgMyqXCEheFNtQ_s-e)S!CyPX<OQU*tEkylEz&yuYs4F
zVO6CF{b)Vh$ZDEw2@jmq;`s~>Yt$NHDeio7Mai!W{BQ$!NO!HnA3#yFrZ?TGJ@*Qk
zifZsx{PUiV?u?>tjoMgXR2{mON(>Rz0;zUC;@nloXfb+CS#~vpeE78rt&H4xMI_UG
zi0<U~L&_IP4BCi~8(&-CU>*;zuQNubZsJ}Ean>&C=MMKS4QiQiWryqm?h#q(BMPpA
zw@D13&PY(QBO-_NPIlz3&Zc3%S(sm1&uY)FT7Y3WreaP1HSvru57l6+>~K$9L1#^O
zGT3ln)!>j7XZ1t+K4Ha;;4A+AmA_X6MM|S}^R8%M1vQFdm|m|6&ZI`x%;z~@HH1A5
zsaw>E6u?QK?Z8neQchrbgYV4h{rl+a?&=!io2Xr)FY*t1yc~~UI20~;B4n4L0$ING
z7MS)UONQcI>e*!#f1=I$gqx%h-n<ac4zm_scsL-dgdOh$7z+B1Uj@|OmSmwuIu<9J
zN6_v1_{xucHKFO4nJ^;8>c$h<s#PK&Q|@D#zR%2FVEUPT3}ik9DZn6@%PC&3FT%6`
zV_4YkACiIpXOrm;_uh_1fQwk1i%)x0Gi1uMq;`L%`QW~z8}1Sdv!;3px$U*yu<~|3
zG7AtMhlVqn%~!7g^%qxGLZ)#798Y+++wP+m3tYuhe>ic_;9@*|_U8q?ey@s$FS%Lq
z*cRgsT(w!!+|{-R@E<aNGob5I|Dr^e>%Enr$97VJBKJloZg)RX2LL}oRa3IC>*zq*
z7`=L4_5t6nH(o9!oh&)G_l_QoNCXLb-F4mIkLc`KsL`3EbyI{^?0(28cS;y>?VxIO
zD1>Aw$(~o&-44yTAbUpXh@A%X8_+!?EvAao99`_O%oD0f|Gn3Zrae8xYrdy9H090L
z-6pH`wcQEklU(ydSA!_M^Uf{BJ!kmB=5Uumn=Jb7mRAbG&1q5gYW_!iX4#I%sg;ls
z*akcMl~hkaU`BzZLMzDIzTYwb75&@p;=#6@?0|Q<BrOfrO!)IbA?wDlsoUScyknV9
z1cu;nhjIeX(|WSH;vx3}#Mn{oVa|5Z!BDM1y%vM@a-TVqY+Bkv_7)V2SyX%Gc%V2$
z4Ia-XB(^UkRBqQ<SqWJm3Sc)8eF#gS%-nbFHx$7!OGl*EUq<^zSc}>#L!|aA6CxW#
zwO@d7C_%kDA@|-cA7)D`Qanqn4*DCj2Ih+It9j*4J70)SCBl#A^QAz{%k6L6UKeRO
zPF@KG062A)h%k>EoNGdr$~>)QIveS?@R_UHQ26ZG!WxIsJJ5#L76sOfNMm<9xZAYw
zPSV<IA9`0<;e!Gtnc!?s_trEU_*)*9!0YHf=xsZAoSO*tkMlz<Gy7xsNGSS2Y%x!-
zod60aj?V-G9)D0@!8m-$>M4tfTenEJDm(h+)4XSS2UCGoTT#$|-Y)Ar3-O=gCxu!`
zjL)lo=k6aHx|<_btnE=VP)}3Xkc9A6X{%lGGIHH&eN%<_EFz#v#-JE4AAi;U0l_?U
zN*##Vf~K$rsmkgBzYV#2MAQ4p@GaE-<U0Q;Mh{9o%Rr}l#y~Cf>SW&?PxIl;e>NoT
znU`OE@&gaws6dpChele%w)XDfi)qnF%!od)2k|tbh^}*P@b`^oCpcwn2Xy3YiVJ$k
zC}vYY1|ag`6mS1i5&fQ(fWc1sz&<{mkM8pM)Gle2pc*B&I{LqRABPFn?;lEq86H1a
zb>p5ehj|UOD-Y~2Y6ptm26ZT>Z@>3%^WmuY3O{2N{aIBF=TGw~`ppLoUhD-rbyxm*
zDRRlLP=<^TZt&}afhe-+WFneR$Ll<$Y2V5Xf4cpje}^0DQ6Ig4aZQXKU-G<!yjMD@
zknReUm-+06Emr&ZmkI~y$;%liw{GGWI`Mz*B?SmWFUj8UG}Wu+j@rPS%=m+jVgB#;
zJ*Lp=1FKTdeK|HS!uOXC4lINHP)5kzPWY+Ao8P?<9k8!a8#luR%zI2NzWH|M7wlj@
z@QgZ4VSA?&kQE#VvS0y3%Sw?tr7p7x1e!R5M1`aA&S^jEGmLWO@FmPJa{i(sC2N3(
zD|AZIUDRb;O`t5BQd{C9(`!;>E8ho&L>+>5l7U6u&W}aAX#rgx2{M-<*-V^=0JwC(
z-IDTI`po_Dx5l0-`7;Uh;Wjg;@CdiK$?adSj~-7e*x_@{+3Ayvuo1uVkVbaa6=*fi
zjs!L@ekTh9wF^#hK&QZRG^cS1BgGN3=p{af({^O9bJNX21m3$><xTtBzs_DZeq>Kl
zVOV*3-bxG3@~sy-Q5mOGB59fPk#<MLyERzj-un`PqB&n;oD>Ts^R(@29b7ZA<qYB>
zJ<O4<J$=fMu`?SUs3E}0x)yhI3~+2ZuWir5g<szIu@Z9QYK~vm=!TF@5@-a+vs1fI
z-JuAWiC;RzGw>sTI3b(Hfd*np^e_+~UV_IPnUD}3AK~LCyHJ3W6F?>M+vLgmKy=A|
zl@$&+%;2uvb-DaxxHvNpzZ6S+|5I^Dx3@-HEEGn+7t_-W{CAEaLBYmVfE}ZA-}8GI
zl_XJGKKRJ45gLEA9&jMr{lx_;2rd1$g9NoJ)R3cMl51m}AdPeOsEdxF5os`<^1qiw
zoJMXAu`&&J*hnecY*S)%@)V%qE_BNYchC7w2;br^;YfijqB0=0y$`PiwkP!$2P?FE
zzWw_8-qGT5bJ+K>fjSQi30ZblW;Zs-?FLa$$^F*((fkv&I^ID!$9TVk4&gppd?qw(
z|6&*#L7utvd;aZCCB+dOAL0n##^S4id`NMg4b3**VYqjs6gsO<<eTB&y5Ma}Oz=?S
zkUcvJ`hU<iKzC?_uUM=~p3kS){>%O}&FgYW(!2S?u-LiFd-hsnKJ2&AM2Ctjs|Ei&
zdz}u$bC1!rb!<DxbzSvCG6^(`Ii$9&h54vH{xEI~iwEX7EF*G9>m0nQW%n(N;OOVU
z3JT8xzp1}3fbaZgOR>Gx#~G`^w>gNfrYR~gF{S$VVxP_TxsRz}F|6%=ga{s16Ab8G
zmm4W(XQb8Q9llIxZ2&Vx#e%Ro<)Sh=b6;{Ykbb}saNc=l?UW67|Gd2<7Xfb*)alSR
zCVTU{_W#UoSV7jSDLe3uqm#oMTday}ID6ZJvA@)rD*rUAy--N7>rQzN*NST$w=;)#
zFJVDoqGYIwcl4s*;KFBlhK<B>g_DGQehxlQ`3Pz_B}gKNMd-#)e|ugWddK_@^kEmj
zFAluVjneXM>ro?D4Q{^UgPWUOZhfgAk_BLxM_iYR>jjO3kEkOiRB~Ucz1OQG`IyUU
zPh`O{uD{DX?+sgZtBc!_Uh7POI3GS|=Dg!CLlF~p(f}d3jpbB2Z&Pq#PL_0+w=GvC
zT2=KC#w>QV1KTUW-TS_s&1&D>N(^`j-YCoDE$g)hBn<Y*_U3Z&a7sVz?w-#xZnm9#
z#povx?F5RE#k^q4Ix*!cD!~x6*hBrZS{w8!kcWK~8ynu1KAzZPhPLxTO=KZtj;AWD
zuTyf~E*OJXPTSVz_YWrqyZ6Y68)RU##gBUSH4{d0JUJJ|`MhL=(VHAF87kjPcw=o|
zf3J<{v=4*`u|-NW6-tA%B(=yy%fKU|n%RiYr>NXP>pLZxatHt5blG#Jij5)N%2x4|
zS;Fck`%Fo^yH|6h>As`t2=8_nVV!sTA@P9TV7N;`XtO^^wf2ThAg}BEVZpPshr4no
z@g(bhhU!IPpHQ6N6=gS?Acw8?rxz6FEnj}*R3HY5tVoAWB>S5?0Ip8X`nzi?zU$^S
z(Mp!mwnqm(T_l6t-uVkMG0U=@Sr8UyTK4~qXH>s(C2?L07Q~)`!dQFOYm|IaIh{7@
zKBP}lbdN_5cmV|aa&kFNn}TTU>LFgB*#=K=^bbdYY>bV25BW>|r$C$5ixF}**$R7e
z$Z@Q<fE5dWxr6@M7GQQ%7loqgph%XUitLb2dBHjn>7WnQ4vxN6eFJ#cTNb?D9CSeX
zL0bOlGXPVU)Ic2T`Z2$eU$2L<b=_1~>y&cP2;X084DcG2Tsz@BoAFuGr>g&b`w*$N
z&izll0gCTpIA1%mJ~p!#r{jmNG=ljJ^3jW?9S%$9n(rf1WQ7dWUJcL2EAk+%hsVL0
zh#fSbU$oi77vOcx{P=md5wyM#cbda1xR-FJ{O5QLcmTCXHRg=Y<K8n!5X_CBeqhH_
z7bqq-MgM5GEKH9u_^OcDE$qly`J(XzF$a#bwhwRSy}vL0v|En7|Am%zpk%Unc$z+O
zol`)H%W*^p7Km@isqDOyl!q0Jk7&P!qohW;a}ONHyk0r~i-aR8Putt9>#tX&h7WMe
zaP?%xpa`Q|FJh_>s_Nd6Wvd&}H3FmkF8VK;Zq?d*x2L!b0U0?vNrl%I4$(z9MOlAN
zKUB<Jr$dNwcZx$Y^H1B5A$67PpHVz$`99g&(Tb~A$z0J43BI3u=zEW?nN0ViGxx%O
zmI9uLC1e_DI6@+Di+nfk&l9;Umllai!6V+U&yg^>|9+`rCMn4W#Nod=nYdXhXWp<<
z_x7i6-)z?0ovq)WJ_m2Mqb;RDcS&kb&y#s(K$PIV;B(a%$g1r%wja=Ov_>Gg_lSR8
zDBjrguzt-IB>DRLW1f}Gl2SzZnoz{O`NK!2sN`YZp%i4F2yVrR!>5SMO1_C~gC4#t
zY4@l6!5opgO>t$cV5{)OBsqp*oD)6l3E`5t`~Bc0cu?}7-x8-9r7Nj&*f#J)uz;bC
zh7+!MJXmiH_Z*oH@SyN_4n7yqf=CW>$B>BId&yZQxB+uGAYmFY<m#{PsWdIt9h{{i
z3w(;fl0i^AoVE8b-#!OW5U|t!<I)g1u^Xb{`bu5{**Cv-9j|AInbsdHl&&8h>_xpH
z_A46pY5VhK^6TyBhhqDR28!D6sa3=~zNaPT-_Z3EM*ysCNauK=&V>9m3dpe!ZItaM
z^dGY<d$ilFl?g@|3BJ_`@VBGV{uez)Quojm9Ld)Cq_z-AA%1C~{#_-=zOGa+5<8O`
zf1h2?ad9xS*Ta2;7bXP_+kwVulZ7<AfNk%6$VuPdpKq2n$?^tF2+mZlCD+0?#(aQv
zS0jL<b93Yy&Ub)@{KjuOEZ$D#ll&yHfH8@wH#I*Q`B#NcG=m6>PFVr*QAY4FJzRGw
z$`$<X*~Nm{jf@8`_SfBJ?}0t%zhtxi>p>|uHI{F!_(8kR2ZzhqFac;stEA;SToJDR
zFF1GLqTkRo(f;%RdzjuyHe;X@1wsDh0OQJfDLlroBFR=cSX`L1{sHGk*ak%A?Mjy+
zyL3Dx<O!jR@xd})t<j#{H=ia8srV@e+9@aBj`{85%u>7hI72>U?m|E?*i|g(y^#9H
z<;6Kf?>Uf*iz9;-4{}jsp3xKCe`&7rKV|YW>71`}P@xZwcx<4VNej<*l(>H&oBfyF
z@0NnhuyU$DN7(GI7Q}hV6Ey&QE3_rLIF2BM#s1vO8AvVgtsGNl`LcqP0_{F2+Yr1i
z&;6a_%JLuQ)F4472GJt?m6oM=Ui1e#4Oef?(X*g_+w^&R$V-s(KWkD#wKKg4y8Afh
z49xW!cHEMG+C6_II|7D<G2c~Et$;GhR8<3r6v8ZlFVYXYScYuWvMBCtE%rwHjTpf6
zi#%V(+$`6AqCpcIEXvyS9lx!iIb<%-HvYlwX-?V*0pRUYPis-yEc%Dh|Hn?S#gFkC
zphvvk-_7{_;MHMRXmR%2;JWUqy6)qpkTxI4n2G_`?8aD#_Mfs*&?Gn1pX6Rq0o(ec
z|GdI}5Y`iVUQ5Hv`JeHr-_%zmZI$A0(?DzgZtmY3qHmg&C#Zcyhip6bTG)@MBI}X&
zf{8}>Fx*WY6ONa?nWE2t?bzQhqz;S4EnX1~x`l>pawnb6xen&El#3m22XH3f>A1TE
zdbiXXn0)}Hw|a>WTR)?>JckkPe(nC}q=RmO1fngIZF?H$JbajpTTKGTeqT_6@|WH}
z_2n%rSXQdjvo&Ty)g9@)WGgyK&n#%$@73sjQFwwP>5uC1=e~scV+>!<cb2`Jjq~~A
zu3<lu2X4&>CG4w9I20+D@%Z+xVE%(?WjE<7-33APWKkCc?OpIp+0uS<*v>du7Bjc&
z+1ME~%<@Rj-wnwPybcwaaF!M*!UnmxA3h)BRQG-3fOur=9>Fd2f8&W-BFBS<s2pBm
z?U{cF#2i)b5qZpSC7C{V^K!#yI6pKTU0468U$98-<iGf)7{z!C&Rl#yB=5Dqg3t|K
zhlCNMYoV^p6U8`3Ip#BYK2LvLZpTUP3+X5rA6wd-Ja)gYPd=6V)zlRoNp6FPo7a&X
zrRRz(QBEb=7#{Pw-|z8}q_~-ArbRFx{+1L~Fu!bvi3(RDZgCzIXk;+XI@|?l@kNK_
z75+>r(wOc=#_690aTu>h#>T&h<UoKeW=YC%1L^{Y0A8=jbly+u$883@kp|B-8ku&O
z4dL6Of(MNcqA(FWayxQkGS_-vd%EA8cDwcx2*L!|smqGf>R*-;sAqRI`IAVdTP@c$
z$Puc2l%eY{>5B*d{q29_7E7||zl+hs-tKw0wvP<lXeikAV!gq(1&dKv1!#LqzZa=F
z@JP}>M@JVN1Ta5PmH!kgK>tSssQv=G;);WjI9L?N-p9WC1{nOS25D5`F4SMA^l*f{
z-N(4-9!Kymd!}v8TnAW`*E^UBD4h*W*Z=M-$bvhPLqq1*Hh7@B`^7m;lHXY9v<GyW
zeU){ycL0RLXn=|hgY-#Z@Q0&#zYr61Pa^u<U<VA15+=btdJm=gEqK9vq3@g=>3-Kb
z?d~u_NSc05Xu6gAR5YgZI_U~W-)6E-aCMzz(lEd!5*~2)4?%NDg^s_$2yLf9H4IDq
ze>#0+Cjr{_Rws85vszy=xAR+SeuW=F2-|W_N7ng^ge}z3%??o@(Pbjv@ovK7d;wjM
z>=6=+0`ay{odND7uVRX^7J5v7kjT{yB*)!D6M*O8K{1xEzA=9ni}Zq_Y^^n5{$LY~
z+R^>N%=G;M5!9}l1H$dJ@RB4wr%@(yss7uaX>k2Bch>~Y-|g@nb}v$w2D4Rs1Ej{E
z-*2)SK+P5}r0Wo!5u{=>Cs5Ed6%NU!YhdTSCskU<Yp+(j5!Y+rb950l{)txzE;pXA
znU&b}r+lIHSnTgs8<L89Z++@^xw6L{Z(kGyPkpKr8w)7=i~Gm;r5|t47r~#SPgOVt
z>VX26ud1_qS-s1o>j5Cb`hA?Py%t1Y!ABE~1I62->|w{GeyD=OakV9f@YOJv$<uVb
z=7;ZdX{zoyr8()v4}Z$@tQLUfM_FTx*2$j!B=LIy@)dVZ;UUJuD~ikoU7S$KH@|Gm
z`F9-G$MZSu$i>40@ki5Kw6EvAfor}F2N=LrE~y_ss@)zp12!;&g6qC#U#kHqZm~9A
zQ2NQS3-284IPePlfF3P^ckA5l@*E)Q=}~&i`D(!c2rX6a2a)JH|9_4h<pVxAM}R!n
z^;CknKNzr`!-XOR){uhuAfwx?>~F&dHJBDbh;YAk51u`!Ig3VN_`C8$PwGBa{rx$Q
z^JF9CoXzt_$&dy9!~TGi6Zo7jDQRP*{H)IVkIpG+671=ZuECzaopyQ;)EN5lS@K3Y
zu<Cr;lgZI2_cDNXHtU!Z3^VcOjd`<;Q!h4^N$ykIFF`tcki&Cn9wO67zqe-^k(a?E
zWgyZ@y64fU`M;V+BR(`^c7jJtOvdSDv4{_3j<v9ZYgct5u3P`Gg%>&cr;i09I@8Hs
z3Qs7<$iyDCYy3IW^FV|wo!q{}n`%_BT=e(@YhJr?4R%1lrEY*(tr7n~GvVRRtV(xq
zMDow;Wf$vt;O{#Jc_K2mA#eQrufAPNkZNw0$`fHrI67heLn;BZkXeJNeE}86KSzhE
zYA`hU`XWEk-obY~9kUfUODv|iaX*+L+nACHc<}xT5xNT&1yi@{7R;HL<$$Zi;?*vV
z&V0T?wmSgT)2Oy^In`*LT+%>X_Cgp`kVQcH9*0f1#<{Z{f8kH=v5P~%qP9OzIeQq-
z0OL0p6$)?(y0c+U?&Vs^mwn`(h$0k80~rqTKb#U!np$`}=Qa5sZdcxfi9J<D1{Z*h
zzr_zCB7_CDVdUXKzsP*h!N2|4=j=kcaPX729sGWY^$~c3>gn}(e}We?2f9Gu*~lwx
zaQ4U$l#wO~FMj%IgD3K;-U$;U+yoI`b@}=n>8p(xj4sQB&j)QuoghDCsxA(+PQQ<g
zi(S|$_RzS$5cM5?s&Jfboo18@f9f`iLKCn;6Kl=CxP<3*g;%}Rktub7CJ_$3mF1d_
zqX(FfH7F~WMD*g&<(T18>+!!h!Jjjid~IH~2kJ=J!S@>pROwD@PB$xs!5Uf0f)a@<
z4h*5K{JW(kh3v^8=I&E}+ttl;)ow@`99Z%V)HlVQ@0Rw`O^12rmpeJ|{3Fy=#qiZ_
z|A93B-yJ@zhn_{Wo~aDNR2tAJ)kKG31_yE--V76SW4gi4X_}(QcecQM5x19@VIvLQ
zA6Qg-R9k(&LDZO+D~#vT;*Nc|Tjampfzw{A+m3272>P^=y0aTiON~G4X1C-p`7ok5
zAqv<sD_7IGlB3*R^m}TtWbB{{L74%c!~b@qEnMmA2B9{$wdnj!t$QUK8a{t0-qhQ{
z-9h%`4qW9pY#(epUdTv$fnP9lCOeW<HdtW8I-ZO^H=EkEr}auJPvok9Wsdt$>9a`T
zC`-@R^yGM_D+J3d*m)Db&~TC(kN8G7D#ai`;uCc!S)cx`FsR!B%@hGelCckkt*B<C
z`#$r%0O#@GG;$qYc!*1&6E7OnIadD3P$Xd`+?Vjn8=dN!FQjsx4*}2a2Ni40L9Ctk
zjC}-%Q4?>G;_MLTbLjXSB-qVsZ<W8_;R3W8B?K96c!Zn92C$MT(FK~<7R<KI>gDtQ
z&1LY&lF-g4O$xb1kQPL9%t#x-)eOyiZLJ^{ro;I>Q@W&4^G^K!sgU_<XLbW*8$dM|
zsmO&m5*y}ii>6j7z_ej>0dEisN62DrBL_l>*L{}vV1yMnn0OUjenbA|-{J?Crlir8
z?7bV);E82Qbo<?IbrSgQot@oTZQ&$j|2O#>P`(Q$gpyN3e{T%zlc9zwUdH*@r*q+I
zi0=;QzRy7UYsqzq-pVM<3`Hp*HgRHtHfNzx24*!0$owX9*mjcj_l{tk4{Ui52%<i+
zr#Qo?#zMbBYV@o^CLAMjh_U`wCzo>5Rfq!z$^up_hr7Ln!Ad6OqkhG1!6+An)N0^w
zRXFQIaD6gEOq4^2B7j%Z;AC%DHj1#J1f}Wt&KY5B@;#M$Ca;CxL_4-t*+9sHZ4hx+
z(xR`69fedzn4l15p-XUOEV$l$43Bm7n>6C`h!f@4BZP7+G3PS<jLTtUm=>Nr2K_7d
zY#f+)BmL@m&&pBqyEfy?w8r7T(F*fP#XTL53=h6Uv17K2Dg>a~6^}E9&7aAdUcf1C
z#J50);{6-p0P7L1KdDcE%?xyVcU|oUiHv|Lo%kd}6(=tu57x8D9(J2MHg;#d#!~lB
zU8a`1_Hev{UJ42?Q&V~@&h@yCcRd+C3nqqDc-=qzMz{U?q5gNjtLK~gM>x&8npC^B
z8lMr&>n_?}J@${Da1gsOq{m-8B^*Z&8MAvNkpym;Klti}|6{#37(+SIjiLY0i-#%0
zJO6$@R*Z^9G_s4O7GiwPJMtd6E7WbzNWt#M`dlUj!i~o+D-hU6>@cZ=1dB}`$_GZc
zmOr=c|2tB&b;h^gJ4+m%PM@$voWg#aj<U2Ip0y9(LcDiaId>K>)v>Ml4?BFzf++{?
zZ~wDk<PiVOQWg3`nE&8jh5fq(77y_Y7-ocXfo)nz1TFn4C^Q7}rg%(U|4YitXauw4
zpFjH%F8s~;5yhmo*G$#_-*uNjQm?-g+g*P$4JwIHO4_U6anT>C0dGZre$NZZRghNh
zIFFa(TZJ`%A<JrKe_?04q0!rLFvQD9nhtz<ci4zZQS}fW_INe95LtP`SvQhW<t~wj
zfXfcaCIeyt-7w$}Q30vLRH}>0re3<Y{x^TBS52gzEgB1jZufyikosPm{96YiDkrGx
z2&aTK(S^g|8jQ~pSJ<<nPb3-H_GB3q92~aKKJI)6(*7+72ZUTCwff@sfF`lRQgV~n
z9sY?&cSzdL<Kcgi@D3bsubZ5)a&<)p6rQ;l8Q5){X}2t^<wwN@hx6K!Q;nc7n3Wu*
z>T6ti?%=fkb<4mJ4eb8zqYlgn+T-ltHbOm<>x|owylNRAfs^%=se*A}K`n)wA7Sm<
z%nl>^FdrDd!O#3#{F9>)3B)a|-DUOt8RfjvNXaYPY?2CP8axJ~e;+FOXE_Xs;(*il
zZpSINwr1Yc0&kNRW|aTkK|6Jp!azlmn+B1UJJR2CI3t$~78zzzoCm+;wfnsYn9u33
z_M3lx2hIm6uQ+Cc_!tcgkfigeN0cDynn?8_6tixuh}8DYbC@5&;gRovrvI(1&fGuM
zE5Sb1nEIqYTGt`dwOVL-ivAtp<Q}OwhtqyN+b5s>Uxf`{3;Kk-i?amYd_RZNZ+WiR
zH1O}oMHr9ty%%;zL?7=cHVKb20)oP$=T5sraK!cxkqXOc`mj0-)wert&*({we@X=S
z1}%^04K+*h*{IvtA68_n%3HSb*x-IOnvlCS`28OaAO3KP=b#xr;N^jZ!WR^uPh?3W
zs7i*M)PLA5gykqcW$0nauA%8d405(=!q%b<(1;uO_}%aZsBR>AW6uM%gZ2jj2g#1{
zep1C!wSQYr?lqN`YP-U2NR_W!(9l(kz{V2&X#~TB&L#HWC;C8!>H&TN?sy0oOP_?x
z(~%GzN8n`GOtTzTGRZ)X>3hEO90z$2UhvFUzN^}yJ`}S?IHdmop^76}n4I1Ufngl`
zs^7`vaPRv|uu|$&PzUvkblcJMHY}%aHkwEoe0=*^1ZpT0%*N40NA}!2f%#wU>3c>+
zKv;fKEUiA?3ePTV)HnM8PGz<E16|Y0kz2iYz7a_9K5n)p`qW8#UZ$(nwbc6j<xC|r
z>&9>l={+5HXuOd-jP#z66T{Pwx7Z`O#Xh^vz5;qejabaBli_`Hplb;}64bj_pWsjt
zM2_EPQa6^)vuvHX7)`MQR$^nNWAk<x$cEyw9myV~kiLlVI3bsisGATSQtL$xqUND%
zT-?|Y5JP$)mKS&OlKa5mDI6MK_ygTVB#JaXZeU#ms6vhwV?%s#zXzF)9jHtHtZg)j
zk*m`@=J?S5yB+)I{WRnqot&31TE5)<dm}(KQEs#m_zL%;p4Pws;~m_rm!ZuwY%}-}
zsDkrUUitf(^*81cciN#3=6ZQ$uuwj|%Q1Wx-0AbypBH=(9^5`+e!}Vi+u5ukd_X7o
z9}0#)pQ}S$4H|Ol>gV(D%NEqrFrLB909!8-4Jm!u<!I#o*#<NDpVAUujrZSyWDAKH
zMv_+!1)4s^NEz!NF);7=`-P(8uZ&zF*QXu4OPYR<-Urq{6ttaVbaT?b2D|{7=w;-;
z%~emDD$i4k)YPK3=XphWhvBURDd_+3=IASnzu#}>^O4`G^9NTSYN(s_cAks3V`(RY
z1TMS2=MZ#bnbgQ!ko~O>g;%^)t!~R&@RUmSwO9FlRhTYbk_76KeY_UErJc$Nh;<de
zzl}}L9n=>4J^f)AY#g=WJ0tVw^i=m9plMqFt?a%vlZ@~v|94J_Za=-a>A)#)|JmuT
z@=3l=L52rWb}~Ujx>mw%h7;(GUJ}GzU{-B$mrBUZWE&fPu5VZ>;KN{MA|H450`#s*
zfd4GqR_;vwO&MVHm9;5>v;{oCdjIvQOt-1^dV2aGP5$6>i#J5lH;low&yP!jyJfCS
zo$dXaEI<=HC;wwKQ76sGMlwUO@l~dmmp*F6T{Ql2PF7T_J^Z>onKN0FeZZE%>Pc;P
z6j_lVE}guGefjlgEg5WWT~CiLG*BiftEfbOfpu)OT>jXnw!EakSz0sepzz?GnM_Q(
zgLHZ!p;$VOUYPqeK@{r!rysrhYfZ1)XF@a+<{3RYrHTQ!WLF%~(gVt;fxUoFIr+`t
zbibje;0(>(vDLd=C`kUW<v|pDQIA6j97yZkQ_}+7BbuisTAFevCu#pp4_CtSN1d83
zDi7+S|J&}|%c%#|K|jwtVr3X6eq#~>ctD+jH_X_T=Cu#08uGuaLi(uC2Tn=8@fLwr
zE8oRQ{l~5E0PzTW_|C;6j9z8G(~tIdF-Tv(IG<@05yv(8WsiH<X+D->8N2|#e_!v>
z74?b*qZ_Q+?FohJ$v|#Bn+<6{v7`*bXS0&=bDn;jBLE78G@11!L^wW=s$tO}{#I}r
z!qbRm1o{k^|G^9SACyIwj)d@Xv+v7XHVhegm)Bn{I-m5%tY(+wsUsNdj34Cha68wO
ziQ)l`BTiJ+VgrxyNF#FbSN#sS?BKLmf5yn8(=r^e?)3IPh4l^IX~gJ2yXY;MUAu2;
zeULuy-Gg`X`ur}-{;^|-r>H#`6!C2(J9_o_PtDBiZ;KrP(=@FzWy9O2-Pdb-(6+;U
zejqdK!)!LmSo9VkJJQ+^$9-)H<faC=twtcdz$k=*NiE6;a9X0_MW#aDe&(6(vD;Rm
zX@B|bc2_YRsOP6}8O1(lnOu){kjf;LAV<;6GlUL60T}pNnpS<T|G{gR>3!D(U=Gs4
zU#3tRg?8)3E50k=eXll1xSjFxo^EsTFV8$kC*UPjL|zZu{_?m<(j6ox)k#d!5jT#Q
zSBn&FAX8K){eJkNKk_^#Jn~(!5(>7yo&{lO5}<eC8jquA-(Qqsqj?5f&X72U{@aYZ
z(#9xWQ|&3oo3OQ4&hQT>Tm~su9$rnZbpyjfTNn2!bknsylcXeRLClffZOOl`*l7XD
z&n8FbOcu}j`X!@~6)Cvgh8OM+b?nHp@(NnqYU4~zUVa;ABn^IQIP#?kc~|eZCWF!g
zeXA^s>mo614+dN}B>QpLBupB2LiCu7@WG3Rcf!N>(`TjOZ=kRqX-=$?{8@fMp2Mjj
zxKNoSgI<{AuQKtgX{QusLei@j4u-!gVju+n=l=oSIz&C^riBRwW(anJ`TF||r<^CK
zH1eNQ*>>2?rtyI`A}J5(Uj*nN{Uw4T{@XBC^~J*h>8QF7Xd!QCg!wYL<AqsLO#5>Q
zVB?Xn=M!xBxkR|~rz9ZfI9m5?{cd*M^a<}TW=c`}yf0OEIeY!_XmSD_Ox^=*4WI<a
zwrI|WRt?BrYZiV#N`L&A1D-{$h;~kea}OUUh7{gErKKPO!~y(1pSSq#jAwaR0g&f*
zQ99(nvKjzdUOn^LxHuO<u+uYbq=?E<XZ)1obiCiCO^&)H2&mTZo|4wm<{mxh^7<8%
zjgdBxm-=moT2RYRviGYr{*!~zqU+I~hGTWBgep;@7lduV1>LPh1dc53#WpFgXvMy0
zF(H7nydQj*OsPdqNgsGdc)%sUx8uXRG3*!e!TX=BG8(ae%RE($y6|a&JGu6k*MZyD
z*8Z#~xq>S9Ksv!lAvLt|k@;L>8!H<vJ>2Ih=l9`;)LY2es!R%)<VB7@<rrHSllydz
zq7-WFX<Dc|;0Dzsg}~ux*z>%e=;`z>KoknF47Qd41T~A@Yxw{jGraaF9=X2Q>v~_7
z;a3xS={e|XoqtGth2+z8`n?e}ZjwZ|cx*bg3iEmJ>K&r7e3(qB-<}5$9VTQ3#e??2
z<t0ZMdY=#wKO)#Y2O)pKRfSc-nV$>@V>yj|$fsp5_5;dXl+ZV*wdD4~h=pH&_-nS5
z_eR-2U5=w9xHKgu>M{)$R7ku>HfO=lq&`{TrZKmPVy$oMsy|=oIO5rGgtDI1t$Hiv
z(SLq+5Eh#H3U0*3YhwRYw1H43!k%|ePh3E)0fpA}_i#Azj0Nh3)#_~rv;G?i>9~RS
zDl3)t{l^F|&4h+|(}|<iHGUoa^pPb<y_hcEHB){|3qn57nJ4kb5BTg^j9aS9y8}eV
z7;56Z$gA7q;^Nd`pZ(`FY^WbSxy)hxr};$`$>{7z<@nl=lRH0d^WZRE8@SfE*~5(4
zS^C0tm-1v}7f8kFxyE$1XMuRY1xSvE(-{G=@t+}Iv{i6l6@2k$Jo64guKtUhK*zc4
z;ixbD&Fqx=5KoqE9ADz^w!_#~VS0@x;bRv1CBtif^B#Kl&;P_)boxX=wEENrO=Cme
z?Zyk%ZB_O`IFl?%=a)ls1%}_=`&1S|T;0@zyAKeO-3a^V-61dD$7y!A3!DlXBloiN
z=z@@$D72mMIm$TrpR{Dfcdo<l+?j~8Lz8k}xHV*p(Bh&Yh>tbmn+yjpR?J?Q3nW4E
zTF(6=>|@G+JPn&dRMVS4<|w_QbuU8y7a5L<RIdYE#_k4e7&xFx$gg1a((ZSFq@?40
zefCJ$IB#h9epUD#;g*Qpk}bme0(};EB%=2Q5tVGR;CY{7b3)mza<#}_&68}2&Q4^-
zfki}6Fy`kA5n%ws#%kj3GDlsW4JuZS)euZ&<Ev;#<iTi>%nYzDzW11;G}}^S4;{Te
ziJ#bmYm)cp{yjdD<Pl<G)C~TqI%+AH?e3;eWF4eWv}im}=~62QJsla48)`8ayhdY^
zzj6%+M0PNw-rZt95@2*Cvmax~*1d(iJi++}PzG<$+&kCF_Hlj|{nwZ0v>O=<b@O93
zpAo8D+m)dF(0@5+K0<}3sdL(ihC0$a?8x@8vCrU-NUXiu;1nSZu3qs5;@C1M1v~Q*
z!L4j?dFkFhlOtp9rL{`mTmo3v14o@Sg;nL}P<tbfcg41!;G_vMIDecEa)fvK!vcGB
zYD9#L7sXPz<U7Is0`VN|0U<Q;RGLQ?aF9>tKCOhWs@n}|)G_J^N2k=D_LZ^B1Al(q
z>DvpzQtxBLGJ^=tBJmb23e2ik*8CiIzwP~5+7FuNkWZgGFuUUiL)IPcbHCAW)c{rw
zYS}Tm0bOEuE>~G!T|<|MsZyP`eoZ2{4J@NgqHZT+wC<S-S6Fgqm|p|y_^U8WH5YyT
zn4mm0GTg59cJ3Q6$3efL7gVU)Jn{VYA$=tLL(fuPcswfJb;;K|U4wfTA&Kt{dyUC5
zHv8~!)^tM$?)~$5(lG)a18O&Wa(cDq504T7Tsd8Wp{lknFZ8No9;<6nB3(k#9_g(!
zt_(se!{T)Qod!#H_dKO_brw`T?rv>V-~OShH70-`zOAyTHlPdN6B@;@zCM2-;?^3H
z6A&tiFRCkK)UoR0Q7ArK=m&3`Yl~7}@$E$eK$z%Re=|@RPV>E3p<H=EUp=w%OyOlP
z6~yoPj-B>2T!(rP`*GbHsE;D)0+kMaSYOHMlus4QaTy$ciTB`<ee!}I{psDeM%~`K
zt1Vu|o;7vw?V62QU$?kB(FzP+>*jGn4(4HpAh?@Dwx9Zm^xmF`=$JeW+H{FzE@^vN
z|H9gnT>JMC*=*=?(5JWbey_;CSjfRb?Dk}hyUYHQVeS3-n^j2tJ+^wCoIASIp=XAS
zRT=3aU~YHYhKCE@@3Kd;MZ*e}0BAt6$$;UBl~6{EPTdVPSTj(3=midYbpp7|Oy~bg
z+lx_#;l+U+-PxP2WqP$aNJJH#Rqjs2KSH`h`Uj5d?;9PLN4}NCLBsZr%&j4Q;k6QS
zc0A&<j@Q6y9RI^I#=}0<*i8&x>+wiMl>ZOc5<f^lB6HAXKD2T1kl^+X6sJp#z8VHl
zw(bm{F+eGG&AZ$a`eU)s|9U=$6)yfD_r1TNwIdzbbXX!_%f(^dzu(*l!z_cWMy|MX
z8TeBM$OBcr9rt})2P*G`p^^^dMn~@B9-UIn|F{KIObYlC9%V%9<soHodciXQIy|n&
zpHD91`<X|F&v|NpCnzf5HHE~ioK0csF_9$0K}OaNHHc7JKlrhBO}G-hF%{3^ipIpU
zeCpi~IaKgdOUPiu<7>UJgmNtW;N^IPhe-;v_~*NI@7|sh!3aw06V@A2+T%RCw}5+p
zk_owB(_FtR#!c?O(_1+o4txE$BGGgwu~l@fpxe26pq}D3#g^d9D2>@3$ay;9cGqq8
zz)DAo-t*%Sx1ZJA(a15arAGqk_{L1m2M6mnC&~LTI;n>);)h&F`sWII?kSiDk+65M
z-+l-iXz;s-Q-^$Vh@5sg$_0n=7O-wBGC6kGm|{?pugZlT86xPJuuv;6X;wtf%caCv
z)c4Ve?3~%Z*rR{Gtzyzx@Xz}7X+Al#We)Am?=b^tkhj0!E6-kq`7lEB%cn26|C`mQ
zU6WHAkV_6~zwCS&OSTfEB2uAM$%$i7`u}0b2Li2N9D(J@kKne)K&queA<jN6ls~)S
zB=}fXl&srPhwq~y>+gkQS=8&pdnIfqb9uv|0&W8pvkPNou#w<}fvuI+^5huT@k`E+
zIUN=^)h03!Vc+`h5LH{BTiW{thlIUJEPc)MvmzK$Aws$cOoOl+6E`2?<@_-wM?U@b
z&sEq__Rmbt(PU#ZzY3rT2di4O@3Td7_EMO-o?AN5%Te*WUzzrAYWUVjAoK=?`vzo3
z+EsV4zPc`4;E-fJEQ<u81@u&y$vToe_tAg)C#>UdJO-!Mp$)W<XaDy$z;TZ1%L)$B
z3X4ACFjEZS#fxwyq@rZL^Cugjn`rhtP7#n|CHBMY@%X}-b2!B!q=DZ))w*82lZ&_4
zy5e(pznwGBuZ|mGYBJKg^JN8qa0q>d78|l;6&V>)DlWqx4*-tbMRY#aH#5OI%v4!g
ziv6hNBmSlA=SxojnjFmu)I{HvBM1nRUNX5$$a+ovF@S7{ft{UcndA2cCzrj7HfIG#
zyKI^gvxn9a2XCl?;$f2VSDws)E4kk(z2JtN-!G$62TxRJ(ip!|kn8*9*D`mKkOJRp
zWA~Tu1O4J<pNZ7Osv;SOUIpi!`+_+{(-+;*muCoc6#r^^mffo)_nF)m%APKivkB`#
z7ip`f2a0y28BDV{k)?>;NEg`XDC>ay%Wh{Ln){#4X6L&)DH8~zRbuy(Lu7GMOv{pn
zm?iF5C>Mt!8+}PQW%+RYoM1PIJp=Hom!vFW0FY2RhtU_dlIT81##bttS;dFpF+CEa
z>^IUX#e=W^>-x!Z1#y3iae=dJgsNW;`(|?A@Sp;!(qc=mu3lPC^xZm$ok_t?U&Qn!
zy-Ijxh(nIkJAqMnU-y^ge%cJyrkwsNObk0&e=GYz1-~fH{(LV`L$spHTa&uK2<`b^
zegha_hJEUj<ak^R%>!fSl3di|=>^{w_zpdo-%rR)zv*tkRte>}2d)S%da)c#V1d7r
zakt9Qncyn(_>GqJM&qRql>CzpAg&+OY<{@{6akXyhy5YXK2ITkA|ya)I?gKo*dBl}
z2)^pDWI(q8byQA#%yWbzjj+K5Jj96XVz94OV(3}?)R*rFJiFt+qHL^(>e~o^i5Ymg
z>w{;I>NPf9jDLO{BA&X~xA1cB3KpI=<r@(=$ihHAEMBcVZSM)E9(d1J%Nk#&DEVtH
zJBy6^Jy6g|MOpoLqqQax%n-o!W*rW-QGpM35M8p5)|TJzBiKrt|J59xaTQge2LIIZ
zpWmIJ3dhjrPZocHXR)wjme)7aR}sA<=)FB75f>!XH`#lihQ6xDF2<gEp6A8<o)e$k
zhrQ%J>bAq8cR})eBnQz2t+7Y5IWP8-U#RSv)kvNw&D~lNlT1lxcC2GBxpEk%(uG?P
z_RKd0VwYq`TzGE-{Scs?y%rw|ltx48KWz(7en%^jpmI936v-o+LsP!n0|92u7C5W)
zr}|#G-S`Q(r%A^Jap<y8;7aI8cjLRxJzKlRvRNR-C@&CTyDomHg@1}I9H4c)w+*r-
z#+IB%hu#J3k&C|peRn&8`M0O5^b25&S#VYVg*5ae$?*9^21k1aYS8+_6L!z=<tGE7
z+lM=ug7NK5eLo_2dS+sH@L>;>=9Hz*pQ)M0^Ao-`1Fn$f*<UO>tm5AfWVysGE{EO9
zD;xe1AauPE9(z9+j{_qp<o<j*Ak!nH>)vkpo%v|ThteXy%5^P~+|2UfC&4TH?J0Y*
zuaiOZ&2__syCUic`iIEFg#t97G30)l0lcYyeEit)BQn7b8z6r}uHi*}>-Pdo2AL05
zO2px;X;hq`jojIA;DA*v3}bTX`!)g>db7vCrqr2i>Y#ZA{x}h}27q;BWKH~iUW*Sf
zAWhzzn{q7nztgQ0okjo6+#}B_or)oXXifV>>CM%-d>mK?XR~@&U2O1|`LaKNi)?fc
z&>+y2hf;^u^Y*6K6;|D!i6qqXO3q}9U`O5k(^O0S@$|K7YkMu9Yor*uQf#OqsYEJa
zoi$p%C2+}eNryP!l^v`JFnwoW?PO2>93I<*KlgynzcOlf7g=#aJ@=O7k4UlP4O+k5
z=LBf*mO3?Tybmj80v`cTMuzrM`?#d_;WNe0oBlZLD*E2ets6^w%_Zm8$1g@mw|MDZ
zL^Q4m7eb$P1>W^XX9^K{UDQa@rn-I7%E(~A+8?SgK|}&f=vI%#LUc((|4lrNcwY5S
z{ggb_%F;`<{+o#PV4v7p*f)~LQAriRUWPNw5piqv*Mq&!402eJ&LfW1JsOT8=asOe
zdq-oo1$h|SZ~LXk;{EOXx@vmey+mYDcm&OZ=|3w1Zr<!ZO~h&P!J`JP^#3t+W^1Y{
z+qQlsLCQ<&x<(4`P()D_0TuA+PYZL7wa>RR_go{>R78mAMeBb9E&C|J#`;W)PvhsS
z44{it7*?B(7uF1{gn=C!%*~I5`x`fePU0=We_|)b*aZct320IQmBz70RsSdT2z*0r
zw%ee3^*iDSg)_zR%g?n3`t^*(zopwdxW!7v;U1#iHO$1!Wc>d)Aq>Ow{H<oKMr`D`
z#%l668FkR?2a0Z3x?{nfAR-A6H_9znN#6{>$#bbf;LO$JisJPazTv#7LJbRU513-x
zp3Oc_fG%KDdR11qER;S3`4bADbqhK#MnrGGQq415xGsvuU||f<FP-1})mu$m0kZhL
z+!Y%iiSwv=amfN07u?Dd#ZeBnYH+vDiMC7bcy$_-|Mo2NFw_K%9)e1bnNiL|%?HL%
zT>sgxaMO9eUpd(Tq*_EUHC-I+f@Ec)s%b0J>xStN?TPBA%RE_-7i43KrZnWr<Gh1>
z1jy(a@S~5ivf69YhpMXWAS&2aIdjFZYLV8<509<&HXuh1CiV5GUhCub`@}SCZ;SGM
zmLy1OSntCt&kDp8_OTWH7>hlr09pZy`V8_>iO8>I6jm(^hTICxJHw2eyv^u+-J#Y1
z7h9R}Z#&2$&18e=+;@X!!iicG2kD~hw1OXJ6pfEXc9Pr90mnf*oh*U>dmSW?zyG1r
z+nWLLEpgqLC2?zk9v6|w3+oI*%x6J#9C&0~oD+}+g|s;l;JHk+DPyC<SK}f8bOmUY
z7ynj;3B@zFWH8{e9^piokH8N<Fwk@|$<v@}b7&-{Ro}*yxkWI#z;oe?{b{ZbFTcFL
z+zuFet3{#cIf%?Q8w>COpcbb<K_e;vI|E}V))r01Ds-GM$g3x4SO`gll#Y7cz2%}3
z+C5WY9-0Y+dD(m69;6lY(~t~c;G(}c>4xlFXUB!Y9xlU)1uvowhC9*)?@Ttn2n^vw
zFEca^=Qed!@^M?1fvk{IgD?8}De~#XTZt)Bti0*bpj_dhxF?R;69Bx>fae@KJM%d&
znsSqdsPnF}H}lo!jW{L76_f<6$?8?|IDy?@=w!J&=-@p=;YG-Hm^}<={`Bp3;7rmk
zM!B&%hRTdRC<f+5JS&)F>|jWcnFqInJH^(4Tcm!uP9&~p4dwOt>eAl4)4z2GS`qB;
zdgl~YHh2Cf@m*5i*&*qHOPDIuGK*D0CP7=tRjLm2m+kd?AK)6c<?15HK^c>xXqeO0
z;A88BR<%r)m6_ka+yk6b0qAffQ~h;at}->i{tTu7sI!|UCj81vnEL5E7fj;{k9n^8
zcL!flQIEXcsYJ@D+bcas2lL!=r~z4M^8=JWeKjrjt{%dmIt;duoaq?;JRUP;Wi05G
z!55LbhyPmvzB9SEb8SZ)%jHFBz};#$?%Ar2=~4MuCAk~FS)*0j?2|GOH1R%e7d?((
z5E~36i*JtKMlhy*Gzgy0w<Tta08wwk@hQfn>IT|@oRyNG-!<956p{(?O6|N}t3eeb
z?9JQ{G8%G?;IYKcOa@|Xu+b{O)!Ix+;(VIf<<Sd@zJNZrE!zI*0c{@SuA-&Jb7B*%
z<r^vl_qF1;suY<~6UrALm3AWud9YgCcMdhJsJwm7#v!An3w&`9A8c=@J>nq!`)1-x
zDMBoZ={`-wW%rq9<6)K+iP;7U4>@H1db&f~X>QReeu<Cq1E(OOH2Vl~Vr`?nj8mzf
zVx>+foZVaeD6Ov};<FOgr}o~%>U;e-GY^d-fvgwmfB`sFTZ9HTciwfkEgB0rS|IG$
zvrmOC`UvHko^8oedUTdiHm7IPg~dVeK^xDCycamWW`DQd)Rr<*W{(op$?V#d)d*+)
zcLkCN7VIGsHN9RFmvK-_+0S~rJk^)uSdpASlM{u^nXv=|9pJ_{*clb!+1;OBzB0_l
zUg)wNWBWWm-+Nbj;|+J3JL{L;C!enDVbb&yo!~`nNHAT3by+y8W&v(^d`IXXA}%AJ
z?dffS(6ilRs`KL#ZKVuoF5%d3EcZTUgS}VE?-ZZMQek$>O{QbYyEi0tRHF~PxXAM9
zDBw!txvGj2@u;<i|4cTr-pPh3;`aIsdD(mWEci|c6fwq*huSMYvvX30n__=6A^~cN
z#~C=PPdvo90pw<+UfGdc#rOwCxjsp`6uY>W7&yrqlKtfa_0D2W6Tgn{8Z4n(Y3=cm
zU|XwzOUEDTwR0H``-DQ`h6+&GbD#RTb*{)eOA&1TduYDj>$9uCfkbr#2BgvDHBM45
zoJq|3vVCMzEzDr~ZID|Ly1=x7v7{pW3h#n}Wk3Nn_}|@d0yaVRJ>1s^c6%L!tF&<T
zdWCBCv`z`O3%Q4J%QQL52V7(?u^A-jB+jQHA6g>+hC&07hg)wupOUu<$oo$nMM!gY
z?3WWvTO4Y<faU|I(-kr9!S_x{RbioqZ^VatZVrc8+H9@dhp>T=0Wi?CN=$uRik|KG
z>uB79uL1|A2bW*aDOItAoKSVL#3Xff;Bd<ZBRa+nn+3TjIL<l+=Jxb4pQJc~xaR3q
zT6F9UL=l}rbe1=`sx4qW>15H#**AGj07zkp2zMy=@y;jMeABmZ;+&gIR*)lDlK|Ln
z!QP>M${Kb7#<5Y~Z)Ui%!@J)ZM(*G4XYktIWO?f0%Cla7e$nj<9ysR+vLVxgOU>4>
z?jO{Tf3?ak`rH2jCt?&hvZ2O?btcsu204I6dLKlS{*}JL#p%INkucmMts*N9FZyvD
z{L7;w1riZ$;MKmts(a@h2y1s2#pmO&ZravauH2<FC?adsSEw^84AfU=aJSIWgWaCR
zw=-POHm9KP1xO(>yN3M>_>Mh=9yp%+vd2fdklMUNh_Jd++<8)M#qCpWiq$jX$<6?r
z*}>&HFw}A~MtblCL=-=cdH9BlF9>Jn-!t5ltR0GMMA7@*MWH}t&!rIpA=zS{&7HO4
zy{H2kf46)<&%7|D_vvWl$9KhyJp9?oEk%FZ;6(5IwCgWmy|hG@n(z=AuhS6UFtVd#
z=%WD_&|XMXgTcFGvrgk46E;<@Uz#g@ua1}Hn?=?|&f*LH1pXR;t9LL_=Jikawn{^}
z#=u`|`xJ4hCPkYUOp70I(L(ln1w|6~!4!iPH7hCn%D;Eq5buO(bnG*_khb)wug`@2
zo3~I~3+5Pr#>3bJc?t_?V+<*hH3gTGY{e|f?IrC(G5^xraf?&OMukp?>s{4AoqDD2
zuHZ?{cDIAUWDs_Ffxc3Dsy`T)#*Pnr3#3(&QP2>NP6yRlJ(0<!eLK01uoghtq({QZ
zzgjP%4w1wC0SAep4%qerP7c>jOBIy{N!LU*SGG^{unf;Jhx)-yi#R#kZZSI|ei!H`
zmNEEld=A!G%La7jSxs)}Eo+_z4jC!^^nQ)WNu&?k0|v9a7Don0_<C9-gOMti*M2T8
zI(kF-qX2k)q7DJqoL=xdG%Z+kYlCiGr4yz-$@GTGU8x{jPsefMl~{y20qeqEithaY
z5Wt$8&zBJtx{I9?b!J#l2qpEf1Y}F=e=89Fxqyz{A8ZnBi+%0}yEk1?eu>aCilM-h
zkL(p2Z-8OrHA6n7C`Zr{_s#osQeAYJY7}6Y)Gk{np>BsR&jr{1HF7}M1a0MX_Jmi`
zE!}TS9IxS2<74JFux8kyNInijf7zHAPyna}ny;I4!LVnR&bZ!COIH~s-y$>VNktr$
zk^4#|<!9RL=1KF3M~*AQ5`n~H$x3ktA;dFs&Ul7?Mj3N`4`+!F2l{JR!pJM%!@E-X
zsV9;0NW(RAij+<A7!rvqaqu!EQ>t&rPw=_K<hCfO=I|b?t3<LpOiJc+KHlgZ{AD9<
zPFfEppuHh>KYGO$`lcSrfVv!Zu%L6~9^MyZl^b&glOC!tzzvr^=A$5|BLt{@s~y;j
zy*x8K<~ymL$kj$nbmzbB!xuwUdRse1$P2d3fW`b~HrWI?$WuCj_MRO=yK+(ZDeK1u
z?hYD{z5GotRKtxTDGzz_3DgTbx4FK50q5=WT)yvbweQwtbCPOoMrWhAyfyFZuhtDc
z2y$m`cW)emXf!59=|`%*oFWK%(T$7lboY8^$`kRk6c5(@C*i+6YffxJAXU7PfuT0>
z^ekiP3=VS~D6^M)=-|U&!fhJQ*tT*Q9+qY`rdSK#C`Q=<qL^PRm%L~tprg5M;|wlV
z$*k$05&&<f1A^E(n->@ylpesYUqc0%ZK_R1_?lZrOAoKjaL7S8qSvnBAHSZKCcNF(
z(8hf?gBXGInB5IV*<AfC#>q_heYlJ){LRkGl<cA>(kE}?iX*?nieH(#4HZP3qS^f<
zK7$(i(taz}$`hxkFd#UpdPr=4osu&$Zh74eUJGwQ@D^=l)!xzeQ11a6nK4j*-L)F2
z%yv2|vwK#kR_=NP)0h>)PE~0Wl8oE1kC!_Mi^!S+`ca}5TSMHDR~t%HV`Xvt{uCM{
z$L;&Ov@#i%Nc^G?6L(KR=7wz=sD$lx3}7u%hp2E{7F3EPS390vr=8mtWlOR5(EGtd
zSw9rf62d(`{O<Ah_G^499ps*{eV6+8$sOJy6P|NGYX#?`0~@EwLokz$VS;N!r${&B
z^V<A|AMcz96&S=0M0Q!V{#nt1Qp~eVx=q%Z33rrMAxM`o{ZU5ojcj~tdf)|EtZfb?
z!UWB+X_~TuHh_K<IO#<3wb58qZW{9b@rBUQtP+E>FdyKV^r5lt?2E;Snx(wYp#It?
z=!BFZWXE5glxn^9G3PfJi|2LvJXK6$+sXBe7khu??Rpt%#n|IiBG>j1k>C|V5eTCW
zI$JH<Bd}(U5q+-7th~&*=(7Y=B(|GcA>ElzFuhml<?|<NXIm!RU?j6WKfHU`<F~MO
z`0CZ`H(J)|>}_KlwjEnbjm;Tw!3by@AFa$>p(W$34R3#^gI$Z9{R|Ti4j}_pNxDf9
z_Q)SXu9Z*T#6V_bY;Cx1RxsDWeCp6~YF2gIvXTct(ON8+KMj)xGmc|0Vme2C3HkXU
zgtx289N7vY#cu5|hk^J@a*QogXN^FuH?N_OW08D}_6Yt&g5p!_e|0;Om@|mN^M@P&
z@O5@9UN^RqUa&*zT5`MJ?o;xsTjTeo7nW1d#(N`qu3*oB45GwWV{GYPe=@xyTEd@=
z0lSBlOn?M__1<2l@fRB03INgOz979K99<OUb9_(1yvS$$U<6y?fUQZEuK)t&n|AlS
zSsi0_DKe$sSVUlQ9gM=SpZgtbLTZpti}C9(zN<qXy5H|&rq3^#NJF|UbspmiT6YmL
z!cbp({qfLszt@qi>VVX2H`Ajk#g(ZQlEgIOvE~o`jx4CHx=~2MrSawxpD{^5dQ?}D
z6XYNq;1};VY7@?8e#7lv+Q=#Yg_a*RCkpdCa$I6U<yf9@`H^ecX|4F+3O^6bWm}+0
zKX5OoI}Dgxkbay@qDYBEA@K4!>bqjTA~*!aK|KI7?P=OJIMiRb5*JdpefZq_OlNw$
zzd+K4u}Y;|JV@{f7nxBa<ySvCGA$5Ycxi3~i{N!n(TIi8qJ?b=M9qT|MRf<x!hXJU
zyQh=|GXDq#38Je96k+79*QvWb`}nVt?mx?X0_t|7>~ACwf9cwcG9fi}%y6+w7;*<&
z<6JVv#!1TPgDk5*H`^eH8>HW9#D9=uZzv^4u3UG}(xW4_D4hI{?Qv~(u6~PR$;~gg
z$5<S6M!&#B%9BK%r8^r!v#duesEP>Ev8`{i^uvnRcYL?Ye5#Pq$e-{PWOlmR_eN8(
z8evkx!5r_gBa4mpp>kvQEF}EEv!W#c;8S624+humxp~5#*SKm*(3aifS%e>Cz9dPF
z%J25^`cSYnv3uO{jy$A*{NOj+1uLq~9}brOmX;3Z9W@&K96t<0C`lf+kXEBc>PB)h
ze@`f@Y7%T`5du*dpYqC<e{pVdnvV7Uie*0m4F7f9S{)C|(Zh*^q#kGze4`bH1PJ)=
zjAOxrrm@S;+*D)QM2d{t2EyVpQ2?!XugAlM92)y}2%kn4+WzBCRj5&n_qvSke=}L#
zkH;^#!bpyHS@d#a2wn48*e3i8J+`YyYzF0(c-0a$O%vx6^pSXDHR|_?5AQC*6WYU3
zrU8xmN<xUD=J_{ND1=BFLF6u9J7JeU-|J~saph(o=~i<eS;x8yodjOiX7MRwLVutN
zL~!U_AvWo0Rh0+Q<@S(EDsmBZ<hh$9U3FSKy=uSkIW_WgA3LBueChe977Fpx6^^|q
zxSDI#<L5(mD+J%qJv47K+9by&<fAi-D!q#Nr9G(IsF+2fZbWu!E_g6_HT4&D{T7if
z?lvBGo33dEfRJ?9coUyA52S{EG_ehmaZjs7*zw^bjxJLAaA~y;L)cM2u~YK(3^UsV
z&;)KQ6JZOgE$pM<(RbWwdPhRmI{v(5zUw(^FOUye7jNp3=axNK+C+2!nu{f)P#hdT
z=A^8P()zYCxKQn4)(Ao#M?f}=(#dXrjbCG3UCzvAkNsnJWPSK5_q*qx%Yd69(Z-v@
zJiibaT8sY`as%KmLo#86^7YV#&s03_O)=+Wd&HN-`QHT^_gLK~J%$SQPCYiebk}vK
z>!-$RK3I;MFqa(+X-Xn$9b-AFGv%^OmG@IcpUQ(}P}&TiXAhGy?r*x`LFNecoEx5#
z(z1^UeY}FcWzP#TEGT3t@J;a%JYSzOK+kKhHoL=aH*EKqMCZVrexUZQ75(?T^_NkF
z-BcWT*yEBmoV!;%c3+i0J8M_<Z`4cW;%1O4&#8%zw5t!df4Qc&3#Hp{_5PXF$)pCm
zY`%hu0*8r-p8cL@9>sM$6hv#*!)X30ib#Q|tgif|yPsxzbAvJ|oj_a4T?aqE2)x~C
z&9U2@dFya}H(>(_+Pi*V55P7kC)t2tUtrHwO%0n_sG(~&9>?mN+)rY-Koh)K$pn1-
zM~5G$n1+j?ar*fU@P%~l&cwQ22WJLq%=<>2Pai4>E_ZNyj^XESl|Ee8y5=|7CA}kk
zQ(x|`ajV{F7aYun##`vz&wDxNsr@!vpCp0GUFlLUa9Mq;D((rhTx^`a%+u?oM6=OC
zkA80VXJetnz^Ln0ZkRbcfFC))OYnt$$i%vr0?v==3ytkU<|!PZtiXd6oGo%6g{1vp
z&s5%_K%!rphVfsI2S<NVulR9}A`K>>&bQiOHGwq?EK*Q0kps*ovFwxk%b5|&q!8_}
zNT~c={hbdy2Fl^p;yLIbe(X!mFH8JXlx0jo0QEV(`V>3n+Cx*(2Czp#8!xAgXGe2A
z{J;Upo%O74zkmmO7)1dNxBBpGp8Yfnzll|r?33p1c=DoFq>pG~oEvl;-3Kf3FfueF
zY54IxK#9dvKo^lT3$`Iu<k5sWth*cl!@eR@u*5DNDHBW&!ow8AEWV8|$O|oiO|k<j
z8|9RQXTqYB4m!7NNPIz7W*U>d_hZEJn3nI0SM<GRU-p&?*AI8;R{{N%=DH~k(&r*8
zlzB%-mO+8{O>Opm6OnmhJkK=2GX=4P3xiuV-Lx5VJi&n|NFVX0mZaTJF^$Isp#TKl
zcaF>Z1S+j-X|;#l*r6v7UL(I#o7bcCo#{P1xCYGD+ELD!)xPZt)W(IEV4V*Cv8QX;
zP<&Y9i%&!Up!szue({ZAVs|F7NT~=4@Q>Sw=xs<8L|>?3M5g!WKj4b_H`_v?c(a3$
zbdB-Fn@ye{FYZ-`E6hg59(jM>T}w=x^G!Fd=nwH^;k1-tdj0AdU-<dH%-ff6s;YPL
zB8wfjhj*qVBAP<ZcOLK`T<-DeSL^q>wAW8krF|{Wj(^cn5V}2K<7TbFFj^FcF-eV$
zv>nZ_Fijc*rTTQf(vc3yxrWX!#M7_lY2rx|SZQD3_(n&s7wnC80K!}&TS}<WOm+F5
zzkL;^pG<6;G;52f=`07og<<>T@y($Lx$o`9eqWp=6Bp!$J{_h0&FAFyP~gsbk)#<b
z>cd9s6Jj@+J9I6rrlHekP!raf*x3gXDlzBIyK~pOgx)KB?kF9K8RqR|7pglE!|{uX
zYUkrqP7k={xaowcP^<@knn?AI0r}Uo>D1rsE}7e{!h{ZQ-Rl}aiu2un^_@|w>^Mw^
z7kSJrNu%bi$k0d8*Q_j*>;Ao<ih<E==ns$7X(?_9{Py_CHT}xp^i|#-5mSe8Z$69(
zB<C_aHrCo;*dNuR><pSE3DF$HMDm*-7ko(F@}$uiEqKQB+Wm+9VhD&14w3y<6MA;~
zVGrks#c7B#T>ng$+lJw(>9@+^2f0t0NaoM;RyHc;fC>`Ac}EVUd!?*Tg&i&%y@qb%
zD^VvHljZ_Th3KU1f#kM*g?TEa_kQn^@x8T;@%szMGCZXwzjH6$jK+LAHHR%+WEjj3
zA=FDpSlOOwlF63{z;Q$lw9hy8^MJ%PyRcH+*p>cE>~>8SkiCfI#2TJU6xJ1(nD{dX
z4~OLpNiaScV<}&<`q>u9Wj@)g|0EOm`Om_*dEdLEw$AR4oqW^M31W-x0lq9ZJVu;f
zZ}v;%#5Q|=tb`MvLuM1Sy~3LL<Y>kd>M_{WF2wN*g#1RHDEC6aEp+dEC+JSPY_nYX
zFI+_;)JuR-uDzeOGX!aWs`OjJ6?O-%uozAG>~ytq&qrvS9yku(7X>dkaz&UwQfGmF
zngLmH;2|<Jpz;#X2=kR%&l<d!Y5LsYecSR)cZri<#p9#%RB&fNmF3aqP^X&(5uz#q
zd@VtopcvnMR%3LE8Kf!4P-ViQcid@@n|v%=hcf|#(68G)e>#lz!kMT24x%IV9Y{Fa
zs9NGR8@O7t_N#o>BJF1n$TnUuIr!^+Vv_*iB-uBi^jppFNAtQ@UMc==+m)XkiXZZ0
z5isEcg25V?j0m!DZ)}nHbLSUyLucmFyZFBy@LBk4yh;5OM8Rf6DQpT{izzR-DdfFJ
zI2m8xgHzCt=k+5r{CGY9RAI(_cn(_!Jr*9(G+AdMWQin&_YZCbK>#M5$jt^85{$;J
zodR*4C8a?VTrPxX@9di@JE^8lZh>Q+75vnaT~<nN&d;ajW%TXw)~Gkq-D9N>qWW6g
zdV8|I#pkmShOSGSByWM*56|(c8-#E&k0J=+cbjjR+gx79=^fV?*2r09nUr{Fb?xvd
z1*sIxLxhi35U_RL&&PCzCxo%X=xRGc-m>i8*O(6JJz2Ic)38qQGb5LSPWv^7C_*<$
z38ZP_Lk=78y8L4L9k(u=+cF3&)cdxg`1(o7QB}@<?<;!!+rQxcJ6wWNJkd|8eE$mH
zOA5w9^=6*faNyx1kDSgye9p-eO#I-z{8JfzpAuk)mebpw+MY|#=YFiz{Y4Otc~n$~
zPEN#0w3V;D<!Q$98E%ZzDg15=?o}lsCQT1OG2FHI=$*z#na|Uh-k;inHgIk4>zjTw
zK0)#zH#H;q3?E*vUyEE)r{el0?;Bq#hT^wOusMuVbMx|Gc#Y!1p0ZLn)*JZp<T0Sx
z>QC=2KQZ!7Xe9_W{pVck4OXo?4869-);c=&W?2ufIpn`gG$ow+<}4^sO*rf29l8D=
z)bKX79Z9P$-1q)1p#_IWq-AM6w4^49IQh-z@maPu7L+$r6rA0!%faGr=(S_-(v^>P
zIr={+bvS;%>Nsye(!P^-(%U(!Ys^iKcHi62ZOE3lL4n`cm@JM_K0Y{idf#;GXnz-b
z*@t)LZyb#_u$I6NY(<#^RW12UgmM9f{=G&(kI72siKe+<4fEY^*T=No0SEs?GjZGy
z^8;`9LBWumN_TLCb~{(Fr9IvD-L%g--oS)iaukk=3YUo+rRO`G2}197oLv-{V5nVh
z&~Xm$3E1DJ9}fDu#`@GIm<GM8`^9=P7~9;V{~t|+BjKLDr&kP6vL==A{8%1Wa3d)Y
zIS=ZvpCXt*|7Z$DWL$>J^s0sBQWkH$mD*{8g;JNE<qrj-d(*0D6G*seRFWZS4{BPx
zhYxT``B)dRq2A%gbN?3RTiXbV`$S-*{5%DTm(*GYK8RHN>{ZGf3vPoKkSz+|a!^2r
zBHP#C!lLHvng;EwLh~cx{PLqZKHjhLD#wffrV1uj$}ieR)_rW}ORD&^{RUIQLai-3
z3?-7aHgkC&bPqzK+98LBuJ4VPF`hvwlgcPqh42$_2)zeU1zA1!%eexeX#6H3OA6?C
z(4zyX15S_dlG8un2HqCV%|&jHz(&FLE5c3YaMJHGX!=n}6jien-)g}*8YzTH#~mhR
zVorxQEw@XA(~*4Og11e{y%c<Y^HtclNmw(#5$}<UL8!2gA~Z=bekWGbP&{8gE<Z!x
z!*pt^3vVnMteu6wVwn-+FJSZbxs_fUKDK8i9Qm!;ei`=u0!-?b9It2)+f*CH_8eHo
zO;poPtJ58%i>&uIGk_F6n(ULJVxX&t9>N~#{(bWN7{58%GcfS=bqkT}g+jM_oh<AN
z3K$iFzlFTP&l=H>UOD_IEov-`2N7HXw@s;zg(w{FY)autqRBUfs88;0_aG;s{cf8R
z{N2NlS)VU)^~hkL%$SPU1ahCo=kMQQe!^w1XWRy@L$D8E8&QDqx`^9DmaWy$z{p$q
zpK*Z5a4{AMxzJFbh{C+LY&hd2P*p*MzU)qV^o#!?$3f$I=9m&@q2rAWzbp*_8&|N*
z6VoXQY<LOp1r9(Pgzt}frardV+{bjRrlfF~!QH{cLjRJ=C$v8ReQ99`E1xEMn%-<0
zf3*x}Nx=dMcOHATdQ<=hENIq`(g3E}A|1VXoi@kph?PQHL=0+8KiduVSHZ=!+Sl3p
z$CC<iAv|z%a(_4{6*dRLnY1&CLDAyF#3hK?EC7hmH|P}{qGJPAO@plDY=+n}{;D&m
z(BQK;J5TY{KUE%cOWF!+mEXJwDc|h0MRC)pP@8}f_*V(9sbMUS>+AH!z%{5SGjSjA
z(B2a;<cZHohYjsLW61`+-HO#+XE3EDkoB2lF>cG;l_A$TdJFdf%<@wd8cklUuk;r@
zB~le6-=mH(u1OiT7v6R3?n^ACkrTO*35HsHnfK&^$k<Stk)Z3Ck|jj-xBP<Ib%Sh1
z-fZ|{NS~kCy2qo<(XCXDw%f<_UCtM7!CVkwQ_hd5!nXE5ye_8Wt~=TJoW51vy;t<_
z`i*R1ov?7J>X^ng2w@#Q4TgzQ%9C49Yd$wn`H1aTtA8=q4&zKBYuC$iJpIu$3JYUt
z-|D7b8mh+8%FW@&S`yDpglBDHaozqr1mw`TmLO)W;age$IhW!iI2~~x%N`zk1saVi
zqKm6AAN+_^9i!wIPeEF1%{L5a)mQjp5ytvOSOxerld5n0y}wCy+EJ3|hS~jJl$fRE
z_K;qFNmG%L$f|BC&!>3!fi+j5FHhj9<xXq%kBg=j){Fo`&WhO%fy+ceG(PWaxZ&DI
z1@>;Tqd4(>K!^zJU~*F1m~ee?zaY>lp$;xn{wxgJBY6`oaXQM5m8F4>{P)RWH01`-
zj5I&&73@6db16ML`1c|6-DSN9uscV40@C~BRm7*@eo#lHHE~rXDY5{)7Xnyl0>`zJ
zvwtj{RrakRtDAQmuJZE&bEDypOYO5S0b^^J#E}xv1kl>+E$mt7FL^x0sJ~qxn?w8K
zu9Jz8rS2;qE22~fI#nVald=ZUgT&tyO%FP~Ly<AOe*q1*4U2j_u3SqLoU9m|bi|OM
z*$!hu>&oJJ{y4nEaR)ZnvJI{|<BXc-K9k3d)i#!xk%|>0cZ6Rl9RrD?ns$4C8E~CR
zavk<8>Rof(6V`t7j&>SwcpF<(aV#Qcj<?QhURf~&GwXt8ou&KmVu6xLp+VQZvaWz!
zT7juD#n085-`vm=QIQy_kE@L&aH@YD``=D)$OqJAr<83DW4+?(*N?TbF>xCvRZ@df
z4oGvQL_7Nshojeq09S|KRs|Ikeag`@0|)`vLaO^UI&cOsVjI4n8UW|+bK!379&C8w
zxcR0O>H_)(9WvzDuendZ@t{nVBi=sx0l3q*-s~7wj_Srk72yRVG9T3)QdB12vvd2A
z9TdkrHo35O>3kQ7Wf#dCQp+vjea7M{THhnaNFS*nPx1Q8igAV)j2;?~`>E`U`Zr*L
zEgqTr+gQ+(9zg&WIe}y{vL&K>jDDqOsKagx@jSW4?=9jf!Uv3!Ih}N8dbk&6Zb(Rs
zXhhca{TFj+Er_V$kH-bj&Pg)$=S@K$hN8E@2b%lrg!fL(%ljH+M}Af38*|&pT))}(
zTNDrE#($qMhZdjNSGs+nWTgAUTq)$Pe}@#g*G!6UsuNg#TR7cI%4a7q(y=)mmGD-a
za#49mDv3H^#C8U7L6R;dV*1964*M1Wt>ZN>8M&+c%571Z!AY?fdG@4+O1tV1xh|&P
zwd|2^-jG7O5Z7Nk1%*_+u0{M*+Vz_sP8B%Fr|UE(_<*gzIhY%YtR+aV^g9jIUk$$+
zBfP{ahKte|MYKJe4dH&1sA@N$B}guI@(p3R`SDO~W8d7pij%^eb;rMlMBk0IUAf65
zW5cuJYx)jyb@9vaE*o{3vsXwfX1Q0UPnNY5BTC;RCcJL!{*|uVtq^XQQ5?wT!&dQt
zXK8|O+^W+Z>smtqi~7%D)-?5oBlqTi->}Y;GUR>2w@zOO`Q^-%;A;+uJejPvB%_m+
zQCNs7B~!BGFzds@Sz>qT&AzI7xp&9&yWD`RnW2!WZ{a<7e7~9t08mJo(Yp|G%xen{
zR&xCYz-9RI8-%?0mwCNFtE)JlbcPq*qQ5XQzxyC7{H>>CO(i6BzR@LI`8&4(m?dqY
z;&n9=(Oz2_jY!Jxjg;D4ZsWk9t%{0SUQ6M*DDJ^;x*xNW@S>+<N4&zvBO1=)x&B<l
zXU`sanSysaCXIh~((ga#Oa(e{oCEh{Kuu{zB&dh8`w^zhttJN7k-WwFFRlF@C9kED
z86QK~(vz6LRgH~^Yv^*lKZ?sZdie$cSNPlOFWRLvIUSxyItel;J_Mo!P~?C*Jr8%8
z%$yt~7xT~k9+i!`D|sh6a*y;7o7|c{uL88tI5cqEgKrr2=wuUw^P$oKd!t!HIv&<)
z2}ASV7SCEgw9S8495HmBM|Fd)?e6XnU5EVoQd^GYR)Ed_9`wMxexzT^&Gt<_VdmIQ
zm@mkFUDi=aF`;phM8Qx;*sl%T=0_vL^LTX=-l?p=pHRZWzk}~jTB;WDf^)IA259KX
z9ik;gbF88luDb}yVJRW0BkFe)gC2Vt<ny@R#V}4Lz4TiNe^hBEHSu$fviE%)i%QqE
z{_>LglV|jV{t>@4gS;Rt-Qfc?K`{ASNItgxHL*BB%>w-ues4(9R?T}xe1@kzFHbD>
zy9vpSI7;rhNjY_&@V5~Uy)5tP#Mb|<{aF7Mlxk$j^OEX5e0Ma+I&Uvs@9lF5=7$FJ
zJ2!e1=91<9l}`3^+Iu6~4laVF@bC_HFJp_P3ut{I%+eH1Mwb^Q^&M4QbRnz<`E7a&
zJ_2ol5~->5(}0TDAJZ_>BKzrApOGSa5^TCs(Ah3K=2uM7bol&TOmTraX@vT6U)=p?
zx`$c~LGrK0+so5+?^l?0K4$0~{&{AQx>JMd%hw#w-~uwICvlk~c@#3Yc3RmQ)Qc3>
zN9oNtyA6&H{<i;R3Yg_kBI612R*jWOMm8O<(EXBW61auT5`Jxwb49iVfa>i)H?V49
zOa0_K5W`SiM-GK*A{Zwz1QvAxl;gH!>YN0(jUT<u$M*`JP-CCe_i?&W<NEoGHdz9t
zE%ezs>+-AAAtodr3BG8>z6Af)ubU^GWZxaCyhY6$#wkM|6i(s(c6b?mX?K3}oP$9>
z0X5oeW_DlpS5bUDdyF)r)1j%YO!&sp?wMzADVy6Xv<g@01!?lWL}&w{dAUQe0+g8$
zdnHUGldmX(6nD8B_P0<xN<F1HkOHU6gUb1%z0BW{M52FvQbQssH-%bNc6xQL$r`ZM
ztoD9#&3a<J^jrA>Y!$YXQ2%6P@9HwdIXoxzJkvh_6+X#kLsrBY<2yW_ElFn%2=HK+
zZ8(@FFntC!tIdt>37rCge0~!H`T)I^_i%|zJ=Izm{@UGM^t`9)dH)DJ8_^+oO7H?!
zi34MpFi*E1dnH#LO@__>0+1c%IKp=HhYa3vm%Dg>-GMJ+foZUMgHfR9qoN<<qB-^N
zN;mBM&(qE}pn1}+IqitSXWx$YyhOAg`8y1Rtj+bIoKBGgO?2KvBK`ky$F-dnT6e^b
z-Y`hN?!=2h1q@}K?OQMR7ER`kke^^+c`$bvmV(09WC|Qxj7PoiGc0gorX%aXjw}Md
z3Epk4P21r^*H?BgPJw=_LH9I8G;?@Caga*sTz?oF8f=rjSg7v}$)V3FP9!cvnI8X?
zg=BpKF@^)=<FQxH4S-w^@o14X&V8!=^3TUp%48?<XZC#E(oYBmMoGAkAd5<~j5W*u
zV#~8&jznXKUvLWbgvA7lWlTrCnZdY{?r!euxpxP;#7rQ<F;GqKKllPXbg;^APwhqh
za+ufh%(#W+Iy!d0Yo64wdh>SGzTZ(CA0eLW?#W5QK5~AyN}s18ZDw>hb3Z$z=I%Zb
zZ(F%o*jHBE!wcz^^)_#Q?jYAXDY-|*o0jn;(5>IVKI{IDFH75S1cBOh&*B0<@6Ux^
zU;Do9FE9?ik(dp~3kXF(sTlaYY+LwB{Z@D43mBs&U~PPM)_3-Z!10ioZ)^TvygS&f
z42c6U({nbYxt!V1r()N^kO1CV9eb97J{c6v#}X!2A2*SR3`J<RTZv+s_CR8oYN*fl
z`b4jkRA$?%_6L`{Jja!!>t^r0O~Nc(Hb$9L8{g{^a1wC2V`$ldg*|l85gcLj&yIKf
zdH6EnE!Z1y@wq#H+vNpWsCHTGL&X|TzjWvmSZR&q9*TXh^5mu(+9rBwQ-QkvGo(OT
z>Hv=$RgS0n$H688F|t4Cu#B{Eipe=%8IoKyS&?s}N2lE<!na#mt+-l;Luy>1H|vX%
z*+|T~!$BxWMU!(s=lMr7p*1LX%>$m#WKLR}BTt%lZg*Qf{zR7sh9B))rbarv1^I6R
z=CKAE1zk{4M!(6%nPETD^(x+OvW>6_uD3a0(?z5e?C<b`f9j{h<41V3MHU9L7L>LB
z^*4}@r)Sr`!^o074o>@w$G_wW%Zdhm$Vv29=D-4^NoqeK+PpxJ<6JEbt6wM0Fz%%c
z;n0D>0pv~dHmW3t^8*;U*r>?)II51YBqz+KoRGFMTt9kbaXXL&0ih3f^UdfOEQp{(
z#()3;Qy4qB{=Z!wS|8KK2z5aZS3iF_MgC};EIVoRzsJl9<9z^`(6YLg58tlKgpwVC
z_wltLZcAsAG2iF8Rx`Zpd&Jr%zy>bad~g8TJB~IIP<C?4@`7X@uGXy!zi)D@d{TKu
z)YBdkOprkSfmw#X<rFbI7=$;>zITTg?#CoQP9<PnH)!WD=K>MWtj(;^z@?Piy76;k
zkM@q73)aPu@F53xjsG`0tDP^J@~6|mOYS$tQhXo5%(x%!Lqf3e)w-N2K}>@F021lu
zg_#;wW1Z2g>|w)Wkpq(R%k0Q{_8Mig!3X=VHq~laUp;TMCA=S<IxdY!<4V=3iXoJA
zvKBImr1Y@D-SGqM_Aq9R^9V0A7n=Qf1UjiA`4~ocj`qNOLB_)V0A>gtQR9k}TOI=Z
zhJ5s|jr8<yUqIhD;dI(id8qged@aQ6O)XNM7B`!2S!hmTsr)e(yt9_u8uEkr?7-|s
z;b0eb!X!N@V97YN|8`ykl75@-I=3BjbNih(NW3I4#Htx%uvh8)*rgiGtkJ^9pLLRD
zVK3Ul^FF{p=x^H)N?W7uuTGvrl@)@!D$-$2l;?0glyQrQF(;;Qq_3KIBIWd^4X1>S
zm>Dj1|LvZ;-)F7sWc~lrBt|-o2MPb_1*6-LQ1mJ#QLG(q06*R{7!00vvt?gK=j&?W
z347g5TKBj8uV){ZJ5mo{KEOX`!$!KC?CX;V6V}^P5Sz;t|1)@B$$zA+Mm_0P=>hQb
zRdYLAXbOv8iGOdT<8R+5dq0^_C?8K_7v!p&{H_^vY=k|;EdEkHeyd_SMV|bzq?7dB
ze#vd{NVE3?-L_}LpwZQCmtERpHzgVSADh*%(hZLtH{85L&M1!iVRLa%Su<_1f5FIH
zYYsf!<%jMb>_j2dIEZaZF9-q;j*E->pW7|z$X_i<@R_HZ=<1N|Ab`xJ^8ex{RO~m3
znnB4zZaI7^kD=d@YZMs^YFpg()KPSxzmYw#(iKaTCqbPwKEv_y;?tkIj&lfdNb>ME
z&sI~95{`|;R~L8=d}}|v&|Akjdv7?qn5aGN&MR2io_%~xP<#A~kFg3mXPeA_512+A
zzCh39POtPjb<jBZOLpaN+nhyym=aof<-vM5B-Yadjg~}-l%}9Zg?kb7!$&aO;Zm~y
z5bt4qlkIh%t+;KH-+rTNkM9FA0}?S9A%qOmG2_v}WcL_~#KS8ty>{2@6hAoUvF!1a
z4$KoM0LW^sz-|8Ai)--Bi?B1=f;}C3$|2DL`G$$i*)VpaeieQe7*JnxJ%rHnggGTo
z5u)?DsHj&vy@xsr-GiG$3Uc1cGt`y)vIcI^bJ<QJ4o)ZHOdSHIhTIeSnLav=bNS<M
zx@2@oHezY>4XB+hoCQRBDBZYd9zxIS<2<H&%n!ZZNs|z78PL(nKK@q{Fhm(ri*t3u
z^a233nAn4Zrs0M%@h(H%98+V=2D2ec#i!ipuRJeijV0CV>venaHKsR(cM#sq@i4-L
zyBvyqWKNhb0s4AoY9=_F50aab+p@n@QrG#$`i8G8$@>fb29q)JD||ci1Ca63;I2@?
z_~nJHk=Tc;bA~Dhd%lqJy#DNMC_5h+Wk#Qj|NMMB8^FAn&jBJ45G#IcMHolXtg_GU
zdvnsb3`5n85m9*8K!cqzJXyk0*W1)&clhs<Y|hp`=$>cx0K9#}T$2r0QsizXYb%Hz
zXGiO<%KK{z6urF8M-JM{vv#^HRP9};Gk5Fxm3<dSlFYOdbf1(?FC=<S1z^&2K?kNb
zOE?6=$)Rb^1)PYmuIm@&b3I)!k^6$V-@jNBKVLN1x&udU331-JlKvAB5`!61m6N2n
zT;Ml|$63|l>T)4r@=-vG`k^WQbeU0&`+3X#d^9_D+nqSoU$y@uh{R1_Iky<v@fas_
zG7BAZlN^_|&?cn2qEoNM^_H@Cm>l$zyl2<TZjWT>-<7RPU+K`8(gtjoX`{RT^NL*d
z+HPRtCEqc^^V8j3$N@_G<!MVJx}m6Y;Z*j9L}9}*tLL@*Q)-jbz+g#!R*2@P<9&RP
z>-{Wl%nl1!1c%=HHDd(vIo@3H5-kcv$$L;yAaZgnSXf|!4)gTmwPDETMZPDpW#M*K
z5yqbo2uHY`wVdT4JASyZLHxVi+8GnRoq>lQkw?!u?E$JsT9yNBlNvXy3ifuDHkj7Q
zI0_c*?45;KgmAq=1%^Kgr@?)#k6o{!cTC9hC63zFOI}`*BWfhQl`4*bY)RL@kWOni
z6{1|7&Osj<mXiW5!3F)9sCSOoTwR(#{d1eq#OOZVKC^JbjZ^<B#i+hMFzM)U&Awuv
z{IbmsFcd{4r_#LrgC(+X`Cs&sM^rWM+2GS;RrX1?T=jgB@Znn4L9ayco5w$VvoA6d
z8Vj%$Zk78)bM+MV-CABhnQ^6u<!k<Lzd(-zf1=Wh(G5ho-Hnc#cz<qtz12!&ktExM
zS$?0rY?G7laIcQwkqpk$tVx;e7$gu<$Co;(DR<e^Igy1_U?|Q?1}#33yOlTo>$gHf
z`!*=}mU%BE*yH1|$<6aQtKgG{+Wdc?Fdz+5VS>gAxL3U|-RDMTkI}<v`%&?Z#{WFb
z?qrI4nqMvML|MH>o8cS*#kdL19_T@5Z@^7~#Y2M+9FC~)AV_(%s~8pCcLHQ|VYUZW
zY;EEAAxcgX2atN9i8l>4O!~IbVG6+CzNyWP<i)?VkA@EL|C~3iu(y36H+5hu&HQ<x
z7hrZA;kPnKdn<yCF?zeu5Zu8Edh~T-wu1x~2{W9tY{x27e0fV&o9w3$>@bua(nE82
zs!-!!ei7fW2@K;>f-g`N41-8uG7%v#n;UgGK{8*Jupx~K7qynA1^V5HTJ}(~S^mFM
z>40QGT;3}<I7k_fZpt3CU6)s{wrp-dVnNgeB!{Oc4(3I#mVIUlPup$B_?h;%2Kzc}
z&&%$dpSw+v&-1Duqh<qTG}^a~k5Ap{EKK}9!M4H~3V#mKG%`)N97+C4x?JrTG+`Tq
z=Dm8q>+S)%zGe)tO2vnQG3qY)bStVUYq#tF>IFngdjn<$S<Q#dJ3(3>Y2js*q8>m%
z!t0>1I4Eg!AUTEjI;PaZ1A{&~8_YlFaW!8{(0umemsejTxDhizci9*qy^EK?P36bR
z<-Es-v5Z4qG{o&wPm8SD`jN&Fk3$5+l*V0~_(Q?C<>#d*zvzqdzno->kBTH95WIQw
za?i=t5yB(@S@x$hyIA~?+1QGjTj<O>_~y#Sqv?BfVMtA^dENx5ECRWXU^4<26!y&V
zmud&d_V>6k>Vr+^91ndx+$<Yd664uF)pLRj@_#ivP3jR7xMBs(%+7fl52+SJELQO+
zm#Ot66Rs`Ubpv?Yc~JbGzxj>B8stqlRw$`>)tE!b|GQ)->F{UVAAC*>Sg0bOsms!M
z%&`rLN2LC!Q*>mO$m2W%I<7nXDBVOXMmZs+fn&1qr3IyK{kMNZ_@@jjVHo_?W-&jm
zpmu>dj_Z1oZi7~M4MH81C=R4kuOBH9m-h{oF$DkZ8J36aGtS*+1Z`8f0um~N{!-$`
z!r-J2-#Xnb0X$7R^o!xy#{m?1pvfBL_~Uv$Po`;?w-wDU_cmtKIM7$zRJ^%;NLSK*
z*P$s<4u|!6<o+EWbKl5ts5z`sh$T%1I?7$y^p}(OxEkkGf-XS9$bg&PDushIxYKsM
zvhvI9(+78btTA|8;Mj^mJbg}|ePX(Aq5nePk&#chiJ-OI-+gRxhc(Gl9IIGAXgKz^
z{Fi@_6HL|?-QX}EdKK1t8U_8F{AG*eZrB0u-Fe>$C|#(z9OAGEOddlTrrZ+z<(_Co
z;6`=i%MqyjRaLb|XAV;|LmRJ1RIq@0TRofz)Y{t}p)U-0)N`=`k~7N!+#v|i{|zah
zVZ;@2BFE>ys}2Wt0I#DlEFOM*V(%VXM4#w`T{Muya@aMKTEXYHFF--DB%HS1^z<*0
zL#`2EMC#t}_I2sb(bN#PPzg4zF$&NWEFDNobfKT=Q0)(bzD=_7wR>+4t0Ch&VcQ`)
zkNOq;hXiiuoxZ@5(1%12MlG&Aaw^X_q4L5R;?6K~{Zj}t=bgNEAJ}Zb2H82KzLhj{
zZ~d#K;q2*JsB#M#4}inC%NrC3#LPvwCp1t3obv?bB{*L<!KY*t#n?gTJ5aZ8hmpBS
z3(aU>KutukyqXc|irk)uuN{6s+S#--0Sw+4eku<L<+E(I+NUkp|G!7<y@Zj21qH<s
z?n?jq<|L-EI1+_sc*e5ipVp_oIjjds#Hlb6hemOW6u@50rnBKB;(T|;K(?y;6{V1H
zW!w!&`|Y;0pw^F`+8rAEGAthmN#x-A#{U;#pttA0Y56P^xM&Fd(+DwqL_JZQf)zo9
zNyz^qWsLRj(>ek)V!ynlogOpH{ii55<WTCWH?CN@JK$(^G10A2zac8fc0b9Ms}7Gs
zv@EN%d?GK&0XN@3iN`6UZGYr)X(23|eWz&z{2?RC70}mYv-OdX|3*~vPx=WS-?L5T
zC^GJ;!hqqgzVgz+g7nFSCTH>?LnmhEWD(GJeiRdugN1>2W&T{-2UC#LgQ<=)=JxS$
zu;+fU*?b!oS(=z`<6>kMzbFDIQSs3I$cJ=v%FcYXj{<(6_7`Rg*7u}e0f?U(77YBv
zc@^r9J}zD_oO$&$59&Vo|KcbOvs#1Or&*G-<;!W|s<s&aRff*Rj3`ULoZuKmcq>ow
zqpcF$x6${2Y>b7w3NiOUjyQlQy#Ej}3@igljn$uRJ^voABgVYvW52gb>Nx;c{S4y`
zgtUn4ke{#8+u1<{(33hpBD#&LB0I%a_RRfvQnqamuMq^HsDtd14s5;u&grGZz7Id0
zjYS!S1v72>^xAB|1jjt-lc!A3`BAi&5ZiH(KEZzW9I<J6P&XZm`Ck-*mCYo9dtMx0
z-G@g-iG9^wHv`nk?88Ji!cmGA>HVU%$IW{-*?*ZJ{Bn1Wh*>ekxn%hr7JYCaSm%Q)
zt^cmV;_T|n@qpVeQ`5WJu|cxCr$VvWc-bD2;t?58dOn_HyFTD-fsev_xE*!k&xeRS
z6zlZt?FLtvvK2OqIJp4ze4A6N2u-u#-j|R3BT$~bOL)oJQinjcLJ9&-_fQ`H9mNi&
zoCl7i<QNJ)lECA*Gs7hPOLwnl^Y^)q#Q#*E@Y|$WP9(>_U?BU}*(6UPw{6UWIcV<`
z3NBEDrL2=+bA`kFba&||D-0B8!0z?xogTsvj#sgMef*treeToveU;7dCo{$0;IVR_
z7>n~Q*q=`tR*s{@0eDruI`wt9fkXYj9H>7tXABt6sw^-<VB6fRb%W6I3zcFk6@=Xl
zJejS;7S%P{zv&f~C28Az2#5O}G5SOE&jJA7-pLSdNjo!#OFzS3kFXXOcspD-KAa`&
zZ|~dbzsfKhMc^UsvvJf#WAS0ZqMMglK}iZL9M=4`-C-zP2o^TS!CYbEw;6p#?O;+T
zy)m~hOD?9&+Z#n{?4K>BUlX?MDGrg=eBK>u&g)j;cr8%S5kCnYlfbNqsbU5^U_uRf
zeUdOGEIqQ8m9cAuSB}u-=j`afOiR9eGMU0Q^>@6AoXFZ-I<wI|bF*K>9M@`79@(0F
zJc9MP?LOxcRoFd7oCijjT}-L1W6@jESJ}g53J(ij6$xWx^sC6{4(1fS_7?mP0cRR?
zVXeI=JYBD2l^wQ;fms*zY!MU189cLR(TLpcwcWq2y57BiO2+hDf?bfy##>xUuqANi
z>hm^NM6i_sT<6U1&6-9`>s$qY7L+O|{9W>biQjzR=}QB2*Rh#tF?~+*!F(NjW!>FK
z<@{K$KB;IsvlrLus~a|XpVI%bga??Gq$(`kKkzLm0uZ>u-<q$eh7w;S8lBI}a|>r@
z;1+}fn93^S?Ub{?8K#3J6viruD_Mtkc2%d+lrBXs`3Uj#Fa_KO@L=ReuznWXWiA<v
z#)R)zNLh`-Bb4i#x$d6c=igO?pDntTYA>|V68e?DcNO(tQjf~7akiC{D|i&;me7@T
zEzvFLs^|5Je~kBH^5}TovXt9bV?oPn`>?6C@GI>`)VOqr#UAM~ytTp!&x1c~>Q1w*
z!vyO&9M4*{d?|~E)3GrVPzp%tssld-KHup>VZ+@MfTo({-1>v&;m`Y%{3vR!q~y&G
zGsY@Hr?CC|`Bw>C?77KbS?OZ-6{T4WYHpkoH_3~tgk4j*$v}4e%^6S!6V$A8yqpEd
zvcU&<jqX(7cVa@~^-^=1W1Tj?A#EU|aP8}_t>Z6$HFIQV4_KmZNo=^gumg*F;HpB^
z74;G(9&q=e_)%)UH}CL>DgefKe%y`i96rfw;K^`p=-7#MDDJzzomN{ni=Ok<pyj6Z
z()Av`(~=E0t@GLa;E`Zg-ObV+TL$6rvH6&K5Wbg%Rif@r=m2ElJ4e4ev2JU)4U3gX
zf390+`{JlODgWG*?r(4Zsn2xGDSD4;vCHrU&kOvu(;Bfe!yWEk9G-)a!+8yWYO{Q5
zHe>u~Ob>A(@0p0oWSIM^2fup3a6v!<yrH*PWq(1%(|khBAi;$ge$i3t$Q}6`bW(|N
z!+i+a$G>RXxo96krI2Mf2PilcIp^o65Nt}jte~=jZD>yqxvPzD-k2cTji2jf>|i`^
z>}8CzGa;6!6Q0~9uV9|i^n?Kt@Oz!!*!fju4N&i(;`|+7v*29gR(m<qRQBU9_QIM~
zw@ySjc5i^;Sr}8gm_;uv|9{=X?4rUQH2zG$d9hd@{1V%V+=kdLO*EG3{tVS&3{!J`
zL60!Tp~%TLEAQc_)3^DKF&OkOzA(8W=Vqo~MPV^7(hZ@|<nL25oQ0qUOa06IyyJ4%
zZ=`;5o+X^N$(3f$3i{+<ZGMeUbYJLC+(&=2?P!oPGQ8SWfE9rLe(Twzu^X`z3YQfQ
zQ2X77bv}WLCBdOIp$>QR7~j~KoF;s2_fG+pby?!UYXJR5c6Ej~dXgUCw=a4djm?J|
z@Xu#LyYWb_)?fYlr?d>CB=Jximpu>UlY^%dZ*I(_!;&@f!i8C@XJ0@Ep-t}Ay~C%?
z$io`7KlL2_oO0TJYi%(T;_TS>?g_Ut=>YCUmi<cD*^59#bz+KAqe8cPo!O>NEre^j
zFt32!P5C&U8FG_8t>>>hg+;@%K*qFd7X$m&9tOt4D>y34-_`yo&%5B3GxuOLU2Q@g
zsJgc>dsXi~a2Mv~fw`JWzK{UAsAcB0zQn%Gu6_K7NQvd~wRB#Dxi2$*+3Z9Xzubbb
z_h=Beo4vU3A#vb11Puv;$sz_w8uV-;Jg(tQk=oCAh-$32xbuPL#+b$#Gw<`i9_CX!
zmqC(u&;4iGVMG9K2)Go3cVv<UE?*HYIUDpil<EAwRJW7!x+?N>|6E3&*c{6*KQvTv
zGPJ>M@2lHSG^z4juG9vylm2cdvj0-R1~U!WLmxx+c!n-iU|s(aL$n&KXHtLgAL<S3
z$?i8X4rVThJFP+6YbtC{m+ZhEx=C8i)D`9t%HaJ41w^nCpiClU>#ljv)u~HJjs+pQ
zJbdSmvwk&!KAqaAXc{BP5|G59@Vk{EMt5n|!ul$)xq->2N#3k~9nnfr&K6@(9J%<&
zLG5DYKYGO(p1B}PU$*IQ{!5?>dm~^>3t9|*0gY?leTi?$+#aK@-|f^xfSSZKhby*(
zJ#K_Hi(YWCHAQjjqLPc6i2-&LOi3mbeNSpJ9fP^N0vQ*kZbws97Z6kkHl*`8lpJ&w
z;u}2RypC)}BoyH@D2>)k8)Fz^{UUr+yNS3DaIMdgs)OmM?$QgSw608d1NANIyKp~F
z`W%$EdXEZq0t%=Rer=-$o4CNvq@%<y`)T<u96yI)y<2vr+HgRK-YERm7+4I8Juxuf
zQCm76*yHgO7@_$~j4u$9-*IPx@3*T#b;c%y@1f1X4x8D+V7IU4J<;#>HT=wU5S!)q
z%7YR?kw4L8mZ0a1AZ&E)BWvB?2(R@#)Hl$p`oYcoz$vr=CS)_;z><mVLob?D+;%wL
zXxG#Caep`WPE!>Nr#SQB#R^whq}}cyir~*m%S%}HJBAZY^X?^}3IPuF%Zk!jWsC{b
zEj&@4smzOmp$uO7x5Gd=uRxkE|F62W%5ZKqO3+Q$b?2=t4d;hzWiim-s_AEw22pu8
zG8((rKD$!nQ=eNs$~#5+2?Jz>?7jlNzk8v$!`$VWW?izmkk#ZcTn^^vV@-eDwo7WA
z3=)&^S}tv`Ej(2YunX*K;_tcqG!g$)_~s0q{cju74|Gi{Ecgozmwl)=lR$bW?-!U+
zQ~`gSj$7!I;}Js#_+b3V1Xl?KaU9R(*LD!TsiV-FgXKhY8>{s5R6R;Mg+R!^KsaQ@
zcCx!UtCj~D;R}(vP^FwAx?1<g+m_9N#eoiU`KQC20b}yFE8g4XPTkZw$ZcN9-6u_L
zRAokuyB;wS!pyLtujBpuC>}CQXpf|YC_S{Dy8R~G&z*8QhC8~kqul2M;z{#qLTPg=
zFwD8g$%EpiF8kcbeS&Xe(cmBOBvDUsVjcD*?@7fi7Y6-*eOy^Gq&!rG9x}&11ATZH
zy7mN@1H!!}QA|D{A^3kxeb<_zTDa{iNrp=@f(nQdydx{3Bn9N@&zRL~@3X&EtGmj!
zP+{`VKa61TcINNh=EGm0{slM{_;AryecR}d6Sc=BSI!eyv*ET)2jHhrS)ZMA{&?M9
zS<?Zw@uxrnJy7pYe;WH~UBWLD99^_;ztIR~o7sQ@%D+4Jv^WA@IyjXK4V9MrwI$3Q
zo$@eUJ?3#?!m-CE_jdi(ZQ!KdyAYVRtCinCa>soU`<V5e!#h9TGtqT*gEG$13tAia
zB-zhrlE$(&11{9uHbTvBXwLDBA?$w;Mqh=BBeRIRd$+5xO|6e8pTj4WNQ3w1c)x=V
ztcH@6TugC(O5y74pLH2iq_B|Z?0e@O)qYVx@>pzdLYIU4%ZSElbtZIMXu5EI=h|3E
z;|HDlff*a9^*msOZk5kWJpfk8?<$~SHjNhI$}dJdQTnJsApt??{`LA^{-TNcYpy!9
zA~)Eou6UBt?-P${G>@FUe?90{$L`Td%vc2dcyPv6jRj8J+9X-WZm$o=9co2mud&=O
zTas`-RLMq?IHGb_Q1crqFv%lV&ASinrmne1+UGs?Og?<l7~3xhsm8A=@&JBiq*Z{(
zs0gn!iPKj|yuxAZu18JS(^6+7Zr5hT_fSF4=4xFN0KNYOMhnEji_E>^1C;jTE}aMU
z!^}v_LKfT0vy)vJNw>0Fto_&qqy5_zMv%0DcJAI}A0jSo#%Vnxqhnu{Ex`G@%mt8X
z2Y&iuB^mwBb?bW*zeUaRMLx3OoM*vI@ei+Zeqbj)Fe80E3p)x#jGy*DtSCbF7PW<4
z;!E8>A>SvVurrJR&CLS|ia`qG#dtEn9bh3u1`63t*Y}+ie-2wcv~bG;1xCmoEZH|g
z@A=E_gd0ybEfX4tw_jFEGY2|K4@F}LLqM8g|Is&V+UL?g&Q^D~<*&e&roX#hM2#)d
z{B1YSAJpeapLx-B7|*Z?OU2yq`vK8>u{X%n9gT0u3g-+J#8<;Sv3z(`&1tW(?TWrH
zC+MH^YIz}p1ju&28yGW)6f@_eGT<S&aDDz9UcnW;X}7T2LD&mIC@9^@JogMl=4$)l
z3jH{zmSA!CEnIXv{yN_nAL&q)-;w~z7A}%=1OAFg9D^h$B{*ry#sY)oe>(1aE$oKV
z)-tE7sD?-P<vS4xJ1UVcP+aLnG9eS_0cbxK2xR&l^5>AD!unLidxuG|q5_`r7`3w(
z{ZC&HtfuGT$dv0oC_b;pZ8V^ql>mwS3Kd<}$(%pD%gf!qxAz;JW-7qvkar}z4zlW+
zMSzpUF#Ae{4_CcV16D8#b*G*%_nn_WA~z|n;AELv)a!@CVQA(PNjAY`S#Q7<LOdC7
z_I9(w*Z=JM1@`@DAX^=y^k2h83F8&>HgLzUzWgC0CNL%za@V58@(7^?7_cI_642vt
zYd-#|Cx_N+yVuHYoU&OP05Sg=j14G>YrR3@?*MwGv&X%(w5c5C=%!XF6rXmP4HaB0
zRU-%7n{;juP4RZd%QnGLj9F_zy&x6aL-RgR^{d<CHP6wre<1n2roHmN9cbJL!*TNt
zpy?mv4;30|y4c-z+wp4|#@qQ!VnMFu(0AwLv`y)2kJGi{g<Crhkw86i(7`dujbc(}
zG2@8+_p<G5k^}_r(;!keyE@zhXxy{X_GY>iLd7W+4v|Y3{A53q_o(w%s}W_WnB0F%
zv2y$3_WW}J`m4|omOZk=(HZUnS?>+Q#k(XR7gKZ+hlGF9ImC8~NhnnfBgv~qC10Lx
z>zto^q{uZ?RzxMcCM>|Ov{leNuY#B`)(o_clN5}%9WNyzCm<L>r^`Es>mzxlRM7t0
zz0j%m<z_2|@PHIjiInm7WX}H=2?WRW1mmiRlI)EmlZKxuruh|iW3kNcpe^$1o$J{A
zdE6X6%s1QvP?k2&Npn2@)`<P%@YGI?^72Q2!!jgz4SXIG=gkBHXm^YPDy2UydHMe^
z-k(S6?^388eY{KSb=}6b(Z=zgaPR$PRp47ZWr(FCh#hkETdlgpf$P41KCWitImI=G
z0G7GB`y($-R>U#aL2A)<<BqT7de>7xJN5vjjm~6e&__5BJRy(&Rbu!^JiYAoIne^l
zj(A<Y059C={^5(f#CYU7w@Uvy5Wva&AvnV?-wF<?%d7koahDFA^F<j5f8^?G@LYNB
zQn)IoASK5<J-;-iu2I9e9$2$}?my(a8@{-nLQ~88nQ&tV9}<PPcb7bH{H69Q7N53_
z4$|TWm}BeR<~491=hp2saiV1CB&X&u&X_L$aI5rQQO+b6>U-1h{D|URwPOnt5WkD{
zZx0*xw9KrUC(GX}BT&(M0;!mY&D}*<#l%XWB9!4z*d@+7k3v0UDez0q@pp<~B)URi
z)r3vs*!-M%qjpIN!4ncM1b6q@9eOY3Hi3e+w;=vDR&V#y;VVc-DUh2p<}7eL>2yRL
zbgP=UF6TYdAAZRb!qFNO4*z<Yx(q2nL==OBR2=xKp)-mOV)!So;2z;D!!M91#jy^x
z!NeAXUcbXcOqi2<rMiu|*7k8vxmeKQ6LyjfZWQ-i__6cYeFk)Gt1UKO>~~m*)3IT`
zwDPq-P-imxnb`9a4j^Q|auS_?!DRsA>3Mo=zC)ZzigrHy>#+EMH^~S*S1zI=XLe=`
z*lnnG0W9?k{_Pq&2t%#Iid|g^#C#&+huY!GiFu;yUH?YCt<=}U(L`CIf^~DQw(j3Y
zHa3PMyLZ*Gm1yghW)FqtSH=W~4U%_$b+nF%g$Vpbc8UBcuTOxhKq>n#OW9+MLjyMX
z@JR5#y9V|X2Y3j?!xsnbxw_qMu5A0~JnO`^cy$}mARPd@#pGQE3#(%w<#82DbgspD
zPA<XnJY;9?aea4?kE<E&=UL4zTP;nRg<$zp;s$%a1mK;@_CLcAawrK6S-XQ$+X>p0
z<a{PZuEszGfE8_okm%_iXhKAnJ8S`AHe^%EH7TI=7uLqdQhzYR6j4#ZdJS=N1H_N3
zbL)Sr*%A`2JaSfc-(O$v?cUImb|k@i7{)GgkDgx0-R&PbDpBl?PXDQ8Rd7IYb_TkJ
zhj2f_s3bCxUi_PrS2Da=KGETZ9a5R+d*r{w&zR`#_Z4hANQe0I5o(8+DeWJu<%|OG
zDIz2B!I59}8u+0ETW~rpd~(<zW&A-1SJbP~y`&37?Tj4?+?3&k^RYd%u>Ag;&F|{9
zrg!|Qy|{@9*8l(Qpx5;Y6NaP4k|B#R9$PNOz}1gftFmE;uAlD&6&cAt9yvIs1l71N
zu|t9#vYz=78i%53K~c)6pLCXyo{+1{4nd&S<36uo|1yrxB3%{$j-;opeQb+tTu_#Q
zEM6OgBWTw><3$4c`hN0H*#arB|2Wo~wcMhK@zd8!0;`p5i!-Eo^`aZceWaEMqh1BC
z@$bzL55qaFF-Gxol1^n%Ar%awp6Mstx*w+mVit8-SP?JXo4nManr}6=4_6!xbXKnF
z{~_So1S*$M*p#^=Xcu2*N*Uze)D7C;;LHBuAx#-V{kH-1=KI&l`r;V1S9(J`0Vgk(
zUE3qm{m;W$z8gvIkfg)S?`a?x<q78OOMf=7kRR<;TR$&~MWe<TM-jrR1=(XueXn_7
z`JpF_`N$$6mD~SXGD5sY`5pqW0jU#j_~iB;es4?#o@R7lMHsLCky;2d+wi>~;n^z<
zW7#AJiJ*R=PIj}bvS;o!4w5Rtg9GrQCV9Y{yhC)UG&mchf^u1XJ4|e(ZJ)F7r*A~k
zKus@lfJ629mgzgEj!?6FT_|$E0|`{H1>B)*+qL|EtOf_&j-HZVrQ*d^dHW^{0GAT1
z)s^EO%$ROPK5^v#2=M!x5NKDt4+Bl;41e|RZT^kE6*Ls~1|$w$5FPdhy#-GB%%0nB
zqU4s~z%;kHR1dU-A#dD4cf`arI4Ivel3!J2G?(zTl}DL~<rG7kRsBOrA9YBFiAT%n
ze(ZSAFQ`1~T;5GML;qACYAAScXv<A!{C0SIaaMP&seZh^Cp-E4#QLJl_d|GO6jr?n
zx(6XpxTXb@01e3&=-K$bZ9l{n+)K(`|GwsZcwpY0WdQYHPCV2J-ms{CULkMOS~7d9
z0s~Hz6PmSg2W!ErafD3Q({WuNwj{4Ok=Ihf?a(UTS{@j(TG$2T0*|eJ1|;ko$n#`S
z3(Qp9hsJuskWi|m5Ka*(@vnKx7xsaEY*Uy01-N<0Jyo+SA%!Zv-1%LLjaACZOW+OV
z(G^aZ;a;YUxHyxXk<;$<!RNxNM)&`(>#ac1ROD^!GzQBs-ftI39_lCjNIGY^xBkr(
zJy{evOXBe%<{hREYV|e_l!-HfC;m!%@$Pp(ARXwTy1_Tv%O^-WdY>CRQv2af;YqWi
z3cxc8<PxS>sS&1;P%Isk>o$rL!4v3K2L&KNg_HTd`@Nc*a{ivo;Z*+m8$1m0mK2EU
z44`!z7TYP9E=Ew)q~7*;eX+*@GSx}@r?al9;!;uj_vu~$F#SJTAC`9lO}uts|3tP*
zhOPmjlXu`Ed9UNO-v2qr?*@o}0Tm;^e<4S1ILpT$hY93-$XCI?yz=n7VkBqfZj1ja
zADH#Xj~1F`s^ljgPC;=_r6{Mb=JnP>ImD&_hw@C`nuA|?gJjyYie0>ZJ)oc&tEaqT
z{Z>!1xPX4g4APD~ye9CBXLv%@{+9LBc<G4Z8us=#=tINT=gL1i6&^}El<DQkGF~A(
zm(YQqUvAY}U-xqQFq+ca<$%@{mWU3mhv<D^FWH<;(3y6@m4i6$@x~@*+6s5M0cTjn
zs0z*=1$;Ixqt@Se_~H;-o8Sp^r!)|oh+^9t9l+>kic)}L$z47amFAe<EZ5^aKCkSu
zRGjab%xQ($z>>5>T70BO*h69S2OFo*ImVPE8IhD1!4*vP@9TUy<*+V+AuX^F?g=~S
z`)40oNc{*XXwTALOMH}1b-KQ`?7~iOL8;UoZ|tAwnE+mT4gS+|c$BB_8idF^=))FV
zE?4l^?pGiP_8U&^^ynzPu~E?bOMT8K1s<kN19i;2O=38f_aPHsN}?4%{BC5S7SbEB
zRPpkj1G@PPG2IWuDe;JQKOEzFPl3vCj7#++ZqKCt?(5fN1fQ32$7VYe8HSO0`njE!
zJ=;3n_<7~(@VH&y-km$SOl4NDvIq;}39Ec;rpI4SLa+wJdsP_>H_$=SI}Z#hmPU1c
zg$vbWV5V2@EpSTw3+We5KfAXBOF!<#N3n}J@~+`ygEHOEfe3tojIIA;{*7|@@BGE=
zmHROlm>rzYtAk<1=@QKV!=ih1ubV#|c#A*2X7>BQ`!LuNOut*mz|mtrpY<@f>qzw~
z@sVxBe|ftBHH8<2iZ)rI5N<B=dY55F3&awvFrPeO$iRf!z5V*>n_nJ~aSNySzJ5+T
zG>Ak-?9qug(9X>!c%G)%-*F0zfBiXmz5<J`D{~?W8VsQ-ct_0@%ioUE)H1KPbJF;O
zo@1z*0kMi-vv3v-pe(7%Y@Xp7_i$4zn8OK}*7td907hqo_xxcO@Qn$wMgg_8rG@kj
zV~Ue_)0wubujZNYNr!rGEF8xx!>KCISL~J7nCLQEMs@)7;}{7(&cT6kD^_nH+o8a2
zD*J}hdO6reiVho^0qzQ?<JNZ1aAURo<u$1`wR76+#G1e4TQT`xo!QvGfg4^G*_Qv#
zqNZXU-^<O48RE*Us}h8)agseI`C9ea?#ZrUy-3i&Hv%uc3&wDNL?#}ZeErai`}6ww
zsY01R4D;=vQ;7u4UbPMs>1-Mb<_170X!K{lhgX@?E3SW{FD#rSYU+)OS=`+)K7sx_
zUV#mUy=z!<@|@u|PAZBJrVZ;0em)D2b&N20-JP(XsSByO6pgzk+N5+VP=f)N9b?yL
zj@nVSD0n!M;k-)k$A;v%sE{xUoOY_2<0tWT50U9%h+S2mP$CWaSnE@w6b}b5o4AV`
zTF4?-H|`YC>nwreI|H~4blKL9zz!*OqbVM=4>OVl{W-JB0acG@S4JAx9q7cqW9Nd1
zQC4)_P0+~4Bd;tkl=}4-OVD?XyXj;hU3Y>J63)I+4<7!MHW4d=@J5WM5VJ_Hd&tzS
zAbYb{sD^-GCH!qsCK{`bv>s*9B959e0zllWJ8(-a_7jq$p`%gN;^X*7yig3GF~+qX
z6mU_x06Lhi$*B*gzg;H|m&n>kHgtr%RPh#y#wdU`IY5=3oG-E>jDv!TAwQ7yfbu|)
zFFVR!8|(Ris;(gXobh`T)|=yh<G;?K?`xewe7j^WOz=CjG{T#Nb=MseHD`!HCpqrk
zxh(5a8--dGL!1$i@MZLtJw%81`}<A53R67j<Fl3~ZI2+W<^A(zn5RAD`0|6t^>hdd
zpW0~&Y`BLS@{eEFE$v?X3HyR{KF?1E;7@85&!3r{AKCiTTbDr`(Yd7W#ODO#rwh7j
z3OmxnYnhi5G7T`BNfRhP5wzFW)E>5irx-htsaN?!d+lL|EF4ZrcGu$`4fGIBFUb@=
zE~L%6@6Ym=VHol&?-?*OpGSTJR||@6Oi<zQl$qWJ{IvoKS%$B158DW}Zyw8DjVE`{
zn`cqKVljn}<a644?2WuZi?Wuwnn-f<L23r8X%f3`>V{CY+Ju9EYrl`<!V)q^#1KUi
zZIew-_JOw;C@Je1v=<MWZ~ro9CF+;=<^2Rm(8ctB*{-}Uy7R%seQp3@HbEd)5{w$c
zWU`r$t#M%qLU6)fekb@%tAv(5{BN|9Ys(LoGpk>LEm;MfVGNm?n5=2;yL+sd5+G$}
za1vymlnQ)$ZYc3}-g&dXd?C$`yW{$}UsX0QdfENNy{bNnH75z=o>}TOS0(OQZ)U~%
zCei5Gqx*zl!7e|2YXl8HU6?g@)Fh98dFw1QEdGwgxgoc%^}<MdBgvdqCq4{l2hhe>
z>2~tMJv5B7Gll)`#6b*$G&f2S7}U)g`dfYuei$ZKw0*05aI6;<Ix3kHmpGfp7r_8b
zO0K-pW++`v`JMvtS$Nw^wdjkn_Lv^udbxGy@6m<a;^9Dgqmo+(z)q=fp)4=AkEsbc
z<{z80xMP>zu6MMZ7cA<4oPKrD5{fPKfoLr(=I%AHx4c+9x19ZzOw*}wS?+U!uG(V%
zw+pMtJ5~b&dGDI4(UO!<n}viva80}eGH{;+$I}On^)iVv67ny|-rvczfH;4I4;XGE
zXb(#Z3-4!&{Z4jhE}fdj?;cBR`+@t#?-_8Ky$Hg^%)X~_J6Z`RSW13$+ZL-Y17W0y
z;obmQD6r0jV2!e`{WxHq8*FQOdmRzmaAo7qoB`J)XWIjC#U<E%2cv12M_Pd@P~RW=
zTx+H*JYeGev@zEx|FSe(*XaYX3fpC}_3isP@WSF(xx;y->-u(;j7u`dI4<9rP?pUj
z)OQF~==HP@tAV3-D?q4L*1A#dRKlNxD3U+xg}18t+o_5>^{2w%0D@3!J0Q-P00;rn
za{Ja;Op5A?T%!RY&4S^#ED0;3a{*Pr<X9%0n@Vv8vPklIoo0MYeA&oiqS}X^o|^oL
zFhyq^<yLsuy<E^W6=S3XR$4$=J6y(=4*9JO7nfN(Wa%Jmu}7%yPyCyAdCKLkWS@9n
zk2Q%)x8p@YfgIf=XdXBpT4I{7`|1UZ(0uEyO<s#myC=aY9Z|7fxj+5l;NLaIVSK0?
zU;5yiKA_uq7`X}d#-Nt`6tAmJ&E55?zUQp)V$lqByjv#MS=kJosfq)Noy_Y+jX2SF
z=k|`d`BH-&fHy_j72Be3iQTUENYLb3)ADTXmi=dlcinzTkLdbZM4s*9mN1ss#x7=I
zH3AB>b{<)D|B+qe?ZND(FVNT2bxzghcoS&H;CWHErwEE&h-0AQUm6OCvh{+LP!rcv
zPLWvqIo<#DhJce;&y+_L?XJcYk3hAQVf)9vM1I57OuH9T7wr0GeOl#dPuDg?TifyY
zYu*jWX8yb18uLaR2mtw7__{-mh>r)I#WM{l{7>AhprS9D@p(#+zc9>RzjtbWi-Gzn
zs_nknq)Ds4d+@=TM^KL7nCQ_ByxClh6z>p?d916VV4XzNx>*BlVm?-P*z`q<#9f7;
zqS-~AKl4xD1;9(Af8-SJ+vDW<RV;rn>oB;b>KMLxjt5vhGyVaddDIC`Mgl1#7;)Hr
zWjNmd4EAgga=PNSBl3(k&Pym>`{w)mb4fJ-3|HU0jiPHbG~wXQb6{hV96AMY^D#U1
zFy`669n68O_nX<7qcCAAPuPXv@iHFM<;Ndv$X?O$2+4WU&G-HYkbeY6?+YE#3I}`}
z`5A<&U)kUXyzuKyvVzM2r*K50s)i9vV(wYtVFl16S<SrzpFXJ0cV741+$jbm5re=E
zd>0dV3IF&lb+b?;$T1>K+{tY>LII_3_udzKlmy1*fje72G~{GanGyDsB)u1?X>RN4
zmZa)A;R+u9az96}c2^77_3Y32<wTIYOViPAt?pqNY`p?l(dsPkAzQfGi#4jp$M+9X
zR~D)V*?Ep{O{UUdA24d}cL{A0^{W0=&nzFq>MQ+3Z1voNlvP|6xJP*4E$>JOKFJp|
zPvm?gHJszSyPFQ5hgaw0XQdl7gxt^lF3m0+QaKxj-9QE*!<oOQQ`L{)2cZBrtGCqB
zSwTbaoL1Ad{o$pBRDKv3FHdCI-jVq3d8qc@cBXar3;B$3cWpM=4mNa9q<EmgAn(8#
z%H+pCBqxhLA>1O#+(DTzD!V=ITNhtBcOQP7{u7Kn^_0$NxZ1#rxO)rfGWh`X`wn^;
zzIlgfp*|iBB(?H-FkuCC1Qll(uj204Uq!LfNkkPa3n*ic`8~YWg+2#-?8hJMF<-^D
zdJIb~R%Rd6rzhHRITR$8!{+NSpA1YE0@qE`RI)yShrwHN8GFeaegcNEBYa%nzQop#
z_xDP2)%^~d8}mQj3rbetLskkTlkNn+bQn<-G}eY;A2%brZih`nuj)!SV>9Iw?#p-z
z+4^7orov}?HlSsgeLO(4wL#do_ENTrA1h&G_YuZ<@V8LKOI0)uw7GHjCDEsPmp9z)
zwo0Al3b@k`yIo>FmC#qKLvO;}V>9_DysBjDw;ta^Wa==%Q1(cH6c=#>Fjn0L_OCwk
z79~<vNKGOGA?xyIvp@6?e-~<+Xzzn*%cz?5UjOq1_$lBl6%XoJRo%k@&uiSwVYk1Z
zZZfFwW7LbIh8hfRlOkTiR=Vxik}|dHF|uc}&)$^k!RJ1^xTN9j{ct}>a7_`pD$fd<
z4FmB;ruQ`?x0Y%D;s;TWJYUmGe>eP|zFhT9Bhdwlx+p<YU|};mgV_HqhUpO=@3p)9
zSr-Rj_`HH{QnRsN<EkFhZk2)ESSdr=XQzbktkr+Z;Z>jC;8<s?xJ#~>``AXCoP)1m
zXDlfYljs0j;(~CUdn$lF`kz95=DScgyIn27U-6O$ZzB>5%9S@xip8GP!{K@GI+7@!
zZ5Z1G6R=g6CiBd~MmNO1`VMsmp)@(`OQVWFBwpy{Ou=+DnP@jIP+=)8zj{Htz!4<y
zVc8BY_lKnFz)^7g7gE#so~|wY!o_(&;m14xQH|GApQ3z&9^^8+_Xh4*NBPf>*18=<
zK_-1Jq$9k8m~q_c-up2<F|?l<9t<ddzkzceRB(+T%jMTKBAERan31B~?Sz6ld<#gv
z>Q~^kL%?iVy#^X7nZ48fPFpe`0h1c1R=T&s`e6cF=l9SbLPHrQ*Zu;$6<yRI*@)~Q
zq~z{zDpF*8#u<WsH{^hd(PeCK5gn%)3NXUxQzzh2W&;kh_~uskz2Nx-hE;u=&?O?Y
zgkSJ>eYy%Fr3P=HB4y?a@sz{Fi<kG<^GRnxu}Tcei-a?wx0FgH_hC}<xb<{DGth~L
z7AF$70l~}M^#s^meBJ?FDMblGJK>MGGbLlG9NO(-A^Ws(gS1AnhR<n7u^+|mX+CkZ
z?JkAE0%wd4XGUorfVAZo9HLMHC|(20`eNjgY)|+ScOa!8TEFm_6#upfkf#L}din0u
z>2nJlty%U~SC!jpw8PUO>;l#dAe-=?{@-i?#!)=V7d?>=xOh8sn0;8DEp3>uylo%e
zvHkX-4HyA;1idapj$ba7DIa%@UWEYr&w_+=MeSfvI-5q62QC`ruJ;2h?<;3K={?}k
z3+ak|vzrgai!+*M4EPZ_7PeB!wLe_}VR~LD<D9#ANZB{`QxGWSG@*n;m+}ATd@S{G
z?2`TnXhUcGS{@&ZeUk7<;r|19HMmgUEa7dFgrW+<kAkTMzAXU1&1q8n7Uma;+vzxe
zw?0q12m^)g9>U7$V}w^(6{+MIJhRBQmhF60hx=Q3*+)((IqB<PzsCsN@KFnIuya}_
zo^_pH1_>a5{Xobtc;qFDSm$l=rEPVE$1X2k-1kN00G&Jvr`^F>5|CI@0}~vXOR|dl
zeWvupyeq1CRa5*oUzp1K0<&9lP?qf*9Mk^KU2tRJ&Fvp5m3hP`U|R<D3seM|O?>lj
z{OBq_r>BX#ulpRoyH|E>fPZ6C6WZO+img_ujoRV%*c*ne&W9W()2ew)tr|%YQe)!=
zf!}A6Juy99ZnKTZ1DBxPifSr6@}JJop%n<ZyV49@WP#O0vOplfw8?zi$$i6K?hZK9
zq_Xf#GnKAaeD{jebCPH7YZaCWzQn>Y=4RVM$B`di8JywY{#(H84@84x;a)yYUmbJ|
zl?R$oj7sB{a8h87XV)3R>fXXclB++pU2~kEG$&zB!VoIaWFx|h0X2RIR~g?W{0GiJ
z^cu0kQ-Zja0LH1jo$kq>GZ}HdQ4(3nN7l_p?#;zNX|l2*bbm+ipk3=!z+c6NvVx5z
zY8<c?pXuRt$nuvg8uf!Fy`~6T^w{b2kcTem8wgt31BA8vJ_e@_kCF2|NL0!MC8T#5
zXkEj`UBpOhZSzVX5m<(*GsI)-^Hf$U#C)lB(a7?}M#YR2B`s#d^;Kt%{O6)HKK4K(
zJN7zx>-ZKer`;HeHP+H`A#F}PeBcyWB!>n`NQC_gMBDMhyt=~aC1~i;$XPQ>B{uU%
zQG6oXff^VN^&kcX(5IUjHlc;&gt01qw%nAw<jOs6lb{QjeJ96MQpOlblAj-2a?1PB
zwQqS}ogwjZimLage`vSo7Pc5TYI)}|O!Xrj=$3Ig!xry*zJ^+tb2<ZTlV8t%Tj;L>
zHZOJ|<ctgXtfHhZm$YekkJ?q@hF|5(1B{`>XZ#1r7zLXu*hyf2hqdfhs2^=(mM@=^
zd5AQM*3gNvwk%}Ycj^K@j-GXxL!c+#5<iiFn7%gf&k+yaywgd~(2wZp2Q`O=Bl)fR
zICAY$znwS~EqGbuAtYd)#lo2VlWI$Um|n5oA0Pg~RCj)KNJdBL$(!WAk1x#YMt8c!
zzkP#F#XZ8jI;~E}_}28hs|T>;SD{%phnuJdZ1ATMZ$<U18J#3b+)mgV^g`58-uuNZ
zPtgq9jphy%BA>3!m9^gbW<&G&0L87Q^44KHV5Y8|Hii#$!{M~`4&n0n7RKxvtJ|^1
z5=}r-Hhm@X^5>qu6>O6octME9(4+utzJyNvsc$CBe=7NL6RgkciE(|hT?;v0*(vM~
zyL#kyKc(pJmlNt60Ua~gR2=q+6yq~jhC!L|BV{zWUi-k)!8G+q+q1@)+GlKMxV-UF
z2|HmlG}`OzcEiUbYx8J;DqSDi123huf}(M`b_seiys~evj-9(m5Oz;K?ySkj3^0V3
zMRBH(?T@4RbLX0FdJggi;97f*Bgw8BW9u_I(jR}5p+Ho+9U{ddf{T6X&eSXSOtpN&
z>jtpt^w)B96bd(2*%@-}z{2eOy3xf)m6nyw@;~?5<O+>7T%Q$YdyCDuI-~Zhwm<Y&
zr#OQeAMZUFe0%0R`3&jbZpSF026|yno|l`OXHBl#NEI!8_O5%|N^xP1rFS}|Xxl1}
zCS}AKGdwOI4?7x<;0TCV3QZ)Y4M}P{2{IO}N@LQ$J7oLIcf0B(2}AhWofS!_kDr@H
zpD5Vq-I35<GTUSXB*3t=F|_yU)kMOnQ`Ei;&&=7r&V$urbeJ5zKA5d1))+n#?Ls4i
zp<Z||vM_BBI{#vrb3ClQ&M%1zg(gjGU(cr@;NH$!ruYO$b?LjEc3&IR7hTv@yaWAE
zQitN*&ptYuJ*Sbosz?5)tmt?z1yX=9FSPgZ#x2~Ju2UE`dDUIrsrl{&ozYI;lwkir
z34ywT!xpa8XTW7{;Cb*S^Vv$WU$@J2`7#%EV~>`yLQM8?Th5JkhZ#=0KlAYK!*mNr
zASd%&4d?wTn{%XA&pg4SCz74uZ$8Mbl^3iPeiSyPj#Zd*%*%R>s+r}QA%f3cw);7C
z$9R{0N7q!TK1$&P)v$mhm<)_zkCyIS9i)g2iI`IA-^~SP#YocIhxT^6QWl|~NIS{t
zbIOnG4^hQ1LQC-NNYd*3Mf&Raa>Ddv?JLIbGW=AkCxa2rn)WYuXg(o4EYb4<=;~G(
zG0I!m7zF;pBA7#oEt`?@`>)(NT*NiM^T<>b&TG7c+?4$HCf`uZ$o_Yvo|jOf)-&`S
z-z>BWNIW_HJ|yu?Fxer&JpnB41<&xMsOb^e(!+E4k-CmKD=+FY=>Aitq1lIL;tLJ1
zNb+52p$v609rLV*u*^;2r{e<S-V9lV$!`j{ey(!&5D*?+5w53O+F)(ED*gW87@`M#
zDI4PRW@0z|4-@T}VOX)xGU>W5U1U)W8;ZvY4NB!@I1(Zz=RqY9pq{rBrRfV?<|!rd
zQzKVf`6TXR^ItFU0LT@=L+gejRVguXK+)=0U=al7^^+FD(Jff&zId-}Q2MjQ?W0@o
zF|QV$ORC0HLw2mA<#Hkm2}9BT^cx6Jo}sMnk)flNJ|wSdxVi6{q}#0lXMn&`%liE%
z7>`fXqxTPRkN`T|F;S5dT+%aso$VY(&f4$FK$V5=S}r50D8A%^OJ+In@IgtgqImRs
z5Nq$rDr$SLx}y_@>-ck`M8KV|*y?BCNHvvSuXH^)2JSkAWXkBz`ZQFU9?oU?Jq2)?
z8in2fr7ODgE(I&0JgoU@L$dFm7loGbC)00m=Zn#c+-@Fs?5|_T411CRZsYY_VIIKC
zXp$kRR-B_*>@Js+pamrFNG4cSL%}*b?b2n+j{v;k(SsAwtR48EGUKPn%_On>ZbfhJ
z=y>Ly_g`Soes+yvh<Gq)Eh2ARtVybs!SKFJ$L#%{%AKF)?$6t&x6d76vp&LXevZH7
zkj{5LdUH|ma*^B{$7hy9Kz+rF^2U_Y?<T#7m}@dmHzSM;&Alw<MQzt$&c^R6BB_}w
z;j@x8>|h)qXMe0xbs+C!sBecii4eq28{H0*g3Sob1E=*1r!Gr}@*Mh&+`Ar5zv;m9
z=*3HjR!VhK!x1uxH*+oZn|a1iya7|vIImOoI+>IGmM5)jx6S5v{23l@1nCyQK&pQh
z&-r<?DUG=Ur>d(z_DR=J&_WwRERXR>!{No&bGeGkEI<aWX!S9Z65wY_kH5nPS9C#K
zLILHGc`f-+f<P=4l)G=&4syCbh~f_Q6COK(+&;sPt2M5DIP5h{(5KTV(pdw$0~n5f
zIC2uAL)X~gtf{x9&0(m1x=9SQ*Em|6Bv9n|_Pk^6$04ODDZF?ji0S&EClTo6mywe=
zAA-xJRHSO*p0+a!_v+7+d6Se1?@lHQry44m$4ePbyRJ&gqv@rre6ws|b)p<J!Xt<j
zzdKz{cWWoSGg@mQ2r1dr)xfmo&P;V=X42!6ewGmQgZm2=h0-?LhRN*vcxqPqSf9r4
zZ$0vbKiUs?gp%F<(I=grfV3<pMux`I7$ae{2Sv~66as>QU1;A(fb&HR`xp<bEOFkM
z*<;JkC$y?==@)iUms)q;N=k0Si5D&;iUk5&dHgQs*+MOI13d=>-bKRthQjnAXajbg
zj}Pj~R}WNAl?id3NH&;E8umemcaK8_3ynYqOQ*$*7aCxcYnT6Mxr2p4+u;4TnO!E|
zvb?s99AWxGd9$aRANzPVr#H}vV(Bs4ZXYk)3UI9&rG<IT-M{>jy`0}{5*&a;IS-4j
zNUoDm;L7if3-tZ($j8ZL;gf6Ty+3su!ioC<<6un>&sR4CeH9#susT=sqBGu@=aiQG
zPR@a}F;0PRmCCUPil~EZ%=d|!_yM3@%_r4z591EPrb5HCWRD?PM+ymDMCyck@;40?
zvf-t4GbM5^%;wSRXULdT3MCHn_p4AL3Ebpd-sotVFAsES4JcM%-h8WmgxGKF9!9e&
zB(9=v#ee5vm+nLSh}*<Ce4>52U+<UB2#i32!~N%bY#_8OK84BEE*Ee*U{^}E4GqM*
z`{_asd6u`Kz1-W|#=|hhR0eN>1`%ct+&U_l_}qw;xIs~)vWT{YCI_c_QIO%W{1*&w
z*xvCWFYTh3zkoe=U8^*R1@Cx%R^6m>iuXtYKlsjNUZ%?AN{A#PD;*>sYECh_cgD;e
zXA+^9qHgx@OkX2wZAq|F`THMPf?`QZwPGxe9E*`OP0b?wGhg9e@M-|R_@}SKA^4p;
zdioNT1pjF1@6Q-HfuaQG&x6{j=j+pUyi*p*{eRn}tU1O2T}qSsZ4$vvc^X-k_(lQj
z>>2IYyByt5V{k*Bpq#r4Zvz=af(5>GX@F?TQn2;1$Ek-e6e+o7X*)Xhja&<O{Jod^
z>r2iP#AKct7YL)~pk;<<L+<DF>Z;r2!d@qBNnf%Y{|=OfICr$d8wytr=UjP_<mu_^
z)gEd><gOcr`<?v)_wlu?KLuedDCJBk+gAZB6yF0j+MMgNK+EucV~7&UJs3~5K~}s;
z#G7iz`fj^Es7Aw~Zs$JfcO-s#Gkrk^|LAL<Nj&h;82R3HGoSfOa<w62D%pb$9@I_!
zoy*R`riqu+JNhJ{`Nw)O(*Bkt#sNCx+w%*$*~sQ^(8A{ZvoQsDee!FxjG?ed_fvQE
z#sEqdJwTmw1sqlNSv$rOa*>f`@pCvV;~CmNOudJq&>9G<%(i{!R6N_B=4Q-ZW-9|*
zguV_W(cm}%M$=PJUx$@qm|CJR^*UNx9Z~5QO~F)3bFvA%YLDXK$?zsC$<wsI?Jt(8
zKJi_68J*5l6vC<HxCd38K&g}t_muJQw*E;K<wgC~XSxrwak2ZLk0{gYa+c?c;`tL!
z*xhcMN0+feMW~c9bBdERBrkOR;G;zkR__ukQWEAv!;X~Xb@U;k1$sr@teE=eS$1tS
z2d~c~1Q8&*2=KdWdiT9wM`3)%*TOopN^UqNsgdM}nH$SS<av~|4d3At1$LXZD0pA<
z0>RflC#z=C-lkz?kHhIFn(7mc)*pInAMpmi!Li{dvV$=$95TNuif8oE6iVt<nuDUw
zB~zcsQoq(1N_V}vZPm4=!4|2+Q*DX3nE|(NHP-0_p^+i5bRi2*Fht+N>+TEoXRbb^
zd|U>21j_ecOuOtGmY&-B!Cm`g=XdL%k_;qZzsGfmKJSCqOjq>P!h@BzQ4@TA62IAB
zZ@_{7eXZM#n$Cbb=y6TG%JLju&fPe~Ph_ch2D`i%xMcdaYzQwv67TvMsiWZ?IOeb=
zpXj_j)oEd3H(OcoK{;#I^v6fQVXi|f6q8jSZw9N-Ar!@b$8`xwpl<dIC#>G_79`95
z)@XUKj_PS!pww^L6)IQ9#3${kPCk7N!gN-SPVydIWOmm_d>8->uk=3ApNeo<Zlqgx
z8H8HvbjFpwFzQ?cK7!oaVEwywYnH#*gXcXS>|_6!N5($DS;6m;!=TmUD?4fX7r);U
z`eEs8tLUno58<-K3}n6U%dN~F45mnaAXv@Fk~JT<_z+$g`-|AluKlX+<9+4|#XYg{
z(BFqo)-|J@EO?eCd?2mdx6?OM&jk{Ot^L73e!E-^bOG=LQU?g>q!@MzSew@D@YuI}
zu4AZ#2UqyhL29k$OHxRKtOIj2K&!p_>14!=$6A~$!+^@hPFG(ZoG2(SEuFy+@cJ7(
zbaC{)g}Cv0;M>w7@szx1o$!r~@8yUiLewSfT|%{gZ(ncu|H>h^aB+gYj<J{o_r+;$
zvuZcr7O{};mUj7_>P!glc>6}z{sC!~y9o=J<T_h#(0%I4GtYZ?{OEX{$Rh$W6->r-
z_fug2FP;+=*^IouE#I=Z;VCQ$?cBHE5IM7VrRu4UMQS85*&<#dR~_NyHO2##c(nbj
zW||=Cp)JgoZhcO#yK0WiBt?FGY4US8EEKdOJKlU<htMY(gJUWdn0|vhlBi7f08NZs
zFa6|4rG*Wlg%eu9e`FLo=R%(GZHhcT<o2nNLTy*>TS*pdF=*vF7VYrRJRWZ-#7=l>
z5yR~h2duZ_HNJ*}F#r}SATx!OH7h|i6;5<22~PMj|2z=2tSR$>1woZ3xA=Lb77X>s
z?rM&pc*7IyuKT|^FE=qGg*o#MI9W=@&TPx_MmjxuWxsz_+X9%W{vJ*Ops6K6Zyo>i
zqa_bj8h?`b{za3Mm{oWcBNiicRbZOKc;ubD$<DZsWwG$Z7rOH557g9s1rBCG-pJN|
z`e%86q@H#rNm0$`zog_pa{0VQ&f6+d4>}hZ55?W_RuoGJ^(*%Xy=z5FH?VLUK1m@=
z@Ok|*<%J&c+NbqbdUoIJ1fX1(i)pyc;I~})BIo$Vs?_sN#p|p&cZE5_8V+0XM07Ot
zDo>KP8<LWPT)JZh5~Q^s)W>yxk}KuK>26NR)`G8rufT$T{#<GHKPj}N*Zia5xW=@G
z9sd0V?7#~(v#!~BkT{XPBD-1Ziic4+H_;%;{db`-QET}_2q&gO2@OAi$ZM=rKPl_n
z*YSmdD%Gwx(Lw2qB>)f!8h#b&wwEW>Pe=#<Lz~7PkPZ9&RL|@bu5=d13Nl1P7TMp^
zI_o&C*bQ=VBSH%Xy0@imFN+I^z)2p_4K<#~TDqZ-mpqAT_1HTx$1G*y3gH5!D5_#z
zl2*+;$wBrB#A&w$teQagjWa;PeKa@<wmBgGM}?sQP-D58tKFILmep=Jk-ydTR<psa
zwo-PzrERd0rR8tm>5W9!g!&A9wc*;01GK(fY{hu55lX+_9sH!TFgwEsIw$8)lQWs*
z6blk!<aV0OI4qptw?hW=2F+_Lhy;Bf9YLoV#j(GLm~GG|t1(pdhNn;i(iL9Uqu@&Z
zO|N!elm$<p`->SNztwd(S<LEu5g~TZ1>i6N8dMw|P+ad2O4T@tD6J`z)5<L{u0AB?
z);O3qqH3kgCA)44Ta$@I>4r{Ua9lVx548`-4Rg7EMc&m|V^bgGn)&n$MmxL@KzrQN
z2ZNi|)jzyL)#uH*q|?3mJ<?g-UxaGEcP!(cCC}y*u*RaEN_Ijd50KiAekYNf@~!vF
zH$sO`cqW+757X1cWEu<A*tpgIkN|;(;ukWr7iAH;t;OO{e&2{+X++_r>vDhtrVJ0J
z$HP(VqstA_P|-W+>rJ=Rs8LG)XV;WoQDjD>P{K)Cc6NIBO!1rC@!;q+8EW8k2t8&{
zH|7Lu0vSNe{lWWwtzF7wk6jieA4I-pS3oftgEn%Jy84B43aw&<j@+z+&l6H&tl}^C
zTn<lC^^Z35!6YVwhq&+gtoEnOSzqUCx{!6fi+^tEzS*4Sa-0iADjPO_GDZ1;z0@2_
zZ`JI+H71eP(H_8oJ*4=6uGgcR5zqDeNAEYz1_xm2^EfNN5YcQc?WNYc_REx~WS?sh
z7kujV_|CDjfkV)N%L*0P=eC1Sv{mq7O+%I{Df)55m8diT_T4h0EXPZk&ohoOK8hN0
zEh?Cey}lv`+KGO?7FqV>Uz&^+Vf$PHJT>+&qoq8E*IMtTbGg-2HC7(3-*0eX$)e$a
zd1rJ1)?*?BC|z}%?SU!=W-jPf|F)#?6fSel0@FEQ5;s-6K-cl(6+94-j9>WR>nuLJ
zGW0P_XNgsl+14JM$`tO{Rp`Cn!}AWo8%O-5H?q<XtI8Xc1!2qT4WPWJr1Tw0r!jmp
zvZS0)pwy3`!>!}miH4}4`+NUWRF@tX^Aqjh$pu05=ZDOeF0c4>=7POyJ}j?^L4~W(
zXpu&0_@Xr#I?>^n+@9EO059VNc8DpmJQj$p2@<e*`}7BvLh8PLcK!`_BU!-s_a7e$
znltI*v0?08lBe%E%(CJJVM0!MqLzDdrocdPQ7Lt(EYWBEvftNvKY5zaKRRdD^>my7
zpFC!@y84(3jx4ggX0>U!eHZLWTdG~lcDqHGD1l+G&0@8X5Y%+g;g@I5WFT^EA7<&{
z^9bN1iE69?^@+#%kMgl3Rd+J4j`eCX1DXyJ*+%Z-;YCUd$mopdRo!^cybpo6|0U*h
zGRtnC)~^8hP&v1b|6c9kNlPXcIE28{NwzMqsm4)!`VJBKhZ)vu7RKvEIKfxCdS%|z
z4BJC+2htc8m*3lugS^;6!!{At=Ob|wQ=YF6(Ck+vD@q@cL*ajJ<gWLmhoIF<yC$-V
znr<OG-R*Ismi#=1toc_Y;GrMw(%<d!9(`$g_NXkL-skl?2&4CAPar#n;CJ-M+VRxC
zF9W&PkCB7N&G8s|hJ3g{O<hXnD~2~5gtwmTy;`LksFIC$Xl;>`lfox+r|XT`+}_G1
z=H5ks8~Oqm*Wu5$b}DP!(fdGUtY~9g=PzO1=;9}YqP&}V9K!nzBR|tuisJ}T{+g8X
z4GqlO!=;wK{E>|HNp1|-1(~VAzApRtl|bbQ9mKN!bR_^tWHJuzq}@^uYr>JegOg!Y
zclatz#yNk(WABUI+-Gx}+`g7b{9rNWMqBBs?wc(1@4?c}HFW)B!B!!P-$h%())ZBf
z;{83|7-5NCtZ{n5$M#v)yY4aAV>wl=z$T1?-mz&UxM=8XxTq5^)O^di@An~0%N+vm
zG09by0azSGIZo9#N-gD{2KtsifBPuVp?adJi62580S>@Mk!_oHyHT(f7B6hvviR+p
z)REZO4S#+Cu<|ncAHPS<lPD~}QNrzFo9F~%*yEWI%7ou0(!vVP=GeJVkoc0MByFI3
zM0xKKggaz=(8r5!AAe(IA5t+-X^RXM`Gau|<3cB=oxYJ5{vOi>JqobY1Zu<QN-;IL
zo=cG>^M2zhznpR9UdtYuV!(vs*I*Hsn4PZ{@CAQTm7wZp@LBO(+3kT*{7g)`#L^|N
z#iIUkF4{<sADYVTP5JwvH||AhAn6XD`RSgXXlm$ei=xHH`KPtiuMv!Q3JslRAN0W|
z^k)>|iY&oHTx)WM@2E!~zpTN0msQ<d<nUVwP;h?FaeBC<_gxF1z>9i6wcGC}T)gu6
zx7S+JX^=D9eV-tvkUak4pPrm52^z02(~0F5b6H^cWi=s$9H2+=QW9mA!x4ppVFPFi
zJ+Y}bn2;{V;ai?xYi2=`Xn(pan9$fLl9su<?Kbnr<#RGwvU2>mE(wo<??2HC^<Knu
z(NLhwCv>Ox<XSKEiTmg~))sfTW7PAML6P>sUgcuu?HmNOFz$doU3S}*?6*7w$-CFe
zRX(zHC6Ry!_A%gsS%Tw-KM3oz1-F~U8CGtO-hrlh?)APpJ&T{C9UHjlbUB)6!v0=s
z_cX<(<beOkAD$5So=CooCaPfh0l73DCaG-h(yTu4S`0$aAaJ`-hw;fZIB<#bW}xFO
zJBp##qI6#minzeGI6bi_Kp!irKGr{Pm3KvN>G363FQhm)-n}k66F_QX<+m)tn0DD+
z*uxRdmOSPwoG8-2jGyOkLhr~>#F(&Yev|YB&hBYg&8IX$8xvhbYvq3uT|D__CU+es
zRzgyd?8OV_Jm~~ZKSRn@IG5<1zK#{-PhM@E0+zdiqi>UoK<oQ@7-q4A6hIE<NirU8
zBy1SuABD#=cFyUiT!00aWkbcJOsP+Q^#=dRy@cZWCaWv%PO4a6alNbePI=(3DfO{4
z@fizYTjYmxFf?QRJYnY1UE{Ai((XdST%d61^sUd}%)i)205pNWT@4?FoB@GU{HbL{
zVA~!)9$)09LZj(#e!@S%$0SNl7H9_-TPAZOVfi6Nbgm%%gv)8XH~KU1r^S6BD683v
z^ii#Hzz#w#@Tx=&)Hpr%_n_UeYSwFfWFVMzVD%l`!4?q*)D+s&e<HmG8GFMVfB!pG
zV%WDyO7$TA-crwN%?lF%bAjuMyIwxG;wW5|U~G@FsGVWu!9GSo=rf6O{w!^$cBF9R
zxx{c{r;D{bkN8b|ao)^U{<t_@1FSYV^?iPf$w$W1;dON{)+l*#!484>y?Y#{aKA<Y
zedBLNA%pQPK3DYXr5*S+FyG??63ZT?L#>o^UzGE?BKs-v0)WS6B01CxuIX1$)K$KI
zU*@G}geqw-P>LoOSbSB_n{w&wuwuOZ@!TDMEt)<G*_^|H@w4y3e(cNX`}+(GyC8~B
z7WzjZUYNd01)LZpP)=xn5pWhi?atfog*tYoiW9G#!Js;WOS8FV_}sajbh%H&;8r)S
zBm3pxvlGH|Xz6k)Q-|=eW!dl>Bq2-}0g)EYBO_#S{Y=OWjM~Y$1X_s!M>9-KRcK61
z&lUKfIeb4bjsX}~eWD*luzPU(<0kt92J0G$_Lffeh}j0yV>?^M2S4DeF?YYR&f`$O
z#@72VMh$jOkbIFZp(Fbm14Y~VF&7}oz%g}*{YA>9`#q@(C@Y!P9*W<)1U-~}dGM%=
zmP3bvl9lxPc;@4rdOPN0PD1HFaZr=`6XtAo9CAv9bwa&B*$9k0b{#6u(LozorLsvX
z1e?A+C_Xgaq|qor)?8^chTNFkKqd?%^S-FYw+L4kJfI{)=*;m9kq<uJFw<{kI9?+e
zhIWyn9RN|+b}w37zVGV@hw7hcfDY7j84^#bZzE8r;}wd=@h)Pb>~xu_^Ctw}(7f%B
zNS+MGk?+2bMj|0u?HH4@F@N7~cUVv9-cFxTKJXVpn+9MInhIQTyyCa;1q8z6$R1><
zUo?sW1D_g9*Q}y0hAAfdhxUXT|D(gIzl{KV{mg?iYsRRZV9Rrge9^3KfVr1t2#$Nr
z!0G5a<3i`9b^GzB<aKfOhXIN9sO97Z6Nz*0)1}}W->df)wpA5Z-Jmd5MB3Ot77^wq
z`g)j{c<lpR08SyGP52gS=PwqfYjx!ftuK|oKEjL=w}*for#J3v>wJPU;24)X%im8V
z|BJk3!G;7KWLRy_KxFZBFvPzSM-|^{i+$?HksA-MKjiHf3BI%KSos^on$OBp7d*G0
z)Hm3_rG?ka-OWED4h&A7m}I{-Z#Ov=mG>$q`uSzEuh@xBw|yh}GnvDBNg}1<mS41V
z+3ExGh%tfoNin|+*igvwy}9u^ME<sY1=Yz%!_Qpy81~)Qu_5brL7YI)mgDw~DQK>A
z@3=$+_)|IuSp2Mh&t7K@g-fZs`+<L}lKi8`k3?2ls^RuC#CURp57{tgtavq?@f|v+
z(%8M?%L?%9&eGTg#j;TX)>0qsh+)qai0h#r<<|t_&ah-|==f+%UU`h(?@LlUT$HCd
zcbMQwd!nH44p<!|hR0!EIr`7&71riQsDEA|WVf^($+Ph}q{>y~#vIq<%qHF{q&C8d
zqfy1Rd+i%wogvI@lZv3jiSe_B8`9j@Q?e2PGVZS3+M`wfSk5XrE9sjD6zbKzyony0
zwfmeFc|IO2UAPVLH!xCUWAq<(&YD68!W>1>$6r1Q3b%G)e0pP`cMjtSGJ;H}<k#Qp
z1Qg8s$E0dYqgf8Xb#V^?Kyg@i%FL<C<#a7Z=-VVby3Uhzq?tp*M21{eI+>`v+^C4K
z2Om^eO1cLNn*+upZz3A^d^B)@6v{0N8i|y_JMn??P^G-^R{}pE750<<6Bq&1v^bDy
z&{eO_aA5lXswK*0c`WuzckVxyrTPA6T#d`;kubr(^$k-S7a&KxsK0}I<3)L#BoYy_
zNF^uVbfPBGPSTw_H)9=KM(@aM$)k3D($CZ%lL$A9+cWwz&zYe*NiS&>V&h5nZ60M8
z9OyOL(J0e19TcAV21mV$_(JOakw$AP?>>l2Lma-AS9M%NVKh82Su8&MUF+TlG(i6J
zG1DSrIHs7C@=NNShj#<j2aYTck*{Q=`wC?N$30`BGtsFgeLbzma_BJ++j-|0kpmvV
zaCCfy^>2A#hI2nl)W&?N1sfjhcm2;Dd`G$X1DBaFM#!Pkoj8<)*@}ZoJ;S`?%fH8h
zG^Cnq5ic&bFS&cvH>Q59yVIjvpXpZkr!k`s)Af4oI=C?1GGA2PbFY6XHdBH2g>;N0
zu_AXqLWv0Dt7Htw{!8i=*fBNjV`k63?!1hHOtL<hHDy6>o?PBIlcWhY54#2my_lO@
z{lPyedq$9S6G}74ot=}nklR(IeDj8^K)Knz*8omBe2>bJtL7JXgo;JnAMKmHL(}79
zwo)kuXherKq8ZH<V6a3Z*7^V>K7WS8b+TN5URp@ES}u<d4n}Z0HQnKJ9<JhOyR#bN
z70vf}51Nr|ykI0<IIPRj3HhBP6vutxOV8TZVv<Q=gLz&^Vno~Ey~PIXLV(zV_JeV(
zks2vyJ0nYu)1Pj3k~y(_nQSJ<kvG3+NsZzT2>De~&{z);efHPCW={pV!xOC{JH)TX
z_LT10+<cI`bHM+oc4lt<+|wDE;MQbX4do?Aiby1wZ2OL1qon^w)OD??s)X5B0tA6e
zkR*~#;2jxJL?rX{v#R%*neXd!cDI5OimE@XK$F0lJOQ0ja9MKCVaUcAf>bn5q<v7T
zO>ZCYXHhs|K~@|>N`Xw$+eCv3`{@UG0@&L1EPr=N3xNY9&~kg{_M&5K9!N_Y^W;zD
z;Z3K`8|n0mUs0?T(tR<e!4p&Yd9GSim*+8gKR2BKa_nNvvYmtp_tjq}(8nIkaaF4{
zPx~QvyI~OJnupbzU^k!90w)_X9N~N6n|F%XFP@JSN}ROw#Umn{bLOSvt~gGVeLxRT
zIt07qk9FYpVf;D|N9J2ye^;}1LNfo;%<epyu5nV$odV$jB-zJqg@)$>5$ni4pR2^d
zW)g+Ux((Uh^$_2?0qN+iJ>>kOhntkML7Q0s@M0Z+d!bJ^YcND|YcJPVY_kNsPbx8`
zbiDQ^2gjH%-8ctM6&|}7*Hjjx@DY{#<8ynV#T<t>>SVO`UBFxT<{<|v{&dnV-pz0P
zRjjn*U6Bgr^|_01all4Ghd_6HKv!rslvI_vPcl^PSxoeC=gXRZAy3>pfqnvjM{N1a
z4p-E4Pa^ou(Hy*#Uxu17O^(EQ2H?5rMld@ak?xSmiVvqh*Sg$mjk-u5ZnPkBjaU1a
zUqvVx5ooU5S<zFz7Is9Zmramev(`Fb8~*mb$5(kaAg;6+*Y^>%;QZG(=l5ZY#;}Av
z&q(b~9uVS-3YL6%HqoJh+#E|XV)g03sOey&s0Tx#;#+W!<(C7yT*;RcH1)lu2z$#F
zpgJR_E&?F!J8;Kp^ZL~Io#A$X&wwHp%sjzAzkaXq^|qihgc$qfAzvWX8U6ScEXbf-
z<tSwb2=&Wk>iN6~V-7YvuP-K*cllvi^8-^x$2y|=42U+i$uGD2pL*PHDZbTAzWnon
zbFO^O^T{628q)U_4}*C9^j;gqed61MNUgdRqD0#B=sxyX_)}2UoSuJ>T=7!gVSki*
z?Tv2hVt}fuGw?ly#H1sWKEzYlzRA4I6t+Kwe7q(u`*A9=JV3i!`$Hki-Ex7o?|{#{
z{~&#K-`6LWc5CZWk3AZ`sq?wYOkTHcUaxy|k#AqA8jGCccDWllk<1viLiXm_0AG;r
z9+T4m`mvBT!>29fn?-O_5MV23Xi{{%$`hs{tx+0%;jPPN=FI)RTWug$SK>%LB8t=(
z<CG~z=QN#)$j{QhR!9Zs9K~fnmSTJ|r4FhvhM)l-rR7IexL8`f^r5Q+Cgk4dYxD}O
z_|^*fpSKdCnixuJB<8uWQNZT$Ajs7DW`RGazuEDSMknjgU+m9O6QRT#e*RKP6-YK4
zh_rVgEHPx+)JpuEZFA=^%;^dyO+mMo&;HB@rx3*H_}ST4C?X6A-(?5?r8V4pYp!2O
zQbf-1RG1Bn*X_X`8$<!au&$Tp%Dgt=uj_G`-+g%35I(4#TeYa;iqrA&DZl8k31>jM
z#Zn6fi|K%uzj}hWf5LwglckI)^4eQJ^vj>V{bt0GBM1P^`vCxcrt?c{oJqu**y9iE
zA%0~d*@%JMwyJHQgU{tlmDl*Wxu`P8WEm>H2q~LG^^^BItxUN_GvQ!HF%%?N7&H+N
zH(13%Tx5<h7k@4F<Tj_U;K1k~n0x9RlFYDrfED(s{Y0`oLh@t&7TGmRk7m^iC;@SM
z^XKvd4Nf3XdP%FZkSEo)CzJD;@M56+RZsB&{k*YrTuSd}_(`pDZkUcJ9`eX@oyUQV
ztDE3vO~c*grv@K+$3L%^FJ{Z3rFCZnDmWH*!3a$nTqDC{t7-0-3M!e1D@??KFJ0sx
zEmGLfvM-i27tgwloGT!*=RJK!%xm|lR9zOUnLHs+fA%R8OqxLDWH-y)=6L5BXc^oV
zJL``hsXh5`oiFH^W3Qp|=N;{&(=!MCUZw(|c+oi;PO%duY81$#d=KD_xl5)Hq|mov
zJ0SornH6~4@aK=-R!3{w2h2&0q%TW%tiyd^=j@J^IPMPI_h6HUSLU=IsnC<V=0n%l
zqQ9pO>pCD3r0Aea&a%^b6X^O(e_w$xX*_3rALuV;!soP2FF4*%TUuYbNxWK4{>z^?
zh%e6CYhD1Z?xhF9%N&k=&!|?Wb{3SJxgu72X(ZnND7qHjxg30tAw2T2{4GB@k9%7?
zpY}#V44zhMG!FvcsJJJVC(S;kX6$=?(hLpy7=~xZ&_Nx+tXLlv{ip*9&CUq^jAShX
z>$l>x{rgdSE$!d8j1?!!n;T*{q!9*Hs9aiBh{S4m(Z-Pi3}IFdAcRjc7jpUg0G*qL
z8dOFL_TzB4eyz&!pY`^KxCP{@KccqfIp+=hGw394ytsm`-TLjTnE~M|Ud^#PJr(;c
zxoqwXb)FqlHCkl&q5%!TI#?|;`HQ55GU_N5|D>z*>;}~?23#cSI%+Yuzb2_TZCmX9
zGO~P>RPMKNk=;M6n{_=4Dg1S{eLD_jl-!p*jSwZ#gY8D?&s`6-n|^^VcpewEPQJS~
z|7+1AgfA}P<Y6ub0CLS#+9v2ES)LG?M)8)GR`LFmFk3YQ1M8CmPqfuwDdN1H(ZJFp
zx8lv(r@V4m3}jNe6(JQS>-W8*mV_knS}NY3fB3$cJ?Di!#QiGp$Jy3jU&94~ChbjB
z5;wSS;r>xq`zxO>VXwcRaANviiy!bvjb80VOd5Mb?6)g~`EEg~7qvN{C@I7B_?Vyc
zQ;HZ_w&0xJkwqkGQMmrVVvc`-9eCJ!o#S(myB>$`%kUgF<(lnwSPSn3zM7B5Au`zK
zZNaVulq2xIr=H^)DVW`=fx*mo={*NFX3F<>;WY*pwJ1_YS9F4js-D)Tm!{%l^st}C
z4fFuceSXs~I=s-D*$ZVO_!af)cTW?>4#AP(`PRDo*26W^4NWCIg%V277rkRbx9+J3
zpNoKnStd7QOpC4mC=iEQAZcuauQ&XMw7_>>U(2!H={6<~Kg`b&vWnmp=xiH8=rn(K
zdx1FvCG$P0Ez)N$sQCTwL0jmw8$76(Zdc8#H6Ks9$%fB(W43@S_&zVamgnwXlA^E9
zqj(*&zJ!n<(VxY;@vdo6AS$~3m9w$E!FbW-dcw%8r?J2b_nZG*v5IRp(@o*qzS~k}
z;7=ERT6p`bU2i};<b^*%o#?AMZ1v-;pZTi%FER$ry5_>v#ZjJ{tC62S@IWWm9f}N8
zu7H=BGd5u)X-s8A?f8qT<y432%_a@?17wqiI|43V(ZoX!o+ru`=?Kit-ME3S^c*RF
zhxHqX@y}Fs;DJlW0yM;*C&UiA2#?kM?Ks(vs6D0+;J_i*hSlUG!SB;8<X=n5gqSF0
zpB(63%*Ytb0!27HM>)ZSwR43v>A;9E!5XxnY{Wb#Y`TlpX==>x9-=FNAL*8ZtAvp%
zH!!B?pYB@+*3^Q|p-pBb$e7T|FiQ<k7%1`7vG6S8Hi<7k(ReToo&U}{9zQM53pSlh
z`;2Iyxmmb)px~o$(0|_WT_YoK!Mu)?KwFj|i27IyEOhsG(IBFLs?56GiIRvJfrb6T
z?xiEYSzk9zeO}#MBfDuO!zYdPI6n}7lp?MXJSFmRspGwReQjiuKex@x@f&;Obi!%}
z;BD*P{o@XnqJN<{UdDDCcM3lzvp7cKVOsG*sR%pBP%_^qT+)|>yMOn`k7koN7(c=*
zVecQ<x?++VS;0^6d~5GC;t}yH6_jmWmq!W|9ooB-mIrzjXZz`XYn>?D@hXJH25`vP
zHs^F@y=(x@Q8hnZKTb<~k@GvCk~1adGG$o)G^<_gw+$R5j&zU4Bwr^DHIrc5n(~<3
za8WLTp6(%{-nBs(w1gk2Da!#6F>-gmBSI-Bf--dM_?APl^>IB(EnHLC)18H;kK2?G
z1cJ&lS6b1I7qGT4X2fzinM6<h6y+c(wSTD>z`LzXV+6UE3*IztsO}xA1yyeh9UY3X
zah}i6l`2V?e7}tnb90~{t-<7lsV_7Aw@S|Dz8<zstR?n_F8?b|J~HcGLG9jUEfnlV
z^s^KdqD&TaX0`9dmyEl)O?N&C8WFRH+d&SCt}vtG>^d=w!-B_eRn9%a=SuBqGPN7R
z%P4f7$26sB3FlAm7L)Ydqj6xzVVr1T0YcP+e;LEKuPJLDXU`<n6FG1Y@5=oc&Z;-K
zd%1lE7T1i~L8US^`14i2A^y;$P7*+1md3*7VrghU@tsb3->ThDB3-NxeHSO?wv7S=
zm~WNi)P(UwN$mFXb}AG_{tvSZttEV|{0E>UpIe;(^NcRlxqqWFG9GK``@C6JZEAlL
zuls!NNxO!qjNzYTf0@Z+nM#gf85ws={D<c!an)RvnK^;0sj?r3KQ>3WD;_nQ&a=s)
z3VLOLNa{}<7|$27Dnjl_$U!2zPtUM9!30Uv*)3-~_@$0qM^$Gpb6=+pb{@_T20xd}
z<jo53?YkRwynli0Z}=kkuIksaH-9X-_vvUJZ1D%Q3Tu0E!x{pb?(6!iec$uAC9!u(
zb3gbOXrQcD9Dq@h`FAv-)Wdw$y9EQo2g5(t3Uaqc3;4J9>FY}gi3Npu!9AAUc@xc=
zmlje_5msh=p9Hk~y0DB-s(Ajs_Hyb%P+WRS@TI~w`vZvL_RPEJ%GQ#K$BR7tXvo|;
zsDrvo2|M4Hvu4nT-ro*AW|*0Ue(U)uM=azwycMq4B%_8k@3&Ga7WD!#_vq*K_zcm9
z{#+U55{)1<gAaQcA^YE6KD$XMKjKSA?vDCy4dceO=}>5e^$?$)92$dI<^))kK|e%W
zcPI~N?3&KI=m1>e^m`8u{^j-S?G3x*9UdmulFq{Y_F*4Dz|}fDL4O`pL~{dqxzdh%
z0cD2l@u`QY$V+rRCJGR}n}tykeChDB2E}fGE=NG&aDb3}9L3253RWI|%6UJao%`H-
z4>F?AA2Lc<z}ewxVBhq8Ea^<HFoI#K5J0NG<Z$SWzYobNOjZxMJ^N-${pnNa1jv30
zpjSfm2Nw8PvT^|6kxI&h;q1+)hmHCY&uM;<CcV2|D_<kL{MeOJLb?le8iQMdm+H@Z
zM^h@9&{`Y3Bhp5^EFvG2e8`_8(>Xsi{e1L$X3Nss%75tFN!37AULM2Y4|HyhrUfPY
zHx2oKL^Sht3358GiYu~zz)I|x%kI?Hp$q?e2+$e@BZJpy%Ikg?{f*YuH&lQFF6uRd
za<B`}5u6E->8{T1gv`YssE@O|Y~51W2s-D(TgFW?Jf;qhZg@LYoC=M-3)j6N5b%b*
z+c4Jq+`Lq~=#-E_abp%Ti<efs3ZytQyp}PmlSe2dCo()^ZRivg`h@k9xg6$1PQ2{*
z2eSMHRb0Hf)7dPp;y^|3TQJS0`g`rHo~9op*hH2D(%XT4XK$39k7DN<(eyKR?eW|M
z^W_y`XaV(eQ}eyZW*hQIjZ%}qYsx>&oAG*(Np?4@@d_K5fNLJf1tEZh^VZO#K3-2_
z_4vYeeZOyi>Ri}EPeyPx>jEK8w`3KG2B|dE<y4YtPuR`F$A3LEvO>6E<3L|o0FDTv
zya$bg_RSMnN!$H?HK(=EdCt1WSg4@>RepNZh3)jBe>=8tXD%*R=*Z6*I7h&poE$g&
zV}5Eo$hNr*6G<#I5wz2KOmIM?>V_ZTxzG0E3vfsy@E3vqMTgWguI74Cmz+ek8D&=C
z{7;n3eC?n-<3E)n-B68`2i&3@+-vyS!!p}uE27+>^~H{_C&LyZL6cv%iZH6lUGx9h
zJX}Fz=-Z1I(EAX2C~!mB|1l-qM>A<KtfQSi<n_#Z!gdaOO)%O75&Frm&EQxHFt22x
z=gcEIzp?W<9NBCsPu<4mWTh(Xxep<_px3$L;AU%K1wmHGx7;QF&6y)j#?=J{uSqUN
z4J#q|x>Tc-=)_uY8wR8DxraT@<5*sg7KGC92@>?w#pSVwzOmby)DbV`SeZqDCRZ`|
z8ue0^`+D7NnECt6IA=~UGM~>7;L|m0cE^r<N(O}$>cOpf$^@WLM^MFFvNrog!b$ti
zo%dM1Lo2M-?fF{YkdKm{*3iD4RYIV1ut2-skt46ao4uLJ8&%N9Gyl?jFD1_<sXt>h
zwWI?0G_1fM(s4MwbC*{XQQI?~f{tf?Qh&dO26V~G>XoIBgLPxSrFOiX#$SFpGS`BI
z;MxwQDYR5=O<20mHmsLwmEq>D@9%+igK=|dKwe%Ms`t7$2>ayq2#Zly)K~EbyuvlY
zL=O(;uBwImiPGx`sL;z-YUt^Z)BYkKKC4H%^HL=ryZZ@tym$Vg4s^4jfEK@_Yt$8o
zjpRgfySMj>yc|c4q<50_I+q!#ZiM02$?_+4%R~W-ihr(x-*-WE4h&+Gr}vn($@ci~
zEi-m_eMu!0BgkAEAJZVM01+0R^P4Xn_0Y{b)xLUlpje6vsa^#wMzVKt@=babE+AjS
zE#h;^oSDP}o_;by(~Oel_8+E8QFTO?GD#fqvpqU*$EquIhX&??o4#^!&U(8mPokOC
z-jNsuI;41~TyL-vdqQ4<Pmw#!1>U*(97+Nubvbkwkles7Sh8nfr|zHH!Un<XAI&sU
zj8;sR-wAtfJe`<2HJs^5;WG_(&YxWNM4_P|$;Y;uXUwkB7E{}}(}VS0g2YIyL*$eP
zs*^k~*bSCthGJZv6_1K+b53A{c?-c;#k)B~rsE_fRT+|Knz-wbx4=GRlK$zxfobYl
zfJT4~fwCVd{lIZWVt&8NVai@)Ei`t}Frk{?65UnwOVY7$6F(iG5$Io;RN2p)OSFpQ
zX@D?_H`>(>OxxLRs}fMDf)~eo{s5*GN;<ETc-w&*Me?XkaKVSByyQrAlfTB)i!qCQ
zgwwBrrU-~XderYNenC~?hRu0YS2j3J6PDrWB2pg*04dB;-<SDI+;2uuI1q>oo;&LK
z%Gd@{rID1=>7Cp|2pLV)<uR4ZjuYEE4VQUHxR+-rww;GI3@=BPocBm{m1O@26e_fh
zm<y!df7jporUMZxn6@oY9}mt$&7iOKrQ|DI$gmJJABog3Qs9I=ht|h)6<#1j#-vS%
zK|?`)mgl76wx5nXbY4&$tZ_?sYyEsdC!_w-l#x)4EeEP{E%JE{g4m><4`TY6p;3NT
z&N&aHO!B>){W4#i+_~k#qdQ%F*t+k)xOvHW^qDWr7{Gx<HVO_zkV`ehID1G|Ulo~!
zeQoHdBvNd?Us0wZl_b$!^VwlHR1WV|Hru6O3c(}oDuNNB^7_Yfhp+IyP%4YDaK3N{
zeC4;Q%B`D*SAnNkQ*pJlL*7M(z3nBanOZy$n!{Oq+2u1R<g(dfa3f&1_+30G_XGks
zD`10N*CmeV({-asWSq_k9c*kt{{(a@TKHRl;fL66rR@Wxep|<gB7^w_+LC`meBpgK
z?K*T*qWOxL?N-3Yy}W!OaJ7dE0c$|KE~SBRhp#=ri|#x4RJ2&Z+0JL0Y2!*3LclrI
z-^@4CLf+SvOouuGDi%5wHxslS?H|0K^XM3nhlk(4Yt%sINHwso?v&D;q19*}YA;};
z_epW%3y4BTWlxLN)uwMt|90^xXyp3H-`r|)v0I3jT97u!AWxgZy6#>JZ0&Bh@lT^>
zR>Ge*{~0GGzHKFJQJ=7ur$^C3_9xr-mR#k!1G2IrxTf&%xD;urw)C&$g~_v;W@nJF
zmKZyL54!jc5<&|dB<x-9l6s*O9-uqa8U##I+k8w=eT^WtUNX%4lLx3=DifREt5VRL
zp;#aSBaGA(JyO;T`CL5R;lk<3t<?ju07uv`nQrdffL+}Hcd!CTfQrZwnhB?=T2m~D
z@5L|!D$s%UDJ$UZXdzbMjxw{Di}%WR)4n9F6;7Ts-Wke){f7zYWPK|^kWoA7;;FY#
z=C;R|WvA;-YH?nVo6{=DX`kJ0d3--DLl*t_=>*RbgJYUu!3-hW4TbvkPoRs^jUaP=
zGCwuFWTMwlUL1EH;}gah2-MEU*Y_D%ZC~UMpCx#op=$R?;ljr!yJ^fX+qFemx4<=U
zdlIOeFH~sZ@lL^=b_zuMo4Y4SgYx>x+$S1OE5?cj$4LN?%-q=UAnT3hJl#<$&@aZZ
z4S-4hz&nQ1;~^kv9e-T-+wL)Ht(cUn%fH$siN104x?6u{+k)z_NY(vfpP{*=Soxrl
zaWKf3sN~~MNzy1c)tP)R+?<DvG|@-|fBTMH*d_{jZMzoTTnxdj0I1d(40H)F=gS3@
zq_M^dOl(Z{336M^js5+g|L3e%iQmB}rF&l;(*M!yr{(K>b0S@3vN-zT#-%ZA$0!`^
zF1>$5fd~FJy;Vav9T6hQTd;ooEe@)2aM8CeEbl?EmlMwF@F0r`2V00A-G>i2)0E+#
zW~b$KtV|ItB}p27#p@I0UwGq+xKDEb5#vB9>gOYEp%g!F8-0F;&=C7Ue<=$(Y*MP|
zJzei;SBNs1Q2zb++!(Zbg<y;17aUE1W~HmI&i%;=jO~v$(*%p1ECMeGk*8uk?pzs`
zBV=WzhM0>m3(aM7`RJCmX^&=m?S28G^-0_Zy4y1#L00PlA{46O7?XEhGaq%S33P4`
zL{D-lLgA2nBI+@r<dD_f&hb{<q$k`|h`tot3nt4_)~Y`5D)j{V3vUt-<}Mko@f6}e
z)UOQQenX`M0(H+|i$RH`vMMo$&^~={XOMr!z>1rh7Te*yqtSdu7B3tBc>6&DzX1|<
zp{gEfib5h;mVFH*kcTDZyY5gl<*cW9dt7ke2fW;6)^^hoOJ5`^wP@?P{hDw${7!L^
zC|efudnF$}7sO>6)61I|OR8pW=Dh!m^-Q;wQ4JACS0{MueD8_%V+tW9%P&~y^YAj1
z?r4&kiYhT@nmvCmx+ZfC$-nYn2o@lQ)I=J3Fh??~ISUF5)cSkF`%pk)n~i_fYr8pV
z#q|Mm8;Jjc?ec`SWH_O?3inf-fx?p^pw)jp`kdrqP>Rf?ToEjko?LbK<ae;=j-X=g
ziqV10ma*J+yO|~cS4%=1s1Z|ot)^@=g+@i~!ks8G#&f<(zZc3}yaudoMnXZSn#}22
zOuZY|VLRv4Ww~6P^71Bn-SM)Q+1*JI`k!3lSw_Mk!w|R)kDNDL$<qW*TpsWEc<CdP
z{!mGKVduD2oyiq8zo6fc?2~ldPHmbm1+`CC1HY$o?m<U#d+hUfBuuxEAVSHg%7NQ7
zAOT1Q5n#zt8<KH6-Vw*wDAZ^T+?wwc#AN4H%t;agDgN3toCd$@-XU=39exW*CJVd!
z5du%oDv?d-Rlsb|Fj|9IQzZsINx&Ap4K@1QrzK9IZT@%VLB|khjdO4Pt;&3jFa)wY
z+o3<6neFO?(ite7i?71Fk6dATCGa9Vry32zOUB#ZK_0o{Pu52KgMKb5sJlch8h)|M
z&MyY8iG1&e4OI5&0|<$o^($9i(6hM)>je%s!te2%`(9UUWxPDbzQH;JLmz2t12#5=
zG=5#$X1eC~dIWGqDm%&g1}uLB0R=jD+9jBmA5)$agz(TS=^*;KXO#Gy>ogg^@D?b^
zzbk5{dqta!-w#dXtHJOOrAa$z&_NAqX15Z#0~}gIZC%LvPY(DZ5U3k^K1*<gQi#+{
zvlqL;?IVsITD2JqVg+w$=I!a~pwHa${L+AZg6D`*$aJ~t_!LpBuF{3fWD`cWTxejM
zOSLEnGM7TJdWZu3)}G?;bW`xQ=+L{=<6)kx7~EaK2m*I!b(*bOl;>~jM2Hg<QHL;B
zg^UT<8~Ww+%Sj^#Jz8k6?#G(Na|zzziPUYv4+E1?9imY;WfY!YwpFPlGkaQQgg$If
z(0hw3;gX4@8>pcqrFpW%osJR*c)iM-H{@XQ2Qiud9Zrv7TW=OxN_7poMF@eQcUnPi
zL<W4*ht%5s<a6u`E{3F@(oRv)iw0HyZZHj;nyn14a)>1i8q0gPi|gWn^VPH>QvRN=
z>rwut`Z}sY@z)*3EJeRK6Nrc<fp>TUR|W`&lii&d!PG0U5(NrWcmbHpFRd(nphpc4
z8#RJDRIaerDj&<`%aaKYWhm%K;unQTTJ<jAqG-WS!7py3Y`?5zBiW3T07!gDjKT0C
zyZ%@WTndUzD0p*<^g9jjYS0yzNLM;>-)j`V^J+jfbv;*s%>Bl{dPV~Z0vzb;1B%ZW
z?$T0$iJl#MWA^TXh;C3^W@YX!a4x<b1gI+VyZm0jTNyCtu!7*a_~dQ^8hTKa@EDQ1
zX&t+Fe$vQ}8PHmNZHg}dNSEkhgJlxE$aM$fW?<G0374KFmLY6khzpMG6E$~C7X+VU
ze4dyV)CrebQ!qX(fC$svcF);+$fn81L)4BB1JG(^*BRt$fY$_sK}-V$WD|5sU2pJ=
zh=$09&qzHkC;twY-|78fYg<!sT2SwFyrL+}TM@IzzkaH52q3c7cLgFa_{z(q3}c>t
zUFWD{2*a%B(PMo7ca;@4IBJJO<quaMEoqwIEw#eh4R%51tb4i3Dj<uYycrs>fD1SA
zv_Av&QtVb1_Xc8F<(0NL2qyMxVPRkI2t9o0k;`w69a7;EY`RL_)ikF$3xYzo)#@Y!
z4ZqDn_0&Gbu+#X62aa4G;QsHY{Chw+oc(EqeRjQWIKb8}wiU~wKI(S^fz+#UAL!}&
z;v-I!=%WF2HQ)O~2ovT1>R`V&1&YWg1Nj=Ci}NTuBiosL!||5?znqWo3F<>eDqv<9
zKb$}Sc3RXLS}z5ra2ztij%)Rp+EacC<^J%Jf1u>xL&;<k9i;u`%VMRGAxUzE)8<KQ
zT$s3fZyGL{c`ZT3P*If(0?bdSg!TI>pXtuTas<<h*_BZo(CAN`=yE2j74HtsvOR6J
z0Is+ayjxP=_S^%eop+qTZkb}dApq<1|GFgw|48B}xv>INe<y&Ic|4=!r^bL<doX^V
zaJX&CPuhRn)lo#kBwdl}{HV`>WDD&>2KJ0C{H@@UoqCq<-xv7hEj0rK=k-h{ksFqC
z_7rm{I|;v+|GkHN57D}EtZ?}i;HzQx9Ysm17D@#Kc27o3`8ku>6uCeCKigBGPzkD;
zG^&Vhcs+UJ=UhE{koPaQX9>#24V7@^mkPp(ETzQ`{XYss3;f<&T1l3-+fUnnl%MZ7
zS^Gf_B)69)cA?^^Bm(oR0Bo!T8d%jbj;ZvJyJr%V<iF@`9`nw5PFkIyve_9n6rH-y
zY&>s=YKs6hIWVQu*tepHK5UMKN}eTnMg=1!oHlaw^bEnLCtpSpFiNiXLYK-{KIyt2
z?B5WO=?VS&(fy>)!t@VL<+HG3^jH!eM^B{9B4`#&x<DVqhPT)i#2x4maxqQU(o|eu
z@6ZU7gkZ?>%;)(qgyR)Hv*2e2u(`b91;0-40zM8rGF)3tIgPKLGWf`D&hNadPIVg}
z-8F(>8w93K0HJ(K_6whc@MnBViLAY0C+8HnYz%~HL+CLJ!=GDHu3Q4EW!pQdgpcUa
zrN{gIW5C<$33Zftdj0C{xXI26r?TV48$`YWb2vXqe{L1oboW|RtJU$A%fA^<$<>kI
zlWjBcZG0E_)@^hVb_-qo1Dj44O;%)YfaJ8|mMX^+r|zU7>sS?4AQD#NN6fF|=?aCt
zM`<F@!%JFG51d-tCorMr<trY@ki`_AHuu*j(c*WOw%>cK3cufO^6Kq8`Xj*L*hm^0
zPj4p|we{07fUs+l0r7t||B{1NcyK|1^1fZ(n!Ij-Ad8m!-93P+h5kFrSip~p<gj)|
zea&l9QP2+17ZYm{+4LVf&OU8|bwq(7><<+?7wK>Ea`5os3sUCuqU>Cdao}?ny=E=Z
zmG>+*2~sC`kdbkNk3P(gO3vZfa*=2f*oM*Pghfie^Tz!YwL|q1^8t?mwB#<S?r}+|
zv2~ECS@-GmI~I`G8N3H<I1KIi{kSEl6US3|(3Z+3-58%2MIW_cCVr;s1Py06(fw6g
z@m@m80B3bV$7y$EyXR4X%*^W!%7T{lPrnP1$C8dbyk4=P@O<YVUXZ*;+AEhcur@+b
zK8k$-oG<h?wXFadTj(5TRl9~1%e=_er^6eCYLJwR>idT)3oDjAm`roA?+IDd7`6V|
zAJQ{ppy{dCU~L-}n2jl9P{7*qyGLI^zqw3U#qaO3vj_f{K2oc#F7paBta986(@@HH
zb@)b>ao4$81%gcdLMv9Uo)UL}cZ(WdWJ;ATjJbjG6ZSi}&~T<81OkL;`Qk7Vy|u`T
z;cEED74&dpG(h8dO?tu;NciX+fK2|+jpXzZ6g|~vKiVJ>_3;LEXVmi9gY+c(;6KI0
zTJc`K>({$M%<S}Vpx}xQP5B`3GgwF&YUSXUvs$w5BZdmFzb^N&#`QK-$Vtatl}{sl
z>wvW#-3NFf3PbDl)tVrRh`uNUMvxQf|5dJWV^)5QGZl&~(+#1$1`Z9F)kBs(Q>}VZ
zvDsLIejj1b`@3JXXNO>|xU=HG^Vbv9qmfPjZd~i!XElF<H1fa<(R;9cTP<eksYOG6
zchpaG+*ac&Fz@v5HLUgEuP-<MTI2!UMCg~0!uN}Z(IXAf!MS<>)I+&juj~fr;(L1>
zW;df4+<nF@oakD2cRlz6>zJOiJKpp@P<l)A+vdEu(QkFTrP4)2-#{o_|Cq_St1?mB
zsoxckjr>GK>eytMNyLZS+)h3N)Ri>7&gdhc$`2*H0GQErC}1-P+TKoj`W~-doX!06
zH5Jb!Fi&vAFd+EwjGhGB<MW0~c-2rnmU2zLqr4Sd(9NQpK}6p}(_4|+x3g~SsMI|y
z0eQBzo=(V=(mFXbKP#HAXIQeN9{N4wsT$IH?_kmFj!^dQdNcEGhEEL&EfSakjKh9^
zpnHp~J|_$*Oyc`Udp2uxCuN6QDS93s>rA<&)g=$7*ESe#HUvGd5#dcTcc6JMx~s`>
zSfw=MT|j*JMkarl&Pmaw)8U=KHs;-E&nz`hADW!9^8VVWN5A#y_XUAfAS<g0w;4Ea
z2Y;OwBu>L^Kt{$1pFD-=ZQqV>fKM-fN`!9)w9l^iaAqg@$kMbS!2b@Dp#bq#fputS
z$FaDb-96Cgf_e=6eN}gjXnQQV=2!>RK~RHT{;rf3T}$DDI=dtEZw0ya7tq*&c~)c%
zzL`o?t4BGWyVj!aF3I0{Er)`c;Lghv$^{@PGFHIai7%#mI==EX_`1-8eCK-^<=pI2
zjCs;<i2<<%b-%iqysg1W7(P-ksN#t~w8>liR*AbaF4SS;=cL?c970(Y(p4IXVT(?l
z5?C1QR1J98QzfI3YpTyqQ-<?<*>*f6wSjpSZuO3DYU+VY0ix5D`tmn&X^1wbJYn?6
z2)Ov|@zh{chSzJWbHdm8)-e0??X6YlHANBbITT{r-8bP^`T3xD{GB*E>LFZ~M!R<0
z<A_9<?rkT5U+aK(@wp5ko2z%{<GZ_0S?b|0a*tRbN*}OaNqUK1X6RiH<tvg<^gY($
zEWHeMQTYcFNWc~|&e!s#>;V9e1Q$dZ@A7_cPjrC$)5%ZY<dhiUWODR=JAC6MhgR0n
z+;wZ;9yiNBKYb016%r-khfD$>?DyZ?$U2mGcf*Pbb^b2LPa7#hJFh}}*~)CxN&KdL
ztJJpj#`*jJa!8yi1Yp#yoTO_XDkUdp;mIdUvRuc|&)?Rm(*!#1SkZ;C7@%h3ucncI
zED;dzxtnC-Y{K~B{%|UqtUmaex7`G7Aqwt?y@xs>0jfM>(WCC0Fu@1|Sz&a?+C@YM
zwU|!WJ>*wHgBNDn$BYF-ztn?A%3jlVmto<~%&xVuzEMX2_&rp4^Agqlu>Cx_9_px*
z@_e=cq6Bh0vVk3F(H(+(<@H2k4hC&Fa6Xpx^_(vQCz`dKh^9P!-}6dV<k=>6-h>eP
zvup0z#$889qLC4C{6N2K-%_DB35N|<A%Qss5d?X0waXO+gwou>lu9LWor<IyyG&1{
zlqr>W<P>_<NS!xL?>*2}Z~pi`zTb!P7jyCgt-()s{vAWXSc+nt6I+rPAla*pK?6y{
zf?jPO+2cjVi}k%&FEJ!=P4DuVKB<d28}K<*t#<UhC#ZPn57CwGz0ahJ(JW^@?b$b^
zS60v@7OMt(zH@8z{7Z@X)7uyk@FDNfU`|7d4>lQ%5_wdXradtJ$b+a7rou4af!+4t
zD-r8IKUDYA?e)lnA?YYBs-OtDm)#tD;YZz73WR_-SE7ik%p8#~*ndpl;dGex?fC^(
z4U0>4SBqpABVrl|LjplEOTICv%zL+>{zm6O;(PI3ch*)d_9^UejckMz%ICM2^W=2}
zY+=+6F7$CES7?N+ub$uF3x)44NrVXQ^Q%JUZ|ycO%o>Ha30jU|t@JMCJ+AqyWd@Us
zeL=OUSJf-1AZp=Ma}TBJET?k}=-KG!L`E%gKY%oIg3Znp#NvAejA2p#OJi~T&nYK2
z0Tqzx^S+6%*PV^?^G-bcDHt^VWugR9Ee;J7zBGH`2!K_-{JnI1><WkuY`ZOX6(+P$
zt{#VsKoA~<*^<Ta56^a^Vmmlalf3tqKe?lNPJ!Naf!C$r#aB~@5l$#6&kqo_oH4(X
zhYmZFFcui{PB|%;Od=l#<_T@<_ZBic6({@}2^I$5&+^mivJim!hheh~7bk3~c-v(+
zMNY@z5Ab+6Atq)y1BtBg;N2D<?5hYaRjrb2ic8$0n-N%4<3rLd17#QrMc4WpQj4@-
z4Yn$<<L^oB3`ndDs$q;cI_=Xg{w1xa3WG#W`<<Y}03!VS4l#i-KxMOVmPFC(LjTkF
zN6q_APU9rNrwU?TAcf&CLAg`f{6zXj5?;+DqZjfr>S5d-y?qG$hoe8sggPkFM?bpi
zOEqHpQNi)D77+g`tT<9Laof?Id^FHjyxVZ`h>|R!%=s`R%on76K<)`{UG1*@h*|K2
zF9Jqk?EGgth8yz<db<pbU0ji6SmCC~p!Ydki^+BE-WzO+hyE9mI<;sH=vOVKiaw&;
z02a%8r;Om7AdLg!G=#L7?U6V)s)_Rou*P*%UW@gltAJ`k7s1-T_s<*qv3b|~m{dWn
zQ2>e9h0CMz(Lbm^ypbZ{^Q<9AlT#KyMuv_4s**=w0~drhx*L4t)H-DsXD7^)3RPqU
za(6vo2p#wgIE5^qCH{OCpgo0vS_Yaxo*_&IXjuwA8E+e8#e=~NI%qcFU<_g_TRWbw
zPh@*gq*XxX|6_*>2&+<3-UK{eRwE`^xIbe4qln0SLncZAVz5sy|EViy)hye4290$L
zDuSS0Mtx#`dZ;BOA^j2e4`9e|Ou{ama5+&+g&<VB(ce}IqV;yx{dX{tVa3OA7P-*8
zzLeVCT6htxZh#a>XHl~X3bwAcGvB_p^+B|Q&LG_cPWyn%GRut4QAdI27JNTz{<s32
zH)E%e=OF_}!vN@Vz3pNc%+txEDN&uYO+#Yy;Ke%(PG|QxK(U1kQH4Z4j}-D8PZhqI
z&C8fNO+!ZcGK8JgM8f^yDF(W>XULJx3ehLh1X#hq!~nl}HhBgO#uc>vObycX%nr=-
z2i-Be^VgO>hy9*N(}K8mpmBuq1hcue)oBbf{detb>1!KHE^v4_b`H|4qYBin2X$q7
zNiJc?x{RH@!{_Od10f4x5QiLeIF^U<TEK<(sSF^a4f1vNlY0!+4IC6qFBT}AmylW8
zdi>4(4sOXO`pbyOb4T(y1&YD<6iVX0i&xG!fwEaPpC2dGePd=2??SzC>iILLM-9P&
zOb>u^;Og{72%9M9^qY3-i%qoXDV-|IksiZ$LCJ>#dr=T9PMF2lS>iZO|A_WSSH9D^
zIOJioW&q8d57Nip+?fZyb}We80kme?4MZ%B?P~9lXD@X1;PorJYf-Equ=g%hFZRly
z#;y3^ftbUP5nx?u%)UF&DEq`k#P1G~mELE-N87o&wmN60c7|qBmW@JIONah=)~-Kw
zq0ohRIe@EyNyfUUvCrlYdfz5jVTFY%QxUtx@_Ov(mj-@zs+pm6jiG#k>tw7b9z0y9
z!^1SbR<gO_{4(l!mszg~SLIua5V^U-Q47v8ZMOYs0^wufYYcZZzrDgBJ_KS7ub9;8
z|7g?_CirYJhjn*2P|5VA3{`aGL}-E5w+>ecz6oH|ZN>n#VMTd-2MC5ere3A+5pXEC
zAYK;3Jc=Aj1BW!hJ^i8BYY_p|Uhm=;Y(!(58eXlz2a4QAbTN0;-Fg@l#|hOM-Q?{Y
zmfEf^LbPq{rDyu%Y2G<d$R%0DS9RQjEuW3vd`jZeq;p`)60LzpDE#j#;!~@!#XZnk
z2rRThEEdnR3IP|(dVoZ>R<d$*KM=RDM~VfdTX4ps`l#b}Mro$#ZH`31tNO6W(tK?G
z&Z@V=-RpS!P^q~C<-v9`a(aarNfpFJ^=EEX7ZXAewhu8r4;GGh+I!v{boQ)?n20&|
z_7(gdte)a-Nqgad%3PtmTu{p0<UuB~4H%YyE<NN*-`1j=c-M;{$)N<WLAz<h6v3$p
z%udfo$RDLY^%x0;fUAKZM5%`AlOW}VHZ~A*r|6!zz9HL6auwPna;DxqUeho1iNyMs
zstP~tZv*2*E~)KqU>!LT)ny(F=`0bNC8NsbmT|D^)l0g-h61Phv$VZ_$^au=hvSpd
zNZo?$Ox7!*exc9i%cDQPtIH9R29^Wk-a6Pje^H$X(SvEQA3LGe3or`)U%TXZgF*Dj
z+z+Rn(v#WP2A+={kB9oa8vuAmcaoFvEp%1!_w%(0&78mIdU*OE9ugPfAQ9&z68FQS
z1>0eE3!n)qH7zcvd~|{7=24rrEiym$_MR!+gSiRzqjK!m1cdJ!7AW;+t(DHu>2P;b
zjUZ}oJ$r+LR3WnsRYPYVAH_BA>1h@i39|pKx%>1HSAkm4mW1?ec%4_@8y+B5xoFzU
zP7*}=VGpAv|4dz(cf0>n&8w>wR`Ya$lS@UeW=YM#rMR!Lk;F@zNuV!R&56lui~e)B
zJY$m679VY<z5OV#LO{bbLg`Zb&Cn-hc#2O=^eIn{A+_o5vwiX9#?koockg&Otrvqz
z;?nmbl4d*)pw>^UkeIMK-`Q4G`MdW}+HmC*p3v!ms3be}l)!&Z!H|%!O{qzXSshr-
z4uso{Rp;}R*D-;Ee3?h=!!AS6<4ffpS4@h&1tiVup%bU294?D<)bBb`yH`D`$olqq
zBe5WZ#oKV6e;l?+N(%?C)H13=a>I*_*_+Gnu6|nCX72v!mJ)z8s59}kIzf`?I-hCJ
zW9Xv=2K}Ey1`x8UM#A*s^3yYb{BxB`sl+$`p5Xl{O!Va{^G6P;0=m#IgCNaS33&qk
zKK`*r)<Ykf_0NmH`2~SY@Ae#f5bub^unEhe(9dCv`p0!Hm<2Dv7Jg1$ASdCbLv9bv
zi%=X>NAI_M;Xu7Jci{*|3ZB9v{aOpT-$f2lQ4H5P{Xonn1nDt<rab)@>5jcORl%*4
zV3t!tAcv>+WCY#N*skrIeeL+ef(GZfn-4Bx6=gEN$;0aT<nzQ@3Ob0WJW06T%&p)y
z`K$D<>VN=DHg{`gzep%XE;l*Q@x*py9p=NSBp4aG_ny`J0;^1Q(%z5qLRBi6_jnE7
zR$>}U1gNCR-vgKR`U3fl4S(XZ?)eL}!~&kF{d>0dho(Z5e<t&RtrU!lSv)ajK@jK6
zNypeF37Y(h+zmqqzqQ5v?RXtUv7XQi`!Oqcu;5d2kmu@tk>JeMsi`+?D5K5(xoJ+R
zsw!YO1NB}*VB*V46XyxQ2ihtt!`9CSg+~>kVZQLl@Py^-ZY@#I$Ec9^*}nkl>mQBs
zaDO?!kLW^BwGX2~4L`V}byeR7sktl5d_?k2yVjRSZY9eCXg&_9!yXRl(?8)c{L6sM
zmSaEhWcXk3W&2WoPe5w2`Zi*pKSG~_$Cq2mQN3IN?0J?&uB`dTI((U<d|*=PWdBUq
zA1=0=6WR4U2w~?E`Uj^Y1ikr3df2r4e9s|s4)ek-eR3yNLKuZclp#qvcvaOdA=m28
zz`vIBXqdA9-pG=n?ejQgpXTrl&6g|tWv`}xg+0P1sER*gP0HBu@H%)qKGDSPYY7tS
z`iR&hb3F=eS_2)CbgIs#<W8%1N!f40%MWV_!H}kNn9kk@-B}LO*DocrGJn7gkcpx+
z5{`HjhDa7678L&UN<Z0WJfc9~SGFVr_)5kkKBYinoEJ+jg`pt5m`o;PVq^$XV}GL9
zj10N=uh!<Y)~_&Zv7xx7WTM+d2(535@dF8Qj%=v)gYVj)D)G452cT|`LF;vu_|ryY
z_s$1itHuMOtUNVd(Tl6{buYYa)AapGJ7M`Lj$~dR@4A@uXCxBP*$>z|m?kMiPQK+m
z_t@q0a9`K{xJp@5Upu%H_9SGgW)q6@yi#JSgs~(de(3Sxbu=aoqVLkK*Gf9$3F*CC
ze(xIQdbecH=`n20x!}VyuWk><g6|KruoXZSa!0Fm&m>1}d^8`So?R2N7&5$2jz%x_
zA9!`V-poQ$KOX-%=k)jkqz*l(+q!zxLSpBS!+Ou(v9391vynF)-C4bR2TgXZ_xbk-
za!eg$gwjl47S9zbuY<C&h6IM->5#pR-v$BINPJ^?(>CL|LH(La*jC=Q)md(ktjN$x
zyHp$)sw*`(14*0B&Rsbu2qR2`BWn|et10c--Hl}4u`KCMSh}Q|wAg4oJso;aKiW%1
z*0Apw><%!bz=jgU0>{<<A>5Y_-pU!Ybctr?c+IRb_r~p5l6i%CEi|kmewX=@&L)UT
zC5&IR%QFSc7;op7r9T^VKwZON#Ow*8%wO8{^=D^3?0VEBj8WQ<Lmb7A4>B|OA47@w
zooV0!>@a4t`5j~=o+HCG{6UXk0&79vMyMWRWMAAZJ!C&*E6MQ-u}FMj;h~rhqVZzi
z;e-Y~`^%4<%=bcT8N-X*erG?S(c)NI59^E9g;XJBh=AkJ_SMM-Ar+v@Q6|ql?m(yP
z3$Ol;jNmZTSKwmQC!Gx#s2yCiTg-3j0Wk{ptv0AYek8#Ou6)FJ|HTWW>R|n;>EcV)
z6|n;T)eVdlO}y2S^>~`!Eoe!!kQ5!>+erYB!D03U1^Xe0?^$B(fH=SXMS!iY(u1Lq
zuTuaxkkEHH8^1+*OV8uc*?#Z-Bq#?F($kL-_OKAqjjzG}&3Fd^r3LDPf`sLWA0!I<
z!a5NjTM+rsA+}5N!sZpwhMS$H=&Vs(mt)ge`k4IzE)-VzSncctz7d-^XRbItdK7*Q
zvTl3P($N9jE<qDVOhK+ha=UyRYsd8z92?SUFg-0ta_}GpM9lAJOpzM&t-ccE)OA1=
z&e@XaLboFmnNXg?qB!D{F}~+4K9%EM6pA|}k7r&LbMZODa`+tGBzW9K{#nb#2~8Zb
zy^a3X-}p4eQ6%d1AoVaOrd7`Zncs?V7vT#QQ}X|2NKO?=@q_w4FTfx^c1{j$K4_f3
z8h$<ZkmNihr9r^}<?)Irm=0+%+L!c~Oefc)W1)D-G%zt@@`Zmg3HYO{EWLmXzKn6Y
z&S&8i!Uu#AyskX-;0De~HA4CuYivtJ(JqGN?^Msyf8LiBKjeu-a{bG!p7cXnwqRW3
z^66Yhef0Sn5v;b$@s6$pzF&M?6D2D($@ZaFceUlaG<2U55?pP4hYTfTt(|T0Uv}+R
z*HIpGC{|*!JS${6>Lrsk&@}|{o5LmDI7S)Cl!3R%z~VjH&d39kh)n_OmIgxZWM05C
zumcbO;v~*be5Qp}9`8?wge=nUhZ1yM?aBQW{=VW4YA5Ou0@zQJKE?9<wf7Fx0WtX#
z7g_9Cn5SC2w7}~f$9Jh+)tkE=-IF>FuWo<q_ZQ_nEAKZ43AT=DUy)$WfvZ;s_lT9N
zjQXPh-8-oJA*NL>NTzl3wrzcgJ|KL}h(lC>kzK)rD?F$|mM;;jEE-~NMBkq!n&ve-
zRE?PLwdhLcb1Q#7f_~+P-2yrcQQ2n0dU#pDjNB?vfrIf8r{JxoW~!gQkFmK7zO)p-
zcgnOS2lVQweXZNC50efd^gI_m8EWp)(me|fQAV=gKinV#kMQyoqB&b_9^j_#8oFQG
zGiDudt2MaYu}?7(6elEox|zmGX_xZj!0FKlKM|>MDQ1h=zVuJmqjacBC_3@#f$7Op
zr}~C<iyIKedj<&7YeXNQZRfM-%#5(=@bz~LeLI+Ak0v4+h+4%eJ-%-i3G(3&T#$&2
z{8sBj!$3!rBt6ie=DbzL>X1AbwY3~&72L~b&Uwt3-z>l;(BQsb{mAR;0igqV41JS7
zHy_7jn5pY8w~j|A`EY<EXzK2e%(_R^3EMLQwC@v&>ZoPhBRkT?-;2$lEvet1>qGiP
z=j$mM(q{LF;~dyo-HL<#$yTW*ddSC{df9(xbFN-c?lRQ_v8AUZAN~=mX@E}Z2l(95
zyTzG*M8+6SV)ZIakX*6dO148Cm2R#$eDFf59pjxk5kAqY@8<C<2%sFK|Mft<7qD#$
zD^NRuc))7KyWAB)mjbzm8gy^M@mdH^T4^Z(6v?>~Vnn+SGnV}2PVeo0;zE;!P6!N+
za9t3e$jsV?auSE{aP!EwM~4DV3J*CA-zelS&&7=%HyAPO4F3v-^|@Ve8)PP8=;jx_
z97}S;+V((|lny_DvR|G0H-q0b5#OMVPAU{kIctyM$O5mEu)ynlcmvfU633FKY;a>J
zF#MqbMnge7{UiBF%&R}`=g+XGp@Gqg9Ub6~kHLT#h<785Wy1F-|L09}Lp3FIY<^&!
zbQ4*FgrhY6oA*E1wP`zN<`}GNK`!~j8(prx)8E@PpQG-vh@eYhQ=qq_yL-4-{0~gP
zZ>~l0^9OhV_JRY2LGmJe*|UWEF8;N=^TP$b`5=|fUA<JeQ`lf5QWNsg1VIE*h*l_a
zj$^qsufny=zvbhBis|AS^$PV6_mkP{-KXIb-b7H!r&*ktd|T6Wlu94YO_*(ZSU8;1
zee@2LCmGsrY;n=+T^@tU^>5bst0_xTDxQP9up!@d0+<IH5}ZuktarH`VtGACV-!S(
z2+Xguz}((Y^+`jpKL%es6$N8m+Se^|cgQ{~7Mxc^e&i%8b0g#@>aRK;USi~n%4-#N
zpka9*3a6?q`Baamc(>60dVvD9{DJhqERy;MIbEnx#b9+ZeKSn(lfWzTJep^KA`kI{
zMdX8K$y@djX`pt@TzfvmCM-SFfes2>3uGGcS|wn2lq44xIVp6!A$aSqu<CY5ZAIfm
zcl+AkhWg9CWjM%D$K<*U@UqhcL{`#vaMx#u;Op}7D+lhzq|&F};&HxaF^5VedE}IZ
zIuTJrvfxxrvx3<SVIEjQ;qP#P#F^21JLSQ8ysa{XW4*aQ8vT3hA$FMYywD)!U(Z;t
z$-QiqoAgMn@`~q4u1?=TfJ(}tg`JTp7gzhb*32Zfwe&t{pND$ZEyIpc#WL6XTEaHP
zg)B0F^H9QE&0HEj1-kw3i?H21xNjmpR}Vw}yZt-Z)SpxVZr4(oNO!0}{Ayw!tubz}
zn}4v0wi5F@fKd)5Skw-m_f<#u_OezT^ZMV^8X^2^G-2eUs3Q~_$h+TYc<X6d9Pt5@
zWYh`TTwj_?)(15r8~i+ZeYD=Q<Cre)y5-`oXk0gPI3jJUIdt$GBW?_{w^Gy*JF)y7
zXYTTY-90$pbB_|`IcW-Pd|cjtPFYGf0OgdVALl*eW$$QZ$Xzs;%eXu|aQHJD4!_N}
zz7&|#=DBuJuuIO!I#08v>5>8x6mUnc!MxutO$(;cbF+1G4W$8;YUo~_tf%yV3}AfB
zNa>qAnKsRF)aa;zdV43h5)W6oY9wzype^NI4KhYD$=x!~B@aUAY%OeG9S0h}EW9V6
zhv0<n!rf@$Nmj=30qn@7d`t<-?MXu(A8P(^!W#;yFZRQw4A_v3^Na32JH8h%BGEAM
zL-}|mP78nl`o-;-rhZ20pkIWqg9M3hi*;-6Z49tVRk-ojmQYEAqdci!s3<3cTY1zf
zRN?wtN$;EnKs9J2wWaj$Jl=mR?L4sPR`NI=Bmjt9wI^hm!LJ8T;;~bsoGQqf>cT_k
zjNtG5->~{}rjrIyTmJR9r3HlC&>nw&{>|!Sjn^C*+%fQofHu4)T<!;qM}o7PMSA=N
zuxupGJ-xnOnW?7}FwpbmVaRVcXo)*vC}k+5;A_o4qB;g5+?i}w0k`)a5U7zR%1Sog
zUSaT;@2tmOhA0^B4dhzM6I6Pqea;Mr<5WUN3(w=9@sS4lqDaIXWj#8qQn3<^NOG-&
zL%tqspGnR2=BZ1z9-n9$_SjGmmOTl#qeiVD#V(5PhxcFpLC*7y7vJiItufEYb0$&D
z*<_ucEKQ5C<JJ0DgSd6_PiM`Q@A`MfmDj-<zu4=#ahzI`YAt?r1wwN*dbyzr2SOoN
zBYlFSC+a9f=a*D+TJ^vl{1J{(hhv^v?{uGQ=brwYdVzvZ<^L+1Tp;b@S+d$U_Qhbj
zgEbHS`y4^1S!<wEW*siGg(z`nbbHNE&YzAtFX{Dk<J13*J^$_=sb;{PSuNE{uFG@}
z1%J~V=SyolKWm<fH}esV(JRh4YxRB_eyRj$1@e>m0LtU9nbmhbIo*nu%(Y|PJ#yjI
zS}2?b#`3>0gfn}pw*z$Ee0>?kj-<flWdi2zDB}Virjk@?&%II$;L+Z0VtC9IT&n$_
zKi=P!gu~TgZu-ymQpVf+p>gf2BbhoGTK&AiMP<|ne{tbr_3t|sX(~^BEm?PMQ1WKq
zAAbA%_0@x9TrB=!3;Mfl?%b6J>xeqwre3}&WJ1We`d0r#)pu>H%4OZYk^vMi$yq?j
zcY+8K3}krv)2C}!o%&l__0`^6mm<zN<_J9ms*MWZwmhu6MV6*Ww6m@Xx=fS7fzbj-
zDv4#azjtEuJDAL1gU<7JvO`BF*Cm5Q*5Wh3CCK=da4&189F`57?5Wa;UOD!<%GR6_
zjo}Ux>G$_ZY4Ho9kvmJ5VBg-nH>{eHsQ=&lI9x)wl)T7EiXNq%4<yu{=j^qSb|!RA
zk9YQc=u}1gP+i5Y@U8si;M2vMPC@a(ui^P9o%^Vp_G;%7rMc#q?a4<Ho&U1}Bcous
zasFnY+1~aAm<~%$q6CS4j<&{T7Bi|0ah*qTjR1#?A31-<;?)lPh?50QNA72JOfcai
zlBC~1eDw`qp&#JTmu7)<T~Yh|tv{Z%;Z_gt>Ma5#%)O72d>(IK%<pX@9Af(WOiqy5
zee;IcyYm?>oxkp(@ewxk{6SK6EW-LJXQfF{JlG%qx{I8^gBqJ(g?_o!xRE>I%|q#)
zu%95Wi1&gNb6(e${!|K!1|A_q_u*fZFnD{~WuI%2?G*nD7dzv7@(*zBWv<n~>*m-4
z>qHGSxO9ZBB8O4^3*Mc+oDXi}9&@dWtlA1~EPj~ylGI^A5yU~X2><;B93FC{<ozO&
zEO2PfVANN<t3Z}6Fh9%359mN1OpftrS$xG+WCK$Q*v((8a8wnDJ3B$DF9V5Q6bcH=
ze(-ggZuanYkF}E9y>+b^nerMdzfLz?T6XiT>q|%B4<9txpgMzB7v6BllcF`oVnYS;
ziwG=>3Kr^$byeEKmFg?`7=OAqNjas;BTJ7X`}n>KZnk!D)Dfnr33~<h8Yul@rdR=p
z0LoO|tiZHOW-BTsE*26weJHkvV#gd$ke!$RzOR4loZ|o|l`o&M^w01efKCl<CL#;x
zgeELWPED3^64xJSR_OZuK~8VknaJ4T(!EM|LtgJI)*AtBa+GWLg?ivYF1`Xc)dID|
z^QX$My8l`2ey8aij~ELfzaD}HT7Ny(5z7p_!XGgCOON-b=*4m9Ge6Yu@BTnFVF6(s
zD*pi3(<H%F_}BV=>ScLbT=VvK+WcGNS^fmIA=i`&0!Rwm?bY|Tqon$E^BT8U&j}(w
z2Hm^0)XERe0Ef**jDF(M!W?C;0xS7cyu04oxG$K?Qzd%v{hI~eq@lfw!F1n_JseaP
zb6;3`L5*7Yq3T-bw!*&(uh)iW7;AUh6{Lo8iq47qtoU}ad6Klh$!-1qedomE7oWx0
zW}3Oc)$yd9k}c4t)T!2I$AfT>q9Iydwfwz)4JcO1hxx>a<XhMt5W6A<p3s@sGA1>S
z({1>v2*}BgJ0U>Sb35&vJ%i7e7~w5&auH6nHp@}+UMNnxSjx*VxPAD9=RVguI%wZW
zHu|)GXG*{q^@rrmwZNvV+~+Y8Ob!AKMH*qvzjtIEk5^Eqq)%WXOlR6kYUvy6{XA=M
zg^p>zNAQdTSnv25$#kGt?LC^qVas{v*6}W$B*r?XD)pU(*6fxEfhTG5^;TYQCt!@t
zkJsi~<}V`4sP#<l-LL0ejuk8OplTKprl-9iU$6LPUdJMspNi|ep>0gyOMn8|66aqZ
zpfk(D8(_H9go)aU_gDID-JPHCm?k>Tmg50IYB=~rz-n!59&CM{NzN6c-KsbLJ<vem
zZj=?CkUmYRB($K#tp3F%{`t;<K;>=BeX~dN&_y?5&Gv3b=#Qam_^i*Ffp#lq@V^c^
zi7wOxd050_U^Q6CsfaK5*X)VyC;D`v3%1tg65c)@WDH+-%x+YK5&C)<pRbsJ3_1Ht
zA~!96<hi2V>;fYqgE~rK#+2=sl1~t3JKBc~HUT69lMQerkPLALEE}$h^N6fM=f_+&
zJ`c8v%vDSRGorW^>L$G^Yg_l?Perk}D9Iu79-iGINENQ*GJN=o_P~E`w2{FhuaG9E
zT<I_P%dHO6{mmgEL-a_#_;Ai5)X;=KUqqm3_Fpj9z#m`lyDYD_%5hmB6*ke;$6;}u
zE_dHMkQF!stH+3h2QSU?J~HPV85$-ipQ&lhw{;W;gIYFdPocw_qc8i*B4#1NUXldh
z+7IRTzR3<H;^^k$CkvGf=M}2f4jM$fuzz$Vsw#}7YKs8aMjzADq;@XvQ5Wkt;`ruD
zz8y>8+3q_U%>$%7G=)gcdJ7^JN?_*ripH1rzSs}wEkd{ES?yK*cTNoAr<2j^)N}cj
zckR$Pnr-8{IPN55xq5q9`mpO*&NZNf__@5dsbZf#)0;XS>lfTj%o#eDJKRI*2=yBM
zFIpS4<d(y-f%AN9IX*=8^^V1)!VCB3(+9;Cbgy|S6Du_)?{$)u6S4!uc$4IH`~hA1
z$RJ&Md<6W%WF7Y7r)6aDUGh8F7UkToBZJup#x&pj2724gUeEnf+-$ozhV^X><~#fW
z56AYgjTEx3SW(~<Bx}D>H8ets&3tvBG@j>o4mhbzp@d(^K0ZT8BHmzc{5oo{<BSQ<
zn_tm)v+@$d`_Jbf(UFId+xw+Fk{Mh>Ew{EP%}CsFS$(U(Ar^69++Mx<;w#gJ@B90u
zN%G%{B->n}rMfw~BIa|~jZy5|K75)<0HaGtsJ<9CW68js+orE){clICTm;&1WJ5KE
zqVX6p&!fF}Frnoi9G>aySfuA(NP3QZ@tYZ!<P7)ocir7+vLD{h4oX3xlf0($uTubr
z2hwdLlN@G0Y`O@InJ(L5he$Skm*@VMhuvm$(tW!MxA*wb$LMD)N5iPp8n1y&u5&HS
zNH-Jp*a)`#=-}Fd*9&~Fm5wE$aY*o0!y4wO-x~gyLy_;`><nLpB0>NY%m?r<B&tv>
zPPs8RkmpEnv|;_S?$EI3G|Km4ob9`yrw0Ex8-5%NXF#eU&`dhRYV#Hz2PU}bzFGK!
z511F-y>%68U%Un|J19FBhUC&6B7K>R<NN|Z4T9VBkG&>dqDSoC`%Ns9Iu*}BiO771
z@`K`<Vj!y<uYAu+%-K!)H&_kPJbP<6<?}#5BMbG5s3(-by_^>(D450#+JFDB`eaMs
zGbEvC!KO#Z`8_AXUG=?YuR{XCqr*Wai=ATMkh?N2@AKm?vwAux%!^g5ty0?s<yui+
zbW(RFzf7W`#}r<d>sJfnSYPCu<SwV-Uu;J)uA&TsXyNojJZhVxz8o%Gvq0;+P|swm
zZ9Gt+ALx{#7Q$h|aS--KXYYd+y0oFa^VKtw+v)mfcISU6804R9%0U;wb@yemNFVB;
zqpCbx5;~4YBSpO-wT$<Yx6gZF5{0s#@wkfJIC+j_A)-&>8LT$yLHcO<Ik8N=E!4Y!
zF%!%pz6x(TSiJ|3$|>dmjW^Om7}gUVbQ7Jq>?s^;bat?X5jlD8Ila^qBYeE`B|HsV
zV=>mKSJo^e88z!~o4AH=s4GIiLR#99eE9fRNeIZ<F)K#%bt@<R1q1~lL(g2Gb0v>!
zAP!V8Ii4LkZGe*SA5N1P*A4ErNJ=XE<U1ie+kaD4pEtfjj;$p<c7p%~zXl;@3dw})
zwl_Ic1NVK)ezv_T7BWf`a%yXidlhgTO7iYoy8`K@Z^Q8(zP*bG6?mw3pe>iND)ArC
zm)1A!n|pbr#}`Izd(|puUxfK-%DEMc4B5AuU+c>iIH8#r>DsKYLg2vWs9I9Kwf*O;
zq$kP~wE_K1T6zC<8%{qhkMvs5@&(p9HThhbkDbbWcKcoGEWWnqunp2Y)O@3RfYeDP
zFBAArwZ%TOV3=+WmJmGP*YP{W9QYycWBGG2)*{99;Sfj<Xbv3fF3|y0hDKnPE~9pQ
z%@Y4QL)T(MGBoVnZz|F9?Qo7wFc830A7Eo{*BAIXmS4pvOX30XVR3r1Pq?0<<pI6M
zCO;*@6Tl++v<cw;5<#c+!caBj@mAaekiSWkPxyCXzL?^q_rZMp<mcz^ti^wIom|x0
z@%RFNN>BMQn{Nm>9Kcj8zRy6o<1Z>{CAJhu)+fe<5Z9vTU(kOhv_`%j7>W?Fm033T
zLMV_tAub$up22ZTnZM+LK5adYc5|@DbH~l$0+JjfsG^F=3r6mWv+GO^6UVO3KFdsj
zGM`W(vl))aA64#CnaDscGH_Xp>7fYXvhAh*S(~zg2!|8(saX36229$ozrbAr>ivp)
z8=o)qq?d8xnBCCck_F1LTmFif*?%j1>Z+pQMkXAbl`an%n6cp$#m83?!(}Zz=G{yp
zQKm=fsKOPjk{>lbB`S>x;_qb1W)0QeFYgJvL8@&bi0P9=)F|+ZU<T|-b&yUkk%Q8v
zmmTh+L^S(k%-3*QNkR_vJ>A_z^c#Qc5X1iKHe|Dfbp1(;97cKH)m0u>+QZ=uo|7)^
zz7n0&Q9%NzBXC~`83^K4S5_r`1l2S3nuWgS$1;xgj(m-zJA3&ejB%~B5La3G!}k`c
zvv5Ig-w(z|!av1(eIRdmfi9Z{&5>z2FJyAT@Vp*y+dMmekG%p(@dq#7x^O}$GLX6W
z{h?0;sfOUvw{B*;pGE#rcizmazfJ`w);S~^@yZ@cB1R3f-z}V^7+ZXKva{-&qE0#3
zeDT=2aC*sjdjLq+dBV&w-ds*fMUzgZJMOF`Y0b4zkYJ)e$O@?9z;M32Nm(pWZvRDv
z1!UxeKBkQsL=3VzJ<a-}OoPAwM!=|$eo+3DCw-;3hE8GJ6FU%}6}*d^GG|Ws+9aYh
z86YoiSLE=DyXHiRH?w8H705Sy7lf7u=v^*D{=<LF=k)7F(O_AS9QMAqcJ`}T)Hs&;
z7r<Ay%kFv8X^-mmRkmy0hrYJn<bl9|BidVZ$S;$`YnV7tN{H^pJf`r=fd|NWJfS-R
zm!j3=y%&k_CC5=9LL6&j-<cTBzb;`(y!)zz9Ci5FHa6o>e>wDs<J8#hrHhb+0P~ad
z0hJIzN+`|5CV?gIW*dLQIt*=6=95znSuAo3X*@gGna;O=U1L0kvE25AiTe21?0oVX
z^JNQ%Bp+xsvP?nPIMECnku>3u``G`Kl)&j2KDcrTb2NcTyRqo*HH<WHmKcEu#fxtO
z<v*H-3n8!p-2@q6jl0P#XjVH=x?L7osD?~RjZ35P!dFf17y14^qJTNkJ{p)kCG3_y
zY(X+_Mn7m0mSA2W#|rFls8cW+d12j4a0lRf014u9g`V(4&aft1C63}iwZPYwi`pkf
z{&DlPi>!2bSe_1wmP4aQHIbPY4XW*8O-akfe$HopGzWKh-zUfoY)JoChZ^efFwo#U
zu}6Q}K$G3@E@)7jZ$RcyqfQvv*Ej`%(HsN3${l@Z7KM&>K{Q}%NqQcP`Ajmz{I2`@
zV?9-5w!-0Xy7l;yq@76Z$Gu$Ww&P9tgo_69lHt=5k5z{^3q6gcMQ=>fw$zgDl!#PV
zP&`qZapCvoK1wCq!;?Ah#6cwwPb6P`_Uo8OLdG36Fm=L2mrUD$lk*|7UTw1Ft4vXZ
z2&gu6N2<4&4R=T)KEGdxe^m1chC+Mmw4pu^(2fDtB_q6FPfpY+C^ziBxvIe<Xqg>o
zu;faJcOA*fvrnU#9`+Y2A^A{b<}-RgQc;@1jd+vtp9xi$0*$~m8|@b`msdRe$4Wje
zeAey{Uw>~v#SGo5RP`ZrRP59J`rZ_H9*Hw&xI{n!E~}jF_}7&a*gcTHot;orv|w((
zDca*A4$!;@Hv_+c04n{)tR#r}&G&T5SEfDjRF4O3=9)^n0;+*azwYQ8ZYIe8&687=
zkk3V7%eBRJ$N)-)o)C12zmcO$dM9%vz#l`;dq&g_&T<8e>hLdkJ}U$Hwpq^n;jbTV
z@EE=b`ZqowmG#8zG)zw81p=#omGaUI{p4;kmpZV!dfIj9HVSgyD@|;Wj@>)uVZ=4e
z_isBFvr1TCN_Jdi55|M&eIBld8=E>h++Y-PggcMC8d|?}`h!(#&0l+4Ss%NTfX&SP
z^~`zBoIL)xsr`*#0;*(~^Zu1g7#dwcv}n=5*)@%-!MjrXir+HZA`KsY9bk`pa!^J;
zJG-}Pe}d_zRuC}@(LA^!A)uy1c+OA}<}7Hp08H`AZVX0~%!j#hg`M#WT8H$gW)Dvf
zH+(7q4P){FJ4jw_wTiybAt27w7FsX{6tB2Gk;+sXo?ldr4g}uu0sB^U-2Kdcj~|jr
z^5keq5e|!4Yd(kU0jJozvh?oYswBO?Z|6LHu|}cSLVrSpxatqf<8?Efw-zF*AiOGu
zLYIAM-*JO@ZyF6Nike@ztqRU+oQ#^+_>{`2<lVup<SJ*0lS%Q9Q9*~4vSi2OizWj{
z#4nt*`FNMoa}aN?{I|ugq>ejSAc8z)ZAH@!*G#&iECgOZK|4_(IvvlLwZZOwJlJLS
zfUZIEK~{NboFDQ7I$<@t)z-Gi%=$67@YT$OIw3Q}ZrxJwc;}+c<NBISXUCkVr;y?Z
zCHSd5OQYY^xy;->gsrsWMWls0hpq^Qd(w6pzESL3Ok&vBcU+P|<OGYtr31O{vHOrl
z+mQql{IwvPPdTrDI#OgF7Z8^xcE&WnD-MALuQHg@lHD$*IYr`;&EPs-T;kZnmMiX1
z92q=Kej?GqgMT;+UJcm8cqW_s36)oVJbf&sc+%0keBH{+*X)|@Q{JsszIPlCIUl)*
zD>51Ba7_dr@j9}0o0|*KAbE!4>FwX#fZ|f`?E_yjQ9mH`X?5{CQ~rsIX3mR<9Lpb7
zS@D6&CpjG7KK`?}m!ewe*b9HTdL#C56=ok_5Ukne3nSDFa1anG!&BI9FCXbScM>HV
z=#msLXrf3EB=2(EjQvz<87Y&1Fqk77wT{a5adB&q9+3{+b!wo90^%jEqfZn?PV6jc
zgZRT8laDFNb+ZXR;X%qcqx7eyIQ7xURzED@8@7tD!l_rFEPzX9t581=VSM!LtGfvD
zTgjtOxb+0+l`__qXgqNVoZ26_80~VE)m6t~C9)G&e$n`X^ww_oN8&gg=0SjC8W3en
zmo3nF*HLZ{&<!-f4LogtSR~yxNMRvWx8+E4e>^l;@0~%*uh5z~dKQ13;i1d>7!^L%
z5C10ZM!a)wN2?@w9l?VhqRcLMeUk++W}SXH12Sm#t35#j%o+T`48e;hi&gSptUPEe
z4BIwwaiRjJuAcPyL4O9N{B;gejl*1WQqvX5A}3q#$6(v$<r8ZxS;z-)7~t3Yh18GN
z+9G_bV0|eH7x5WROec&G?z{DodWIVb-Ah5EV05uF=q0{NGIjgUzJBK&|AV#y=0GI!
zyO-mT79+O>X8qG#tB=v+!=lK=$q(5@oGM5H4pSwbGut!b0pWuKm+GBtIU#Fdivay0
zEJG<+V4U`@5FPOsbvj>RPh#gfS`Fm%At#C=wB=HNdN>epGtK6~!;UmxV@UFV<~o_}
zfz2F>5^M1Zo<A0k=qH24Jm~92he7BMCxJ)s3qt&uUL8)MiTXIsJqp=99G5WRDb$pG
zl4xp90azOgOB~}~kH(3TY^&8bs5?RY2I?L~=T}JPBlpG)Z~6{FMK5${eb>Jq&HMX%
z7tR3*{8E)qbNQP)chg&?c=X)r&v2h~yLFS+DYXw$;#^L)C><drLj0c{vV(%@nf9Vc
z8$f82v@=Jqd5=*`_ip^Vt8VZVNd6A^Kl(7*0xeMxjN#`=h?fiShyGwC8Oa2R(^U)`
zJ$)V89#7{=x7)WR*S1Ud%k9w`1x=H%7W?TC)4t2r>&wevBEY;qP&IOC;C#f2WZ<(t
z9zGlFCh5fZR$r|imM-=K`G#PHsi;uSXKpeemkdJ69VFudo$b5qxjJ>qUi<|3(I@jS
zo3lMqBJmfM>%$ZZ4;~n(geb7yl%nIlS5|TSsM>Et+CC}1?@Pz!@;XY!(Kmg)<N(oU
zdNqkhiD}Eg-DX@^MlFepKI!Cmi;=Mmn3ok?pCDrffBMKoW;c{Z%fLJ)N6##MLblzI
z7_N;{+c_!E8SSs93+FC;6b$LfGU+jaJZ|)-1H=!ReF_*VAbq=}?(up%MqWS;-?i^N
z5L_^YEa^?Alka7Y90h&&==>6!aU8Y%6E5Ru3rJ`SsPKf`FBT*ScxJ93wylb8eYrD7
z=>Umm$Suld%y|$Gd~K)V{&+*LYlF;se(;+|QfCl*JAgA}DFTrC`M+uypBBd;45?ml
zTsxYtYqpw4B=*|^bI~?f%<bdTmSgNF^JfjOaU3D|aVlr3`Bz9=ej=*~KcF>R#VPpl
zP3?8N-2zKAj6879FvlbrBxYC_FDOaRD9b2jNSueI=XEbPvol;q1-5aY^WV9Fb{;w?
zN67JAtaIgH(wIHoq!FP5j?cO`px|A(Nh$9t7AgZv6HpdkIOjgj>u|^GU*?g+z2sPx
z^jwB0w5$RX#2`n9333_gHBRC6`Cu<!rS$zQfn#2TltyRoUt?GN6m*^qQRW>~l&xGm
zeuZt)qZdJ$3f)k(>rwbd4f3fbRWx6C4g=W*`%Dh+ZoG|~R?t(q9uK$ZG8I3(*nmFH
z^z~MOYa+0BNUlTKYk!93?CS!FrO#~#2UPUE&zEs{Lty=lNHSn0aof|Uyo~t6X)CA)
zSO-ELLVF!f{BLB<{Z$3U1^pkX1+S4L4)m(cljek!c>_QmNSJPrIKht%LrReIkk`VM
z`fSNPwtNxfPxJbl0w62o5%D=$V6tLevdZ#NUT`1Hz^u@9w>-Qd8;4E>RuVX!(hrUM
zP{4QrSa!^SJ+0#)E@^_Q<G?c-_vFqzD3a+IsnF>@`_2P<%H|V9NZZ^vJMWiP@&D<u
z!DTlH8~$ajbO1Hf!$QlHM#mxskwC>1KzXeu0M2ylK$N<Cd*&Ok!#3xPJ<dEy#_p~s
z$eiS}$@&{f0?qmLnt0-kB7ao3Z-(tR(F(;qx7r8=(C<&G1YwTzp>_M43ZR=@RQ%p}
z^m`=099=y<(O~}OoS7D-hvdR~jgi{W+EtK=N)Os$e!cwY`pRo>*U^w7D~|5&=ePK1
zfY#5upuASu#c3=nt0%h>Z~Yt-v3TMeEnN|MD}8SbeKa^4paq*lNFj8RnU)A3)H}}%
zO!v0}Mx;#$8&>|{@1d26UpJih<*r`e%U$z9^Ei^O8sg4tnkMK}N4y~%L|8O#Nwy~(
z2dKg=8}0)2=N-9n9|~=I=uS1FdtIkxjri?}-eZ@am<y)F2XrBO3#eHaM(-*G*Hjr2
zoFYq5#Dz0ek+9p7)CfN$+^ym<TJDjqZ(!_t<_IdFSNO98y`0zmxt`PIgJ&rV_K#yP
zTPDihzdgV|4^skHo#96dVmBnSHJ6pr)gVE$fs0GBo)u|b0UTt@$C1khwxiGFy#7ju
zJxGywU4}P-KO?^&%?#Q3Qi6Gk72)rY<ypXUj9*+;kd6jA5^k>0Ma96kB(L`ql2=Z5
z?aIw3w6g#=nqe6DGk@L}>qX7AAqK`06S*dMUhbcYAnMrsz!Ep4JGvS>7IyTSb77A5
zbpD;1r_)V1FTmJ6NiV@%Wr%_2dL`;LOeikoKHvwIA6FVeyZ+&elQ|y4wwRSe2KBaz
zr{v$RHm7%&uJsez5-{>C#t|K;zy96Dq2uDk2iNxv^31dSU6sMP|I4|7am4FmI>GNA
z`;&^HKC=(;ZDZa)@b}=VrF=f$J<9wfNfor%M~(zc!!T|dnGun+9{9RbXkBAptVfF=
z&uFl8bkhC#(fO|Bo^MwcSw|4+b8rQeC~D@*(JH$S6|m*d*KV`^dXOB;<S}7MYT66h
zXW4Pj$w!A(Pr=upPS9%f0&uqmoNjD+w8X0==)vwJ{mXc{l^mp*fBaMfX74FxhRrQB
zKqP|-+%?aEqn%m#?SZdubDbR!+bg&L;JmvXPC-+D0=EQfe%LE@c7mC?p%ux#KR%|k
zala%dq8t|hefYY>Bo>0{IZd5@_Khc<VA3Zit4GhEa7WlI+$2JrGB+C0C^x%dbl`DC
zR*iHR5;MPwFgAzB+kigK?kzA-l1w|%xe?wG%p0JWdzmof-<{^nzmbIXPHFXfxL1e2
zIoNjRZg26Hj(q#!-I}}i$uhM1@I>S>suNmjENtfaqy~nN6T>gO^@$}qP-l(M^SS4t
zc%NI@tb+_|ACWS>KgOPP6?hJ6%YQ7=$%hxT_4&q-fppHy?p|{W-Tmbz28wQLtz$-c
zJ@5iY_A=0P3|>Zj3esK5FEGnpZ)aM&hH_Hidy)3F2vy7j6OJLv|JL0ra$yxjB7*XI
zdxWJxLc=wvKG#NPzZ;sIAn37nfPp)7XXKKA@_|K9Mat%UeBAcE?w6ZTWRg?={6tJj
zZq?~*SK8pmeqnOoU#6ZD>%h_0TNZ-R5Y+g&z&y0QKD|=pKPtqce=1)u$6zI*jcQM!
zNSe<oIB?&I6cI6+zyy^v6{_Trm;u|<Q?mzb9o;TTj-rLevw#>NS3ttUbi!33zgefY
zw!O8_D+xN<Te<<s*<KXoAibGPE!?~CIt7My#sMppm6^I5V50saIh%3L61j4rY}R$W
zMl<p#b}GIC8z4oBw7oRBy$sgfy@NUU6TV?z1%e$om2rS~V7L`m1IpVIL&}1}J?tUQ
zkrfQ>d~``3LK8Z}=l~B^fbhb-ARs?6j-OmWd&5zc2G4cHH7Vui8C6!oQDS6Z*!b7C
z^8;8Gg?(wiW~a9&%W2=*g)g=Yo7R&WLPD3`Rwq}zmm=oy-s_OETrjnj76ip8{z#pI
zm^)_C`qJQuP-%yp-ou1fAs7kj;YyoEekKTz=?%QcV1MqQj9l<Bz|$hZ5KHUzk=oCO
zNa_D^==hR}E{7j-EEj=$AP1Xr{+RAo+-<KyH%!Q%po0-3=Z|$OtuEG9e^dFHrO#lG
z_c0*BKojW<(ejm&ab_SgRtW+65cvBF&k32nXDM`WP8Yl<G8p{#X!y>@ln)Vh!v)#(
z;k5P?rTHOf7M{awobx^<k+mS1s8VUZLvM8I-+7o*04s@a3_j1hH`f3yeJpe&_Wqa;
z+3D;ZE25qtg}e#ZT6{1N(7g-ib8nv7`3iVb+6Nk*HQ7HR=L@WtYXENSp~MS6EKsK;
zs}--?pnGa5gfQK$_40CSdgam-ZX{>}wnA|eX2_O9a_Tai9BJM@;LDt6D2(vFg0?w`
z!HY%@h-98qMPRBwk`E|<ikK)rEiCfEgtvbTZZbts#^xB#e537(cZAyF(S2(`(Tggs
zA;LszrADltK|+7S2dskw0lP*5PeUh;>J+)7_?hq9b3=KIw8V&uGOW6M8U9n<(9VtP
zo8I>WBtOwsgTf)6gJP24J{<m88ZjLey%9p;qx%|(6Lj7sPl9tCxr6L{e7xD&zH7#P
zES2SFCv8OuoUpUAqzmlM(fG(7^%|swxV(6XYuppR{nmPtu6*`fZI5FR?2RM4je=F0
zlacf6e5v~pHZd5=#1J*ygrz0wcAB6Q+RgMm92TLeA1N2SqeqDlk~>DO?SKiy%irSe
zIwab7-&VJq^e|&dV^H4moCZYu#4B&+rLB+FBOSunot7lPF(jb~R_#fQIkP34Zt@M(
zA9eV3+hSNxZ7#@vk1zSaec+z;4!?A|*yn;BBWI%=#uj2_uZ~v$Ydp3p1dU75K)5e>
zoo2Kd0O(%;*XFNKJLh{$ta70eY52TgAzqr*zCI-2jkeahY9ffIEIYAL@R)j2i+OZp
z^geq-$Ab;X%Yl%mky$hFN<e08y~CX!n74mrt@2f#JfLKT%Ng2{@M-vdM=(<4hZ$L{
z1|DE1Z;m6(#f1eLwAFHHLGI#U6nEMnh<wl~XvFI;CVT4ehOaa929#sp>|wsM(nbaS
zM9eY(&fFGNG|H7l6pU~H`0kaTrUEv4PDdIq3}?=l??X6tL9%E>@5Q^X8h>4NX`s#e
z4QgKt$G+)vTwXss9rH{b>9RXZ>+z`A+4j~1H@Xhx>T1G}ni6_pH!*d3{v4ve%n^wI
zZiRI`PosS+^KjQ{oFDiN3q(t6teb?Up+TpN$Ow%rL~ro+7)D6PqgH@im;8L9({y8z
z7LrbImt26+$HFTCiktkhvf%xPhjdz4kL&~8Pf%e$=q>;ksF|rMQj*agHvzl@?MdC(
z_B2bTmkMXgMjkXDPV*++C!5yQKuq~5H5AhWr{$n&<8Tz>7j65Q^?);qjs0fWxMLfV
z$rb4lZ#8NPJtLF;I!DD!(vq4mI<bMaGfqF`7f<@v+#HgPJ#_~vlT5M)+tcoNhhy_8
zYZg><jg;kayFJ{5djnYOBaQq|)jKHZAn6#Tz+7Ca=Ci=mfFL#{htFXUk^TUX6-<yn
zvG7i(Qjzfs?PPSI0^FD0k}oQEfrJB3x(8o&=y~x&|EKb0p#o0$no6Qi8t{s^C`msY
zsEOXZ+{*AF#zYD&^1nsuJPV9}B4<x_Sokf2NA>_Yu~6#33eClwtj8I09fyI9Aw1rY
zdLeYACaiK!y|54J@yIe@;upTGVBdO&h^pSm;5YUugx8)vmt5`vM{dl$G1bK27A3{A
zNC!t0;p~BTu*QD>;)kFP9Tg3gcDwjGoTOqt&mcVvkn7vuES}6AgT}GKwykV(cIW45
zceG(d{87cb=~d8#)Mc_nz;fFGUM@dAo6mIaP&En>?&|FNk|fgimO37$b08FTA(6iH
z@?5@*xDSpbvBB$Zv%U4Gs$Eyxd=S~*-|u(j85FwTGq?*f+fx=jE7XqXl?2iv*gzkj
z-@z`;)q=E2tI4l8c6YK#@X6DM^X&^viTl?reP0J|HutLmT`>Ml%2xbLuyvXy@G05!
zS3Rqj6se9<toxTvN9|pHXmIfZe(ou-TpeYV@YF2FVPGt$#233Y#tPm3jz(olf+&jt
z8Rhqs2r0-}zGz{y>urPIuVm1{(OeBR`1B5Mz2&{nJe1M_us{bvdtohOA_eXED0*)0
zGUgS6mAOIti=Pm7<L`sF+eRAj*!Ti5h6Jc&!hVSR3ne=^iZPIX0?0s6kDTL{ki_vf
z+9#Tb6{-ZAke*Us<d4UWG?G~Kaxvay`(t-Bfg{&?@+|p#xV;D8cyDEN_qgKo%js*?
zH&)p0RkLbSa-zI8X5!uKsfSv6L>m9)i7ot`hMTp}NTiv#|I=?~5m}@klf~E})Q=x`
zfxh$xMH=jsm7@<;nInJXx%)l2(w9xk^G-cyC)9U)+ld6_=JzO(CFQTmMgGLKGhSXg
z4Lc*b_JMOAR?W&ezLfKOUdC?3Fi)VfKZ8J)BYsZG1+6~SOUf3CC2%V#*a0Cy6`^gu
z6PeFFJi{tSo2X16@DAzt;+AfxmuT~cVQ`*e-T*DEZe2*i(Ba5;9+PhT>QqO7oSzN7
z>&*;6FB^&MM=k42-T&OTFkBYNz*^n>y52JTCQCSr+u1y1N%C&$HhRCSA-L$~IBty6
zuJO3wUgz_y97D2r|9)heXw+M9TMJ~^IBo(e%vNzWNp-Z{D(9Ex9S7*BR+BP!TE|@s
zpbhqJ{x|`3x<}^Gq}tuPE*lz=7vAZ8^w^9ONzFY`QE4B2ao;xMHLB}j<4Og&*YIxS
zkIdr>@d#3+9MM!(NUT-W&25xLa1HeQ>^29Nd?g%CWbRkh&|ONG-;DvYk)pq=(1FhK
z9Nx5?_V(oO`C6XgpyTcn*b?lfm|OxwR(*GjNK+o#S|q|bP+`!>xM<pL#ta=yN4WLn
zH4vXLDhV2Xeh>7GR#zoxZ{^cUD&U<SVuv^!*T4;#ti&a*z~52ZMXH}qcfletE8woF
zwTaKQzJ17~od5gznZr+j$<;e&gMZ>CF0V!DI>;7@56sg%E~mr3c~eaBZHi027%zia
zveoaVZ_tG=p=7<|Sh*Da>%`uRzyYe6`TlA-^<2dx5N+o~9~clw*`;IZ*6P0}2QPl=
zVJ(w%AzRM!bdHUt3qQbcU5>~k(oEzH`}o!AVs;NCh5DVrI5@b=ZKDXPSK^=q_<R%S
z(hn)q@^Y@TtsW|HqO1;S!Q*sb&&@vTbqn93loEe4msAZjM_ees3xsg~<{k%r%HhFv
zAUz_EC2WLb6vAEH3ct4oIx4{%&u<uCo4lns)hlfcl1D(q0g}Hs2_-7Y)tO9^eG?j8
zhld+rWI!Fd-gezsI1m2Wk$`Iro2Tm57La)00j}fzqO7n{(QD(lLDqJp_|LwEZ&>(=
zJ|AZM?A5wmZ-Who*dH<Kk&$A)+wLuktQ>MX{L`=IuOf9pLB;(PVin_?oY#PvIg;L}
zGnb<>DY-Md0okl<@Nf8K$G>`miu(a35anD;JwSf4w4_Q~Zp&|8KPij|M0E1}K%xXs
zRH9e8$KzQ_bpo*Ic?l5EAb-MkKVb@W8EmDvFswVqeSLT=K1lFzAcX1)b9|e!$hR-x
zYVKxce2W@890^MxoIm0xfw(^YdYg7n5dWJWVm<;)Q2z+|<?gJ>_<$i@BCkQ$xmCvH
zIT(H@1kc!SK`z@Gq(H-l5t<w4^1^NYuqG6|NO*@qIb1;S+UaJWDy1TH&%QlGzQ;LI
zeL8vKa$-(JeG`g<d4+~1&y>o9(E-XH?;7eLPs;F(-p<vUl5K9Fz6-t(#fPYr5lJUY
zcpa|gjVyNUy%Nt#Y_kGo2!P8yx+*WsinFVHH23Hvck|fY_2d1X9!T8aS&S{-PIQ+c
z5FJVD6Re15nl4_s?wv-xXBjAIr{5f`Gip+)d~v*-udwt@#94YiHw54G1=3iPsQ6x}
zwO%vL)nEELxOOl3{krk6v2Z?_rJrA<E(P%nD)N|ez5)7w0568u46!c4wF3VHwFE3y
z_yCys(S^6GVH92CYY}T1<8(!Z_arrd`*<<J@CXZS+XajMhn%EEh-uP+^i#^li?X}@
zC`tR>Y<>h`Y>+1O-oW(j9=4L+A$u+`EKTk3PMH3&sDv%^1hWAS4BO=T&^}O7M0AEH
z9H=sSTf(UDK`ymka2?SZ`h5pycNnWLXbarn0nCRY{x%J&A?OWdA|(AZ*m%eIE+>PA
zm>-!_L1>64L2r}4tsPE;x8FMOpnT|O`2@ergmV%<7p@1L1*?;%NQl(Lqg<^JosEab
zTY*>?n_Ms+43_L3zz6yMhD$v-=FbDS{g&FLC{v0=D$WFj><ySg=>nkFg%td5tgpdK
z{)0J1t~MfZn8CreOe{=}-l0-Ry)ydK*<;ySW3vN8_8GT|z*m>M^l&%bxfoWrnByPP
zDo&4$>}@?*KKWxb%$I(#2h7dpxfD15nb$v@>#p^mTy=%)>N<AU52H?(lkZ(F-hk`$
zf-^Lgg8lVjUwTj~pwbQD@?BJ3G>GaE_4oIA=yoB{^teF7SKxB1YWy6NwFs-7)v^^R
z>+P!p(It82UyA1qNY8TfsbMysFovxx`xe!Sy~M~0(aRq5WwY3s<f!gB+6&?zTP#9B
zUGirI?neH$dRnFH@882iZ5x;7n-U|M(_z&Hn<nQN!*l3ayQAVO>-)v(i|ChYm!<-#
zHA*58Bhma;Sv%9~QteeVMuJHgqURgw4L37m4_A9g#BpWzA-V}Vufw|1ijn?t4^-LL
zmz$by<pJ&RnS^C+jk0fE=*GbD?F?E-{Q6|aQSI;arTZxL3hi>Z4j{+jS*)jj+<;Lf
zk$JM;KT~<dfJtJS+`O+}U3+wol@DBFnFk<ow*m<fjUZZpPy98nQh6+Xnaw?0M5D(!
zfzQ*}c0MyyV_o1dQ960LMRVzHt@8FlJ`+VUp`ZFcrlz`cjnM5gRh}1-_Bqw&R9_&S
zohgE$U#w~dA`|Y^DBqt4aYga&Tz)-=P(4OT%}(x+RMqyL{n%~qYYji7BZrfgJ0n-Z
z#QR{uz`cd9kN=EH)(_#X?L^4gr=O?S?KxpQOu@}I*>IaB){4Pfw$K7|fpaz9HLSXJ
z(3HvJOm?g52?;RtxBTx$yR3@;yg&Dk=XUFl)YlW7>eua$d_|lWROX9a{b`=OSeyWJ
zUH5$#@3zOp<4#tQ*a5@A_hcEEde2ZkNgof23z-d@n=LM}8$!dncPa{1XNw2hhnYyN
zG(%JCn!YLgMx{RAI{W}nn#4|r#6>ivm}nTW@PpRp>u6u5@29U*=23R<(Au_2_A~vB
z-J}zA<dl=-r}oM#3Ht&gcODja<sRYv3#28Pl31QZD?|JMKg?zO_z526LJn1iz*NYT
z4j^r5bq!lA_~rQsw&9_?uMp?DGn$!W`U^cnD1;#Vt@7u(q}8f1$`+@R)T@W7RG(I%
z1R6z9z3(xc#IPVGO|COr>)yg%Y9n6{C%j+LM)a*$yFjPt4}E0r&$c}P2nHbwYZ&1#
zbcgisPOq1`#Is%9{@h{|s^h(KxlsXbti?aWd&Uue{mcB>K)7hr@0p%a&AazQoV~9;
z$+V*+pmI3a&e3DFtTQZ%Fqn#O7lV91%#Y8*7RjG)C{gEPJ7sm8&u-lu0$81IT^87r
zN4Y`E&$Ewkw{(&_U>@MsK$-pv8|f*~_5rUN+IVyYw)GBrecD6Ayk&&tb{a|VX}*;_
z87q<4uMcyzort#!rixoy_2b(CGhC92$c=CtRUAdzb~UG_`Y{3uO=c}UJZ!E<07$dD
zA+@T$K#yNaSnLQeg$xcJyMXqef3x4W^WK2aad(a>)MzRoO~6*tW9hl_MYPG%o$+|s
zVkMceh3;!8kLmVt8A;m4p16W~y6~k;9|Xw)3yyQc4Cu1?9CSpeckI4O2sr+aGKi{6
zBp_1inWEeMp56E1J>H<c=cvfu?0@;%A7>XTE$-Ist{D~}4gXSdw*77i`|*!qB!RO=
z^cg%IFuh$^dHMS#U-ezgJLw|_R|-IGboiAxdVUv}>q2_#^MqakL~E#XwLH5&wbWF*
z{g7+X+-)7CP=F<Lda^lK;9n8eHDQx*;*kzpALZyiY@gi`m8#soXjskT`A&Qj{LbP~
zpW>89h5{}>!;r&fTQRT-Y$vrgOZBZFKd40+j!H)!6)zrtzWSs$1^0NwP&+r3cWQ~x
zET12fl7($`MP|+Lc(K#vqSt&E?o5-26H<WoTpf*7c9<~~GaU1%$MLi>xi5t3dv8+B
z)JzKd6<-n8g^fqDHfuO48QEBTJ3gUAEa8t&j3iKROUF?hxDLvRnt2<U$~s*)91bLI
zv&u00*#v@vq!be*XyG{c=e65`S{);VNS(V`#7c%qLqr$-D0-I&av!6+__y)-?7!O-
z<73kFW3!!qL35uQwtL2a-qI^T2ddk_7uHgYV|aV0UJu71K}15$9ix<Z34!~71s@-w
zkJ+QsUI&y!mi+02cF^`nodlDVe(-tkZIWl1XRu2s$P4UG1aruFVEQLdEg;@x&h0U(
zA7watazYv%;RP?`ACI|E-$;W;{^FDah3KOl&-!Sq^zQOw9jU7f`Zb;aEXuZhb=Qc;
z_yhcF7XZv$C2cjXpskd-_UEdAHW|S+T`}y&bU+W-CmS&()KJA|KgP3Q0Kp-`n2RqR
zuB>~Ic+b`P-4;+L8j(ir=5OIEA9|U#M1m5U;K3yg+7_sn{<N6*s<_{^{u*e<o#H*v
zmfhROG=*CWGz4J;g6eF7rOsgfFb~23SVa-0IRil9VW@&6acwzc$Xe@pcNE+-$vd^0
zzC+VsqPr~=89$pz;l>*zJWWVUV*1-b@d<BC^-_G_KkwZ`De5pb&>xmipOIDGp|qUH
z7sEPNac9A-#9TmL=FJSIK_OrVvr5=RaA;TdFn!+VtGrA6p-TGG@Jg@o_gVpRVr`8X
zI>Pe#)^Cg*kQdFWN!p*9&6CbKVP=%EP5Ne`p?R6^fJzkj3yId4gp<|kJtcCgz2BW;
zzxuaD2QK=NSEb>P^*u20d9^<-Wb9la)^(5?at7^YohdI*!Z~^ww7C`6tDGOhz*peY
z;@#kAJr3ZFonYiuVdM(r8hVN@@1T`?#TJHdE$CWJx4`u0MM2?c`4&<jY&H{_$nIo{
zW%L){I902D)@)}!d>PkRsEZ5gDE?$(Pe3N}rwRjn{2-jyDlu0`if<28e{c3Mh~JLQ
zi-*O+mX<bTyoS^T|9$kS-Qj$YngQQd+eIHTzM#;*daQ6qzv~tb$@<<!%zL-R+!4=|
zSB>SN-aX|(09Z0W7$N}dZfgivWel$W(XikE&Q-vyPG{<{*_#RdYZpN&)XKARk~{q-
zfK~48?*LZ;WSs_dH1t7qS#9h(2?p~}OLQH7!@pn5*uX3El<zs{!r;V&a`kN?w=Kqc
zA;o;IwN;7QW;$N4{*laSo`2`-nT6IOc$gk@Ey_DY*I;L10oO1_6MBgbuV*jY8pCL7
zgzZ?+i!4wngvh_48(hK6$E|=^gPI4EcNk{79MO4NKI3BH6hyCyCainwnHtK$CDU_U
zObvbTZ^1vM$f43cT1OFcsv`ePQr<{rX<b<+^~>k(c<t4o?c`k}<EVr&{iVu56?&zC
z8ye5`!^|P3W}O9%*8|J}brEe}pg1}sBnp<&aO#lpb5~VHk;9l(YoPlwu^!=AV|I3U
zygNQdQTjTv<SY`$MtqnnZ!FZ3Z3zvTaFw}<8KB9d>_?~vqlZB&Xb_Xzc~Ko*IfGyS
zU@bYMqO%Y#2kM;E%ktw9YdIZe@lVx8wH)4glDMgP+UfkP=KHHvE3&T)9x#btKic0q
zFX4cr0mg)v@iZh<0;;Xmsd3Kyan~$$4<smfa=SL<dI3tYw0zgIEPj%unq1&}Ozq$y
zbQYt%0WlSzT{^FiTh;ulJy5w@KUdOzpP<F@+zxs21X?eo*k^-ogs^O{M$XiclM3b4
zD=quu$Cu*~6@(<q5}N!a!CtdBlbmQ0HU9MY(x)KxyPcpB&X<(u=kA<1%$;;Q&$(@H
zL^4HrYrFj6ug6oJAMb#`ZB7Pjps@!2+zSU{8Be2nn%Nnh)<=@0NA;m}@%~A&VhWQ5
zU<Xo{8cokqA1uuFlJeNyXPhgXpD-9}%xRIiFXf^vL=%ThdBH996H@iOFOYNCO}b&*
zjHR(tR(wnHfm)&)BN?Ik11>4d2{qm0R$nL<)_&VFjMj2)q0NF+IWkh`^MrB4b85r;
z3aTEx{|Ps>H|kt3P~w($xO)VE)?T3${v{3@Q1q9-O<wHgin;9KB#v4h06*^GI4A+2
zQGY|1w~Fm>gl(xLWboviw1WAzEdM2yrcF50(H_gZE~niU9frp9?^XFzfWV&XI1wil
z+*o1W7@KE6Yp<g$xfVOr$X6uwtuo3xD;+J@H062U?JSx1!;gyZj*HxP3<axc59`ZF
zpO79~g0ZB^;9mM#JUH5)jm-ID1nm$Mg@;ZvfK7zAM}6)E?jPVWH>!nB#Yx(}D>r*5
zC3YHiA9Tny@SBtilnac*G(ZO@K)$9{{3UNlH1sh4jDn}2!5xB=F5;P0l>DKFOZtn<
zM8yVHAwaf%uRkcHvWIr)9N`>^<xQM#mffYKc_tP2`yD;FV8W;qhAiZc{f_O;Wmvnw
zBU@rN_Kj<B?*@#2oQgA>G$h48vfqnsR%H21Zx|I2-4Zh0<ar>lb3ahcvTE@?g$#ck
z!o6q8_f%tHaW0Jo4ql>rgBAmAGL1drHIPM1q!B(nY|>+!ZsrcgYI|rFsl9qWy;X$I
z^M$xWykyvd8-+sBIY;P<$5AL#VfxL~s4JTniW(7>D(S2NzOi}nZ;(=N*7Zjcz-9oY
z1`l3sNU%BYAw6TRX%^mQ7~T__6eXk5KXmaMBLa?x{`JNsD#n~nvY9Q!^=qhZn#_=g
zlr31aJ|7LT&|uQIqzvS7fn`+C$?)W>Oc=UgSLO#@yjEN%K0YXCF!{<7W9RW39_A{z
z4VUv_r^WC@jvc)fQg5x4X7k)r-5LD>T<OAT1yQ#F_9T$b5ClFAYv!5(2^7^e-<}vY
z!3Cgi@bZ%TNK%T4&zSWV0fI^rXy~#BttxKz=tZGHtsu_WCDr*vr*>?3r86(LmShP~
zUc=M#hfD_%0^-9YIno}|<OC6gy@~7OiK;Sp5vEL-Xef=EU-%Czt*+Jnj#b^<_{BEA
z!&14aq;CbmYWa@fvCnsC^gq?Rk5N3vLysnZ<qKXP5(y$j&S7Y@^&fhE!6PO(f6JMQ
zHgH~g4DH?s;~shqr+sS7D8se{iSA%}DjKyj8{Kf(tVg12(2k4}#z0Bt$nz+CT8X>3
z4!{C+$-(bhIaz1e(%sorcxRh_vY_VAik}LkwzBq1KqAb;DT;Q-=!|#8Zz~S;_Tg-s
z8I6+*#A>~V&iU2zw|G$cauIPd3LE$-#Scr02hbFM7`vzQfJx8$rbF$o??@tpj&+Gj
zmn`{~=W0LwxXrx)W2AWvS5%4MX~VXODQbNOP@8-Ct-!i~!qRv=jAb_7VL8nya=+`6
zn|$kK!NCX+D}bA#M&J(HN5qRQV}+FpzYpj~#%5jZpbzoq>1Rt}xZ@wu3X!1=6QnO7
zT1n0U9T&Ve*cT3x#bG>@SKwN&_$T0_;OvESg@eRlf^H9mRvlz?HEXiYDQ<IrI!9p5
z;Hj##R$H(xBXk}~opI;b<G53QPTCJ^f^my&8nYH{*6*$eXPa52Hyrk2{Z>QEV&i@v
z&Id|2B%?9Cl6+~&4<mk%d5D@c0IkEL#M>VGUzbHGyU>D$2-Sh03>K;TTemX1XM^1x
z+OC?lr{D&9xH@<t2msV1YI?kesWCL@fHIChJ73JFtl!P$0-{R&)7<(*A}Cu}4J$7f
zNBO%+ZLTbL$A{3F(HJE>hG<6k2pn(>Fi2kS!t)(k&b@=r;@-Pm$`~Mj88)Nbdkavl
zHt(~>Hr$md&NQmLjVh!Qi=rHf40VOF0s1$>80_~W)xr6U&l_P*H`n#5U;-A=HGruE
z*fTO+48;ycIQfxdU7;P;bVPdbt@1Mq+gl4-xo2}aWEb>apD<<_4zGlULN^ajGqlWK
zC4e?R@D5z}K;s~_k1lVZJ!~B_0ckE{!a7K&4<#I;$}V7jR5&!r4);{gY5FKYBRPq1
zCxggypV^SZ_U=Y^!{-stpeS&pvQ$NfXN&i1zbpC|gm8Owl(O9%drmMxy{m;!Cq9#3
zL+`rR2KMj*u3h!)`_ys$X{SdkW~nL{b6N@BrSH9_(+8J{_l%!gDiRaTJtGWp!ScNM
zCzXU+a%Iv+OK(vcC*Xfc6q&7EOqt25{?-9>jbS94>&^=fSWJAOh^94&_Fu*hUMA_u
zJk~2c64h}|XkO+^A#b3-2~J_1-5}dvaM-5yjDNIUC`A2Cq-T<f33)|ofjKLJ_95K8
z&FPtFeb`yxi5vk~Y_7kKD0Gwk^x0L1Y?0B-tEfK}mr8U+vD8kFc5oq4+$^O+%QdI5
z>WCH&j{Qxi9=-TEX)k!a-MhGlbeWXAEiO#F(UNhdOEVCYNHSA0blb5*qX>&x+Xbbe
zw<Rr*JBCesPlUy-&31bf3gmh0zGH;&g@*LZz&DLS5y_n(qA@;sXSw|F3v)u!I7pZw
z8^#~5897jR1?mX=c(%j;xJ4-YqFb8oWEynI!L@UHF&<lTEZWI@I)X@;J)WN_uxuFS
z?TSa-K5NviCgyA87{aNz-_JB0%z?1l>C|z6D|0f<dx0(hB=!+Hq2Ualw3a_AgKxJP
zddV8^$~)teNQmMh!EF)Y${jCmw=b?>$<kD+y$w^m>zaPwHgs0^P8`8j=*MlD1`2Cl
zI!|c~G7ww|??ADADKQ}iKf>{J@~2lqHSq9Q8L9jd|B{1(91K^@$bQ|ln~tv1zi)5A
zc>`?`zPkRL6TX_ZJ-gn~woIo2Q42M8K9V&OnP*rvN|p=Y+EaI$_C4U3<91{~?7!a!
zK6=^L8+Z-m3V)Rri97!gLFo0$H4mukz3iWM*%s-+xmDAQ&`R(I=v@yvYrQZ#s~ine
z#_|GBk(Lj5yMip-+(g}PM*Z(~A-l=>mCQ}~sQRHqPd@GIcHn|JEC6S^z-$#41tun#
zM$Zqapw!HNrH~skGHxbrdQgARYCNZzAeDf>qMZ2SlRy{t9cd;z{Z2dpKalwerwo|U
z7dDc%VfG3W24shQ$W@zAZHs^<U?t5}QaC6Us?A@52V>0SJ5+Z+ZbS1Qop7Rg)JNDY
z`a3Ol5N&dn<H%9x;;;+z&}>-TU{YzFjz)a~P`=^)mEJ_mv3Wk9shFPmC5GBYn$rKg
zU;Z#QqzX~7KEF^+^Yw#p+N+de)H3(GZ;;U>JrFBAFJLK~fp_GMBJIdlAQKLP#t(2P
z3NrAFB!4Bm$-mPFTCE{Tox`&`S+dbIB@64_D`!Kfd0s9ZRD+bX!OX3QP{4k+BP=gp
z$8{l!oqwvmKh!t5r{Z<PL#*6*4X3btx>ejltBEN5q7Xr2r92FZ=J7cM94-GwQayU<
z?1F<3(tp)MW@9>kVK*?DkBV^X|K}Z`OCmPTgrFQ1CU48bf^=(_Z7oaI`@L56IN@>X
z?>a^T`StvLvQLnG)C-xE0lMmRT(P<6(fOa^@QYMIEcgw-m7KF8&o;VZua8yg8|LsF
zNh382e1i9#SQQE+T#P(rz5v;(CxX(4^21>6`_~qLeV#10^|e?%gi-#_{ryv`Ru8wk
zx3@x^Xe5u_NEZhEOgQ%b?n@IaiTPyJP`W>7veje}bGzMVGHUn!5-gOp@<UzOTlS|C
z_;1INe*B6ipkut*{ks=0{eX}zDTyD!qYP|17Wju-C`7}}L5zk%?R}YZd~^FPTzt9F
zyrLZY_xTC)<+qc8n`2uI0`~AKIvd!>FPRDjXy|=tt?3W!HO4#@)wmhMNma$@Oi~f-
zM;KThG9%URkvgz${{Cgs|Fh1ZzwTtgb+&l>?4L3hTCNtoVN;^mw;|i%3gcWC!@CGZ
zePXRG9=*(l7qT6?GHM1Z)aq}7|5J5__))~sWNpwhOSRvR4#%bP)cGgeyjfky#6x5h
zqJs<Bfr-5Z^CgPF(?ivSrYUe5o5M-mKhq?@4v|3diVr!!_R_z*@PgJ6BpXR535s|f
z%t%pjP~L^C*%3mIjdoZb`uny1X?zmxCSV5=jA{dflC`*~_b>d;AYJ;V*hPGEA<>i0
zd65@HSoi%`-yK?HIDPlG@sqqC;}qlk)~NE_p?iUM5<j9m0o9LrdD_mpgisg=)*-&1
zTkG&;1g0;9{JN_D)kFLLyTzN{>Dhhx^vM7Syyvf%Nj*>+ddTqe;0i8SgNc84$W*xO
zl^Ywe`m8fzB-(h7se^a-(0d_$^wazIH{<>96^A?|vxipl{YX>3C(;P>k1CG1fy$uZ
zh@1JHHhXe6re>#grvv;H%i2AcW7;`8|7wfeq&^KedIzAS{_kr~MkTfO=?(p%+NIU<
z1F<S^gd8aS5O{*Zc7WScrLB6|;7u<R)ZfDA&j$_4K6qarUJHT#+QNDokB7SVFVaEf
zj4zSy@kDV=8eV{u;MtXl?37kuL6ZM^g1JeQ(|K~(Ia&kmC*>_d47uX->2d(C8KaBo
zA|5|4n*j=kbm~R6nvDPK8lIfgY<ZxOiRzEn=?wovyi~NO8`?mksq$OW1MS9SAxB2^
z<E$fFK}Y%kU(s=>!#YdzioYhoeSX%#N$MEXnf(7mYmo&8yX>j~G-pV|?|2%z0*DsU
zm(R`rN7$Dwsj6+;e$9S8AvHV-ih@!oh`^haDusZ6z}KHP%$#$r9XI0Kh@3M`q#TT*
z7p=FZKFecckXYuF*SA_G(WfnBeQ#bm=}&Js7iuJ_d8Ex7qp#<0H1T)DV-$IJ{ZvNx
z=ULLb`9n_%KVQt+!fbO@^hsICW%RiWI{adwz)xCpxDB%p?U@Ew|D4>bYq0qAk4D?y
zS^I*p+4^iL<#iQ1*8#B-a3%$pbay*zM{#uy?A*hWfvTIw^Rf$}w{zD{;KqK}>&H12
z-fQ*UdNNswxm9JL^61Z6gE<+jP)93&AnvSrffvADkt88^gE`Y@s3o@JVtx6uj)Xl*
zfe^c1vv{vp@JTX9P&)*7RAR**)3|nQA@^gElI3sw$~YREnDk9t_tS!405xjEPqb)p
zo#ahh78U99@FcpiWNGtieq|{uROzhq8L|4^p2L&+P)&B3i%!O}Z-PcMMt=T_%>T)1
z1W47#89VR=^zN~L(N>N4etn}5IdZsQLzU&4Cs(n6?&a7Lnu0+#h@Wxl?rSzq!)4sl
z^x7gShW}UzSYhGVt~?&uBb;_uGARTJXcjtKIbpy7%Q;%SY{9oOUynheRqExgJ8_Np
zAi$KR0KJU++t^h%SA(A3zuVl>l=i+MbLLvN^-cX8pU+3!dML%2D;KqI-&Hlg5I==r
z?_M?_-|OssOgFd#ih`yV-R@~|{U;XxcikbZtjc4B%+p7iyi8w;g|8p6k-m@iRSq@=
zm^#iF=kmAyfuyZxM8f0?UQV*kpP8;^uy4eRv>px&V)&W^j?KR-v8Hgc{xE@i*&c=i
zLN;SopP!38Y(RqIIj*LW{1!#5$OeE87t9^pUDsR`&^)$BV5m0RVL2?sME<9jlfba^
zQ)hCztVta@pJxppZnFye>DxqcxBETo!#Uq>0LTK@p)VY3*>hj&T0z;wlM*gcPj)_o
zaHf+{;G;$2!F1%hDL|#$$?c!Dg0M-z<lPCW)_M=OyLRzYXzUBM_uw)3>j21={Gy@$
zLiKK2WE-^o2Ut8lNyllsN*95OFAXNU(Fi(2!9Ygu{&Q}kw54J)-6U6ptGp6)K*+FH
zVM@H3A#eg{i}=R4p?9C)2`(@&W3aLDZb%M?SV^jqamJ}qGmUj~;lEaXZG(u)`P$0r
z!3`52MO0Y(BwBJSn7Db`XNOD>=C-<QKxBI?9Pgx=C#9}d`g{cfMzQWJI_I=gIrX-;
z9@+NGK=RN00`1j(gD}7ouC08FQ1fOMD{#Fny<BYj`L!p=^7W%9Z}ydW;4JR~DAY^#
z^$P;C`CATEgjUo8RPg=vWj^OkzT0h|FME!U{)ZVjdRjx{DwIR8UUy$;R5=K!79x=j
z{WDCKHR#mz^vRswN8mM+&nXp|w{IKQuVW0n=+|DkUx1lqL2K3zp$H%q_aV(8($T>M
zR0zBahc8Fp)!)@tl_OJCl+-jYI>2}A{^hgdjw&0qc!Y=G27$Gq_&b7>4dmksWp|+X
zOPuvj>q<t60i25ulNWSD#5P{9ExZJh=f!vDy~Ybp)25is4J5Ac&4**}fyTyNhgsD6
zFCPz_v+D<fW|+&QJ}MF;<oJSdkH;rSm_ItPkQFuTw$mZ^73TqIm@8+y{q0WE?s=2?
zRCWA+yoMZ>>Ex8YN*3O-8OvAdt`2i^fw}?7YO)H_m9P#W6n^rxfbgsVgH7;vA>ml~
zfa*GB<5SRRCs9TC`pLlt`?q(4I73vV4Q6r6<L`{lUv``R$q4+`wW%ds|7a7E-a+~?
zO)Ne`_18REy}23Wmr-j9u}nNSACGA~vVZ%&FYsMXe7M$57lo%kq)jR3PVHkMXvTMJ
z1cmDB8fcv{*4DZI_0X<Ia4vqMlUw2ywgR#)5WhY7X)&$dID=yb8e_!Yo-@9*m@vj+
zc4VCw!sXufemJfcxAm^c04v&nVm*@8WQtK=uoXczfsvqMg1L8j=v>@uk%sh?)pIix
zkAAnEuR9kKSMQs+KJZ_5h3_o+*=h>?C^GN@Eu@O03o3BM{VLFIVOmfZQrBFO*_Xb~
zh)B-}&pwv%4lD1<GjMQvve<CD_~C<hLu{`A^ZaX;`8;3n&lu|n2<JfvpsfdDkl@x+
zMwM2?uJBL3(m@G>ntjmU-ShQlXKM_9CYB7DBHh4uP<O$ZkB6>*Il=$LA9kIR<@t0R
z2+v{fB>gj_@*X*WV;&h>#7(Y0cil{H7?<=G5!7%juAu(U`i};o)b~YJe{u+aX2k}v
z4E=E<R*jtq`{Pa;J!DME+tLxY0G^vh(2=0hJRc2Y7*L}&u1OsfkJuRRfT(I<T&0gS
zEpY%!UH>pWz`8(ue_JURU>a6AGD+&BAOr=Jc9Ja68akvr2tJ919AU)VK_+6oInW>9
zJ`FWF@>?BG(H3H87dfHIsrjjj1YU?<KW2>oul=&ZU{~OYfJ6z^=~1?<K0dXzZeK!E
zV-4==bzAB0l&~R#w;wlNWPHq6-H9a`Y9oimqIMqqXKPd*|6WH8xq*Z=E9Sko3m;vp
z#<i7@JWrZ6IP_OLB){e0tOaO3)gN&MtSO@Ma<1AsZ{AUqKp#`})wA_|qm7bWOzUqJ
z_)k1yO|2u<08a}qyj?2d1D4IX;OLLlm+|I+Qz3ptynL_XV8^0h0xFK<lLd2|6hNr3
z&z@UD>+h-pYB=SGk@AlXb0!3Sdmn-dv;qeg$(0Asyd9Rx!ge!X1B}$LxPmhhsExC?
zy5yYpjTMC(NZ;W3LN0TC`JtzzC!XJ4x&O&+{lroZ#1A={B*8ALj^@plCs|_x`T_NH
z9=tW-HUbmN6)WCRv!O-?jnDN1MBYaqJgYeN0M)ft1OZ@`%&5uYpg-_ye<8k#IUoSY
zPCn|8GUB2AxA$z|!?!1XpHHLk8J|pk^T34igZ&PiYL-z|wmuHAl8uPT-EAmA##i=q
zBGb%;y3b$B<Sx6p^1EsW?nP!%qYsN)wKrLrI!5Y_-gxE5(GY*~WAU3<86>cF@wGMa
z%v=L&w8k_M085vZ*T+vUhOp2KZ|R=q^yi2F@9Rx}X@8+<dd9+iMSR93#Xq>%hYnb6
zhJHNOU{ZsEsN4I7F#N0h=tWcPMU(`N=GbdxW~Lp%KgkKNue#VSYEH&;kPP5=^xn5%
z?Xre+KkUMcx$UoYOj*u3(W~lbbXb}XqeZ?;z@&7dS(A*s^BD>q+`Tr_oh>m;PMb4|
zKi)la*Ig7F{bK`nB1GIHZ{l&!+nrR^{S=WkpC%UXd7EyCb9xsw$=aDx&cnWG2`lR+
zOy0^2qz?Q_)GmPqXZx&ALO>=qn)DjyvP>UeEZ`x@9AQuT(_>GacosLtM!b7FWy{R%
zwONz4M^tair20Iqe<HakXn+(U;oK(0mGHmwcCQ&<tj1eYG;s+_*$Ur+2PUq)f&11E
z8A_Xe6>MZM-JUpP5V{wMKgpifoJM0(IXBc6?qP%|-}n8mN8N7kU!GY6Y*kR}IQI{1
z)x+Eds}lCKLmERgGisedB#<=9XmAXujECS9$Uk^4;yq^{M~rK#L?NVy0?8;?I4ik*
z1nDgT3$*>NmoCw7U$?FtuV&c(SJ0$1R$on@)SM>UJ)o9I@<2v)gm{jN;u{r`_5WV|
zH!@Jd)H%OgxM~?a*jsaF!5d~y!7iM^(2Wt*+;ze(cX^1WID@1a$}pRc&PpVnmvZ}b
z0B<@z9y(=DlByR9OfRIr{PoN4YPgQ5KB}QW5OLZa8QH^p0E-IF#v(654EO5DL4x~e
zfCV;08zc7I$%x-aPh!Ko7~$T|*0$PBL9qUBwW#KEfhso;lDKqY^^0AN_cLOedzYBq
z*51V2iq!GzMT|x&=UM2!kP4kD$CaSUh9hY82Iihie|>|g0TS6YK|uYn8F__0_4#(b
z$Fg%opd*6ktt@?vr<W}xy%4whjiRteWJjq7^srIji*fWhifYn5pKLiJB@VFwfeO3Q
z#c>3+t&$<l@jK}o4Q+unS%0yG<$bGl>Ran<4Fp=SOP;gvfn?%?zB(cQvjS`gLSO9j
zSi61gVV%Qrd6YI?dBWNGyA4qBuARBZ`;2tLUtW&G<gZ=Z>OM;SqY?=JX2^RD87^WF
zO^3-?p$9Bai~CFtDq_gmj_C&T22wVpb`OrvW@%WU)zUdANlr=NWQhsNN%C&Qby<s`
zrq|Wyw9>=hjO(`#rFo?>Ti~V2OIm;zZ}+$eR9zPO*RmIjKM}w93{Q%{VD2f`ezWA@
zh%Bs>*qRAgqbi<6t{D7V&66Y*Wb_Oqq-GR9Gw-iuYaLQ7kxi+92ocfeZqQd?z?yZQ
zN|Sg+#xKzbx*v-5Eb>5s^+D?GALb7>2i!!;r8o8s;&CFVDNA2LeLaj-#5Q3x{_zPB
zb3mkT{c5Sp*wwIS@0?BIyb1$d?6j*tI9qQ0iJ7U6Ugd<V!eEtPAbbVpKq4S*We;Q|
zT~C*t@*$s=CrBRucv|p**Z0o{LKt|(S6TE0Rv_FpBz*f8V+U*bzP!DT;_^pH36a&W
z7t^Ve{!=lHUDZUPTQI2xC3&Y8$L->-zFK*s5GG%B^q}mDKKpr}<Rh6OKjpMm_S@~c
zw7@cRZ1o+|e5hy3Dk~@iS^TyE@|{F0>!zP#MCOsfLTEHknP^j8O8FU0o)53rdk5X>
z3Aj4E?v?|1Y$Q)zqa08F#`k|REbBf`tWgBrLY!Pi^0r5)bHcl|KtSGIg-*Sw?{9U~
zJ<o{cWWXCzpL%|mF<w81+SCZI{QklP0=}TWHNpJalhY!m-%Psp|Cx_q-k#TFpiEay
zc$TM*BQghxdx6eK<iV@>u6FnQtBz{$6L?oo<mmjmK7f>&6K<Pm=NcvHx+7|e+qQ=+
zYt880F~+9N_A(XVQTUA=oIcK$I6cod;#abYim<~$B=h9mU<Q4fG>T}~#)k41k!yq9
zhN}O1fB7ohES>%!3U|42QTqcuJ5WZ{g;!$W?p0p3$N+ppd>RDqhf@8mHTuS(PoE(G
zg{h{WOdjm*mNZZO*^JvyChQN~s-V*zq6)@|#Ay-m|6mo_91vpo(W$K!@P<wMrIFqt
z-uieJK-gm1R)+f09}8lgkHExr2{@x{v-Mx+)2(ac*iRsoVEGkF{eJSQ8(`9rb2H1S
zjkJo)yNCQ6s<a%|cDQ}C?KAg%rrP&rALky|QJCeBur&0`y7<0_`~*l9slHVY6dLf-
z1DyO+;T<)l{$Op$KZ?ft8=odK_ICZFk(wJkN(3<VWsqXjXK`t4Sf|CqSeOR_q7bbh
z1n{zS?-}$LxrRyd<v5*wVpZ_>+AVU+CviP!?nPHS%5Jv6pAb*P+!KY${&f?`DTc33
zTd)q`S#FHC>;yTr+Fp^tS75gO$qu8QNj&z?BeQ8&QM`7Lid23$7Qc51$F49|9gG%r
z!wF<AsU$`hBjosbHz9BPfCcrtCKbC_E|8iKn-5%d*l~cdrR+9|U&A;H@Gs>fS&cso
z|2c@T4%yc2AM_2;rQf(PocHtLw%%Ds3chLL_T-VAOQ9RVZ5J+}JUw34h>DSLJwnAF
zqs>%4{o#EBfvGK_5`AU>y&LZQ=%oi<7PVu1ia6gqn&=7g7mxbASE7_8xZY)K!r?14
z(qz%{A+z_Ho{oqHOqXagpCJbkXWMVf=chC2FPeY;RJVrsy#49&WyoLx#9WgFa@)O_
z)jNA_;|+s5PetDQA_<Q_S`p%dStCKcVeNAl;$^Tz<?Yhqnq_~xc6@;mur7o(Yp*>}
zL1Vo@b>TO2nN8Ka#*C>U>HS@|d#u~rR1{4xDxq|o(_Y+W77Y~nZ$J%UnBUAp8~7m5
zfYdQD2o&QHF<Uah*>SDM*U{Y9imUxv$1!{V%5Zoa76gPpR{ZG|FE^>TNG`ADz07I5
zp;RvBU4HcE*}Sh%y`lb~tf36{mVHn#W3dMAvXzC+`$Wa9X&=cJx{nJHd<E|el$B)t
z2=-g_NhDNqh1eQZfml62ZR=`1g7282hW$wTeo+kgT3$A^CyX6rP}dKcR%Vs$9<%;A
z{p$1ez^WlMiXD@d@hPF^#!i&Pp+aPZ*bE;Px&Z5}_m|J>8-M)rLFV=6cEwdMeR=;u
zXDcTJ$5#2Ro~ONge8BHsQ}fIio2w7rMO*)JoRR3k`-qCMwIcUJN&0iu!#m3>OJb(C
z8w_RZK_U!G6zo$EWD3B39iSEn(G|qVjmPG+{RY6CVE8yNzofntJ?T@yQ`Oi~OQ6D6
z{Q5$hwF0Fzq;kpovq6In$*n;0lLzMbub!6f=ri{v6Y>~v4*%*huA%0HY?X0;#O&A7
zeFbD*+h~&G?z-9lP6~H@u;udXgRL1#k#ErIiXv#+P!bKxhS>LK7I6_3Fy7l&VWruE
z7=G_?ND>zzJu_kNvnC<}@%qK=s$YBhv-!!hhvjy<e61Zsn^$+!M=ZLObAbVYdggS`
zJBb1unEerDs~_sL+=#_s!?uOaO>l&^0j#=DA+I0ChTCt<%Q!vnfNH_Qv#XVJ-V2B4
z=1wIrNB7)OCyd*eKQ1isYpEUafY5#<vU}1v9zvz_Qk28nju%K0j7~SBdMG@9*8hcq
zK(HiVZ;Ip|8HFUK;Lg!HJt`i+35oIfLptN`besxE8~`_=tbci&qQouLkmRX?{Z0ng
zl6gzIyZSTP<$}WT@5kNBwTFQ`nK?chSN&mffIU+quWYs$kTObUWq79kC1(2Pt}akI
z6Lmgw>qZYkPd{E)q{OGy>j;nP)!6KhHlU%WYnr1zlSLb-SDPnLQmiFBz9;6)7D=KB
zZA+y)_8iZvHvHuhI|Ev;uxfHKAR<8vSL({`mz_1ou5Sn)&rqvSecw++2LV~r=JYzO
zF$b+ZPZO4Jh0#&rJ_=WVY8cq9E}R=;GJI=PS|)#aFWS}p`X7ZHWWHbPsGQDgf4kSE
zld#H#vP5;?8FpA|heh3;fgO;4te}>p2%v)kMi{jqdNu?abG%vEfgY+uBA{`E*Q;%x
zk2{?|7{)aUH5<y%W6lK-H=dyza&fqCoAqg*Ljj98+pR(^s<-zDzg;oR2E#-jXmq=;
zxYgs|_}B-`fM1NrQcTV_qIIaY+q?1HFfblmD|Y**FQVS9+*+uFt>is_MaSKM$HORY
zr^$h&<j)gy1;WX=s)69H5^i_7=aD~EQHos$tZal=UoEb-Msv5v!yZmDzk^ErZwy2M
zd>GHa-tNFm17z#R54H~K4xFMh8XDfl?&~j*s?q9-Qrj0YcLFrie&cW8o8YvY`4aSr
zitYZO?sYDhxNi>;1F3UP0L1>R*677#4n9n~n^T4P?tAx{p|v1RV|KIul5(o;lW0YP
z`<LjxelSlkNS%$Z*91h$_Ow$reVclG=^;$^UXD#1SwSGT%)Fa+!RaS^5?li~x4)R^
zUrS-Tbx_^G7Y*o*pNuUjdJL5zvN&~vbQ?}SF6my@@9jsc^ZP?PePeI1HkD#~K16YF
zRBvk9?0@_dI=vcgYSL3q@Dg1lL*LE~w~vC~tZye`cl`K?AO>n~2)km#^7S%z;5G}y
zT1)EwDKjr{-d=5<FMP1`n5avJsE@VPHw?F?ern}mBO3YfX43*EOh6#K0|@P`9+27T
zlm<^QfO%g+A^W=ypbDrPKVAXqZNAutvIm`OhExJp_P|4S`@?PTy-2!4O`i8dWv=3_
zhSyy53cHW*cWY{{(dpF`1liGpwWkR#D-!)0r`sGvzIt3ak*})}iL(1E-y!uf4KZRw
zQqz!KS?LCvN1_6X{-JF=5}AAVFN~p|S(Z?$%O}=k?vD9L$|H#%gO?tQCJtv~zHQq2
z9+n_&_aE4TZ$XA?O;|9#w)OyUpWa{f&wBFFm!Ij&G!N6@0u$l(0`m0v(Xlse{n<WA
zwB|ccXIw^nK%7m;@*`~7Ct{pUpoFry42wTN4$`a#`7?E?L%jg8tGSF@LJwJMxo76*
z*|zIho4zju_9fhNbQV;KnMDR1D5;^l4qS2DJ+O*LpJo+Ut3uGtIp0Ij=1)c}2BHKu
zu{Hb0v%LJ7dk{T?1p{5#W9V32d~=)(S-f$Tn_jv;?wkft)?Z!u^)``r;5oea%F_TD
zTauNbOpA_t>+1%Dc5^Y8s`MLe%1=Umcr){f<k-S+yZvnb!~)cDP4HRZo9yW@gC9@_
z$+ezDNKUuBseowQJ%;+&cgMp0t!TR(Fhx8Cj=bx0?VYdV!Rgxbqi!$>S_Ir$Uwfvx
zIYlTZZ^wY#BCt2G3%}#`eok@-*g%7MhSWWo3BVduKB##}phq-;^Tx3f#MQB=S7*vy
ztv@7EY9KQS|M~E^Gw)&j<zQ{M-eG%Q(Kn!|e!7NBdZA}Wa75(R8<pDg*Kme7+j)JG
zqR9h-zfw-S&*uQ9lN$5<PcOQI=m!`tErxdWFDmhKK5MQ=`<%bug2!J#^#EUQR0=W8
z@LMFX9fU(zI>%>-2;41#L80oznwtP)T;%=3U89T`f?q=WB^9m^epJDWiW_*y2Ztaa
z02c@AZ-}Z2pmC~0F_iOL@|7vjv6_=rp5CUwwJpMN3l27NUt4)xCzeIVY7-=gMLn%m
zS5Y+*gOEQwyV-}_g-L@Hsj8M+ql0jVtY07+n-7s^m)BQ5ozy2YoKwz@w!Q_msD+B%
z9L1y1xOkg?aUd|@NEGc8=YbI+k3_H;yfWuQ`H3W<NEFiN4<=1#b2?C2`=IW(hTaya
zV+&*#-<4--dF?k}o70q&lg*Oi91LI;ayQ%>q#52SzTi<%w<gp;m=+v@vILi;N{sc)
zhN8fwC<jCPua&*|>|f?_Kd^{<{aFKmO0+cc-Z|?j56}G-A%M4gkqofu1{=P9Df1-~
zCTmtk|7AMC`6q6RFevdH%Qykk-&MUGvi9|e!kgV5>JsXBr@)#!;J0w%-q6g&|3-@-
zfQVHJ_yx#yA<VMKZ1KD9ecjz$2z?~X&JxSq-mppJ5t(jW<wYhlKSLR7n^4ymF{Y=?
zc1Z3Wick+_eKsLE*|^<T6*(@raw$;#5L3gK$vf;jw;X$~4I(<<?f`-P$#=s4JVIl+
zIwe2;>*M5qR0?IlTSz9@r|!7lLB?@Dm%hF-yz=v8_mHkl^M`!*k85<rUo6Vjgc?(M
z88s6@R(Y3?1Lv2QWPYKmgT!cX>Z6)Pct@#pa1sy{G}gHQebYagY#)By8q=8^vC8cK
zj%vtlt{KF%UNpD=AUgX@+Gn&&Y={axnlC1cy?i#K!rsd*cw_3NuJ<g8!PQ~?BpDxI
z&OsPQ8p{FRfvgj#VTb{Z_fmDEwK^i6yDpF8z>pqk?>FxAv1z8K{RD&k@9d^*-(;3m
z;%)~aF@pKh6n6u1iJJEh3-H>(lcNV(>rxT}TJofFF6+>_zMG12-Z_Lr2!095W1xpd
z6hwa6>6Pi@*6~Xa5b~(|jgG5t{%ICaSRNlifvGKE!(>$FPb8EC@ZZ|j^ImVl=u=8(
z$2^F43LG1ncqz9aNW&b6`bnIBqa|*Abs2-0Oy@C94;<UYe9d{xAwG=CJ}VFWg~Fao
zK3Urr=?By4Dz1w*&h6)=<6kzu#E&8!@5iRO`Y!)ax%z|(&8t6g@dy!Zg524x18pyw
z$F<?Um~VyZ_kM@qD(-X9N*bMYk(p2N@;CczUeeNCoq$aO4o^y7ZQn$IqUxu1c5Tuy
zAcxW`U@8wP?B0iJC_!Vs@nSA_{~2*&`uuVTm7aeRC^8~Y>3+sxTu~WUjsYN!@aKHO
zJH)T6uRV+$hbRM8uOvU1s(0aP`Oo@&`vBucfdv(nmE85Rv(tnIl6xAi#(2TGabA!!
zUL=Qw!mbS#K1fF)l>!CEal841Z|>rowP9OO{^*YqaqpuTgB9F*CBy6<%2VA+S(_Cw
z+tj+bUZ1Ed3MWW9peVg3*8EJo$CSZ4O?VnU4!akT<NMVa&CjrP=y$Mdkgoehk{Dnl
zHJ1n@PCmxZ@tO_IY9h_h&RLRya6s%wYBOx}CM{8Ly}CCy@DzjZ1euuAp&Arw4pW=k
zVD2C{1;$<I(?4&Iq{2**OYie#vB4bE-!A1*begIXK&L8z)Zs6x@1TH626`jCiX{J^
zyF#WScD_7={noIH$$W16B?{OZw{AqfEVpt-Vj4igx9Nr7iCzA}DIb&HanrFs-N_rw
zjC?Jj1H->pL1~TuZxpiY3JFWVGxa3<*72k9Sk<XJGrRY5hoU&ng`M%9Ems|)%U6i0
zaWE37CPvf2Ls0&B2*?@z<Z_Gl1}SP{#~x7Wbl53wJ_DG<mXr>}`mwkJ{WiylZx0xf
zdxo@c=rc+tfTbvp^Cm}e(ak-f{=Z>`qdd9UY5UTAWjK49y=IU(jy}}^cB`t6H=RJ7
z?E3^Lb1RB3n+DYCGxg#l>p}yTtFRy(2(|~wbPxnZ*<k{}?%$OYWwaTf6KI<gV-^Z%
z*giU8F(4VYw~ub)g_rpJBoRcxXry&0y_MCRf~4m~DX&SnA086eArCqD-Ef|bRP2|7
zi_<~EJG>*wDDNJvs?4uk1M0T*X4q}~Y6YFl8G^+yP??GG6NVWUy9V3ZwEz(LY*3U$
z)fO}$1ficf;^!b*NLD~5NLd7C@1G5zE&H7iUff82zw_;iHr(gY_nLBV-j{xO_p8l)
zIIwS~RlvuFgqExi$oRPIomJZ8&{0%5Oh?FI23#wa_kpK#(U^pCbzB`Eplb<^kmAHq
zq-#v?io5)9*8cd7X^X{>pHl0&e^XVVL?og@Y?stfs1d|6<W_}VNJ~D26sSGh>Fdz1
z$W&Kcy<6nbp!*q^jn=c@!rjB}QA5|O*sv#di=B>|a%%IMjPq^MaW3U$3BtHStsVA>
z1#mpR2)((jxkvDM_BsG$^h$qToz{1hfHlg$NDACj!q&iMrAEBwwa+{HnNd*((g1>O
zgp=qIP>%cvdesfp2DA5eY{4;)sYYFoKEHdf;2dPnSnw7g^!wh?Gq%9Qt%829eC}4q
z!<TlHowi5WZ}01^)<_GCOZj}i^dR86@u#W<Bl#P%k-Bp{TG~3Bi^k)x`QBI#es8sm
zsPxEe>}Y7eO(nA+d|0zP^2S~fl>d$&fItv(>W(baOrP`D`^LJ-ZXDTAmf?8@z16i0
zt~#k^Rl9{WBl+|o-3FgGMYh`qOmCLbMd(bwQI5Ckqi*3Gub=H<rS&~{uKSg?m2(B<
z(d1^as9)7Fd_+F>jM=>Q0!S*f_Av&ocR;C0y#Xi6oAUbSR{HqWRi3>)AzW8EE7O>>
zxxd<eZYm$&8b69n@|47{8!wO*2Z<3#wP~<R{zNkN@)?3jlTrteh5^WJoVbgJZmX`1
zgK~XWkxXGNqxy8YgjGeR<LA|{W9E`+ZOt2gf75RpP$0`L>#^I#Hg~3uVJ`UdCV@{(
zY`P27Rrcq~ckFI|V|zbh&s_$PBue<gbqn1U(%*`lDG>}C*ThQ!Z_8g)F@KDe4J4a{
z<P807Vg+1YG2rOF@fo;sd+EKi5g?5v-_-Y8a6~_I9$!~ebd&Rpp7zjD-<F1~^%~wT
zD7^{1SZ{W>hZ+_o|5%;+6i2snMT+)RD1B~Ph+RILsXWoQtKAm4(cbH>xYB{b`QWN`
zB>!-rIaE+NE+cmh7NcDtftdMQeyp02RVpXLFX$($4J>l`P<7;Vr~)xmuS1N!JpcRo
zP_@?p&km649%wwo@hnk~w}>;Lnol*AG&lM;jc8qxzTISHLpTt0^m3R!w`43JeB-gG
z)n|YcIl=6Zb9<?vB>t$Gi}R-5=<Ra(0Ei1!%7#y!=@%5C?DKt}Acml_bdU~%Q0qRH
zXr@1I#N$WPb`Pp0T{kLs$6)`?DEAx>!ChX1a%Tj59f`!Hi;#s4{5K7`PIiB8)r?+j
ze<Fbi`<o2dk$8#y_(E;2*U6etP6=+z1}4!mOpbE8rCWwXWdBq)!e0QYGz`K|eLXT6
zT#`S?a<CjXP(Ne45@Q<|aJEY_w<jop!akci<%tT6!GZuxqIjE>YHdc29FXi?IBVsT
z9-CAN7{i{%yO-D}%p-8g!{6CZVbs!tck3fBqBpm#!AYV3yq5J+I?$6Z*Ej-c#vq3v
zeruqs+}YOED(<n>?h_AUGSn>vt~Y>U1J;U2uJgVZ<7%hvI0RgP?sv}aoZQ8|{>U3o
zA1qHum}~mjIi&dD+mFe!OY19?77@xSA5ywM2Ij9-jzlDGeG5OqQ#eO}8vLQ51nKTZ
zo2he$+N{MZAeaZQX?^awx7!S%E*xRd!iSr0Ww3{!)f;R>8AU-*bN#V~7DRD=Sc1-@
zYSX8%Ns{_JB<GJ(<pmfYHKlq~E%S7?{?k-Px4b41|H{rxq&qFY92)U(IKZ#CfQa5n
zAQj_?Cmo5vMqBfp91HJ{$}%io5aea}ilv#?jV>m?KkS~|b+z3*nkD|~4^pq&*6TrB
zOh6fG#zgxG>lP5b8_`ZEVOWG$TKXed9_ED}y)yuc_V{2RB_oU?<(1tXTI$`dapAP-
z^gdIr!h3nkp(UI3ih-;+j(oAwI)3DbPE8<p5WRq7d6ocz!aCTNw=eSxA(mAg*QtIa
z(#Dpz1&Nk=T9AYUa!1YUEe<d1;9XcbC&@M>V>0=e+r$zGPA;wjxHoxC_z{b+9~by5
zYq=o)%4q|#-UF&)?u;y+$@cZOR6(^loGL~64}*1w{tvwxZzXD{8Q4Ae>$@TCdX!jy
zx4?&?|HEwmv%)o2|JM(rRMRefRcYU0{#@PDM~=zpdk#+gIq&C@^!NYX^m`Rvkp72;
zu|uvt|Lh?#;{RakAX`AF{5?<p_w-~ddFKE7#u)gbYBecoS^j_b{N0USJ(Az+|6IGd
zb!q+k9N)H}S8vpQ{<hZ}!4&fGQQdO<mPfSQBfgc#Ta=de3+&R5SB>wZSKq%X>`;;~
z<Xc?isJN~Z<yF2qe4nJ*Z76Y>zh_vNkDMIYzZz`4y<xJDyT~3>iW`)_7hM0@y85$)
zoa)x!{=<OfiQExlyo9V)f%=7Y{;UqW9P#b-8kzF@_JV%1jz0Jgz^FB$l2qEqGHLjL
zNrChq5G19u1oE@u%#igAKa{}S*A%1AyR&hXqn$3Vn$>Bg=g0wCCF%&wcl_MQ)=o3@
zd+|a1;iKr7BlY)d8!zK#BJ29zf)YX=Y_}CUuTj7l*qz)q6<pU&@O37kSGR3ak-6mi
zzbp-88%tB>BsP4LLX(d|E`b_vd@FQ}fwvZFSirB2jNfIxr2txrCUa#}%_A<9`E=CR
zZ$Jp&^}X?6%B@ig)O|P2h$zk=v1509zCds1dxoDg-DtAikzfNm-xIu}V0S4%6E8e)
zh{^N3a46!RQ{xiH^~?KSck}jME%y7p>Wu68*V~qx)7`KNI2{-KbI<|2Qs943Bfl=n
z8*cIEtM~fWUu3dB@J^cZul@J*2ddm>YJlP=_s@2{`{dXTsnV#pgO=(2=U&Ne@n{+=
zV*Gb?IQ_W-ikPNJnVo$v2EyS0Lf+rzAZ@d})j-=+VlJpxwpjf%D;ni`jIYj`8yP=L
zE+DJ?)8_0B7c`5Qfu^uN0{H&t#^_J}y#~AGjpYI+a`Jx2iR9+HT{!obH&?w^avKTc
zu9aO6wV6~N_>{7rf8Hp5KjiSZd2pc?M87v`YFB4dpa<i*uQYgoClpluy`_L5?cq@4
zOLWeES{rR4ANQMJZ?e1hmTFJGeSkEQjL#@jj@k_v6SzN5hThbL*nU6Kb5!Ecqi*bf
zZs4Tvzt=cJZVnR1#pmzSSvh(lD8@lzCwY2K-s;q&O2a+w6&CjrGsA9<^h5N|eJRy<
zd(*W~@I?I64>pck-of^&vw&@7hi3K9S6lX7$V+Ms)eE-dpB9JY_UpTS2IDYQ5L!I-
zZ=+~xdJnZtE7cF^SpV~uCV-aF6NJ5B3YX#gc6cYoVP^P3@7#ppozJSDCpjG>6|JD9
z%+*J7M(*AIpLa?xS`F4RvvR;K5R`wfFwfty^q6VqpC>>KlcXu=<o%_KE8}0|^afv>
zY!@<4ryrNU&D5bZwE*dyelfoLJJdV>8JojfKD~>(5W~FLH~&1^^r018+T`vgvuppn
z)nHc~8~yVP$=K8QxbsZ&Zv*1Jt}s3^##EMvzx%KET4Nm7;G>BFF~KDI_r4+poe(XO
zyRXG`yua;Du0yu>JIYzcb~%|E`)7`FzW19JH&5UF^HODe{`UXIq|E52|6?A41et`s
zy{Ygv-3^N&wEOMrF$L%pTD*wyRYL{8W3PXw`C!C*KzX2{Z5FcUf%bC5K1|P(_(^}m
za`xr&_Q*OxUL;ubY=m*iJddB@O6L5IFTpc7IGBIQKFKZn`F5#YVOgz;-X4c}o`t|>
zYYX4W(g%PSdS_f%etmDzwkizE)h*Y=5BuuL(biGtH#_afEMT^d<wX6&r+dF$G;y_h
z8y|PWiK}(8VPEfa=!g~-hSC1BT)6UWvMh0wcJ|k0mJa?{pSlyA2IBzv^ZoQHH8F?8
z4Zz-8dZ+MJL6J3tIqRa-S=s1Z*JrR6PMg!6zktPvjn06+ZPnSjKC&}$!xKnJf&K5?
zw;;woWz0QyWc~zuG}-Q|U9k<d^!`R{Pqz9exQgmiyAy+Pe1=Chz}Cx?M%&7E=aZIZ
zA*5XA;`=?~FS%gGaR<&H;*a7_vY_G9@_N;k10n?s74%ZMO2>6Yf`|B8<Ro$+j6D3M
za-vb&L#dM{48gF-vE((5DfCzvylIK4{VI}{1~OQpxG*Fn_(cPfH^=XN@Y|qlT427b
zE65o+C>=4vrWrY5v`5mcL#{J*J=#N^rs*+xaRTMz;WX4BsT`+^E`Lss^5ZDI5PxNS
z817jX$tnGanLuS;K=VU5cZ(C{0>8B9I8&vi<CylCkdDN>FMhqyOJ}DbDGQS<6w*Nz
zP6GIQ_GxCY_aqd^evo^!hU^jh?wGw98$6`(sqUDi#$M3MkQjbAy=zK4j#sgS?lpOX
zuPp04SD;R$No+bz<HUu0-T>AP!R$~FczhRTY#zNjBmt^=hE^#jUWKKns0+bt;I5O#
z5=BAc^<{aYEw39e3Z)u1Esh{fh<$U6bCVe1*^DZ)e@oy1&k%MOMUI;o#v1%s^U_-q
zm<eZbmmSBttEHrB@&d=VPf9e^%hKZie9_KqP5Xi!58M}E<#CFc?eewVgY#g$5!Y$r
zOgwiYuIzL4WW<G71kArA-6|TZT@qZ=7Avu1HtEu#UBFY#fa#phKyqU_30^fey-KTI
zP9LAK#y1WZ0BXw8_`rRMZf{q297U18$u;96kSa@y)U6a?Oo?0u@bChdzqv-DmYPZL
zr{#QXZvC+h(p3fYIrhM#tb59)H=8@@L+A`Q>G(N5#`GDBOqgzVNc4OHJOpHQO|a>a
zgXk`Pl<|D*`6j-Q9(u6^vYlfia5fqKdf^j$=a2#Lw5iPd2+taH#?9&(d{t*3qGelJ
zZSOLlKBpNJk>1anwH&E~_?(bP>`BfQJ;!FUYS>yVUoHIBl#~X=X!U>_-#`*EyAQ9E
z(2cT{^`rH8GcX~i6ol?v#xAwM_$gcwnH$FentWMmOTEB6QOALs;+EqeN&J*>=sQ_1
ziHNU|0coAcIx7WxdsO5C5_c?eFY<B|^aJl*6_`xA7ep&)axn~;>cKrO)OMES3puR5
zl%(fN!mp7{it|*7--73Uz^63xnzO2;rs=iJZF9Zpv{TmJ#!7sykE&=;D=%aYdQ?Wz
zwHz+}Kt<q3-;HnukcDdQsWbFjvT`I{jM^=RdmQJpqz$#wHpZoXoOuVp?G_+~LTF0*
zX87f%4<+4HZK@V^w$FkSIs7v;#SE8NU1sk1(JgNz^O8iL#@+t1s}GTbW)o@P-1>{j
z3y((^7iqrbqB7}q)k{}j0cqa)fXIqT=?e)o&N#%j_oGgMSSG);U|*SE<-XFjOWocC
z7^9G~wK$q?L*5<ut5c@*cvko@x`J1>f3+R-i68ZGANZ$DhLS02hJc)B9uCeTb_vtg
z2jOwy`QxE?F~A$A9nc)BS3}Zx$>koEhfrUf@_MCLL-$qMikX%=aLL=6i`sGmzdbg7
z)}6YuB2^`3^=sS3ZRtTJhI13);-8s>?FUpdCBkuK3FRrh@1^FTweHLovOqm-pz}Ih
zjsXAxtO$`-rww;2L6-V{H1;7LXKKfJb@@85rNtM=RZHKjtuVP~9xVh#p`LCDI7w}E
z{D&b_q>QJJV7BS{epq=@JGX*&X_%X5U!hU$fz%0?yLx87>ZB_sm8%!jD(An-%b{~y
zuyx&bBKANCxEpVAW8dOPQ-@ogNO~>krNq{!TOwY=Ze_mPtl5*^Bd5NOT32gs%uRY5
zcB|6Mc1lvxsWoo)!m7Td-9FWXtFJd?)|(C7Y~^X5q(^D{Oxq#!p_!n)DBfd*mr(fO
zs=1iJ>wKRrf``IW;_USHWt7%7wf85U@)jP%8qKwHA4}pkpH69fM9G^m?9#Y4Cs-a!
zXzh`Wu6h!T6hYoh)_{Q^;?=&pk!5x+tyFxWNYOGv;(vCpGg*ZBc4bxN_Ix}4SYn3>
z5?m=cKw#<8PNilcr*!TlBeYBlBh1AD0k7ARbbt$kgZ(MdpmPwy!YkNSJV~x)Mp|dm
zpSEW-v5YovDy*3Ir~5<}*iu`^JUyiM^TRCMH9N$g-G~3os|Sw|F#ozemTu)DM28zl
zj?dRP*b#dwen{9i0@Ba?mQ!#m`-t}MgO?57wM^CU)`dzxR%QcgnW!qmx*#vheXA?1
zHgbz3A=DMUA#PdK@$M@!WLHB^d#f7<HS){d5?doAL>}rBf}UD3?6${lb-UzQ=v^P4
zv%QQ?DOFv`VGUBd%j+7GHlp5m(7qgfceuK5CgQS0dpYKj-~jwOg=TtqhKdn&9VGA7
zs}1*(yw)`PXXl5)ES`&$hgS@qM-pSZnNkx?4|i8iVi*bMb-S<gnywh-q>I6Bl917Q
zMYq*B^ay2xt*myB)3Xp(NPi;LZ(jPTYhaS@^=LIf-xm?diRvZQ5$NtvPtDCfoGE41
z9_$0EFR_S|I6KHR_O1X*tw}~A>G^tzFotk5*AYSk-AHDpeR}}K>tQ99{lL82wjDgh
zRYdK4!tosY8drrJNKIt~{Mr=pa^#%KD3hmbs@ucGpcBXBa@5SHdCTzWlUX)ganEjg
z#^n)z-PFEq^O}^Cm*O9<3e42{-V0&}zW$)DzM|9BH48)4TlK^1VPC?h7~QLH`9V{p
zR~(mFSI?7#l5~3k<b}eR#*zTtxX&F-Y{X*?wZs%30kI?Xot;_kRuvdTk?}W#nTY8p
zs$&9GH6OC|$(c#*PsD{~0|g4D?2W}(r~%nQJKX_q0t9WisS3y69H^DCRMuyzTdfJ7
zbMCl-bS!<Yek2e>PVaq-prP!0!$GNq`fj>!C?>l7Qm*FH=0iWTg9v}nS;C%mLU{~j
zp+4qr``I)4<Em%+sb)~WO)3#&5>7?srzsS=DukW1V!83=`!F8sh#4dV#zrHR1b0b#
z#usXsEK;6CctHGgA7Igz<Crq3AYp8%>6}VnORjG?@<WLxBSlp_px%P)OnfA{fex%+
zr8>7-^w#oYR-6R7<(8!At{EanCd;faqpMH|pdNzt?ZZYmMEq%9xf2CQZ=m;J>6_U!
zBKjO^3B>7Bey-_OC?Te3^vlY~k|E~JXF!M07Y(EV*Ud6eyQP;ggCYK)a2#}=GKu|l
z8K4``XD9wBN5_o@_=%D+1JOezrWlwG@V`{h_And|1o*(SQg{c)^RsKEORv-hXFXPH
zF#WhZ7gpsd<Zofgp$_`MUg!F)p<1W>uvMj2sfWXDSL63iz?^^$usUigL3@uYyg^;L
zqiQH_oi|K#xbqJ(CDqUTZS4i;WlfL91NB7Cw9D;+E$iZ$@Pz`j>}7kr-LIV42R<F?
z3@9N;J%Tzy-$xIh(eWb%5xR&F)=+|?xlBsGLcrYWg1!2Qv;q6hNP=0$XL%MFrY2T(
z)I%?DpN;5isx1Jgv>H@q+S_n;ge)7*^EhcCv8?6~c@x3HNc26Wx%4HO0yj*tTgP*@
z?O(2NTXBpxl?{l!h1Xj;(oLqB7I#Kk1FwFKD9`G8V(6oI-EpR$4pp4c@3>mk=9Y>Y
zDMTH)EV?e~W5kbMSaR2RJMsq$ix{xP*hB2ohJt8=(I>Yc*nosl6<sWH_xMSmm5g7z
zGp33a=JW7*P3n-Nz1ogG(IsSJ?VRl0Gu3aqWA$JbNC4+7kI`@iPM?3uBjpC|<s*Q>
zKY@BHG3@Vti4ubL`lVREtl6Z`x@iQ<|EJ}O7p4$&_dDbr&L}Hi9bGq&>-TF^F7@qo
zXyTAe=;0w`%4o|T!sVEt0Bv%RZOSMtjB+)wm{4~CWC+jhP{OQ?b36g$#Ux(da}xA)
z>4EE{qOx`wp-Ih?6upklyfKq42%=zT2@MCy3JK$TIlC#fGX*+i(xuYb)5#jjJA$wc
zMNE<>wD1sRoSvyLoYjFm9>?BTsaG=Kq0x{Jj@d!Xg!1aq5yxAwL@{bv=LuJF3Nap|
zm%0ao2EyJb8Pv~P^-@8`CHBmAzqLktV?#Qrh5j>8kfM#!z}LdW!8sI?I<31~uk-~>
zm*>D%G)4m%c>L!?mc!VvAZh5bWMPTSXW5xM-hB|Gjd`8Fa%}9{$bgHbS<q_qe##5y
zF5XUNgw&I`dIxpSHN&hKF28fQ{91ryeGaa?r?;%-TH5QiTQQx}#oDS>ocI$Yexy7v
zR%o`<t0%@RY{2WhI){oCH*oS0^b%j~J3xkXWvbh)X-u1aU2InS{NmP%f>j{ZE2cU3
z>j{hX(3|O6zpB~f&f=+xI%h$L_<6+7C@gOds}`ASq{SAV#TyS6OpCxBvT?;N9GQIZ
z<9nS{k+C+8UFI)kMVe-Y9F>4KrAB4PNKgGJ@EuvWB927+*{~C1qmijOC8IeYZHgc2
z5N}#7!@N)aT3B5O_ZyUNjYIY5Rh4gqiFaiROxkNyAKYu|&NG%rZB`QFgzxS!=uu^Y
z1{%6j;SD3bItGwm_pjzyZfPu&#7@|e`RC_{TpB;Z70w+6>Gyf#a(dI8N!%5W@Hs%4
zHv6`QjM;fu8TA>c2^?X^pgyT1uLH*3SmGt}578O?$o26Z(@ou?kd@*X(2I6ZeOkTA
zT-KZ+<u%h(1!54e97@(=)b|TH`|4P9kNO%Nm4j;Xu@?J&Qk9wk`8Is3ZMHIK(Q}I?
z8Yc49tqn+wD4|8WqoYgV28asAsiWd}Sawc`!ny-`qfC~OX9(MS@y_|F+c!dkt?7G(
zXC{r!!g^>KTpp~q*dj@t1Y>GXQB;rFR)swyx+`wN@`M(WNpU7*g(z~n!2^R=79}g&
zL0Ij$$NDK}AY#^J8(0SfAf(!s%BiCdE^_tR<}?^By?ygdBtsY0*cmgzCYctP>@==c
z-1@wv`xUtl086eFibp3D!qs7wLSLJ@robDmJ}(qrK?vYVZWya96V*)9gmK!^#WVA=
z^BNhRE>QwvxpzZ?Z1^-s5a$p)O6lyd%}{)-JS+Vfho!OX&!eyQC%uOlR_(VDEw$E)
zct)Rs<`$6PBGD*IW8_@ZIDDjOhO|@+)J1{nUH+B@#}oT(Nh5N-(Di&2Nfa%Op|td{
zOCplAQoX3QEB~Yq39(@WIytZd^Bmy535T0&0BA-_!XzLAj-6vC18e!~PUe<1-3w~8
ziB;Sk{!D7;$wRaZihf8t0o^K*<(S<><I_&LI~huynM#k5%mw3@K%Ajj3xO-?J$?rI
zaxT;L^W`vV3f>dg#kJ4-gLH2aMC%e`vuniXuKB>$8D00pJQbK%{2g3A5b(amI^t23
zXh+erj4u4*OWah944mvZilfcbt<#UcP*loqlFS~6A>}WaBjjse*SoJ7sDR`F8)R9n
z(H7&O#~;Gs1#RvkKS{z0j}IbL*|aXu!UU4_HsvC8h`0F$gzoWnFby$c96x32kYWd^
ze?7_b@7zvEq7*WcOLyLt1APT^^<kaV7BG;{;<(f2c!k0w<~=XbYqZ498REJ;PUrJa
zG+jQQPAq*5&m0dAB^5xC4_f;3+iDSuPOg0IksBK<!GAGBSSL~_FaU9I($4PlK;oYk
z#jmz@FRWv6vIGJ88R2RAnOI22K#MVg=xmnPCBTW656d71_i+VFMHiK~rhpP@ams|x
z!bv3=h3$J397K8%I3MkP{_?tGPgnr{8M<58L#-F4O5yi#M?tA=d*r0yTobur^@D$~
z5AeUJr6Nmu#qE8UJ__kk)JIEOfBo85Ba@2fr*LHLOgNzu7!R|`#7~Ib0|B$XN}+QX
zR8YTl@)xMfJk09yder?FaeW}b=qLNSB1Q~l*W;FafEcK~*!hN7S@cuc)Sp0-#tl=%
z7x7Y8Ydb@bM8^6gCepRO**uHur#DBwFTx<L3>>yPXInC``}<QMv9!Y^4I9!ZE+x!6
zE4!^F(zIw;d21byx#oVz?P%QF79abgb#jX$)olF!6a%@ZpIJ*4jX0J%RjyCPvwI_4
zU<T>5@eSxMtOXWS>MVw;TyLoFOCoJG^pQ<yOy!N>qLs8<I+@TT;-5x!O%pZdx`Dbj
zUA)97!|d!MW8PZaiFdQ28~s&lSUA*F1s?O3?b#R?l8b!4tn1uy)eVEKw+31SzNMr?
zf5S^H+c#8YO{=a4N;=`W=ktnyE&=1o5b<SDdrS)&_3rCcQcZ7R86&V`Gexo7q6Gqv
z+Tpe+Cma0s!lpFZQ8tsqeW@D=UBfJ;6Gm&npMRr!x9zWe*hk&&(fgO89d8q4eO>br
zOOJgTU1vJ7Ot8%}gR31f_ho-3vrRtq8@zaX-f&Y7@<vjR&=NmY(Y~uJnu{9RO?E5W
z^EdOm?r10i`J3o=d--p*-;o&*hRbcj{0+hD%Dul>y6Z}m+}GXC$g8Jd!wBocM(|YW
z{ytX5sut8&q;OBGm%tJD_D{jQt<GoT#x6m*Y=SC(eVT|L#_8qh^c;sV4WI?Bo*@O9
z3P-)r!%v5`1eK|=f?suW0J!-^We;Ha5iT5bp@qovntehYhcb6NvsLvVBDQYME3Juk
zO<O_R7po{dzmD`1h0n=>BzJ(osbA*J?2<Y12NXD1iY8Soq7o|C?UKX?>~15{<^cZ9
z8=1KMz({T>y^Dmfg=x#3!}iKpPHn1OPIbHnE)F$Jlh;sr^$g>Stbhm7=aIigrue-N
zzg5qJ(c5bipmS?$eOY9)&7;d12x!He9lodfoa)BJf0ibs*#`bDS^Jv~#BZjW_|K%H
z9Z)P~%lbMP^hWa!-TIXHS9w{zlI0#T$=scuH^%f%%u5fi98_sucR{^xg!s|Fpz!p3
zUd%+kUT-M1e~Pu-BeW9+yDHh4Vnw^9S@xAh#(;(-*>1VKuo$#rbTfxUe+<U(Uh(5B
zff5IFL3fo;^tabMI{&DN)TSWs&TZs!b$b!hQU-uN1wScBoJJ61wSoLCT%4|Pm3FYO
zJTk)>2WKi+R^Vm-<Rvd-a8Lb&==D)Q8b|6F4Uk~IN|;t4z5FZ!1j|6Nt4lU)2q{^;
z?#Jj<KRl?$CvO!B9{M2V^s_Y*%8lk*&y)0;+{F6RIC<@~*q3SE!&C52hhP;xThoY6
z6Qgp1LSerLST)kcxV4LgIG%ai<2O`W%}a1xK!+VtVHrKVX*oBZ=}HW@uhRrneQqy#
z{TBIN<-J0ISp)5n(7YWtyUE>y?xlEpm+4{L_kO#RH*M$i7k$OD>=?A1d)Jc8sx5VM
zG2Sr`Me9Ac#EiYuq~ohSjTXJ*^|WXy@Puwa!MvU8&1tEJeGQ(_p$^|+9bF4!AIjF{
z(6S#p0ju^}dYR8SoeqH*&%jf-NdY?$DcM2fW-Z=DpIJvRz4eap=Ug(mdR1=kyfesY
zWx!;mH!p<XiOe6X`1CL+W7SyO`}#)j^gCK<dO5}CveMVogu)&5x%Yy&ZME|~^R-WJ
zK5d7+5>Jhb59ZarIi<Wpk*LaDPZ>%O_M#(r0>Wo)PoM2#sSr)VNp~*~k#)<uP1#;D
zw;w3+03Zvxmi7?Vaw`wwtp<qwR<g)98@FtrhAZV6pIc(>w<@ZEfr&mIhW%@J?4>Q7
z(au~$FGrfS^7E3T(^>~r$N|D@g2LZexr=opmG>1GQGH%@c4XmD4*KotGvfz~rF=Qv
zXU~)zf(TYm+dIh9u+<;#gB6y&=~naNLrW(Vs@ATxE5uV^bJV>_%tLlX@$FlSbIr_=
zR!t#hnC{N}Og!ovzIUtR6I27+VJ98J_Z!qviP4;N(hS^C5BYGyr`@3yxzC<X^>QzN
zyq#sq4<nKWdhxpc+}s03XWm<sGUKFDwVglPZ9lFdE9_^$igV!h;qvoF=uXa&b0`b6
zrNZG@DK+Oq`&fVvT^(uR&5lsB;Ie~nh}6toKp`kaCpX;e9Lmp*kk7g7iv-MHURl=R
zj<J`tI^7(0+LRtyUk?X+LZb9On&huUh~J{1eU2wYxV#90*k!BqgYkZzKH`F$n*eZ1
z#j+byGjQ)9YS54??@nvs7z^u7UN>(WNsVK4cXp*$qCoWB8K_C~Irdu3<7I!mJ|QBu
zDRW|WI*nux4`BCnD(~zEdp`7W$qXr-Ji&&#HxOq<`hjD_xNoXLpLS=7A*wzLW15h~
zVuPHid5(`h=kfI5Fki{nvTjWTV|E^iH9%3fxT0|%Pkdzu?Um%R*Gyo(mj#h~?bQmY
zP&LoSbNLGk1cZ4@VHhPqcql@B@E_^payiw!xJ@q*w}!T7AR6<Vw=^}nB&gT;;N;FQ
z?5CBrJ2!4rsg%dR{M|m?mRb8uc2~`-#U+-m=PBEcT4i6yG(er%fpa)M-ZQ)V>gk^@
z`U5xE(hoV3foS#3^PO+7rAWQoKqv_E_bv*gxRUB5@;4`1RO<HY2ColSi+xTI9Srzh
z#oe?Mbb1*O{qU<pQaAKeg>}fv^Jyjq%;6Czc61SxQ~FfQW01w+|5Ei`+p22Yw!fqj
zeIy7dAfQNkLqL!uIeq=DjJeJ^<?b@~T5FD>7=YeetE~pxdRm6fo~rxsh@<uXym?TI
zgU`i%&RM8}I)SVkoJiz2w?9I#xkcmr^*YSwqv4GyW_b6u=<_CCR~5jt23*y4I&w#(
zUdrh?@cM292-qURmwjd{W||ad#ix_TkA~|SkK3<*LMuxaXHY^o@o>8P>$~^4bAJ#K
zPkhA0^{5>_N~Ofa%4Cn%(CBB5(-bzWMrvfT4Y!-bWYo#KLb7rrrQY1yXAE(F-jwvC
zoBYt0Q+xP<)@dD|=J3YLQUaQJWHwUpV@fZJAw9UyL#`a<*$PwZJ7Txr5%uq-<(+Y;
z-gS@+uUalEkrtiH;QTmsYXF0I_pG~|1$dg<>Il*4kQEf{5lh|=9apY#r{ggF({XP>
z`KSk9@I#Wir4jXh9Da8uEfgZ5!*VYZw1yE>JxZ?1O$M<jeXRaaZGk`Lmv5uek;;r!
zgUf=*QP{PgLw>te=&@Q<N+hI?8r+9zDi+1JqNu7ksZ!Qci<%v^;Nf1FiAt==A?Up?
zkfh;uI=@i)zU`dKalg7MgQSLTCqnQiQ%T!HU{OwKhOO|e)3evOYv2B^o8k?XO&?wd
zg<R@yg;SvEcc`xMv?fU5U17R_|4Q|dBnUuoE{F6zqA@%se0|x`ljtGJN)E0EG*`&=
z1Y;hiUb+v+{T#eI^RRw3t)(@Q{5&vR&QQ5YZ2+H3YHxrHn%VcIDelG$MXI7e6E8If
zRXgA000$3}?>n)OApcp5>kVBOKdDUZYZcXo_l*4NmxHT6Sd1Nt_*XMl#>!_Z!=<&w
zQ1N9CT(;6ozD`fmDi2jpd&0|onKzkj#y|YE=C-hZ+|ut+^6e==r^kO!o^l>32kAff
zTjH%m(l4Y)vYz_4Mwfwos59DY(YX7W(kH(G1k7KTF*gx<Fvt^-)4IQ|77_M_@WQ0n
zF=?rFtNo`++3X+VF(lPE*|cXJt=vU`Z`;HQq-Xfm;#5)^%+jXok@Z+KE1=r*BY6a_
z2%SmJnTJT0eup0*hWElp+Vw1SO7yCv!0qxM_A@=NYT_P${AnzjHu;?I4fZ)cZ1)S-
ze$ky?M(`wPdA(Aew?eZ*5t^3jc{-g4k$m%OV;rgW1Qs>ezhCHX+k*xY$?0^vhil<^
z!_*P36B*Wvu)2Pmx8v!j8szP%gAJ$dE5M5|@lRz^VRN517-DwL;r7~|8I32M)hmDY
zsWiME*>8!R@8lu{oui+o;J!F2lAdvX-1l1qCkF=pZ631J+Yfu^=wqdB8$M@$ds0rQ
zeY*U;ztrz$e{SxPqqj&n%-c`cA5IXWY?SbdRZ6*xl3IXhJFC3X_|U#QuR$@vrmS#G
zuId6TG3VD~u#3`JUNc1yzN|Ihdbxko7XA);{XY9+@DNTz+{8b&tYHMtbKLXwfYs}W
z@r{1DUXF9x8QXr@C_)V5nf*lHZT8s0!WWA<KO)cAT20;IBJXa|j|;Di%J^7F$C$>m
z+7{$~vl1IgdA9Vh3xyoN!$-IlxNvw?O6aWp$lP=sfq}aBWUX~=J*U=fwXR){uy91S
z0><Dm-h*LcaO-4<7Su3tqUw5ko$SQW<BgqP2oTp?tKY(bs_p?L&`2gDF~M3xV{X6e
zbuWk@cGn?ktAqk^Z_NF~IET7HSM9=6_@UQW+$5$o-*irYa7TkduG>;ZX!TcD_C;Y#
z+OOC@oaQysPN}vqb#f1Q&It~8OhTWGa((_xEY7)%YSFPDdwSl)-47al&Mf2OddbPK
z?%TZIIXh4k6Y}le+1u^mgq2q#wY~AH`;zVBov#>S<%y$l1fIkv2U5R3@MENsOwb4O
zt8~!b{_<6_Xwtl7qJKkU5Kw2BWB$IPAv<r^`F6jX{>nc-+y3d_+Ant`5bb$u?Bkr3
ze!;ZswI#FXyUZ(AQ<js<mDcdsrhS$<+ydB(K_fFNx;>#zBjWiCV=QNd4Lmy>&TkGf
zfkfyAb=kU80dmtfg}(zZ*f(udU*)!CDf{CYEtp6Z!gWkT@M@>nkCc6V>{b?OP1sj?
zpS}3Er&8Zw&DFo|5Iwn~Wk=mih$=d+MI23#WKOJd?>SF8Y)$d-uV|#C<(dzkNl4r?
zTKg3ucMDiHqC3Qs{~_ek>J83#Ce_1_qx`vLgR%8#*R)8D2llCYk2Tb)d8ZG)uJzfW
zb=A%F`u2S7d+NShYnna8tMR;%zssw}Sn05lTfU#ZPb#aQ@~jHbCRY*i7S|?p1E}W4
zpVz$J=Z983RnPi-xOTB<ctRIrD0}1S34&2u`*)dev<}dq_XUmWg_kR*djCYqVLTQC
zd2^cO)=Dq)Vuks9SB}Ps)eYY*vY=4gwLufkbs+|UsTOb_zB;BJmKhtqp5tCd5)<24
z9(-5c?7olceY<1^PXnn{%#?lq6ec=;Uk282xI|fZo&xMrFgiwn!x8=~!1`h3h`{EM
ziuLyLs0EhF+Nuf$#tsvBf^iBYmFCCZ?+UY``?HX$N|^Y_u^ClvKab-f6%E%CPKpj?
zZ(6&mw|bY?4Bw>RNq_syLlbHO=>ln$Sm|@MPs=0lp)sefmmrI<65GGKU+;JROuujM
zP;<*$`E<ZE5QK=!MsFfV>c^V6VDB>?)hV%Fdp+himsWn$K__EdewzCGr$f=CV{TTh
zV02blr=(Ye1}G~%w_Xgymv(Zvg5waM&m_o?1=l9emDHv2A>YmBcsYt8$H$zx7IrxC
z;H5Ov?XD!}`CJ(N=PyK=i85n__<aSc$-n8j&eDE;oo=@K6BeY`Yrp4$^bd@inm$5_
zQPeg6(rmG>avFiwr)?cj|KMvsJhI%hsdir+J?>e+l~-Ej#D=4Kv;A00_zwH!hh1jx
z@@(IS^@(nrEwb>O`zH=@MkH9EBfj+>jjaD(+*C187$3VSeR&Z(N5Y+mz3Xw^TT%YP
zp4Z_35e_|9uf@7N@qPgHJ{gytb1}|b#<QUl)Vs#*%VoyyJ-82yIi$J%bG?yeqv|Qz
z+E}lJ*&6erh>Y4rM3Qbj7>Kryv*w*($`yP$AA@vc;Yqz3^&+eEv;8s#`}IoC;S;-+
z|C4$rM6%#lhPm&dr?EJuv+85>AFub1-+9LIgCI#{`lJ{C>o_~!im2O^Xx!;lD&771
zm+@I1XnWs1tJ+y^S%s+x;`64vz7>)B1S_(+lk|01F|TLtg$)ya<dHQU)fCagEzp1L
z4NClRVnh`lLnq4UGI5Fvt=T&8Ly&e)bB<eV-}&%I;E0le5e_Qxz&)8W{BXP519jEK
zjrE^sA0q=h1W&XcKn%uti;0;^N)&`7e0RC;k3vF0M7T{+e*5}<#)wy|GJll!!~d!q
z1kERXEFZiOtLBe3B3?Ylb=mMO>P-G8v-j2E&v)B9D+na&bg7lOC>-(jl+dZNU@Cbt
zM`4voazoVlMzq%Y&An22TX50U$HMyQZZ9%KODTb^^$+V*FXk5vKQ)^%DP8p<nnA`e
za`W05?>tU6>vNXt{_=z9G(HsJml|J`Pa|+C|8{bTI}s5P`J>=(%lmbpdcT_4<L%Yi
zbyZt&Bj4b|NR96*zWGE4i!tcBl$iPGB}Mrt$u4%lTI+zI$v(jhy_gEoqAS;Hn*(Ct
zFA5D+3FL6E!>91cq5FP)=BxEsIC)W|g5b`b3+O$=<_sU@=Hj>~(K>&77u}BJNbX5T
z@~GCmRmyDJ(*&!i#t>T{9^o^8rg0F;T?I@V%6dSa6Mzs{m>|xI8R2iEllPxRRD~CM
z>T`<q*N9%`_kep}&TaO~J*5s5I+P9qkdY=lbRZFVlnI;*zClKZ3c-kmeVy+<(9t3B
z{#oao@aPdmO%!FZi)6LctmlULRt@9QuiT8ic)T{AzkfI=cHyLg#sEf2*NRC9;Rms>
z0#LP|^eg1eE?qG$bn7*jv&MdXDpUy_wUu=$@UwfGAtL!t=b~}g!gr*&qg|&r<kJ)G
zvZ-NkCM<ft3hDu1+7fxMKB5|L=`rv-N$O{QeT!)TbA^{{NDJEH5w2;)iM!2F!8bJK
zZtr^Y=j!QvEs7G`(~Di9%8^)uX`ai}ns7~hR48D<nQ{=!X#R;<)c2nb%{{4Dtlbqc
zur~HWxO6Bwdp<YIa=VfZ06(=|sJ#IIE%a~<*UzzgJQEtrUhbG0EvMv{fBj7m&q(B{
zkR%V1z%8gdO)R%-db_=;=z~p-@9De#J74yzwD}&AuzLP?O%=jvAtC*FPd`@~eff+&
z2NRzu!vdMX^FB(6X}Fo(8J;ZmGM&w4bDh$Gwd`Y4$XpW-y+o-`gP^r#t*9K+Fad%9
zwzmhgRd{7G%dw<OBX|VJp2*taZVvLqQg0_NLGwU5_q1*I1y)mha^>G+mgJ3=F>5Nh
zZhM{)leXBEnUJq$S0=8r43*#859B8IN8HSWcwj^#hzq~+Kr-P-k>LuG;`Dg`tT2Oy
zwQA$P+jUHiicMJ8vjh|QF$d98m=EXEoz??XcaJ-P95Bnpa~y6gsw=y0>bt%zy7*<o
zp!oV|hoHl{{OPSaDe20`e!}npTW8@iMI3~SnL!tJ-n{TQ&LOoIHCgttljmOX;*WUI
zZ$~8H5y;H;?8o2{d%^igDLl|fT>8kIM#S|IU2MchC#d~|8jrF<_qfbW@$N?UeFH3U
zGZLkk@5rBc>Im5*ZT_$#pt5N<$KT76{t8oIq-^p`y9_ct62Wsk1<-TG7^vK}lhBrS
z=$m?5O>n}=A!;d=utuc&t_>|=VF5MO=|gwWje;rzCPIfsNG20xe^krM-BPY5M}~hr
z54A!-U2`M2gpUllICt<aUfKPV!UJQB%X+%=+Z{o^RQU=@Mrn|Zc$y$fngf$pto=Iy
z$&kHKkeMjviAdk4@ypG0WGV^lOr5!(c<y;fU06f8?Ui~?R%|gJ1g*v4L>Kiop9)@s
zn@Oma<-4ozu|3HyWGu)1)Ff}?*KgFD)K!GrKMpZZ(@Js+DaUSMI2jD>=DtPO*iVUo
zx00QUBbOV`@ugyZ9rvfiEFHBkQgjKI<QjnUWaOY-%X>B!ujS-Z&_8M2mr#@8C(;6K
zvJ?iL^VT8*IpOiztmoscs{1%AZ2I}|$vN|X(`zx_lrwBU=)u0KJzkGLxKm@A|GGFu
za_H?xoSz+DL{{*=YQ*#qrNOEEc3KkUawMJ0pKp`tS=?8w<ia6(Lbhe^N>2rCzDH1g
zpBR4SAdPKXTF{^z>Qq-Ukqj1wTO(od?m6dNy+f6mfgbjRv*6#2bqTlmqUcUG4)iPO
zO?PCjJ-y9bIz-mZp>3ZzY*O;ri4$;qxw8oR%F5{#RkN$?h0ndeQ(b1>`MJu0;7Qgq
z<kCtXcBfc8CwDf8YlD+rH@cjF+~%i1AmO&l=tOisHAyA<JBg8Z=@AYwB{*)MycFEz
zztwxubR^J-5{USZ@a1@6h~w33IgrF@KO@K)i0<#*`BSP?b=7`{M-e~O3EkV$%{m*%
zJp-H|e<hvt9iEYQ;-*Zu3u-vd#(_MT?apK8H$H=bZ_o@*BxgWU(hfAKdE^M<_et(E
z*m~mEeRy~zKgVu@;plf&hTJWG!arqZN6fdZE%*1az0$!|4v5dR_B+!vha2~<)6f*j
zL?PRKlphQ3igCt0s3q6r4*?+(H$?n+LI06&Lx-e|mniCqloA>-6<p9P>Y@HuhQS6n
zLGE|?5%<aqmT>SG`xTw+ad10+SXpiC*zn>l1Q_2c8D8@{91&D#QvQUO&wItWVR=2i
z10Li!ygy-O(nr^l;l;!$G1V39Jy^)aX3X`67pyz=@2kjUtXDufmiA}Ju6Zv32IWl{
zkOWbr93U&weW$qw4(1IQfc?GoOw>&8d#1*6<YKoRX_P@dpb@F#2e^=}Ex(_>6qgKN
zVAX~DD$B;95oF=ffx=<b@>6@go)7BZa15){t{YyTWp6!jL+8#~f`xu3v^hU^@Ai9l
z4vo;Z)Gv}nvOJ6@XXeG7o$a6RZcn0MAmmd@@>5}ak$sBvNsm`w&SU&i5`ubGwjD3+
z=|P2?$K1ZRcO1M@KS-k@4C2J;0V212ob|6h*IiF)T*e576;U*sPaGNNeApl^0qDNt
zopg{G7z!4zpS+wZRgmxC-*Tm5VO}yMPW5&-emupVCcv6fe71exN~%A4nHpMUe~6Oq
zRlDw&PMhkv&Mh>_Gq|qYP_*k|`rezXL?JZpn>f_FJ-Up$%u2O%kM6g(@zM9gT;R?j
zSYR6`FjUZi#V!x3aVfZpX-t&g%8z;wC7w9Ew()tY+t`b!2^Z-5(nB-<GaC;Kn*G+M
zBG2*4@*o~`>p3+QMaASie2JLYXJvVgq5+T%xPrk|KEjFb;PzUJGlqtV#~O#=iz0Py
z2LHodhacHv)|<H^<H*)Gve|S#Qa)m`KSKK6(T9B!Sft80JWSyPT3W_MF*Z96zB_d2
z*;Q@hZZIsGUR+pe_ONO<tl)g#Z%X&~>DGA8i-<ZiztL+Hj(uLI>%ObGeC}dEY`oX}
zAh^2$E@D2d^RYv=sJNG?)R<{&pZj;%qrOL2&}JWl8WUW+9nZw!#t=sT009s7b%#T4
zH-r^=S&uC0sWX|BxaLwJ<`k3Be~CfG6`GO|&3cwSKI{Bzm(vfsBg!R66?TcW=M1|h
z*=avaJG>q}f#EB^Sz`MU*R-h*r}S{;53|bkvcP<qA$lw6XlOA{9C<$yHQ=lagtvD3
zP$Y*k4+5^-nqQ6Y>F}(!#~LX$)5`it>AEEcm-jvP#}fz@RU$Xuz92mqP~>Q^D?1T|
zUGe)@6OOP;dmY^GM9kg^$@ElOkd3x4;j;?rR!CmX&jk^A)Evw)rUNxcG#JiKk`bRL
zC1l>uw-TU8T!kpl#+18rlHX0{<%v>Yh*%ob<%j}>QRR)O9&PSPmDILhv37y+1Hy3I
zh@CDs;fi4ULsoe7pM)Dt$e*U&vg7uEVOS-Dqa0;EeQ*LTxf~8Roy>pGO8|)f$A#j|
zr^6{#M7}+2$x{Ki!CvVfiq80V)Sa`Ix2S4((zqYx>)+ac<m+@2Ff3(_a(+Z9Y+~8#
zsRX%Q73YgAI0HGOifXd$OhEKyip<F`-^5;R6iONVO$6%8<AyQ{89ZsE(+}@)gxYua
z!GN%g{!rHc`G#0C>^1RJN9wY7^5kVFe!T?+v>X1l&#d93g*)*(@h}T6EiW>|%`L7G
zSUo*nzrC)#k2i7{3=K+`Q^@q}+f{QA$0>Ho=PhL_I0@qTX)5(;C$#!_sxUD^=nj6k
z^F6k7cAlTh{q3uV(>8#i)PkX8pWdC?U2pQ7yB59>9AEr-1F8)~gWTG2ZTGSse~dh}
zopPJ$1axeKFK2p+A4{SgM&-I4P+^^z_g;mc=WJg@8XXzGbn^V!$$KSW2l0rn8^IDH
z$7;%Rk>u<`OLgTr3j#l*=(>r{g-;sOoNZ@%w=qw?>U%%Q&Q?EaO(xVASlf!aANq3X
zPV=FCiAi6)ZXC@0a0L@E%<9fBce>Uk9d_}e9zR*QX9n>nxx32A@I8x?bhIzJ|Ga)`
z&b=D%?0m5dEF@C;H6H@{0sbnR-3zfC`zPjy24x}_OpCPEmt#ORvUy&F;)7L-*Th-<
zjXFlVl!Iu5#Z&0_E3^X@2F)i#iT~ME%)3j8;#|8|i{%d<{mlRlp)GHMaDagXd@Jo>
z!;n)lVW+>ntI-yDP)bQqLc|$Uwo&|ImR)if1Mrw0;Sg;<>?hL_=-$p42(Yy6ThpeH
zI?xAI?_%F+N3n?H^+G9S<rLNFySySGVy7J(?^!*0@UI(l+!G1Ztq-o=$=)3dc<)Jd
zJKRzpLD||(ETn6AI1NsGQI^^G>bF%rW#iMhjU}$`)VOk=K+w$_gL|I}=gxw5Q&N5@
z7eD-*Gz_ERl!61-DBaZdF=D0t$RBAajt~*t8`)qLp@$aH)~WILDxWCoQw8g`@t&Qy
z2_{xJ-fK>QHpe2-D{>jWFF7KmBt2u{;6B%WVnN6-u#V(NNN#+Pz!BhrSkcS$gGY0n
z<kleuf*)myf^sWDs7UbRRu4K*>w};m<O!Tc3`&^im*(Cydpq}rSi+kJUKDZI^Dqw|
zai0YhSW%e?yC0;`R+(JO$7{_UIy1hKDtrJwcL8bBnLj*bO!En0Nu1kbD<9fdIw;i~
zfCG7vvSWe-JTenL&y#U2a_fHi$9<M0rJ>yCg{^8yVpr>fUH<sf|JFYLc^=N9&TgXl
zTd#QzjfOm3I&S^7+jPCwS4QtAvEe@Bb1xAQ!R<B4VpVJTjv-0*id;W4ur<N&plLW;
zTa2VoKlJDGC!Q&mhMw~tZ(#1=0mO+t3(`YE+3t^m^p|UutV`w&FDL6E-ADk(!ebu~
z)oJ%rVn2KCwb>7~+3%P^QT&TtU5v#f2DS)Wv;E<d@_g+77E@GSq$S4Qhpx`wZe)qe
zn;n&#%?sNu%aR20v-aL0c4T`_*}6*HC+&euP}OO)24PYM2iSJ_bwNU4`F%1zT10Mw
z>zC9Q8Y=c4S(<-yoBDpb4`<ACiK$8gNG2atM4|OLr4vKHc->_8{^Hi1I4wYHH?*FA
z&>|k7;+N@N_gWx<tvb-z*Jd<rUk^^5c=y~JNib^j!H8#Un1^cT!W30QiNC%p+eKrB
zi9ml}y5*$0C&~>h^c+|c1@}u-ILKvc2tkJDx%<XUD7cd#Y%Fk?z6&1^C|>C!yk+%*
z2WpQe0jzkq;O#T=UNMy(%A4D!(w6=6UGpryn^uIR8C31iKe`C|naszWzNxbZb%5){
ziBVdV)SL$F$pJ)e?Nu{LLD*&%-qhDSnHm4S1GV#g7*~IFh7sLD$Z^Fd52h3P$<cp}
zeF6W|ryooC#@B_;fJ7a89g(Z7=P(=`eCK+~@|7(*XtNs~7Ko(Y3}l-N*(%(R%dach
zSLitbC|$S!d2)-H<m)bVse}9kR|oPC0O;ITv>!rdULksnceQzTXDeyGdWw>mC#%us
zmzp$tn+PaKKBW4aCUuU<MQ0EP2|m7Q)Y%8Ui?^SBDw3~W&d>Y{jzekqdzXK>_CNTF
zJyxe{5T<Y|#Hr>XSFKL&47za<xb5V$d0pD7DMtGO2{Q=WsUAUbLAeW)7bZS@ZJ0y8
z;SoD)SKj>!;VVc^EI*l%=`Ic1w0m)dKPmFE#xmLcZ+bBtfVB;Sqn&=Ib(Xp-ZUiZr
z4`|s;B_itUmyt2-q-N8)`|r#Ce4r!f2QB>_^wF;y-riOE-Y$R0*71TZz-i<vhiK6O
zeQ?L;KuRQzcphr;W6ne>@$wOvZHXn}XCcVHn<7B8>NlM=B>`mA_y6r#m)$KZJbk9J
zwX3dSP8T|&315dcM%d{FlJU?Lp<@{np`h>FJ}8TzYKTi<^XE(`yfNLFOj#HpT9S(4
z#Sg*ScVFG+LHQ=ieaMy@v5y$;4)fs}S~&!4D|im(yGK&*Z+M}2OCqf&4~I05DdJze
z@DoNdiZfhA`EB6It$R5&&-g8<*p=YcbgcjUVEE+2Ejub9lEHy>>K7@XSjq=6MpXP#
z*~}Of-J0AU58sfE$Vp0I0NO|ImKlxC*{2@vCBtAaWZLiNQ(w*p%EV2$-=+<qt!5jp
zm>l76_;ccH#0@B&e?%}lkJOWEjA{r4-2NTWr^3drwRalAf~m6vLt{M0;D#64ZX&w8
zP#t~h_~baoyd}%&t`*k%D<Vjv><daTNOkpdOZ~CGt^a6iowu)QWP0wT!e4tDPRI3g
zU#}IB2dDH=HIJQ~AnAuGhF6RaMMi&Yh9`WWVrQ(v@##-K3LDfr(E0ag5LyisPBMFu
z3)_GFA1-fkJ*&`1acRJQ>t}Ny4RMaR19Sbv6t%Mx9RJ8K@v)Pq8ToDDb>|p@^7bO^
z(|lbFYnKG`_2>=$A#zv3B?*l55lGC>9e&~c*(XtFGmvj$jxUOj!IkW|hj=p&yT4iv
z4B9;grg);~^8{-Dl2(XFE3P_YY%b>0B#gip!(h=-BzlmYa55yl6;|%koIk333M3gT
zF%TEtFwKo5QJ$D@#LQ>JfV@^bH~?Qox7!rNETpT0_C?<tXQbKF8_#*5G4u}V!xQdv
z=9aw}rz|2y*<UV#_Q0R=Xun1@i=VXg`T8@@^UdWA+zw9$kIguS9Kaj=C38ZHeLR>)
zy)mu}|LQ}#sr{kmjFc2{Hwms^KQ6WUdhDOzGuI7qH2bfzjlXflPt<vC#y4XH%1PEK
zWNkZMy@WbsaOev+bN?hqWJR0<U2c3#RrKs_jb>1~l6JBjTmT1b`}_v>w+mVV|Ln~9
z(5cfKIs&Gys*Y=Mf3yxjE82gMINIz@FU(2OpFGjW)Hq)Xdf4vSM_Ke6R*z>(*zHtV
zJ#$*=Z)aNYlvN5R1DDSQM2|tbdTAWLIf16?P{q*7=f|hmzJ&7Sni1nLN3ZjRvut3v
zXySb3?^}bGB^r+*0DgGAY=vsV^)OiSoiQodR7@$Lo<)0)v5ee-EF$+%$stqN>GXRK
zj4M@-yz(MgPyl}^vDOvm8T);1vS)-Wm-^@T#B9HFrC@u@1`WOgjI&+N2+xsMGvB{v
zvP?T*^XDOC9WBt4@azk=xsB-ID1%E7JOp(8bh;Q9(;(bmAJ^U1ZfkP5&d`ex2OkF0
zA8i3V2k(kuMOcIC+`r%HAaroI&6daS1fQ49VDnAO&Cl|?*Wa94w>0t&w-{E^=g6go
zaBxY}ZY(Bz#%WjlZdf=_Xu2v-nWFoAC4*x-3twJ{ZN!2Y?P>>Jhp9px6GgBgl$|?l
zdN&)rDu{y19`<H$I#HIr^HuTR!u73>0j?RIL{T6wht!JdC26(utYxlMSyV#HGhq^l
z=d^f=fJps62ooLI?#E_M4aPm)t+}%UjeD^bY$F4?uI3=;Kwj<)Z9*u6wgV9RnY!gQ
zV3o%?dp7)5NA_|?M>{bYhIamN9ODSVx*tU?P*&F44P2ZnPl@UL@DBdnQ|Xk7AySnN
zsq{kOf67zm`8<cO-OtcHB5c>Do!P1j*VdtOHFXtI@B4Oe<nrDinW)yUU+dzLD?Yn)
zM(QG|^P1{_L;J)CYD1^!g}Hqvo(JMie9kK5oi)!Z8DWb01Le#>7HE;TUcc?P5OKAJ
zDMMzV-`iJ|nb9UMN6<Iy!ac)^T>HFSwsl^AxcRLmcK^$ep|xWd3WQ5FOcMCjz94At
z>P22}+l%Oq2pG!sozQ8Z3vb-<M_GsCqg9+p`E=pLK1&1U$X3<Q6BLTvZ^ONQyd%6-
z(>@5Rr*d#SG+4!Ff<z>*xI`G;Q35b5Kd2<w&-go3`{R(H-{TJhvcDAs@~G^qTchKv
zAorg3FHN$sw4%LUV)tAjVa>URsqU7qGuX&5BR5!*CY&;lgSx3Dv2~~4AN=0&>|P#g
z$I#x9noj4eLx$9P@=Ao0n#T@^7Q-)#UpLGfLq0nsq(N3Sc&LWT(@mKC5e$Bd5yCT|
zqVL=FFxUa_z?h+|m|i*g2$$W`6gxu&{K-UqXP}<84^frddH_QZ6_sRJo(o;)5U00Q
zn$-gJoYbs=3y8-z%UC{*N7$RaDTvZsf!_Dwy>A=&w|Z=k-SaIT{h5a;nZw)lrA000
zo;wqyqUp+t^V-js+wRnjb{kd}#NH$wfuR*rE3QV~oyoZjzau>!a9zB(^RlrU6A^|t
z<FiOm5lU4~k~>QFkd$~mGxHNhftt-lmhy_mDTq}>0@gPcHnP{fK2&crt{-|f|2!o(
zh7O}+OUErdKHN)+7y5}$k3A{xe2%@bA)b60i_9b-$LS2pQzL(B$-;6MkS3qz1$|Af
zPX;zR`}q-!ary+I%C^X_YSYK!ovyEGL83vlW;xY7sR96JhFP0A6f%Kz|8ISEU{xws
z=Qxf(p%cINnuqPOD<+0b71wV$7?1hVt-6GWke|vX=|RDF);up12hOnh5w^89iC!Wa
zrheU6n09NIW7fE@zdD7d6^it!1UVynkqSU`+*U>y+Uj<UniB48p9PxMy+BaJ3j(Fl
zZa&o0-;#9emQ)SB7_y~tcot94Du$6hD%-Ktk?(Lv5+!xCmQ;@~`}H5tr0>nhIihd%
z4F_IcmtBA$J=qQ%>b;Ab9}=mSm)QKw3Zqr|r(V~RnH#{nas(p2?9|KmXD*%AuC?<0
z7KjbuupeaG*mbv&0i?Km5e5{ljCeu`px)EeKY9(+0q^$$D*Ve0Udi!X+EfO|R3|!4
z`$=!U;)~tLY9=?R9q;-3vL0^6kNg(wjaO}bU%i$P32`ZCAP5gpS!PSF_%`k^M4>px
z3SqSLoHVeIqF>`5qhUN#R6DDc)m=Iwm1lAUkvjCLy(|?uyA6(`ZM64XL_pXLFudzx
zluQa;!Xj(y@z;$n7!Cbo#|e)xAi|(TU;0RyNdf4ar~tb)+EnvjKU6{d=lSkF;sJT>
zK^Y+C-hszx^hQvw$L*JXLSf2cy50{7u354F#3Q#W7rWi^rjRPo=N134b@hvKp0C8D
z{1016`0xfr4Bm2CJPip9*jzJs$G1-RU;F!M2;*E#wTj<1{Y$^yFTD2JhZ<}z@rq5r
z=7ONA);IJ1iOF-Hr5)|8^y|ue_gNLg0$!M)!eiFUHVw01>J9bKAB2QigcSXZ_Od3@
zUa2=K(!{Cbab;i}{J3m^7YhXI5%u%9?3XOeI#lfgle_w)d|!V|BoU!wYo|iGV3a85
z!678ZrO!}b{VhKO1`ZUuNa-|$QhlhdXEzko8G5fLJx=3`@yJv!Q@ZctWi#mOJG1ZU
zGYCBy^&lcxUk=s(br{-M4={#j5{X1V8}h6ZbkP0(%>MGMDT77?7GA~DGuU`m4V<F?
z&$$B!k_Ux|;I0LDEnBov={3?~4hz$fGr0M71*+ba58)Dbr7s%uCsXF!uV~s}zFcdx
zz+5|7b9vj$FfUj&tQ*i<_U4!bMXclL&tos%N-C0H`g6PA7dHoJBfH)4Z7-}X4{B~|
zsLtbH-qSky)H%JqSNr%JXw|~%x|iXdVed1#=N;X!x1-HO+3gi?Vs!i7rJauRc@-4n
zLVHdOIpL=0>wUy;V)gpp9`(|++Y%gqjY}U=QzJk6IPRt&a4yZlGK-PSP~W}-Ri3x9
z(=y_0V|Kouoif(>8>W(vblMv^fSGth#tkBc$n@aEZ@jw-wJ9wf*LxL=e(_r_(S_*t
zhh6sOhnbT)JGN))dQJP|uL|H34QPy)O80$2qq{e(>F?SUyGOOg!^Kz_WC$6q<MiYJ
zPU)A1syP(wSVu!PS!z&j@N{2PvBks!qtgC5+SqTF)ca)HrM*ds#fr~datH=f4v90I
z07+?DNF*LCW>YpndJST~pRUho3r{5LuyqBevX}Xb@>rk}93D*_b$v@=8RK0+W`odB
z{B+pY$IwQ9z<1LAF4P_h0Yuc^CH}boy~|}%%m)RSp^<bT%z5JeMSxXyXsMGm&I$E;
z+)BPw<~#e|tI{y2pky3@dcuirzmsH}cKd+dXvnOtP5oWfecOt!jIpDz1pje02T>|N
zqyhmPdOY5USz_+r0>a2&-_M%Mes52Fm%yw5<a2Y?-LQ?ZHkpXzA(j14W{&Ldvrmkr
zpSW0DFyCL|gC*kA>D^4Pb7e&n(g~KpL8T(p%_zg6T)1>5N3N@W&tM7d(TR+wM**$+
zhHmbl=+5lT*FQ(u>wbE}kxahqmG^I%XagYRf==UPAO}*%mLFEG&fJb8NQ29Yac;A4
z2&>#I1uc2Fwr}Sp4EN9Xd)hOfhng&D$OmR4zkxn-2-*It_AM92xi-9yg_*X`4jS{r
zcA6pkIfkWss*e}yBlB!T_mF_9;qAo>;s@-x&K))AinIvU^F6`0plF82_as;V2K)bp
zk8a7i>pgVtuj(D|lO8_QzM`6j!H4iruukyzS>@p~o}iL=KVfb6e&5%$a-x!!Dg%qV
z1mB1x@0)iU63W`mtu>^UhB;IjED?6eK4cmO-_pJ^p}yYx4n+#SG>>Stz>jn&BMwxc
z8AmsJO1BFnf7?g-2AAxr;nK1y40QZTOKhtj7E*)X^sz^tNWmy>dLmXY(0)#ECVcYv
zl6VA<w$11UA*NSl0I%ajzecWkXeRq%HRszujthob@RbsaFs+Za@&cRs^A${Cwjr7c
z#-!>b<6wJezbcW?I)@#PM9i8uaOvl?z7a-{$hJ!cxK<^^uBuNoPy*<Pm1wekNLs6P
zoC~@RsYU$3mcyXVpZa-^c09YWqOYYepXaRLf1pVEANpgOwniZvyL3$TXO-gj8$ADd
z3Q5M02-ezcJy)~?KizJ(X5!^#9IsLS4$)Ha0+t}YIe;U?kMl>_cW0fHK%sod^hxE|
zWG&o%zR8-BcT>|t4A&$R163B`qZ@GPy_>`v6RZfj4CQ^B8!^-4H3_ho&VD-V_kU`F
zw*StMbX%~n+Ak7S*(@mCbW;T#+eR|p!~Q|sBwS4~#RB$C&HC|r?}t{kNx%+bXhphw
zYekWxy@Y2M&BG}u_=GpA>r?962bXY!nqp#nXIpqDSOtrz2O!gS=>DeTLy|n>-&bIS
z4h~FTI~D4g@hgg`xU&E-^;N4yFRNd44|xj$B~~b@o=f(e`lP-81y;fBb@NlFs^SUG
z9>;94qL1<8d~cb*J`zrMr!7y9522jp{(2g$`X#$caQNI3$!IzBMgO`W1zA?NYfKEv
zkf!Ivys+2iV%*q7bb0OdiV(#zTY7ZGvH^nh3VC?`>*r>GB!nM2`8<XP1)fZu4yjb7
zd@g)^yb}Yup*y&htd8l7v|z{wmBAw1F+<8Ls`|4&#>@qWl<yRfUGU5iv!HM=m*+3a
z?}y2d&PeK5>S>I*^AD;uAD_Cb;Tkr*`_p4m|G=f`a-W;OjVMmD1=29`Z|8cC$dWzC
zUE#hfy0wt8dtWo*DR}TvoWMbgOXi5`+2j*nPWJ6~!vA;foB0P(U%o$PpH4P4eth3g
z@y`NL=GXzG=*C~9B5Ujp{?m2|bSX@SpLsp_57F5ht^7Fert@3#BTJ+j$PI){Q7A;z
z?VNM0kp+U{(8AKau;3V6UPGPUZgvXoZ*;;Ji?@fDLpyb(9md@Mn-giop~fK_U$Bq`
zP6_W`@7syDL~(Gf^Wyygzu*~;d*sWN_fT=EBWsa;SbWEyzZspcZOHz|jzShEfwi6P
z9T>#+DKDyX-)WDP6J({kyb{i*z8F6Ehx0`yk26)n_MED3cLq1i>^56GzK0Up%|uCu
zIzV+g3F0)Nzkqh=dj|SU2J3Y@0r_b@Sz);;lpQ|x+ZK+H{5*s&2;dB5SwaSJyfN)+
zZt(WLq851=hW212Hn;O%jd?xMJaf&V?&>0kfA2eV%%}U5fVWMH<Zi5`3T!MWIXrww
z8;u`@k|IxcphK8C%(*D<wi^4lf$tXO5|BFX{t+_qk{w7WR0igU0Hw)*8@!REjr7NZ
zGxm%8ba(%DyEK3PgN~4|@o$oF{|w(5eS00{O=V`hYm_1a?LMl3!55yXeVNgo9=r!Y
zoP=AmC4kiKR}1lU?+X-VaQuAB5VYlKT3-;*8@nc}aG?qzvim6C?S}Z(w0ZSCu}>Ir
z@$n_^BHnk(GhMC)Vxlx~9*xbqV1DXUD&KzLSvm9WH5Z(tPg#1Q{!Nf90TYAi22+4v
z%9JF-OMz$b<74mtVN$)x@}f&HU-@3Qv4*JxUWqux1>8o$H<D9hQnP_$J&w(p1es1Y
z#7^JpL`a{P53B%~l%1DSy-s^10l%F;5zMb~<k$aVqB44Jm06Dm3-k?e{JB=Z(CxL6
zk7Wuf1gVr6P?Gq7rwcb&z3k<z!M`FJT40wx1$X8dYFE>q7bVN?%Mwj`XUMRCsK-}I
zez5doG@1B$y*=iRczvfFPL||3V~vl5tk^2@N%##P%tqM?d%Wy<D$j7f??3=*7PKPF
zrC|o@^M2Q!ojOW-x@RD3)Q@;OMA&{WcdT^g39AB6>^;lKPAJ~_>y`CV;e#>laT{)P
zi-|ARK>hVVDdUAx?8~3nctAbp2^gs<tHY`#xPI^9p%DKZ?w^VqB$fR)JQMuCtd45@
z%6SN12kdu?VNYJ(2P7Cs3eOn%W<j?wk_Ib3BQr`j=3w}qO+*S!yus!zrXzbnx#rY|
z#V#@!=?38!Ow3m~b`;O{WHJ4~+&Vq?Qug#QZss1qVkoogDz38Q_1Vh~H19V%vzDiu
z!cSOAl0JjjfZZFE9Kip2g()0rPX4`(pysK#+hUKdKAf<$AA<>CqCS9=vDq_ed7sIE
zVLo2+bDzwa)Vt_?PgD&M0N)=s{(O)Wz8KExFBO1d7hOY%-pv!?CZrqE&-cXp?fLg6
z6Y=VPIcnm)a76CU6J6svRKLZ$M4bF7zyo56EjPrebM~t3EVvYym&Cj7?!>jTjjq2}
zYhR9k8?<f&B%CF-_w4)5eviMkcMt0BjnM&=?On2N%cB^*z7Y~8{oshDh0&-FUq`ii
z2Ue*^6L3&|Tzw~wqR>0M@}_f3rUd92Kv<ckJqP=ROo22C?6c`HT;bI87TN_4DX82a
zRORLf`oaBHqg!IW{#C45nWj4U>-EtkQe&m*T(uzv;HMN|9T>iq>7fw=pAd8rx-OH1
z&l(ePz@RPiO(L>qy=A^u8{jce?rP_w)4(*K7W2JW@wA@Z{DT{izPsZ@Ut!DlHb^qW
zJ6tXh;kIPC^Zb4!!{%u`fhx4QNaTGbJKv3F29bhTSNnzTYhFf2_g?e_KZ=AVj`OEG
zVu-pY<hb14b-gwH3+q?xcyTF4U$6S{-iGo{8XT)Dp1RZv*#nlBTbv(`Dr_=dI=tZ5
zlY`~?l8>B7T)*y0*GR&KWusz!f&5gDE`d&l9|LL9<tN<c{4HSSYfjHspGGJe3a<q*
z$uQC1OQL@EjWT~k$a>lL?G<xYT<vgc;-bU#0W$!{oB%}g#`W!o57rQ`w8b=#-TraM
zH2Sw3V!^(Yv$}Fuvb)p7JnUYzRjCc?49hd%SK_i>X&&CeKw0>C)ps;8xn!o*Mr0%@
z0)H+OOFk1WtsI}%1DhhtB&{Ka;Q^gMAP3eB{9q$#U<$UW``NuBRWjwa^i*eOlMi29
zH?L(BeB9Fy?k31!C)6|I4TPgq47Rxbe#(Oq#nS`B@%vL_@3i`4w-@)Y?m0rnFit*}
zuV0lp&a4b?*kj;FvXq94YdPoGx!B$}-8$|<i&3J<clgO5mvql~LRrZ}?T(MbXO{-g
zy4=#~h5R8nZ6HPPNk#!t9Fa=-F1Gy!@~&So^%34eRxBKJZy}-#hvPG5_nmsbf@*Lm
zYn`R_?^hFqGj5`kRMU+ed0dkB@8^zb(+xK#uSp9oAn>N2-@xyCtPZ`{z$iLU?3?=3
zL^0y>ulbcPQ4-TL=o8}xT7Zi%s;+MipSwSUKUMl!b<$)bk{m;y=MVO7*euES{8ZkG
zFJprjUUHMAqBG%?RX@FHk*^Ky@Jkn7dF1q!@<R!MgTKA8*ZchgB>R>Ib%^dByK@ec
zl6~n+gdc=WSe2Yp8tm77Bn0vAz1?5@f+!Nj_U+Mj9J(Og3?k@bEi4#se-&nH6v#<U
zHkYE$lViW@Pp?5UIrb4W`IkPSto)|T81?wc=K|||L`E;8@qIkf7*jI<oP7V6zV-gt
zA{<DT288OTp!qg1(!$mcg_eXvb*@g+O@{qIffz|ulSyk!$*`s2UAq9C{RlH`r0zFT
zWGh>aUN?Hd>~=8y?)DswD2FIR$lR}HxI#gxGgOX87|SQ!SzJv(2Hy8%J<krcE3xpa
zKp8c*7jg$9ly#Ep>mt`*TKRsW`*`Z2pc61TH=M(E+|Tbgza$S{J-8iLki@Z2peY3J
z5Za?l9He^9hB_>+f)XTJZXt~=6(<c^nU+H$c>11DpUh`NXox$|%vJv^b0Ut}*MvU)
z0KA1R+DDuyEjnHznfl1PU1)QLZ_0}YJASLslC73Gil6~U;DsHg-+FNsLNqk6)XxK?
zQNNeC>sfq1#brY@oEViF8llZng5Tn(&Cc5BEdXdkM8OEf9>S^#!yQQK!!d!Oa<ReL
z_mv4n@Y)et>bzrUak4Dqebe8v`&WfFuf}bDnG>~i_~6v(X}=dlTvKCs>x_#WF(ZOM
zc0WYkZhy}l)y>|TfK8z&X<bf^ORDsdaKweFmP3OG^Z8sScsiE-<@cf>onxKm(%QTo
zHvIc`KaI?b5uI=PR%cRP{NSTl!i52HszXk4JYCfLYw_ein{hJ>u|7w_4@~82INqZ*
zdJ8YzBd`~JVVJf2sqRk41rhL2w$V(*jM_*`cz_uzkts*nA2-5yrAv0~rK{o04{}xR
zgb@{O$w$-&{nB25fH1jUj}No`27!Mmw1<Hki^4eOVSE%0@Ea|?r0bU?jREX~U7JP9
z;>LB06NlD1602X`F8A1sAlSdO{>A>qD<sv6QzyNuNR}btl9-g==YBj}9!x=Z?o2ua
zO#XsBZ9ndPQ|$a6INU?GNvuB7gK4=Ej&NMR7J*@D>a1-8tfK$NK?8ynuEmJfY%-vJ
zKX&J8m&X=36k%yWdgwt#y1r!<ndd2`lLhy_B#@==E8OjZJt4jb(NzrKaWrVx+xKy=
zgP>kUra+P_BZ?i3-=s=p&2shnip0f&7PUMZT+KwVf`$_k>@)sqhDVumdolVfyQ_h)
zvMv+{xWjnIqn03e18$RRvZwr@G0Zyvwzl|<D7O>8KDg$~_omLdA$&jH+W@uhb@2P@
zmXw1desX*zlWu%LHYu?YNLJ{ON$=GcwiMIrf&*SKfV7i+)01vjq^%#nuAAP_xQm*>
zEs*d3R!onaF`cHLIepejqxL2Sc#<PR)#&6~C=ZtWldI!APrptJS5aw?jVY?Ge;5>v
z4zFPAUg<|#=gA$L7jH)>)x=}v66)pZvu9XaY2MNG+hl#na)&Z(cKm(gBXwZ_btLqM
z^`d{x1k8#<<pnoexLtBptn*K_^dBXEKo*QramV7X$P~XQX;RdGgF*?TZ}p@iJ-Kib
z&eCFTxLePyY)VUo<1co6>46(la$>V8PD$UcLb~ShTa<r#b0^w&D^bs%;$7xDwKol)
zRk*aDeqN4Hm?6g$C5dOO-!Q`OR(4od5Gi|Yo-|5EUDT5ZX^Y_+L?^w!j}F>Eh{|Q>
zm+8eERzmw!TIYx)FOvs62+(t{Jv<n{`Rw5=%!t=Ywv7q;`pu&Sa-`Frp92)p9Mi%Z
zHGR46K_HTrTxfr4R2bv#yWIB)V+qa?8`#T$(xrDWGJus*buAyqhaUi#Qlw{Et{z;@
z)8!SDoqiHDlWmoS(-B}pG#LM8j^#YQ>IjpxHRV9a_Mo2(km8vKuj<3g*|mJh8Yw(3
z9NZ^#`MdpgN8&4xP6+c3`nhyMwF1i>pO)8VgIF$mhx`9kOa-$(ASw)&3p{@=Mo#D~
znSUeq20JtUY<&fIEafY@q7jy$GU-%shSo0oLi$Z7L#mY5&!jcaeD~NNHt*d@P^ab8
zvT8*VqAKPOuOB(n<4T!|^1FylbP^l5og>}DT*1qe>U5R9T#NHzUyrv(`+T4roz=4c
zv`xpQS-U=5OEWe!wYb!e9wmuCtVGmEU$6A_gmh`S|E^i*9~$=Vs@hE6;H-(&Y~T#U
zxj4RZK;=X7y}XWCG2GqY5E#4Td+TkOioTE<mfE4EJA)DQo&q9;C!@#Kf3s6|m}*~z
zOUV3^=f1kXdm0?6pUK~#cxC0cd`kGA+n*{pho`+}9|4V+`gb7OM%)flbC19vCZG5k
za9BrnixKe~LMPv-vTJC6k-nc_cl2I{3xYD}%^y_S4fz3)O47y`OC?Om*tET?ZR_-j
z?<vG_D11+5i`vr1(sRcTrYi*gwDOww?|bsb>Au6Pk69*N^|#8}^MlxvQ5i_nmp2&P
zo&nOGl{$|JFC!O3&dlnirHtH)lehAB^|IGO2`N?W&nN)IO`$?XrzYAvq;p;8Ar1oa
zGU2MnlxAOR4N}>2h8NLI)Esd=nW9x+EY^YeEIW4d_l5#+aoV{Uw<E@_u;e`5+B8mI
zaKhm1DE7lsus3jy7X<d;3DIf3{jz5;{SK?FOVBKf9|BFZ?&3bwBW8OV$#FXGvDM77
zd2t%-OhM_;A3;5PpEfspM=Qf>ujSUq^SdoBaQ`JLU>(T?pa=buwv9dH6fZPK<ea#!
zYIPJi48Y#um%W$a>#UG&q?xMxw9qJE1-!r_Uiu(SE{0~{1)d#Ytq(!LiP7z9TIgSP
zpen}3bLqEW#31WG$X|BVv(@tvya$d5u*t=0tzPX~=@GFkyw*<NiY6o3=|{NXS-Pv-
z4vO&%l}BBx+SRGbU$n1p4VcJiB&9qJ_8s;Q$n)vnAKQtRsl(h%89W<Coq@XsU^H%2
z<^hj?Ef*<HV3h9`6-Mx<5oxC&z%Y06sw<BJEJiV!kz+Yi)p1PUlDjg2ZeO2d;+C6!
z{tK?8zrX>xwvmvHt!IDKR^4<1gV>ADcw`UZ$VAMu6-`Yp<PR+7pdssn@{B<aZy^Ub
z<fj?}Mm!pSCht`iYqxZzr4TBIA^FtzoFJUC=*ZnS&VH3nb>%zIl*`Mx4CfJA!1_&w
z`~4F+45raA;lPoQk)aJ8s6^ml>w#QQqO{++ep){#=cJ8sP+F1xG)F{pJnIO8Tqmde
zcW$*|ccgQBZX<m<+d0g|1Nc)k%FSiK(N?FFfs&BU4%hTU*D8GW6f`po`k3<7GhK3d
zqWfsWBO+YTw4bQ(d74itVLIiM2F;%ssDm!Q9wLcx+^DIdZ!kddhP3k7D79Zi;0^|(
zzs{fgt^8`gdnKbzl_ZQcbNOBN^UaXz1-;ao=yy~K^zS!B%@a8gjkVVw?6-qMdiK1$
z*G&Ptf|Zu61h2hEqJy}|g+%=>pM@+8!~{nn?e5-dVdz$+@LKibW&iT#N<Piv@70~h
zbVa5#2))D*F6+?1=Wxe@>EP+v2zs!<X=tmfGg#^LPCvKf<ia@ePU-<E+WVe5Jj98L
z99S0m#_`}E#4vub$9MKVwyR^cccbQ6Ht)4(V<-^`vympVU&lLi(|lC`1A7PXMZcth
z!o%^}&a?x#0M=xM?l*;&27;b9rs`rN*>~3YYt(o**yv3k_I{YKGDP*+nXx@jge}Lp
z6TMEpMLZ3zGo~ZH7603x*GqDE>H`LW#{~qMEe$9J^S~IMgHiyC+%sH{SwMRj79^Ju
z5Lbg*XX%IhUPlMdQ$cGIS|GF6hj3(nucJ;fmlbxi-Tl&xwJ4S@L%bhw<2@8EZ69p(
zIw8)Z`QV77Kz3K}=4jvcgPlfru%rN#OAI0RGjcWh<1fv<uC__hH*9?gvx}smNaO?a
z%k4aXueUwOw<v_n=PivzCW@L$-g4~1AdmlK^Z2MI3R0siYaTWO-^d*sY8wlagSgZ7
zTOue*A1x^UYu6g)0#}wHeABb)rPqHCkd&_L9q|_UQlX7Tys8xi%DdjSfK;zK$u}$q
zI^Sqk{y1sEX&mlbnYw($kK}k<?b`7y6bbuA1b)6~<s>9JuuZ;PO0z~?j86mhYoZ>y
zu4~l-Uf#t0aCnwrF&bx|c;b04rGlf80sk@ZE)<afNh||ofoDoU8TOiT3<BM~y!F?!
z_;Hd{al-#2>b$m8)wU@5OXToKkf20GMc;@L1W^HjufJo}zO9|pJi9E*fUx46WA@R6
zCuTXkZ-RaKe((&GK5sT>?LN&JBp*AUb22ADS>8diaQkQj@TtZ=(03p~{bcI$mDGM^
zH=;yC&75%BuNTN&6WV+TLGjYWj=2;Pjv%>@4Ye($8=ip$A>$Z~Kd2nKjl2T{+t!Y@
zt4QLVJ<|s7fdW{j8l{;1k!ggd790-SDAPg<zgX{_vj_vH;L_cVQor|yb*-wsIUfQL
z$^=4l^u^sYgvM{Ex=`_N9Y{aQ!@p>#4!NvRS2NL1)gH(Rsi;O~E1lNvzv~~~{|Xbp
zK9+$8P9;Ps4QR_=<9Nb8yZ&-s{`>`R?L+vJhRYrnPvb5KIP}q}?~?SBk@dF+>!aQ0
zm}-x=kG6KXe6Fe5Jg<r2!5)o0HvTphLbl%z{LpL=0gb&dLuxdP^u;QMIX{{pN5-fs
z{MZ`?M`ZP%6+FS<g>!#jhWzn*1en#|(g0;I%8FSnzbpx;;T+F5uPgJ$n@`WvNgu;^
z>h3l9>?9f)jUc9h<0^Nrf$(&E?R}9^%pn)t$?wDp)v}+Hk<)ML9XT&IZ}eLY#Y<9|
z$NFbB=k@MgwnKOeDd)Y&C*^|8!Qu7h?eO5=PJHw&nLnD&{&hQMZ{~z)d7_l(*s@rr
z{>Wf0n&Ls3mic-0O?3wr%pxDg)2B-hvw}*gng-ESglf#+yuRgC*h`7QJ@r0R9<ZmP
zB0DvrED3I)A}dvh7Nm;f{uq7O@HCKQ0GI~yYToIQjX#$+v6FLsiaLm_&g{lFSs0!2
z9!zuXV!f&~id}F^dM?6R!`Lfrc~_c;2K|6aW)l0ap5@NKDdz8UDC~HBjpvl!+F`P@
zs-Nu;h7D>imZ(A*m7~Mi9+`&{VaTk)`+$2vWPMQf563(5gvQp94oJaHEQiKxz4Tu$
z*g31)`+WH+Rb&Q{`;twysOyX*V6quehzHrJolZ6O(TAI{ezX;(Ps<7j_fayg`yXEw
z&re@C&}75xQ{R5h`Tzk-Pqq0ZA~TD95c3*$5+mm|sjnBe+DEB1t;ZnZSOfMzKU)5V
zx8gR_q@Kr!s`O#|SacZr$~_)pJIN)zt26WkH8Om^vycJPPW3oQ6sZsTiTHz)_mhEl
z4QJ-0<q=t9u?Sj(!3K0=t~eddA$xB(Nf+$aBWH1iSUv9M9bG>pj++&)f@YeLDt?YN
zzdU7CFV!v^5l3u!l))U3Y<s;g`yR#x$PC%Cb4035pgE8exar{RYN4QN(fMr%NM_B$
z?45QyDl=#}Cu%pHcZzh2=^JM%IfH{6UUZg*?vn;E0s9QZ33cZTo8IK31v&4+f59@W
z!sX82kJ_YN^MEmoc3P2QY;UmhLuRjOUG;NVv5CdfYKKrP9EX(bF6Cux8qXE=Je0zn
z#Xg3V#Y+_S9Fb9&?$#9{02URoBPyD@X40RthJq+1_9^c(|NN!uuA+0DDKVKZY5eJ~
zr!n~ycR7Ex=@p_39DVltWmyLapMR4)wbe-HB0WQDBB&ksAO`7zz2QN%GpepMS;Yt%
zm@%^;lko7r{O}_-jdpV~Ja&*L`uOn%qQAtHrzV1xe5p=+ig)9?4*Gf*u?|dLYZI{K
zTlO1Iwa0r^fktj8q8sg+f6}J>x`ocWyI|d=UQfAwaC{vp!=39tDi*jg?2%CS3D}Ai
z#%ZIY2olaJDL^^A^NF#p5Au^41%y2cyJ!Sdz+#E*=ld>#a36=s4?&L>mrlhR+kft@
z%7V`h0R1g^`6%`#i)3O-Yu&!&Y;;>%(?3_6ggl?^9J)H;Fakvd-DL84i}N%rVD*AE
z9_?n>>^_lDP_M^Jp=*tc(mx2+?<>s?mbd@;(PX{fg4C_7Qt-ZeR;(QWH6*x!^pj0`
z?b5dA8%opqI)h46u0AR39NuIPnGXwDFqE==zdvu-7C=~ZuXz^0c*p@JHl;qp;i2*`
zN|Sj5jtQ*u&PH`%J}2NOQ_>C90S?5k<GH`tyRP%Dl&*tY<l*vS0cx0y8xJQ9QN<DT
z1cZGr?*9F^zVoi@eZSur6l_saz~iv-bZ=q&-;?#<VFt$7lviCAMyNGxy(B1@UdpK*
z*B5ojI!qZ{8s9>Vv5MTN;V1E(ahhre>Zvs+g0rX6T)<dj2xS7xD-B!5zh%aeYA)}G
z<*A>}bhC9Q9^uKNWPSZfJq1}&1%ldhP)u=K8O@@GMGs$^fO!Hdh~=z#=7Q;iPQSR`
z3tit;RqP@Sr-=y@gbNq%&IZRCepgifge&n>U9&z9>7?*(%($gA#&VU~3k*gwRa7@N
zE6)b=)Sq^R&Vty>cYkDT53mWpKm6r%xkdUSJg4q0<UAAeo4!6bl52z|OERFw89^RD
zrGWRdS1?v~oRH-|5NEI46S^#MdXXWsJ>vRvjdGJ82!^ZtBXD7vj1X#73mkXHdf@;l
zmKUok_3g+~2>a)OjHlWjbr58*B=i!y>CfBx#%RP9y*@5d1!I8U<v<Jj^12%u2|%`+
zzMal}!vVtzoeV_vhitXEls`OAKO~@k&9W|U#{_w_<@TtnLYeSmZ__{+hXE)L1!`Sq
zmpxagi<FhD+E6`N?opMKez-%oXNSa{7NPl)saErZBX+DWloLjGfC8^JX>!?@|Bt0{
zq%Z7A0KO1=AZ&K!_o8SXFJ9}&Q#(X{-!-mzc8HO;g;@2>d7osl^2|`Uz!i@t#m$yZ
zwFB4rE1k_+%eH?zF53S*6j^g$XlE~%dz+Jxmc#KX*TEIWH;c5pw|kwmN|Y)ns3hZy
zC&vz*UruGpywD<@=|WS569w$mUyK8<Yoeal`P=#qpJ>_t5kORbbh`+p(aCMWa)?N~
zCNKB31FC=|tKv|ck}cCt*wm+g#A@_rt-h{g);JxE2CLkuIPBQNEO4k4W{+H8R2rbz
zCBn)wzs6+4fP{)^!>95m#Cs|k7Ll4FcDZ%uqw|+!&=Hrn^Q*JJ9*nw%lLUN8FWT{~
zYv1^?ZXaBPy)>T?8JA+X>jCutvtO;amlK~O0|TO@aDO9VrYCsT{XVZECg)S<eVn7y
z7j;h5iO2+5|A<wG*IvPj5~xVIoeqx}nlcrpJ`hNqusVVb09lVq%Kmh}bUQ;<7yl3q
zZeLv9r`OXJ<}%~+f_ik;WjS4t6C~>chB=~@8y(e+kKG`=$g(N?q_ybQm*@M0WIuer
zp=>-_s1e%Il{)p8&w2l>#~E6`<sSZ=^1WPq8;KnMq0$FB4BsQ+mV%C0FWAqhFziKG
zP$2pNUiwXM#PT0j`PRJU6@|;;w+fE**1>Kev0@|q&ek4u;)`~pEkJ2Pn2{FBMf?B(
z?yS+i(C#hI>by7qZl`O_B+2MrAo+q;QC{5LdR`~HdY|k>-~55n59WQ}LbjAXIJ(Pk
z2!<tJO>My)%qw?U+h6hfn7KaA;Bp{51WRg~w|;NthC#r9N6(MR_ulvQQp6e&Kw%{&
zF5a+n6NY{lW^q0|&&G9tv+LMhK81=^?$tUNyD>s~aNPJ2Qrv*r{2LXEv57=4#L~lt
zT6ngnX!`!9-~2?zbmVW%v^{qof4Q9c{5ya7liLqv6MpyJfcEtfx{ki){uS;V;M0!u
z5Z$@KU{a$)a;!511Nj5?g15pnqH^Y><UlZTDRo*Nq5$hX>yo^`P}f?FPQ9=ELx5;>
zh26n4y_ltq2D8};_vnK1Hq!I)DG!+QRERLvWz&XehWF_bEk}wiY3HC%R~>t1+B}UP
zJ`=;+!RUogc%bI$cINZj%c1R?FDk)+K&|-z@LpIm<dsg--M6oY9z~0~558gyWb)>J
z0Q19fV_5I<1OK~8k_%^&eFe!u_Dx=67dGOUp5xQF4~uApbnnEXJovjpBz3Ae|JBQM
zW#PqVGyX~L^&<c#|2P2VCAi+9iH^#ivb(7Tlbp(@1lmSaRsm-A#D`KyzckwUXk)$p
zMd9Y<-IX@=unv|VRY~l?c~AsLTCA~-qg)iJzK?j-`7|?TY(zbC*PKe2wZe?u+N^sD
zxb&NuS#Xs4MdV90?-X`34iGCin`8S`y+e2Z>137-wd{qAE=eAc7{}@I<lEfet&(@t
z^(s9Vk3zU~E2Gr=OSm@Jh;C!|1fXHu+03U%1m<N^eh42$d`>xfh;81W75Zh}eVZ=l
z&2pa8Z#}IEFQ2qKZ|}?H8=pHePX-SVh$R0=Mknq8@hX-t!q?(2+Usn?8DwYGU+uw9
zEYHiJ#Jh6%eFK{iSNHyTsV-N*7K$Y(Ea_s3t=}Q_>U^~0zS_rUByP%39S`SMT(_y1
zK-eCbtGrY4h*U0R&uifdxAXn++L~mP+~Y%k^{qWe*<`6k_i4d-ZA(oVyW`so8**kW
z;cYQ;n@qR4{Yl!_hNI)Fa*_DdM^#E551UfXM=ZiPVT7_P!xg)@0vSuz4lIA`wtpq?
zE@tDV`RwlzD1dAjKXnGs+53=Re1ydzb;6Kh$H{hf8&qt>!MAzFUD*2(Di2HJ7<g}Y
z?>1B`b-p&kLetruR%oy~Y<R#9z)@n`)L$6td{e$8h|@pCj-tW11B3Yng(nI82qv_S
ziw+$lU`v(~u3%=n?ts<Ldz4!qEv^>Bm9&lTNpc^^?gFJ)#wW}}>O2oZ<qLuCdxxs{
z`o_n7yA(h}^Xj1Q#*SfIrf*|R{$;0JHueX)`Jp@@nm+gAJH599%#jX=5foMOh=2@W
zIs{ub^duACho=lZj~+2d3R+0x>^_PeX})TxmbSWGjx)WTLgG2CqF@o#dv#{*GTBcA
zcJezeJ*z$QxS34l_T{n^jqhaz3gQX?hP5|2e8ILf{!jsmeH_xkctoe&6i%R5rF`*y
z@FXW^tgdDJj+ZAsQEpDd*+q76ep?<~X@3k>V6+=5YEV;RAP1t`1@G(&n%R2Wsr$F^
zd}vF1^b~v+<Y^D8d7=UvY&Smc;LrSUp8f$<%P`NJpNV~{qCPf|$NEfXBb>U4f;Qv{
zt-)e_;Cf8^zoNR`#-M>pm4??&xVXtx+a=WGB^{tKlCbF~xIc7i=IuZ|!NJ>06oRI*
z__1A9E6nJCTH9mWd<T~L7gr265(W&=Q`B6;G2BTQDZGL{dgq@PW=!4jX1}LCFn#uk
z8a}rkpxmN8S<~MrvmG==YxkN53-m)iTo-+d?ujBSPmGOAH3Ng0(%9e8&~H(0`(6Nx
z)N42zNiX`Izzmv%RoVoeJ1A+gqYS`P`4W^T8#A(+-K|pJ6-<4(KQ3os<llUHXS3U=
z>xZW$RPzgc)mI>o8`wDho5P>qI4vtGII_<y^N;J9#LKeOKC~q2*_9tlFec-IChP@7
zq+(n<SIZ4YFA-7UhY)pLJn~)IWD1J#Fr~--hgu0!`OK$_fjq|(rtWHU=gqN@;VyW8
z$Q&&IlhQsW>97Jr72sa`a;8BYO+R|13RIk5`IT7b>vtF305JanI`E7%-bhaL9kA2R
z@pLpX)l541b?fct6Pnbg*}wcB?S5PjHW$|Awew63u0MzR>m+yYw(DM#&kz>HG57fE
z7>~8V-;hg{uHRD22A1XXLt__3{JwFp9EGTclW9IaIzslo+u}hyyb!HFi>GRTHW4CO
z&bRB&eUg9+&GDD44N${->GNs5o}%DF$;$h6FmeYdu1Pl@1Cc)|=5raFZaFA&(}#c7
z46kfb@5lgP4f&YE3)wB{zwa9`Go;4C(Yawo1wCXWQ`ODZzo#b%<$iO#Y@hs;G2DE<
zetajo81Mt2-_eCqVbgi^D5Yyo_c7SNqYAr*UB3M8cja(!rBC!oy6%KfsN1G8U@gw?
z21Jmdmfu$cy^Q}#^!4nCKykujFx@d(b%#ZHbno}>RBUzERI7id6h11>#Qse>t5N)=
zqt(4X_3~`xX}Db$I``Ro{rl|e?VE1v$C(-@K4S;(rNQxjmbj<gX8jAWO^|^Ls)7M%
zX|KW^`5$cxE_8|=hFZT-14<x-N1)dZ5_?mTS-5Iv-tz^JZCm>D^kP%!s--E<EMkSn
zwqM>x3$2F1vD`!qS&cm5NgN(z9`P|vWWK+a%-|u<6f%P-<P^o)y?Z;~_)=m#37&4(
zsk^Vu8euIqb%^yDP-I~B+Zsp6Kn$v_#JtAZ9L8Bc=i@z>g(W>DvmsVa(_y0xWc0mJ
zM1OfWQL^8z?+cZle^HFa2?7z1#irNJqq<}6X=3*2=Ox$Z{b~zO(dp9rz@`Fciw_8F
z_^F0$dF|S(_xyq|b2~7pXMJ;b>F>;<<x7aCxvQIAo`67HDmKC7Wz=_=!0C`uATymN
zXbfwyQkI(duhZO93cEa?cRM=W-agFcurDCeGiZ@-)T|S37ra#`GcB9_hzT#9ulwQ8
zZ5-?FotU1<fmO$ss4+aqqapwMeI*XAj}>XT(^WbP<pr2+SReG=vk%Lo5e%ANHQlTx
zFofcm@R>ISd?ENWnq-3pp)h~z?t^Jtp+z{_Y1yOVcUP|Zax|h0-Ju*4q0aRSRu9In
zNKf$I_TiX`ct-S;jW-l{L*$cqpK&0epAX2z3$;`q;hdmWPsG-g);HI7e_#53FYaB~
z^^k;K2Y)r3UcQ2zg^P@&>*4e<6;;1B-kQD}hgp1Vp9~)po-uzv`P5+#Zu~I@OQ}Ud
z6K3QiX{NIG444aidL+`$<oW4{ffHy$_IC2m)4fE}fsC8-VBj05!U?aE6|&o-;i%fb
z_vIy)V%~H=oE;)@gg-cd8J}~()NoD>*33JozOHeZ-6k?Qq2LG7P0WStbe_jIpXUjg
zaPhiLi<ybc54cShTa&xuJ(ye45#$Wdz|Y(a813(ha>NE)ok{rPPTGx(J8n6CU+`fj
zs&n!-vvh_Y2}f(>l?9*g`$AsA@$z{lr(<r3VsXVmlPBlL3FRA4cKhO_sVlUY_z^oZ
z4SDP=R{$hC<Ve0`s#;d26xVg*Ke5=Jv70LKASszZH3qp$ES8NCeqi`P>xgI@<O<6q
z=RiIRPSn|4`gUZe8+BXc2*zwdag>5k%YWB1d9RJC%MDN6{-UTWxr>{%Of$J0xZ(TD
zFBIjZcNyovaPYs@UnD;VtF$-}=Bs>Vf5M{Y=UEs>L1<+m7=Xk<daz3M5uor@97xHB
zakxkFfN$DSAZJCrsLe^bNb-FjFh_FU<q!zkZ+hVi2fp28^f>t0Yr%SUb?#lKms&)0
zTPksrhaKJ-9<PV-K}#Qxm*TTR0~juUu;OD5<ok=e;N7DT0g(+}CRZ(B=P{N}L9ZXl
zx*TWUAPuY<<*(_m9aqlt15+CAH&-QJUp_L_V8n?EX<(cv9;FNJNQJ{P=duhk;g}!g
zD~RVW5`}>K1lzwx{feKWUAsOz7i=n;Y(LAyYeZGi<l~rJ?8ul))yQYarXV!HdeG1E
z!;JSZOea<Ko;)Xf%I{APOc8nO#OWD{TyTRXX$yln&)=LppX)A+MB1l}gb#jiKIL6q
zaply3r9vwq8PMtxEINn9YD!+Q<$6VmstpmsZB`<EVtXL|1bB1Ll*xLB-t8hwj&Txq
zc$*VBao?22T2B4&hv~x#d(!zRTHM+rURGm6WxW6V@<6l(CZJ47sF1WA9QDWPs67r0
z?6WYZ_G7zUu<a7an~sBA2_jNa{XE)nECIHFsv{CLovyMdl4Vz!lRMHpe=%f{Jp$}t
zzrVk`205UfTtaj;LuCFGv~Ph84hU~Vn(mtMu6U=>+mR;f_rl&4R*OgTz7|Rj#D@93
zT+>C1upNJ%I)5wuhJ#K0mvw}cy>>Z9w$!_$ipjgCE>s_Iv-wz0Dt8!Qm|w~5`>s5)
zlT4KHdp?@$GfJ-vZKu?7Cz?0I3@>d}w0H(MBYFOO`)u~I(8dkXgjqTi+3fQP<kdN0
z>f!x<Q8c4FZxe<D<7-y(eDFH{G+yO*f|_irx-s`_HX#VhlcALN#$`-0-h7KKw4fWB
zEvnfDk2$iuV?80RV6KTZ!ezT9=j|!oFTW2A8U6eHT_fE5)mI62Kzjg3+^Z0ryJh+b
zpKN7#^PY|o;QgAvr5OwRK5wGEt_GDU#8-{i!+DdVgwk&>|5MYa#Pr|AGWJFCZrIcd
zGN4N4izt@A05sZ%O*8QeJJd-K+hT&Fl$8W?#<51GvE<}^>2CP`sO5p0*P|r5$LCbn
zw6x9&X)%X@zmvhNws-!)5(&@Q6_dR?I)mC@Cj;A;E<>blgWI=VE!m+z1ztp&cm#JF
z;D)?wE+se0cnLKVX!mme70f-5DzcKZiT40K0M7*p|F`T^pG0MC2s%$^!H4k7*-wWw
zs2i^T_*uxF3nW`)J*u1A`OCcpYE40D8d57V&0!7JOH1DmMOOeWb^Sa!8)oc=jH_=5
zs}VE%&|}t@-ZcXYm^X_BQ?{J0z%o?*q5Lv?YZioh`jQcly}$!KW-R}bm*s>;FaaQ=
zzT#hpg3&K+0@8{2Kktmw19XsKSCXPD<9UM0X;~5A-YM$-xHHbaRh&u3n7&?o*6HlH
zXn1!+;PuZGr?R)?(;=f^Z-$lGbwj+ktP}s!IG&M+Qw@x3mU&r250X6vige%Y>V3GQ
zQ%f1%n4rpVKO`rU9B`>GgA%<Y6hin)y1rKC+T7^bWSU!#in@E+vPRUhho)=1I8i^+
z=k=TcOw4!UZtrwC04?8wdWG+ueAtC=VVzFtRr$@&vv>Oj;tQU$!Y8d}%Fiifvx~|6
z)e+E^pU(jyQ(y~nugpHD9ejLVgZgTMyH!M)^aWa^-9P(7GR2Mc{eH~vxKFfidC87m
z^1jB0O^oVKf4vEE0S6R;4A8?|r(&5g4`vHI&(rTvE<HEwCkJ*1nq8>o8kqoaJIY)0
zdIIeaPVSf4=#tFjj({eCpO$~Ll4$8cK0x3Jg+s!NOq!oWtUetgQ`F~`(_=-k;cGjN
z^op0jcI|shyrjI$+3Q|hA!ww!VM3X2oybGjI>INp8DH;q8IRBIS;@IoOCT9C%b?YK
z{W?+acu<-2`lQDzLO<m=I#!nAXw?Kn9_jEvk221Cc&)#R@r}Hs`ni^EH-%PveO|_@
zMmhe=mUr<;9~qr4BqmSTP(L5zmXfPXPA)IJ*Z3kqt5h=}h_xu{IjpHe+MlyqPQyKZ
zyRx4bY(5<a?{bT38c|g5`n=x0`<ikwG#J)i0PW#>IF;5EVpxY<kbaz|%(QYEbW8K`
z>Sku31#Q<x&u==buVqoi7GIY{7EuwvoE?GdFx;`O2lQ8MwC{+l2!?#&UkGp=Qsk}n
z9H&8iTEFMt$J391wj1&B=T=J(IracYqltn^$*Ntx#_LM$5s`W$x_IB**a0*)@O4d&
zD9t7pua=tjYIjeeO0Lrt1kmr_3XEK47;hmke7p)fwfRab0BaKmv@aNP6=NHk^jcv7
z{isjX*S!LRmt9Wn1?DCx-gP_(L#RuV9b@!_o;e~{hi}o9hO6|H4m7~tr(<;mC;Oo9
zL-qNN8S~l0z`MOok$dT^o%7i7&Wlc)TS_ArpWR{Jr8*+gc1hnq&&vy?&4qYA3Cwy}
ztst_fcB*d!_vLnjPeH`iF}?7Bbo_J-@!^ut?3RMo3?L%$E6Q;b+O3zJA}iWc;RT(G
zY<*@(Ahn%xiPiLr`TkyZS4>{-BSJRdo}LeeG^!q6e$0dSBH&K?{pI>=6b_~R8Z_bZ
zc-@cO9=$;gMMTDZrF<F8ad)6A{!7q1>PC~5vi~}E-LAryN`xO!Xk`5rNBN@x^3F2N
zi&}hNWZA)AVI3k|KQA*I?!zRg{vgYjFIa~n4f%o68wm=NJ+YYp<Ob52XYl4_I+7pQ
zNm0T|R+6NSi7m6_osR()cKv1@lFVQ_dM>F_9FJarYS%n_e@5RAn0y+L1lM{9bWLcT
z4#Ih^X_XR1=NLspZ#84^g$-rTbnPMH;mu2NB74SGAU-usw|nR;rDSI%L$WGU=Z|{(
znC>q+(v7mG#i+W-Pc_w$Yr%2xdf|YHJE|96+EZVXml@%~k+zZ^5wHlpp4;-5G)-Qq
zc$-0)67y=Q2dXwhT>!^B7Sl3aBOqBA02S#u&5GBckZ%d5DH*YDF0=40WIa*z^m8To
zBiQHy)|qfT<i-52X^gkN?^X(rrBReJZr_WD=faox&M(4osvD$V`u9sxO8?>4d&p8y
zv85p0&lA9d%Dr7B{zcDfwYnXD2x9ku@^b4$@6Ny_)&aiF&ctY9-ha_nQ@cd{z5*Vb
z;p=M%%8e$0Hp)b}7;8p@RAM6Ewru(zyR>rn%#FzaN+Ym|dTI{YjsQRy{=ThUD|(K=
zXe-cm$)}fXHOfznj$!dOyVQM<ySXp5Pd<E1!RB({+Xv=%HDE|Ddj@M^(1gT*asA9j
zjNp6Q3q_7Xeln?|j)9ZTESHfsjzDZ?dE6nj=I8T*fKC9`C=?=oCi7b#my&&B8PX}F
zjYwc_ctuf^>5^yCE)hAKikWUKq~$G2uI)TiQCa`CaOxG${AuJ{bKcLK$wl$;SGF!B
z-$>~reqR)nJ5b@*qJlQI02n@c!#Cv|hh3t#mHi+iGYqP>x`$YP^=N%zos;tl={jLM
zm!6AugI0d<J*{rz^@q1KpQ`MV4ti^Jv5il@bUV*d%Jy1yJB=DD&VewREZGM--buW?
z-tFwOEQi%YMU53@mw!m<zpQNBB!a6bNnq=o4XJnHTndA3!Z|N-x!dh$CW?=NT`8Q<
z9!0w_bn%rVYUSyLe7LbDoaRh-H+`Qw*bd>4s!xDg3B71%Ufai4*R~i4v`b@V-$#L)
zYtHr_xj*;6mh56}mH`Pz{KGGO5fF+vYIvS!ZWS5KSt_F5qzkBYxy+XOS`m2gg2X`R
zY_4}e1jDkj09NI}zjyflWZ8Ws*#Th?vL0?W_#Ix>u#(yJ4G0ofl@kyPQ1{q_qTV>=
z{~Ub=GpZMIHQ^~bgYNNi6GPDdRq~2w$WmaMffxPMo6^m2jm!>~ERt4&2h;mwi|09^
zIp7Js;<g#$?@^Ux%@trM`}d?aeGhl*%|Ec2@LtncUiv*pX39!WqdptGU<mxr?Z(OD
zR|K+e8b4_#`lHHJFkUhL2G-sCZ0oRJQA*7T-QE><Na}61O}eJq-uCNB-qmX3-qvwZ
zP57I=LcMlQ+AddpF8)3r7w(z0*Qq#94BZyos9jOWCyp;H%^yc3l$z5+4=Y;{Y?7(4
zk6rPG3jBi7^cNMjN?{*sw_swqtWAFoAB{V^<OJker4$F^k^=AV$8on-k7|#LauK;5
zl^x{a7H_ohF5zPdDgw4K=F#GBH1D=R%;=DD@P_M~9kX9`W~+C}Rg{T@PK8Bn3PtM=
zq<?4&xHpCmqr>$yo?q!y-jcr+HCYZ`y4S-J&KU~gQ0?9-(kjQ<PPjkVW=Fd51F+6!
zRps{%#|Q@y`um7(EJo{qF$Gpk8~jJwi6{#g5X7$Q#wnS)EvZr%46&zu<x?s8H`&;l
zF!hQ`2C>1OxnN@5rts|j?w=k;i0I|@6^c!8g4Ob)p~~n_XOtgmuXO@!BH9N^#?#16
z`LjkYntHP=URhh6oV&BF#1@OUbvOYk4#}zN-@?W+w!okW?MiG^f6IU;KE7ck7cv}o
z8}o_0090@-Eb?|ts7RgHAt)8&YaafL_zI5RawbO6!1{aO(X2n|Kj<x&P;Hhk{V+ef
zm4o$Y{;*)ewtdD28OC#biX_@|dUF6_SIEk7zhE#@&+b~hF=EM~{;}(u1<UBg8r&1c
zIF!p<@MX#>R6)(81ICKD31!4i)elVIiJi+2)VB@~BpKALg^V&$wyJE@KIP_%=_uoh
z@D800RiCH0Y7i8nruUgocqJ>=WK_k2KDw1Lue){kyrb^#ye;3)GYwyR^8<TZnis_j
z`;=Ago0>tW)c1ftw)(g};12XRkv<#^2=k@Q;CGDb8&sn=Vr}e;qjDn0Tmk<|i*M}(
zlf0{qj$%A@b6mm{qNpH#Jd4E5PVk$$*Jp^!a7dorG1c!_Yh>bpqi0e@LzMqQK|$I^
zy;U&5IU#?uhp6}7g7`q+UprG@HFQpe^L9$cbT))3P*E|sltpxmCw<~S7@>?+oy-Jj
z6m^QpWGWkEJ#l>MUkR<@#B?Yjy7>C)C=sL025=cgjdVrm^~WZCER73nKYKH$ZL09<
z<q*^A$zspp!aagp1sznlG;D=IvGjsaZuXvSx47=c_<TWwn>%L{Q@lT6Tv;f!iIBg{
zP7+FKyVu!wmqkfDP-SY%g<~MQ%OmXQ%aEzcG6pIF;*TkO<$Ja|q6a<60i2gK_P+iI
z{Qy4Xqy*dLy}bYkF(>uwG_9aRm6@9^-~sLlRTx;q(Y;J%ikF=2S9NfID|}T@dR#=`
z+rwea-vr75+}Dbw=vB8NGX;!XvwNe+{_d#_!YWqVSXi2gw6|`t2z`=qUj$3SD$6@6
zx8G*4n%;W+2zVyn{Hp%zv*o<9hti?)yUfKhNQPx9Qi1sApzbWaP!3w>o+6Z}9C!Y_
zDkJ(0#Zq`@Yk$IMXuSM~Zk{pROl=z`N0_pymieUWljb37xj%Es5=B^$`CI`6;Dd~`
z&?@_%>32_W)IH^oupQheICG+C{bm`gxR%gCHnj7&!_fSU=TC2}z>SA35f+_FBi)os
zjd+W+QpT#a8wx4RBJHt72_c9&b79!!_M4jV2xDUl#n%q8Hb0)l@J;p*%LRT4OG2F^
z8I?PPIAgoiOWhDd>rl^yN|!_a`<`CZr*yO>>mOB?JdUR&-N~vl`+63f*M~TtiDK30
zwR6^B3?XA>2Dn~#+eQ>4!)O@mN{n>bjU{vbcyHcpJ!#PJ--5lnAd%`k_-OTan%;*B
z)}sa}y$`bp{oz#_pR!aJgczPsZWbHO>r(=iQbg7TNAgLy)lVN=%%;LgdxCvcvHUK@
zyPOVoY$fOT_E7}XMc|2=di;nV1ZR%la`<ta=Y|1wd@xV$0feeNM@`!Tm<N|Pyu8+J
zONNn<Rabg3=>E$F6c>f<*LK;XA%le=-D^PbmWq6udN7a4Eyc+AiFfaBD<f#|aX*23
zasbC=vEDgLMOGdbg{v96jz*$B=gv3HoGH7H8U&yOFSmbz-*_+3qFio<&D!ur71IxL
zYJb<MoLh$h_uji<3{B(kF8YTgX0fa4^OPJJriaib>bfJyR4l4*zYl*dn(iR9>a;ss
zYh0dQ-a7a)J?gvrwJ;WCfs%5uObvlJH5a5A3vZTcDkGfhSYbDX&0Ir7O$_C#CqAd-
z$i-^@TnI2R3Fc6!NL$PwVblYupNO)IjrZ}y)i@hh-y1(W!dYcVGj|W|gs7j|hS6<l
zL+f}(;2W=c@@}{y3U9(4?HUNgWyR3V@FQ32di+&+5gJbgF{C{cRxBv|#H(3f-UtpB
z<6lS}&rdPN7>S<P-m9W(zeY0J_R>L|nI$xO(}Y3wga6KgYPPnZRFq74@CxJn)oyhf
zbce7$>O3oTyF#ol?zP1Cly}&EBXvgY#P#{uGp`qW>n*HvSSL?tAk7N0skrH@NIH?J
z=8HaAb5)lGU?&enj*hSt8(%)ukLNnxe^JSq$@D9h5rq@cFH-=Y&Tm8fB&CR`_Vg-c
z*OETRd_GkUM0_R#&UL*nIS^Cl;A@XO8RMe(anirkA2X!#80y=MDkKpB>3ey}ot+b>
zOi?F0RoIoG+bY<%wm(gQy7ACTr`&z$wMCs1&9wld+<sSRSRbg~o*ra|HFj|Zn}|a;
z3H$KR;F)^WzwJfu0H#A}>Y=Y6ZrC1q;XwL$4k`kQJHRvR;$Zt7`F4q##{v3h$?4N}
z`Mif6-9w^ce;&J}8P3m|!ic|rAFZ=^TcfMKK`jXzC(O<+944H1!g$}Rk<Th{LksiW
z++IuR%Nudz%<cAAAiJ+V*y8K+_+f#?5Gf{q`tL&-9nK_lcl(Xh9`wC?ygh95VTp+y
zblK@vIJ-3WD5;8Ic%YWz!F@fB+FeE*U=IydNXtqC%*y?V9dNtky7cO;;Co;O-?+TE
zO=v^Pi@zymOIo};(%S6gHarzBs+9B>vb`8}ccV?#kN^?iT>p52EVI+G;(`I{L-YL4
zE|TAek%zaiZ3la6`$#<DW8w)(fw8JV?%_LrnTz+GC}BH{Hg{VQ^)b<55S#(_bO*X-
zd43_=q7LXG>Jh@7_m}~v@f)9Hy@XqT?PJZ7GBbmjZq*|gj1sau#2#L8OZkq8Xym>L
zUt#zg4#Hi!=ik7b?^*}bU04FJ%qk`<<;3f%P4gV=<FHEwA9M?-h|kH?boTxH9}fgY
z-W0&L3LMO3`Sh3%lo@k~ApS;%0?G)59e}pHB7JaCnUsRE0goi-_Go_O@U`dmKppSo
zA%y>zvpT;nyq4Rw?M|ALot?MMMZT&a%49egVpJ{Cz~Kgh2A=eR9m7RB>5=hh%pZkt
zDNf~)Wx}02S!r-MuF1*h4eK^`40;*wcBV3%ww`<6GFYXU80c508BbO`YBqS;$wwdx
zF?>|}(sJ6}TPR1~9Cb$(?xP+IzSE%>XOgeI-)&DCiNIF359`BvsnTE?`uB*;#9;ky
z!t(i6R?wfr<DgkU@!M=sqrRg8Tk_EK*Zo~klsn}qwD1T$TakneWZ>+h#7X%o0+<2z
zN2vS32~GAV%fRNMs=$cbA#FOLHSe&>R8{}nz%MdeJ39!!L*r0n`a5a>iNLqzp<`_-
z4LaZ$n$X^g?2cp+{!Z`q%TLJLa88w19*hU70;~-{w%bt?hc}t)R_>MsY;IJC^XX38
zqu1JG(<|&k%<y%f^s(w}6Ls-Z<~>VO@|6KRdAIZ7JhtjqP@i<*nI>$mlhO+}hr?Db
z*UJ;<f5pBLBbYHQ@|y4UJo(vkbGV3nEwUTzj9rIpYj#MP&czNT)z<O<?HLDkoxd`%
zq%-8t5B}ta$abs<c<JYUxpqZCl8?o)4@kat;w7@ei*G}zy=RuETZJmKL1*WqEU|0C
zB<}fPW*`rUWGVe45u)3KeVrlpm|*bIkWA@sMVdKkuhYX{qE|1fsKXnm2tXS5JyR!i
z+l;{WFRaLr$M6!mmU%h5;Fod~MLA8Z>0svg5~@AK^SGfCt8;=sj{?bW8_9e%M;KEp
zA5kP9qTc=hVEpP}Sz1V^;sQ9B)Ax9)loYa`I-e8n<CX*aOfL*`EiVA3PtELx;0>lR
z$iXDiz>H9kv9l}UO${^MlOHVRz40Rk=Yu0Q4>?Y&>I(kph5QX4J;cm{h{g{1guhe4
z{s}11{a<mIiSD*P=H=YQAhY8G)cdTQXd17S*?iWn*TolaVDpAlxc~mW-=C}j_fBAj
znPTdr_)jDYJ`j4hME=F~&}~S?dm=S71unbMKvw-agR>vH@l3QuT|bLxcjVaqW>zA;
zfVP3G^?u}xu-`j;USMRA=l3fPS(Tv{XiEG=yo~LzW!AMYpMstjW*~Au<$O3LE*5WQ
zN3Oa!ePVeg_ZUm&$ZGn?<DWZ}O5o~|ppEIinwrI?XI7$Pqxgz*2=!Ei+8lq}R$$=i
zg&g1Hk?7m}BZpwyYlC#EaJlZXGboj<eeo4A+yXogHwo=TrE-z2(aMZ}C!Re1mWVb$
zU6)%9q-ZEhp>xCUcoo83A5>4_&NS1?&0FGm?MR_0E-~4N$8b{vzMUOoj=aMF&f#`l
zQg{(2$n9hEJ$EiIPiXtM5Px4;a(*T?Cyhj8C8>~Xh&1}<_aJ9CMG^E%7Ga4;D5mO5
z$>iT&1Z$<dSLEVJHj1e4pU*v!XQGQR1p2I$O%q$%)!e&t!PB5}!1G&Da#sNeAwxI)
z!$rewjy7|ch)&8^_V4tW2^bjxN(RVYBj1RN1`<R(?@|;}3R(tjF#JP|mo#;302+*D
zx+5++RK7z|Pa=~h`^yhCpL5IxtZn>s=M_yX7Jq8^NOf#l#0dt#4etucM3ECUeeF*?
z?+#d_shXxqwy}le>Hz`C3#1v~@r0(s&kuJZ3#e?elA^ecTvzf(*RKL{Ql4NcxN2p#
zO5EFpOMl`jc;6OB1{M~7-YviR-5+AyMI5%&fY58#>FM|K80M%&gnD^7?S_L3-!Qx}
z>YC&yX&qaobDj>l=HI80$O~y07Q~KV9#gxxca*fF)N=fhnGkARmUi^%<sk?jV-TfM
zv0r(z^pW_J6o@4hOq+Bcr@vxk;VvTriAzsrh|`M&v?1)vw=&je514q@>Q8C6DAree
z7Ub)S@d!2KEP{vYp;sNQ<I?aX^b}1e<@9g%2}rC5w?76JZKZFE%+7a}DglQ^I9PsM
zQ3MrPYy)>58MNSCkO4v~e@L@uQ^h-Q_nC}YuQU6?PI#ph>Y=bLL~?OulT-PGY-g}s
z?}KGAj@>{-lbn-pKiXgXc|VZe^!q(wP#)3xFIayVwhcJ6<6#(m_@W@B52;hg_dc{y
zu>iohkTVeKypl^d*ct^ukL5W;;CY1oHB2~z0!dUdc2<F4Jy{2^uAUlDSF;A&ZVzg2
zZtkBTpum6Uc=D5VUh$D2r`$GNadJ93a-`x8UFhjl4+g);pX<yJnS(0bD0D(Y+65(~
zQMgB*$|^YH>R)eKkhp_U3?6Mb1fa-?8k|!{u872sszvXvxnSeGs}KFAC7MoFD!Bc9
zrrc47(Y+=yjD0n$N4;9Efk7J!U+_{t`72KI3v-!|`lsUHh>8pdBIu6Jyi+KKrC6L`
zY=U>zq@(hU>|?39-wVA5Ohvg(`d_u7K#L5Jf)G55HUiz6Ay4=z*SE(mt@bCGug|f>
z{c9HL>khEl<B8oz?uZYbom~IKUvRL@cPNZNOMVCPMgM%OHY1knVc@yMX~e{h#A0mb
zT)2r0|F1i!hBX@pn(zMT7yJpw2{|e|s2Hz)zdtEcyuGD^PfjmHT>*WIc$&4Rk684i
zcd_UZ=>Et=OWo5GbjUmCx%i=lH~6a@%E+tW&h(z+N`!q&d0O6Am0~wlqxlEVFIzO!
z3IwX?cTcB~h6n;jA+E=}vrzlg_P0Vdo%pZp9tU?P-8VrX04qjOx?7IYsfi~u!Fz~U
z=FQCU+Wu{qvn0AzY)yguTbn(~E?txnsR=vnVt8^RvoE-Xe5%O!H2bimn<Ugnva_Gv
z;m_Q_90+}6+RIpVMbF!j^}6jmz!%=h`T!Q|)O6;BS&G$n;Rj<?xu-)ujruIJ;!GOd
zicBj#2>MKd&_)M~JnKD>HP&k&)C^Ust|yrr{wk0cG8sLuWbUuO{0rYrJ+au_8__YK
z4~2wru%m;rc$dtTp5XszW?nuOZty`LQ1LCqNq9xjBp6SNT_75|-QlX$C6Rif#r4%F
zCJNrlMtS}=$nYRx=;-o_@!a^3&&B`blY<LRtom7iZ@2{>>B<Z24^gtkB+!ds{x)PM
zFlEnPaaTm%^gKwH{Ef27><`U5D%MF#oFyphmm-hD0eW)5wd|NS%hd$!y{E`U+f4HH
z8h5O&Q&0-H?_81aKp}_;kb`39hL6Fd|LxmfFlGF<Sz=E{D3y!w&t0Cm2F?hY>7Tk^
z|9<R?^+D;Ky;qGgE<{FV+#A=zCd$*vk|PPRgW>n?qm(m9mr9mYTN%Y`!^T|Bur*@K
zGWvug*4W*Qxv=%=;4~axO31v1=bas8C#M677N9cblmOgwygd6Hccog^_r=F5T8|Nt
zhiDm}hIji;@D`}UBMbt1WuC3M;3}DwMKG7P>T=VreaMjaz)d1oI7NO`7CE(Yzjb3-
z&%TeZR~A9>T(m@%Oc<)%VqP`m9l~+`%i4*xbHp-NMN_>_fD;SnkPkgJdIO^Y(|Ax>
zH!;neNXm+{6`*iq>DyL+m^rf1qWI}5eR@9~_%bLn&?-w1%{?nVPz0B~wZg{-8a&(_
zyBnnI>lgeuDk@F#D7TESxA_e+Y|@bLhfFV=7)1<^0ZiSQ_L}8SH~4l<pCm<oM|EDZ
zFQ<2ZiLyifD5Z~nT>AP6jl=E?P^EU0(C7^NGcQg8#}i3y3ht3(NK)lb7L2c3X>Pj;
zAJlc{9Uk@H_IwY!Bk|!wiG4Kb&J`v%%Vgvu($f+rk_kE@O`4os;q$j<3t~@E=iTeM
z)y$rt?$mX64uECRO_<WL<_7v1&$_d7)Igx*5`Ux+ZSp^FI6oiu$Io=zOj#D_@k1^e
zra(13;|}QePP$kQ@^vslCm(#@t{j#;@Lx{D8AJwdFMag~d<0W0BOd}aAJZAN?_^F^
z>2YhJ`9;+2iMUt2y2uqGJo|ulB^T$kDkg`HjtoM;h3Gn{-QHGBYlB*o%)l#f-DBY@
z8(AXP7?e%1x|zbJ$S6o!DGgQ#erv_7?a%Z4dB@zf$b97wB~TquIc#!mC1oGYD#OtH
zu2<+GtKH|5e!}FOetc?D{$SHlM#tECk?Vf7%KJwodslotPLZj6Rv+x8#RD6(vxw#e
zi|LXf4S_)X>&ap`sr-WK_~gFA5TN`6|8HcCi`$tj%^}0b-SLOJMmhz;)dw3GOTgLc
z=R)WI^oJrDC#Gwai6m+C%{UBH#)M*U22+$#hz%e~WZWFsa%{<-0=K8dz!e^M;ucXK
z@^Qe&eE%N#_gNe-{)zy^gl)TtqyZ`zSEOabB%o$x+W$qn$tJQ;tze5B))ugPG#I)N
zJ|g)La_~d=fQRqD_fJ&deu3pY&()0gO*oks55U3B9{!%1YfYR04Zg>jF;a@>RaEAK
zcOX=GBd>cE+Xy#*d!-)Uc6dh3I+u?Pmo~lsJcKhj{l&AQgB={KwM^o|-aJfwrIT*L
z1?A`1h^a;97jcnEOk}iQM;T`ZqmJztcpme*Jf(ST$vfdSW1vnT-e(1vPTA6gPjXmz
z{BI8kb&+yN$Mf_<MG6b&XZ+!p;-ieA`+Da9=hgV3J_HXh2R3Q9??vf<%^M2}-KtXL
zo+0sACPqI##nk=cBUQN%##%+UF%V|ggOGI2^Ro>6{jvFNSQ_AWc_lNj{AMUouCUsK
z`?SbHq*WptAevTCI2D-@$;ITzypFeZ?Vq~9uA*VFDL&LrR$7uFib{@w5-o51G&ejk
zd9I@T#oF`GbJs=c$ta4ObUJd2Bief}*YNA7CaV<OxJL4?!G%nP>CVS?vBg>@Q?^Z)
zs3ZO^w-NgaLy5G;@{Jt;HB=y~uB*A5KXYBzBYMWz;pKP&Tatg6e{Zc;Tll@H(zU{)
z>TFj!zw_?q{3h>2=A(Z%{|6e&Mxrap3Ear9{=?(X!?C2nvI3aSSVA-^b=h_Bu}M7<
zB(K{JxqX96UngBJDbnPi&<Xd?;-)^E8T^PW{xtb1bcgI_Tdf5B<82eFUwSce93KUk
z+e=A%<T8<>hAtMSmUb{mkJF|8zz7pP_}02#p6E?*kSLGDKM-hv2?Hq!DeX5BK6-sj
z<#N4|ZxI&Z_fLUzg$J-`b3#jP6B;(@n`jGW6DlkZapP!O{0^}?(gRQCk*2m0{Z*Bd
zXHcCmN*m*Q$C2Q-A#s}@$LgNq`X9OaU;ICS98Shu+%5nv$+W`%=+M9at@G{6OJ4ul
z>ehT+l%Ml|&xAe&p^5<*R&sgXPeo`LMDE<KPifNr$fuVo=QTrS|0S`7-&pGUA0ceQ
z9z$#XiUUq<;OC=&nW8KnI4kP(7Zkx8uq7;V4~1JH0BU=K-dpyA^Q_i+RbE5!{~!IP
z9IXOeeE+)-tbT~FSsO|0fM}xBQk9M+_ND30LHH6tsS0u9)3bjd{)!w~BVdsnld}SK
zauXLc<MW$-BO}twLZzWdeUl4*sdkXh{H@FjK2wpx`&&iOJj#@Qa1Rq<qLH2~SJ<4~
z6JW~*H&nbTgbP3j*mC4ky5K2n)L}KdGa2!VdF1lp(#<u)y4svSYIu_l&kXbfxE<}K
z=+4H$a^9EiDG4AyHZoOj%QHXTq~(F>Qgwh;`CG%?mTF+&GY&697jXV;`>co3Gnf!D
z5VwA!luRXy&@i%JlEjw!TJbOqT(Je$#Fu24#STKG>Kiug?#kn+jV>-l0K$r;S!&M2
zXr{7X8roJWKOKKgN|CmwCwq$G8*-k~lPl^+eKbb@T9(!GzLE#`5z?^`J72Bh;N`g{
zo#einkD2#zgpK+sP8KGG1ns!8=^<kl)^mgXntt-swdUS|*pLwz%Tntx{W^g)r8nP{
zd_P<gj2r5Z=D#_efZ((@iFKJNgKy!si{n1j_LDbM_e>b=qDkdzM2nr5u&>;t0e-#-
zUp6pfhUHOmflnac<>1XG45bb)$G_~F!hW>VlhyuXxtvmdZv+K)ELV`m@uI&d+}|J*
zLP(pIK$D5T^1dj@(i#O;&Fs;#>)zmMV;<V4b>F<xH~0I*5d`kk!`;<dXSW4y2G3`x
z=BT-2mTN(8ebe&&nmN0<bNkcGol}M9Ukf18*IbEjO(4`MSLyvBe=pjaA1{3EdGnz4
z!Ck3JHP{g5hpF4nNE1zF?AOA;j4!>gV<&pUM;;&Ehn2{JOA^@m%`nj;hdd7l@kT}p
z=w)X|Vf<0G(!Cw>#1}VgHoT8}0G8MtbI?YfPC4GcV@L*6+&<@{9>~ti(_I?ukz68z
zebVidegsJB-O2C273A+}Nq=)OT&#WReP&P3V3rM&`$WNhPg-XR*8$u9F5?xmbsKa&
zKy_x&+a1!9LO=*>#<{|Zn8f{Im(b`j`Fy(fvYV&G^xk4@ovGi~45q$7`W@A=-a%})
zFAw2ek$-Ktb2|wcyrqT^UG;_$b;(@*ZUcR5?R)Tfio!#bO?V8{>h`%hKwV^zGFp(g
zLD;PMt8X{}kZTy%kJ{4P$jUgHa=zlY!mZn#GoSluwtTtA_z#6YuVIFrf)IZdlF5FU
zW%LCLW8!vL;;7&u$}WHAV4tv0B{zgIoPoipjZS)d``X!F{MF>Dz|C#TWAfb*$v|Xs
zHvQ$<TPcc{@WE=}av|arJC}ny<hz1Y!YCg+S-vTL8-9<|sVGa!{#!!trN`N$3lwHO
zNEBn61^{a|RD7Jv0K+A`r%^VJSKcHodR6}S6cYGE^m`yCY(VqTDB!J&Q4)9qxZ9`h
zQSxi^V|~>6{GKCB!WLQE!5hGTurv~<+wbuJhPsJQ=kVUW$eIA$@TFgo$DMf7#8+V7
zm#@im4^8{gq_3Ot3!^1~K15R&nJ6fZ!Vlzy!NyPzs`KXVs{KAN+G97AaX8;b<&VSq
zNGAv^=(e}(<~`MV7uC%5)oztCv!K-P@0@C0k9D;9tE?DDDd)g>X^x^k|Lv%zN1UJk
zy6t{F+F>akkAnnV0c11+j_K8S<a(K|yeI~-8a3);xbY0xWDb$D-5&wq5S>>K8m$%6
zNBMxc5E)2df?d)CCPI1FmT1D%ZnvX2czPR_)ls4({kGrM_R~}GnUj79FC~W+&rLg(
zX5sIJADy<Zqst7-y0*u-p>bY+_{`GrYp*YL-*4TLJAxR2jTfctkE#yIw+TaNOyMe6
zn!OD`u&7XxVZt2ox##bNI=}U}u_1k#0i$_z*Yr#6<z*iPXXZSCHARhg&Idc|xj%Uo
zB#cb1Vf|oOjM;_(-D$!a?>*A-_ic~XsY=W1qQbcSR`(_gVWql!(N!2*LIGW~ok(kn
zX4rg+n;C!HU11*Fg&%o#|At>;eJjq+T%Tn`HJgnySLG<q4Wcb7>=*~$CZE%87I~nv
z25!PKMGdpZW9I#_;G@1lHdh3LSOum%I6^UR?weQLtYuUv2d@tI{j#O!>lM4^QmY-z
z@>thK!@7<9bv5ML*ITV*io<8b8)sz6T#lL{W<>Z(CbjA%o|O=)hlebIF7%NG)nTyJ
zYqxtyPJ*G{R^;_7pqF;y?-h>E_c41whe+E{DWV_b`NN=Y-oBx_W4-4j=Bxr_aL9ep
zUI72hhgJLIM&3dW{PyBz1D(Y>(C$24=4E=?9ZC|Z(n)WA)kjNi`<`W(!czC~No(K|
z0|^>xAub_GRTG<BC|D&v{GfGwH|~Gfcv)9)hYof&wl{a8)$$oqe*dRY!8TJB|E-bL
zEog4XAgOA|jJKP9clW`Jw(R-z4)y~u(_q^yhlvwjVk&jycge{Weq1poYALO@;RiQz
zrC+8<Jszd?+ioqgp?wJ;d?p#Uziqs=mtGn-J(RDSul?M+clqU|Y@>fISU?WHG3(l3
z_D{|Kn7XblMYS#ZOXTn<B1w{n3cN{Fk_brp`a7w9IJZZQuB2$eX6+SbIIY^@{y}>M
zGwA8F)XNKU0?BL^(x7a9{(4+wSP)box;vZ7_@OV#dybd5^;H#WHSM_574!z)+g0^U
z|7`I-=4S3GbpW0Fq3Ao%_H8}LK{$Wl%7dqZisN+)bm|Kic&QxSD@PFuxhz`dyi^MM
z$jo^jh1S9fo#1XG6FAfO*!GacU)>y1L9b?c7&qLX`}|8m{fJ&TtWVLqyU+AsN74^o
zATf$|1D}=>+w#^TS<BJ5*8C3br8P?6T;LEqo-R`8zeXE`Fz)CT`whLLVHJop*_#3w
zAqCO#E^$vw=NxroPB}Owi{g!W5IT|%c;>1X2)`V0^|Xenfl0jj?<nTG?FGn07$6$)
zeD~VRt!p7?#fdpOwvT>#yl>n<6Hl0TDTSBtl(8o#S70CXX5Lvh_h>yOj?;pBCb9MT
zB*sTgy>cf+%0o5rv?2<+mD@JNIehZ7N6-B}!Wd`vUnO}_le)ONN4N7zC<aieg#otP
zXaHjEGcbIh(x&<wbdsst62{OZO;78OV#4tBqtq=IQ`Tq|;F@q??1<9%q^SaLTEbuq
zekADtKz&xZiu~XYBg0k{LG$16GQWT(ghm^lg&Yn4Ph0*M(jTOXs?l(s6GtM!S41*D
zAZA|=TeR2K5<Ivr3r`L|5;HVqfsS`W;rd7kNG|0|^0Ti>L#7I#gl>RMmJ5p*$o+F~
z5a|8SJT1i+M(hdPTyMPoao6!+6%G9{o_l^pg~gKQF0AasOa+<0y0Om-eqP8+cs;t}
z`{V||%W@|!CJylNCYaqsR(jqqPf*guyo!T|pMPVVWT}YG9X<*AalL9bh4_7~QpkLN
z<JO>H|1DDjhNMH0sm(*#S8fyb%7wx-#ecq!DrBNVGd~b27`FRK`nEasJ^6Hhtw3W4
z1;Z;0QQ+IxpBv1=ZuBp6voV4s-wzgz20?jlCiZ?Qj|oh}MlQ^PC*ME?;Orv=e~Uw!
zwbd*ON5?k=cu=v+Yz42ioS=1MxM+6diZ7kvx?cDP4eWawZ-OH@bjmsj3EcICiNFfL
zwQ8}9M>jS&CgCfHHmR+a^LQ9CYJd-u@H%+JIqMO{B$P({^kow&euv-!wf;hrqNg-u
zwai0yR>yC?{^AcjXa98rI3c=}_S_TNzUk=J+DhAE^VnaWuLC3eP|#8`XlC^uYB*qx
z8@JTb6Ib!MT$IkAZK>9B75q4k%TRzO>g@~2)EAQzj6KXgz{<$rfOD6QBP;5O`#?ip
zJnmyuiNyw-%AT^di2`#t2!X=JQ_qlzrAJ5G+jG9Go?7z)b%cYrSG>c_d`=5<N;LV`
z@Ab>#w&`1Ts-|=R8xzKZ)a-YZvY>5QyXujlj!-M7^^RZ(Z{bHB=B{|!+rrq{=}n5e
z^!>J8+bO0*=CL<x6atO;K#LC(j+R1}J6KPlmTD6k>q3m*w{yxcSh8497`i)!rkq+&
zB~)@K-|TUv^xxg^ftUqfNNTSbF5KS|af~jvgWMZzXHt)g&r^ekY=|~i^-akq{O#LG
zAEPD^Aq7Loy%*-DJZ%dX>}Cv#Q;FsbhBoFix3lk`Y^)T?%&!F~{Ooi29qNjJ7i=+G
znzo$A<gf}1IN6tDdv4dnv$WyRSrD`vyso&sD%5F5H#i<!&5WE+;G$Nyn3D^a4jdLH
zJ;t$^iA>KwM~={c=24?}Zixa^E4|%JaR`x}V9)pv=T%7~RWV;fmAPXDOPCQDq%<QB
zO=^{|3OND*`6Z^<UzoDL^=OSho>UX4)UpH^t%|5F4qS}bPkoLQt9^R2o8A&uQ1;f0
zE^+%z2|l=c+v{Rf@ST}CUe`lb;D?JrgaP-tS^@Nu!y;JrNW$k(frQaY^vXG83g<rt
zl+K7Nr=L=QL*kpk5I7iAEMYs~8NW^ogzmNXK%i-kIZR$hH31Zwux9*@;Nm`)0NcKI
z2&oJ5f`ddYMw?65w&hUEuF^JLl;7*9`85dA2aP12P?M#z-J?|cy@TKT6r9X2{$40n
z>KeB%SvWf$zag=}4DjTNx~{d)%Ex<p7QrL*^={8+^vj$xghWN0b^8;PIo}H6nb@`S
zaE_>OAY26UP5><WZ`g0R^=et#Sx)q)E>XIk2(f+=U|ZqFw=i1e`totcx9EJCE?dRx
z{MsPAeWs`df2KxePzc_)-#b~Pi@CqNWx+yWG0|pRNm%<i=QAc00f73QEzJjtFa~1N
zW`^(`m@y!;m!SAnp;qFFL*&<o4tuN=#%7~`b%%TKl|`tX>s<_=PbFPYPM1@`LWNkp
z7oMP>L!-%8#?l*qZv|hS*x5ImCS2aA%U-92N21My7w=n~XXpUO#+K=*rRtTS4&f8o
zy|U*XFJmSgo$oJx-oBRuH|%@s8SUabP|Dfyh4$GB<I4<)Pvh)Bc5w;z>X*9hi>q$j
z{WR{o0LBORGWc@L9-&S@G=z=ci=1_%k$#eNzE!uOC?Zc+;T;{EUdQ+&J2QeIBnzeD
z^yn3*A&9?pMkoc|IotmEdwzV5^5VTV21&gl%wUH>S@MD6;@MyI?^8LQF9xtZ8@1<*
zBXU&CBiwvnMC<~$S(pCN0#LWpgAdZ2BkSJXxBrdCy#BrSBa^kW-Cc5&@siTEq=$&1
z_}c@6YkD0a_a0#3VN!a0)pvi6@YLTVU*)vF*Y}y=rlxA)%HUho!=&T&<<H&6c2ut?
zZ<=!(Z!d0Chb+1RW^-yk)WxZ_bx9yWNq*KN%KIgRIi&BzC-mET|HInA^pj7?bq}Av
z?&weWy-wa1eg^c<muh&Z!uu}ZCEVA0>+X=b`Fxzo-`Kxm`S#(}S6CpWQ-Tx>y{C<y
ztjWN%oL~*DKE<wb;{m>aKX{*-EOcHbaHR-v|L&P7RC|5uE&}c0>?tjC$_8{VK=UpK
zeqY*=R&YPhwZg)>sj#lVkC=_JbeeAs_??ISY2OL=%V7TDSTan0JA6lH&bu;S&sHa>
z#(Xh6N!@4NLXLfA&rgsn>~dS9(@SbEyX+`S@QOOMSGO7t?yU+dm9^{O8?Ulq_xcV+
zlNRRlGYWcN^G^tTLScp<lt#4bn)qC6k!ga}npGfX7M7=f1QAwHgJ_34`+O52kBC!=
z53x{L7%aZn$Og3&s#AEU6gW4YVC)Xb%)`u0gFNK~L*5@IBjyipV8ydau8$+cw>AqC
zSU79#6{hu(tW+(Ta}ukS4V|~sXV0qBe);?|-`aP^85$uJpBn<YPPKV90S#r2k0}_C
z<&C%YOadVgRhOEG2F1rIl=#8yCx~}guLz9*<(6Kp8puUkFq+dso#Ij54l5NBxFV8k
z*XNqos_FSwj-Q!_F6y92356zLs&2%}UGE^;L$jV&$<Wd3V56REH7TL`b<>`^A~NH8
zd|&38p4)uAnT5@DP@6`E$z3hmN!h82=X7AZUnp_8MlMsy(AKqL`PiOcgS6hI6;3-D
z)T#Gu=XT8b5bm#bYpMsblFtXPu0_-VS?jON(R{o{*2P`|^N89L)>PKq=jQ&%0DmYx
zV5Ih^ie$lzqZa2ctVWqL5^xYLZps0gMU3S0k6v1Yi`YOW_$K$A-*fx3zjd(mIW=7)
zeFc5i96pcsEO>;*SD`3GZq)A=BkK3`YJte28}SBu@LC4-iMMd4)x~MzF+IE7egQdV
z@4>|4X=C@C`8I29HkZ}Pj{J@alb~>HRm?{3JMKc9bdc<(yG~{>>Vk3@et3UKMJJpZ
zy@Vsq-Yvj~V{H=Qe&%GL^8RefcZcN_C@Vz|V@pnY2CEPzPHytnu917zTsL5}w4D7R
zau47xvf3*z79r32?`_SFL4DZBwPG&kc7TeBPPQ!&to}anQ=Et9$~`$toPh77JO1Mz
zKCgaC+!p9M65m?gs2H9ttLWjk(u=qYmhlsL?YI)dsd}>-eU~~Qk^j?gdEzMk3n&ah
zXs>JGiEoM8a6MSR%d#YaSPl+E*fqofI+U)jlh|@3bxMT$ReRNRhU!^qx<YXszx=I-
zy{-{?OVY|xL()=FLz+5!(8yeQ(ijSCyzh;Pf&b20P~Q=iFo!Oy$;+$v;^56l?#)1D
zrnLC-gPL|%mW$wl=9E1=O;|*D3En4)c~Dk7>fL8R_mjwRptbfS(O{Gy{(okH@nYI;
zR(L@lHY2S+w0X69PNe#{1-;p-T_Unw;k~a4C5WU$vY!W7D4&qs!SU72ZCUt|6SGIZ
z<y{z!;6sZV=x37N$R(7E2P1&nY=0UA7LYktF|_R~+el=Yj_-=IFLw=_##5TrO76ms
z%_|p1<md&QA-`Gq%Z&#jXHA^EoSP&E59z|dA2#H^fz}>otVH9u*3al!$y#s?Cu0jO
zp^j%`VgAJTjgPvP4YhzYM!q8%6?|*MRSv`MU#3rvC^$o{$}M@FzPjhJj&i*<>0$m0
zwplg56`RaI&x@acras5QTw{SjAr5lQeaMcEaw#I4&i4(ZmPZ#>j)Vi{Sl20nNN#>1
z117|Fj-Wz;!t9$f974BJEZcQ-Wtv-SR7xDIzOvL0XGS27_aA<5L`MNyllEw|6Aam}
z$e+VO6@(;&C~6_?1%(Rt9q3}R{15Wx7GE6_@H!{pXJ|U`eP7$6?_O@4YHz0AOoR7q
z+uBBRHAE=T>cFqwE(sLOd%m-gd5}%AWgsTxLQ7GA#N>3yUw4>QmD^+gdxfne?(Q<^
z*x}c-r1L%7z=tq9dDfn#GEK9+dqFcA=)(|1Tt-|~vt_8W@XXNx9uk5oK8%pdLk?B`
zw+!KY2!xL~hTMn4f&Rp<ydWNrm?tdRaH;3hm?u?o|DwY}-r%DAz^vze-h@wm6-1L{
zpE^y~(32$bx|cml8QRT#+&r4(MjC<%K@p!SUXQbirMxt4J|#kwj2Xn9yJhA5o*}5l
z>=QdW$Z4m@kT_B`idoO1?F;5^xHD3u3_Afv<@A0AcQ2?bKs0w9Ys!R&&*4&f;pja3
z^8*?OH8Oh7IWF>8KFw1;Ce-m6d@IW|QfEox&l#`<P{Lmdk_Dxp_Ve|kUdk_al=8#f
zrHS|+16jLQ-w6+}qK!eX5f6f847RPei~LVsw&BM4JyeK=$T>&yYm_#2g|>&AZC4xU
za^ZUP<s8mcCuR6DjLSiaUcI;wVM2RK(nHXZJNGT+)e#E~a>?|tr657lsR$`dW)s7A
zT5J5C5<I#PofI$-HVHv9cDS*Axav##-42a9aiL(^ol1+wpCuYUdcg=q8F*`O=fHiM
z0n1XGgIFmr5iQ_4OL?~HZq&k4Z2$8~F2twFc1dSPG(jQP@q@gBeOWDjXjKI|5YIt#
zZRzfblo}V8HEg&5!`aE0I%8jd0}=k>A)}x3-|^GV`#Dp2kbgA6)OVDY0m5e3s58Y1
z5Qs05L@h~{W!T06xk-Ck@8de!HFSoopT-@u<S9Ll@9pW;i6!2C$eXlH;EpLlH{)Ix
z3}c05rf7^N51AzHyRNl|#k~kH$#c!__oc)6(q-CC5_{|A+xcZdFx~LSv4|Q8f3fr?
z>8gCXh4K0k<Tc9YgLpSz-ww`m^-YwZn{KwnR{|*s%H_MAlvL_MQ?WK?8Cx))6S3S%
zm7ZVzUVWvp@qW6u=>XasATE<G1y`nkUSqdkZTiavhY*I2c%+b2P)-cucMY+`g*kGD
z+Fn_R<iBH5e$N4CzT&i3<H<c1^%JZjI=`P&Tk1aTlObqy{x?gS?tXQ4GTDs)Z;k4t
zC%5o5KBGr#V4wOvxzub~fDcA4j$%WyE3PL>xKZElnljP@%V0Z}NDE>wqXM~JdRUsw
zBcAC%T*LYT^+EzVvFG%17r=|9x}Z~-3~XeMjn9ps7$OxXq4{vPj%38E?QUN8`3uy?
zgBn)P7DKp6`IQjb|L(~c-1^Ev9ITMP)a$|_0T!LRE<oYYUjt$7tkBb@{&LV-MmYZh
zI4!0Ue2mT>5v6vOpm!b}=vm9+Z{zCI%BsKkkAQ{y6-R&g$y}@ZBIZYb-z_u-oHTrv
z>O@-M6G_+VeG809Bor1I{<MVW<7e{aN5LM(`%7e$TkcV>7i0W_BGF-UlI+|0=}zC3
zkcHcE*dC+P@%QFv;uAi=^%7Lu=`7c|d>CXF=%6;>I}4ANld}of{%({YG{3&9NMuvx
z%TnU|7c(CPNrgmY=X+h!Um?TB1%Utxyp{23OQwJOvTrMCXRdRaEB!R1cmO&PPf;pr
z^<mKg8EiMxq3`r7VHUQxz0WtvtUKT4suN=9DG~tdRBwV}n&sD&ygjq|MN&Klox%5~
z5;%7``hbT7Kdevx4$+5F>gBS6&I+pMGS(1-haY%{k&B6S^!ba=rfrv}BXa$BO}<h1
ziyR~8>{A7Y;9x{g8+usb*)GeEz_~{#BTVz2cEWbM2E*oOon*RwQc0an<G>7uKkR6e
z?Qyj_nNO?u<ZbX-LbL~^0pSnDfbsdm?<GuB#jd1Aor?zxyX23Oo_a_63IT1Z@M)R4
zT8V}|Q@ff%QyTjI!r!dmM-&KvZ0w-|T#McBOEecPtmZL;O0lQLFK`i%cqx{b?@6@$
zBIM{x^gv+0_sTqU&o{NIul%T>Qh+)_aDF*(?Fy$zrs84BnTxI+G+1N!5N>#9>||U6
zalyL8lX2L;|0Qo+ihcE)fBW%D4K=_!p9yl;y_@GrLSeSkR;_)$zgi+~X@DCsAE7Y|
zfO`iC?NbTirp`2P3g6cAb$r*^zO^e!Qmb}6`_~SX5gh-}pG7!FGas9ZGx)b9_8-1a
zmLZ~+jI}&j<Te0=h(yOPC8#+=VSnOMcNxWY#yL+2SoW?w<chvH`sx?=rg)XPB0f|a
zVj`Smn`a1%0}d<)YXr;m*C1X}@HX78etzS_TZnzdd|!1?rgOvGvtR(N{+$P<cx=M$
z^GmOhU~{hb67P5oEakg>x$GrA=LgY0JTYZ?uKTq;_6>w>1+h)|rak*w1%?7gydzta
zt_8#5_W5$`O~Z2qNR#Yu86Odt!Fyxm#iV(^7Ci#3B*xUm&v-93T-*qX$(EOOi^L21
zYmeJOeM^7&)WBe8+!m+{n1)C*L<~$#UV2|lA?@<pYYEwWpdbHPZ*m}8lp1hqh`maN
z<irqOpV9KHZ)C@&>VUi(TqQ_FbC<m+fRCK^rwKOzb^?#%=?MA)y2nAJ8_aNvG{;r?
zk@7IRIo2KkPBZLafqqGPNKZc1Coj!U!86nFa)kNzTBPJl)<E%vE&|K1m*CNQ+0y=^
zJ>3u1Ao>Z1IeykLxN>;)C&I6hWzTADPzQF|0p5y}t^Zc2QFj>4!z|?N#z%UZg%>ja
z8I7R?4a+=Or?>z56wrbaaRY1bLx7kFlB+9wLwf9v-(-{3NOM&c#vK!Z7jFsOl#v_h
zi76kieuh){$S0WF_tZCh8dR0Ar35($GP5=3LemOHYATp}D=Z^{z4(Jr*u7FfZ5r~x
zb2xV^k@xcF6{g?#4Ya3tkik<Irt;p<5LA6{EB?SwXXlR8A7W_#9_(zaAPH=jX%Pko
zxG{!&e}MAZto+`eiG)V8rpXI^D+Rf}UNCjZi8Bme$;YILuRxe)d%iEGwF!HcXB{*c
z>wzDJufN*9Ug1Z8|94Am!EHlkneL_VoThvDc~ysdb@oQ><E$scr@8jQ;%U_>`3;il
zT94Wy;2V(xUpfK3af|Jb!@S<X`A|x$h$KcD+Jipx-}UsQWfeJyQ_hE_u7tsTDc*2u
zR#t?=@HaNS-u(6~`UbbjZ_P=+Q2T{f-h5M}p;^sol6~<bX$lj>IcGw%_zoXZu;i1I
zyKek(^UF_GdzEEB<lFlE#S4#Fpnvhr;HzEy<$3}4;9fuo&+^*CDQ{sEcR%>$^*am>
z+O`hVU5~Ea&rl5&g9?%wW5Ms|^Tr+8J(bK0Jxv^PHm$CAUALVuCO+9226Me%0l;}K
zN{XEU)yR>tNvy+1`dA+KjXP@ybu=8wdr=~sQdrC|1(>2I4jdN8#fH?5MAyL+T8Tb$
zF*m)w=dS!tZV=m9>5zMBx$kX$29b^Psh*b$yY~unyoicU+kQ=1?2y*6Eif~B&>mBh
z``+OEihXM#-US^O@!WCB!(F~7+wu<&0Rn=JKd7Sff-}wTbgCTKQI(-naZYSHBEYAd
zq3h>{!LizZn;1AESR4JCj?mUSOYNW5F?(v2!??UMbKOflk@g&4F;FUq9YPo+dZJz0
zR(T#B^!lR9pOLwmWvPxGQnKaXObR6RHBVy0m%Zu`9QD0ANT=<T=3P5p`a8lGDcGPK
zwu#^+8XVzb@6Ci(6#gC+*D=`Q#cL^K<Pt|hZBT=9i^>}jI2#4eu5!Lb<MOrH@K5Go
zOpWs*tFS@%V_B@GW5*5+6KRSHkpe3`c=R<3BK)wwK?O>|%@Ss4B6+PR<hzEFlt<JA
z;n;CK)_?94-aB?QK`8bhETKz^Fs-<{K;OKAQLi#2M1eI?Z-J+ldm_KoVddkpNM?so
zJ$v`V7A@o{uU3<tv<(z0h6NGaxt>3c;6OUL3%Pdz_<nrM&lKQAo&Q^%k+bQSGG0zN
zki!W4m-SG3ez(kX4)3JNPs*+nFYQ}K#Msg#j+RVI<HI+fLCixzg{4eb*76#|2Oh?G
zC0`u_r!;4H8<a12jWK(NTe=a|zTMp*H8q`H2UY~oqQCFIF($%?YZ<yUikLZV!*MHo
z&G8EW>OiFU4x~*NZ&q|@`?Dh3l$iAt1+HQew|==M+Lj#eN548iqa7!u7W(Bhsp8>*
z8SVQ6+1ZcwI1*ZEu=2j{dW!&+WZRL2Ku6S3m`8?Q`YjZD<$S@UV{Z?BVTXsu>cx_X
zZ8E9m<c~$g?!hz_%xinGIa}RSxFF#tx067Bp)A=FboKMu#(y22DbHY|VL0kmIJ6je
zV3uVX?lL9fw`=W?-Y7ciYd__svaI1+?okslPPttUz0lw*>GQWjpf#f1|MfH1AF7nW
z81X0<OC*Mojo&;<eU~HH|C$t*b&&Twhrg`qOJ&-huRs4RB=$Fc14rrSJOb@j-|=W-
zCG^|l`eB&r2rD$rw147o%jRFfad~5Cj)ms{F1&%1lRaNrK_WW2`+))|5Nzy=i5}P7
z-5<4)LdQP`@Cjv@%LuJ$&Bx!WKgfMsxDt;riPQ5bPpMOLVt)CN81Qpzc$VN@T|GWb
zBR)4%;lyRm>F|OmjhZf`<KGPaC3|E$9-yiCI^7j_goL9*7FKtSw3J95j&^gp_{C^X
zh0>p++!3=Dcp*8Mu6Es`xPv6V(#qO5tF>}Q9S2Wars|}q7SkS1feK)+S6y>8jNG`J
z`>ocT0TFzt_-n(x7&`fFrPdK26~d%?`5-Hi66#uAs>a7T->Hcu=P86lZ=0SRQ^_vD
z(*nK;zXJ{r#NoS5Z?Gy(a@K@uSN{1h)C4Q|fk0ZPkz=b!Jnn^kcQQUFA$79PIKqJm
zQrNe29&{>0T^Q6?F_V%1!t12&7K@6PJv^43E(xyst+;bKv0EK;&=6ZL`P}EfGV}{k
zL<c%8w+L-4aHh#QSUSHHapo7bXGrH}JzJPsuc$T*Nou(*D32b8?mT_z@SwRea@>j|
zh*rb+BcJICv!bW4GLl0xjkrWc@`JAT>ENv6Y*E$LD8E9_S1sA|?3Mb;-hRGk^F~P3
z9;1kT>0EfA_O5((9CL+u{*3iToq4Lq1ECdU97Ooi)q=KS6uS3HCf}{IRv=~=7_SFN
zLyr|S+~gOz-yRraYo;z6jJwx;^V@h0ZSFBF4M=wJp9+kvQfl&2PVA&IH5Ba4;S!ja
zM(^x!Oe#5;`p^rX0;wByO_f(GuRqaZrM#J5pd@jDKi$FU`;T3!k!=TMebM9fg!$7U
z^j|OqkiF?+_i&A~UO~AqHgkemQW>wN?^W#c3_Z&eI@4;Wlh9J={gw5_NEoD_P*RQs
zz&6-u8D#L?IPi2g1c=hOXYcvNYMt_pHsSg8jkt4{a<{15GnTbk5ONe#@chHLmJuj6
zo%&cXTZ-5;^K}r*_u`K-Bw4J9E0WS1@$6;s1YuIU)a3pPt2a?R7+HEZIq1)M-ZwJf
zZSvbsI2;GX>(Wv)ftRYj{O?$r+%m1yQK+FG>dN4uG@)sGxbY1-{#eu_w!Oi2zlR?6
zDqhMOf4Nz4#{na8LfxZ#8H~lotnw`*{Azh-+gfrwg6T?`2O|eu7k<%rSoW-ogi5TR
z__*9wu;c0!)4Lb#ZuxzFdi+w3LL4*q7OtYyrk?|FRJy&KF?wLGM9k$TSY#U?`FVlC
zI1U*5S3R)G&+Hsd74tO%a;!>UfZ}e}t-s!|mDamtAqHGY3@zE)4)ZGdH2huU&VU)v
z=D<E-F=|9s$zAI6Z1Jw5Z}7*EE{n_Eq!{`*ZqOdREEiuysdNvkT!aFWMc+bz{-qkx
zXThS+S_rQtA@kqr2Zu6OJTq4>pBnF-yM_q{0h^fb*LJV6UHd3aO&NK|G}`-rSClOK
zI~Y{31D{GP0m$-)%je|}#EEWc{ysjykEr%gi;ohwn8+m+E%5!3sIt@Vb;lGZQ_vRd
z38RMk-n&gx72sZy3bu<8tuHXARzPA;j@!3obO&{uG0`k|p!K~9JUVZ(Ipff<nL?Xy
z;@TGdNW4`QHi<1Pa<>py{r#dl%l-{5n!PE(0gq&VYtH_BQxG)8g?@5^_jSdy;nzRd
zO71O;OOOY9?KyniCBMla?C3RvD=IMp(=2z(e9vq|kicf{L2D>u+PoM*cAxzfX{tg{
z-yhHo_?2(^j6ywX?xq0daq0KClZfYgbHNvmkN-Hv%ddUV3$4;GgkY%9{pEuFeD_b;
zMM=N#qEivQyY&0rQzO%;OZ9bjpI#Oo%jdQ<vLip;P1&;`VQ9^6RfnlF+Xf0^cm}-F
zGqQ!95l>y;A`Q{$?T3zo9Ykjxbz0lMprUB-Tykjb>lP0hG7(hdnDYXBGRR_fJgKkA
zzz}G{FYuvHJuOn#j`CkOkeQRbAWmv(e=l**UVeGi8lTT#v*)IzMWs)P+R^f^QpA=R
z*vg86rbYgufO*WlhwYjT`Q8M$d5oI=-nRP?TJ23RX_Kv&JJJNG6#J79R@oyn&l5z5
zvZsB033=7MC>VQX*J~3w*ZZEMH2zq6d;b#7$&Px{CK4_M9ne|#`(2<DBkK0VDM{#5
zE7|Xdw^>K>Sso3X9<w0Gtw+FwIHuZaqQsj_hNKJF)hMB?ug{ee@GDR`TkgUj7`QTh
zf2oL54hbrz2>7Xb&nv|CIKi=@D4+?<cxw8Y*8kqmo{1RE*{6@4$;tIWB(I`l=siZB
zB6V|G>BZ9pSoe4se;F3R1(ii+L&dRQ5N)gNcF#)ULs=R;kvgKREz4yryT@5*s1rw3
ze1DDN1#Y=RXr9n{(~~KdpL>W?;n^PL(7SRS5ADpn>!#bj!pF-D%8oJLe`(s9<GNvd
zNG*t6e#wyV2B^7Q+N|ZMZZlK|f<K8ku@*__?H}~jO78u&?88Rlakh;tftEpOZ=<~%
zJ1)plCEGAfmQ2&Jt}WJWt*=a<9@nnixLAa!$iCqkh|GBQ=L5S#vnp5I{=K$WeA(Zx
z@rX=|6_5cfK^|W<a~EHgu)kgcPnjA<+QJRiH77<zK9sa-m_u-ECaw-9uXyd5opGh@
z!pLFkhxxKRk|2y3Hte_}%63P%$h>$Bvz2rCJ#QYrA-%C4*sm2H5{P?Na2{>hXo}K<
z)M|WsuCRvp)(wC#-@BkgzkFMmsg1-P6Z%uxLUNB0GyC_EC!t-P^}~^->%*rjt%`>`
zJpe=ceW6T5!+{Y8k9Y+-@e{_$bSe4PrjW;2(IQ=Wku(F)CR|F(nQ`E>qS0%t$wxGu
z&JboE?nD;2U=PH7ym{cM$qh1Qsny^a;M?>S*Jl;^b?+VFPq`A(M;4KaxC_moUVv(t
zIt(MUi#!f(&wVR>TCTg_)tJb_*2r1_6F3=Q9{)PdemfEhY$fHLznPRMdnVAtsc1V$
zPJJkDVdB3oM4tVUjRWx*s$R6kQ>PhEqOl8tJC1(l7&Z;`1)>HjXgRL0RG-!J_ZPqD
zh-AO`{tY{7KdEwjDNO$IrO!4$RI&+?S#<jEp5L+g!q!3OL8&AFRs)do<c6d`%2k^A
z`eq2dxutx2=l$M?nTi6jN*j7<rpH~sJbDl952Fp*Z^P+Iz}9UH9V}!wSg48M#$RY(
zN=*Om)#s7*<B#Xsa4Q)Z2a`Ie8{pGgts3x7Qry?X<OI)@wP72?JJ_n05wGbQA$hyC
z5inZhNF1r4oImUx6tXRaeMOJ=#P4;D|Gr>*km4Y@JQBn<sprl|GcUL5cb*o%z5?QN
z=tsDBf%rJzN$yKOU?BN&C>LU|5KYi8Hw8qFL~ZgV0FpKaALFEV;FI#aY@GOG1&ie4
zn*b=k7nEbZE_RfsTjB{K$T=Y`L~+J^o)5RoeSf_~%O5&eItD#y(J!m_h%uk~Pk3_`
zs3hPGT361#Uxu0XxP3{%K3KFt;)VcrpO&RSCO(B8Mk|+Bj!R%Bxtp>{ML21F@10|q
zjcmp8P8fI^4Vo42Vlxskz(O<hsXa>MZqBTQzt_HLSu^O!Hi12!80lU@ea58JgRD*b
z`O6Iguo}h#mN9rJgh*KZ3zO0Tucp{vx}ZU4IPouaOlc84n|=Pd5j6q9LXi4?91k4#
zVY<L&r6Z)6O}gOR#YW4<s0a47A4o@b|MEF%zdE?qSpEcOSljH+ZJWcwOnbN8wm4v@
zNQD87XL3r%<1(S^t{Hm^$}cPk5Vh9QxX@ygviK;{6?4_s<FkzALnvsa9Qx0=Y7Q^3
z`g$W>;3mF8oaQkkLV0*KDejp+rt}tH%Z?YB^<a$rxu(Pp{b?3nHFpl#_r8jz$Sx~p
zz&z{cYpz+7xe_?IIzWcaEqYiI{9yB!9WCjus`PwHphGvyJfEZDL_KQ@-jKlXNziHv
zIno%5_*Mv1X-c2Ll7-h#>T`4iF3mWgKx4jHUS0rHI33~hiYLbBG%s<(9bnfnfCb`3
z<xvxXIxeKVJIj9v_7IHE{q9sDSyB8R9t<P)v#edtD@(xO30mD@d|b3Bvq@kjt)PRt
zfY3D~k5-xUAvW~i>IeVx(GPNsksPqxvnz=Xk$URYw(4+fE)Yht_S3QV(&)^;yP8gx
znEU*aQWX`<vtEizPN5fNyjlFft?vZyJ;G@Hc;5q~zh@R`ex^g?&r3?If)v2dnpP7D
z5REsyrWX1Py47XWkkhG|XiE2I=O9`s+xARVN}sY{y>!A2)4#29=T((Qc-Q93Y`D-!
z-YiJU*1wV6a1w(Z{fIZM^fvvNu1NTBp?>GB44F<n6dj~Li{JNtiMhkp96fK~nF40Y
zGZc*ueFThSR5Z8=FRmWl9lLnPJ#-uPsi1NU_l}Sm$kD?V)F7**HxUm^>1xNZeJm_s
z3Yj6d4Wm=X*4bS2@9y>ZhVZ2T*wj!F-&@OmM5^>2g!6F=7`)R@A+!2Nb_E=Upv1gn
zJ~3Bppk|9r2W!J~7E}J^9bus<>-c>MVEEh~ceKFz=+%YR5NOagfzgw*J&&qCA8)jA
zxnblryqjm@1@y;k{m)<7jXrZ8ltu{Cvh<B9yuTk3*Vdr8$jd~db(RR0ZBEjC1Ryi|
z57PKQVCbVPfntZ16pE^&*xw^Uk6k<wPJs&o1SE}A;j)+&@p<HND7npJsl{rFLdL20
zJ4CrM^{qLI$7{@L<l8V)Z4lVkL17>Wrb(0!rU){1X_BJ-iof5!zQM9xNnMwQ+!{cI
zs6P^64E*u3Rqw-(&6QhoomXn^MQbcWs=z>olaK1RW9+9+m}rQZU_-<>s09tJY?0r@
z^P79@2Z+-8c}gZfUjOD>{1pyB=4t%3Uw@dP+WD>T&^LO)uI_@W04f=-v4=gD{S9i2
z*7xt56ycH6f#^T21A7c#&Z6><gAp7(^xdhf4-KbSRxx+y$R))KMlZ~Kf=qdTGu8*J
zmQWgcePTsd`&n@Z^MtxiF{+ZESxO%=Sh^W|a7t4Q%XG#ThGbCek@1JLo~pA{Rn^}Z
zFV}w$r&_BsmCDfd`OWaGUGTi(!7k{HOR&~s!I$I?cXos^-C|viY<w!5%;*IuH&^R7
zE0Y6gsu?b!q*6CmLRW;|1em7DN$0abn>I(9AMLly1rkqK(NrDj;_J^s$`=f34X_dR
zo4bl)y@wr|aa+O9u!@4>&T;@^Aai2^ll-n701?7(YgDo#?Xex=Q9I6MvJ$on_~2Gu
zZ}eZ$3ly3Dix$E7TsM@JNNO8q;RCe24sCle-FtlyjGMKm9nwjBKqd%ZBm|^me3a1A
z<wMyx1B%F<a;@;|g?Qv|J;p>t9X1->(dF$nx3<5^`(iuu-^tJGT^C2%p8l}*<C$-Z
z?&2VQZ%O{RJbHq{Olzw5BsumWNav~VS%v>YOZ5HDol~{@Qn_4I&X)uEQ|RiWY!pzw
zw(t&1U|zKQ4=&@}>&$vkbI2hWugtK2xnjkz>eRRZt$a-c&Nn>6F7b5EAzJU|FDuj@
z`WgI5Z6U6gbNE<`8+}H5!o?l99zwhw8%lQjHohiQRf7YwZL`n`$w_rO(66Wl+Ti%@
zL%&+DriApOZcqNfn5Zh)^alQ@Xp-8&`x{kvjeVAEj_p_)tn$J97_08f3RXk_Pk+mR
z9LBAUCmOGb4>(<p^9>w+H~^0{geBB+6G38l`Kvi~B6r`910;kH3wmaY=Z_XHdg|mi
zK*o8mxFs>Jog(XBGJAZ!Zmj=WjdIqA_`w=ONea|L1$(OC3=1r%av5;615Fgoq|j(I
zf5BP|0tnnT!9rIv<>VG2{s~#WBW+`b)vI9#%y(_hzF<{a9`eN?cgGkqe8Yzx2V1A>
z0LLoEPEA`sW}?+RE+1G|dfs^C^%bjGY7ZKHUC)_o56ZBYbdce*tT<}fMmJ#t@){ez
zWY45uN$hmA-idl*oN07_x=E5~Pwc1ZGE@6aMS=_T5m@;P2E&`X(RWI07xG;nMS1=0
z+-K$Yd~#g$O&lJ4iUt8$`hHxbEkTe1banMU5u50zUplI*AIuj47&n@RPeEQA2Xm^O
z3CE}`xGXnpdPMa&H{@DNN7zW+;MVhvaM`5jD#u8zh;mauC`B<b{?nXs&37Gf71TO_
z&U~`qOBAaZ(~y9m@`~Hv-1|hi!tF=G^bUtfHS;F@(R=;E0XC{+2+pab^sW=p`4n6i
zXZjHyNlho9j(GLrg(3qql8~ttBt#ngk^OaJxGXz@&cJlk16Z6feb+<{HbYz2^M3A#
zr%@i@bkYDDb0fBR>_9S@0QrB)Wxw&Y1!3CV^H}OOWE7IfUf~Prjs4&sRHzv>rcxz!
zlt_ILmHYKB@5~+xL-+Uxd&MjCR_$Z(a9O!~lAq0>>?n<lI*T<u{I(N7e&?W-vscP-
z@j<;ZUy|qtox@Y{IMclOUiWj_;?*%3%GXfKTbY1LF(FQCyZzQa|E}u?VrLRc4-_J2
z4SgcTc<&u122%=f9I#m}!+uIB{M)-o1(OEoOhZzA_MSnTN7;2!tT(_MXL101PfhFa
z!q?INDU`tF9BfYouYb+jqwt0VLZT7;w(9U3R`SM~f{}Ovb#3A8Do~z)lMl?tJYKE$
zUCrO4gC91GsRF}cmowZu(&H`IZsAA0M$JSJ8~<LC9ODH^ZR;(^QQnKlIgj?HB0}l0
z@}~HaS2KAcK4{3qx<FP#j`HbW46a8vt@j`vH8KikBjC!n{mcT>IK(l#e1Qe%8|Mq5
zg4k9*71IG{Vs%Z{N9H~X`#~lk;xS)D6;BXJ>fi}_1<&$7A6NScjU>u7q4Xy5T}L>u
zxn}gnIs=cn`U9T7bGxKlfd9D3QQc?kY3hDU#{Ob|qT%-@L%VR_zj;$>fGwD{+t{e>
z7-HH;=S+CPwZEI<dL;SZ)qS=H<oi;Du0w|Ggyu6V`svKXSx3MF(_9$frGAniwvDrt
zqX$oIH&)SFNCswjLoWznE;kD}kI(f-5tvv}sVC+8W_>!PuphQ8wcF=<%4&75%UTHC
z$Ib6K-D47wWpNAW;)0Yw8MIjX+~IS!p!*a;ZQKcr(`{IVC;Em~|7|^7!WpQBAO?H{
zn}G7tS`mBfDow`{g<t!Vv~#hl6ZqD2D_FwQO84aE{QAN|kffo$`GU@#XKQu?L(;ag
z(ZHg49+;<c{zl@l&6&j=AKUA}QD@!am_r^3a0Pt6_Nv!IzNI|hBP{07lD$_~`_U&f
zs3RS+w@Ez@mj+h^!bZ+Hpr6#G{P6=!7(^@_C^fORdOh#;R2Ga$?PR@ik~4w%kZ81M
zWu2WP3Cx?Od4w!WOnWojO|RqF2-E9z5Q-@a;*DA(c%%>gB-|}f4aK{%d7pa)!OdP7
z;ngbtDS~rpR-S&2N&IPu4s;`ob)a6~B*VpXNziQ@!H2{)NUHj%u$5h|PQBl+7gaj|
zk1hu`tgu3MkC94~anjG#4lr)=;=4~Z)Lt*ar+SY&z@15QEhOD3Bo2EbjJ<iKo-asx
z=n%yRRfA0hYrNF2-X1iFY|inef3t+Jo}D|cBw-ih$5(x(wwty$N#esPkk>=fu5{K^
zd@7t<p}cu(RHV645q<-+x!zm#p<NHQNTPy67g}!4`fh@~?{1A?C@F4354_y{+hGG`
z9_8Dl=kD|EbA>A!%-!-F`*K9Pj7l8nEI`iSdvy8mxO+kGN7=4Bs`(rI7O3%d7Xi1W
z0tFx5a2|2XUA%ph?=DwsV!b^IJEQ#WP=!%p_h^fG`MiE3(&U3Hf)Mi5HRtyVM*O&@
zP9@z0gd~0_6F0EJd|4(J+IiI2#~zUd-^)m#&U}lo-!QsSvZ01i=Ukz5dYhoQN7HKl
zgn>nBgz`KhzT}y{6=P<8BY#+=v=Wr9FW587{He+vp6Gq!p>5GW$GMP{$J#_7c=o}*
z$FP?(Pu%pqOKjO?ba*V@y%CPLIzgojlPKAL+B}r0!{OZfZ?7X(H5u>0BO(M<lt!pO
zqe1yHfw4l4sW?Tg^5`o#J*M;^`21)yJeY@V2|EgNvNg4&^>YN1V~zkCGS%pH!L0Lc
zUfD}(cX$)ZtIipUeLi0x(9^GjHXV-0^{?KZaljorN{;LES$rNH@G7-6Ru#I3Wfq${
zG*{#IhXwHcPpa$qYi|ANLh(lGpAPxpJyI3w(>d?&xo~xiTugf}z%}EzsQ56(nEV%-
zt(gay#anVStgvd7RC1cD^;Rzn;k&FKeHtR;%;%ZUr60VW1uY^`9>UDS(|j~jyI_wF
z5LZp7_}pV2GT-;B<a6WQSkP$#(!-9EOG?63QyBK`at+vUNpCI6hW(Z*9`|~m*>EmD
zgnPap6#<$<QvkJ(GxR}DAvl}v&$+xt$6~MvC`$t)8zuT2p?`LWv%|B47g%yOK~T^7
z+b&&lF*s=2M_iZn3?RM;veK;tdW-&a$#@y6pQG4*SraUpTa#;b?G|T$LN^XF9tc-`
z(3r0N?3O=w>*tDx0llR|3zM$Egx=4bWPs6=s`qJqp6G=PcgUJgK6fd4$jI8L<I~(k
zTjn9AWSIf;OP{gw6w+^<r--Q$KO>Cb`bzLf!@xNr49Q137ziFfTq5WfTO*&Y_gZF;
zlN=)G=D_`8Z&yTbgg!t`3yygLuRuqq?QbDhVIqcTt=h8w5qEy0RB>M*mrlw|MBL}w
zu47;CRbD?+lL9R<G-H6Btgn%Od8Bjz&P%(U<L?-jXr_s`#m7)~y=Mr0{P~I!9iF%0
z^_=gw{U8Xo@gQ$8OFUQ0wZ9#LHUuT3s|Mr&l%+nRI_Y)vo^OK&g}fhY&eqZR8wNm6
z{$;V}>3LnC^L{zfux_sAaQWPf<(kD-%{G5!d6!m4)g$;QwxIR$BGS9@<GkP)*g$Bl
z)gFknbef03O1nr<DD$nq$Ra$UC5ci+0ja@Sy`{LIf2I&N>>7A1N(l^@`_oxYh#c^h
zi+<j|Z3)>v$id_UUOj{9coYNc4s`y&k2eutK^SdgN6`2m|K(*y3y-0Et4278FSf|_
z>uXOAJ|~U?Uh!yKk6yMu@wuc9>ty=;oNjqI%Mf%<_ej0^xLKraJf1dn?%^e~zjW47
z*J(S(-J(3K^~>fsz0pElu!BQY0^Zq=XghJ;8xCw=@s;z4C?2kD!4Gi>L3JzY+4hUU
z=o71F@iC1)yEVA<3q(rZD4y~tILGr79ouV^S<eoF6P;@v&TiWad#<u8xY*_;yP8*0
zC?)vzDc1`vp|1gptUqZM<<Gm|+$S%4iGLl8B8K5d_tKR~lIqe9<!N?YHa3`M22<fP
z#gVCM*hQrS5cWUL|I`0ZSOy4Z>0#<YT@5^YP_KDh+#S6fXzU3P7B1O<3AoFf-3wuV
z?-)5RLCs~R3CEJN&+p|nIcc-W&*g;rG-l&TGe=){5(@bX_=WThKDjSYk&!o8nOl2l
zb(^kFmsRrLab5Yne;BaT<;TNG`?4<x+@)Fv;qH(Nz87eoa?_M+A87P{moh1n2ijV*
zvrXZU9XfS$<01ug7ejX`$gV)C9_Z#a-_baNu(yN59qXgfk&B>ycoFrBuVwH2n8wX*
zTd`yE_H3%gJ`S)iL0vjoZTyg`i=UIG^+h2j={Hz{fdblC%T?UV*SsR9=}epZ^r$&-
zxM?U76gu|VPbu27pCgt&ty3QF@I24%JF9b(qiBCC(gQ+(YP9dJ2X<>l-QdcZqc8Jg
zg?z=G4eF7yVq|0z2HCIQQqI&`Ud)EJK!qZuA=Ky%)W(V`T=gon1_35!hgYHL()35F
zeH=~F9Uc{CcgQIx`DxPOxH3N5akWP>{q-l%0}ua87-CAolXri@$wx_2Ika_0=$^mn
zX%5U*A9L$>LH|sMj!~J}+x>cjwUv2FtAhqKs33sY_JJgTD@z^DpiU~4e{gganY&_~
zBDmcggzulEsT0yI$Nu0Y((jXpKj~Ugz{9rTzON>jD%qeeg`gPGy|W-jhm@$!3dDBN
zLuyJ0=7S})RgW&iU)0f`$`PUC^VEhws-tZ|to*EQnPL#wIyxX%A`UVF15VBS`A$d8
zva#ExzGtrKjUF9uJOm(BHG^H>v({As9^MS90qH|Wy31acpXX6+$jc26Q09{DyQZW?
z7VPOK8vjIFXp+pU?WcI<^otei)B$_rX`@sO=nr>e!h-o7+3NNxSKqU$Hx$Pg8Wd3t
zP~uC<p1c#l{^%&V<~A_cT!&K<jWY1b#qdr}z6!nS_CtGY{N}PTl$tvU3nQ#P!Y7tD
zJOiL5@>}Nze|tliYB%3e9O2>($AkBb_mD3jdhJPyKx;Ic@J8{~$NhURJRJl|49giZ
z+rPckyr;{$O%V3N*AD2r`!@0;%o&2+9!LA#X>o@kq}ga>?}*I&>9a?8U)-aJ;(T9D
z>{V%Tg~>KcYmDMGu|hqQwm+WYI)UTNM=_UtzAYxfQV<1t$DW&zO2hkjIuEla9&K-{
z;r~ML0F_(ZCZ=Cx@dflJRE#=_o@`&;Q|3L)+mHQ9pYwo~0|aCF#L!%mTUbf?8ue6g
z2Hy^!-S_?b@P(nHMQqdb7-N#k(d4DGP+&}6L+A9^EB%a`S3!yjOTZfr2U(clBoIWl
zQiYj`B_*5^z?gq5NHln03*TMW9qsfKlZr<dP={#}a5mi{K0N*Fh-w3{tGtAo*5f8;
zxd}_V)cp#LS;oG1x)--YX8n1L=EegsPp}(yz`m3=3^0tN`Fnx<Ib>!%m%?Q3Wpmz&
z(63$pniV=RufJ6TF%?P{#NkJ_8b{#iifF?hQF!fJDYMwIFn;L+GhIO`MAsCGAQ5fO
z2C&agdI7DR0_1&C%00~e2KYMcU(5if_4NJbSqIK;0fntLmkzpTT>gMQ#sjYSY`md9
z5ekyI3tLKek1cB!l{xf~i!HrL)b8@4Fmy_vI)OzD4a@MnFz~nW9}~1s@El8oL*DHN
zAh-dvW_bcrRMS6S*;cvxtiIPrd@!h0u`el<kNeoU&IK<5(HQ&kS?b&Puxa55e!2%i
zWped8neh3W>UDz-9}k&@C-<RVH#2w}?4{xM`uYloL41N9?@~%5VUv)D+S390cB-rR
z!0*9FfI%&j#1KG!XFM4zuN4-Y%5aqZDEaz7yGh>Q`rK{y2&>fdFytn5#Hr}vYC^v4
zkRIb1YKv<-G05ytf-H*gy<m~8C5vCiHPsK_x5#~lY`<5OL-ed+p>tkd6uxDSJJxwG
z?V!}o^I&w88yVMOOEvWKt<T9b7;o0Kh@Q&~TF;E99LD{EKw19={hP~XnJs#S{Ax7R
z?SiBoBu_N-q|gsev+x=6czr(N6i{^5*l)JZ6%`tv7sLU{@nKVwh+x9%;TscMR(N8D
zjNdvFIU7wjsy9Eq@!xc$wJykoqRT;A^pfE$+Qfc<y;5m^S2_tHU;#DLxKERwqpMc4
z7Qg-5@Amr;*It?4*q|6;C5<B^0ZL;7-;EO_`MrEjwA|dk-t-8nS$~8)eD~)G<G8Sn
z+7=2uKAIR~=SdPgxi>4~RKTIZITKKoOXR*J^DTAiM}Eyf_Sjc-pOpw@C$TGr^p%`y
zDwp7UJEnH8N@v0s-~E$cGizZ@lbMe9o?dF&rbn8`2~=3{#566q-5zd|8QCA9%Pj@H
z7ruiIjuOSGt_Im(2Nat|@luiZ^M}19xfgs$Z;PG#yFyP)5dG@=+n&MV2}3?~FZk@N
zA~09p>b2o@zxyxPPaweF9L)Hm3&xwC?C26}p`x6Ux8lUpA95(BdmmPX!R~Yqg}w8)
z@4GLYIUZ9ZlF$I6HkE?<Mjk`Kc3%KpqD@~8U*IE~AR&XNZh*$;Spy6%w_Zr$Hh%f(
zsAGWT<jF18sDNS*Eu77_5g7dZzHlDJGtSN14wb<U_lP_q-8IB-J$Jou=W`0sM{M&_
z{dLKZrCi7_aNw*pFsE3?#uizIAxl90^){zXs_ru(x`w2H^{brr#kiefIRF|5NV9em
zzld@Q_s!Jyp)61%cx*O0U}bD?TUocUG=t0&+xzX?2d!KMR*|{iJ3u-73Z_(pd(38U
z({Tk*s!Y6G7+2WEDU0rH8$p~PZ(Hz3xN12H5ck<J4jJOjI@t3-5RdEw0P>Tmf#wT@
zTp1C!BzLpp(zV|`aFJo!zrc^m+o^hncn7!R0LJinKC3LC82Jr9lHRz#A#4#A-8BcA
zP?kyV*|0{Muo<l{nc!L<WW9LgxD9w@xjAVoz+Upu_cJ7nL2eWFoxiN)6Om9w`6D3|
z3eoGibG6V^{k}BM9(_7YzwD`g_xs8sfnNAcBgN`^Yz9EywJa&VJ)7pLvoF+;BFvVK
zoVJnsZkBEQosomTN0G3G_v_&x`**`Tp)Qp-XOg#Fp4+-uFk4~CqlY(n`6V{M5vse(
zU4@yuUX3{@-{Eo58zE`3d3-tDL(Ml!=dy*ee@nDlEP9W;-Do6cBx_nnY@lxYfJ$)&
zkTJ@q{!4B=f&*|MVxEnnD8hnX`J|hb{?7c1q8T-y6XyyiDPUA+es>8I86PQ^YgH|w
ztPSS$KoJzQTlPYnXAbnF%8xxg)o=g}A4jg=;E_`Hn@!&MF0}&y(J*1zQwDZw;%}`0
zE{S&(PehuZio`#iA885LD|-iF`1ZiPngQ##p~s6y`D}_eDH6k)ZX$VRCWnFcP;wcw
z0%vT3Wopufjwd#$L&0GE`-$f(Us?$y_!(ik$JeZ^9JlZoIio78(S}XgGqd+Kl-P$!
zwMI~#ZDRa>{DIo9Yw83i@lBTa5+4*(scyH?@|4s&KV4bE^2)zj^;%j;?>(q{Em%&K
zq<xO=Or5|JuYVo>();WAu^#{&%vnyA`LruuC}`j)raXuH`NzEkhgO&vZl9;)IR9hp
z%eEEO+9jXnzpVk%UxJD>il`vS9Y`Z0jr8*L71NcOJNKzk=bRkoT1!Ei$!xwRzKG$S
zC^o|BXRC;r_Z}dLdDb2p?Qhw=rqy4h-TA9wc@0Uk2u#zE!(1O+7+n!481doTMLldU
zmE*{*I+M)&LX@eFa5>t*D74r;1UWH&34=JUt%>g!GreN<!kAFWtgQ@W90^aR17eSR
z)<?*&LB}snq6Q3xHzLufMBfN6Bs3u8wwI3h#2?@BVqhSc{+Vl1@)6HMmN%6(Q8>lZ
zlxAeHQp)Oy9O>yefbn7m_HBkRuQbM%Z7o=cZm*B_)xQ$#<z8Wbdw}Kyj>VlvI1^+P
z7Zl6$X9+R@+SV3XRdPIL85D3~%lpr3^K!;P>z>pu$)L~<^utY*@9V|YK9sE<Zz6dF
zU@78kkkNuQoSfn=q!B2IS?&(o>W~tt88T^;;vZF;NDE%)P>L|_SiN-x$3ZRSllQ44
z(<S+gDMLgZFD!=98j|)S9T-FM$HlY{i<bf+_HC-DgWJ84ZkUW@E`kbRFhUIynlD`^
z3OpT8pA^&+X_tfDQPz(Dg5>q;c-sD)Bhjb)X0bFwx2SBbOt2s<zt{ES(Q}csuF%RG
zlf~(vX?<wp?hb`7iJiZC>ZM0+NGe}oFny2QKEjI5iQ+*MNXp3}CAG>u=b=AG>Ck}o
z-7OFpsErjs0!bG3m`4%ZELR1(59R}pj9hX+;qVDWL5j}~KA_>j+FYe}YJB%o?J;BR
z+H8khqNRmdO0*^}f>1pw!i+zVQhJWyeiX=D{CNvmHLUShjCukDS0wR1k(CYIBfV4w
znYB4MVa{XiG1(*_E6NQ!#<=-hUlwHDnjNPveXeM!&c6p~bhTs5JSyU(6y;MF{!Mz5
zF&L4gFPZjDbNc7&n7@5KZBkpZXZA6>{ByRp(6`2!=^WG*`0Wd|Z5a%&<58lXOd_|M
z_XD+neFUb?y!R&tyCthUIIOBBkz|UmtjEVlyEyAmL+k_5lS)h<RzsRzw&`_=t>L;B
zLb3EijvaTh)aKp?IUMfAJTDysCrl;7+nVQefs_1*=MHjK_yn&nAVExCUx&Vl0}lTx
zDgY5|i5{GY+tb{OBLnXIFbs&;t_lPugDX@omrEj%Ntg76G!-9GB$6R{yo>xePokk^
zy`W>Tp(1qhrF80ICoa-ud<+6pbb3{cQo-k|dqvf7Q`IdLn5jk5K9R%<j&z9)TVaxy
zP>5foB2J=m+c*}hq-SCBNwVNOwyK4v`^ORwIf~b%lkX(EYt?DH%8YCreUL%pES`b3
z9i_W%H#Rgc;`2xZ?3Kzd7H^xrZN&#=`;%Rr?$;Sp6&%6SGks4adZy}lwD%#!C={M<
z8mKCn!@X^UpKM<XI)~yC)n0{~Mgh4n&X*0C`1aYeKZ0ceqbTw*5-YZi?$PDU+oMHP
z2Gk271ypbm>O=pKDRh2dss$I^x+8OC18MnZiLIwguqB0Qm_q%tWZ8auQ941bci?JV
z1ul@(6PKlHl5O~TX-{HGdw@W0@-ppCxa;T)Quy$?I(E$+p7)KnK8|!;anhmigMK$@
zl0M5g7hc(OeOg7vxY!?lb4;>tiFYM5_Pzl7-(@#>ON|{wW)478*ge3-X>8{A;dHzl
zAT{u^R+r#qN+ai{9BE<i2~uHuQJPG!A5_$Au6Aq2E$RfZ5pcsPzYecJ*I{}4HN5vx
zTo+_Izt12$R^aJ?t(d~D0E0uA7##D*inb2g#3e2X(1CfzB7}C5$m(0oCp<=K>H5Rz
z>ng?{aIqcsJ+z~~OA$8qk2Bb*kkse2@k#Ll-{as1-?p?vn;td`2<$O=-gFqckV_{6
zyleOV7=FmKeuR4ULZ$$SBd7Kjah8WlVlpkKVg-Yv4y+{(*J5k~9%~3s$$(BK*k3?D
zkL}nraClG%h?cCCT%qs$%(7RHnMmo8#ce;kn2$tQ^ywD(G{|u=hEKOtdnX+sDg5y$
zs}aLI)?~$DDGsby*YOikq~i!)&z@HoY&hV5nR<8Ix+FV~hIOIvvd8TiXIj;dQ7n99
z<1ISOw<~6T13=Jdd@TCdExupU_=B&@LZ}MTd@(+3?x4?&WwMq?EMg{;h+jt|RD{5<
zEe(%*-nUY<iSE_@_TkMdwucZ_{k%wvh*Dl$9@60J={B^rY@gq0$b(AcnxfU2wB5@8
zMB*6#v|ME?Sl+P_j)ySP?PkwA;#wq+;Wm=~{V|?U`m|ZV8(@#wfEc9XLv&iww&}F~
zfC=9}`Oqfoye8japepD*DtKixtV*hA+T6&40Z|)!F{#MBB|WP6<?qF|i>7|qT<78A
zvBxM<j@;qc9NF0Amn)e)?PX`5TbMlL@@!O*jL0r5F<7C*tp$H*AMGCZ-S|N{9mq$Y
z2q>}XA&oXLJ)5zR7(H(KPtcl$7X!hgj#M)|$$Fceecsv73voAQ_Z*ldH<I;$awDpT
zXUFOzlt#2*%WSQxti*lfP8brvaN{{Ew`cg3(;oW$P3pr#5yd6S$|NKo$j$qA7!eXN
zK8g(pb}!5^@z5hyIcQK8zjRJy)H|m$mr{aPEEWp|)n#vwq>m#H#xYD)r1{9%sNE5s
zixwNfJBjD(YQE{rGs%}~1QQz$@18j+UM>tX-tYIX6&?pfegWdskaAQ67K8$LM@GTa
zaOAJp)?wxQpB0?4y^#vTuEnGT@G@CHrduxZI4oHor!hd7@d}v*9}dxIKQ`O%Ou5Jr
z@1iUv6Adgdq;u3;Y1*@NrzPaJt{r-WD63%%G9z<!IRvHEIUpp5?q+Ew!|1uBUqL_y
zm9PtKzupNcJyG{HR4>5Y$9%i8IP2kOilO9sFhc{I{Y3OcvP9Hm{xKian6m;gz&}s6
zY3E4Wm7DYP4*qvQY|lr7x$F-s$HOR~hPQKpVCw$<m4J?mFK$T~;hsn06)gZ#6aWFV
z(^ypgZH%mS<m^nrufG*BV!1()k|~5&3^xrZ;MMw2og3Q%l>+JGjR<Ox!~x<RL;>Sa
zjOjout2Zx0_!xi4Um2if#-H3q!~j(HaF*>0?_Wq$tEPbRxhOuP+<58M+HD6*G0nPd
zn8CtZUpcMr*Y?+VjODX;1k!{xX-X0T#P7(yuqtU{xgsvuYmE&{_WsL*xq)SmlE-9S
z1@A#RVIS}cZR+)t<>Wn++fUqXET4F}hK;?Z;_ONxM};h2$@qP;h0Vy313&MGf%CFI
zp3MEV2T}cxcXUJ{sxFMC>yI!MP9B|*eJSENDW7m{U)J&JnPU~lX@9<R(_^hh)M%0#
zr6m{@vafd9YHv}O0831^9xwT)KlbYFMw9E*tn|~5YjVDQOg+f)ffD~Y{&N-o>-alz
zd@TmW-!&i}+zD~wJIF7&5|@@$_sR7J_>W)j?zD{`G@4J1khk{E<DE3+w>{v(X3+|z
z;gHFK?#qv7fVNX_z}7QadsV7Fhei0SeW32S9uv7o{)iC_7cAA{*WRv>ngiHUfT~gi
zq|LW2$vuA~eYo!*f51~dO7top<c@mEj8`G|eM;o%PDdRrV=}1R`nhv_3)XzA>gr}3
z*1fx1!q=Z8<MK|p%QjwDaXEbNgtUCO$-l>5vK8a+aX=Yu`Qs6=xBlD0WIYIbfW&_F
zvr{tT@nqwjRoea<pZ@A2_d8G8z>aT_F-4l<cN+jiO8VM!$afaF1%5wUwLqok-a*^P
zHQPTfKfVasVzt)3o$9~oJA-vB`VIQ!uX7xf1g`0(l>5E<=NVp~*7xqXR$9F{T2b)a
z)efvQ9YwBFh<C>bDpcP-*eS{PBDJBPB``gG`@y##w@i!<STx9E0gCavA3QvqPkwJ3
z8Z#ogDtRK?=G%uOKNvga{->`B-)Ef*HJM|>53;JiM#C*Y+1wQOr3_|UU65J1XD;Ln
zf_eHrTPQF*L67;<^YFap&qR8Y6ui}bI{z9u+IBmD9Pc}vbu6FiqM~f|pYgW)j)xg>
zue|=bSKJ$GBh+-{0`XgLx!OCse_Ad7ANyNZbvb1OzwTVM&~Nt4`-U(Gq-KBjUETfO
z!@6Z|c18N8xyODzT8jQYl{wVGJoIZ;i!)TIp*#u*P_jbd1%Y_J!dqDmzL7H-YGhD7
zc)VgAaRu_ZVw_!W+ZINaW&dF|-xrpg)qhsh7`}#td_dlPKR_W~GXH#n1!eUgX8Rus
zD-veu|No0wm-8;E5uYczzSJYhGk_evN2Q4@Iyvx^$Kam)`Aii44-HR@eEjQFtVsVK
zOvwNI!>mp=e}29p@;EtpA9g<<WPi>^J|zwD-(M#KS6VISb@F=sk9+>wZAInruj~DF
z@+NGP>i2#9Tu;}7E8}Oc?h!WRPgL7v_^pg+$^0I^_F)9?wC?gguPbbiQ14oo*x^Ms
zDB-=x+Ipzsb^WSaY>$&P99}rhpCibxJR{!(gan_4U6b6&Riycx;0l%R3FY6PQolbT
zhYI`fKaBiyMObC4>_4k@epQa=i86OtO*#ko0v=nJkYg+&-kz2<h&B<2mH1>!ksTDx
zT3@aweJvyLB|lJgLq2>_=j(%VR|qj`$Yqp3l&!ci@?4O`T41@m4)@h#jE^F8JXrFL
zGTvSx>_fHz-0ew&uAUq0FNeq?>l>ZcHS2{{@^c`6Z??<vc_9C}>MX3@=<hn|$A}Ck
z#?mo9(Bg^5kx`7Yyj(s^LDp}NL0zv;;6%)H86pLp%<J_43QDO7do!njv{PuldV!ig
za)oQSkFW3k;$BfIYl1;;C*R!KL}eEka1OVp96pLoIU=Ek8dv$W2JIZN%rwFKfIch`
zpianCxn67OIIx1L$ofm(Q4zq_U@kBI{C65pabjBj`?Fy0?&JvvGf=!_Y=8aVxcf(g
zv;Ff4wv-vrh16erZ7VAqcGaJ6VV`CfDd6(^>wB+DH*Z2(zUoDOHh%wKuJm-@Y#wZ)
zBGZ35X<$FUY|&OgG8)0feSr<z+ddw*%kI^LzDM0;)B>2wNkMtN6!tqodjGjE+z;<`
zow?5SS58ONySbXIxy~|<kJMMN^IsfvGZFp=wynIy5`-K7eT@ab(alY^s-ixpA2&~>
zNtK^czx5n-i!m<8$Ti<XdYyO|f43Asw75)TeO1qHbt9fcwqHX5^-YKLom0b^ruXb|
zqNMMgyUhXNWgMcK;rRv!{tj$FL-BzT&d_xGs_S7Z#%L*=0C~r=yC-1xle1Mz_S>8e
z>r?UA1pVqUf5O+ZeIJC$<;XMM1Ks^z0fc5CKLJK?F3$D08TLjfwBu-(i1^-aW$W(n
zY^qBa(%2<J7u?*hxaHlN4*NZHf%`Lw5UpR|>zz3Tn)9e+)~5qgp}6Qw4E6&M9CJ2(
z4o~xT)YP1df}mT4=OWn63<46ZKtr1RS4?cc7x3!JjUvCo&VxA0>oNp30|!_^n1I@D
zA@%2`#n=WTBl5TtkbHrM0W?C~9ZTN3{p#?Jj9}3Q{p~-mGa!hX((hUf8f}-Okigi$
zduX(zyKc1UeiNuYx1rB4f^hC%BfzB^>v{9Coe-nIM^Vo3YPxQOO|P)gVJAcI4`Wz4
zLM#et`I{h3wvBIpPL<O$*H%b}>e_P2;5g5>Q5xBeej|26!cGAtAijm!5b@%?-P=dD
zx%&RF8*uXqpSR}H-7U(K6|~STrqk~zEBI}P&M<e>Il)S$WEk&jFt!*A2@Q;r)(&?2
zeuIyRyaoF>@i<n;8vT^1rs;%Q9G3x46i6}!l3XAZn53oc0__=NXX44>wQ^sW+ukSP
z*VrxiM}tCORFk$?*dSB>Z1D@(CVcmrawsoq-1er*x4pDz%rlc62t^)_n<sJdeqL$p
zYt7Mp9Zs9gvS21sZ0+eqLAML>_s=VDPT2X8T5q1`^T8>=tFFjO$3!LU7C^oU?>c?I
z1*GLOcP;0725v;|{)s=_{Y$TuK0gw1c4I_sa8wnAH|C{)QmNz6pbP=>21!~vq+*PT
z{j0~b1kY5#?M^&-8p7eH@@Ywsju83Iiw-x-t6fWy#KS`K5>U<HJjT6kwf@RiqSUmc
zCH&6^j{})|Bz++3OaA1qd*Yayt&g886XJDT(>HU9cX$b~DwOK_o*~;eELa`CpNa<Y
z(XmD3L_3+}j*MnLhW^VLhVst#;Lvu?nW7)Tq^*&$!^C}|Ui%~&I@I3_&|5!*yAIP3
zImhUZwT4nDsUHS*r9of1CXal*Se1KAi}!a-ACe1;e;d|7Jyxkf6l!<aJw21Q&TcaL
z@A>?yAR$Pw6nmmOdaYjf6Mre2r-AW2599bM=UPnt8F#BNRok{#l56%04rr6eDn8B=
zE0%)n#8zFOs6+c)u+!eEX`YSIQYhsoNvKDzZXQpi_$cd7*BbhT>LI|sQ5>WAJZ_{#
z@oF9@-H8A<TSZa({=#OL0&xMwd2zwc0|KR`-^gi!DwI44_FIXC&9a4=)*~lN!U&Xn
znoBDu7X)Hv&JLIt`Pg4DI@0Yd-j{foZ@2^!)3qx*rG<X5!rsH_?c)(2N-hl@L;vt`
zAbArk{2gU5cuLWbH~G~p%l#n(;ri{cTkqNg+*1BKw}P{H(ZZZ`6&sgw71OUe4fnxQ
zdDn;R)AL-utG;uxL2Y*64uF~eT$t6)L=-h^A<YZyTUa)}29;W}*4dkBnj{oymeuwQ
zsd>_Uxu0fwYBv9t@T^te^O$N`oI9ZI$o5v9ota!bO#2h~D1;yFG?YXF_<etxX^L;K
zTmv1$T|pWPFW_RC>hTQHN5F<*6usYKOb-0rs-_iG_3-ZaetADLk5EZc4<z9i@$m#h
zQ@I5FaKv!_V6H;?Zq{ENvqwP|nPiy}V411glRS})l>#3Ta1?peh<w$<9(KLz-`-;t
zk<$pf@6VMbV!6z)X0B`{%e;HsH^lCkL4a~|eHjIi@k&ZkTSYPQDhzDk2gnl&Ht+5u
zly!Wn;?3-8X}7CRck?VujE2Xnh~g<gx6p9BzL)I<HCZ@m1dh%7@LyKA^(u<Hb%#{}
zS}k_ft+wm);dWTv4y+hjH;EUMa83Z@L`f#djAB4S!TvhK%tG?)+jffQ^)21asOujY
zkXWrJtdF-Eyru%jP3vFH&kLz-TNdLCjPXLj!Fx{A5gvnjCzmE!mi?W!@V71A)0A0W
z3ApSkr-hahjDBQ=>J!*%jzxamzcVkDjWQ_1IqYww!SJ;dQ4)z2zp-|Fk`VA}`vSpo
zkt_z*qYm|qw3Oh?kNSj1qhR`1ccJBdi5Q0gJkofiJnR5yPYL~s9%}Y$JM#C8Eat`u
z@5}<6(WJ}lUoHLNlXPsFJ^1JJ2k<O1DyTby<=<rmR`xe&$=Sg++4mRhgzrdVdWZ0N
zdZL0uc9A7aN@Vfy+w`;-TAvQOl$I|=V`e*PGXr$TCfWlm(y4f_vhs=21lqVvWB_#?
z?qykT7y%+^=#iJ(Fxtu*6U^;?cx3l+lTGoAe{_dzK!B^qOCY@+D53U6AF73i#Z7~4
zc6}%ImDiqY8O|m;@^|E#RLfzpsS)2(rahTJZcF4J-|s=Z7PH_nR|`5pUY$Og53y=b
z@kx49p-c7$T>_S1uk!?`D7ynpo`t=uuzj}b?wsA^fkCSktH{dm_!YXz<{QrYd~6s|
z$3iipgvO02%z=h;>cPH%PEb!|-kJ+Q(iO}(YPX8a*ZdY>pa9Mx#Q6$VvRfEAlsjb*
z6?FX2lZ6N*GSsjB_aV>lc))`vk5BpLC~Ie8k;W1sGk=+5h}UOuh1IBAfm)TUlg08{
zxNP&nSCu{kFzeQNRzrvNmB+&i$dMEKv=R?rub{G+yS5$+%i8-xW;ux+*iYmrEL&ro
z!~9;J42XqVe`i5`jXueun<=F4UK&_vR~<R_lY8F5jNJQ;AE44CD@=?fSchf9?1O5V
zg|LVIDKn$O?knk(2v?*pcBMmR%Oh!1lgveUu@7Q7z@&oHfLU_Zbr>J4)W0edEI12D
zp}6zUp11%x_I+)u9#-km*ice+h2Hnslc6S#T}DeABt*H<c@!{F(GqA^F2+b~Gk(4g
zAW#E3&}(VI3NfG*X)ejP@E1Kog09+NBncOHKD3xV-mt{Sb__fIeKS$i*r61mW<b0%
zENIT5ew$esGEa~x+;uXG@YecqvQZ54Yc(--Pkp%O?b*7p0=0PrC9{hT6JKjVn<~Qb
zYaPx7o(*nJ2^p{j$h#2zXbZ^EVqzg~uZQ>_&o0*InmkQnO{-}A>yC>$PghMk?A}^*
z2a*p5-EFt4r-Rm|McXb4Oh#%FiL<6Ll$)*TsPESc;pBln(LnEsKXh~oZZRm~H6ur;
zt5|o+YW2;+;<BJ!i=Rhe^tg<@U-p~F1X?&Af=D)MQ-y`+--DGzqbMSVfoW&c3FU-Q
zVW2J8glHuw@$vA~KcQ8A3=D?z<@AC(e%B74(h10HrY7VWK*f#@`FD)T40+3T)IU1%
zF@R5xDBnYP2fNr!5GNoq@cpe)hbZ$uI^{Lw-SuLibE`;^9*;Lj|14r`9;NSWO%SGP
zhZI4207C0$hO}H9SB2x~z5+MCSLJDy*Zn@E8DQ74<A8DY3|3m`y_&x)bJ%{(w_m9&
zPwpx@Kz%8#lUiSA@bORU9y7>r7l_C9kJtS!$DjkPZa~&KSe&c3H0yUpbouNtzDzQf
zh~N10A0dqIUGjPTK4?!>ajyiCfqXC=)Azyt<vae`-)pvrmb?V(!xd!q1HR9_V#cl6
z_(+KO(HH*hAO3jrC%S`SzO5iQhC`26@%nJD2M23h-}<(V7_o4)fVlhTy3AtwoN80g
zJXEWlcITJjs+-g4CiW=f`4+_sF?UQWiw7fS+uw;x`tLYHY-Fl3-5u@09TP2M^$UUp
z_#q$N7}Oo;4<}E388^?$YCnil&Z!Uf=lUo9fEk-!^8#o79rZ9@0d{i#Zf$x!{j#rr
zKY`a9%ob?WzoP)g|2kfBDxYfp<(0uL@!%=v<loQgySgfnHnQh~v*m`*rucnM^85AP
znu+wf{1ZbdPz<=!IP-T*h5Qa5xBvG(*%0z(e|@j1QCRmAk@)>N)MPhb0^%u4=kA)n
zm$V7=ql^^Xep&7bi$aA~IV}nC#bod-;a9SahU-W`OQB{_c47V1x=s^9*FxOeD7)s;
zPKQ_^z7e0+TbX5&gTu#cS$FEjf`xR<*znVDP(ENz#28XSZzkRLp6N(!4b*4-KF;O6
z{-^)wg%;CT{b~Jpyi2`)7M%V&;_<Bk|Fy2O_6!4(;B>^ed(w0Sq{|J5P92hcPd1lD
zEl~l)9IClrD4b0()8q!5_2xnpc6EKDrgA!Bh@loV4KJ1kfn<IpbHWoidg=6r@%#7n
z(5R}LaA-xApV6U38Z2B4&0ALg8oTAI-891LrHe0npM(u}%s1N8rsfP}&mEVmxddBn
zskGtp&Q5m$PTzW1v`;XJb0}i_``!l~1XWQt1N&LIoh<M$<B#X6*{j^$AFR!G;-0DB
zw{HM|!aJh_8?Lq_a`-}7dyiTR^_?#5a7wtlcVTMAvE0A=*|E|?7Hm2+h>OyEQG}Ne
z%7V>oK3-#@#42sVBh;+HKp;+>K0clx6v8u8U)6gjl$#f=mq7m=I%{Njr`jHqtGKz~
z>>O0Gs)?Q0yN$(K34N%;K|~5>{9-jHG2JFIBH9O2ohDdX#|fokqP3v04q9@IH0s84
z#Qyv}vzbRN^6t_j<Q*mlp?G{<MVrUj;~{miJtDR8;st;sRdy@#!6Beg-M8kvX0w>1
zKERAwPISAhR&S1fDYPO{#J>;jC4}kkZo2WJ_c=`#aX%IA#19x8O)qGd&uAK=ANPq)
zGXTF<-I@2zVupN#=RNtghf1chxDSh6uB)w?-PiWmY?s$K@JnLn@0@v+tYdZdc4qXy
z<ERSNh7V*o6!`sR3Or^_wXPTCND85D!H(IXO&io*YA#=f)mcB5ArnE&)Ue63|8ONx
zCj!>%l~bOn6}<xwTUhr;ZX}kF;8W`dGnM`Ii|>1mjj)-7B7K0W=9vS}^iQj%@8g^C
zSue`k2Z!>f9x-|~GCx)}rjVIBMX1`pAH*UFCjnTC){AO{=&Q~3Ur}MXV7DdAFa@|u
z)L?GK6MIiy8CfDj;h7M#%VT{KhAWJ1vReuJ$50mmXGp9z_cr+1p<rX@f6dizXS4N%
zApjjoyagS_;>+#xs}Yj~N0hFxPpEdxk3+111QjdpZZj-iZ3wDpD-&XB)p)3VdEWuK
z{MlCv#1|!-T?G%eehu0dxO`pO_4>qqR*$%d`Uin0SRl$cKVttS<>|58UA4PTS`jy~
zESu4(k2aZ3&SH!>`-5PER3j6H)XqbT0~abo|LYENz`C$Y&gHDT_#X@EQm14D7TP`J
zCPSt!nbrz*vu74Ff!M=+52Y+=X2q-Y_OTUZxEIKP@oVBwK!wf3g{bbb%?mP}#k;6X
z4G5_hjD3d@3OJ_pKpYK!LAj9GgqMn&=WNw;Yo-CVa}KxU7HyVULzzBxGizdcpG=(Z
z%|M@)m6Ha*7`L0-W=MI6Tatc+*K10~PnnSHGRGo*0yB$yE$iQF2>HD&loL$tTAs44
zT+ne2<CM&HOS11QazTanKq1QCt615<c2ulXe69alqu!_I1m@$vj|~)H*6)*l&#0Lz
z{6FjZ|7yK6pj0&w-+vXHDeL+=yR>zBT@2&hp&m$lgJ}EDY_q2{4>7l|r}yg`-{*2l
z|LgTx7%;zM=Ra5OG;heZUSCmrqYid@%V3<Wo-lLVqR}rTHf63+x&zAZf2@v|1=;r+
z^sXogH`b>tLm3Tm@QJSkE9h9(E**I1N=3>9mX3>7t{m4~cdd@d%-gK?p#gI4-<F_D
ztZ1^0c-H0`=XFlh3kNQg7F(P<Y7bGmg1|ZZ+H+TU7&@`xiJJ-5xl>rp@C<g_hkiP#
zk6=fvE#j9u*MHWw%^SpEM*iuZI4or|Yf1*i45}w)Z{tian3C-c=zSYEfH;%VaN6nM
zY5V%U&m}~aAT{U-VG-ORn*|#V3}wyl=YFi$m*N38uGaNUNC7j&v8UH;6g5BPPco+v
zCjs27Xw7(F!Z`pZ1SthWggH+DxV!b<;Db5#mu-T|QWwT*j*b+rRttH8XuHEMKYi*W
zL*iFWE<BIKlS3#2Aquq6jf&5|Eir&>^@cu~9qG%6h-i-A-Fu6vZdycLa6PImiJAAS
z?Rjvaa$q~>!<-htg~mtY4yUQ%CV1Q!LlT$tCZ{p?@#s=aE#J7-(p5P_iy5+lr>h?^
zIVf&%iKV#(58gUkZ*H)AS4+5BhP&S~n8#?rXf_!;>5sOB(<^D5)@j;+x=FFzrd#O)
zYRqiR*B8%Li5`pk+0T|T^9&Qp?Qq<6&bWaL6g!2pt6qV1d(8Xu9=v*fjYwE@0tiXH
zN{wH3$2a|=D#_53H7l<x<6sEdOm5n6Aht?>db=|y$aJr#58?!T;WvOlLqBExOuH5a
z%>}NXYWn1!nhS@YU?tPhugUCEtK5_v*~mk*1;j1*(U>T1s1EVvbHt+Mi1!^7jFg10
z-ez7eLwfKX(a+=^Xaz62psq(4^gqX1<N*io`ZBk>W)HJX5h_;`?Dvv8%&SNh-3F6n
z#*kr^aBN{j7bF3uk02bRZvPbI8fAE>iozEuXhf~QiWWODVIPb67FKL@f||iZ<z%uw
z#D@|RzN=4*ILs_P)-R`8ZHzgC{>(`3jWHUD+*7RD+b0qYHwQu$LQAGmKHZAH)?dT5
zslfyHfFKRbwa+N%O97@2W%#6qOjpH%B~<;!=(i838l5vKc{-?gLy$H_Es{+Z0?Q1m
zhCGj>i=M?ys>5)NN!JkT+XyLc#wi_#qhY*5aLw%KY5_~q?u@olmy_VKx#Xo>e-)jk
zV@YU6y*!;8E$D6SYTn(I_mTr0?7`NNI&)D^U6FOKUao>Dl;4tLoZ{B+Upjv0lr_mD
z8dFZqn=JZc{UR}6!+xif&aMUyNOmaYH4G(Q?iRnjz7XgG9V_sxlHs<cZHaci8jj?V
zvM&fAcsin7qibwRpBIN0G*&wkaWN4!z;UAa5(3Gp)v*r{iuM~=GK+v)WggGSrK;ZZ
zPwMq>OF=PMc;{N3%{Ho08fHVcR51_$tLv4a;(nC3=|gPIJ6>iZW#KHVAVA@nOrZ`y
z#oFR@nV;J03N<}0M2brxAatccap&c#p0}7iZ&ix&z`dvc_7I=VjOYtOwK3VXI)lWy
z>WB7zXCZo7(aC11Z}&uh$oc{Dp#~y4rMg9}JRezaqDlhIGVacYagFG!QdIj36j@1-
zLo}xiG~ZPmRTVc!uzRSoO}uBd=qjLG0>_GOh<}<PiayTgeQMldGFftzzdH<1m+w;F
z*4VA)*U%o_Fz?6U9AW8`!T4+$EoN`@3tCiAM$Lt-eR3i7lMs^-L>u4>F^=xw(<F_O
z=+F98NlH~oEr0j*3bk-AM-8NFp@>tXf!7uU(yj_#K7o;HyCb=PCmy3Hvqr@A%Za3w
z5uVw(=lso_FWl-nCGaYgZ8&!Lg{^m}Yi!s#JKKKRwxbuogDv8F?4rLt6n<L*t8(_A
z?@?GGGUK}M<j9FJ(#+t+6`4odLuy0Iv=wvAKHN8Zb0jwZ<^)kY)zn1IetnwjH(I>C
zSi3DEC0CD5qmms^vE0|i;P0Cm^^YaJBbP+y>t7b?qfIelk=A^ny3_Lm67UN$Dm+8&
zsG!!L3iRy79%V^c$A0ykCy%6m+869UCEWVc>T)7+scM6=@E4A)j^ol=3nwJuD*Fhp
zJQv7VJbG6;hA1pqbyAeIO<c*pdPh#4ZUe=p)O!UXWOf^0eSo8&J)G$QN|DFBw1wkp
z)R_%`o38F<;!#R?J~M)wFs&p$SW({4+kyCS<>6LD{5d%nsW_I?A^FzUPv1^sKE+1b
ziH}(#J)o$dQ0C&II}Y@^;NHO+WEvWT=>jtSxKHBEv|w>H@$3}v_gr4HQ$mLZ@A%jL
z8r}0OD+W7%G%^)DH?jEy9hZbjUxC?hVQ9vhQE96h7Z@H@{B*bq6w^(!MUar*i4vh~
zBS!|o&53Ugrm)P5gZCG)REs_=cNR*Y^v^5Z45oISsMk=P1fB~EknBM^^@)(fW7VZF
zZnn+^e1)IzicEw`4&l$`wW2N#@Y$!{7n$p{Umu2%%}*(^+bC(fgk<J!k2-xFR_?4I
z5W3nKps)kb$X0;RkU8==(@iU<fc&P-29;<Mnsjs1N~^VIdN{B5&$(QxDJ`2+YZf_=
zJsgwF!xV&`%P0xm?)r6=a3tb%uwK0BFMjjvyMRo(sW#fnds_-)7nJRJgvF!29yd9}
ze4*q#Ejoj}qCqw4e54&#%NBI(#o{vz4FXetUpmFd*j;7sF+@4Hf91>LcRjS6%kv=u
z`9iq<Woe^=S@DUw4>Itp`Ce}pv2DOjw%+iFKhj}4ttsl7KHho7R=}q0y2|*3ur@c)
z#w#WSGvy`d=33bH`=S+|O}$Fy@tJ^tn6=W#{S0()6u$Lwg9pvMcQAt$!B;`Pmk7#3
zi~93*zF8$;-<1jqAMLQPZ6hISP8#O=mJO%V(<BnS1^6e)*E;XjN986)^6Y*FLTlT4
z&XBFd$9vep>CB!TXm;xKK6*DC!Cno!xec;_t)%xEq*c51BI&tUMW|j&pmH)+af=mA
z^~BxX0xTN*0DBZbOFmf~qAPxACbLQwXeCqG7jFNsRd5mQ==i)HVGHHSN;19u+}KYm
zy<84V^4L^9knqMixnIz$kYWlil2yl7h0D$ZIKutJt~DDpgF@`4hpB!L8)gyT8!8m^
zci&vgZUx@E9+Nbim)T)rs=-q^=e0$|PQ!82h0T+5xJZj|z<1RZw|e>G!6+F6Mm<?R
z+<8}7Z@U^8X7It*JVcVXx`I0j99Vl)mtvRs!NkbqDobv7!t$aPH))R)K9CAQi{}aD
z@w-6g(y&ji0~e%hA6Y9&BK())O&a9vGK1VDh^c5%Uw!}?^J91(j=DDoQbfV~U5jnp
z2jkI8BOG<rVM>DX@&PBAoIy;d=tczG)F%b9Fc!cd#|MArDS#=XCiUJ;Fb$|B5JDl4
zQSeS8D8X)@xy~Pr{9Zj+7eO&ID#Z?7@UkJ9Q=G-#@Apgfcqp)KJ##w&_4th|#m1Sn
z=5K|m52iTjwc0DlzW7<k>-*kh!#=f_(?JELfdS0ZJ5{fCM7L1N{Jaa>XO0>QUHogU
zfVBEW2CZs4D{xa`y+@aP*XPd6H;}J;g=fSQu1e>{(1JMa+@iHc8@R&$*3VsjY?y<0
zvH9(MFgv5`HPCaUW6ccO+ch9L%?jw@6{6!__x=b+k3?dR4Ve@6X8F3KM+1>EJ4z=#
z!`BF2_8zvU!kie=TOUmFyjnL03)N`smdliy%wZpt9oc8zxntrXvDhF_)`y`Z9z9~Q
z3HPmX9+zoXN5f8xuC)dh&ClAe{0=}z6!X=6w?2d3#sSNS5q=4hMWZ^Qy5{ZyAw*Bo
z^J^VS8Cla;t0QoF72zJ(MLBcx?Pphboe4Sw5Y6p*<!*q1^e)>1FR8khI-l(YSJCW5
z%?DMQ$&((r5r`MGmZSRo`b54JNvU%URuVLHiXHVdLDZt~dzwt0ki!tg+ApG2@C0Ye
zv$pp^#}vklgD#JC&r45sNqb(oAt<$i68d=tfb`NrL*wLkdm%0z{)qNb3vjz`UtyXm
zDlqrYasY}Xh(Aq2Lm<FYp0E2@wl4RS?yTI<5>$GGfvO(-+-;nccnXh%0hS~lp0@qD
zj}?dwR*R6Cozs@l@Mz0};OxAg@zue41={^|VyoI>`C>zCj?;0JoV16mhD`G2Rgjv-
zbQo_8sA<UB)WzZr+Sad^Co@r<U=3Dnm*FMz95P!lOLeh&+TK<x$_|Tu-J2_VqlXZG
zP>w=8sR$gJhlskWXGi^TU>4rLX5A@J#3f+Wc<&x{g0vn~Xx5iI&_Fp^a>59ru|E+J
zw?DRK`s`M%+xk&Mz2gJoa%92Ra?IDNa^^v7k?FyTMV)5TZqmc+8c~^6-|dF0Ea82k
zK}Gp_;~S>;0%7_Ee3Ju}t<p*bv5og3eY8U69_N)_%3ENa;TTauM?SzNs_Rg0|BY!J
z$KbU_T4IivKs|HZ49(Ti7RNUf9<%Gblzw$jPr@z^sy&@ru&d7_M$f3%MowWi0RXFM
zl`iogtaV`;Y@2y;N_?fKGt;V%DKk8@57bawF^ewyuh`K-&l(ttiUiy_uckSM1jVBr
zE|x$=?_KAz>~+0nuK;F+>-_O_C<fkx+G8iszM2N7U)I&$@4N+`NthmVXeZ5_NesWW
znSqvbSbH{Q0WjOTTeEGhE73gzC37|xB#xuUsOhS+AI#8YH#vGZX{0moe97fB`YahT
zp|8?mWZRLV52MRIYu&aQ<GL%bD;P`ZE;_$7_bv8|ItWE5?OFDD?~L8(F#%*A@1PIM
z@0x5L@=)X(kFA-s-9lRU?0o@Nj}8Ce5^J^Io>JCm)nLaYmr4_|`}umjTqsfitMI*B
zwrZm%#6k*&QXX7~xe8=_-};T5yD_UCePA<&WUTI$kL<D=nL7*vkv)iqk9gfg>3wZL
zs&jddTM<>&`|}KC`OPJvjHHC0Uw)eLnjbk12UTW}S2b<)PP)p>-zKr_3*#Mn?P~xG
zkLuxY{lwj>iyOX6R<nusO@AI{FYYW-v5?8z*Y*Tm4kP_^P6~<HFhixsz=+VY4H*{0
zD2B*Y(D@CNOFphVK#83S@9vW@tl<(A8wIyoxg>u4*>_BH)utPi&7rV>Jg+#y_ndMw
zyJ0k;bym<)WZ=&!Im%{9-FIFpQLS7_TKs~k#$Y~Wib+)ch+=i^R&<`AcDA9~{pDl5
z&vOc^YBkJUnQ+vRmoTSM4{^5FIO5Z{SR~%?UAwVby{i2=7N_Do&$e%J+@@t3?uGz*
zobCGX%Iv$n<LMx}h|B$*>DxR<cU89HNO~>t5Vec2&4*$Cz+#Mi^2I+p1=+R(1OD=u
zz;N`OcfoloP6K$r1Yw$=D?}Hr%4rQXU%9&IwaYuan=-;Sq6*A!D!78cIxQTtFCZWb
z_b*Vi7{or3)dqQ;7^B3Z*Sd#&Q3RVG>%!lsr=Z!n+x@!BMrcL}JBqI7vsqgA8j6c+
z{q@3{a?_uoLeHKN$Tn}jopOxyNZ+JTX4x<wa@i*}5{26bLJ&QTx63`0z*v7e6Le(t
zA@&mMrrSIBo`eSkcV~68u<z`w$l*~Z((vFx*<WYpwu(Mo246ng9za6*vKZp`0wRo?
zz)PU|ea@HAlke`Q5JcJE%<iR@N-B&=@L@{sQ6!+u8(0=Z=5{-LR*P`ZafUt=hsjIS
zGTWc15K&TrT$a_GPrl|4t5zp#z}p>6RAaR(f3W9p`uY`&vjuZ_qo5}IWjw^L)j-UX
zUT@aXB=G<%@Qv(~fZG4KcS?$<eZ*Eb4?aH8kL4Y=pBtifN)F~B=A515CEs+z3g#zb
zN{QW!xI`6%Nsslw3BX0$2;m^RpqL{pHzgmA7bL+>jA267Oqov))8F(kAypl0YWX@`
z%df~zf|u%@sT<-NYo&7c;8{6FTjsT&dyj@9&PiEf{go2m=6-_)Yn=@*u>)2zvvSBz
zpGR*S)M`cITHQH+p7b{!`;pB@c7uRGRd9g{bQt~KT{+;399eo&KwTQWi#A0LK0g<2
zRCZ6WeO=><b~noa1x3c9r~Zm4Qy*d$R%9nLj?nCExJQ5H%K7CV>Tf`Ygb{YU^31?z
z(hcwT_yW;c&2D6*;@K|P?Un;$A-8xj$odJe5g@BGkPC38fO`oIxC#?T4V?Xx-874u
z0-|f6AcH!SnUIMDzgHcLhxWzB=)IPVVI{c5W^uWkDg)r$qT3%zxD$$u-yqJ_6PM~p
zr@W0jmw|NaB~-*UrMClNV^WZpi7W`@CVc;q`jX4YRGAx_V;h5(^TZop<9~2{JV8iW
zO|*wxHpTcU^Pxcjakza6FPIycR$OUrdhpCuJ(*)R-H0NK)etwpeVCT#^dGZ*eH0|w
zlKN0CMlj@Wa`^{d%4On~Kq8(-{1Qf~knRe|%V#eEWXoc;-GfE<c1bTfEHXsx`rB20
z%%CQW^>rJ)TxgUVfN!tHo=%k=1j|->0Qm1Id3jxn{Dq}1hqZNFJ$g~@2L`0B5{iub
z8x2kS%}RJQ8yZR$(OnwPt=kn3@P!Ds)1~XVXzs$?)7sUZq`1z{<MW<-IZBEj(8f(-
zNC1>kej0oEI2)2Pq|ct=sin5K5_6amwkFq1bYw26Kr0sCkoeZ-UGbKl=BuDtpmj5N
z;%nEW@}V4!)CRH+-(!jQL_5u9^C_wH*hUggj@Pmw4}lD&+u2zjFKgND_>J^bs2bF3
zPj}4HtzSuOt<$${^&63TajQy`*E$4mZ?;oYE>=5Wn+nkeh-w5-hwfjy{#Q=q(y%e0
zkODLVtl}hj@aNp;<b^1}?qv|C1jN!yeV+yg?YX_u{Pp7@J6ftV%Wd`bT99XOD0TF}
zmMsH;HTp>cB+QE9cy_{6plY(Ns<upwG`u@<X9j+o!d+l>**CCBv4Bul0T$0GhPCxH
zS<DX#?(tp0>t`rLwej8xJS=nP&|#<uZ0JeU&B#&Rwg6(OS~`K)oArc`WY^S}sR0BB
ze2|{r{$kSTGX0z59)i<}{mxu7;RT@s<WK2R(6c-HJnqsgLxoxk;`A{3h=DwymYCVH
zo0{rR`e{p?Ed7RTM5-OGB8U&p)}qTAaPGa_A2>w)=G!7zXZ8uo|D^<rfd^}=0CNHq
z;aL>cZ577M$r^X@_Lr3rF%ed<>*L{eetP5P+xg-nohSIbv^K9`agSLmux%1`=!p?A
zBAMy~Ijr+y6IUl4%)9xUOguM2Kiz}%{>4r?j3MV8r#e(xst^6-Z!xEAc`38A@YM{R
z=-(XlSBQkCpCto@$svGt^!j=Q&oIsb0Gy@zbCD7(pVC{H`9>2EMc`K%E|#P1#(Itr
zrtV{o;|=NPV<0QZ1`M`vDXeZEil-@DFGcng*%>?+XJ)tm(p<o!3Z`{T%ye;DDp1=v
z&ZAjW?+!kX5z`d-OG+DCsl)1`y};1at&fqkb-_{=zvLS+P}7>goK>$0m}2XyXKxOz
zZ4NNy+oVwQa67+4=5y3GP#;8mt7wkS#2ctE$e8Fc1DLn9MjpA>Z$@|jZnuc$R$#t!
zLD74V5vTf;AwZte`7QVZJpAdBf}*{X*Ys@(QHLXOqsR&jiBG0yGBU}!X~xwKn4m9_
zET^GBAU#L{HY!Z?MeJ83+JM_r)2OJVHCRJOIGg5;M(<ZS!ArF3zJT5}4JE`3IF~|j
zpE+uaz58XgBD18cDU(pDsW%?>ZqG-bPnV2`9k?E?CavMEvrh~ln)WQFrR}X__DGgN
z5Y49}kUiv?WQvBJ6M;nKuIw5@Bz<CEo%Y!bz231%{EL+Dvl!3!p2Lhi4hKr!(Hoc#
zp+pu_5bcr_u~-WxZ3KtQ8j=nGS6oh92I7*JU>DD;>u$F@;iSw4=<#lhyv>S=d*Wd$
zNjrpPmmKMU$#?6xiy0E;2l1i!#L_mcz%Lh$kEEuf>ju&)=N$)kq>G2x5)g%M>uu4&
z3~*{7rA;WCk(p%w^6yaONG>z7N9-u*J6&ou>Vn8H^@gMaqDX2>ZP~(sSMXuVePWYU
zrlX2|=%zL$2Gf14Mf*J>Am8U2(uRoFPMJw_o=D~d58!O5C}jtI%@Nz{_DNGP?Z5f-
z!>uX+c&d=P+>bS1upIkn()1?guMz6!nn3zDiURoYewCuRN}6rOdV!(9Y9SLj*(yDn
zFA6Qc9Q7&1C$Z?J)$+*W(`Q;hgSwZe0m>xc8S8O!`2wb~Cg%>&aWKPj`?!BYj`Ft#
zf>iuH_RUJTV`}4sJqJv9C@m?$>?TlQleatNWXcB?^->{m8BDkEPtavUJnM~FJwbrh
zSl=rhx~75kuIAJuzW-^(kH|=i>Nke1l_=d|?1e-xeCzV&kEc`vzgN~7C9U&7gIExX
zfYkA-#p1haK!@it9BiLVKI}?DuK2no#N>!+5Ma&(Q=m)}vq8n$X=mgc+@-o5e`Aom
zH>>7!2;ukPiVb;C8IZcKf>k|vsT$VEomUNr#H&V1dH-P97pLa6TQ#|>dI$-Zy~1}H
zX>a66zGK~a^VbumGnHTbK60;GfY{ybjUXN^V{gu*k%@W7M<Dip=7t|M)cUe!->2d9
z4<-YZt%rcD)4wVse=_%%#&b6R#;yEsF`2w-`8Qxc&mJ%+qerhHSyc&Q_Zt^>tZMp=
zx-+r$iJM<So`;DEKE(tY(M?_BAKVtP3!9d<9LPP<`^^O|^j{d6*Clm4mW+bq<1uqN
z^*+N+G%?*X3t{ps0)h(%A<$nKV?(1gfIillW6E0!Nw4tLhQS&jViPLOJAn0(Ed!Hf
zeEN-xK>LtPpbpzoFn`~}k9VW3MLelLSQ=dSeYIwPM_s?4n?=xRK%x9|PnW9+-OrzD
zpWokwcn`5eem~ovx!m1@@h?8@EaOtY-|rV-3%?LL1Y6NxwtxryS41yWia<0*JqT^x
zzc8!VziFUzOV%3{vg}Kt-u^!K_cywk=VIa}=$jWH9M_|-|BW9$7GUTLi3dTz^z`4Y
zLt6LQDkYu1nx0Pzfvu0414Hq8^)25Ge&bz8CCN2tUIaCwT}sEGq>?rtXF3W{$b6aZ
zM|F*5?RK}|d!upyb*Z>oyb=-7&@;;!s`i8VCKGpj1Cn@-EI5bfU0eLYFI^fia<_Oa
zO@xrk1^XN>r^3)S4e;>ZisMhkVS{PGM$Pfv#>9f^lXG^DFSVOG4aFwghkTNi4C)hm
z)Flf~R9TI0>&gL`u#noc@mudk>RkgLk^;_ls~iZms)CAL5hA3|+x>UkklgW>1>_xN
z`;(5uV*hk|=d2T8zssd3b8TqMp#);R)=k(#DvI!-n+~5HAPz7~<CF2@WVg#18zJ?G
z_jRtl<~yd(2;Cm;b1|>ng{;^O(ubX~waQHg;>@`zHwjdHhV65`9&Mdz_DA+vAl#R+
z`Nx#Iqekq$=-zDPPm}hmd{jRlTA-~DOfM8z#V@b6z7#-qIT$7!709g!4QGL*y|52h
zcVX~!Wu*X%k>5u#8ZnJK<KwVyKG%6>efcs>iN0C0Ii4cmD$QEra}QeV5HME{`p!u-
z8*tDHRU#@eEG}oTnFRZVp$)T$%$9>VEt&3ERyyp?C&P=594`db=d#4yw4-?tyj{o+
zi2tdOxRWS?q_<upa3=QZ{wca8uZg#gg^L(qW-CIY0DmdU)nPOXeMku}G`ks#>-j<I
zUL0d$ySq?f1Qeq6cs?bUbCFJ|s!sOyk4Yz0;0|gy%wvIyB>FPM)%mmuzZk!CH%JYs
zn%=AVRHH_RhjKA4PwC_GPv1NnalGq}xMC<{_ozslQ2J(T>dpDuF^AWFLH>zyH#xez
zW5O>}-Rr|JgnPb#nW3&g&pmhzWfl6U##ua5hv!X>&L*fAxD?5bc6S6LZ)IP-Dx_^)
zO^k_tOwC29tmS17;3alnue18OIO+Sc*v9Fw<Od+tV5Q!K>O*D+1oOOiWE)JIOe$3I
zhMhHvMtPpzVwwQ4ltPf^KpKyYPv+c2ucCc5hxoN^ll*iD4o|h0ww$o$26&yzYJtWY
zU5X|Y!jdNiD#%Yf%d2mE7~&zwf-2e>CO>(Q<5@+Vu{_upPhE~zl?K#o9N-Cd7u5|e
zsK<5FbZfB<Eo?W-J2lhY-0!*NSRGq#V{khJ#X*}zyZd>f=9~Eq-o(ZG9a$(?BP0C{
ze`foMj{%qpaUIB<t-u}%?Oxmt_W-n^M+o_Lqc&VcgUA-w#PT2sSRkh~_<=>h4>M8P
zxMpESj;H6hQW^8rnsM+j%Wp+8ITl_L{oz2%_-ocj{_QQ5yJ}j0>+aE~e@b+I_QiRA
zUYzno&3vd3R}!20FOS>-oSR54vzLT3Dbm^5tcBEhch;t^?Z)PF2U*VtWopO8kZbLp
z+qb;~t|_5HIL9?E!P3`xZb+28IwCdz_EMB@{+s|mlbd4dg25aZ*p~p^>*5|Ivia;M
zr>^oxcwEHXP4CV|IClC2lHlF68M&AIoWS~xyqc8C3zW232RwL}L@)y!w4x#0zNCZ1
z6_<3koxAmL>JqMHD=IJ66EK6*j`25d4f^VoQ5*_JO)Na3kCRGE6vwYzR}ab9*bg!(
zx_NgR3M5RyF%4&*j<&d>=Gv}<&;4Vpm-7sS$d2Pq^0-aGrM=YRUjNPvULx>}RJs<^
z><;N%;fX3HUr4o6&5ukN=h1{@*b7_*`xW@fpD~<L@WrHdMZ@oMeZE={NAg;puqN;;
z+o2w$*iOHK)`|3vXAVnJU9A_kX&_wmp-Tc^`@q|%>u-O1gmO^E2-2-j6By&|Ysj_b
zOMUQ}^8T}ylX{YCH;Ez&=<+pTb7uot2`xVpY5BpQp{h~%d|6IqtWz)K4&2)XnuH1<
zbE$>M3N8U=l&YR`)1W-WBiXLbi-+wX5jV(p0Fso+lYJwU>^;GDBHZ^4GavFjgZZyb
zV!F1s#RPH}Y{cs*D(s<RPO1p#$bEfLglY9SPfy_2KI{JKMFuc!hvV+JhBB&lsv>SQ
zrdNW)k|B4!_xojA6vW9okrpSD1?b*LoyPr?L;w_kG`LB1Ft^<yJICzMi}dwQS#5LK
zwvCmXQ@cYIZ1=}Y&svf_ZX?G3+&<Qz9_A_xE|5~s)~KT$BxR=+UAb7K^Qtm>(wKh{
z=UWyTy}(oS!|T9b+f{J-x=*+Q2Bq7ysR?XMZDBh^0AUp-H0&B~`CL4o1_aVtZy#B(
zeV(NokHeaieqc58?eVShmI2<%Ef9a+qBF`oY2}ZNMfJP)>K3MVkZee127<&GEbyGc
z^aXhM&qlLNg)wvVn^c)SU3izHiIgJ6;+hiYDDLT-slM!>xDAw1))#YA>=+ZLhlEm3
zee;9Z^HSUS`t&vjP`Y}%d9wjGZV!&gr$L6DZQT6|%p$2zA5hwOK%ur-n^U<tqHwCF
zsUi0G6Uc&^7>Nm_n?G>a3o@gO`6UK0yI8a97&X-b%K#(b@z)!+_3@Wl5ak;|7$ad4
zjP}Z^voLjnO`R(Y6%4RMRNv+KImYr3LMQMN1EIWkcw}3xPx9W}<iy7;nlN6>GM!yJ
z4<_u#kn?9_PeOp<S!ll&)J;7f9G6eC14db4?9TW56Gdh7Z8`#Qw(2Bdz;7Nx!DnxL
zPhlpT*6w-HpU~|-*Hm!To(T7u8Smhz(7*jN|L!03d)Xk!ILX?ZQW{Y{pUa?Ki=l%Y
z(ET7F3e^kOR{qrN6G;Teb5PqoqvG6^GBOu~+RzkqS?r#c%<mDvzlysZ&^>Kqu=ev4
zJLiQYMQ`gY-CN0R<QUR;_++-*ZO*~qJniQwJm@PD2|&)sT%)%9mU2R>W7g8r8&%#d
z-CsyJ6g3V*DAg1xz~Cs`C-zIc5u5XQ6X=1kt&<q4N7v2H9-pCD9m)g$$=~0VmdN9s
z&9ejb?|_W_9&GE-inezq)awFysyA!?sEL4%JfM(iX6Dmb29!?o7iV}vbVK{d7wgSz
zSZlm~#8-Rh<wxtpQ;Yn$*^<RAZE!VASI1B{g@6I^r7JRVXyyXy9sUtg0=#pb_@HUp
zcGl!WslcXauul7bRbxGy^KP?XrzfEDH6xHt#K3PMw*8UY0aXP8p7rBK$5h2CrnYg(
zQxnvg%uw&3z1*hgW5_r2(6X803RyH=n_X<P_M}X6af5<6*rV3iSq0OzNe7q-)HYiq
zqD(AboW*7k>N{WCG{1c(D?Yod9|7q(tr@M!H$Sy!epEgnwJ~^>>aOd@=+UkV^7RCH
z_1!={xpw=8xGA*EMrM0xK~coNK#mJO3k(E<65&~^3GaKV=+2EyR^C~1oa|e}PELkb
zDfG#*HozbpA=WWhpMCaF0FVV-1{CXITFwz^se`q=nZ%Pxo>F=67Zz2-%Hz1b!dFQ!
z^(xOj&_-$jn*dbdeh_T$syG?}E0$8b;sV26Ptoo$rngmFWM6s0#ob0R?3x?@VC5?%
zKE12Qc<?Ip3wlPmC*a=qeR)LYahV;L27GDxU>;PinPd=q2)j$}9}n++d7i@~0Nud(
zD`0&BsnV0QmH2<@`mQ!rv9;U3L=KlCA_jtp67I-~fQaN@f5vom@9w?7=XBYttSUr=
z$((N(f!m~D)_v}xwSF(NoG9o-0V$nYvmj5`WCMvMYzEuknRoS~s&3t~xxH7<t%Pc|
z#JSM4^Nu-)%tEc8ute#>hP~;lc{h@@Ekk~r4S~PaTDGO#!Na(C(qteB=d;1y3<Gff
zttjkBl%2lb&~;cna#<{>>O3ltV*+2?ub;zXyRnaflrHO86?yX=>wYqsmEf$jG#eFk
zn&SANLxW!rW4xR!{&;-G(5Fy!#MAD|PB(2&2TOeT!fP3}@Pl#ivix#^CpI=PJ+Ucy
z2G2H2Y;JCPN0*jL@0*(~MHCJXr$I?S;9;?}`HcyZJhx$#Q_8S|X*_%Uf);G-84L(2
z9Q}eUvJ&b~yY$4CGe{HF6g4-+>fBS@7SrV{$X2y3_I5oFy?klvgXd_|y?5_D)E9_j
z@(xL_uu*V1U^E$a+DF@$r%(PL><i&=M5gryN)zfUhs{q(07_=<O>C3`MG;U=pk~|d
z2r?36a_A|Up3}itSBa#&efK3-HtD*)-o<AD?q<Qgq^R8a)=|<cw!`)C8t*R@aN9T3
zk&16Vj--@|x}d>@G-Nsp=5UNA68S2Vxj-!ta=YzQ4p$C@v4nm}9QE2a%_Sx)h;8xW
z`^@55G^Fk=LDe|S*?!muFL1?lT_Jbe<5~Imw%&~pnIN9UEaua|eefak3GQ3U;74PQ
zYDqTdb4MnE-te%QOgH<|^3ux@?J-PwFg6kft)ddhdmSmdvCUs?Se1wbiS{Dv0UiT)
zs(-F0_PT)Wx_&Bo?>|2K-JNGV(wrFhr{BD&R^){K{RwDWLiN&y(`;JgpKo}nm}=Bn
z7OvcF+2EsL%pqhz$X|D<?Lw>M37?PLL5W95GGo(1W(sNpAgP@mD;Z9t!vrMt?&(+|
z(KHJ)B}#J{j#KQuC~jw=ywcr|t%F_QyF(xU@Z8pNo)rUj;pq79RS46)cAEl<6i~?^
zfsuWsWSiYjHf|+l7{*Sv=_jfESoDz^bO?Q0c7npQf@CKUb~>5D@W?XgW*pA~yQD;E
zOoZZ(Ph`X(;PY^j4|xG9J0NPI0`<BaP%LaIDf6M*0BYoVeB<K+`&eC|pNo9lzY#E!
z)*#zrKG*+L*-kH}Zpna9UI*n|@_gGvDPsB3WLwl5fwfX=m#9Y-M%yM6ZawYjP-g@Y
zNFq^U#A`LA*6m2?jcw-%bvj)VqOo<LpnQVp<X83K4%(ImvAOZmw)@Hzq3Rp3eS&IR
zX|x4e#GCFm1}F*s!%_$Pua&^<7g1fJkT2|AG><FV$25!6J7H>jeKE_P<eUf5?ABT_
z2rd6qJ<}5a5(Wz*y|W{18Hj52JwE71n(OpV>fMBGL8~u_68yQIzuEb7Il<m~zMA(R
zt)Um=hQa*~_SN4p623<#_rEKZ;VJUoRz12Dagn{j%QSHzT6hBMFGLZrd^$2eU4Vas
zLd9+-Dia{Nk?QXs?Fh1OxQy=B*Z(r|PrtJJvXedncnvuG`%$6EEj7OWiQ2q3LJCn*
zH;_|!f;9*N-cKhWy3{vYM^$G3{!eAsstyq!KUxW>C-v6<TLa)$nIOaNNy!Rtv>E>W
ziSs<!p;D^+X9fFJRxg2y()Yi&GcVY|e?}L{>Q9jZrwC|0y!Pi7DU6AI7aE8aRJyqv
z-{Mj&+5KOY>?_8O!j<)1lY0-jEJ;xJ@RNB5Nbk@ORfTgGN;fKIFWW*6pq&pXl#|RC
z(*`9K?|4g>hc)JuUbhu(`f>2DD|e(;)rO}0MIGMGa(gG!^s>~`22K-QAp<R0ZV!TS
zJU=SM*ui)E@!8$l3;JgA2z_hR%{2HE#dZ6M2Jb&-lvH&aTEFK-xZRKm0l9J-#_pXx
z<wXFD(!B9dI)}1_7*iY2$?Y>Q9?Wg=D$P?s(h44@M9w(;YkxZeJ|?Rr9w#`8zLt&l
zT$BfLt@T1(C}(HvzD~T`k6gqINAdEmPko9mE&a7Ukrbx<Gcj|-6aJfDOIaJ}lgG($
z;e+RCz1R9%bN)Eb?N;5Rpiu0ufK5Hr;<30J7#mk4yu^Vhg*v9jamaS#ksOyZi>DmO
zS%K%1gz?GR)GxWfeK3Wc<81`e|3<nzcH5##W26;k5AUhn7ZW-2;U<5j?|8*3zPfwr
zeFc9@re{>KS>_y)MF=@24@Cm9-Y3&>J`?*VWk+t;D6SSV?%!vU7aPKOU3Lt)5<OX(
z-rHnoCfwRi|7kj)lb?tG{wj=6GRV>D%?!Ow6eSsUQ$bf$Eq8rZe}?lj;FG~8gP#0<
z+Z_8iET7z}gy&<qpKB{K6cJ#|Sns>oVS2)NAM#Ikw<W`cb<^exTaBgb1~ts(7Qu}Y
z=Q;S`ypY-7RqcMpHoK95^j7zRcEU|Ru0uRJt|V1FGq>W;N68rBd)#M>56Oy)Lh0vZ
zL#YW1rGoCsK41K$Th43|-{Vn$bN2sy$mgLv8TBC&HXpc&F^T%!#{fCD=PQ?S<~R7+
zD9tl0Gnci#f-qB`o>!3h9MS8bQV@Q_Qm?-x+K2a<!ks9k{|fPboU=ytp_Azkz^?R%
zCwpI4a{Ioc^N>fK{FJQccYJ*MSN7~h&c1&MEk@Z#S!UW*pTF(K8v5xTp^Sw50hKIn
zYRD=iXiyo-*0k%jk9ep#uX3?aD*xwWEw<{MLCc~z{R}EPytLKh+e&Htr-MX{m*lk5
zPWr`%)Gb|e^(jVYj}%5=0NTN0x!aBFcOpyW^J84qHPp%R!!vOH;xNv~xc_W9zd9Gd
z*2l$U&S`u+dU<6)2GNJcPJcHA%(e>4omp!C;Q}&l>GuB|=+jgh4mU`b#JxP4MA_Bd
z^MlyFXp0?}F9YS%TH)O07B9nVBiJaG%W~!On>WY+P4m#+F+_gtk~<Y<-aS(At6$Rw
z!kHZP6|*wziKmPrn2&5W$KWJw#rHU~`dz#Jpa=?7j;DjZeb(RMs3xD~aH=^d*Z$X6
zVPq^FNwVFi9r6|Don;o}lpFY_+y!5feyT<f&{$-~{}hWbbRbycUFrUI-#GwV8GWz6
z<H&<&A2>*$ohRA0pXcvxg%(>1Fj7ClRuEmdLU}xcCk^+hp3GyY3t~4r;~sopbt-eO
z`I%=EBMsvv+aR{#&YOz2Og=4R8&<ggebmqdH6oTe<zL*72K(gdGkTRoQF834_+_dW
zife9Mw4X=Od(%qqtthUGP@*&NrhgvDQy{H>985$zo7hxc{u8}<XkF39?BCZM%JF=z
zI((<Xxa-LskL@)kc@G{32hLI>o4~v+YxlZePriV<`Ib~I^87;kM{9W*h67pc7gf;}
z_<gUOw+x~2sL0~_(e{IKOBS&o*`RV3LNEWX>+%HavAmGcylK$HEDtOaC=5TgL&}&g
zllBy+t)qMi)~EVSmuiDPk6qBdiDJT%q$Rq-01~dPz2&8x1mZAb_;@`vFTCMvN4&YE
zJP-YH;TLcYAuCoq@3rtQ`bWsaLr(v5o?yhJ+~c?}kf%L#SroRwS}@mAdeOUm?95O|
zyB*ICEIaQ%mMo5kiScF$D&Y8*Wk3EHTp41kH;n)NkWUBfUu>pUQL5yeVm?G@=)wyV
zl98uR_<6!NX#X{CCd5Lthr7|_HD&EHyk{su+h@M-E<VeTb_k+S9ak<eVaFrT*+jVR
z<|udA6yG=U{4?Nq?n=I<Bi{0efw%%O+go;jaCc~T_fe0#oHwpdf!EkqOV~^la3t2R
zE>)7`Q}K6DDxD!p{a;^A_^v0$n@4ghW)P&59a?Zm^D$?(O&n5CG2k-PxImmX0m(a1
z?NGeyZs~iwjHd_Jq5c-dWCp?m1;7r_<bR!|6XgF$a(tkj#8*})$vv}6sr>j~Tai~l
zmbY|onzQ+@<0D5apyZ*Ea;S3o{q2?QdcnHh8*x4TkQN(_6hP83L^&E|7}wgXpEkfT
zk-?sX^n+uVqZiJIMzpcH<;&YdQ>Nn{5n2yGAFdR8<BBO3Uqd`|h6!__+gldODjT6h
zV3r>t?o{5|GWtSSUE@yzdu60d7OG2{r#}MHdkf1RvYG>e>$R^iPS%4!R$%3N|GrfA
zA%6zm+UXik&J&Gw!;!^2!UkH4rCeL5bh(p6#3?-7Sjvp}Kr68Cf>v6hj0ch~-7x4k
z|9$<cTj|_x*s9*8%!F1RKsBL27w3eR-Ef!dYq@LQhNGxF_}dQYo4m?@MnI^;tu%hH
z_Eg&}`{~7Hl|-~h-^*b!>pp2@p4ZttaFPLveCUc|AJ*jsS%~iM>r1^1a@}ESxOQJn
z)VKM9dF(CSo<@PD-1=@+YHqyZQkJT3CBu6^zWz*v+eSG3JxCmDhK(i&T2i)uRh@L9
zDfEK(5B@W5GUr)`e#i!jY2C?rE9l+hcLJuH^cxG9!^5-sYa-v<G8~|4c4e-MM($ly
z>AUNCg+=3Gdoj1F1S!L1Hyv|%IbPPH>r(;Z^3Q|1;pJsce*1fc`nfT@)TYI)sxvFz
zEYzS-Lt+43xpK=kI`3azk;!lfNtnBAT^R24%y!nNai7!|z9rZtVo=H<($D|-vbIO>
z^@O(jqx;_9VG=&oK^--HWbR@+H3=XrZFvdlKsYhQ#O%455^fUtsIQn?R3A6S?{ok8
zH#`<=8*a0(g?k2atmb7u++vy8Ptrc}E5$%uw+YCB6yY*Xw?8k{+XI=|pcB#hL^@er
zd0=&y*|Uu6Rpr@3WnW<m%kV2S#Z;57f^@p4_bWd!n`0R7+U;dI!f7v0*G>Mp#WX5X
zxy6)-da^skq$a1LN{V;j_jhwbod0;{iqr^M^c>nqC>JPZf@6c+;{}{~z?|me^NO(l
z`#7w(qp&K%QGZhXX>b-jgR9FC{-`8?BL{tiEXQ1~+pC3GnKwbHikfvNx~FF}(G@dM
z3;<`X58#QLLw9tgo5NdZYh;Tk|B_LvvUh6(p^I<Xtj=Ul=99~gN7rCALx*Vwnu>O^
zH5C#YJWj*2?z(;W=7EWxx7*=`MqcUSPs7N9<}`fA^_7WR5DRhkjHG#mJ6_3$9p}6+
z=H6mqCrE!zXShv=NkfB#>Od$Ex2kpL*7^HI>r;87=hSR9HC!Q^gFkie`1GvXx3EeL
zyYu3`H<(8k=D#TCz%WvmSzEoe*f56RSVW?=#Tx3d<Nge>>+Z6pkM|yh{v76lkT)kW
zDU=WmDSfWzAFrG&RLN|Kl)aHrzEq+nmeQ-CA!vEa3aa&d1?V|8_?!ST$IHJfr!NJr
zb50=%12<8Q;E$WE>WrUqOOk*m%)q0FiEET{`rsuy%>owdnmh`*^v;7?HSba1d@y?}
zksc20cc@DP+40s2o$}CtS+=i!ZI7RR<TNo@(*$08@blOFws8ca)U-Y<l*I(mO~dfY
zR?9Q8;_G{XckgYhgzco&^lK91)G}G~jTlBbqXR{Gv3;mX0HWsiY3$bf1`Mk+9f2L>
zOfeis#}eMx7#busR4vioq|B!5gf(1_qD8N$r8ljk_IchPly)0sjE;=-`Aitj>L?vx
zT+R^k^WJCnhs`F9?y-081Dw6naj=;9#%_(Q2PO9{C~Ti7=R_GyQC6-4lOeG()S44-
z>A80LCrf5=Ji037CH>yeGlO*jIyRdCHO<bKYqa04FC-0D`mp~lu*n3k?naeg_o52U
zmJvZtCRuVEET_j{cKklDTb8Gn=_Lxda}=oUe<zz=*fARvp3IFF-a+FJfP%1QUd9&4
zT({NnZ>im-$g`DcY&qe0#8XXo$4PH+=2Mdfh;z|Y%|!m7(YJv!AcmnP3}{mNw^Dkw
z*sM<^KDF93SL_9{EZaSQ7Ob+6y+&yn39lo=aQuGRV&9^li(iy{d~Y5bE>^ZZ)Ry5R
z3n92k1Q;O$Gxa(*)6qBdFD2bE7bC~i?TxpkC+l*gvZepUge&htXJd8h-BKiZ>~!i%
zK&HRBc$~SDTu$I~e1Uy(8};2&hieyZt>N`NoRUX4^Q`Y)GxqUQ^2%{YZ%QJ@$;yUe
zo)@Wepyd5lEm%d2(g=37gz-+U*mBRSVi)u3_~rUyw~k8=7Si#?><9dnF*O%}jI!J?
z;&v=RA0rdd@go{K?SYVXVO~xx@X1ul*g8x;NHMg%8-JrBU-TynH1UP~CcESUJ3e4o
za@chTx7f?~_c<iR1aUdqmp7yq*;xHq+V#*rSW$3LUer_BIPn$?X#529&h16%*|UDp
z@anVmR}IBs@)woNuV3LlOrHb#dzxj@4~p$K8f(+~l`TscoxePa<yaAVYSNyOX~dvZ
z!n1ng(|k!fDazL9*hAL|)DY+iyUB$8@;G~ARqng4CJSelcgP4osvE`nE#ErzTaW>2
z_uZ!~@sDn2TnB(aln!!PX!0|suz)XX2CT6AJq;=t$03RDR3!1b8Z1%BHr^@<v$MqF
z({k=FS;U{mTZ?wIVfVk)jyitGb-Z?Kvn8{8dP}xB`!1gNEs4Ma=xP|!ifH3a`8)zI
z<v}i4RRUtwE!kycCMjm;(IyiFM^(kO(=^rhNGOJ{thQRt@tcwABbapDbpPV+eO%2s
zxCdKQWFF&nLsvQDYFn8y+Ai>8BO)UTMMCWHwBHS1KJ*YEEp{F{uCn0~;Ap<2e-6_&
z*|ZO*_T?kSi4PC&n<UW(yPy(O7Z~(=v7Zr|f5P)2W<=auF{%b8bmbj0IY;&*Qp5M9
z3v$(d7?65nx|#2fm$?hM<!pWi8r_$UyB+c)|4eR((V#(EyN>_0BNi7-)AlJSqbhzM
z7$&)b-X!b?Vq>5seLjTu`^bJ)MpBwg6jcWnv)5veyHk7uqYV(vmr0eMl+W(8S!x#c
zkY;|V*j?|uca#S|nQ6(!O_5B)YXO46cH7ixYwiSQjJ$)<nc3-LlcmH*{jh=D4UT}!
z>vu9_b-1UMGvMGT=LM7;)y`fbtM(n2hF32?)u7P{^B^$D=Eq~-QpTs`pY)fk;HiI2
z;BY*ZkD-3B=gxR}z?j9x?yg-NCs_AzJMlu}Sll5<PA>Izf4oaPxQo-V90da~8cV!7
zJd1r{UjN>TApG>>8PKD#o$^xL`<`far+(qD-p=XBF{~J=+kC{?JJ<2%!1YhQYLQ&=
zxRBaI&8z+Bcb2v39jq$-<5%cZn+L3sz4uP4QgG-h|0x~zn=c3xnoS+aUS*xyO-c2n
zP&6KFT<e;Gp<FS{;f`jV<Adit-Hn7XOtx5Zp`eS`7;QL+!q-7n5#dVD;r)Tr9X1rG
zn-p#`;3d0wb~PJ9DcHPv{}@8}{n*`oF=_{TmiaIkM1BEcS2Molr`kvCm*M0#XHj+t
z*2;Q|QTRGk<%P`j&6asQSDxHld|vgvPfLmAzb@0IW8dFtb3(&UF};(@d@_;~P;Yd+
z@GBX~l(sksM~}q?R*~;5y{jpd7h?+Lv7N9Oqm-W$Cpdc(#5Gqf03X~QgIMecAY>6P
z51{p)Z|OOUjg$?f5oVKGEFRoSw|o|(zy4%KS!&K?PANH>_g{9t`(A~Jv1Cx?MYN6A
zX!H{QLpqQxIfErDh0SZ=CTbwdcK1x#2LyLkEUEx8hGO?DxRu8bZ+?(rHn|GJ?aA);
zlW%jXKMMOw$jKh9;c&xhsI>j~!a3PeWDSS``V<lFYNd;MHc<qCh^vl3m;^E~6vfO1
zgk@%P62!Q^8oYO~1-8--IX@V@^nEn;grn5t=chl77$usTlQn$z<)nVz$CT9}(Hc(6
zOqXK{!PGqk-B|3z*&d%BP%y%EOvj9qZnVd$9mS*hf&`zrnwR-U^MdEKf8;;mH^ce;
zPL|Aj?>dD^#<vCp(zdGi<pvth^?I0x_9LS4aDyHWIqA4zG;ZrZD@wA}`^no6yr56w
z<(LGQ<gi`=3V%A~r8sjol9Rh;gRQG;6tZ$CFhl$A3eAHHjx=|>R*!>SqTGjImmlJz
zG~(u1H<zP{no;tJf`PUk%=g%)Z4Am3iV}G1$1Xl+^hZ%!XG%LsA`$7G4nt*rUv_7k
z-wOrr-}cZ>+4PqoC$%7L#5%<4YZmE3ZRyvvuy0v%e0h@@w5!_a%Ne|)(c{YQ0@<{e
zs-7)3Q6uL2bQb6|FgH@9{|?m6WCGB3bjrw?p(~CUD+*4Bf<8`#e8!}6pa`SSi}QB9
zx@;9xe$#pD`fCR@Z+>%=V*S&+k7My^n_a(~mi7J88V>hM{f^eoRX6&bX7j~Ts`?3T
zV2d-~<$VP8iR*>R_Ox`y!FW2ECaV`D)Lv|n>^_~c|8*zeo`pXw(2OgR7jSK)9%1qX
zu#~aqt$SlSyS#&S^=Y0+-_z3-f8X2Gd;5lH$)l6X!{>O+yX1a4mI3!X_1-2T)3ts!
z1dIC&)XqX(lQ}n{Y{0?g(|NYEb4At{w0?zqkAd2R#><{G_AN?PO5Vvddp@qXBa~A3
z6pxJH(g8>`6Q}1m=*wj1eF~&^zgtP>p?zSF@r}tXYIN!Oj2!LLVNh#xt!>UiI@-Wx
ziKmr<Msv&<a<di7A8HBbLsKaKd{Lbwa`Jr3vgh-l$1|Hihu|c1W0u3UlV;KMca2`t
zAxq&qGwysIU>;c~QLwdbU{Q}J_S-WAv1(wC!MOas&i$h}BqNja=zw203@Vr!{15W$
zDW4w87;?q^J>AXmkmaP8q1fFEs#0?B_D?5v-SH5LCo4G~G<eTbLc`_Hc;C=0!`J?-
z%V$yk$>o~#Yqei?3|4aY*r;nC9oMrw7(rjRv3q_L?d2{;4x!L$(en)Do~^mzv%nOO
zPq8vzkM=E6x%felYdu8CgWMB};y9wqOim)bEvKDLf<r+lf8})XbbVBF?H4SQ?_6Db
zmEFBafqzZH2vhJG3PNTG1rztZPj?i@h?i-WRBCwg0J$DTUI>}3`Q3p(FnW>=Z3i<d
z3dDmSyvH7r%K)8c&RJ`=%^D<mWIo)<d@qHZpDV-tcG9ZDH=9xl$O(hc{t1K(nc$W7
z7Y;&ISTzqG!(IoBct=|8xQ|ju4x;qKR@G&$=!Trt=lcNqJ2xIiKgpI`psCe47O%~D
z*euKW^(Y(TuKTwezkc8K3SWjJ(;H{$v$$C<%$FgA=aQsB00+F<alyID?p^BdS?Q}j
z*j=isD5q-T!Du(q-AIV;gubTsDS&<#IkQ+LI~<0Rt=w&Uh|M6<7ICbi>;9)hNG9ZY
zz@=BHV>4BqT}yf2FLN=!9ZQt-ZOYd2SD(4DNL?{4OS3w=WI2MyV*<tX&At`WP)RdV
zPz=#uF@&&&6hluj20UlT0`vGbH`BP6E8plvS%sE%a=+%$@Du7GKM*Ks<%QPXcM<-v
zaGYO1j2~Zb1L?3;NI(#MiFXq<sSAWIw(Fj?VZ*WKpqjzX6nf{|$P+B*HGf=C<nPR;
zE_fVWYCxJP+r~D-!BVOuO<3i1I!InOrEDBM^umOA9e&GcZOQPZjks#?+fO~<)f)A-
ze@M8f6z#O<A}a(17Qe@X8+lEjpEeAy7>dm7<DO%^-Fnc5t=~b2oy>f1va$alF~C|0
zZ(Mkt6ZRXNHVqcz^USMqd#?f;($3iW>hD7<J6)Nd9(KHsz2DiSpo5s>^eBVMCfA<b
zATJK2*=ptH!WkJ%EbRRDX7pmDc1IZkcB~NPs(ZAiP>LU?W{Ia4pfa(~#Gx?Hx|UaO
z^m>#M?!hEoEe{(1ZpkrT9Vxs%`G>QJ`035SVd-d>TemrTq*gBp$1u6$%qukD)wGq?
z)FjzZo1&I$3ry10rs^v4){T!8?>CgXYbGUyx@j=2!>)XRJr1mh8lc|+t|iOtRx4J7
zjJ}>-QyMZDrlmYwq1H?2H;uBxOIv@3d0o4Kk&aQUL3r`Sli`d<Z8xn_$-JBIIO!4m
zxh^DJvA>B{2rqJ##vlR3A9$D-WPiq}wf1pE#ZpKj7{uu)S^|t?X7W%%1<1S{v<2*w
zem-AM*Vy7R8I`m&lgOwY*~3v@{MVOYqcw85#&0LDR{L#v_NbuDX5Uiy0%vK6DefyZ
znZuAJB)nIHx}!3qsIGTf9}}qE+fEjt|34pA(nXS8A3bnP?8<vmt_JKp%iCtekA!Im
z+fae7foBenI_RJIR#W0Mb19k(2oHQ0V3cmAsYe;~iMZDVc9>$TgklQUT6gAT;C2Ub
z?O&jqtZvF1+d7B%o<WwOo8@{h?%0muz3*VA^8C(2^$ADOAonn2BX5FFB@k6dmr}Yj
ztg|c|fqd{7i{7VRgQ1}AY&yQh%X2*n7qM>FAt2d(1$-RP!)i33vKZMsF|bsGpj8Gs
z%e`&~=WLr4mxY_tfiy`HdQ7y3Jb`v~V3Y`KD86-eI%`?R<gUxTzCGU_lqOsPKvXRG
zA;F}yZe0H%ccJFD4R`)PoC{(SBcLB;3O0x=c=u6D?ohjQGiCLCAmMLDtt3WDlM%H*
z{jZXu0(u*?x3?gvLKdswX)9^Eepa_xSewkU`z!rCow9E46%aT#k!OO=IG&$72!p~m
zt9W={za~~~a5pMh72he$9r^i#nqNHS-7{)LhI0Z47L#Q(tFx7A=2nVANbal>UEI(-
zM<2dP66nd(M{97UkD*9A^&vl@uMf123cO>S1nMbbUi`e;kVX*=Z|wq8Ze(iV#7CV(
zi4sv9bn|e?302<SFE_HYnU|hh%x>gX`12_Kn!W@#hof4#!kz|+dIvVh_k3sFi-Umm
zaGtR)D*RhiJ~l_ek?p><9JY$pv!TF*p|1Elo1{>YYqEQgZP$b8f3o5sGoqS?n+M7)
zX=^ShNkX#$VikMXq3we}@z6Dq;zXE3O7$0p<t5kpsGkVl+^4$;7<~D#-u5OGksygC
zkx|^*ucK$(p{7zPA<BnJU}!!6+S!lqk!>s)guXG#)Wh3A=RZ#)leITHv3XxHZ+!Dp
z;=E<N%cKPP!+QmeHE1sqH|=71xTwlGrPXF;K;V{MkbFdd6$RCmdV3df;OOhM_Zp{O
zNdiEl3m9sa^97SZ<+vu@^Eqg{Iu1#LKb{C-SvsCk2Fwj8_p+=P#NT#GJ^`raLGTSX
zU!_4S>hT3sGxYn@hMeCcHwY9GcQRQn9&UJzwzWV8c2Ba|Jda^}(WS5LI(7+Nz0cnH
zEPjQDy&0LAEFcT>CN*2F_U6mUI!}+(yWI;r+#F|={R%!!0FMA|pm>d}Ev?%}Z&x{V
z6!DUC^y~Ze20avQfNnRKTa~AKynwoYiT<yhl;>7T9eL+Lx@_b#HJ2O*Mnta^BV75_
z`-)9pov}^;;WmJ&cl{-iL-3$cq4h8HeT1+H-b<Z|iw|fvo*sKrRY7sjFQ+>lEkBXg
zg-OrVHIjeLrjX<d+J+?ApW)_sa7_Qc_X6Nohi`f$6*+Wu`1N3&U_p|O`nOICuq@9{
zxRIE2lVq2vmwSb49yQOn^V$nnN;5Y5M@h<Ucq|s3=n@mN2mGL(wO0$OQFf(H$#M`5
zPQCf=E<Ts31vIRVwe{-^35U`R!^I4tM>xOzG>nSMxEkHVPps5oZXIjgZ*X0q%sQ9^
zw{O4LH?QuJ5j8lvvK&~&uu^igwF=aqZDM>QQfN4Hy4>_Mpga)?dX>+3qqi<J;ojk-
zNQVH(D*nUaIJH?wD2+t|_?puxIv#Jndak|`74j`SB!4Np|Gb)tf{G_uGHCj?9~bK!
z+C5_rmvYc^h`ug>X2ao7(KPl#xSNQ(wolQdB%e84R{O#;vB%cwYqfZ<B-z(Rj(*u!
zb2=B{bTu}g?PJr*yPA6(uhQ|QLWvpgb}|j5pRwC!fT>H#TYwx-8a0jZ*|uzhfv#PR
zv>YLPrpw0pEq+Or2fwYK4>M-;gY*#b@wIHN#D;;NPWEgBh!bR9hf}z<Nz$5Y5JhJf
z{u6)5j}&Y!QnUHAF*EzlS9fij+z^$kW|x#pSyDUvi(5u!y&;7sab3{2o0vlc#Fev4
zzve8`D;esgCpS&#tmfhmng6ei(c&Fqcn1lyE)IK359HZ07uw>!keH~1dz*a~Nm<G_
zrXncAFuojoY`oOhmg<i0n)#dPr%xgJdrC6))#;#Dl7d4~%GWn?RgFOr_(Tr}5pF;R
zj0}R@ygc4bNCu@Dn1|q9c-a($?c<c-R+RR`DvAfLk~mTr-AWMBFZ<{cH>hKaIBXnE
zoN+}Ia|I1aNW-(06}}kVE6T#>*LZxt&o3atC+?X?uTCkx2flJ$5ACV;1>x0QaZc0Q
ze6SuYgk(^)(t_K|tN}@MG%OcCbIbf*Bp<Sj<Bk!&>7c6!CAart%HEW!>`oFn1?yl~
zvXY@aj3ObUo53?J7B+&cEEKxv)9R%Km=g)y4%GqDVXcGLq~GV{qQ;!xQPBA@&?H>t
zoiR|}9im1Nce%>JS3y4erj*wPNxxw%2{JZPK<J%=nvo$-DzQ$H%b(yu#^j{D{X3H;
z;0Qidu4x7US;%Arw;Z$2;a=H_u%rz-z-2z5^QvRRHat-v)8_M#v8EzGfw`mb^Vuzb
zlN|0?GJm9SKgVyKDqhXrCFcV{ax%*5F~D;&j<-i(Ha2~(yhw>b{JcNY6a3BQY2P%z
zd_3O2YB%lzu&J;Cx5+`OR3%u!Ohvf)h%mm({kyIop*vXKJt&Ttxd5ssze{YEOx~m-
z4ywSUW17)Q=QpJmp>VaWD9(sp0j!VSKMFej&WgO2C8r@>N#--=tg%)uPMEf}AN&b@
zgzxp2-Cy@6q;m0lJl0@W$CR{Y@$fMo%D})pZ{<jB9R#H`sWRAb$3aNMRka<h+eAj8
z+hJTJ!8Lk;+X8L-O$M+PL$Y=DR#VLNko1<YUpceOQLVjCpqUFpYiqOVU!*Nz^;H|p
zh8VNEYyN&;V{${g{=gqe49&`o_(k7W7(Pl|+LHUIuYKEZBh+6|7W%*^HYNE>$=C)u
zU-N=PQx2TPZT2Mz7~g4MBKD{;%Y6Y(oH|uEGEo(y=~%eW9lZ_0^z%X0AKPAqhVe*0
zQe(bzOzKk47%`XnNKxs!=Xa=t^RFlsiZ-T^VNoOwhdtGG=e{pYwjJ7FZ&3o%xg2{*
ztky+E|3z!(={uoz#=+~-l3UGw8qe-_A;-pX3@kVj1y?lKePFoW)oXQQZ?hR+dRo4+
zH##3@-8R?v$2TRUl*z3LZe@!jtM;98qX#>eK{x88jvOtZ`1sdE6sU-uHm_T9fcOm_
z{;wo%Uz$;;is|v4z1wqPVuh}2p@kL}M%wrK)^`MXqAlRO=J<|U%5d(RGsTa<H_KgL
zDUi9KAapH~edhea9+1MwIg0_Jt#Tqxn4`5Dh^eNxMV)>pqayu?@jEi^?%j~t8@&gF
zwg_anOg%}TUo-8kh#3?ZEpZO=AK)g`oCDMnvO__Sd8d3~&P}P>0mK~v0NMTXp-|xq
zo}5Lxvrik6m!PZFB<`F$#Rcdm^yr}pNTpS!-37@`n2!+HH%PvjbQjUL^7bS_`%Z(S
z2rXUb?hCm2>fYisiCl&(yJ5AUvlma>gIT>5ZWbU5*PV9`0hcLZRth_9e9IBKH)eWX
zx}Cec3UU~pwKC7U;!$2D7Kc_Q#c`C{l6$M2Ea<Lo9j47Yvp-yfk%oTeF{#hD*B}R#
z;JL9my}ud%<<tkjaEm3nGi#jE?S9yy7wr(EMkzBOv<SB0oH~O@WA{omTJN3My<L6Z
z1HvFGK=nb-fpT(xm?6yic(052HSPNT%sO&aHzI=1pZ&l^#w@1km^C$4aQF<<q{2eM
z$*}2T)g$LJ&(+T5n)t|SJ<H8c^kbP}O=Xp=<7h$6OiQL>JL>s&ra&&F5==hxZSX=D
z<D5dobPT?Yd4_(vvAbSOYo$x}BC}+&1diPwljL`gJMeQsRS#Er)ZZ3x30oF?Yp*=#
zg)DwrR<jQjIn?va-aQw@tY5Faq5O%2q?>@dDi9!7!F9opi+)+ij9fX=-Z+Sz5eJMZ
z!XZ1Cz+~^lh5q`|68Ue3JCrboulxhOy`V&$3=3q=7QByfv6%@7?U_bCU7zWPaZ5c+
zILLqwd(S#6L7clMq}It1aJEG!FH&Bgw0_mgM^F#<j+~(4B_3tjnP%UT*DJYcG0Q64
zWfEyrlzq!y%COv~w@V>pwXudsyF+#(ZySdogf#Vz<d_)c!V($Cf#(UP0QiMn*BM$%
zli+-|G}e7|1DvRI4G}}C8E@&x#q{)8=LLtLz4kmq^C+Z#t^79fi^WQ8#2K&FlS1f)
zy}f?%$yzd+klt$elaJ>J!<Al?IiZ!~W{4STPJ7>w%U&QiaUwXP=pP5N<*3yWN0YED
zXY`6(pcrLd>6kZUOSSj0UZNWx4ZMt>qk+s(d%?5ut($2GJfOQk6651}0c<7+)Z)3<
z;pWZ-68CsK57|bg+U=fOMHRf`95cHH1;UF|$DRI^kJd#1U+Jb(@+W(SOg2T9B&5aZ
z-k1_~Hy`iBf@5#=yTbhTxJgz{4e8PJ)<}F5D-9k1_J~7#I;MPqY$|>-U*un9W2CmD
zeGWQV40iJ*ELfD39{<ygZ%K7eef<cvq$~a`<UyNfK#M^(U>ob_(|!})3o`G1^k;3w
zVRz8M9{IeS%E^IA9^;)2xe;7ZF<>MY4uFiQ3s6-B()G{4mZ2wTI>F?9zTblKSyt)*
z`dT^~*l1d)(w)Gdik_I1sRr)Ob>}Ho-OVik{XR!$v3{!dejOEQ-u5Fg`}N>ETdTIb
z=?)2iLa(ELJ0$AkeBm!43%gv|aNf}!^miQd9Y}2G<W_c*q;e`zCHPI4ER{JcS*u;6
z?g{vt8S#M3T{-F`&-|yA){C;sukLj3K9}b_TbT<T)$+P#YrwEg>cR)pyu>=f%E`6Z
za|U+x_Ui6y37Gw~aP>FO7d~b<7~xRL=JQo1pA|glI}_%I^0bdvAY;g_UVb+-WnMxF
z!2I*|8JzOpOn}p-!+E0OubUv;o<d@;ryNTC{xn~Jv28EkyVAdmjn^f54N++BM$y&T
zVUAV@fe|_VWDRrAhI80Y`!BETlYv4gOfKP5e12=_cYGeka@$AGafz(T2l%0VUa#{6
zzV|f*sxj7Ha%p=vNR$F_C8kEC3i^)UUh&2ctGf5Aq>$s!?oF!joIS8A9i1Q-?_AFl
z&uuf|TUzThY{a4O<b-;m;aym}*sPxC&vGW^eSPl`YJjo~@2yQn?X^QqSDg?@E27%p
z$lbvKQfTsB#=e3W8y@na<nPYz`a)=^G41bW!wn~7ZgRagd$_kKsvscOntPrZw=@R{
z`Rmf2!YStZK8()pV^=^8XrsUwTD!s2vT=$R)wp-uIZBg!vh_JxY02(Gfe-nro4gK%
zpgS5nq_(g0TyWHteK|e4Cyqe;#NC#LqN;vb_bE6q7;}I_w>%dk|NcrKoq^vpPFMq<
z<ifZ7$83ia=x_DVLUPVg!12zXo;+^jK~%l>9t|<7=1HeqQ+UH}q|<^rTO=VHCmDv4
zow--;pWZT6tQi}5PFxJpYE}b3J<2!M6)1llbn}f(X=fGeoPBzc;JYywfd+eHR<@?}
z;YMNkg`NRM@t;$8y0{B-5kc(?*QcPg#dauH;dzF8QVpZk&3Vkdq*;gQh?4d3fQ$1o
zT~Ct_FL#03;9;fcaTp5Gt=!}=b#L?V)~gf$l8&f;m3>hvIXj*2+J5Rqe6*e59ZYh<
z@tkUf)2^O3+Yh?Q+n|TEv{1j*2jD_Sunk=Opj-So)f2V<Gg5bQ@m;=75Gp%nOJ~!&
zd&c95*<l=EozhvRpB+@zYY3&C7nwf_(umvlTAT1Yux`u_PS9V|y_pd23Lo1yM<rSi
ziMDnB=43f)c8j>Ay9%p@rW%L*3mg0NN#enK3Lrf7_q^#qwb~_#NVLn3StcD8`Ep1M
z&;LeQEv$5kHg_wlHHo4QFx2iLA+JPJujaer5-w_egOxoG*oG594<Zoc)VXS$dV3uc
zi`%v<)o(kzR*O+a{NYufO6&5czfgHpUqdQy31W3Q3FJncUT(%b?)66Wpg!*T5UJnh
z?Hv2;<HW?*wJ7u1_j0|H-KR-Ek~M@R+i9tGg(Hx3Biq~J<{84W0<jmIn}X@ZN7t3~
zHSpK|5`o0{WX#9q4(=-S*yFUOD^Dm?uj`N9WuebRWG9GA?k1%sK?<CYiGk+I^Yk#*
zG@@g*NQR0@B9aX$;iF45_i;|EGdJS!e^44fA&?8@+}n2w@+|f}t#1do1&IK0qtkdN
zlSDL2JvRx(l%N=mKwNo2%|zR<T}M*XVnz3qbq`e#XSx6m0-9<#P10$1*_^ZfS2?TE
zUV^cbn@M7SL<~>7+>|&p8$N`DLapjIobUGO?vH^R@T|801W)E7P}ekjt0%ggD__t|
ze=*EqFYC|z&novg-~crpu7A14j8vsm_S1|}w@mQ{%hJI|S|qX)mT*r{IIy+P<|?SM
z0;HSSto1&i-kUDqB~&)<gChA3K<q6SdN)@~^ZM(dN}<}mY<jm_tPC6O2GvmY%MMs0
zaZ@Std^7@Oe)f$YzE7}$2w?%|4yhs(8ya|=W$OD!`?^6MrtqhE5|6#>M`R|}bOyRo
zVtWSPlfE_j;hEYacZgu2{p#PsJyj#61kZ!@XKYP(m)YIFM-ua1V{~m2`-3v+mq$}7
z^^2zZexS7wS1SqTCFbCT=oKwz6@bW+bVqzRRz)cnl1q&yx937=IqHhV<c$$Q(Ljbn
z23MJZGH+)T^m+X3h3)nZaqs=0L3gxj6ZjZ#tfLtZm-^28Qx5HWai|)WVmkemw&XDR
z#i=Q<<!*7gIYn&Id1P*EKw~-cwfng4*zL76O!0-TA7aeC7~SDkhF2O-;q2V;#M-JA
zh$Sk-K(qQ)(nYmt5|k8KsefI1{waMj2BRL>d8o8CRh}_aV+N`e8zJ~AB=*_tfHuQi
zOTIR9@SQVwpHB;0R)w)Y1o8fiyGv<vVDzG+bqcMc+E@k7fEEOKD0#5{{cQC8!y-Ni
zN^=ULl>Y+q5`B5|?p$|!XNC!hzk)`AyhYpX#;3I%yy^vOk>9;km(3fbLNE{i>W<Yd
zXzMXE+PB0;5Ub>qynfZ=vD|>Pc|w;aTN6=jZtEkujys$MCHUN|etW5cNmru_2^sO&
zRDpcYRSj@~rxzCMH!-MEKqPTtf&eqm?|!DqD&0)!9kNluga*eB^iK8|f6zaSv+dO4
z#?YoXzMT+T-Jr=llTSIH9%-el)1wu)l;3Qs%t=D^3>H{A+z;N_4Eh~?lS{O<n!|MV
zu@7(Ki9PL28NKP~M!vSp_3A?5I7~*8kXH><niuLMR=xj#t5Tmta9w2(jWI=*v2pfL
z-VpE}_B-cGnU!apNQM&LDAPDz#^UV3TL%jb^iW+KALnpec-<!57G`}gZ5M%Y)|n5P
z12#FU{mn2kLT4vFY2G3!99@>oe(#P&EWqDQ;D>KTZCqQ&h=&dVHaKr}$Az1eOyH>6
zYWsEQ4vPM|sD=qI!w|t{V9X|Ht?zlKtXI-5%ejicNZcz_9rxbhH12~>%COL0rsT64
z7w;&@!WU$95vDfDlW)s&*<r=ftbIGYH}XM@6|Bd=NM73#77q!R#B{bR58bMzP&N|a
zD<PhrjrsG<Jte#Sz^N}buA)5-9U&Hu`<ElpTr1>_&;%7M6*mc+ye)YG!R{;@J=h$8
zL8S6(rz{D_yWAHQSlf43@yR2ygN7_ZFYQ}9<@YYjCl;c+*e`y?z@qPS6IeVo4g-XE
zx<G4=ANH~_AJQ1+>7%HYSB6gA3AHCpD&)b#tx8ak530?QzwoEd?$XwmiKpROTg&Ig
zV%nxiU>gp#|C6|<H(IAzSl*RPgmR)d3r8WuVg@#|c^>bx4SPvc$>iYN!5@Z+8NO-j
zTb)}*1(ized0ysweK0`*jGaTv@ZZ?F22`MqfAVmc7g{|Ea!kpIu4-dlK9GFOn$fA3
z!1%wCG3~gvxJ4JzM<xfLI9-g32MaObda-4BFB&0)#|5a4k?^F;<FIjSGN^oV`_%kU
z9S>2~mO;_#-+T)MI^$+#8<*bzuw8(kpxzFPqdC4p00-)@ffawL)AzN0Ky3J{ckL}4
z0<`O2@pO3WVa(R3xeO+dEmD5Lh4Vfkg#<B0i9_;t%LW1@)Y`1*HNM(!$mMrK!ruLF
zD<iVgoIcTY^b*Y+YgSo3xIOgefU7E*^Fxs0s|KRX+oX$h5_?206|LQ>a_XJ=igLcb
z+*2F!rltRj_@K_+gFyzHB_L_kohN>ldGm!jGasi_dWMz9AgBBZxNLO`+wqZ{VCjl~
zl2r7-I}`<#HYE8u04=2=0|Y7&`uC|WdtXvDdnW0_y<jy{m~c=Iu<SV3v=xl(B~)eM
zR)`cU%GFEZek<N1A4qM4e!yJ`O{My1%sIezMevf&$?<nZnjR(t7AuE&UwrKrc>29l
zmOz*N5Gv2ZRZYJA0H-O^08vlW=LAQ&9%6S%)0&;YLBp+|ci$SgCTy_xTQ13m4PP|}
zBSu^4V!_`w+vjfFf<T2WvJla(%xT9(A_8=u*T(xi=<oADBmNI{IIXTEh9kv_+ti+h
zZ92W>DSMs1@f^7iofRMudRnC2EDny(c};i|w>PUBq_`2`l^B2->O$(n(mj&&aQlKR
z9N`Z-h$p7GPpj*GIbT-X7>v7IX4d+$S9IF1$7@m{?Y=FTt}(luuG4_H8ZIskt+lQX
zV+Z^s+|Nb{(eLSPT%7*SMZw7tbra<sDV<K~!;$9$Z=ZzcTTYefP;6_66E^LhT)aSS
zS02*R{pRJUW*tHtTAFs%`;&*p?(<?Gw;F=2F_Kw?oU4H=;Jul4wqCXs;d3j@t5p)G
zv6e=aKVh>=HyLc+=W+@sW7hz0w&?9mVqQ?Wg6wc)Beub-j$PcN%Dcz>dM#fVJes5N
zgZkz%$P<$f4EQjgejUdiy1HMviJ-WSt^PcgNB0_X?8atFV5@_tfw9kGnEh2Vx!RJ5
zgl)O0H)L__ExXv@*Y3W2h29smX|KC)X}cbF;Nv>xu3uRsj`MF-o|g*f>W)zdtt33s
ztKwJvN@_q*+L#U?fC#&faPo$4P?so&2Cu`GTS8;rYxd;6HyeSRla%x|R@l+--CRqH
zfd$iT_EVYrhy8+b?Cl`@*kjn#=}`=Z*gu{7SHn7nBUF#(usZ`We~KUzcq9ep?nAb0
z5^WsT<5oHKA-UZSy!jxYXvM3;@qNwD5*39bI~kU~-oR>iLHf9G_9%npnc85>rB`wa
zk=tr}_2uOPMzjK)5A32W-#NZHecGSQ<9h3NQV#RpRkf^p#r<Klgd&(vnzDB`kzcfb
zvHnUe!Y<zO4M3)=V{Zi}rSwyvR-<k2mYTz&5#Bgr@*p2j6N{K9S>+e4(o1<~Y-otZ
z9=Xe!ik~~;WYIOX$$fO%HgGdo6v6f;|2La^q9Kvy4LQf(mTB+qt*3D0b$Fod023eU
zM2djnu2Jd#x>H2aFiosl(-iIimbDw}{UwzlV<fididygfurs(}4@nM#qbbBUK?j&{
zjb_e`B-hhrm5au~V)I;Xi^aDKcQWHX9&`<=jeJ_I&Odziy~AM<g-YHv@S;OlY)EF?
zfawa$IFxu0MJWpEq(}DPUXJPICMHfh=wSs*%l2<J@?Jy72hff1Ej=WDe!o#Q-`Fc5
zjzGR7Q)Ukhi+<cc!_X^Ua8mz;#lJNtq$}Lf$#&QdR$BN6#HWcPw-B!I??%f~jcpM-
zJC5AO)!gTMG11Ov%<+oo{gJeQ03^{TQ*?^Vbw~Yc2lcjudfLu=zm}SWfi|>Vj)w*s
z?f9XTf#uaA(8s0v(5YWt<*)4AWqs;?K;5p%9fQsC<=5GKzHOd}qy8!uD>$9h9|Y9z
z6X@-!sUpDhOf4?9^Eh^ha?h^xJzWj?a9GikJ?u8)JB&{C8^I1b%*lq|0JxUwD3$$D
ze%NfF3?#It?dAgz<YX-Gx*8tqjjOHly8F=YV_P0><I1hiPZzl2cInCLkPm%jqKu-j
zJ5XS*b5B$0T1z}69nX)zT-1e(nm=E=?`fwiVLG&Q^DLJ~3ET8{bHb;TxUo&nUzcCh
zahWT!;}01^zt`2tgQ69m+fQpK2{2BV+%P!I0as@);}pm`$}t`jaP)hsV|s_A(#fsE
z&O>MjgbV%w;T=~>vm^-Y(c+t=Sf+!2Ngh$v{|tibOO+-#Jy7*|wV0fHuSZvB+hGVT
zfyaxU56E^oJAS`3oORiHXIjdV9y?hO=TDjXmPIGgs0=M7;M)EDp>Dm?Twbk@c)R{!
zoJnq>h0#(pmq)DpA2!<W5MGC1JqEIc7NK4Vget5o=9NCGkC?3L9z6h@Hul2jNKR*S
zpeWI!@Q2gF4a$q#UlfcFGQZn9GIsc&_oM*D|8)}r!A{qE@s#MNdRw>k{=C1OH=&?(
zTx{=jP}r}<X?$jo8Pw{TtP9S5<YOO{+@jaV?!nM5P2P+7`%)gByCN^c29v9H@=4uF
zL5dFTgq{bPNJ|y}ifM^&jN>WbYn5$`A-3xqiizX#cf$?H(cO)`Ic*?h3bVofPzU|i
zF?gh`c@P6<9Wk8m@Jy~B4VdUK&}hM%G}@TGIgB^0cZQYB7+&`IkcHTPvHu+0`Kr%n
zd*HDq((LH~PD<H_R}K@JSQVvB=Isq9?KXiCKF!)RuUn{wE6$aIJ#?(FAMZVoof+p1
zxeRKnGMjWO3}sh>+jq%toJ3t-SQ0!Gjz(@Yc^k<Zk`~{*D-=JaB%>hzpYd{SFw^y$
zckQP=W#L~F|L=~l^nEt$o^DaQ%K9PP416UiVaV=OsI`GfJSNn(nfLSkbFg6k8{ai&
zAPZW??Y8%l!y@S{0P;k2|Mmp@{t<uB2ZjC4i>K1F_ngr|KlZPQkC!=&kSODL=o08w
zh-&|Hx_-~fgLLu>e%h?t<^!;<29M{_(*;iw3U?SDMiMbgHGVbw0wvLNjypoB&oI2-
z+mDIND$CcTNQ?(b#UTg96HnU=^5y^iJ_h0l23Xtly;(^<_UCch4_9)Fk@fY8q?FZh
zO_hDI?e05Dhb<WjDe($^{wvc+_=C;j9!eA1Um3$+H}R{gY@l-wqSqtg(*7cQ{`E&}
z3T2T`^yuFIN4(^4)#Z!y7ux8b?Va6Pv`yPF{dRw`Avh_Vp>gvNiKgBEe3hpi-uwTm
zFx46S!s~pWf$|>BKagW1<H*(jK63I?b^1r^;h(?0VryHp(*M5SGpWM=&k?^*`TKu$
zmdb+%*QS5g+yCsJKP?b=`m3t@&u2O|a0<a${==dC*BP;{-?ybUTjh@AVt(ybttJ<Z
zg&qX_RD$mPG4_4+?_o}MYCJAmXD5(leD|T8PRnU3pShcRzMwT=<z4;3+=2UHMV;p8
zwBoaE*4uLpZjZw|3DHuD+fQ@IaPhk6pQHTiSz%h}<U3&vYq(2)Jtx=T%@nHMq1g#{
zpzSB(tljFND)v01m|0^%#(~7mJK9(+^6^=JbbsIT|Jr$Bj5=rMZz$dJ@$t1JE75n1
z)gWGy<_JMUNNP^|$a}mw8~=ghkydbn3z{>ZoJTSnr>u61UY2jy8%-hlIn1!Ttq@q8
z8-6{T&n^OYqdIgt<LnD@6JN=UR_wPssD)9Fx0FYbx#wlBdfr{Y^XiX~epoJ(<fQ%d
z71>%-=@%w!ErBXgOYUwZC#m_F;Z$}t0LRP%mH}}y`QP!g<o5jxr<F&ds~TDh5E1hH
zSBRPRV?rQ;ldd|9-+b(mUuf*{O=LbvWdxdKkZ+o=GsIqhDia*6;`gJfk>yl}O00q=
zY9?{+Oj*d@0S_tD*z230>aKR}^WXr0SfT<L#k^QM)vqgX8Q&T2ga@~7OEPn&cNdIT
zQAi#97EIwHMxd^Vtv-lc#g74gNh9S@I!G0K{&%!Nol9jYc=w6ro?M2aZTmqOeJFXS
zb~wU6;yP#J@#*``=V+7t&L!G5)Vm~~)Uxb!{%*<u!CD&5@Ur)e+eIrUdtcn7O};3H
zNZj@l&}D@80<FB_DBcIQ7sulu96?uQK5TIES#*g<{bl$9InYP&5k!VMnsIs06!%|u
z)bCaViyj;O6mChHuaF6~>qJ2q0sUn2G<DKB@%NJ46M%?zkL#;xrkk^SkGH{RXzO>d
zgPSD0k>WeBE;Nh9^Lo!T;`0|sN8Do73xdhwjh4wgo9GkGHJOX2?M5MmF@^unl<@bl
zg}O>xBf!u2tC-{k4Mp|%e2(*p1FwtNxBWGHH{6&B7f!#Zbf(TY#tOn9f%c3}abgAV
zW(%0&!=_|l=5+SlF(t|o3mIEKz~z+`@r>Kkdl!%6m*1mY43P%1`*cMWr|LA9tSh$o
z`m2)t&yl{q$A^$H#}iD$unGOKP;YTxn`<w&r|18p?Y|b4#kQ_t^p?osP((lkL`BjW
zk`xh@3|GI~u<EJxu3F!Jxa+azbSiN$LJzIC)_zwP_G08~FmxfKaH}#tfLSXvLdRg2
z<9K9VP;y25yapmWK&^k?pc<YP*a_GAAmi))eRuuSkBdL8^5=K#;BHge707*9HRvA7
z-!dqe7QH=hC_T;F5@IRT@zQ)z>H4z{v=fUbs}(XrT19dqkHU@y^&&(ySBMko179UO
zI91T;&{XIDkBjm<@AGx+Q4M+|Jb2hwkfFS=(t^*YHhC81Zfo5L;OsDul5s4Tu28<O
z=;)76PSjEB+4F9b<l4$fnxqCS)yJQzU!dWA?hYXbmDcAGvTZk1WkmZr9=>k-*rTAj
zzn^Z!dmBl?X&l~lJo$$lNjt?wkLv#Cp%4OpMOL9Qr_K3#>nULzK|F)Y@|(g3<8E~|
z)cg9Tq2Br!xNS2b-@b;P>~d$dj_4~JJYT`l+2rpVv{l>f0FcpxlPL*$=otB^wL2V0
z*ToAdTA`6L)ou&%kboVWIa9bYt;9&yB;hT33Qe~Anim$U%)yFi8HF@|9^&7>b?675
z|0hZ^=NiD_)-5BQ0WXG?#pmM|(0!|Y=?7~5$w`WDVUbBD*3)|ZJXeLoAI1(81puI9
zul@PsWy;xM>o~zTI(@I^>sdbu%uPmLz~x;}|LM@+i}LlyDrs(MueP^^QAaM{*bih@
zm=@89#Yz%o8C*<<3pemTq&2p<^hPy{eRihxe8l{M`if7!{qbY{Gxcwl;4jwkly%lF
zt2-WZB*^@x!@K>j^$p7Ot6Dy>#32AA7sQhSw;abN;x}2kj|G|N=fGe1r~^eLRXbom
zyo>%BSG|jk`z8ImKIflSes-fTt`w83DPcSoO~P&-wAxE0y$EB_x?B;SWYqfv2#iA?
z8H&+GgqE{e5CjU%NHU+8sg=3!|HrC3qYC>&OD<$|Bv#*`{AROPZ(^Q!-pU~$8Gf?1
zgTJSN2TA%dPM50v|FDIC2Z6^cS+-1$L)f*kn4#c8f{?)fF$;dpX<e+$Ir-E-bZ-AV
z!jFnGQO6OY^RM<+W~Ar5>gk`h__N{jT7f{a<aYpXl#pCkJo(?FefNR3gL7niLW-{O
z7dh#I4E#`m;k+<Igw|_erMLIzh<|=Rvt0$<(6vA5X@MO@e!PggxINCX{k*Id%Z3)=
z?Cz<yN6GegTb8!9ohrUApeTwRKyg6sc*7J>ou}3C^xsXcUwpwRR(nMy#Tz?zw!^$6
zTF)Bb0zaMek|=$$z$RLb5E68ZwLGDklV@wzR_X@|mcAYMLPA8tc5!njQL#T)j^DAN
zfS#g%fNQ4m`w{hY&>d%dCqN0zrhcLt8ho-@aC>pX770z*U#pbb<Tl$aOP}}uYG?g?
zP1<lGGr31BH+5a7%|=2OQHGxHq4x9ILHqoo-d{OcLH>GW+uK`6<`eFUF^A3nTJ`-t
z9LemhXwYy?2lQ$77G>2pLJCMB7@_Y&ZVQeJs0+%Vbku>?k5m0r$y!msl+YIpIi0Vv
z1h7aP=I;#tKO=R&=xUpx@D%mCUI5Z=qBdE`iSbuY!BNzU1>zJR??P~{-p`v+amI=t
zz%}azOd79F1)!<kysX!#oUHzH+FknjRkX~Y5BdFrNbmppW{(Z(TBsjHM&e1#1i@rz
z;FLxJWg~Ww+~f_mmG}+KMS9<Z{;fh-IUg^;jL`eTr!6_piRPES@6UFSJUolXsoopm
z3AVRguA|=Q@o!sgg9^^_ic_%xiLNQ2(A7YN{QNMP7lP~^%bfCpkg0q|S!w!A*8i6^
zeV%qFEnt;KJ)8rhd-Nu?0Yj6#+3og<_W7u{NIa&ZGQFgZ@FXdhE&sZ1972~751`8k
zX=YVKd_y`wKL5KH?PAZsVEu?M%p@Oc3xPTd8EF7Pw-HFNHz!cX?>CoS54JG<zKIZI
zc|>4;?G%KPIUqJj|NG9T5WH*>Bz}p(GvoimUT2)=I;U~jY0tUhR?UUrN$(D@0OTG8
z(~z3v(7~{+;QVSRgr{?D!|#>?FMG-l1UIJnqm^$?zj{gb_{jf*;rlad*&mB0j}!H8
z*%6xc#O75psJSy_xT8}lNhiCo%GebAHq0L;<}+O(og7K(Oezlzsl4dp<h!aD+s9mw
z@>bHRgDX%t#*nc8T@me^yfZ#Wo|sh)2Xbp3TDW70D6v9DtGuuKZ{)6&34MvmhrI0l
zZY(m?&@F*^_TkOrBag%Y5r(K=!t=OLN8OsZ2M_y<h;*@@!}Vg(Tn#(xzOV3NHi@@`
zv@;G~kTn>uSr(vGpJi+)rG;<}FWb62+^qwsXl4Xm9|z+w8yT%nTYdW8FWG*-e>}eX
z_n|?e{21xidEwrd{aXWh4{b{7=LLeV>#j*et%PXYJ5s|m0hx^BZ1wvib_y7+$`z3h
zrIFPklnZqg;2e;MMND*f!5q$xDDpt7D?W;9P(6lsCB0|sce4*#YZA1GjTZkAEx3I4
zD4y!_-!s~$M*o76<KeYxmGZU?oP<_$F@C&{TN{ubyQr2jH-Dm(CNUsL1v@P<A$Z1j
zEWF}%md@)cL(**nDU(5sdOpfDq1h?KsKl%1^IiE4(YKUrIzGhab(!BFdJx5@LdI%$
z%ia5Vi+5|2UlMx&D7{{rcZO6O_mH&mYey2bk=}(YR%OjrLoz_=jXWB5+U;4nK75|6
zq#YhB1PSv138k6OCsYkSqm}nB<?d{5rW;a8#}7IPC%!1JK!n-2-O>yF1-9x+_)P!r
zzb!Y(H}QumZU=tTo<?f|m)l{v+*#020A~``jWpjxDQ3>qFO@Ar-$}f;dyd>PYr1GE
zMcF3Mx6@ZJL}sQFH+Vh}XuF=_xAL6N(BSbVEn4KUfQ&ANzYs5SWcaRSB-MMkOzvep
z1qdTsA1k=|s4gSH{(MI1f9Zgs^8VV*7mjld6Qvy2p;cvB7%n*g4E;;JL4MATzngt6
zc3MqS;%l!PbnD&+(4`(*5zfv3iNO8__dT6{vNO#WSu5{zy|qvXI#i?!dcZ`mb7<$>
zgG{WozF!~s9Z2j$q$71_%rn3*x%<)0Vp?^4m6nI8|1wy+z5GU2!=j2HlcHJ0j64e&
zQ{^0HdZTiIV!U_&Z9Fouo%i#|&9CR+faDey!|vc_j1%2ct*va3=}^P5)=K9)zQ!li
ztfXJ5*OU#ME>sVmZJ#^|1b#k#Cx-uFr~NZ`^@%!35QT)6<c?@`UYVN@PQ>x;F4^Np
z@^^$Z)ZQD}qtUPIadpzz<x6fTP+wym-=_uvsiOffoO^}D&u9N415rl`Rt$Zd_fk+?
zw|{bj^rnKy+uk;yb-Z&8_f$cv^_8|iwHS<Ax58NGbtpT7J>`%z6O)}+Yo?#QiF%z2
zCFbHr0UZkP130Yk9_&ut#b<Wyz%%K6_Koh^BiGiV)PTd^SRFEcWSTC(nEY>EXW!uR
zRQOnKxsyx=kVA)uEZiXOOa>L*apNNo#&Hj|ddi0VZn<%DwzzPJ#;K8|$|1=HMOckW
zchy9De}du}7;Y&>XW2r6^l<>D@RUm!`H>D8T@?1g%)f)1noLLV*Ph_kB>uPYe$mjH
z!8=KgrefF|dS=|-Px}~}xdt*>{^0?9Q@U2QJUFFX!8#a0&sSH?n{NnE;!BYn++SA{
zQ;D|ni+_}!B5$8P(YBye^eq(nuYACN#`0-6ZpbvWE}E~z(&mWw33%-9lq(J^8+c>J
zLUfWF*RPpYiq9R`8+TYI+xTKjyk<?jSL)s!bMp&Ux{YL&h1i3PK>}@LcE=q~MY$V^
zm7^3=grC@HitlHHZX9rTmz!O^JNe#ef1kwmGIOyP9;a0mX~@BoM|<sVpaI|1)A1*4
zlw+{d)_{7{`Tzk`@U0L%5sk%d1FA>eX7D4|{K2-<uhnH0PN*5u%HH3ibClBSXo7h<
zfCV~}AxI-0`={ss{k!!m+Z>(ZtwJ^k#I|4m=$hhsT)md4Am?Gt*Qcb|91vwWopvbZ
znl#^iN`8ULbnh9O+W_g5tNAzj<1ZVt+AG(6i=_5hU$ddr$W_HGKX2&&i4;Ck$Ot6I
zHv+i-{^xy5$^1W=$iFuTo`GikhavipReQ0H<^L<j{wf1#0R8K(QH@|B6!>4h0XcoF
zy-vCQ-+nFGRXt&I`F}kqhz+4xx1`?ZzyGZfxUv2{?#|jryTfi#{?5kyXP4b$eY^h~
zw?o=ryT@p}=3#G$yKlV2jrQIVkt#*XuHAG$mwQJ&58?mB*sbO<eINbjeIsf~@XuoP
zP6@tKHja9^5*7rgV^|h{j9-3TT;XnLA@hz%k3Ejg+g~&L{3r}2mahazq`2@r0iD=s
zyM7}*-wkzYvbO=yZ*d=_^z<X&xtusro=;Sk{cnrF>j&PQQ1;KJkH~*tbU39XO{?pI
z7ke$!YW$Lp(yjp+&-=11-|puboHisHGl~0hDmyFL%^T3&D*MZHu&46_pqg^)8Yek7
zy~#Tj(U7F(cH*W8dTJAj7bxzm{p;cEALiL7@Fb&Ia@FI)E!GP**^XnDACJy`pXj^$
z8?gvLN8sUS3&*^O9jaWAa+e|as-SWMJv(5C>CCzjLv6P$S*lO^ZYDi~<D$L%%N(xv
zQ+C`t(%uLIYMDiD@lIktP4WZPiNq#&J;z&V4<IaHK8X8JH<dZQUKek3V>lQ%nPySK
z<Lcj#$yU0^b7dnOE_!>cZJe8`l>Wa)9`4kfZvvq{Qi8`45PJ%53)F}wAK+@02?2He
z{yuCWNh3mIji_hxeZRrt%2CP7Beh?OFiO4zqBX@j9Z}4~z4l7bp1@y99tGHcEm0fc
zsf<aHldcgJ!||2&L#@*l_}vf8Y38?uEEFXEBIJu>bNSKA8vjJ%BzS@P+70?S1a-A$
zBqan2PTvj%*#CM?yGQkHGqEVachbd-2m#N~K(sm~&thXj$(e!-ZSuIEPlFwL@3Zdg
zFGy1;Qgk(-Ac1f({&--uIg#YWMw$@<1<l2EV6PfIu*YW$sus4aag)aI>CE_&9Z&CP
zQXtt}^f?MF-odjdRDZd^U#e(`olKSV3L|t~aQPq0L4v=8%7+JwWiK45Bxi2sp;kST
zRPXk~dayBEdkEBC=KTS>C^wWgK<*f#zK~jWBJK9RnW9vqNej|%yq!VC(N)tx34tTb
zgT-HxlSqt0=lnmjRr1QqLlO}|klM`h{9Pl&#owJz&x@8}=xV)y3gt=-3UtIODEI2B
z$1pJFZ;$tOW0wJEkIhmJ4g$Iwc{Bn{`C6hw(l6;9>w+*qmd<4O$xw3GXeBeMQH|t3
zcsq7PCtWM<T)yi-`@N(ScKUKnkgqW2@8Yf7>>`UxBu=t&_h62q@(}1|RX*(pf_u&p
zw6#m(xGPgMK1kznFnY7fFJd)u1#PSA5R%?jn6cNH)fuX6JB|q(9_B6LDjYyTz-O>*
z{t+lh0sX7%Tpxo2SuV)<?zO`YLL$GfVTkbez($)Ml&V$V4+F<?IE7p3)}c5zn|Xsp
zuv+HzXVb4$Q-c}kXVYK*vFX<u3_!y({A(GuTsJS?J+9eR87#5dC)GESwhQM>ql)*_
zf6Xk&W)vEyk%)V$ITrCdH%Mo`X0z`n!%$1tAV*+zSU{`5z}`~C4@0I$n3%K&G7b~(
z{WiVJDhc94A$GwBzbWauq_3}jb~xE$GCHKAf3KqF;|ByUyco<uOJBc;jl;@+zrX1+
zm3ycgOty-<&(5&#sjo9LqokeM0^-WVFoPyF2wrZYS6$<&uyXLD<NUn>ss`?X-eXV?
zGNh!aa*t;%y3n@>hS&_$_%Uv}6#>Q#Mq9Y$4}9y~0V}5H2{gC&ernEvf8@;zgVf_K
zKSv7c)>#>PMpl}sJWA~}6IL_}Vu}B@3s6q*2Ja3E&734Vz9KIP!{?C$-|QCLxw)Ht
zBi_3tzz8-3W2(bP>$-O;O~G}<l~w@{!4l;xEGc>Nt0NT-3eee?hrh@tKQXvRdRp8)
zNVoBUwa<^A^K(oB$9NvW-bjxkk+#+NIR}q!$}3bqy-pCvErvP#%<g>9mC>b@P5~K$
z<=UKozui-tx%e{tpBtBgb;%Mgtb2KaYkwcSFiC+6ECYYfo~dC%1Dy{jFF?=x6@q!6
zf2R|mwDD0%8<^`etw3nnKkF+B5y(tz^JM+bpOWy>!t9}ooy>OYLwuT4dcO035e-*A
zMLe*kAnaZU9)eQfVQ*hq7FTm+fT;lh3m5e)%_-~l_!6`?o7sr{`yRHS(siIjxoyBY
zMdFH6Qm4e24xsNIuHq_gp<xFmzCFCspH{+gX6o$jK;9M=F0pkcYs)>hACGD-ZL*Pm
z^iFR6K$(VnJ%%6Qyf~@R954LiQ3^b<;HiIS4ljg~5~+Svm!Evamo@`Z-omZKngH$L
z6=9l@Ouo)DoM6N|d38T?htLxbNU=gY2q&E}7`3vhcJ??ppEE+#(ydHIr~k$&XTgY<
zC-;pSYqD+8p+U)#RmRonjkK(FSvbJ<jyt+K5QkS{b~RJn)7LmoO#Hzo>Tl|HBixAT
zk1<mv^>bC3Ly*v~?nuUO^n8YuaJDaakJp;o{i9Ja1z>K3YUGVff&1Mby!t-_;Co7S
zU~M~v1ETf-$pR&@aAMD#oQa|+mJYs{HL<U>+i!W&ce6+De_AI3vAX<Z+BY+LKjsYn
z7}ow7Wxby&QI!2DIj9@|x}0ZP1{^UuQ~OcmW!j;V!GrTaf1?iAn5eWaO#i)h|D91f
z4LiT#nCG6lIdsxCEAgp@{jUA*fs4Ox&#6(sW+IyPGJ!=Y2j|AWH#%O@EwMB`sK+Kl
z3HheDIF|3`;~}8+uStG?*;AThT$Syd0!9Z-=<69006zWyK%6YbYrIH~(>ZuX8j<JH
zkf}d?HvfY`Ie5XV@{si_Q_qBsSyZU+lk(q53UbxQ@AHb`qw&ZB_;YeUzZYOCpo80Z
zJ!@6Ttv#a+{*Mm;X=;PGg*#7PGAa0+?Kip84VOkc1*Jv`q~|DR`rYL9y%Wg#3Ydek
zf^iMRbKA!Qdf122WbtU>792M9)|!1Q?EaY}PXj5xdr!|*SGSZQQHN{_vQepR5mkW^
zk_X#;U3+z`z2#RN<7q(7@+1f-K}bZh#*A5XDkpt{8c{o5BS>v~IiIW$ub<4uadEY?
zU8LMmfn-DU&5;CHPa^4Q=GOa6-qfl55af0(8MfennJUkFiE#s40){RB_*!vt)W`1G
zZjaz<JS{idv=M&&;>?yd-#)G3-tfNlx|G>R7iyb;s1G46d<GF2v4hsE208l7zcEwZ
z-#1cWPom53#q`KlqT~!xQI!3y8~FO_^EWvLi57WO`p020sFX|gjk&x)wYwX4FCX-w
zbm!cAAmX`x$3|QESe-ff%=D9B0GR-h^4AbYe~gQJD($CPdzm*20*J3G=qk^qP|G&3
z$1NQn0oL!fg7ry1z>$&JZT6o}NNe5^bBo5_a2PMvmX(#iKB%5I0_aG??#R@y-A^J*
zD?BZ^aF+kD>(B%Lm-X~~-}t!U5j7?KYKOyW`@>}kVLxVOVMOKvuT7aF^(%_f&UY1J
z<vx<2N$V%OzBUyX88qnWm6ZZl5A}U^hw}6oe?`7PXkg<s<2b3jRXQz#?{Bl*`Q2|o
z22Wc)qeCEjx-i#A$1kGOF&+Uz9KdtH)IaMa-S(LI40RlfBIqxF>2Hz!H_)UoJrqQ^
zd;KUpK_m#>OCQ$V(zSXZ>>tOEUOgDEHXveql$`?>mfMxP_ovM?2kM8KD=lO}NW~-T
zV))Fyc{A*1g?*%s7beyYH3S8m6&m-4xZZ*SaybUIY{u@FuOO>n&m)q{4@YI?3aU|~
zdTE1S8F37nBg{R;#G40*F`xlJVZBQzZ_vH7*h8D98d@IJ0GnY)hJ*TjJx_V1TKDYj
z0D5xyZqZj2X3uk#rmRHYPATRI>0D}Gj4#q)=~G*dA;|Y54s@(!^v625TqJhSm&B6{
z9ux41*9CSMdk}s1?0PeN;>kQ9QT1zkwBI+x$+ONrQ}+$cP_^r&S1G*=^?QCchvDv}
zXluI&Ch2vOQKIwl?V%a&>Y?2LaCXSg+=Wh%*?Y6x!{1NS3%q8@W(S^o&oskNde}Vb
z<i<SfypBL?;Cbi9v-Ss9`ZRY-w^1AbK5M=|H`Y;>pZjWA^wpU6qGCVva2K#i2fFNs
z9df-2mq#38=Gg4ix#Cs*3>v*k%iC-B@#%Z1>&y}H(RY`)91Ii<=AT*~Mdba4OU1p%
zZ}xYB`TOz3t;ZGW$u}?8FMAAcai<5#8u(-OPrO9EY=q5je!2X8=3nR2H)aox*0^^U
z>`(@xTX}SU?PK?IfeH_+4b@BIZMqzC(Z0sZ^Yglu^Ru!`<G|>AxYnle=1$GCjeBzj
z(&7?Q^ZipT&7*;7vmAW2&;=@;`t8<Zus&;Z9|_y(Nut%tl_Imh{w^i)(5=R^uTO;w
z<2)(~(h-_2Itibdj8IfdlYQUNS9p)NW;e^UOc_9duU`nFsU&D<%y+N|uAO_=swZS~
zes^q6fCztu62s2i1pjbn>`Rb~T0(KsqVM4bG!y`3XtS^~P%UhNJ1KfukmSt-km*n(
zBMHg5v#h50EZ2ei&Pt=7x~3D~EG{be!H~MsssHY%8;aU~9KHj8vg3)d+_+L61MpJ*
zqgb1hy<N!M?PeC}mB;F#rtee$gTlq-_*Z0{8`!t0ph#@_1-=p*IZYpi3FBYx8;z`V
zY`+J+pqcC4cMmd;#v#_HEoxQFSeY+desc>@{^V3bCd|C?7G{oq@sE$Fz;%OrsfCSM
z?Ynum9eJwD$r?_aq^R0O>fV#0%d5@+U0e!3@HzRe9x3PvhwG9<f>geT?M2mYm&sg?
zV;vV~nsVB03E)^Xd0hi~aQZZKLzEw<QzUrLN=K0?j;`;R{S<BP@m5{4-iH??6|0c9
z=?N#)4Ct>spo*Cs9u!Q5YO|Ac&%Q3i48tq5hH>}|x7SpxRL&N*#|g&x73a?{mI$Sa
z#C4bJ?!8ka*I|Isd=nl?Wltlbpy~UP`Ze5N>T_f+(U$Oh0QbOqFE;0k{REM}iZt0d
z5NWESO0C+Kd8ugKL1p#J(9s~@mtpRLU8Qt-W@{e5Zq{6zhrxm@oQ+-=IeT84yXgpr
z>WF~Ffg)bg5p<aD*8z`|SXUP;VJ+&CsY?;;ZlFKbp25uBpKx%uQy~st$S*0qCGJoD
zC-^KkXo_~ndtMo&>mRaPpGRjcdyJov<+K#sTxRiMZR!c!$qMpd5bEv2Xu!7lG}ZB*
z+4_3wd`yU6W>KMeT_O~dxQ%w#87M<N?=EoakXpkISVz6N(m$%-sQ$g6Nw~@0gX><|
zPEF6Wee%%m^pSeb=7g9UbZY&p3C+M=p%zp8v7~EQx9EoM4KToc02mZVZ+d!2Kd4$_
zW1kr3l~6*zL%p?3cE?P{I!ER@P3D^s8@cYQ2P7=Dj>+Ay<6R>{5DWX@#T$3w2oBo(
z4SJtd>gY@Qw)c-a8-b}{P-0b=Wt+1f%DlT?-M48Fn{E~*;@ALSq}>rhIjlVKvbeu6
za8Dq;@R!r<NR;-a4qqphq+OS6yK{P`)>m`@>$_cSLQswIw@bMK*|IlJayoSYH#gO*
zeLjX!n^^xZkwmgGB?7dN!;M#(5HeVm0QI_680UMa9B(f4gxuA&y>5?!<A3Ky(O<ld
z`aD$qeA)qZ;$9J$6pD9GwwNLM09o1B(>%uBv;8`ax%8v)8g${*$B1Jy$tn1St$7eB
z&+P+lNmZN8x>udsuSWVlM^pQGc}?^b(o@6|44#rDs;AZb`*8=`r!zFyc5x9U1OoNq
zF2_u^r!=idBP|0o=kv?(qQvd}5Ts*P`tfQZhy4YIzys(W8{JXUD|f$SH1M(>h$Y-e
zu8;>cj8(t&?9*ICGD}_hHP@IdzfERua*xqk>4y>!KR3LI`$^2$dfkiTcBdM908+;0
zWL{>$Ib<*F++V~nSOC8Az$oZ<r}!{K@y+eD#1rdJ*5zJTmVqALwG)B^9Y|1hQEH1X
zQsO=|tCX{%mVMwB=tJ5mUHRUsS9KI?F4_dg0vtx9Fc(Qaz7)1sfEV8H9GW|8HNojp
zMi$*iDIf%O>*wOOd|3;q6i9>}!^6`vhPj`RXSy3t=8$`@HBe4$PjZ}EdHH!k2M@_3
zj_G0{R9MZ=)lCoS1(228e$jWWA~T5-5-*-pTD{7V)hQlOFnql=hN+ISK{IW#%hsx@
zqmyEGYmXTe`ot%LvEi)!<-QF$C2aKhzR8usN8xLz+DRG+l+P@$)@>fQ*os<}vaco-
z-;&XL#NgdV^jo`hx%13QrAwf`b1U0tT#x9hNVtR5;Ien+iqLSX?d`|qAFaqU&;5Mk
zMMK<3-;lT7VHMnFP$>^OV0^NW-5;SOTgC*D1+&=hllPj3S~S4CvY4JprdUZ&PIRp=
zLVhLnm>Nd6c2O+%b3c0exDTOa$DGH*dM7?mQpJ{mb>UXcJi`948&d@ZwlBzoW4Bxa
zR!j0G?qFBjjRYFZ2x0z0ox-m~j@(}5@Y~V`XpJG&BBm&ru0`Q`6uw$=y6V=>MrfF;
zeTek^(A+fY{+);Jk8E&*pc;e8Pdjb<4F|VT@i4OvhTTdw$De*-if6kJ+%2X}@b{95
zQfj`GZx!y2t$VP!ZXbJmU&Yzmk}!D4(Kxi$2zu|9WEIJz=A!C*eEy!Jc{xNup(YTZ
zTt!OAj?K~t*hgeu&$F+ZVVmfazTJ}JU{Cvb7!&GtsLB8_?nu+MX_rp<M!feKR7i}G
zM@h&})aiLX3&(BJtH?>s_dgi{b8Rbweq8F9ieHyg@vuBpxI?xoC}Yh2EsfgT@-lD4
zui`-cYXD#I+jy^+>=kXL_#F+-@xusw!kgydq*S7;!y^Xi$w3*+?HOXor6<hqw!W~;
zg{~_zORZh%jHUqCZP;e!<5v|{bg49oBZ!xu&vE`JFM*I&;Px8WjL!3M$Uo}5;ns3Z
zF9JU-eYm3|?wwuo(h2vo9@fbsICkVrtc5y%QODXrDck$>?9&ZR1{dfK_z~bH&DPDm
zVwEHW6`Xw`3zdZinTLzoQQPu#<kL%zO_3`%0B|_Yl`I_{vLud+)iFU4=MB*B1L;^-
z@T)~SNO8WB(MafH74;sr!1YY@3!I|+Tl~ED`u$ck<zHnzB~yI^*<+a*VT{L_JX?~j
zCt;KGZN@p=N$*e7bFV&<(hr8MRUzPsZ|8z*Sr7?*E&OpQ@`N&4{|iPPi<mSR@bGMY
zHq6RCt|(;blHj(xBYAU!rRJbot>cX^$mFS0u)O!xk%Lz48BePQJJ<7hhZrKMx!%O|
zqq|;m@m09%b~0rvYV7JW<VCX@?Io1m1~EVO4YltkR1a&j-<}Z&%@$m`W@tN|eNw&v
zU6lS-mWK~JLOnFy?L=CDkLT+dMvDehU$Mz_K3)!Vf?$QUAX&OyJ~mBVyn8LaCah_7
z0~!I`ICv&b<lznd=TmXY*34g5M+YxE^AS5#WC!ecpac2U>?FWT0bV3ES8~2R?9{SV
z>B9~C-pRw`e$==^i}eP!IavY>#AgT}fri=Owlz=CC`#ENya0l{;dI2aY!Z`k$<|l=
zp9|Zvjm8(%^qlaM{u8>VPbwKft(~&p=Br7$MW*44OP{fWgXZj(=o(x%$*VeVUdPY_
z4zIVp@(7~emKLep_{9q-Jb&dKaglsk*zD9nIrkl}n{T$p5WO3k1z+Pdx^2jb`zLQk
zBX8Dpm2lhOTS}CQOyxi>SKE=50;rDd@%aTfXpn&EY~!)|+K_(sPx;#MobL9!+5$@r
z*oQKZzJqZM3cH*Q!Orv7D^+l<mGc_7Aa6Ziz;nKv@7{$yZ}NCCgi24(Qu!ePNtcG&
zn0uAu&=s3o!xiymy4fd$=3Q0yzmSpMw|Ax4T$MdiIN>*<&ZO6FhLm&6y>vUELhNNP
zAx*pv+W+Pw?bmL4-N(7}&iEH^#$C`IuIon;zlDj&Z$1<Ep$fH@ePqm$J$1YDd2>b~
z)EHDY5|0IrUq$Tagx}=xZ=migFGZRiZD6*K>h?6*=5|v)kJck9@x<5Wm3|B+yL@qA
zyuL__gYOFZwK>zM+Jj_*cMq*U(*1_-U{59LFAP7Vn=$3Sn^J}3jcW1I+o~?zZ6^M!
z&`gvlc9yslLVyWkcuGSs0c@8O8CT^q*)vpYx;vyc*u(onohw78Oql-VP}2*07Yx6(
zVH_!rk;<uexjh~;zdsp1xW@h<uLClahAz~0ckvmcMm}>EfSA|Y;dV@RoEm74X+A^I
z=?SyheAu*h$zRl1h{}G!OtaaO*(HTNs1ct+1LbXOQ*Z4f1X{F(l=Lf8GQ=@<yQSZp
z-Ytp$E0s;m6jNWfjMMv^7My9K^o&O*1n0I&-}T!A(-F=IVtIA&mgNd*&p2VFJiE#U
z@DZpUMC3e5+t|E4s=JZB0g0&S+pZGtcXIIG@zLb?-3M*BEkFc6kgJquo6BCQC&%6P
zQzyHh-9uHUYf&ZJ=cK)3-6NF6f_>bKJfxoUJt^peKACgojwJB(r10Z03gOu?19KK!
z;um<V&u`8&u|%<P=uKB+D?LQJ#b2zuy&ddzkkgq@H+yRwjVmAjK|gs<S3la_S!p3+
zYpbexAys#p6QqY-eBDrIbSP8^?C9VMk>|-lpr2kpYp@m1)VWm5Db|Ba?xrVGteMXT
z#onfq#X)la?7s(Z8!FW*&q49YvPTAoECrq3Y?<c%u-|SSq=c8%_b%)29-OTFDW88|
zw~-Ox_G!X*R<D7RwI(6VRSpVtb86f*M8fdr^lV3X{ncR{>Na;~v$01VY&w)fO+zW%
z?JrFUA0O^Zg{@_M@lkBFtsr8jzAvLJyBE7F^Kn^BN<%dB?2sksbNCf>>C+P>A=#lV
zvVz%Lb<%Q$AueGW0MxkF#)ef{fY>By+XRJmMC_Aw$O8CkR{d&g_H^XI1>o(}H|gN<
zge%Z;@N1!3=zA-M;$kd+0O{66+99;*zN7tR&<N;H2}ZtMKYMuVkHePLf#KO54(o}|
zEWaYweAQu2)!gs>tc=PSK21qZ{2jjFc`;o`wI3;xQ^cK%tleDb#WSl~3*;8~Q25rS
zI$CnO9fR(B$*_LLNCJYCtPxD*U0HXt@bWXgH$m3oIeS*mbnYNT=lb+r``-T%xwfNZ
z^LhNL!d!;Ob`NYzY2uH~4SPS>40f<jiVHmg&R{(r$+Kfle){axYd(*!i0=GS(l<4;
zfi@z$<ENi%OM|`fg5tq6ZO2b={tXQEloN~-<P?t9?vc!K$0dN)P7ti0AV)3j3zXOK
z&95r6p%gOrp;8K*&)v^1dD7&O`~;lxhQdm;x#nFZ3uUjdRVB{OTQeH=dr`=&K-#9*
zPhcCD?n??*w4D1wdUJsE9tV!7eGAg<Kdhms=Z?=1C?f_zOgEl+X;2Wgg7)xcmcwaD
z6B^JASRl}#0fFaC|9trC^=v>W%gYhdvqLi@6Z@ySt?zdOKcxa$H0*(D+FXY^5cLFX
zh;y`)DslIDQa!z1R1%k0pfo&unp9fTRz&vTTuIcc*_2T~Qy`jwMw%VDx0oU;NCA$C
z#C<)%w-`SLP^!X*)q;`QYd(r_aeD2NMhw=YfJZF<IiP|bpIHnfff=NDtnJm^zEkxe
z!fI18#x)tp5mp|X<{tQB7ic^~SvMUd#5Zs?qyal4<?qi&5K>4qrKfyn<A7P;5ek0g
z;afM5iyOtq09nuzTpg-By)0Jj`q!Gwg~48Z=gR+8BVQj5@=^Ijak^_t(&z0OJwZFZ
zXP$}A`Ery;M;zvD(d@5q^go=h<hv+$^KDI$Igp&V2XP)^D7kHdigsRvdqJk)kLSLs
z%GjZW5DbG>L%0L2${p(!6dnRB`9}Ha^60UG{AOvtq;mq+AU8Xt>Xq<*sAAoigrHA%
ze-|K{Sgx8~FcCATI18LtIk~TxYYmw+ZTHF^>}%iLo+}c5Xc(#9!Keq%+HNfKx_y4?
z;Sqp=OU;G*)g9#L3Y`qPtd1&!lG*2_PruvBh4IA3U&hlt#?qE=vui)K(+hwfZ+ymn
zEudi9!D`cr$8FuCn`pZ%N$!wTR7BU*Jrru1zV|3t>I@*M!Zy*`54Q)%-9E#%>%uBQ
zE*@+HSVI*OH{D+j-=hE<-ms8w%0k9~atx~IR`07lc8M51jsZ5+_1(z(kyJew6M-q9
z1c5yp9QkG-<3I-$2zV<{NH=O42g5f$c!jxJ-=6c;m)*mTaD=v~E$hW{p0ErNu~W5y
zTAo&jIBJLtdraH1%5&xB04jn#D_%^5yHD6`48;076<KQ(9H52ME_?FYuO@}10uM@B
zG`QNR@2x+d=%D#cwfCzxXw61=lND{_MO~UXQ&NCkj_u8cEH|&k<pI+$#`E-%H0y1V
zUTZPDEivkUXX<Ov*nMQ=kc<YiTEdixl^T8px<!!7EkHqm{^%}6(;gZqR`daaU|7nr
zu|Vr})n9J<TVq2IOqGAoN#M__8v6bSBpI*-8|6y#b<|()E;w5(W{W`^jp+S?Tp05>
zKvZTq*O7+hT|0cCe*OgF7-JciYwu%rTFoa!3W}H1_U@&R!mwp3jWxP;p*5;UD2{y`
z5OwWAUwOJjj}~bL%@y`FVipG}5E}m}-Euq)?f#6gJX&O`I8e18P%Uch)QmB=){x!N
zu>b)80C}rpgHK$s5R5N@4OgCsW+m=7ke*L|XU*dzr7d;ZWoM3Ny7Xypr^{@bt9rfY
ztc=iV-8zVv*tfli5`R_q=sU<{M1Pd#Hi00jA?O7{QLlM8ga)^*#)?a=qpPvR#k%OK
zavNJ}m;~<|V1z5xof6aWvfsf8zncV~s7!;uJOMi%k!rhV&VE0r)Mm5YY%bTc;vZRX
zzk#=gI^4Io6CC2aVKz$y3o&UC$sig2!(}%G6NB$2SZ&Mk29Xd!LjP|4z(P707;kB8
zWedQ0^=f{$o72YDQ22XrT^=DSh5PP*tTh+NQ4#dQACDK-4yx$4B;T<KqzxDyDu_1N
z4*)GzdTryZMN$A?CiW`f+8Q`?noNH5QU1(U;S9njR8;+nsYI*ve)d7COTyL3$d%&X
zyXkQN=Y#M#kg0k&ZIABJIzq$lF#adAxC`nBZVzgEkhxA_B%dpnTojr^lg=tFG!L2;
z6BfNpTi3XUU(pOe^;?Y)Z|Y8;S$CBJ{#OU(9^Lu-PXCG~^OtPQ|H;$gf;JAD;K*fV
z<BpWgC=V{1A63pi9UxQyQ}OwNzRMfsFtAz%k9%Is6f3z#?etXTt`pbmUuF1347}Po
ztn&XsUtcx>%f%P67-0`GcdL+z^H6#nbF#XX8Onhq#WqoyXrc`3dWN%{A)F~))kOs#
z-cdgjWAvQ%zmfS3fiD3EN`ELbTmFMM=Nqv+JXn&tyPd>>dCPNHfW=6C4K9lD5>m{n
zypPqUsAt4m)ui{j{`kJAr=UCk9=!6sOi#eKg8K9idi;0>7NQWrpl1WoqW>NpbeO}}
z`wz?jADN3*{+;g|(&irjFFy<Qn1~;s{N2O;>Sy?=pW}!AcFP>b`-FgtuThC(sL~9@
z3e>y;px3{)D-&)wzzzxGI{lwor`>7yg$gk^y1tKEug-TI#1Dtg16imS-AJUfIQpl*
zqeZ_P_<MdE0~n7ZqAwHwM6G(vLwCcBn#1FJxSzVPsoyo|OaJu`&|4hwOG&N$dgn!K
zlE;}Nq}!Q~=jVF?J;}d!*_WHluK;2Kf=7E35VxaO{^39=|EG`q)g&KHydE$!<)lNq
z%XiKOKK@WbeDCDvSM&fW-d3O>b^7H`eCnUJ1jHu^!LVJ#5O@WGw)W))?pmDBOt5s}
zZD5vBhoh#{fAh@$I_qD%3*S$`1({5~{`~1t|2Z<ab#>fqc57T-{z71HOqII0|6%U?
z&mC9Sv#&V6`R@Ft^4_e!kO8WZ?tN|w7a~<maKyx;P5)pA{#*n|lHWZa6n{N0khD?>
zG&!s0;QBJ8BX8w@PV(nn@1KcPfjUkFe2QqA0CB6E8s9*G`M)(0ySw@|3~mTQt9~c%
z6V&AX9O$3l&e^O|h}lSNursdzA3gSn`pO$D4b6(sN0aqDoVdSv@BTRux<F&zzfO2q
zMO&rzI~6Dl<^{ay;{hMEd~Y6-zkCPQcJB!wI7>tpXiEBjwf)m8WzaE{cxum>SUAGv
zjWTs$-}#i2gG|Hp^!bcmcYlKh@XNRWU-hv-SD1ht{`B9K4e48dOX<fwXpKCCH_Vss
zPjqCHzPJVe+5W5NR{ML>2izswz|X#n!Hh*oEho*n@%w*o3xZQEE)(c-Hq&kxk#5(C
z?I|Vw^}7K?MnF9!w3VE-xpKy#I6}CyQWl{4fuShVv4;7WZB(IX>09%N?nqp<EDM2{
ze^#Zxd*c8a&O?F3{)3*xFcRIcrM_CU8Jb%kd|)e*r2(|(P+|CxzVuGOn?)*TcxP$;
zyMiV*^r+h2R&de)M!iQpPN1Cw4TN0!O}%+<Ds@*qTGe+>e3W8jakdx-h7J-^0{}Bb
zggpm5#G@6)H+#vBVxf}<^buT>6X*r=;CLPX-zda>Hv*>C17o&H2=Ychr@V{bf5rp(
zt$nNwAhnU|#4o5I>9yaM<^M2@?2_7k0wxB!Py<x58(Kfij;{ItdYFVJ57&0Q6kBg0
zp}q~o{(%1WpvU-s`|a;N&pWF*E<0+{-z&xxsX4hhujTXLq1ExPe>UeSts9G*9E#6#
zC)DkC###%cqlvZQQnkdqh=%_rP5=xOqCpE;Z~pZUjPVy-=>MOql>VP<)Xss#+@E%%
z^N^nMMDDh3xJtXN<f5ctWA(xN$XAh8ge3+Cbd~BqnL<=)`M>(ppIu>>{EFM46p20;
zRVwn)^SuG>5|j>}#ITaoANAe{5i>H2wfkI&ixlOm3%;~Y`H&0RtIu-dJ|TY&0i-z$
zG-CXS6$;Awx#aBf2w?u^sb81=&CcH;(bH0R6(FiMHw`5q-%4nr2~J$wLN^6(YvdJ=
z`FHr5c`<Faq(j`Bl<vpP2Zeq_Y)PwJRW8IWt{sxG->;H;*l5h3%&efc=&``nlLl%<
z0Z_TTym$;0<l#}T3q^_;;Dqv>a#ZfdztKCM@{AL{ujZxt$gR8>vaY7kLz7qUJu3N9
zk<;M#FSo)~DiCr7J0ojMU0?wK-Ds$Jh{Ae->Q_<^?Cqy_jy-aE)CFs2R@%bvs=W9e
zM3YhA*bX6%^Q$Qrvlp?9|9U0yHK6z-Y8LO@mA+EZwROqkL8TE3i{lzs31;PkYWF?}
zA~U~ZMFF(TfGkK9I}}BpQ%Kq8)u{vx6T3-nSN;t{0LAr~B-8KhPpxjpT(WCHZ%`-Z
zpD&js07>J=+#ClfVj#Z7JVcKBd9wxGlHdUe@o2~lE$zzxdWGetWNiUOdtP{$cm5`_
zggT*I$fPtdZ_yCNO<BoZvo;%Vk48l&=5XSL2<my?EtKmY=L6wwNM2xS&s_<1|0`>V
z;w@#f%U>(PXZgFH5H*BC)F*cm#}%cAYEdUu3w5<4EvJ9#@K-&6_un?<AL&?T`j|J(
zMK_#v9BV!dlD^(`ftaAoJ%{K(->p0c-N3YQSW_dTi7pDBhbFUj4mFaS!%K>%w*`Y+
zd#C}y10&4|BkpGvJcHXOSv#8TZ}dfAg;p!X#!$V4<zKDP$iLC@+``aR02fyo<g*_Z
zp1KB&WAvMZFheLVp^Y9sMDOpJgRX5`l`84o+=fFgaf#XkR3ewZW?Pcc(2Bp-2GSb0
zGQ5(@q-;@X<?C_EyzbT=HdgIOE@|~9^0*zMy#)5sQ3}zthnn}!8eU~-l^W?+@Pd`_
z<s|tSw8^FZ#Qs+R|H4s5iH|qZ*!Pte;P%XJ57d}`4~PWyr_?}l1Vl>TF`G$ckHFIQ
zvv5p2@LnIh7D#7?>^emIab!feC+f<-h3c=k`QeKY`(K)yV0pQUk*<cqNUj%XUtEs!
zd5~5bjt#Z=lTWQQI-~<CIDD5w&k?Jt@ZdD&9jaFqNZ*scoAtfhUSF(wp=R51$qaJY
zmHQQ<vDVfxs%rK5(dBcOrD+zN73VY=#OV-*>kNM3s5|H%922*W9r1c~aEtluOX3>q
zBK^Ff*m{<#@}?d?ur5{!+`;SKz**5CWr?uT-_@|z<z|MdEILBuW40Mi`7OH(%iWGp
zSvP*cj*kZU5MS|?F;8vcjtyIc+*^L@&7hya;O!32F>ARuv_W2bK^GqadG4Vgt~|mD
zO0heSNE25T)H9Fbm}&#zi~#;0XyN<-e%h9nust`p)%HX=bM7xq@F{w|1bqYxj!xpM
zpuGKq)Mbv?SRkeYS@p;hIe2HmO^e;FKK-Yc$L&JNQ@7a+iI3(3!!$aml4<)wg@ohg
z^}78c>MU2j9rHw^(V%_`ci+rLcU%joxZ`q!^enW+Zef)r>Lt;5J@d~mh`akjc(T2Z
zHra0j9Nz){HJqr^;l&JA$w7Yw-o^HQqWazpLD#m?!QqP|9>rTxu>HOM$2&HcaD|db
z@OMo?^1aszR%nnl<HvY^Fkk)k2{TbVKBSBMRLUci=hRJG#<?EU<s#Zjb-er8*#btF
z49*_fj1g=7Cc0)m$lvS^o%HyYOUf0Su(ua@%o`9KljBQ}fc=923lI<fyOx?1NXYZm
zCzEjhILl!}rj@=d{2LD;gSx%wkIgNqZvnWG-a0E*r|A|{ewm+1zF(-xY<ooPsva|2
zENZwJPp}G+u?u#unrU0c+EuoP`dyH3IPb->+V7io4O)PNbDR#r`P={HH^YG8jpap)
z+h494;_V|+zPdAjfrCD$^5;S8V<CHvMCS8cTu9<2a2;z?^~{TzRjP1-Bb)3vliU~c
zK;%nV$pk{xGF|m_Ys^CR2}hS@7|`Yr51-!|D2+L8c8ZzEAZ2?k=B-H6=MdA$4ni1^
zZ)s=1i*6+4k^{w)f{oNCvjASlopC~P1@G+Z2yS-U+bqZk`d`UvSZGQZScLKALjsrW
zQJbiPscnfzK2vbA&ai_8lp9A(4k4ot4~8TaodL%s?azzEn?8MUxKrt>LWXHrq{N;T
z>0=fYUd=(1_XEg(B!)@qJ<>i9Z_fvWFgUAi+reEHVzG?0_<|HJtawrn*OQdS@5vay
z3Rzek9rLp3SKC&PZPT*ilP)8djQ!0Qk6S^!IfVxtcbJ(rCFnbU{JaMX4_=8v%y(L;
z(HL?@YJmQL41QjIL0<)PVJj4dS1)%25C6WUIFiv-w0Pp|4T<8l%$4{RCWLuqOw6ft
z^)WAM>Td}WmUZ9vYkAEpE^|l*A;Y$EZXkexH{f$3wVW!fWzWfnFmGT&4(e)*DBLkF
zl<da+i@Mz>shD3Iw7jM&Y)cE>6_>kud&9=6ghk=xazc_9#1|1AMyy5fMr{cD*b@s~
zOLr?An$O`4M^hizOz`U{Ak%9MRx(Q9vm?;6Z!mL$YYyEEqGl|Fg7?+AV*xpjmqY_0
zA<A#S1AJ%Q&nHF+_6%Au&^lq1C@i{v$7SO<zH}^1EXN-B?WTk7+$14*@;+Gb_Izu^
z=!M<^f73qH@}HguV9ElJ07^NrwaLjjYk|8nD{XTr2I;WB*bb)UKh{4lGN<TxrxoZ#
zclk0GVKYsW&UFo|@mN)~+cnfq8k_o}{pjz@e%zCG7MYYhJsS|-L-(?M2I)tEu7pea
zMm6t;BZ~2P@sYpzasfNt-^%PzpOGMN@Ed1Ln4D3Rf6ZID3tXcvNdQh;F!T?|_%T&B
zKySO#X`S=|e~C|s{V%3hp!ynF9;G4HEcU<)w(96s5A<QhYk0o+QsReB5a!am5S)B6
zGQ6i9aM;jty`W(!gfXz!eR_l98mK=fX+IJs?$xBknpiNumm<s9fd+gjZmHxab%t?C
zS{bWuG{w+<*FDZ-MCaw*V4i5Q+<RgMF8x?&Ac6)XV>C#l8i!Ld!Y9YM0kUv8#RL<K
zaUnm?Jb%a2{3@+eEW}b{CF#eYj<-P3VZQ==4EO^n=-+XmX4&IY@-?|mf#Rje(eI}=
z&%f<wSDo=88G--2!sOnqkgGyZ>W4PXY;@5FeYl@L*&AcL-5v0R73n&3FkcG<D{z2c
z4i&#8lb0o_Y=9bL+K$++W~^JM_ijfP4Odk`*Q?QC10!o>?4URrW;BEVYF-P@-F#eg
z-k;1JUoyAz2U^5Q4~>K-c`qaBRIOChNlwBe&lu!WyR;}$z<&Jhi!Z@!zXTYYRyKxG
zVgvjQq9@vqlj=4SRRZ#WMlxgIMf+SqqANkLz4P#8-em6n>opd2#ETTM0@E9o;U2vz
z0-i$3+nZW|gE*aT3g*%heGBS3Y(CKa!v`~@#R)+e4i;=b9BC(B$m6ZUEw({&B~77J
zcGzu;5KUKpEYzbo@~YzCwhHb**-4xILaweDTEfwwQNjI59TbHHrw^!pIgVp}wX292
zJ(R=e_Y_}+H$=51kf?wi5T7>Bca-MQ&|E%6b!5KnlLDnBUx*^HgNyrpCL>?Iu_!pi
zb~)^zq!2>G&;aF3`g|l4E?HqnOF*$M?pQLx<0X;~DSadrMB`+B70C0)N6iR5OERJ$
zH=6~*{4IGhZ{c+`A(amLIaEx+Ym0BJ5r*MaH35go^E}PMrl~bJslY(rM~wkEaQCy|
z%fDJrvX2<OIL^Tc)Bw%{k+D$<7t52MEbE$^G)yAWV{?@M+Zz=MBjo1%^S-dtEEARI
z5@Xb(79H`ep&f;3C)Ounn=`*K3V2vXPUx`59$>7_bjq#N4p=U=_fJmpa^OI={p`q`
zb!7e8lc669+ujMF%PS&1S_8Eb0zaIr#39jdWMD0*TJF<O!<kX0LAtwRx#6=)5gfoc
z#}C*3B{4`lFX#K|y8El*6!Dw5xH64gAcF(;%+MQH6Y0cXLte-F6g{t&DNM|lPWvp&
zW)eyFU&MfPQ7}@zBNst2AMAWUq{@zcC@E=kmmGzZ9Fj-3))w1HV3)I6DAkgTSJrRY
z8%So!F(`&a1s~KKSXs<JEabGZ6db75?z)Va4O@&OIs3d=XiEfKc;FLaCpAZsJi_aW
zvLN<WFa5j@1<KK;(!j(K=ZJ;ge-QwdzP!N$Yt&>qBKP!rDfhp};uwrN$V0Zy-#rf;
z*Zdfg!9ysx$i}V%Wbi>N@K#)#`KmWd(G)KFEjZs^uaV>4-I!Ei!K8wZ4yX(uppZo9
zLY!n76c&gN<d-Y@^IDSo{p<BzE$(hwc*5F%uqf0&KRc)}Wj^2zh=;QQHmmxUlY0Qo
zy!*6QVaIJ;i`<1WI=hp~STwvI{3Xlx5BMN%^>j)Lh?A6W?FL#aXf~@DA3qIOoTX@I
z{6y3E^Ih6NqlDvRyHU$CBF>jXyA|Nv`7`XfZq;D*E05@95|_FF-NcOg^cD=|6&cBR
z!G?v4PcqJ<_c<}~EB>-CS9l?QjauH+#E_@M+kG20G3(ffm6Q_w`pPlaF(5g_;_>K+
z0sRGOjSAz0gq!dh%IaQ%3hJ}DpVm7k>D#^)bcXQL3C_ThH3EuIf<z`8<iv;2Zfxde
zbBAx+0&*^jBxXYHv8+h1gOKE0&Qa<8K2=ikd=KSBb}nuMn~uL#7N07hc*LA~64)0E
z_Sg9ja}q`=cEJ)yz&eWa5H5o#2Khq)B&SB*8(SuwNFQF^R!$s0pHAdhbbbV-LfqS(
z<$tL!D2`vM2Bz65OS}zS?;gx5q~XYPQMflzP1Y(mAJG#`wU3FaAl$_n$dMG`!p>kT
z=4<GV-CZ}lUgwEVzaF&JvsYY!iukAPj4S-DDm2(1KeB7KWGavo9?j!_A;U@T*AO9H
zx`-^Oo|j)v7M~rVbuH^)%Xm`skqmaFEW?!W25HLG2LZVR0ctAw#i8&mUX6PZ10Ez8
zL0iu;S@JYO@gH?e4BZL9S;F@8r4iWZGj1fdxl(vPJRnF)R#-r-=5Iz|+>;TOs|5S^
z_pFYE{`tih-TQoN+Ybm<xOtT?0Z3!T0!A!cdyy5{BlZhx*1JAC-WP=d9bdELn}fJX
z;eF|-V_9}tsd`%;DnQ9k6KHzZbI4rQbnp-8%a2a`_71pWNvAd@<~5AFb4L<3inB?{
zT%5ZFX1?2~V{X^Rx+cFaf34l1!^V2&uCEViE9G;SC3|PcSS5PM@?gZielf*;711>#
z#(jV0E3Ui1_5fA2^KFP{P#kCbru+S`dR|M{Vw}0AX}{kyS+quCL=s9uw2G3_V=@LZ
z@IHw4SSZp;M<IvqoY#(vxvN+M|J@Kvxp(vtQwmg;MErb`dqPUB2E$=P@?MV#`K3{v
zXEO3bqS~E=0wpGY@gq7&X75Q|jC%+{GAM&$1Dnkll4TBL2Ua|dzT=1GZlcQjcF<xH
z*~><|NK)sur8K94Q6o_eK{LWwlC}$<j#f`>uJkm_9kD7+SgJC;d}t5RlCkR{!t$Bn
zJUiMY=E2$8C`(?rmU$RQqUAErXFsG3(!@{Bs0h2)QnC5_YLk_4y!8)cyyn53QJ)3p
z6=tOL?buP}!67<B(<}vf!bYQIsY_#;h)LKiSlp3TN_DmvD+)CLUMV2UN<1FSgJ5K0
zgj#_O3bl5~xYott1#J6FqPzaR-pl!TDv<)Zyk%oQ!U-nqwWR-4Gl1#GmWGe@2Sa<%
z5w6MB&1nal3B1n5O1IFUrEfeZ1=cVek4K$k4w1dW+!;2h^*;Lz>~(2kz-YjN$?6i2
zHEI3+;$kmi^WFD>_9W(eL1L#lbq8<9uyR#7TAT!{CqXx_ms^Xwf3#S@M;T<N^rME?
zjzZ*-_+g{hL)&7Kj4k|XR8%pdc5CwjJc)B|L0AI}vjypPzYJ^G4iAyI)EbOdVnV>b
z#83CP6w3aQ;~Vcozh8((zAxH6(;wihf*11Ig1fpA<fP{lVC%69i1|%K?;`ZTd7m4o
zHNaiyuu#*)_i4_oiJ1zpX}$rkDd}d%xp9}#r&}~Gcud0<YaZOD0`r-|zXSRNehfU1
zU!^a`QjdG939qYYR`Ud&_#Vt)WO;=>KK@2b0!rxY*j~S>#d`qVN!tx@<XqRyu6l{V
zicmFSXxPsGkG5~yRux-<{3QVac@z{8L;(?mH!dP5atD>K??_kGIj2WI_b6-cy_Sjy
z^O6}E84+Nq5y@s(mByub*mqs#OqkR*_^ier3Z0(n4n-&34?7r_$93aOox0P#-R6_;
znX<j>X}yTz%{JP9o4dWRFZM<2r(lZ=PHQI$(BAJ}D#NKCrHoHhCM){csx-X_uVD^%
z&SMd92v2e!x(_|e;|*Rl^8yGH_&&EYG|JGv*S*#kRra-dVeATCVDtLCOR&G@SnRey
zL%KEMVF$!LGp5UVWo-#<?0?HF?VF4Aog6k%w6L*K*U%1&hfCL{2JFu%K%C#G{Xq~Z
z@j~A#a?F<R^HMwk;V%1>rXixNB~;cQu7}2sdp7D3p2J&CJ_>+n`4CeG2^1Gt*eo(=
z-wf&kEq&B*LTVK2&!si!V<^#CwH`7I8M(5UC9havkO(QgXwK)xuJ2e6s;{}g3h}}U
zS^>^_2T%<>ZJvCa-QoGJLL}F&{;Go)o$sS{#9r?H$w4h<|J_>KZKN1y$XE-97@u}L
zR@GbLbj2KC^KgqGeM+7%a<h`>J;SiA8?{3(f9i1ks&(Db(xUP6puXOpFAKNhY{G@N
z?S0o=LW}kg;~U83IrkTECb-$SCFZmRSLsIx#8c<$SFy5YbMc1i`{9UU+YUCnUVo+v
znZ1L7Gk<cP4+nOneFRqV80}BMd(Pu(iaDn(FWuW8n>KnblhNMuy^t0Vc?*r(jc`~B
zlr$76I&@AYh8!(taKHDU(serYK#bs2UE2Kq4xh~lZt6PC2twf*DVVf72tF%+>a}Bq
z27oBr!#rW@pd06;UYHd&7-5P2ql_?!?%;}0_SsGw#B$Q(9qiT9?IvIe-#l{oH~f9c
z$KFzGEO;k$ZF~~r`9&e9U3t;Vc{Ybr_<kdr)qaK_Q#KtI`3jPK5PCA6=j-9hF9x7G
z3Nrff9UZsD%b8$P0?Sb7z3HU2e|KSw$Rk)-dR63gG4gyFPOV7S`@#m9lsSeTe{gMx
z=U`n2m`BqkkwcSPFtKYUmmS}A9&hpe>K4O!va;v})-Eu8a~BO!Z=@aJpco|Bo32*n
z_TS86B>VU<>4mw7k_)@}`>FwjpFhMe!%9X4R~0y3>fp`{kevd?|7}*|ob`wGo3cSa
zl()UO`@9Jin}Kx|=gUDY&;1d{fjkTT1RMjG?_;|-pP@NBcAf!V@2%KFmnMIOXoSXV
zc&HhMICsd7y_ZD$t34Kht<IY^s^^C{UV@xwR?#MYPV$}fIcRJQA@3drFCmsCTvr>f
zf%n8<(kg$m_SiBIRel@W;j)Y(%_SlG{SKf1OE_sgCM52njYna4TZZ(AS%E$ulOnEx
z+J4ctJ6yXj#t&mP;uqy>QQR((Cu3qka3gpb$_0ZcKn_><k7U%e6Wi(M7Hx2A$UP85
zAXq*VB<3!&poI9XVTOLq>7tmA)jY_w%a}WBx3LhBIU@_-3x4I@rfaWVnNJ2MnT0!V
z5fDAap9e*0@(X-49*+-X4lJ!8XbR%dXbZdf2Ng7LGg*-UMTXZPgT|Aw`3fz7OfhiC
zn|FS%+)JuK1Tg(AE#A(qU+@<<b`bTGOoO>wM}i|RbdIwjL)jXi2wPm0cgNIpgYCDh
z8*U7d8(iCOb&HSe%Kw~x^6dTlg^UTL$dwgKNMKU`t$?sk%Tr`QXaQTva`i@!G%w1c
z#4fk+70ZtgptH<v{Os5AT6D)q0!|U^w~t^auTw<B{{$j9i-Z0w)}1~En8Fx9U-NT9
zNb&Zk$EWAuZhf0nxjRr~mZhiphL8Z+-Toa*%hfBft2K6_m#<w~6^dK$-kqXSgqBbW
zM${L?7lgNTXX;1BF+hpwD!>JI*}sNo>mT;7&}6gX+g!T)P~!5+C7KOOS|1^1+C<JX
z0(IuL?mS_+k5QKuk55;cVwSxNAN#N7-OcyYaSGY<wuYt)j!$O_4i&mmzMIYm&+YgY
zvF|VnatStMJ{Y49U@WpiuZ*!{(j<18neX4&9Z*{hU<NPnIqg079?~e*b^XPB4QG{-
zw8}0ym`%vHm%vP}bO4QiJxv@Uq6IuE23$AFtNZ4dt<ew1w!bryZ$V5<#KIE~L3uF{
zOag5nEVHm{^8*Au{86!r5S+nf{aV<{JsGd$8=bGIx48DsxJddW2RDd<{FKd-R<y80
z)3?Aw++eHIU`~d6hrUbY4MBpDQ{j~iw=gtl|D6W@q|-QiK`oBUuPHtBE<%sy3xNQ2
z*P&w;9Q!{(6gY;0s1*Z;!n-zT`$<-Z`UN?0_UI4K5Ly=oD0H9#XsBRwABr)#4ZnI_
z@GF>|GEomz2Y5C#m^#a1q)C0hA2-P*%W%NA?7>mEGI4!3{@j;Xg&+B6S-bVY(iW0-
zmagJyEuL0)4v_+VL+cDG&`g$0Mfg!}w&VaPTP>680X}!00_zTp54uBBVldye^=KMi
z+G>o93jSVw<V(qT0=+1o7HIqk3p8husx^C1@)kSW*6}{Bw)`p1T|&)qdR3CU?UNVB
zXSX}&FKu70Bk1&{P{C(E2SXDj{tB0RoY{)|*y|4^JtBOV?(-+9DpNW>houA~)eU~%
z<mZ*e?SNkFZ6v3!EzDgo(NHj0@-AIptCIDRCEcG+W&|cmAB^ht@eT%nXnvfk7Q0F8
zy-tvL+ZLz^hx=!4`@r&+SG@c8kTI0iyWWlhz<5Ddibi>z2P6P$g{T?VrD66F*rZ4@
zB`A~OHDA-lvzb+_J%mw_dmcRyF_#3>{*I_J;qv{-_UCHTW9K+X`*=Z>3plQW&CbLf
zKA2v4%^@>2#XFu<#SCHEK;#<>4_I9=eFwpfO`qW%E6=V;9$uQ^ewb<>0?89P?}N;Y
zeM245URA=e`Hc;>?6GQp!+nYP^?;(zmD?yV=|M;#VjEW3&S`4N2n?We_YLrg`@`rx
z%!=nVKgHpf$3=XYs1POfeGl$?nDp)SmB;%=r9c&1z;2U{)wX%e27A8_SvxiOz21e~
z6*%QoMxqn%u!8lzkly<33UD&kTlqk9wjG4iXyGixr7c8TGgLf0wc$U@yWM*2x4z^P
zcGT;JW=7zHc7&(HV!4Wr_u<u79~1Qj%KcHRi-&s%lc|%Aa+>4AUtpvf;pBUVU2_A>
zQkl*v*0TrDCVU`N5}9Ljg{v$E7e&XmJ98o%x9owJPKdR{$0XlBh>!`omm~-o?nUyo
zIcZvvAB}Bwu?zS(;!t=jXR2l%uBEle+5t-Esr8}ns203;JFLXhJRz@_;A56OmN(ki
z%?GgnRN$<_VLB6^O5HR(+e|Sn@%LI$c#L&<g(goV`lqG2{dK>p&DUTJc^7`a9lNvc
z$~ly!;KNt(1wrR4d+3rYFyZ%=jEeOLmR*m<N@j<(nV$bnH7%n^M{nBDvA0EfW_{+8
zD*HL>`h{?_79*k;Bx2FJQYq8;HZFfa>>KaCzYKTEqEE0&K)Go=>pHQ&Dvji{&ew1P
z^R(Lp#y87xhnurFgMvzW?fL$tKkJFW;x8QHiw{WPby-mSwYquMXjNG8^UKqEp~PK#
zzvwY);4Oi9)arU(E#9f+Uii)Z0T`w{jDEoKzZ!K9p&ZwQxO^+_3Gc1AUv(NEr0fo;
zY)eSeq9cQJ@zaO9<7rzR-k@G1CdZ3mxmo0wu2cg2V4<O(ztqdqqiwB$R+;WA-x$7K
zQQFAOGbPCiyZ+~X8?wK9Z!knn=$2!q;4U_xn6}T{Li~$)Ka>GY(xLc<!4z$T_ac%I
zWgbB9e70xWY53gTe$D-<qzFK{!nkY)E^IrTs~m#O#Cp>==G+O7!^|F8iUPPp{;|LC
z4Fx}>qrrny@>^Pr?$K-&!+T*RK)c89zP_BasB@;6t~s8^!+>P6-<R8a`GPuJQz(;w
z3U^8S;x}|#FAA}A2*u{z*E>2rq>;UfX}5%TUt68E6~Mdl{L-{X&a`x`Qv;hHY(!s+
zpT#ro^(@)@NNK-ak*u3tKs_L`sO$B7GStV^3tWL{<hjm|n~$5MR(mZM=%2XwO>2M~
z%ohH>o!idceSg+Q*|@x+8~~HVPFo|heS;Fl4pQ1e`{mvCo{_c%G`R9vkj6y^TP#YU
z*7jbG#Ml{FRB$=HFAm;_GP8Z*vdxbj1c9f6h{EaUp?H;vf;EWh;JtM8wXHyes;(^m
zcV%f-7h{mR4l4f}NF<*NeM3_dMGXLpC*AjkxShRjrBT6xR_?$nHvpD?hC#wg*nP*I
z&Cm>rwQt^kZrmV3t3hXmAJmEFhgiBm(_)8yD^Ic(gMLm>9HUJBNc<$ahnqG}M%N&8
z!2!G29kN>O8$Afd3xD*OgBMl+!0^!(V$N_*x%3(_VWzL#^U}~eBsvHQ#~Cu`9mBtq
zQlIYGjq<$W%%kWxGA;xfD$_-lzdv)seA_|#f2S5q^gfC=4MY;jF^3=;P4f4AH7K(b
zPWJKg2xN4eXboXhGA&n|5q%x+`<bymlcz;ez-Bc*I>L+8J!E%EOyyonIgf>-Y606R
z?TavmsE0;*42<yg-f>AMVP8;RGcVOh+sZsXm*R5MN^8)iTgvtR9%vKVuT^`hJ|Ien
z3F>c>k5PZPHji76709i_D@1hT#R6vtOq9mO7FKHr5;WP)>{kU`FC7<cp)aHxrt0y5
z>YyRBkVOL5O~-k2e{t3c>o@LPaXA<1n$gS%plQ3G2|DpWsCIEffe1^Xds&=&-r(Rd
zHK^yS{05EgINWej@8M-ejj?ZFBQ%_V<5URE`U)bjwXwb1J75MiE`9Mbka^&AN9O)T
z(Y#4pe8zxZg!shbfqdk(p$Y+om0OU7&;eq)H50_uYDlj+w}0ikVZ&ypO4hb`8(_f(
zVrxVi+IF+%AfYM*;dnrkN#r&n?Z58+>0so29wk2`<wQFNHmjtdi9bU5)*gYOFT5;}
zWfflBWo?8Ahi<&s30eY4T<21ri#*(ajcfn99+W}o7SiEd8p5Nse?|J7dm`VtjvA8p
z=eG~d*ZE$jre|Eohqf$?s=NGdsLY=KM#6m^F~jCg;|Y)LLTamSImn^>YhkwZ6V4iO
zp<F5c&S-3<Et;EKOP8l^jBq9GB7~d~>mny*71ly{A$h{R;*d@4lxGVzWIoHZGhZTA
zkt0rP*Pw~B<^s)DfzEPXS2FREW0|uT)yv)hr|Pl)>Wa=pkWdzS_Tz`Wd{4Ai@^*-p
zVf-jwX<ymuN2>0?TN8t6e-3wp!?5sX^-Ezn84D;M-<Hhe8Pf(HgvUd%9Eni+t#Ntq
zuE3;?LO7nAr!-5%3cLRkqvJ_0c`<0%2YEbP(AMKKC77oE<7+6rM(-9^w~K0WPNlZv
z8~MuDJcx*;iogfL)3RH>-?)Q!+SJ0kuXH6&Cpc(7RyukIOOBRt90MHIb81zH`_}8D
zEhJmny*)Zkn-+qqohAWQ$qV#P2iTiaHkSB1jLPu=%3J$mAt3&e(t29$Yt+)ij(l&|
zg}*s&o`5WXr`2F_eHJDh$E@Lm^cQ!_&upk|lu>5e1xnU9YQ|VqDk1Pe!kpY{(qfOw
z8@wJOgzD%HE>4K|&4Al2f8DS3Xgnk5y5{73uTC%VG}in|sUb{hDsF)kJ$z{b$NIzF
zhCq!F$zJ*G&>#QeDyKWw`W}*x$#~c*7d2r*gJUm10Qc}_m~xpf!qj;NyG&!iEdp=;
z#cFMcy6~lk976m$LQyhc&aJn7!M+L{toKk*wc%9KErK=H9J0;Ot)53u+{HP3mht`e
zKvsb9L|A7ku?s*beSGR!9(I)*?hskxCH&=umUzq<ZmEQQ)^mc0QGw~KqDmU}RTjKb
zn7ZCjXJI9H;acpW8fNiidcIq|ub;6O4k*&~$VjC366)EXwTDd!*Z~UMinA5#kCR1<
zuDTAs`c@WE3cGF`oqJmM5R4&SO)BGycnYH|dZa$?73$&?^WMC0JW^0pGPC9mEl0+I
z37ij(p#G<JB|}(-wxR4R25w``S2eL(TZytL*a#In3d<IWnui#YtxYES3>O9JQyci8
zZ{<fVoK6oG&Bf@W$PD+l79fJzLd?Dk>Me3E8F&So?;GzmTkmA?ysa0AderGM&Z$wt
zh~5Lnggji>&2ieZ@ALZsnL3S76WK#%pzgXZ`NO)QY5Y#UrYB`rE~hv{o}_bzzZB>7
z_V1CPqcgYOK-CvV%<aaHjVD_{_wX7&5knlOXc?nLH+n!e&yZgI;fo@ciHt5jmgrFg
z|54mh?L642IY1T*#?Bmy%CB9M$%idC)i^9I^sDg<Ig|K!ioz3GwU9U6gp8s!L?5!X
zeZYkNK~caaMK$u1plmQxQ5_tz)eR$3yk;?HBjiyX^KeYA96?H*h^14G->2`~u|);H
z^BLAJF6wz2$s<(YqW5f)fE-Q$2Haad=tFh=?&~K)eH5#)6`vpP4%q))7y4!Jndp&q
zCm<8I)6c37Zk@kqBlJw{sMvx$Mfh~<mpc_5&*HN;_NQJqZ|@vH8)7wv)xz_Tt?zFF
zoEY$#M!9<ZyiP9Lw)78#>e7O4lF1~1>vfSzKny>2pWqyR7#d_Yr(Vg^vHMvIK$Tl+
zIl66c<$LZ{r4HNfu6tHaxjef}0%tzxsCZXR@8bYf6zrZMilJ6A_sbJ8_unnJlei-q
zvV%9+o7fV5@trgP!3Yd(tAVY0XJDH=N{`vcIrHfiwYD*QhTr6HsK?5U(JfQYPrEB%
zh>96!0by~G^7L1fp?iBrix{l)miq$7!l{C1OAa$CRs&&k8@)8(Z^?(|wZ)3wfUyG^
zB`l&g(E3moz_Kf@)6${<Yd)ql5cQ&4gAg1TLG!GxvEdo&joyE(^L-oX;S~}pzj@R7
ztkM`)+r5>ewN(lovIfR*IgR51?y<{5xGp9$8KCn#3Q82t5JI_g$iBvx1l=YS@eAp(
zJnWdGa}hZxrNgvm3Zz~>mk!DjE;MgU_A}mY;qy)miVlK&K$_+BwD1{9kzh{4C=&b(
z9wn2#Xi<~i{)sLEinpJ8Y<&35)nR6YH?ne58QOt3o?Z5~&Hw;Y|7H^?6`6N?tUgE7
zhY{dPt9I^DNym%v5$j33F%%ma=g0M-+U@6t@C8KATXi+T@z{uoQ&HY-YKP}}$7+fq
zPuV?bx>9%Z+feT0ye`GgP7jO?4on2z{XeTto9N9&PCl@*@!jJ$f)=+C&#PAow5tVq
zyHm8Ho+if2dI49uz5>b2s<Vrek+F*}scJ~|4CpXQssnb&D^l3~9v!gq2My_|BwUAX
z9j4ofwuC2doQGZGQpi8rS;YSUw`C1{Ho10qg9F$RHTP@Bub^zj`p<AD|7A*Zw>)ju
z;He6HSOqJ_3VL+#05M85Nc{W6g@u7Z6in=^5t7Fd!tcw^bb)?!=G<6;^3`KZ7{};A
zxt7Hm5A1H8gOQmoVz6IDWKf@=JU0$JcB8>bCPjdT?~F`GHK2)59=*v6P}gl^cY044
zZZu54D?TsJ3kJOx$nZtAnm>ZaHtJqCD394kM^-SKCmYu<4EG8U%-dXxM@)DYz(u-n
zZ-7W}9ER6H*C>Z0;OuqH=~x%#za-PVe^76UJpOVQ^l-U;@nT^do{h-wy!gH4yu<1?
za9_{~c&<i|!56_HF4WyV@{1<D82uI4!w7eWt6`m9(<rYy+B#?hz+cxfg#WIiZ-CxK
zZ?kf{@2ZDUX0$~JwoHl$dnsNSZ!ws^J<_ANLSxA_;St=T?o~fQ${<V(vFFE+CGLof
znSR73nS6UhyC52k6<xzkz#W&jPakXM*uuu{flK{-hmW-R8K=ErVxKXDK`&vLr)O={
z$51JMcwOFx$Cm)DYqv!WsAnskP5Cff%x(XyhKFU5V9XhVf2-)*sYzuOlFBR>iRCKb
zPs!&yhm@^Wa74LCK&wYYzi8w}h04Bx2kRjdC>Fo^>O4a7kn#3%@KZ|iq5yL!uWLgK
zu`K>`Kel;We--@|MR%k8boxqMq09JeRGa5(G{TApi$G$t72(-D8qSnA!i$7+7SN%C
z_(<!889@H4I-NP%x$P^C{M6!YoM@%<c~Awyi^{X($Rh2SpAp7XiVX!nV6tT_9H-kc
z5x23B_$9BfHep>U2XdAtyXr7^8U{Lk)qzRmjM35sLH->i`>jnqf<Gxc>p`amce-XF
z=72gq_J9#6TWZZjt@lQ?n11YL82C1eM&AFr@TA*y3#Cpmt{%Lkpiq1ZFUBpkdFf5i
zh`K><fVLUA%?n-qgTFN-ySDWoQjF%5Z22#@c6CLb)x+l;;}g|sf43yN9aR7*CVL&M
z{kDgJUx6tu`rZ?M5X6a!HhaKD50u2=qJ}je<b(EMJI3tiXl_GGKdeK|_^`M;fpNYq
z-kWPMjH?QKMPx-jVQzS2&=j_YVwv2`ZGS~jG43Xc2}B4UbApBFC#S+I`Vcbjk)i%^
ztU}*WKos_k&&W38SBMY8x%ZtDQcV9`c(nUxo2m*crj20j3nS@%1=X_GXZoS-A&av@
zyb5um84;aoJh7Uquu5Hako0Cc<|}}6G59*bIaEVXmxbmE>YGuMC9}IY`0C2s*o=b~
za?f_*#PeXN<Pi8?rGH@F2j<Xe*<wLDZvi$2SNl8JtLYT16L^03{kFGj&looaOxOb?
zqI-YrRbKLVw`su7H`KirgQn?&<~CqWjeS01^;VM~tLF5#vx4teqK<zI6FXX2jD?XR
ze*8DSHpRv2kvC%Rt|s3xJKiik@>Kgmyk}IoojovN1nc<wW^m&i_d9?TLt7nom~qJ0
ze>vX*G0>|@!cw-k0O>7jGoZ@{=ZiY?ftHL+Tt49d(ku)`-fy)xs(16lF}G;i&qqiA
zvAy%kSQ<b36BM4mtGZ@x2|_Tmo2KxmTiaBnXtZ5SY3jRIWK^ioBMgm5Fk4SBS~g@%
z1<Xp0uV0|CyNl2ErnTZ%dS1&h54v{dsnWL`#j)ek7?2(OI6r+?>{7I~6i#jXKM#z}
zukIi<%q^k{|2r8S5RV3t&dqwwZq5j~OC{urHF!*jNO>7?bw!sc`isw(2fRwejoz^*
zA63*7)@Ia+9dR?=@0Y_8X&`>l9zM8L$<}liX(+g1j_F#QLA9K4j_fgeCp?Va>q8yF
z@AncsQM;mu)l=+n_dXn3;dPx)4tiB<eNsx$rTy@%I$s<akFV%HFWfi&@GCZy2{l?%
zeMJfpWXl|O%Lz9~-fRyHD>N`EyUS;gn=Xb?0<PW{hxwvA4CNb~hU>LM=WTNORRor(
zAJ4SW-~n#~P)tNbd^-U<AXZVDaJRvKq@4)b8(uOv?Af^o<U<tD7AXGaC`9ngUGGxO
z>;1l2n}_v*I5u@HxjCeBDGk$TH9Ptp68O}@8!fQl;IPQeIB?%jug!-ysVl4DW=wNc
zN+^qy59s}TOYNYb;p=?V7`3)K;E$APVTJf)+oQ#rn51az;rO<AH@X@ap5qlf4_H8*
zW>jK4<9j*WlO>ws*+WRwu#sCoGwp-3FtwRt$bkcIP<y<uanYcQtP{}D)}oKt!b)nb
zPM`u*^U}LUsk;CJoz7l+-17n%u7AMAf|@gaw|tdf@N3G;Any-b=Q91b+PEv@hv6dk
z|H%di(o##qqFAx#qsrYs_Ea9fTH1mtY<#Xquo=}8aUttRy3G**%TKr;^622=fUF$1
z%aE{`mg&&x@wPwED#DMCOZ(0PXl3;LdIy*ZIqCz<1;9hNhjef85JYyIV%ZLM{4kkJ
zj_TVBamaf6h4$U`@HN?E9^;GPrPK1e`m@RGH@l{Kcqa<E&P_DD2&V^zCKpH{%XUD+
z{Oq)=8?YqgJ<fUUYA6myXdBqepa_4>Ga7V^Hz|6c40k!V*QJ!E8RPKXB`(H~A23)U
zQDb0W(i*&o)u~S{jOZY6!Wvlw`uGd>lh7SQU0Ufc)E|O#ggQ^$PA?4z!5w8A^dhPH
z=K&5M@F7`-@%??dQ;@O2tjiTMi1a^JfvMyku7j+(Cs5g8>O@(uN_)6)k}6^Z=8@Q^
zp2pD`DlB!n(6wkg0Y)?h>FO|WRNpKd)nUvmN3T5o^^C5ku~{+VUPaq7>%#I%|6Y{2
zf|c{Cy1s@n;L^>TD?0R!Rpx6)0fgb478x{P*;^5|w?9GV?Xp?FmaVv&%$<4{#}myj
zC4>9o?>ywaUgrQm_pA?;=z4*14W8$4;m5)E6s#}+gD@_z)49|XNW&XE56O?3FuIh=
zIqJ1=k(xH}{BJH{#p{SO)8>8$y-N`UZJJfE!TCzw^sG>KH#JwkzikJ<-dvap6%DBJ
zI*1<Ws#yC2MH)tKW+oe&*SpZYbuj9e!Cjg*=n(#bIJO(Yt&C1lOp_A%y9J>Z>`p4c
zpXqw!SExhPD49N-eRoCtrVihCU|Xl^!FHg#g+;F;=}pn_S3s9&xbii6s-7r0?%g_C
z0l@~RML8xOT=nM9D&9GhTcsmv(>`e3s@C9$^nW~FL7}rM@2{uLs~o^pgShaj8)**!
zjG-AMqiKPU;+HZS=;;iKkgM)iSKTl+cTeDOO38^Z6})u9vfn-2=FTNxOgw{}W?$C3
zcSOd{Z%vsl`G8?5s_3JeC3m~p7Y$q~gjD`>Xl~Jw;jN!-U<_!+J$A1J*Jiu01d2XM
znF4V)VcJg~1Q1iehw1mY#<A9`vJpC;Z;jP<NQTC0BgJj!XB>bZ<k1|@DmIl~$9tfx
zh0_<8$A<F8INOnjCsiNazG0?;x4tr#T{>}#2+wk0yj~8Czkn~q?UCVyzlTg%@V0xi
zKMoMWAHhHOBOw8Mm$-a~<sD>dQ`suc=~CWHPyylL1ojUT3T5qMJc{XV4r?a#4gL#~
z;^~1N48>sr;#hxH3uJHmEyaDPa7s{!|LOxwS+VwjhJr3303pb)GwtE<uO%VT(RROJ
z1tdHSI)h3!^nn!Zx&|$H%^6m77Df!XjeffrxvjbfPx%SQ!1@q;YOJ0?DcxLBMvytN
zL{YnQ_TnSrA8d*4xY)lB1)cBZ{6wxghesF)yw@6vtL`87tvsRk&%B+q<n%m;=5}?#
zF8Tr@v@gHd3ZT@{@T=|jwj!Ku&83T!SX`I1s63@p|GJ`;-x>`~#+|Rb&(EyRsRm61
z<jea5k11w&97ZY<zvJrxt&yAZ$~faOU5%RrefqmYJF?mBU_A$fR7y^Ct)JqU(I)^u
zix;uid0)GtU|<km*nE`DhCl!H-m7H;EPo_)VyNQtidBp;lbGjARs<xhB4`snl%PI)
zXhwC#7;?;OHxEd?-)8>Xi~8(5#07(*IqB{t{zoxkuKBwYJywk<J%j<R-Ne8tYEYh*
z-6<I>8?9eIJw=y~Q{@i(AjklstFHd>5+Dnj2P?JN{i2CY0VI(sM9URw9NhEc8Xoxz
zfeCR<z}zws$qlKKoE7JM+Q1+8cGlrpu|diX=?OH~PY>#MMR&EOir*WAr?x5R;Pn+v
zGSvedSnZBx|Cw)948R646<S^wM-xD!*Q@&FK|92TxG_PpLmfuf2LsiIfAX$vfZZ$*
z4*A7{#ZM%nh&pMX)$IX_uBGq?*bnqH$^IU!22xm5xZ-^UJy7s~;km`2G-JS+2(Q2i
z;ZKKHC^!oX4K4T!rDQSx@-`X`7AB4(gIfi?o<$I8CXu%B6+(Q~pHANZIP&*NvZg}f
zW+bL`avy#59_-f`$<cm(c1IMBzTp`=R%zQ4cPJGIeO@gjLj>#?`hc)h6wCo97@))s
zGG9Dn-A4PMN^4<!OtZKYL3m@I6z*u7lkV(kzriPi#kwqzwcZ{u{*a1*wFqY^DecIz
zcKa`z3w7g`k=0bdlgIhn^USw`U-9FDz?6TBY0doD&wH$2iT=k5g7@Wp&;2qB?Tb(F
zQ1s1x(8^v4acyWV>Bds{T%5~Eem30lPeiG;<ko+iOEo%zWE=BG3*-y^xW8|zR1Y5>
z;#WHDLpre7am3YZFJu`plIWf3Y5+@4cc`|e@*3MUh}YGooMm{W59tvN>HZOH>qY`N
zre+W5tzn~*0pbHa=|o19-na*)5S#$>y&mcGsFBmHh@Wf#N!ji<HtXG3_$gu0pq{*R
zsanWq5kJw`kak!H7A};0_ylT9am}<PhBD0|LB|;x)H9@>x5Yj<q6q-8(Q?9PFF-z$
z&etD{HWgO4t6sGr0oMwDf+bPX?<{x-x)X;DUA9+;5<6`SMgn`Fv#2ki^*l(Nm%{Q4
z8Wk$$gKAV~&YP|S#g^9N@mO?XJhU*^M3o$lb4mz9`WmwObeA7IIjCb0Q!N)RtS=uT
zhA}$1S#hMMF?dm3YtT9f7i?cBdmZyh08{)nYJ{{YJ#EWehpQ}rtB%VyKEO|7mq%pJ
z8Zl0mI8rKtE%?T6_6B;+5KH6<u2#E!epBn)!-lT<*2(&PE^PP!4j5G@AXlh0;xh$4
zo8wOc|8pQ4G@U5upgw_FubJ~~JGX3JCJy~J%RgRQI;g+|$6zO+4T!#=HEP%j#wC`J
zmNU=XV+nHKkxSKJ8Gn^V(&WI;X;A$=RFet`xHIQB2ub+|u#9*--4eof?49!h%#u!D
z780;*f1vM}$CkZ%!r7&1>O0Izy{Nf7vmwgz?|iyiui)3YhIK1AQZj^GED(OI3tWM5
zr$0er*nUH^2jsU!Ba{5|Q?;R#3D=_(YmNSfx-AB(dO$W-efLm~Y`^kiLr@MT=~U~q
zgS^GR)5o7^xtvj1zS9PhRf~G=_n=<~=yAf6@&2P7EJN{Osm)xiKgR<vf+bCcYB!XE
z!*#sAdXrfk(o0XV$Xi$#oBb@b9^(CAc%hnb6v{Jz-scN&>kG-}Q45<KTh|V3o8=9>
zI@Ta|JZNsI&pFV<b}yce796nr(>~I--)wO!#k#0jBtxJaNIU4LrKn6c-pXo!=ZP;Q
zEu}F7`&_*{8P0=aRQ{W+;9y@v^eY)3h;^qsU%c!xd>pS%#GS0e8z>H;`=Hl98-EIB
z;BU87j~*{DKyf|Vm$%lzZ#Yv7v44Yec(JehCr|+_xjR{z(3C>$P%!<0@6wjXzt;6t
z9Gh^jAB#DBBXjcW@>RbjI;Z7o{%PQJq7AxrFM<j#s2Bd^Rx+D5A@7EMCL};Y-d7!t
z10yuWj`&!U=7j=fjQ(Zo#HY?#>||sT4P%kbdwDsPaCPoU5poM$S?}>t7<NM*?e4W-
zP*DSHK#njKIG{`J<zx2X*J~}%r}H5L8o`samTdWGm*!&`=ofa`s-`}J=Z^<OHUikY
zWJ}JQ>jHDm-qYyFMyPk%Pi4d3pdBpuI)!oF`)*>H{a|sIXB3h)j~~BO%ouFK!V&qL
zaE2@1VgER69ECEB-0htO`$N=We1u`7-@&AqIO`KZBdCtbz+*R`^L^Naj*HiS6yHrx
zGW2l9SI6&ImOAiijD52{VA(J=Fhn+cywHO^&szRlxN!O^CMOCJaVr8I{N2Eb`ZJ}s
zknT&*_yiYw^<dUi(jL&8u$DPa6g#jR>;~d)Sez-UZ&f9~=e*YNxO}Ud@u?^HP~vzN
zA;+5+3d`AMAstcFHxw{Gp#$ZOv}*&jP{7UcPEps1JPQ4a?LW&eq@gwkC=HMiqPkk`
zPlC;R&WjSzPQW6&|K97fVKNQE0}#JnvkY;g#qIIe0|qY1Lmn}dc4v0Hy3Mxvt?YvE
zu7GVcAl)tmBpZtoC70{+X}Z`3jvq*eHH)ifdLC7&(C)uJ*JXC!_Pvl(YCubcwS&T4
z3AUkpX{ft{B0RtSy5Y5i)*SA30A>U&qY5*G5aki59sAd>lkcNl4R3mEiecY+_t$^d
znsOS_qJ)!d5d<f&gHp^9I$_06UO&3Z4zLY=&L{}SN25>aLE%;KF6!PmelLG2jK;7x
zH-X|a4m8%4#R=xj>GKIR12uZ~{;lDfRePwPau-8k0`pl|owHVM(q^OFv1jZ)=$-p%
z1p~;TJU~F7&;xzqM@-{)aCi1^7y30e3Xtf*i6jXvYd{FVoUGpbznUcv3EPBlL>k=~
zlDOl*`MnsPX_F!-#h>q_ZCBgH=Llr%%>xhotixSUQD4o5$aO@zFiLm50{pUd0)*kl
z@mz5oO150Qo2S|5MW8A8Qsvh69PoM$FMbRV9^|%F!z0lEB6IHkSn<}%l0h<9h+cbz
zXg($=kfX1204E}`IM78ON!Ya@u5jS)z-#%Rh#PI(sNGjcpX=z|Tbng%)7KUHUtE(B
z3Z#hDC#BtDN2o(`pgE8)N25rs5h(Vgpd57|-1Ds?HsU}fr$w>epG9gJ^Uz)b*BGhO
z!Fdt_bF1b?^2Cz2tYagk)fG23T4vVsyU7<qzM;TE?l%!zcDY0_GHlA5JBv&dzds45
zyvCv#Ty7d$Kt=VqMpiC~5U`*DLmM)pBUrn25Zc~0XkBoL=U^D=Z4Uy;5>DDH3-FER
zus|6$&l=G(x^Gyluk)RU5~h9`{Uxng{Cx(zN~m6cV1(h~POt<YHFd+M)lhC$V8#jN
z$Ys;AFC4fYFCvF3iFhxfzMYKjDr)CwbGLa5fa6#L!Tw*cAnz!kzdg{-*slviBz)%5
z#@MHG4Xx5I(Cil%`ylxBuvL5eiZ5^{bQ!pAs!*7bFK7ck!-5$dy}gU1C2`cxjU>j<
zvv)zbh>Bo+PAdmAW4}RTI^J|rCkvfSDQ@9jMF8U5EbFy7+h^rA1H#)uw8;Er<;(Xu
zKx2?7-M<)_{@D+Y6eFX0$bvB%&cdm!l%Ksg#aTHaNaH0D7*rK|6h9p5dy7;w@JQFG
zp_^g>-voZSLZ{oW-x@=iD!3RH-Xdx|gSVkYP*2%aK=nhs{@caqfGTGE@pqO`4qF4X
zl#4sKx8MG7LnqwWwTyUJb+p^!Q=AU_3jWr>q`^EO<N#euiFTUr;JNn#>eny@L;I44
z<kSK{PiXMXnwO@B0bP4Eih!!WO|Ym~m=S{5`bn?O1xL@JM~GGquuD>n)T$s!gU~WR
zx&bIxHrGPq0S%5!l$cSlu0UKgoU`ErbF9%(LCFuE8?HCH3v?ktt3RmdYm{G?1KKJH
zC9z2t{_399k2lhgkB-7>ynK6#7XID^>)`1+1CxhM^{zQ(bpO2tZN@*9yC16Q|GcEJ
z;uaTIdDn(boZ#$O*;HjP9FDec`={rQW5Sl^f~KPn?f8G6(li!$lf|UqSL)&Zk8B^_
z3TFcrRWSB-MazKu%1Pk}?{e*kicrs2hWOb>o&t#h{^-sP+NS8@1{XbOPyj~3CU@YR
z@za>Z;c!4+NBXxA-W;qx3UGz4yYfcITDN>UE}_RS#`?!ZTZjb0@%hBS!yDE@r(ce^
zY>Ex?xbhq?9h6c0lg+)&|9DUAhkc2d^QXlA?WwH0_>lKoCfC1@Hg1PnfD5Ds%@i94
zhOu#}&U78|rD4m!kM1)EH&l2%SGd^lI0G&5&&CBm;T#bGt{G%}Ae;*TdNUK=3}?*p
zCpJMD>dtt{9Tyhm#V=SWpr<b!gGEw`U}-`?As{%G4M%^9cC>?1j+N_(Gx`P{XbYQ#
z?jbq|xW(`LI8^`mj;s9FV*&aiVcZA3h+jm@ytFn7)z~#<Yn}g_n_|ycHGRlB&z!hB
zG>rX@KmOEI^)q^$A8YE9TY<;OrOzcCn|Um)@y{3w-`~;?i}aP-YRGfHMmQYZ_R!1n
zb|y8N!zc4&*P;3Nb<3X|`l-xcg(FmNW>)?wJX_uQPw`TNdiVKMvcDP=jVO|)QIGe(
z+W=w#vbg$*ZLc*Zf`IBBMlP{R-|$6>SchQOzZDI%z7DHubP#=Yh=2HykjH~SUp`+j
zTX1omj2I3-%dH>dXnS|D$av^rKZ4kL2v8cO@nuwZf#^R=lR6tnfk2_^f@@5nAHHxs
z(5ilDHxqhnH;<nZgsZ*Js&`CQ{67^}97ZWX+e8Th6_{vxz{CbryM&vCKl<6zjlmAW
zhge%kd;e<G5tNmky^fabv_Qso-Z;$yPPO&-RJ;ql;>VkJs;=MU^NHHeDg?1-1Jjk?
z7r~fY>ARJ#QRYEWt-S}W=(`3gaMZ9X$UmzAc+ZbwO})^34g^P{bCRJ6wB|1(B6K;c
zg*EtIZz%czM@sF6@9NWj&~IRH-;{ho*W|Idbbs|K&%FN2J+j;e9K!0PWuu0!<y&wd
zGzx@-+C!SZxP#|$y)MzxgOk<lJ7q+4&m6@4n<LiMWd`C0R&EDM9(`@7=K;le;40+E
zB5&b3^zn|TRd+(^{8>{jVQgrHlX+U<{^vj4xsIpcpRWG@ed413TVwmbej93Q5Ig?o
z0DsS_cKJ`$=6_#}3Qn?l>i?I9`tNy9x%_8^{oiAGJLml$je-9?(*N(XiTOo@_`t=S
zLO%`FZWM2MP}Vu5gFxu3v3&nCZ2t52x}CEv@q=)?1oe!`fcb{LlI5?Lf_j{K4)zQG
z`z`3-suLj4{f+YegVuiQIy_Obfszhv8s8HHp;;nKDF4-fUr?MRB@Uq-z{RuW0H9S=
z=(b~*WLxaNC*pLm$1dWh1Y~eJ$9!?1Jk`hli0b;Y`TJ&+$??4n<mdEL!o;(;it<qO
zohvIyApM<hsG-UzCd$5qu78?Q2Lh!F(o_l$R0B{eHK^H6uQICl0vO9KSevr_A~N4d
z<B_h(n?bY}(3ZqMO(2s7vNR5}Q%Eyie66nrWHcd&vaBe+_2FiY*WqM3SUhppcLEPT
z{Iu|OQW*H8;2G5~=ixv%?)#o4B;R=USbyMnNQw&Pfk$i<my-CK+=d);6cZfK<FdLH
zPB7eKb~W8h&S&xvV67%-cd9V{{dWm>SFBZ_Oq;L39DP7}9Gz{P3ub#NfK**taS$Yh
zRF`;`n{Q3^d+VVsCH@6{(t(|~<>~{6%4LFC{a&xJQ~q4Z|9A+$R~zS)RBGGMUCI_e
zozF0Y!<_~uw1N%*pd>vJl2c^O5L=|NW|-olvP2V=a3qi+P&8Xdv&{0i)={sty7Bd|
zyD?ZnzV;7f_E`8BE&XbWu#U<RqFMr_SRwu#|Ek%fj3gXBDSbpe>hLl4Cgg*R<oL(y
z50rteIrM1%E=~h0xqv-M-P*4nl3`%@E|B*!N=-SYzNE+pu46*FLEn_DV3+;%GlJ1f
z70jY&ymoY@{d(m8@MqwXGs5a48eP609{#)(KZ&~ntCmWzz#>K)qI5<8ixYpBV}_A`
z`$w~N^aq}<@&1gg?Iez3b%;0bx5@0B;O}gm?JeR7+l4HWTKsk{ta>d^xs4rtFs(uB
zyP=bRPotUA=Fp-}*-QMxFyeROH(J5txtlgZmqKXI1E~S6vg1biBG%k02oJnxfLNlO
zo{QZt4rucT@GELaScT!8`=>N$s7v--k+wN1pOfaGcy&X1clq(r#%!GY*xdbLJnGpw
zt<UQgoKyF|qY^8H2QjC3r%)gJo3+oCaK0h#?Pzxfia?q~t5GLB!DTajCd7QP2gn_-
zSfJ$VCn`0dJB@RW<gxLxyCl~x7(lNLShE^$*+4d1y*Ni!c0WyC`%dl=?3p;TGFt4K
z?}0kPkZe?#<!^LJE!N(2;s2d9xNi;WZA<?{%|y)w5$+SX6L7!;!7t7b6jk5k`vkl4
zkrsi>>6u81FXO}|I%KY_%_oo>3QqIA{QfRj_X&C27QEUmf8|$|4WVV>Zd<=5yd;4@
zwwlMVNdJ$y1H5XTGThnw;O;l_F3*qt15`m&b#QQjLp2Ox8m)wtCLMJ7;7q^ylJ6l~
zHe?thiGSSdvW`B30}R~0Cv+wV;{W=n$dtsnycIY~M~D`*d7yoA@z9gsoPJaqi$EoC
zoYGUvxw!uQ16B-J0ooiDI^B=ahDIwsR7lY3L0nhJ6wh7{-9sARcGWCTgj1GE?%ZF!
z|JU=ob@&iW8fjISoApoIPE7BlGH~mluYk^Bbj@Bvji4he8@P$ay8#~+XR^Ui=uvOZ
zHe?zHq|7Hl<vTRHwhWfNo!mxkTZwOH4_T58p_g@gdaNMj>VE(&m>aB*0n7^ccY5`_
zo6BtolA!U1d(1ufRpFzjtu#vL0ut^G?<Dw6tY?^B@h=5AbNz;H(DII+rxU;dy+7c9
z7(!O~O{<&Mi^fc+d2i#tk-x{yT(@}Nir8fm&UY(g5y173G7T9+{8)2GDUCU?6^?a_
z-C{O7bcHU^p#}3Vx&WJdg^IfXDH9>Rj9veep2cTm{&l9Jng&R(NW96guu7@KGj_|v
zMMp{1+#uP7NN@vrRopUZ6XIr~F_?BDk*Ei<tKTNAkSRa))iSK9C<Ib&n<IUP?nXHa
z$TIN(w2GZJfUBTcfVVBv#en{0U=K!U<H|-zsF5Wjjn5$7_6uM&NXbEW3Th9Nz1Ikm
zlk+{$cL!}Or%kbhEAF%Z6ddK0V5>op;_wr3g^L6#U%bSj>{zf+A3?POY=FLk(<AyT
z&+;+SafRiX!TVxU%~u(Q$xk##0Sg*nMxq($%(Hba<&qWM1^grkv>D*P``&lKQs$HE
zmmo<+0}ZaHy)pEm6Je4J&Jx7r?KzBz0Jq;l2`#4l;NOSp0K@cdK1=zvRyh8QE`1K2
zc-)4vl5#I<gaptI@&*(_BMUY8Nc*}6tQmh9xw?$6-2BNeGc2g#PJ$8qwdh;?tDv|8
zr%XhjI)yezD8ILtcZ9re2Cj}`4yd#G^(h@)jCbOGgT&MR)jhAGeY`M7ck|PL)HD#!
z%Ih*=cIuxp0&RkjN`*8K?h%~}17lWH1H45H7R2HcLvGA72H*9mr~DPtnY|5EL|Ev%
z{jPv|b23D7-sQ#;_fMpV1`kdM(ZdhE5M%)HBb?s+0cv83?4IU71;JkrQF-D~$XiMs
z(jQo=LK@^B{g5(#p|_w85%x4W)$2*N#zgV%2TlwQ4U%jA=nyK68dVDEx>5^~{vpha
zewf6XY8qw71-|pt)vlGQ6LM8B4j?5SXPO}SBj|}YE)e2<z1?j>-N@`?+`BAbvn3aO
zfhvTq`9)Lv-?susaCK5QaS#wDE(7*tfJi>@4e4u7!*o3itb5~8cnDt93UK`ExdSgY
zs?%)V>IwudGV~m$1$3e;GTc`0d;rMsrZqx9U8xZf@#9_QdJ~s_p<x9+9o_wY10Gma
z0$lu>-M?3vN0MH91d)<j;8Pq1%2Z7-txsEGOlg3??<?xj{tTFmtXE7V`YZ1?H2)?v
zrGXdo=?~Bi2};P()E?;7)|^)zX-@p8-OcO#jVo}qpCDc(r;l!f7Y0*fAzf7a_Sr;U
zPGmmz0BXrf$gD5E632f}&iM$IhK(M8s=>-(H~k@EnYPJj+Qojg*ew{;8o%q#$j-lU
zC@!(i*H3o;gM#p~$M@4fJMUi7o-9MUWB(e^<cl*$Vc_5g2Qnc8&YNzPgIfILM}K#M
zu1?D%=G=o9I*U22+&@)UzGmZ~4PJ6FO!tHkYYVD>4B~p?JN>?HJVNbDC7>;<8L*S0
z94wvJh?(=~Ki!e`#9MBR@NR+A(7EPT_H#{}BYObj6a=AYzb0mPeLRY&rUEYzQ6@yd
z0y@e4Zo)6<z5cC$w9DiG6HSqN^@kOmi!1}dNA4BlG*8uD6VWgB@;+oJ9aL+C#Igm!
zUEt5c^V`C4XVDf&rC27*En<*3cQiMH3etXcsxrC$_Pl`^6Rjh^3W%$s4{Qw>7tEj=
zm}EXXZmtlOd!v;F5#POcD)5}jE#i?@x3&#9svmUMJ-}?vS>@HbahHw3jpjY-EZ&Y#
z$KM4R5>)ntvVdL_>07+eE?Qp<tl4YkX%;j(cd*GkVkN#FY$1ctpZ4^LyYUV{qa1_M
z+AAYiZW$Dpela!9m~KE6e<r38Bmh(#s+oO^gaArufA@GYt*yRZuQIEqzJ7pYQLB;`
z0)O1ry+l2QDKIJ2yjdZ6Lzij&Z%js)`XOLzGwH@ppk^&O(bC*{OA3y`5vXvG8%n-k
zCX!|}7uqHuCnMhekX)!?wNRjZ_s%xljZx^XxC2r$X?})a#b_!$|KlYtm+6T;IQ8>_
zibMhP+1u1%cF4HMuVOJA-G3u^Nm~&&?uR4g>3|3gG!_8dKTaF>TbhX-NSpuUG+h!x
zoVWG{ykrZq19w!Gj}U9NpaXYaw)15^q$AYkNn2Y+Qr;~#5WZCNNTu<-q}1s90!Oci
zm4#%&X@XBLFF=EY=)za`a5=lh>ThP#T>vEugrz3ghgS|O*RT5?^7@i@TUMkS^{b`e
z)YQa%ph=IaRb}!R`6rSJbaM~bRnhv-ojA-zy7crdu3dn?FpA)(I;&^CVm}UiR6tl+
z#AWdb>xrP`N`e(hDPPI&XT<0@JkizmMGsvIHq|2D<ad@4pQo%C&Cg{?aOd^D4`@*+
zR0OeVQlzKUyMBp@MC%=DhhOlEQ85OQVmo9v3!Gyzw?b~wUuQn)uG}@oKI8tn6KGCe
zPoA_WjdKr|z0hQ;=dODog!pIu{UGk=GEzR}m~_cOyX;1~J#P_NKfb*EHd~|$w3sN=
z7f(QTG_vreSJn_h)RrXVP9wd9)Phi63UF9>K}S`0NwE19>S@|@L&`lH84}edKnF11
zUBq6^x`(X{do1cs$=6TU(NCAQpW#pnb+!{I!N4tIHh~-kx=4GdX6~NCf6^H5gvl|P
z^!w8#9-x-tK%Nsi%R0%j?9YgBlEQMCv_Jf>^5^+-VPclPYe8x^?iiattu~Fg?thA(
zhJIDhJ<Xu<3~)l;m}*gijRR9Dhr_ipD+_!9g>-KN9kfg|Nq`##-3Px@D=eKSEij{c
zh%Zp_O`s+O&IWk=tEaO7XCU(P23V+Yq|CNV;*s`&@h_HGT_ABuS$=LJUKNgrHrn^l
z#XDMM6I4zQu$Xt=BMb3B=`^4-iU8%pLt?9|E3HKvHFHNN;|>a-I4Yl<zu(yerrvkj
zEh9EZIpsmH+heP{)lGb}C`VUT4Hzxcc};P@U_}TvSOs)TjYBgg^^`~00oN4YqObL}
zzk|^!Kw3j_iM5XV3w?AdDQ=g{tJsxu9NjyRQ7#Y`Vz#Rf6dZr!43IpqS9k$vjA24;
z+MP8&o?^ZiJAUp~X*gCGZCPY2XVv`(h`B@=eGmfB9lRgr@o;;yZw!0Ks0&q|HHiZ_
zH{juWA2ZWxx}()T!)puR;03PD5nZg<=VXiO)e{(o>l`)Q{G6CP#emplz9GSd>JQsV
zU5+>f<~1A9Y;dLUWO<5T`4i-@0zrw5y$DlG)u?V2#xWXhw@yZ3xQlMe=^#GcBM^<v
zX@iWRhDuL+r@W!qkNEU_uk7?kfKCb!5cw?*S*AL%xqtWR7C>1JVsNI!QrhagQ_WYQ
z2xXyqRG=yEBu$6eCJ#*yH5@x4oY;ZLWlp^=%N9R{ud*p1pNJ|5-S`Z|7#BDksIgSL
zc0w57RX=RRLQ50zgzzGd{wL?#+w0)H2K*G2U37d*pONURprl=~)0sPWztyjJcJ*KM
zz5i1;G#|J30hPN2)Q+IC(EIWhE8=HO*(uU&*SvyHrdQJM-+qU!R4Yh%WIG}6PAu%z
zR$0FEm2?6xX_|(k@S%o?cShH1jmH4Y<_pu8TEZB6zI0wC-%|vkM-A()inYu&X5OW5
zh9CDxXJ{3|1HFq-x!>yND~&>9p>J#sB;rf`+!6!ugO?y+N>c7PC&>`OxdzP`q{ud-
z6E=rC<HH8!G5$MPmSm8Btm~`NlkPF~<n+bngJz7!otO@+1?dM=&7nUK93;}8&k32r
zmf1X4vjyf>hik2Z`Le|%+CVDG{5&P%E$<a^oTtCD$N5xh4geTklh1=ayqGvg&!4Ji
zU`xKy!-(jC_u1q&2WFyiMj_=?Zoz1UWIV^L7HDw?=g|a{+lEL5G!TV1-P99iCSErS
zf*=J%-`sCrNZS#|>^hVYd3Yb`_3g#hps4g4B1h$Z^5n6kTtNDSTCO0TfR5jK)EysS
z2%z${`1Uu<Hepz3POJq&G?H^dy#>4AVa&IOrz5@^Z%_j8zW8Y87);&~EwKJk+lIi~
zuD=#D2A8EqzJ~xJ@sU|1Z;HtHggZ3M8UKnHqE@`6D;o5G#g#Ci=JMrf2M&g^+rN0?
z$>84rOjflqbP;Dp@OnZNWj!du050%4uiztg7!nb(8yvE$qPVQUIXV6q?SrEKv_mLE
zkZA@lw&#>OxF9JHKHTkF{@U2B$Ns8=>M^)7<TK|5@`D)2u^=FO#K&yV`7mHk2YNUy
zUivqEknZpKm4d#a{JOxF?Q1F!lOubX9ytwE8iCRd0x0npb?rKXcg1J5t>%oRFy1&5
z1qa4VDzgxJ*yraNtzJPZ>}atHkTXNyhX+`FI?N%WjqUf!ysMJZ5&U=7V7w;Y1Cs^W
z3u*eDa^)9R&tb7w?u|lgg4ZIzM(?8BKYCsKe{?X_NJ39*`G%liFwmvMhVZ`3-#7e<
z;l3PItBiF`;mku*7(~?d4t3mZY3l<TZ1O$uF>#CFh^FCc&lgC4kykuUk1xhOz)Ku2
zgS^gaVL{`9DW6bm1v&_4({V!HTsW}k@h<iILE%1Li^nC)Pn#bCx5uvV#+7c@EHe5F
z^_ab|^ER(Xv0Xic(dUAG4Ve}cStWUK10KvtjS~po;4x!(aJQ(_0hi!^>Zg4F4r#A7
zc8e-ql>kRfceE=cv^Wi(%+6H{o&g-PfV&6gYVJJYAadUW4niprdUShCRHt(ShPKw>
z(zg-U4DHFnsz22W$h<DK5z3N_Xl|BL%V%3?MSBA>5#@?y2V?nWKDLD7F&T{{6Corh
z<{CP!zNqC3sf(0Qhj1>S#5E~mz{qU5O4VOJQeAuDhT&%Bdy1)i_`^Xl7;JyAD3;!j
zQ3(a><zYLBJ_Fe<<vwkornmzCXSD_y%TRsXwKaJ@F)qYkgs#Af*B=hwMQ<OVpsOih
z9o+3-KcMQYqzBmH${(xkM|rx$9$LbyE8%65+s)W^REt=iw6IcCKv^S3AQP>$6Vr<z
z+2c<A?l9P|-nO#m=@-nR!fI*rNPBPHokozGLt4i-Z?KqA3V<&TGE?G%-2W0L)xrks
z7v8dy3b^@NyNInJ8>TitsXm=T^AF>S`ho4jmbrAp;`yge>}+k-^8pel_8Bw}yl$+Z
zy)}4&{uGjeJSXq@$brn}-~QP~a2{i}KR(evG(DRi3G3b<8Cx~dfDG|GIj^LItf|=y
z*>+hx{SBxSOw9;F`lhAU@2gi1AKVv^#vk)s%6H(QF^Q3Y8NXenK(VeC0voz|E06})
zd>PP=MNU47haFYbpsM+Ew$o_4R9JBpOW)<?dX^T@4!XT*_bAJ-<Y>HN;N#B&0;F$=
zG#>p&HpG_Dao<M!qlV^*qqa!Pma^mzDei*HC)>RrSR^ls*4T8zf`PS$@)?Nk(PmZZ
z_61LX`D;iJiU8p=Z(FQ;f(}g<LD?lX)djX#YEcNY`&Nhy7IE{ZrFnY(aAs*b7howh
z`(rSvC~2wC<pGPWIcUd{x}0;J@)kUvPaD#bpFKFR;MaL9;q?gwmSXUqgeTDQc@0KQ
z$Deqp>)ZMw%fO3HPBrP3K06W2g~f-sc8m?{F##PoiwLEE=~<U0twzcN`tyR4BfLO~
z6Ru`UEWHo?ll^?g$X`Ry(9LxL!~{+kasOrig{E5`4AKY52GWpV7WOYyupBIOg{lAM
z+5B-<>c&c-XO|$Z342wAxbG@Ee7EId_QrRj11nz?H|aMxAJD@6XQzX(H^ie+5kued
zJ2)`@pUxhtBX^M)SM?)F_!yZ5I_y6U_P8^JvpA2b=?0{~l4W1OLC*p;syeFO2xvx(
z=O-#h@oo`;#msy_>@p5QR5kCx&|x)+hIZi3Oslge>b8HKw@Yxgz5F-BUf{sV?``N@
z(KdZlw}PL2d3K>~ko=$4uXGAGw4r14a_PxbrguTt36Jd&ySe^>n0@dc&2&%V)u{6d
zD4s1(Sw%4yHLG@BIkne(Y>WD9I;03~I|%<l$pbroZoV=^rXG+OzvMWszL*a%Pk@E=
z8$NBccigJgB=Bd6{=G^rSEIOjs34=m@^*ig-4E?0-G~A9ny3H;)WIKY-o&lE=++IY
zQ{b&S>lliMre9oP%L$!VRETdv&v;LUDoPHdbg+WS<|bsls!WOVcJV3=E@;q8JdkDu
z?TXj~nCopKFYOlI590D(b;Cs(5qiaBP6reWJHZHdL~PqLtMf4hu_Q9iJOkoFUx>gM
z(LLAf#$9zc_}-{Nf^^FR_m|k6>FBQnts%*v)z|a=+W2ReFD_I%*csoU^R6hnZ0s#m
zAUOaDFl7Qw@BXXBNZ2)8_^))}dmfjxC}-2RP9Oc6IW#$Ku+uB*sEgp%a@z<=iFc1)
zbqj?~)FYHW<|~RIkroptu)oYEmojOGp2_NSJRC=aXZ&-Jgl|twzzT8k1<e6av&ksC
zc1Yv~j5^X=Q-*1uU5*K<D}Jk$;@i~(+48%6rS%#oV!aC8J9#@0H`N_#Wy;h2qVwWS
zd>P4W9f|4e&lMpNyBWn^<T~`&evZ?^ScAhsi`NFpxy*BHLjzP5!bfwbI=8Pt9S7iY
zf$mSNIur7w$c0aqf&N=L`Sn)f^~>d3lHJ{BH-0<ZvmTd5wxEgqK_mJXGO%EaZAl-B
z0+N51f)h`tGhOW(_S}e!mlB|7_<%HEy@rP<4i=#az!`7CmWo{&{{S}Y;re%QQP?Ve
zdzC*?e2b>KKBM+PWgj`zugKEVE|Xc*+ge|e${j_38}7w|l>{|eqIq~whyYizVIkz(
z!(Qrx(WXlKYIv^2f6<ZeIfYqQ%F~*e*GR(I16@79HCrU{$A{zNyA-ggJugaRi(i-9
zRZ0u$IO~<&D1qCNR#CBv{4_xW-5OyY`X*&>10G`gNb;v$*thE3!1siD`@@E1=H<(y
zwSa>N63&NM`Zv!9IcBi^>OyG8gqow%DT8n7&LVEJ2NlLt^m1UdV2zd!p$d|j2+7=g
zgQzQkL^-aCe5ev75V5k32YpJ&W&vM8L54lHM|<j%kD<%|GV`L#J)5xf$JYpY>(NCC
zs4|U3=5p4Q<JDszV+Z!Ib%v(<sDGii31v|OTwWBC@KI)8eyOTE9!4>meV^)w^dA(%
zF}yw(_+)i1WiZgsplXEj+GA&1UM8eiXeK=rwYOQa@GCpM?yoZlW#nP-e`x!&ZB>yr
zS`>XHYUEN>P*6ZA<&IKR>Pq41cMoUgpP6g7cG|i)+vXf|3@Z?Vh_C3y^;ew)?jY)O
z5AlIWu9QQA<vh_*OM$-$;X+{z6&U^A{1i_2j8&b=k;mAZZWD<PXUix9bm}ny)btH%
zG?^pnIgI1KKo@P4A_>0h>2C;v8=?4)`VrzqWM^n<fL9oa!fXIJKi&Xr+NsfH(FVSA
zpQL_$fXl6Sh{ra@*CK96Q3nAd8XfzfK93=0J0+*NE6F40*efV}QHbdCI_W6?vQ@&{
zL~#R{*8rVZOfxK03iO|LGarCBJ{dM~Jqk0Zh8&&{{5U-^yA3)6QDCqhC-(e)9X5k>
zS=P9PTL}dCpbCy&xdUrFG)tRs2g4qCzejHn2f6@gO>k~=$N_Lubx^RcoK)|DZFvIa
zJ>F2^tqN2AteBtO?q&=Si7PQv;W*~CaQ}Jm;P=l=FDnZajJn%Wvm2MN1LW?fN9LiJ
zRN^!iH_`eGpyVPsFk&Gl2;?M2>_@&MB&dqLM>#4MWo42m&8y&W8d=NsvAZJ<lW*+)
zkLIYwy2csF*anKTH^-$-+M)=+%M%cXhgT4%P9(lL{j_<&y(2PjoB4e<1(X9C5W@mq
zO&>_LoWH?--VTDnC3Ij>0fjlwSCt2_Br$c>wGD?usCjME;~iQ(f>=<U2S^ELerIe0
zCuwnqOfOMLdidj)&X({{(T6qfN-IN0$M2wZXgZ4V(+qd^&ctP^Otg*_$$-%f0zdpp
z7IPGdAQnKT5zox4IPc~3eBQcXIW$l_+9al}pB9%aAUxnDTZmboV($iHt(5T8m-cpZ
zhy+Fh6F>SY@T><u^dhF84QkPMx7Rl($onpYk#&aR!YYt5;A%PGGCl}_3HAI33F1Kv
z;0E+5Ro7E)2?-hw_JKFQe}Ss-${nO<s6Zp930cMAfU=9cB~>$<R?kOh#Vdz4{@T3W
zU&B)Jo+pMSZ~?f)qOu2E`u?UXsPtCb;<+h!eFA?|C7L_vLXwV||IF)zH}p0j={EE|
zQP(ba`7)cI@$cDK2;)1*c_VSs1!Yb<(7zQPss0MO(I%(Si{2Az!C?muRRHM07_88Z
zK%GtjUj1emx!UW5O(cM!t@~=z!42~EL$f?_h!sTtGGw+W<$IWOa#Us!N*x5pyG!$K
z0gnweicmpnOoxi#NSwS7y-UK&D$6O`Ok|<D<Bj;w<oKy0XPL2Pl20^fZN6GnFCJS>
zaloh4)zdAKuUA=u+Kv}VtU17rDTVbYqeVQ^cN!JK&oI{akM1$i3Y1?<SN(YUp_Okt
z`}x>*?(H^%o870t2cRsbN7~3bMGk*c{Xns-WlHSg&{p_i=W;W{^c=e;2846cb7#>*
zc@i86=or38pe5dX$(mfk(IzXjK``Mu(8mV;*fBGxj1I`>Xa9v2?S%&whw0BB)R6-o
z68CrLJCRB2wSs+jfTDp#CUbGbnojR3>1UPvb5tYcDdA~eO^N&#`<8a~HY_+7f2!@H
zBQR!jlGrA+nUCb6JGmu`V0(4nhIFKA4}YxhEsW;VL%?B0-EKcBv4mB$4muvk4|h1g
zwe{v;%gviqTLFS#_YZ)<T-f$_9;vvz6RX(h^&9PQy2^Ft65i5ZD;&Gz1@=BOp%xuL
zqhH^(F$q2K_+}*$qKgYi(brjXj4CAXMP(XguoH3S<qf;~lH%b(+0OMlD{Tu^^Wh}c
zvKyvr#qCOAa43v~mIfvPUHjFo?=+UFT@zsrP(sl~UVd%J>Vi)>-@I|+$w%Aee1P}N
zqtsKzBjfpvTB}{JJD(!w?zQ+ZznGcP;g7j@-(!mRA&T)C4o6G1zjb|7)S2wpOV7X4
z_OpF3TT&m`UUB%$E#>j~mD=Bo7K-0O4{F?K!TT1kABiUdJ-s-B@r^QcL}M2Z=X8Zi
zg9|}Qd<YE_M5qPPOb@R(JbA1@O$OK=5^(6)5#W?fszG_$!@P*#cL47|ZZEM%eseat
z31tC6S>R4u=V}dR|IsiC|AN&~WTMZABPcw`Qh~eICvaw^_P|w6(+*Yr3}QOz#~&{0
z)cK<(D(?mR71%Hfh6Jm{{HX~<BUE8w6a`<$<#qrsVD{SGCUQsmO!of`UDRFdYtge`
zm)(L#E~r0a2~*yiqmwDD3Ows4y*CkbiphA}$`EM_R5E=NA7Qd*?-575hT8k)v$ukQ
zfdci9yXaHUTuoD$9Wph^qU;vS2QTHdt4#;GqhlN|)RusC!!I1nE>h16w|fu$sOuP<
zUsv+{^D`)LG3r+G7xIYNXUh*+8$~t~S2#jI%n<Q&4syjpy-t*YDO9AbC&^WKpGJYt
zE(PkK?no<e=h{@#UG(AN0&ji0)B;>k*%72aE~5ymgbX)8`d29@zCt_tX)s@##=16G
zCHcy@=RjN|Ys}LI7>)i-rcMzDg2b)AyCQxs?(K~<m|@1n{f$=!7$SV%Sfps(VgfJb
zo~E(m7aHv|P`d>Bpk5&(5c}@EAj=)qlR-l^#=D2&tYlB=NPJfep5r*?LH2T_D&rn)
zjqT=e{BvfmTY|BShFt?aITZeMh_^X!)D(;(&+~Z8Od{wXp*y#j-S!X_Lcf3OhRoJK
z4KN+`x=$oM0<kQ;q&x3WyI^tkE4*e{5RI!z*F;LafIRk2Tv4>)|0+sNXS`B$`lCsT
zVKs>-1Dg-5o<(Je9I-LktfXh$!_s}F%*iPsv-|Ra*mGrxHuI=&LC5U-egr{q+d#~m
zK>0R!r%(Na(0j}TQ{oY~c^S1D{G8y+1E-ldPw6MHPp8V?Xrfn&fF2$|BdACg&t||;
zWSI*_-rP0td%*`vBnrVDheNplRO;vMv}e!1+GD_AUJBytiiGKUQTQO{*~hF%-d8<;
z;TCvwdaec(ej`pL$;EDv5&rXO`1y!=>v7r=inM4`zY7I;;Xl{^Pu~sYB}}CwJLfFJ
zNQfPv@rSQSR?E3~S^4>NqS}jN{Pd3c-dMWm(93)mg5bl+L{R`xZoF9FVK;pvIRHr*
znJyb+JtzooJ&&S3hKxb&qfdxevVwlYyG}U*e*<WUFA2!2zk(XFEXxcWT15Jy=UYQU
zH7+f0yi=mqewd)6kxr<fU=-FtH?C0T#WwzE?)Z=cZ&HD=unqD1VuiU`9DtMHC<k&r
zfTjG*<n-cfFHZPgzEKKg$2%F-6QnA{1<+q^)0w~XsLaEgM_hise&r*kPeq;j+6AC`
z&esT4kO(wLym28vHoG|7D);nP@)bs!HM8>ry>o`m=aE6N=e~UyP$svNzmC3)?!fvZ
z;?3C{!<|g2UL+f<xm~T3jUhE2K7|y%F>QLFSN)o^VIPPJSOccj=3n7WU}bpeU3E%$
z#@+*K9ENFHRxBVg{l<^+h&0~dUkfGiaJ6+bGR(GPjCBNs3B;HTiwoEHj-~10>x(O<
zb9r3$mT4X=@=WiNb4!E1=P7}lG9?aW>d)N_g?if(xGz2hcgA$~WTV&{xdtEjdN{(V
z)5mm<2mZVSKSj|hB;fbHur$zL4fg{jp+t|@%oTLW0Ev35_=D`^AH8b)5{!Rd0em35
zN$9p3I!YbAl0}*GH$Gpl>IECH76`=`4pyuk_D#MAF7QoJ{)5J=2p;Jo)8baynlg3G
zAHXBwwxchRU$q3s!i^-r%&@s|xPf#*_n43sl%RfbnUA)a`t&NJ7l<YpXj@(lw^gkZ
z$eW_rfaZ;7v2e7<n{E+#RBC@}t@w>vV8+OFlJ;7-D5bg?+#HD9cYE#jhE&oK@_dj9
zK{y6o)x&E+=Lq7~#Wl3InexqR?7tE#3i;2~?~m5}`tuJx!1O6_KA?0@EZpqtcRde3
z$LCG*G%uaiMna7f0L0)BaNb)D_ABTYu&^dd9rAC5ebiKfeOs@H1bRfd^&fqgo~UR|
zwMmfjWUGJ8atYr3NiMsq2^x|J(+co<I>zh-4!zC$K?+xlXx90o7fA*%?j%4W|Nly5
z(1&;2KcDG!c+f9Not}6Uw6r7!fxx1&4nYenqf$1a?ADR;{Mkb{00?IvSLzkvk!g_=
zh>8tBtUK6%lfffw1@@LDiR+D7J0n~v^NK}E@ktE7a|3CB{?YRD-=TG~WynqQH!{+3
z&BR$Y4WpF<D@ss@VFy>{lg?+(+dIP642s{Wp(x}_RL1GgOicWlIog^edfH0`6uq9O
zb3YH47N5uv%?|Qz{H_EWZy%JseZ#z0l|xx<;??@;UT$GqCA2tsJfHhiV6`CWph`_X
z0jndJODuadtv`7<`*^%MSX5vaG)`IAAP692gIAuQi#PtT-83M#Kw;&#%l4b*cp*z)
z9U3$yK_brWe41q4nZ)W-i^aC6C4r15+^NSf&$^84A#4fu6G9gSQcQ(q)D;M&3kTEd
zB_G=b*l&1dtNl(09KpG6l2}W#tSfT{QlO|2_eO*=S2|T7aS2c>A7=}5h`{vK$CBb2
zYH4BW666;-{s_wPlcv$)&@{e*UmU3AKvlAV;{d!^Rk+3jCyBPul040y1G!iqAPhAK
zoHwPxdIKs{@kBvbV28<9fksh#sxafrULAX1<QQby0SC6N2sESPp)CGqHIsEY_kUvs
zZ*y)R9JlVZ&}4V=It+QKB`UYppsqA{DMZ<&2pE{}_7Znba_Q3aWMn_70(OnU27d|P
z#e()iIy!K(O+>Oc;qh3PhjW|t%VeE>5g^Mr#G2IudBebTH{!@=U>@^e&H%Sf;&F!E
zjjsWed?+C+=ijNuJio{YnlKdT;K;&@*_A%Tzx;<e=<AV0TR4q!On4V5pnEsCVJIn+
z_F+!P`I{{NvMyHjHWvF<BO7JN{)u$I26*2OeqR(fxa8UA&w!O<17nu`_ro<O)KkfR
zQro{KZ(Ik=AdTJqL0L%P0B`D}9`yjITRhP=xcr0;eqf>B22eB8I>X`6JBM<i3<)OO
z{Pu~nHmLD0Y4mG!-)ui3`hBm0f<il)_T^uIRyELRaNr6DKR{dy7+}9(epanqvYTE+
z-1M9uz+b{Qy{yMOHy>Hhs*VLQ&ZEnN1km_*(}phdh#<bn!h8i8mU1j<GFwapf=XxO
zg>)hkNTX(fUS1LBC~5Tt78DZznfsJAA{eBW;0RzG({tg%-Q55%kmGTd|4eYQem>)s
z&hxo!7${wK?Ly97xH+J;3s8N=LdrQOK{x^snp`Q<>?qTxjaP<@S@&3o6Gg++sOzA1
zfY1~Bm!c6Q;ed1G0yW+~0!B>c0<TTmFBz!fN@i7d*IzKE$!ow@m@Tv*$Py+dnSmu#
z$q~v4_@BYQ9&2|IRSbS7r;~-M3Eh1|1L+?gA@0r}{_f{fO=2ddbtVIdJj}uminDST
zA{)yq#<@`>xPwY)s`4%+z}Yl6E+?SE*Uffo0WFUv>hhd0z~m!qACQ-AxBDy1p;Xj&
z|HR8o1RFd^yTfV&s(nsJbQQ@g98t6Hg|N3(#zK0&$pjY!d=IFsO<ahBiMd928LIJd
zKSCfH89StxA&HNG((gFz8M?8#=!GaUogpXBqCdjY0z?3dA`m_I@+VtK`9Py^<mq3u
zc=0U~YMg^#+)BP(Hm~2WFnb7Th%(>m0m$|MfOWmM68#*q7v?HF1=sdR1R$J+L;j(D
z_*XoNyXgF4Dtr{X#f)9H=bTJBux9v{Je1s27FLK?$j!s~M;QM|AAC|oejYL-R2J~Y
z9BBp}FbUBqLkc0r-eSsRe;B|kHwP6hd`jSs$6v(co&mXoo=NHSB1U){)T#48r-nS4
zpUjcucGd5k(y)v{70!Q)=&(Py$$E`Gp=Wg#U^6TXIWLvI-+kVCE<N6kHWbzH@#y}<
zqMw>%n`-FKyTxUFF(4?0PC_Y%%%@8KC&Q38KjeUjgg>Pj5?2=6!&cw7O%9Acxhc*4
zvu<~6L*jdagh?%sxR!x6#C&&036f+ifv%Gg+dLk_1odb?q=|<O_@eYPZlFMvJ?zbp
zNei@&j>iBBb{K6CKc|JyB_o<F$n6so;sn6wP`mGYR2niEaZhkW$PD{t(1oqg4NU#1
zXSxmKmSM%GJ~sgh(@In#*iZ(T#^xO+U0krY22JDT&u2_s|1b<_-GRpT*+`PMLpE4F
zS#);fpOS=N><Z)7p0A(5*r)ym3mR!05i@Zms;rqFZGhJwL_sl8=RQN_m`5yKR|@6^
zc|)}Km>KI4*-;35|JkZQP2|cZwI8|r?9#X-*ZA~&y;g_`>AS6$74U9?%lL4)leqzI
z@r0rJXQ$x;mI5((kK_JPa9YQbc#FOnmZhWn#DNZE!Xa_^t?|+(xySiL{f?Ak0SSYc
zxskDl`{Sd4)4cuesc$jP1S@+DM91ub;i2#IoZsyH%J5f@#=08_8<M=@E*hkWxG`m7
zY%cjE*Nsxrr|~wB1;m+AXy2oG9=1kSJu&PV7=r77BTKK>?`POvRsSBze{xm7+hR>E
zu#SOy)nKO2dS^!M&L!vEvoKfU<AV1N^&BG%G1bd86h@52Y=MKvgn^<C$<CD_#X9r4
zkr)3|5*387Bv2E<k`}F9yzg~@oV60Fy_ofcZ5bSaB>-;`u5zS;eg073>JXz#K)UYu
zu1Nx)0AOEQ>DuZm_Hi1h=XQA?5J8vTuOrPMAm$ySY>UW8USCA@d@lkXu-wvQc$Zt(
z{4VX6RC;xX+F1VXNPll>9ubX^tVeDL2R|fC9oTD+27t<xc$5GwHG5%?5{H0mhRo_g
zgJTCt?C+@DiR)9_!PtBc`KLX}lSCV+meB?(2g<#g<Jvp3_YY)YB7tPDhrQL3>y9!p
z^L>n|7dDtF+1+Pjq6(xu;h6pXJf#a^U%XY2Ui4BF`w}HxV0JO8tiVxKKWU6L4Tyz{
z5{P#V0Dqgz@7N0N2vf?T@3mJ;3*ApoxVK(nc1ArLj87-4JE3@d!sbu5_k3?GsNW;Y
zw#l4>_dDX|LWs#nvS{I+W!SSj)X{;dGk#GL9whk%h*5|HQtA6GNS_j=c;qL|<)zsK
ziO2Mq@kFT4zvmK)F1&;##Iq+dMa-Cd^M=nvz}ZH`6+RL%gbHKQ)pKl9L~a=w!%53B
z^PmKQbGu<2wj4?mctRLR9X?K<pHn7BGk+Gd^#W^S_7Ri#$GFy?H&#mAqLWJW94mrM
z61HT+c>Br7GerS^_xjWQ{$2?l{2m6FYq1@-1qcm;nB<oeSX*RAQ03dEnH%p&*hKc8
zWUn2KC>)DO-@{Y^-EyJ?O`<D+nt}th*)#;B0S}Tp%of51;&<lbI_O<*mOgBb=-|DS
z^8%V5iGruO@4Am+PGb32mQ?~SyJ}?pC$m59fn7#GY8rR4(Ba;Z8UP-*<ozs^(~*5W
zwy>9@y`Tg8%Q_*5ygymV0`2tgacfOGssU$q6hxAfPzeni7&aEjQpaH~=Pna8?MY3S
z6`ea2A%H~rvo$4moamAISMCnuM6Fy_;On1+f``w^Lw;;4km$&E6q+czd+cjNG*Una
z*zaMqja}VUJRo#%HtNVU@b?|HDg64J;@t;q+_3TjhKuT@erf1GQpP~52RO))Tn&!X
zFc9>85t&4yW5Jaf=vf>N7<Nm8OBVB8-~L%E_xtB)JhofuPPecJ!Z_GHiV#im`22G&
z+(>m$SJf{=9+5-=RE~sDK{O8ySCq{T5MjpWn@9vuVv|+#?szTwCgf}UxqsF@oYPw+
zKGrN|+XV7~df{#G9b?+Ipx``l=eYA)1(?vN%W+tKcX=D<o)%wW=Cj;M-Ma-aq}X*m
z45zeL13L;Hj?)#Q#5nZ7YgS!0AS(Qsb$;i(#Yf4QSHCO*ASXZb!3o}G&yGd_G>D`|
zLawZ>7@`E{dBO;z8P2>kn1V&38#wCVw^%Mwh*b+|9?*XO^L=0ygkOL%48(rt<>mX0
z`H6_&3BA-@C+qJK6cotEVQd98#XeQODH~vn=Y0d`R`+-V--jXed5h*l%&HUmB)N-h
z=N=p(C-%DrHPnoup2_oHNUL)sgjK!^dbONO(g+vMBk0A@sk!v;tNgo!_Z*ySySGS2
z8t%aZll<u?L<FvV^41OxI8Q8b)B5Wer=$*8QkG@ywh|Z8#BW)CaEWjxF*nij-U{4{
zmX;r)^iMZ>O#fO+SsJvpg<rZI(aZH!^h#RD=x->J&X5hTut4E>6hoKrj67tOVL^sN
z_t=dTcsEcbDSVw^iS74zrbI+G-H4c=RLEl`<a)@FAPOTu)IGl`Tpa?_Xg|tiPcZRV
z0qK3&*oxFGL%)m2HcJ|(7XNoA99afvng)CgE8Pn;oHqQG<$2A59ax&D21y^lZ0KVB
zE_{8M-4k^C@gp39pe~431c>B5PvW;8?H^J-pAp^Qvwed1)gSB@4J`1?FrrCt(gGEX
zu4T8sC%_m5C+?{IswiL_@o99G`(IXVJU)<?^Px+~9nU?-HA9@}w!ul@wMfC=&I$w3
z+!fBab;Hu^#n)?ZP+}Ye(OfS)sZrqquT4--6WFx1$Y=1#UZ1__{o@B-XM;qn^5*oe
z1Q906YL&X9C);qWxnGe1$!D3&04fw+wp;yCQL9Z8Ulp=ST+tI0J%enc7m;vYE_HxC
zc6xLKFRuEXdQxFF^82R}S74Yl404KH;G9auzi^vHZ)ry|0vd!S@Y?Xkx+6R*{*F2f
z6KCJTX!~EJC1r%!O8<GENa7#dAvsVqu#MhZ(8<Dkg$=Z4BMP#XRhOM0$jeG3c4B(D
zc<^5n)14AS%>e&Bxk>{Fqqq@GI4KfyA8{VZ=S1^MMg`_&p#9DZaM`{FCYJduU@>x+
zhzl_-n*J?CW`-E2j=&gTX%EK$aWpx*gn8N#WI6GiG<;x$kHN&At1t4xhNzHsKs3`3
z(nezk5g_bZ&<#GsU|`ee4%N<0Mo`skk+DA???MiIoCAYQ%ZGZa%h}&u>EAUB$7o9W
zt84gs04uY6KUsguO@BSIrATJtE{AwF!qNcfm1r*O@GHGQcmP5%Q%TW7hOzOl+d;Oi
zyA6Mg`0_Sj-na@3<9~HjliaB4I)a0Lu$1txcWk%X*5y_3ryW$2vBek2?8TM5`nVN9
zO9PO^g{9Bx-&^?9{rlDnyJOAc**1cKwuMCQvbq~E5L1psaPhB?{P!Dn`}?E7nUudk
zSJ>J)$FD75KNSO=IFf+==hcQCH>W7C+dYbMsraCTp3b@yg@#qOQQP^~O;(63D*=t*
z69d*4g4K^5C_$`za1~}-ZO9YVaG4=#hG<<T&#&Tpyn}i7&rRP6fA-HVHKGTC8VQ&O
zUMsb*`E%aFw2_~nZh`Z<BQuiW9vy1bU1*hLB5W!C`5+QyMK~~=08KE!h4|EHM-)6p
z@2C9%1Djzi2ZHO|ABzi<ZP(Lc><OBMt<2P^P<sE*IM{7(P>^*#*r-*W{p<h}fyb*!
z_Ad}&$iGQq9CG~lJa4I(9d}n~p#oG@j?$q0cTCA{mx?=w<Sff6dc6ZkX`AS5IbG_I
z!WsJtt&M_wMK=Hag|@o}lCLVUw()RW^y?AiI_L=rxg%UD*7B!A_BdZR6N&19x&G&N
zkRgo~0BwqoMBmdEHN4_Q6$s||4XS~2-R{6~aFI+W+`r$r-BwNc<E2N;g&<2w9E$g*
z{!_uB9P2Ti@F(;0=)^BJ`_D%4o3aaU4{}*sA?6POZc6ZKTkVMatEr_r;&4J271!#2
z-sb6H_AA$RpJ9RqKv4qbBS`FpJ1RFw+WqUr`U6`2Gz~ZDEBxQz?Y3i0o`yZ;hY?wu
zeb<9Q5wfpQ4o0<!|MgDn-R<c9#yn007yw%G7QKuC9njoFY%0*R2Y$ix%5OOd6qPkk
zffn8)cPKt)!F-sC3}}2e;@I>XN0<BcKUdHGwt}XOSN!>W{1P=HaH2J=D{#K+(B$Zm
zWIbdq`|%oB_!(r}9-4m?;Kq)+Akie>>M6Q^GKatSpZ3mu<Vz#QG;FG1D~X11&AYA2
z0TK*!?b?3$3K~}vA$dL>&0i1j)Be{@^P$%OrBv<FEFROE0V0Q;i%Dakjno(Cxc6Yz
z`Jv5{e9Oiz>#3aXP|Jv3<F6Y3zt7syr#>+(hbhAJ%|a&Odx`OuBE-yY3UKBTVr$sA
zUw-$i2>$gxeJcpPQ?+>I)zp*G%%BJG?k|F+jskkd980)`BwoNPzRa{BvIpWJy&=2)
z*9|>^2R$h@;#q{`V8{cXsAGNB(f{K@N*{61Kkit1P=n%q8zN5eK8l@<*N}I>7UbV!
ziHz5q-(<M}Aq@7>8Y`kZ*(Q}>B*yp|qQ3S_oi|{yC8~H=k}{CPgO2tAoyC9M5OsMG
z0{8#T$5=3*Ne@Ao;Jtr){X}uK2g}fZ-=c0dfnvdY#g#B~INq0kAFwTOhm-#;{`;Qo
z_PYPOqx|QycH6Kye*RQn|N8X9ZoOK6bv*xis8QZX)c!l!@2_W>g!BKozSM`m+aoUc
z*Ui{Yhx$Lewu|IMv;Osx?e;?L{%`i{AnOg}mEyRXn}pz<{&#~Xhqp)X{eKT2ev-qT
z^7=jYIE7_Zg|9uCqxaXMs1B3_dVO-I034Ce6le(+w-f&Kj^svDy;-ZZ*8!ggg{&f`
zZVU9d@ZrTSaehTfa_OqYqi&}Ynns<GSS}96cQE3V>y=Py_!E@wPTT4fEna##@NLJ1
z(XIy*v{&ya7Z$s(_{ud~YH}gE3`kv+cst)91!JR3Ib&Omr7Gj2NBAX!{Ue>{hRfSk
zgn!k=!ebhP(RkX*P*hc1b2&85J3}-DjeS%P0F5<FHwt@!3Cdl=1B0F4#4EH$ZR?wo
zbC${QJ~Z{iXyI|e%+hkhW;$00u!+XL&>Isrd>%ZCYTm)8&Yn=8H82)P=t9Y-`=xZc
zq^fyR4;qmxA=C?#J!%SYCC8743GhhlMK8DP$dLi(iIU1!1E^csV(rDJXm?n{k9YVH
zLV+I?%J&C?_ph2i!b9=i2nz`|4iCI?*Z2@*yuMu>nHuRfibHcISDPYx);$W7pYN#z
zIkppn_blT(p^u1qPJ8FOcsB&E2*;`5000dPxceD@Z_Nf*|8JHwfL`$8Y`l_M#1{2u
z8HT7sEwSD{ddHIYOYTdHDR8Z;hv2i@LO?GM{nd}?Jz3yyIESg5PZ06_T{rvd_5vON
zk&A?e_U_vZ_l%4r6U7Rhhb%So;)28GU`u31u#hI*9s#P^Wbp3V=3JbP3>~`U?ZJ_f
zrQN5j!WHun)CiuAD`?OdajwGg#J@m<MC793=+QODdC56qv41DIBgdh0F$S(t+`g+S
zlAPe@Ap}qG{->|9ecR3^Wp)NCQkvEFphw$w!}%#<Rt)2EGG5E^cPXDyyQqkDrA(#I
z7ujOVn@<;h7Lvn`aZ+hi-S<aa<Fz8_4u3m!WFqbNKN(|rA8Z`>EtMOqAkl3JnC4ru
zS`Q*C#Sin4_G3ySt$maJn$s>3BY5qIKj4-!ZCnsKr2cVqPWwo&H<Fts`d;U6q@xe6
zBFQhW2Sg`36-}nvC0Yit79jxrTvkeA{VXSLJvdv)qdIEw|BrRuu>CeZ{I*86_~*8l
z|9{MZY5@Rnf*D-yx)mmDVxf}h;1TQ$V0Lc*ubJ$rzK1Kp@$9zRvq&ISA5jWo<@9mt
zd=nzMh0C<sD;kx~WiPDFd1cy4LPfc=q$Q+G7b8-}@xSA=D#tD9q71^*^U@QdS{V*)
zh9v+q^gUnr>-v?9Iks@|D9%gRHNWPt3v&>IDI;;Cv*oitr_R;=Z0_KrpTSL#qN;x%
zggax;{rP;FC-HeF*YN%J167K!RlAV>Od*}A_YJ<^(skNU9(-OpZO_b6e`U&i9rJ$r
z%w0~&MH04PJDsZIv9%hBzff4nZqB3%ZAYjua*s<=L9O#8gniXnhg3963>jIJ)+K}4
z#jzb%+o;Hen*De{{^`0Qi~pyKlNSsTyTUr|8YmRVW5XjF;!_F~Ey6Aw6RILb0q$;1
zKm4;(JccjVh1LA>>ZWByt!o@|9Py&r|9Yh|aM+Ln0jV~X8sWrnV$iJR;HHcnf*}Q;
zPfaJ&v+|2%mgk?V;-PPtqC_`Wj?EY5(RWD=5Up%Dh=91qC_-uAu!|dbRZNyGLP}Hy
z;cB2|n>2u5-Y%QZVT(*)g@d9HY!!xUmx`20MU1NkNfagOZJOmH<w+mcPS1{?NzKi$
z$&SCyB;2QawhHhL*vR<DCxmmZQqy)7a_~ejJgR5eUjK=O%-=b5kJ*E%Z#rtFUV6*<
zabTm9Cq5rwZAGk}iI+F(sdBDFCTC12;87Bz3f=j{4t=ooqM0?$?&)l0WeTsW!8~^D
zqu&K!Wg!B4eXyR(A9SUI4J0|WcZ7s&j5i5}A@ml*J`X<;xw68P%$Pu5@5U%prI(L}
z`P9}Y!#l3lReW%GeX?fp^g0@}(QjO76!xzj#cjj=2TmmdR;BZc5k3-`;q(hrDz;+B
zZ&wR$0PBYM3JSx+?0oPCSV_jsaR*Kg`YCuE_dU8Y-s^r*&bVG3_i4RKnhuh0lj7LY
z(D)&POwgyz52?-DcPePAh{s1ltu!HJd!p2b3XDaE17JPZLs$0soNa??&3zV6>8el%
z3KQslI@AXw2dp>IAWk_zea^S!S=9S;Y|b{b+(Nt20oWo5btR=tKaD}1k+m{$bE+JI
zn`nE_Ub@kPP#vbi=e%9j4$R!kjZdn<_&yIuQkvQbTMPd#Z&G2v`zzK$7=P6al5dd<
znH>4<OvU#P#UJ}~!>xlcGq8Whb9E-oCsINfhwjoxv!($o{2=T2CqjyouO=<i;rqGT
zEtCY9$Go;71*FrtN>66LSWJ>U%QM-ZZxQDg1s=H`Q-|Wo7vk=INkv9r&MHxxJj1VP
zRUhMADNJ&ZqUoK_xyWD8v@AEriz;B7dS#G(2_FE@r_{|ZnTN5nC-LOnzHWNZ&k{5J
za0+RoGSk>MoDK(&Fi2ZfV2auf#*}%{oBKU6@SQ*AyA`wy1-264B>VVTP)WpARMvv%
zKlL3q+S4r~;zyJmG7=SCPs3**OI=Z4Q-gKn%X4a;x4;FzQ@2L5so|WFwpuzH+HG~u
zX9H!Vm-(T_IlVl|m|Q!ojw$m1Q$c)XkoK8$3>oFv#Sph(1xBpk;C5rwq|G?#V4s>`
zQq^yNwNvdDWv<||aBJ3k$32+VD^O=W>R;|03N8v^m4Vc;0|M`9pWT|wY2IUs`s2B|
zW6QX6@VZXNixj*xPvOcHBc#_=u*fG}v_oao4*CnzR6?yr;KNMY+q{b#R2W=1x2`~u
zh}cu{+|1MZN@>wHtF+<F*$nHOBJFeT&7y$GD)M3CZ;bC%pO2IwV*So%R@-f)1hNZh
zV9=nL*zxhTKd{r;g;?FWG+mB_rsUKH4NQxB`MRYXZk#jaA;ERk(@xB38u#Lu+0)Ks
z;YmW~zS)J1S6~IRC+1*B(whrAR2KA-CY#ny9i&Eb^NP=e6)%ArK<U(N#pi<V)I%?i
z#^br3eR4(5UqB;%et|{?RC>JG<_5a3ci5<xW$e-2snPe#j7%FJM%~K$NPjOQ8|ibt
zu-6qx95ObwsR{br-5kP0N1sp9sN=ykX-U^X@+GHUGKoz-OBgTvG|C~=xqLXOK_~45
z6F(0|we+4<vrm4ErXuue@A?Qo$8mbSh|-$kaj>V)TFJ_EDTWqH0mv*qx&A@#QhusP
zATZt)PoR9VpSYWJ*>10?umQ^W*k#<XHvN3D+th({Z)O<n{ra0JR8p3E-rpKliGiZe
zJNBb#F4VfBDl*w@>cL9~&H!_^0A<^6LFNnNIJ2)crLY;^S2dhES$FE3Zr2|N$`}?*
zRZ3=&NpXXK9RHEfoE5}u8pFJA!wCg?!y+HBx66Iilb6#P(jkJ*0n(&j$b!=u7q+8r
z*8#z>k`2AfO{NW92DNB=L%ebeoV<AI(bH`qBqz!>;mcTFh6~o6E`mG>q&Y+|AS&N-
zZswsnwqypyN1=<Y__4iqVkM|wSY&3;7Kxq?LM9K^<Wr?ppKt8WrtY2JmihEP+u56b
z0AIVWUFwjqs@d|_vE#n!wZ1{Gn*VlDxKF6AlPHRsDzCjsefqofrYYA<3S$-9=F{`j
zNHN7V4(ziH8*MRHG#+_9A%mneU{dg+_Zcx-OB%$i4rLScWii5(<Y)wSX<6Zp=}LI8
zrDQq0o!!+wMH!P3FbqWX`dGt4zp<aOS*&@3Bed{0hbiCtwU~x#$q$kGsu9!3eWct4
z=K*$H(R?@dX_$fLPnn2J^ph)mTBk7F3iKMT4cF8T`ZY#(#XZnRuRD97ob~yGgVLo*
z!Gk=?l<2~Z?b-B(ba~cUKYHS>zO6YwOyaWqC}~h*;`S$Y>K>S9m6jvXp5UOhV(00)
zuj=&HUUW;OkLrsrm##IQ8Cl2tH8Y-yoZY%-eI9BCs~841n}j;Fu=Dc}Oy|!F-ESdJ
z4$s=o`I}U1R(QT7m$DD8U9^mycsqL~EpUO<-}B85%y;)s#Qkl!DEFcgrQGiH#&}h>
zVQ2QFI4hTwPO>SIS;gmAydkJ1dH!zqQ5nN3LLmdRP`zg$24Bi_7q;tFCu^hie2gnl
zzxeh1{!)T_oamWiw(=g1H8*iy_C(^=L1FL|vG@DbIcuOnxaqe4uCd)9&XdvSxMpN^
zws;2zCcZ~c{6PV0xxPK@WY2c*W1of0^S*j}Dk(v@eYH|tj{D0ZIDWBV;M26WqxkLL
z9xml&2lo4Xah&hAH0Qp>%!rOg1^88^wzcih9k)u*rF%Dhv#DtYr1Rw!shO6Z*Mz2Z
zwvHCo*FcV>{Mm^Q)OK)M{Ww=$(wXl|nfsegtUYJ4vzVV!P#}kk6N{i<u0}Wl;{FZy
z<mieTb=(|~eo&q8j@cDmE98bRkoBisC1@sU@u?P=Wa8*=G#@zkcPPebE^&N1=c7i=
z5=jO+&E!AyeCPcU^a%FVltFpuD7HPeefV|Z7$PM?X&iHXNsprdi+NVoGV)H`>rD9a
zzB_%WHT^Q<R}B3{r`4#&{vAgx=G<&a^O?kZii6i5l1<3`CNVtls9?!gs2(rIHksUK
zGIf<Z)V|Y7bd1mg`g^9_bC>DbA)rUSn)!HdrxhQ(p(S0$hH|^%Dm*-A=eJ0F__NYI
zk7=)H#n@{M#C;Ti!VK@yD(_#-_pO($U`ss;x|jHx^qQ~walugzS>DD3dcH>rvJXlh
zAC)uUkR?_=>{)BLmZWq>cMwvM`v4j+F2zkEDMm-W>brh@b7)*kr6YTZ<MBhwqEAMi
zzU5kOMe^Zy9`Hb`LK}Fr-{f39Py+Mk7n=AYIx{!F<4;5-%z-G(m-IpG_xIu*QFZKh
zDv6pXa}C3Oa<NId%NB-)=4-tKoB9hespdSAzL8P^D?sMvDn4JNho94rx1_lZa`tMN
z`gj{wFVPLs!~F<dkC4AoyrTiy4lUl!MReVD>S!|JOQpNZBK3)$QV$`ZE%VXkb-YYV
zK)Mt(7s$QuygISWP@2VZ0_8!NoQWZ47$YBqP7x+|VYH|4MKiOqg>-QoRX)0ivG#)U
z@tmvs4tx0+F0UK)2;%U7zh=kHT~B&XR1A4cN&KmHeO8F}c)kQx3i0-SOIwEi*by~~
zFO*Hx2YAsL6#=ulIT{>&3NnC2!D0{Flw_<TRdIfv+q`&X-$Tcg&Etz;JGI7u5vlRI
z2%K|{u7}DWv)phuyHYE>nP#<i(1@IrjH&zC%mEiPnLaA)+{2iM{sduo*DSD#!VHzJ
zNCUt<5u3AKS6q~sfWHdX<&BVxj%_XWOE$7+KSk2M1)Fad&eEkQnCVl@_XGfp{?Y=`
z&@pHDGbq`Yjsp9uHL->$zd$0nw{cy_QNDX|WtVMZD@Hkk&L!(DGP{Mhi!YvDoyND;
zmq%hH5ChAs{IE52WT*!({GuKKfOF}|;(5qUW~ub>jP<td{6hJF#UM&mx~(`Js<g;|
z^z9viBg!b;qrlllxivp7Oo#xD8%{7i@CT?r5_wUC`-Aj$k7N&K4Bg9p`$2_g_qZkR
zHu+w_pqtSS_P<|W>B`}fR^ZaW*)TZY8CY=ivCVhU9p1BmMhZqZFV=iA7coJgV%f*g
zTb7@bpiT!L1&l@y<uCT7?4A=nbqZS2ph4^TeRCCP`tq`ehYO@1f;lCgcE)z}$)wU{
z-{cCU$^PIIUbYgnpAf>FRb4-Vvv_PX)8<d*#;}FF{K)i+Qns)L*ZT?Y4cTB^#xX$9
z1sRh~ANH(&WY3#B15d2w<~_W=AkYZqT-;ymN<YK6Drcr-z$ZR+iw!6H_KRbqP%}+$
z&J?h`610vfK!_v8OooEb&y(Men@RVs={hZSb33L=>VB^^BS_HxJiZQk`MqTyW;pfI
zY4m5hfB3MP7X)=|QH~JN)~tj=A6hy(2Q~LRTkwtCQ>{EvaFBd=)v%~9r8v}aT7g~%
z!=EAQXFsG+NHKDfh@iHmn7fzGL|`)q>Qb|W8!ngK!fR!HcF6E?cy}dhj%^4!|A9R5
z7m}Iy`)=qkgq@e@OU4P`qb`V9Pp+cdkW;9dZ%@=iH&x`RXnIQ-<PxBB($WM0sv~!9
zF7TK(<(2$?WuYhonb+s9u6Nkd=8Z$dmXG{xxWKa2=jJYBYW~$9=XCv!uYJTuVb#6^
z%4C2bCTl$dTa+f$Ge4NXM5zF8$xj<Pk0EA(BF@C8NS>iGUD55$z9}+j1F<^Es(;zQ
zL|4e*6*l-$9&H}H&fJqywjr6SINWmgr+u-pW&=h(wTp4O_n&Sfw0`5DN`09Xb9&T<
zvCd?%ePqw5#;T!sGwgBluwG~ThS`Y6lBSX}zVD@E`P5tpz8#Y#?!Jz6DPuMVEIAq7
zLpY`Lxj3dHZ65|t(VJM#E<|_=Fhbj;>gWRt@XBuHrqrw8Vj9q`Um1RI9Uc`OS{xn)
ztczp)%iqbH)QIdAeP9CkvR<|Fe31Oja|7H~Pk~G_>V5O@3%FoImFIG}2P5oz#T4dN
zH3UN#VPq%6r5YK<ug36v2rud1MR>6moNT&|6GrV^>3Jl2^PxGH$_CmLH#Y`fx)FDv
zY_^t;h2c7mx?ak+<i0m<ZrZ!pqXE6o{Z%)cBp={K>Vgx7y~PtsjU~85ty*&VzTzQ7
z6v!i~EWs#})LP1F^ajXGx(1kSODpgskJ?4^JqX*0#P^%g7HWnpzd-MXDVCr&i|9is
zql5(a^7jR)E30(L$Yxk%r9SQKZ(db#s43tvStym+N8<4|AR^|$r3SrPwPu6o?n=j{
z4_f!8ub-^&-0v7}fm6Nhl5FD=drc)&Mke^F?46JH=Q|3F=fbB8R1O}3wG71VV-_#%
zLi?K?8tnLZMG-PuDLKTJD+W^WBU3XA2Tek>peu5PGC@pc8QaJDE=QM=ut(%&l_dAM
zh-2S9vrcDy^%04q4S{BeAEsV-Y?+3vp%4^}?s&c5x56wT4O;NWG3mqgrDcGc9{JJI
zGkdc)--B=xP^$ILK!fP$);w0Deu@z<cO%HMuP`wA2f56wF-)xd0FMj?rS9w9C`m{S
z0zk?P?ptN%IW&E5dd#wEpVech?u0f+Hb9m4^!jvDD~k6<-l41THZi-MhOXWFr@aA7
zDz6d=US#*!MFj~M)oNvYn`MMKS(y$nmvL{UepV0dm5d0RCAbmx<!zTwhK3yU>@A-S
zqr2a~d@rH*7!LA*|2a=jAXzVcjbhP8*ovI;6<W&g^ZGoej5#zRYE74J*xuSZ=ZS39
ze)cN}&9V4?ql?gU_t=b|Ry$d@_@aZh7v(49_Nv+6zu^2jVnn@Kh4&oje<UaPQD;XR
zYP-o)RV}I_O+SfkL<f64n;3B)LX!k$GT*YB0o1)1tLduCp*?;bpMRoQ1LfTZV@>5g
z_;Rb?_g@Lna$@enbYNhP14)SR_0<F_Wx*)aDmkebF^E3id?sB;H9(3($$Hvs({Ju1
zvi6K9^UidBI=mI8k8?c_hW@GC>gXo%Srd>di0&mNaLidYP_+r{FUoC@pSXwGOA5_s
zL=#~Zc*&$P&f;Wf5CsRAHXFIEkDKOLnelaU#9mfA>&#y{1_a0WDH=^nS$Ua6C|ci6
zVm1Ikq~*p^pOXz+CPQCXyCnsAFp!uB_A8P$+o$y`l?!%`inMfzUQh9Rj&WeyptV}{
z_M8(g-{FFhUs2~XQmAE2=ZC-EkI{evr+~4G+=Q7bAVPQo*02f8fKTw2y!(Uvg~iZo
zgqSG2GTm}P7kRs*R87#=J`a|HUcz>ar0^mhE)=gDWi_q#f?nP6`VEy7;zbsjs|=GN
zNHo-VMBh6duQ(6n;RR@{9AfybkGv=a{oz|h)cdHX?xWwn8CH2-#r=C)Z1bX)w{oxI
zJ@s_CLo&8EEqXeZfYza=Di#`vt-!c?jBiYu3LQRWeh*09wyWV1Zm=a^K7Ba^!uqzq
zZ_Kj3@@*K<-UrymL_^Q9nr`V7j4lag%^>w*R*BK07!Dc_P@4i&kB-+(f_j4=S!|c(
z?J-9A)p`>r$<ix$n5d^x9q~i&9U=P;4ZhVtSj;&TP13q2e#m`w%`Su)btiGa=Ztn$
zf02wshBn=L`+kyvKHEG>Pjb|?6d;cPReV1Yzf6L6pBU@PL1w$JL!AzV&lG#Z^NSLC
zMNXGo+C{(l_9f=Hp`-+?s!Rwd{QYMcRt_;xqI<GcR@pNHV|j0sWE4lQ+~ggdCTJsE
z>dJ*4)iR?dNc9t3e-PY8dm9L=|DoQzxUe4;jX*Riq50LolvvXDEPBl7!hgnfAJLcn
z`~hbLTf+3K5Y<;XgM_6pkaG^{*X`P%pAzVlVz8L>hN}S?hNVn|u~v@YIEXL876%QY
z+B9ccBYpWqMB83fi#PL${!q!k=wgk>TFqMCLtXK-Wd`1O8Z2K&rqM%>dmsx<_msMu
zdu;D~y1!FmfQS0_{b))Msb1YVNR;p+I^Rfk&a4b#2;agS2YSmSadf$}vm<Nc`NM3`
zAwrn(MkfL?^msBn<H}kM$Oz&Oh_*#c{pjwexIFxV>2?FZG|K(-?PU%<q}LwI8@?_A
zJ^w4yoz*!#iVS^*?pgK>`*)lRWW9it3?^$i9o@nTMap3@5aZEXVVu!k2MxSX`q34l
zKt-yUKf9~c-CMBPt1Qe9!Ve~q9mtndOz4wOCsf0!uoGX1958)H5cU_R-jeAUGOBlM
zr=G(Car@V21ARBmHyNd(4T-qom!wRv-)VujR}J3eLamd&)#p$Jcv^u9<_K*|x2a$~
zCcaSr7Nlp<(_c7pe}}eXCb%nV8;G%vOsh`3<$kMI@(xH9O#+e`glypn3Y<?_7j=<P
z3aQmi=OzrzoVw?r4QtMAYzkS3tO(g#Pd2UCrt^6AKX2wN?90#<{DX)7`Ast0&ZIxB
zLAl5Lz?@$oiGA=s+$D0+1vHS!2(J;9RgIUAAzMT-XlM|<?xJLEn=#uG)P<abiw~S7
z-q-W-uJxm;0zw4lb6|3PF0a-sCM;q%bP-?C;IY(v=^dYGu{K(^4X2c;tBfDTo!K&m
zP$}?<uPN3K9e0Iw-xI=R_b6X5veD(i^jPd0Xd|m*s4uT!2&2uKCaI3j5B6Erp!@!9
zAMZ30+7lhNEv6(m>+Gpu)ISMoRwU0__YU<IX}%IHV<WZo@m4fp*czWrl$480NfqQC
z?l&XG`F~Wms}pg1ox1cNl?6L(YdAJpE!ldv-Zt5ky;_*hJFNhl!fhGt<@bCOU)M7J
zF3^*>JWIc@C~Jbkm*L;<)#5#!o_UyB^?Gw&tw>zq25xuWoWuzhzms-E944o&&t!L#
zVGW3LUM-mV>|cs>11tuyT}~*`a!xVp{1i#Rrm)AHfuX>GVwN?Hg3a*d@e(CDL6LJf
zh0Q2oHk7}g<0d!H!5RAOz+@uTJ1&T-l+oQn58a@}m^-X7KrW{+gUk%$L2_VU3oioP
z7OaEeGb4h5x?r`XvwtmADyF|2>v=t|E)!M-68I^r;nRJ((sUYpMl6u(`yh63@KQLx
zhv!Lm39bjA*FbO9Y2W3~sGgRNcsJ16J9ll?tzfTQ_7^6+2sufw`OLi_A>Qt9P;bws
zIQtaa6Kfg=2p2r7U=ad>kq^ZW-2;sTq}JYfTNY?cK7fJ6b4VT^@HJI8BBAX<j_#|r
z<|O~zT7rOT&NUZiVSN1s%}|lrz0!O$0yiq%_zfDCAcowzJ!)zHyTN9l!E7E<P~_++
zBYplCo7aj-RPfjiz%Mm@xeHq$k&h3aLT~k-8#<a}tKW~NMw?DZ=CA+=;9U;cV>GP^
zQk>wYNpMM#pyQvL)&(jGV(-_K)O!P5=>3sY?*6&$Xm2w9VjBJZ=<cE0=l>JV2O+Zm
z3luzO=YN07?|-dP{^qm&{rGx47jVt`=XR2Tmb1SydCb__7#l-`Vie+^EycY`=>Msv
zi?Pzi?Au5Pw$a#A1v(c)tRBIb)BnoQU*@?b7LXP}<<y6}pq<|lzh6y$<;S;0kYT$@
z<jJsen0h!}cl4+KKd{LEm;3w331aM@+x7gT4{U!S|6dR99=`qm0!99RdKCZvx>u2A
zEfk123*&!`#3rfXKew}YJLN%ycmw@^s1b>bNea5KkY7;H&I6u#{|5~^9`>|1m!UO3
zVg2PlNS0*33;2GLlkuMssXhzg$!>^S4pJh*3cwnwjOlBJP6WYX{_h5(*iQN3+`XtD
zlk-Tt@7QjW?&0I{Geem`T&!`vW#yBdHvhqTJ=9&7<VA~m;m_fmM?=@fiu;s&Pvxp`
ziV>6ic%pS}T-EEpzyI!`RgDX|lfmfxcYA=XAD=>;@C{v#)+(a3p1)9)e?E$nt1#2b
zKA_52qS(~wb_J#aF*5k)MqQxzjIa0^5W5JV1#L}W$3u7=g24PGsWpXv5eI_D7GetS
z{!EVC`$AV6E~@_d9Q>wiQ~F9)F`Wk<s5?U${YDX^UwlC9ihpB<txH%TY*VU3yN7g%
z`^E47;I8-dNA(4y2y|e*>rLyir?+$r+!SrUb`n+0n##65r9pZDngVn3rtJ){F5m-u
z@(DdhE?t6GC$rKV`U!#cK~iyJ&nM05Jg1C;AC6s~#TTG_f8S*9Q`zEp9;<P*y<WPb
zGRW#4q=TkAtB2b6R_#1PY(&t4L5=qxARx}fUJ*NQ&md3j@nJ9TD&lX=Nw(2z&!u}v
zb6-k;NH$sd9KA{^JHtY+9jp08qDJm0fWruR4HVnnjQTH*3D>2MfhGruIFHJ+@j#w_
zeU2yuzq`vFd0MGsMX9wCZ1Uc}-JY`gOin@HU-Y$<<>dj?#{~ILzxE+c(txpnF0fj3
z%8}Q_NhX7GcG>|9lY9VKgSZ<Xmrcq8!!!5y5oUaZ(K8As3ZVJ)@s~CVIarSYQqvyZ
zujiw>`#hkBaG|gLb414`DxMRRkxI7OxhOZnCG~V4kl=d$?xjS+{b>s4x8pFQwp?@J
zDm~D7nHf|+Z$h)Gxr^&dv5VWJ)-8W_E`Sef>ShZjNi^U5g3jtAJOj^hpY-rmx)C#R
z6eg|?`|5;vT9)#k>+^ac*N@ecUa3OQpIPc#rhD&b`ha7%EyEtN3d(hwK<`m)5|@m}
z$ICqpx))uaieIgfXfSnM=mFekX|QeZk}g_51K-uVWDn&C+S|>*m=>pvGFk50(fjU2
z*jGAKSn?lXAAsz48>5(es+Ven=T`6j*s}PjUfiVQU~UiP;p*MMA_7aN$r7i_^9eo3
zmc9_yqg(tmq{wlXw?=43ZPGNL06{ce>d-S0UoCgB-m`IU+3PMWmpWQmLk&(r?jpzM
z!pj>2QkJ-zDV%PJ{!;M$T06YG`=0<4j5cs8l`k2!4Qt6OGH>M=Zm(dR+Wmed^GJE+
z3M4-I>q3s`2(^!vc~Ip=s@msW(5Z?D<>63^dz(T{N`HYs2L1^3ow$F^tUI4&2U~EF
z!@|;#fm7@40q2t<3%_OZaM19nroden_B+<c_5FJPDCfMRhw<}8?IbJL-^ZWFeQkQ+
zzduecR_nKSBa;i^iOK3`R%zX5{oDad7pxRwEnujnod9sDL?b%>@(+ilILEAm)^|Zl
zJpWoV%ltW-N;320kPUN!5u|j3OnaBy;Fi`OytRBFX;)U>5>!&8P((fBt`d&y<t?Eu
zOzePxkpH?c2F?yWn+Eh&bT2@`I#^|}B6rQjTG=8z25c7<x?#NPf7m#CPOncMoYwX$
zQ@l9$?$!GzO3I<gyF!2<7=Fn)ZERW1)IcnFX7yZqtB5P{@_?$DWwXUA*_J5C>`%i2
zCvnj0X=q-Zo#GI3CE_j*?TP<ske<%R5GvoH9JSxwa??F?d?|O`<zKtAs)8(oFy^?8
zE=<sMg3(K6_2r$`PTtNjNH803N&R9Urk9Om!}9p8#V@+gTVyRVc}5oMZL6|2co^kQ
zgNAJ~n9uDGkRv~wglZ=0lwQ}7R%GjN-EDQq*8?q7YoByT*Dm!k9;p{$a~;ROBHF0h
zz_>cdwYa0u&KmMSgRu|&Ns}+*EbCHS4xs<QsfBh?Z85fs4Hx=79f)r$GAy5bpIxK}
zcTYgfy0G?J$0{!?+NbsIeUFS<KH6X>r+Wu}^*FmDsjM>DbKE%r53mA{w1q#lfK}d-
zTR{4?w0<lLapP}mUuCYi2%G&@-+up$%CcnRVG%|8V1Mx1A0u+N{g&FGOmoeV#1(i>
zHTJuMXLj1A3~_muehd7(l(qK)eZ04Of83gSrwGEj8~E!rX)c&aMm6wSJn8%2nv2jk
zco^s19HQ)_pk_SH+>)83dr%w(x23OL$R~pqxe{5M!>n~t(Ii{nJUD<%1Tq5*RPHs>
zi~cTXTm!BI&7QI{p)Z2mK#@W(q<H9zk}?REOzPl%;iye!C9Kw(-3H{#$khG3lQBQ7
z-fq(AR0%s(N8J<81lb*`*z7IR6s1pZ`p+LQpPj*a3l{;Z$JmHvCm^V4{hPi;)aBG^
zmk$a?$2(})hqwV{H&TrRMNjdy%cPgVjIdB`yIf=@p3e|zRet7YK;Db(FP$0JVA2LA
z==Wg^m6(fqzuou9cyGlJUtgm;F_>SE^=xI<qC*EDan&wr$iT(EB)6*{mZ2A@DAF#M
zTKvwPgo{GQjG-*~2KH>)JWK%0<8OHJa26Golr!PoyBp}4JZfd)<+;LWJl7snd&;8w
z*Vp`TogeYm&sF$N`zAB{oApl4Q$2o-mosL@^}^}rP>bLcQujBMpcHi8L)DqcRh79t
zd{*E=QX~3<eGTy$dmffuEnRbRnl7)JN%!nUKEa_}#?B}JUp#Hof|Ax_RIOXI%b+e4
z8Ol4R#S@8K)Fg{u>nT7=r)*}vbSmc}J-_%0Aw=3C5wxc*i{y3JLfbgk-AjxkJAYjP
zGqzG2kB>nF@zBsh@1wU;26?Vj73ifME-&4@8q>oHXz7PFxw+1}(T^V&y6nGWwB75_
zl*m9V<<1MD9OadJ-(zBq+}@bi^s{hdaX2R_NVC=H^Q-C|xgIUqD;y*8dK-|XB>#a&
z$zWdj7d}LGzBlIFvI<QOPSVR=vAxfR$DuWZT;I?7sj!%SejbKgUd8i0EiNH*P+O6V
zLEv#u?eq4!zVJzJxVb~kKRcEb#oLqT;=G<HQk0Ref4+iKZI8uQ0yG~F;(o-tzQ0J}
zV#^Dpcie>;lzL*j=UuiY1g~oH|M2!@YszZLwyz{TT#9rey&}k+bV{p&H1hOk%v`H#
z@9&)ZQ<=5=Q>C9XB4)&hF<vYy;R#OF5jxcnvnSh;N2TQAz2M_3u-)X$2M&<M7q^pt
zs%ly33HiTk-?`uPiF`q1%zNvSHy0dlM^AwcV#k$E@Yk0G%EjHzQ5_v*VoHJIzD!q~
zZ=y2XDHr5_?|xu#z*^Cam=;PYj>C2ag}Lp8BG5`ubStv%bc`&e0{{4M++@0BmZ5*<
z2Xl|3$PNhwUfe?KVns}7S2Ip2%~ZekVCc?;4_K0p{mDNB$?JV&qR|iPb^Xj!7(N&}
zvwU43*L~k^mf}=9K@MJ;kkJ+BXZiIR?O!W^-@g?YhKS52z-hs!_%~_-*N02GksKov
zGbN54zt^v8Kapa-HrrIox0P*c1N8B=Rb1|)V4qmdrFx6tkC4)-+=Al6LKG$Z88E2+
zLu#DeM9F+drwFJ0$Oh$C*i%@|#|5D(^nbv_RffFi2`Rb9x_yDm-?z_Ey|U-pr~o5r
z6bG7o-e({)M@MlSg4cgzL=SMLkq_x3Y&k<Ywazy^RIWPc(M|BnHI)!+>6)zGS1Rp`
zG!2JHz%$w35ifxa$U=(AwU|FLMa)A@s*^lN=pTSgAw*>vcjq9-d3WvXy&W3|7X5O4
ztkhyJfA*KZ@}%h(&*6IecA(h}+~y!3Y&P3!!rF;y!e!DRSAx;;Zoa>NhIODyt^KEN
z%4XBceR9>o8B{%bv%aW$pcjQSeQJ10_WI0Z<m)r30OWPrKD$Us*RimAe-(}+O1#^>
z>Xn!!%gAagX@(NQh=_I_t9^UEoSGu8#Uljs$fXr}m0X19_Y1V!J&o8DNjz|+G`<6T
z3Hk&dVLIS@<Ar;fP#L)@r{8mpIx-8|`-)o;H}wHI?SCgHy<@piCho^U^+o~;NI5?_
zMU89y)(KJMR7n(l@v%m5+fNkEzE3k4r~RgVyzj~l9<X(z|J;wL*$g&teuChIa&-q8
zm<3UQ<B}bT)sP!0p%n8Z)ERqmy`MxL^#fLNDN1!QoJzFXnMaPU%;}HWM=NctJETqz
z@VhcNy-&bb_CM)w*6;Ffy1V`}biDL3{ycB2TdBKX&22tw?e$H1Kh^xhraOae#zL`M
zyErK7WMbzHC2Ei!>>pFpwr=-1k1$BuuI<)W>fU>SJGA+S=v+Z&^D>D-pSF|Lc-+zK
zsHJ&jt7{#XF|H=pxmpq1GvwwlVST3ShJrBp#U*o{n&!AUpEh(e9HqMWb4=n8{W&J%
z6_w;V$Pd1X-yYn2DBdvfuaTYV4&MiK<3+q5HtIaM=x))6C++XQwMrX=C{i~3@P(R_
zDJ#cc-6-ixp`<cAdE~C>7yC7GTCW|2E@YH$_pG5~w6}#aUa#4NrY!BR`k-^7e}YDw
z>xR#}M~`kIuvZjF!`SRE+<S9x0N)qCkxX`=ZN-1j*b-iWdY_$ut<IYlfoqB^d9<nr
zY0#l?wsAVCD>e4UZG3z|_<RrdgIrNK=^8zMuV)_wyQ2+6tNi2L6xi1<xer-?7!cHD
zo+qA#er|&;P#QpX?e&ks2Uj2`tos@$TEue@z5pseDed6Ca@}}tCKP5)7rpmP=vxTY
z{rqWu9vHcxw8$yRfLiW9cYAzF=d;uWLUmAYBik<}S(L$*?aej`zS?X-cGA=j&#sIR
zNcq&T-!qE-O0P=+ZoB=iPMYMnXS(~yyVw$<HIYTMFCJMhY`@qrSkt5cCo-Y<aSz+l
zeXo~WZW(vsjdE8Ue%BduK?}zH$^8y~r@qGbHfWz66<Trk%OHMrHh~IW>D-u;vIFT4
zzFt=io~y<=?EQ~v5`-!UOXPzLzp>wq0h+=Ojm!yXT*`kFHzw`fX}NcE)7qe0?#^Qf
zD{4&T=<Ca;Bi1o+8}e`&p^Sn_#C10P*^1MQuxqI21YlNUd^yXjx%gm!vX36c<bFWE
z9z3+nPLC9$GCz^4fJ<`3u`ieC9w{s{c^s3I=pv;nx5chq|M8mT%fI%r@tB90WS_6?
z+0Fx58(CT!wtJc&smCASxI}jD^?2_z{l|X1rGfc0&Y5bIcOUXGdT^zt^}dgxE3pHD
z@Ra0=&z~>}u`#6956U-v+_N;l$auJBr#$m~7rjd9GtdS(T~;!Kbcu4v{o;6_SUYZ(
zNo^o2oJh3AS=Sc_vYfwR{&#;*)(G9GN<N5Ja}m@iOO<#dK3z(BMwhzVMVP(&D}w2`
zE)&5CvLZ^Ty>aox`p{;d8}@~^NRZ-#RIi~@XWIH;BDt1xK|4(9D=Jtn5$@k!8}ali
z_FcPn!YUb$3<39+(F22Jr4po94S?Xk)^g>{{_tG|FsmccYW$-V)q0|}MSkY#*|k15
z^-FjcPj@jK?EL#Mi=`;!cl|X$wG8f3TA(vDR~-Ttv@BpzEgW#TgQ1%nNL5@rw6_=8
zTS_H%NUyur0AZl{piiW>o>k-uK1*8+wtD^E`sw49oB52%hMW5))?gBzGY#0)%i-_l
z0R&m=0~e<WUjW`&jabZ+2Xgzsrs6Ii*LD+mk;NCdop&0}@$xf^(I-QGToD?`)$5;&
z6ZTLTIF(FqYfdEa%3*iK<y5O{8tmtT#y`FWc}h;RHD-hbBHyn^0CigS3pl?mM~-xi
z@gzK1h($pE7CSzUY!<~oS&}rslS1K1@w@)>`uWiqev;G!vi#&<L~t&K^{|47GIK9T
zl4w&BU8wkU<*6iJ@%L81qiOZ2`{0HA^Ca|o_R-I}qaWqq`m&*nT#GsS)Fkf=Tj1TU
zQ}fLS6HWlE6gVk}2ey#~ZJCA4b9oEF2+6(1NdD*Qal(hFmpI0al_Gw{KYvhm<zdMJ
z#rCx0oQqo_Z@1~e+2zk30^E-pItwehT%!>7Anmgd4MHT34J~!d{Jb;tj6$~orVtr_
z$XI~1y{A()=lkoi14`?t-ZQd-z+J&shd*EmFyLb6l`GV-uGf&6sVUamA5Yml5HMn9
zN7q5Ae~ymTmdqnbUx4_<A$cWq7*?-_LiF|xv`xNhpN!+w>94VKJ5k{aB5o^Vp}R2K
z?qMHi_XG2Y*c0-3BwQ)(-_yh4mw)YvDj`*}HBlDUQ*r@-y28roust^xJu&s+xbFjE
zC53vfGjb}Y3;vU3=7}zyTedL^amwoNGi`diT_&i*50DkY&byF}_EVq372z9_Qs55T
zv<KD(x%1zg)&!;Y0U~xW5N=F2P~k!id=k*+v2Ck@O+easCTidLMUrfOD_pMf`ZC~z
zx|8&YW$E&7CCZfyp1MXdWT238K#aD&gN`2e<F3^|;~>xbu=Lzlx`9sCtKbP__UZKb
z_{%A5L)IvJ7FO~<p^$;N@OrLqb03SQM1sKIG3g!=8Xh{Zw*L7#poGFe5Wtaim*`%L
z7ruHbp}Q#yhkC_HbE-?<0D~nhXr(wOF_dSBe;a|g5Eu@khS)29Nr<zQHEk=ZTR*bz
z`JnV_xIdT4XSenXFRs$D8@}B>dHmT$sWj24@g!RV0dUIu^PC9y<Fj$4Ze2~G=Qpxu
z+A>JaOuL*3Mck>v&~>KXv6pakX*D4RrryD>&=URoaK$GSOc%belHcC{_A-4x6_*9i
zP6IrF+^M?C)E?=&+v{?TaFo0``Pxo>jLzY-$loW&)#65_w{sS1#5l0x_0E_kwC>Q(
zZq+k5uhvrZk~gxYxEYVVBTL-V+cPmx-D!4oAZ@b&y70rYa!Kmyw6F@D#*qK$EY*K0
z5jQ|~Y{x)K78fla$SHlOW8{3pk8`ANC|v7X4aM>%<BTG@So*w*|JW3K{d_jL{&T{0
zKJW1n!Zr|CB|qLT>d-~Ek^nguuURILV5WOXEi`LX1VJf_CLjv2$Miyeb;-j#g)aQb
z*{j-Gm8$ff8fgXvpY?zHZveinzwAb<zd$WQ_8$+wOEQ~}#Z}eBsE#|`4yRQ=wp~Gs
zp@xtZtg?#jOSi5AkDz$TiIc!1)h5#$w|ZLi6L|H(PKG9}2db66|0XTDTCj&5YSE|g
zH}znYe7BJycLaK-T_gUWn`Q>QtAqos8aw(lTK2WD-T{R5!edl-nWM{>drdn^frJz)
zBGPj5pn?GHzX64XClAExyN_~m!)9Cvt(VL`rthxT_&7S<NV##)x{X4w_u;ru<&#)r
zBN&ww&_dl(#hc#gbq**<I-A&o7Jdf}H1KuobaiMM$~iq<yXf*IPOX!hr@@oQAmVW%
zVIlL6Qp_1WVE9Aa(W-#HLN?a|_u{|OJM+(jgsEqrO#cw)nN7ZhkZg;9FiKm!R9D`g
zXLWImFZ9V(YIx3#@O<~~w?Yn11E#xx#>Mx6)nd?ZObyyYVkPW(L7HqOUh`sRi``h#
zof2zhzSR1I65CE)wHcL(yq>5REisqx>zn!pw=A!Hi;U6uJnJV0NLEf4C3Ht8Xz?1(
z<9(Na7FT|E?^AcWQhA6|fTS2!!N(0pecJIN6on&O`nGRSja3r=mc@?gwyD31Lz7BC
zei**CH*+&co~!v^d9Jbp9L0v7lGqqe_W354XW3m@O~W5c0`)voRYAX{8AK-dj5Te3
zBu7mrvU~&RpZ0~%E7aTz`j;U}kNcoaG`J0{@C#zjvHAw$U$C*YwJ3<UjVIsGLBocZ
zHYHC21SK5%nj2VbpW5YX6u!<!wn>=RdPI?ZHsTYO`S`j<#`dN{oYh#t?uS2`^`gs<
z2YKRcnwzU&eL3<7Z&!DQf*otpHI44Y_thcE;h?S0e}mEDR5vDZkCrA6=&1V(_`aIO
zyZcDjkklht9M)dHr)Sbqruih?FfY>^>r+GipZw<UpnmJu;)D8&gl~>!WT7ZNuM^XM
zFwEt1cMLvg+2V-5F)sBhn3-ey27CAlRL+B&8<icd0Lnt|nj!bo5r`kN(F~416mgic
z<o8OBx83cbY0+b~=#R&appTBnC_b7Au|dyC0u%JyU=!J0lOEz@Y;T9<5ve-pbQ1wR
z;x?Lo-962!RgVMLkGlOlSgf%pCpKKJ+ji8Dg*nsr9p;{MJ`Fo>FFv<3De!7gYPsaN
z#~RX@&Bjf`ho73~$;^+t_oV|GsX$L$8k1lj2MW0F-dU7`&pzsh;$+3MWA{e2DBW~P
z`r`6dEt}lbMcU;u3r5=!Cwjtd{m<&${N0rk$#E8FSHXQHIq!O&P4;&I!=)=JVEEPd
zo?02UJJW3Lc`C~oFLM2*HiHpEtj3SPu)E<>2*&Hi{p3~3vU51p2#-39r2m9R05AN+
z4T@9^^?4m~1V_PDM{p#lh4{hOE(nfT>G>BNov!)Dhh040Wo94o=#YRtQ7=thfcuy`
zG9C3e-p~%A9x9Zim5+&T0$SSrnE6B-H=V!MU$I*Cn9E2!R8AJyKKBmp9m?g-d3Xa@
z6}1~bS{?)SjD)GZ`ts1L?ao-QpVoKY(`03>dUT&P7bT8(?O!1}B_=CzS-Xk5NgzbH
z<9!mtikiWbtOxw`<GJpRkGY%-+AQ(0jC{=Ux*IR2d4U$FjRH;VUZCa%eO<P<l?mkk
zpx2Lg{nqK(5XWKm`<=6BF72@&rrSm_JNM3#85#VwUO7E8ksZg9;I1XKYHA<S!S^U}
zP^<&?<72sNx<HG!o^+AWTx&J^w5MB~GJ=YDkNCW}-M0M(5avD@9Qypd*PmM5FUy7w
zr%HQG>t}aRb*ul)_bGU*3)QQr&4RFh&xWAXdhyO3d^&7p>fjn`x$UmYNcL}1EY)Lx
zBlh-tvA!z$mx<%nY#Bwa14C}&V6Z!>IZDM6Jo`kf1wrwkBt$+!4(65V|INYlCe(LZ
zx4^=3CG&!tX+<iYkL1}vladcn|Eit`1*!Zhi;Nfz2qBe?NU{OVp%0wxNVbFfq#eMe
zhr1w$f>(+Vk>J+T+d~~VG3d14sT@rPKi~B)3S<d8Mnps0odRECjTr`(STdpU$mMOK
zuNMolRltAza|e6FRnM>ZWjFvFK&MShwlBC|z%Tqbq)4<vC}J~i0Z~qry<@e`ihlOl
z6o~NBH+Q)a_#Y-*J>{|o*82Fi!18@S=Ps;U(StgtyR!d8?{NSZ0Pp=s6_!iuHDuHX
zK#LIPtx-_Gxrr)es=e{XJeN0;rqQ2x2>-4p>*MhrbH9VD62A^f%dWYks5Eyy8X7u{
zdk$VDYu!+Pj;vPzefYJs$U1}RmOQUQC@+#Jd^i%)?S~zgBMCN8%CnN5YG#)s=--5Q
zX$Hpkv&kD%+5$&;O;`O{@1L!X-KFrrS{d}HkI90SQk%-Z<)fc1C+_Wos`zt4PGpw6
zT6DN)oX{-uW#5q<K`bl?KgN~1p?I&T$Yu~fp)~yXCMUy0)6%$Rz8JHj-oESpg!~S3
zvttDvmB(XrZ0r5)ZHr}+KA|m+yTn6)T_SSLoO7r}aEM@Op$Go%{-S6y0HqiTXoz&#
zJp^~;bNo)xaC9zf6AczYf-gWadpO1W{bs1);Knv_kgP5Ia$!YrKAsnmxm?2t)Y#7c
zgIc2ueN6B1K33+halg0mb@8b%99v#_SIacSO(uN6iuZCunOWY4SH3$?oZ1*~vAN2(
z(KH*zEA0VDiF1!g<Y7+d?@%hl*Nur0^n0}=hKYSM&+;^D2wwO?zFbE!-lXN@Y?p(j
z?(K-5gSljtg1+akV1W4tGvQwjmD~z>Px35BSNI_fqd>1BD?>D9r`2sdqgJ&*ej`UE
zLfuieobArXuPi<v-#stnD;aLmnK@|`uk!f!=idHb@gk8Ed3PZWupO6M(1789vuPk`
zR{wtGT@yXe=X2}5e`()?>kIb%=D1vbXhEN85h;adOaj%z#<t(|S1gA#yF92vw%};m
zvbDyqAN?NjI|z1>x!?!T#J%3+u^7cp@-Ed1fSXSdSot&}Z8F{f0cW)x;A$!Jj8T$R
zh;KB=vfY%N1-Q2{I4VaYSjuRj=<9N<tRKDGo+K6_KZXolnLWS_4DCR1)Vpt&CAy^=
zeS(&yQ%_(!`W)ahu2((F21JHu-LMY3!w#Mm1snHX*VGZJh3h-Y(H7E8f`iG6n&Nxw
z_TP6M=w)LPgJh(?_2t~?;~qf9J#?FmihG;8;dH3^_4M(I;?nAg3*tohoky0K=C3O|
zV()4~$c;U?F4E>kFX)l-duli9FC+HF2X#h!*%|HM=O-`*{v0n0*HZYPoVxtL2#`<y
zEU!b*Bu0e&c^C7rI*QTMm$S^J*92~-fxzU^VKiNR6+&j_-#dS0&e+9zKLyE0bbI7-
zK{OZxaf?}o9|XdVCW#G(raYVcu6WT^VyKEP>4|-`tth)J2#00n%3k-=8cud_>rY=h
zlppCaozee>`fx>}2`C++jf+kn{oPBDcWe2C965h2Z=5ZOoa8`xizsn3w>(vwi~DpQ
z*HK|Q{t;hTZ+a<-WW$7L3s$C0?f_5ocMnk*8KW_Zu0;mb!0{WILVc^&`&i(4Imuc*
z3}DxG^~3PA>{c?7)!1=D?c&%EzF}m&`$vnhC(m!**B@T}zCW$%q8n`Y4us#Vp6@=p
zX^hATFHi^muB!Ty@fbiFDsKBVIH!#=F6$s1kC1OTRce*~@4NT5aK@rp_OFAYS;z2P
z=^5fmCj~xrc)kS?S6Y3v9UiyOa{X@X^XGy^;m0_~zxjuxjYA7!>U9^dC9@S_Wd#&b
zSYKNA7Czq+)F+Uq!$DS~Yiwq3JNv4FA(O7zE)?D6=(N6RixX#yMueIWi9zIg<mxxQ
zmZbWq)Fd3b>Q-P9hh;8?=QX5vM)S~rRjWYFK2C#fL9-f&sKo+D)ur#x)@C%X^DgRQ
zB@3tI3*xF3qfuM;*Y#asOlWZq^SA%XFK7Q)!}p*bM3<jlVzYMq?`w*_k*igBh#QkN
zzAp`2^+o};g`1X+*R_ARN7Zl_#?{YC2X3m?+B}TT<oMIS|7KjVvUoB=cbT20d8&uy
ztSHBad8xhw(?T@pp+Z)3fhx*iJj9?oMdYMPMrANz%!Hz%7x<vU(>+0(_$R{v)SMsW
zAwRk#tw*eQ&ti3Za!21kl$~mY!J&UThv4yW{F*zGWOE?r9kyc6g4IbC5d>5Nn8JWz
zUsuZ$L~iM<nl}<Aq=^Qp-T(#Fzfy*>=pNKs6h}XJ;_+{iU23-w1;^{BS!idr=Gcyb
zLatN>AfqdUme2^1hYS$2sEG0ph97<3oFl5}P~N?}e5d%|=6-iAcS1IgFv#4e#GUBw
zw$L}@5z0;e$SlxEWyb#K`JU^&3~z7ONn+iz;142v>Mqj<b+q2Z(v5h(e+;L0aTV{7
z-@;N&P5`N&WeB%*w;g>MRiFYkkfX3En$eBg``ukXs-OTGt`G6jp1;&oy{@n3i7@Hs
z9irL2To%iiXxua0H_)w`;`kHmpKsn!$4#3qG1}mrpyJp(zZAMxp5CuD4-Q~UAOuiz
zhMUfRL-x{=G{!l2?h3T<A<C3Bi;|1+cG?XrEYq)~>IZx00?RQEnxi(*@-<O6S5_;z
zKX*5i&L@k+cUr}jTOH4(FHxeja?JW6;{cz$@G{2eB^-~<Uj=#w9|4i(>%+77@qYQ`
zdx5g*IT!bXn<P$?!JS!j3gANHD0jY!VxD;U@P*PXpZa(8B*m|FFxCz^TFrY=>S3yT
zav%1Rf9kI`Kfs<Lj}}DKOy(sqzAv}PjzE6}Zn5OexN(f!t(WDqKYS0{{X*v3{-Sd|
zX#cUJ<L?#+*DSKx$8t81brvt|0Vz=KgZ6R#N&1+AE|HwfI!3XDSTGpKvw%$CHt*>@
ztNlUd%uyg&-#-0<{W3i$kc}q-%22v1Zey{(H;v!xNb3?mk+E!T36<Y}T#vnB@$<fZ
zbBU9`-A<so=e~V0Fh@K6%Di4!ykAcfNVIBW9_ReG*(7(5+;$K!=*mHMUfd>TEbivF
z*fKBMbEh3S4+Hd-4a>Wqm@bF-8Uaoew<NBEI2(H~NJikSr5n3Ep?LZUpOAhyE+u_*
z<K5iU*PlP7Kw4SbdRC9>`NzM$P>D}2))g90D4U%dp1(=n4lD(lQvDb8p>ik<Z5&*!
zdAGJgly+Iiiu+Ua5=P%veiv5=utt*WSI)^8jha%hIW#vwgvRF&4JK8Kc31sLeIuts
zjmh(RlAe+4V==#(K?LVVpULPVGAuVifn6R4HS+Id-FMUH8E^&Q49^MKq}r5%;vVaJ
zZ5!Yh$h?#{H#R*#&({?)MY@$*jF{DFo>!wn7F|2EP~iDFDsN2}_N|`Z*N@GoXuZDF
z^ff3Dm1~{=@#$aoZWrw~8GCsqCO=<=o|5W`<Ds`Dg7Q<KjmwXk$YgPkR;Pe40_esO
ze}cljd5Zqv1-*AcX8ln|LOv$oV-E2A#9&#yaj^Ab-YbgZQPpG0X1hHih*luzoG*Qg
zVx3f;Noh(Rh?`uGYf}9ZibT2p1pEIYhW4y!gj1wiaDHxhb`)A%{Eo}pwBPLXaQS7l
z<f6X<efH-tkgtw-@`1=i1ESINPqAsCJ8Q}fGi+v@L3_=-o^m6h_7PYyzN`y1nLgM3
zeIP0Ve2^~gP<lwVXKa1Z>Po^oIE585aiGbP4}B?o6={!1MCSZA__GJHQn1zelmzJX
z=62b)JA$YcHrU;6eo8{so~y`A2lqz(Znh8dT4yG94bwbv*ASn_e2W*^Rs`G!+4-(N
z=BeW$k);z#gTQ)jUzfqd`MjA7<O086#XP<it^-VrVSBJ?`i!BXb<G^|c9TMR#&#tl
z?x)GDyWb;p#rU|-_rKJcCd@~1G@==Wx%8+oKovbjqH`e!n)SX-TJYKGzNsa|quS?m
zG3g!5?xoqC;{Rg*lt-7Jxw2}j1wNRUbng}VD8;(q6CA}|$Ed9B_p198Z7vX7L4|VN
z=Nr9-E9ZQ!_Y{P$;~Ia_l?-O1dcOl8{tYkp66izIPbPTYbshRe%v#())+>6|T;{eV
zztn@h%Ak6p*3A2-eh<CC>-oL2sK-9vA*k9&Q?M2n#JZTK3B24dA~}J4w3#AS9F^Yk
z@7w-HLh{2`UNNK+sE7pm;3cL$-{5_0P)DOdTh||sdfzj@Gl>r&n{=Tdpp6KX#7UZX
zE{e0^wG&g5z=9mKsV;GBZ|CI@*<rP)o2c;5@Y4f~F!|6j#aEtvA@bYj^DQ`&z97oJ
z^t)5Jgn!XCERf$GCmY|x?*+xq9C}Z{q@+60snBTe^o|bJdlsF(0DWuC>?YCNHRtm?
zJb}{AOTh9baP#?F{17OP)_w<wYz;`o1^vCHx$m0vhcyrI(KpgURm>;*=u6-xBe;oy
zu0%9!)t5lX%l$~~47qIlAJL0T%u2x{gnT!4TB7j@T@H9_l$`<J_|<tdTm@qX($Y)*
zS$&~+JWfe`6yM88u+tj*M}_It$kOl0-;22SnB8{=wHH8?dm9u^;9+!&*LC=Eh|ckq
zrgc!s#okkAV<3RCn?vG=5+ywIQwO$RkzFmNt`g`3Mz6rj(clNaS@aT15FY<5UlcTW
zoj>%Te2mBSJ1ylg!+i{@9w2n?72N%(9P<6PuPZ}ZQ5zKBEqo1}!pZs^=sVN40coB0
z4eiiqca84?^IS7cacg$ZwX$Z8VS);^l@IRZp`~9JMu51Ys+paS%B3;euj=YSJ*@)I
z)cFHkHK-^!^8$)(nb<u15?G3Ms8NFL+B=g@kwQhuN=cAjdHY@|59K+$YoYaaS{>CK
zBUeiA0-F0dpU|^T#;1Mm3a6$x!2nbjwpq*hx_65%-hpfvQ_*s*bpic5sL71@uPQm?
zM#_5sPmuS>>>kRHC(|q6Cz<2enyke+E;SxEEYmaz+;WjM^V!aN(3t@El-)3$WBNqh
zX3|*@W2N6?U1K0<kNr@eC4;5;seXZ<-@iZQ$Ga%Sq3n+MJpO=6QnyC4nT12H29|GL
z{hmG3dkEy+C{||MVcXrbgr|@8&a#*IWPpqFmgmn?e|un_=m}DQTQcj$-;@gxZ&2h;
z{)s|wdyo?!V~fTc#Sb*)+(t6v%k4;N1}&Fa@9^D<A2m09(S_wpp{UJd9|>tLjoyDR
zl2BFG*=1GoP)3%@4RSBCe7;x3d}eQVq!yNhO!&f#ntw)F0wIXuTFdN63~oOtEFiZz
z1FC(udo%~1neXw_gIe5Y0~bmCNw&mcFDfgxK`Fmm|D!-nHFFtYB}i#VZf>NrN3LSD
zOF=+dy5zVsu*e@IyVqyf;<JII<!)#9^Rdpk4T{a-I98}Jam5Nng44I-(_i#Zo=yJD
zpm6%6<`juy+n=%7{zW|f-iEf4iG}n^<4%Hn7@z#e!s?_66FY%crhLa6z2n4Y-~UM$
z|7tQR@iiC1uCc1JzEU71^hx}83+aR+<oLZa6y38!B~@s+PLdi9W{Wtn;L%&KnzHlZ
ziR1j8MD#oXH|E`q|5+_}xUE3n|9^<;CqOmCS#ds4YI5EDO#yDRiG;0+d;I*aT=WHH
z)4LHMcbHH7ZIu*X|3Ju&uRPyO0KdKJDo*xIky_;M01+|caj!9&H$<f+E1y4+bCxJv
zp?cBH8>;@NKP;F#;t6Qa8Cj7uEdZD~Nq~gpz+K?&FGz|@Mi^9A_rSYx;4Yu5k34Xh
z++86SmKPYiwmXm-Tto)iqs^G1$P2Ayl<Sk{pQGRqjS3Bhl+;`xp)(Ma7k&)mlx6G6
zEw^}Q7(3fyHfUr21aaY^KRB(y!~Ma>M0Z7Jca6){r*Cu$M7jn~{G8;qH$#~11u0WR
zA>{cTP?P}SHi=orq$sC-#wEpNm|b_uks-I!`!hzrOEn+JT8SWBpaDZJ@#7B#)Jcf9
zt=sd?8{wA#Igr;sdDxb1NG{^6ZjKhnMJXSjiu|g+cjo#&OxLv~F|egD@2cs`%U?df
zqtIwLdGm+FEL1Cd=s3)07EG=Taicnn5zI;4gJ1S+mh%-e2Mb}cy1TI}8E=%qby1l7
zDFM<tmTX#H{y^AC3w?Rbi!B1N9z;RnX9kRQ+x!;`;GTWXJgGA@+*uJKfN%XvvT>UG
z{(h&VIP~5RossVy8;yl#;DVtJg3)$$0q_y;?>E@8@$EwDrP*ptH~j7QV{A<dL#*h?
zeo5PoY%-+;HE#TiSfNo$jW>5#p_RNxm2u>gvF{=z2JTfTy`1;w68F3NjlK*BN=6WH
z9D6LUj$&eT7pzN@=aU<oJ9so%^|{Y&zo=GWQnR7EFavu55nxh+aUJUr6mbcnmI#r^
zpW%AyAo3Y}EUgm2a*TjLYqEk^s7srE@j~8s&7Q{=sDCs<9MQ|rVO9Ty;H`Q%Il*M(
zYub(LUSfBDu0r#I`_aH*$@Q`4uJ^5NyX(+aY<;9OgZ&R8_9>j3SWg3&jCS*O{zf~e
zqAKx@s^EnTL$-Za;8f$y2ltSW!nt1h?V!J}nm~!%_4M@d9T*^Ovx@w?oafm<)Yn4-
zs7&VGjyay=v0g(8W&NFgP+W4Zs0N9R<Je$o;XHbpRb2ykR`LGCG_qXTvo7>)EQ>C;
z>48pGLANX!T<FKeKMtzQJiqEwbT2rrY?^<eG|yB$so}`I*ID50*p&h4<v=2eH#H1>
z4ZVWYW}sffH-Bv;`G&}93XOr7T72I4<LtsZYYO-0Uv_K$GZFKHiTR>C5}7bc?|ULZ
zg3{*v5oO`6r)C<@h^*7{ih;Ov&;N1dcm(y1eYNORBq&4t%qvMJ573)Q{W$`61wQ70
zhS(vp@DFG7opIgBl%{P^+a^<3+0)R#J&`?^g@TsY{(AoG<N<-R*}UbRzMp~kRMoy0
z5IFN3yQQ??^iDtqj-=T|SsW~fq+GQMME-bb&Seyn+3GKcyB(ev9cp>P6A}plakR7F
z{98vY#Jezj92m|jGRetbjyzh60PMiofRo6YS#U(tB+~qg$Lp&%Le}_4tvsJaS!uuC
zU;@U6<OZFWF3@VzPL9L%Rd+Sk=qg-Xg%xp$#k@c!GgH_Q?Q@o!xfe+1f()4uQT*M=
z!~pwX6*IrnJP3)*fa#XpOU^p{*(C%94Xie@Q23@ajOA_W&TGDs4Z)oGH+T)&+d#v0
zhqicpW;rm-L1yf~aWi2Z(6|ngr}OYS?a43(|BdG{`<Y31f4&q8?-ALPm3A@~IiBRp
z#HByGWsDX&pj9_mSMPR~5+nCd=b_l{8@F!CqjKD2x{pEmRE?j8`n>N3Bg<Xt?TP1!
z<7gy4P(fUl|6;@=8k)~#@a~<WV5CQc`RDoFZH(Zs+~bCtesPo3r5XnheS6cb4i42J
zz)~Y^kk6P36VZ3N#e&LiH__uIEMh5&5!p}NyDp?tQXspjj6@&k$!ek&UAE;vOjtm2
zk)QhL-?j56RzUAQqEXN%v&;Kq2KLFIDNyQ;5%BarbhO25lHlpf%~cteG~N$Ja6JKB
zlC*EFrF}zU@K9dNHdF1FlMu;%j7x;?yA?$V%qKYoTmNpQ1J@^CK+!9@EA{PK|0b}&
zBRKkbeCh%gO(M^l4Ynsm-&zvlkO7GI))~qauLG+1$+`yd%-tS!&H5&J-s4ktj=LjP
zYp6hjKh+(m8yMDuCSQCM5?-v)tHwRm_Mi6GU4QQfqzLa{j2{iN53-Uv#Z`3F_SuY-
zXZum#<mP<c<_csZc3<z2hxq&Xg(Nr}qjCeqiJ)Pjlm7&U@x;~nN}KlM;2ipaa<jD@
z-NXI~l1s$IzfZUx1F_roQc36E8HHRtsYSYBUxM35-icPpRX+r3{bTFSz@~>h>OpA#
zmJzS45Y}Hm#1Arr@SA!-WPPE`qlc)L-o8ZvYy;C9`EPx9J@l0>pz!IqgYoFkx!!4y
zY$wer2?mmv^Bh$6J$*+pqx0&<T`2Dit&*Oq1(NS8%K`|NoZg;-bOX51Lo-_ZBiYj(
zNxX%9=tlppZR+DZe1u7;t1>Bn^dCcJ^Qbct(aLq~;lG}PZLAQg<vt|LAsFDk+d~(h
z=zzQQuRZ<c?|Opj@O0@?2DOh(;PgW_Bhna#SvU^Mf}N0zEvJ;mc!MCEPi8CLBqNb!
zXVWTlP!|t>l4nRXix?(1a)+aU+bdgeG~dtb6MNCHjzs-)hvMM^mWa&pzqbdcQk7yp
zwe7UM%;0et=rvn^)1P|lq4<$p#6BV8Pk4-iyLD|oqUw3Df)3QzPV;XBh^mRDj?#*p
z%|a2=CL)t3brSy7?h>S46K-Zes~8FQHJd_IRoa2-N#F(-8~>1l#tQU!zubwx!Ml;*
zKmK~Yye6L9(iH@4Te0@Y3$=~CZ93yS#T}43j7j(k@Wl<S{f1satr>=;gZ^j}&<BE6
z{Wu63uCGNGYRkt?X(DTPt#J?ulH!8v#UfN^+GqYu*d-hyd|+K?EN;<nca|+Lf=bth
z0Lu_vFh_rP!$C!1wQ!oz0X56}zdd}81j$&DGCbyZeRJGzk5!b0k&3KfCcWS^fY3<J
zfJG@kP`SOEd9lEz-jNvXxU9{DFcIC!3DE-rPSY0udPyX~`Efne#*0hT_c5<unmcNe
zKq<@~k<`<+FbN1>vg~3KqYN;A+pV(n7t^ht&)8v`fRE973kd{l5y5xSd}I@pC9s9w
ztha+|Wbcg}@^F5R{A7K9z!S8MO1WG_?6y)};oZi6m!XKL;EuU$*)E+IfY(DLV=83C
z`LTIOo=a~k%RQEx4d#z<wdE_CYMbBrc|}Fv|6GDQ==~T;8y&6R&<G_;t|R<P*M{ey
zQ7IZ-vcE6>b7pZ&g9GjOWyjhxwLI6^Jzg9x!H4SW6nwt}Z?auosd>&X&_`q%qp;WC
z4Yg7-$M+%@w7)Ofb^);F145H*Ejp&7CP4l3UrR<ju8X8=BtEdnxCso27P9I)ZMOxB
zCVc7}<y3$^w-XZaedGCGVERb*G;3W(GdQrY>eu#0T9)gJ4D~`T-GUczF(exJ{K(9w
z1akX0CC5sq3%CUG01{W#uKxt`YY&-~z~mlRW|@P^(Mi~ISKQm3Rp)jUjo3VZ9ORzI
zVXVnIL}+hj!h`sM;NQt!Z3e_JLWea}u~|A%MU(%4x;QS!3uFv#nmjUd_G?>8uz&X=
z^MSs=*WMWFNRs`IL*lxKq@BB+9!2Hg6mPn@+9-14b7I8u>-@o*8=<L}WhJDI45m9r
z2oZ`KJS7=Q=0)-#sPa`TIQyUpom*{c{Bc!~1WlN4eS1v06(z{`T&w7Hq=uolROLw-
zP4~UuRq8D+yT>D__PxTYV|umTA62MNWc|K>A-DdY?mKg?W7mZpWqUIC@w*1dsnO8m
zz?hLegEpWsp8u#<;tZgEZV)+*6skUdGc4oK8!4M=2SP#Sa=ESg!Bm@bc0fzkbZXEz
z5h8ykaYGK!+!!I{Bmc#Hc;)|E_(VzGU|Xh8VwmLwp#U<9#OnQS-=20pg3?dqW%S>O
z`y-`SYFZi5Jx~t^`q7B{gt~!f_93tS=HH&cQz`qb!LslQu5W_Wz@TQ|;{VtaT--%w
zHe$79vDCfH{rrf3?0*cRC)p9maFh0UwyAqMog~3h!wd!lT37q#*_>|4Ik6tSJf?wm
z`fntl6YDym;W4v!RSIBvYlF-|zaZ0_zNwN-k4_NG_p%$wT$CxBc%XoteUfPibiceO
zui!ZO&-%SPU1m`FGsa`{>)=)}e#US23|m>!!MUBhAN8<N^k}!+I!fg?B9;^KPv;Ni
zQ5S$gA=M{{e^anD%s6+Y!@qr8VmsTen7?sVE}4<^*2SCP3gt>UsM3M8T^?D9<Dl?W
zr0?7-cjS5t|H*RfIAwu51um!`{3~czN9Q&h4w7dd&@yjOCO^>~C}f<WpUBk~g;Y@)
z2xSI=_n{4dv;RVMl3Z+Yr8wI=iJjXg+VeS=(X?Nex;t8T)DmiFH6%`Ie6gI(0@8{T
z3hQRNS77jlzbeMNZC0?V%xBU=LVg~l`u}=w5x9@ZGt#f138F4U1M!{SJ1HcBfEGX#
zR`*qe&Qge=KZpv_Lx#F*Y3_F5CwiB#KXP;y_gHPH#<OL&cY$Vf`NSh#Gk7jA%`sRp
z$)gKOU{Sb(iY^a!$!m@Tey87}-f2W&WEOWh>l=O5ft8ki&ph{|(8uQPyPJIYA#yY&
zwlsM!PWLUY1!Zc|_T8@h;3_*|hsPxUqEvY9(78r_wD$)!(AY@dD?HSy62m4IOj;O*
zbZtNlo$REvv4+Xh`E9Knq@2oybX&<~#mug5bIDV;V4Exj9tu^OOEU%=^+kM&)2)M5
zkYNL4|MgGz-+Ua}!1NST^^an_T=2Z+ugD*3LjhBJ@A|}3<sY<+IMn>)z-mf;56>|S
z<=-U;c@R<z8Nnv_C;2Z$bZGv0X8q}bA(E8S>sQycm|4lh?3fZtOezg{F|E929>~Ar
z^3_RDEMdNEK6MQML&)!$;4jwxHgf6#!7yK%MnLDK4*j2TsaUY_L-q&A;FRY9Q#q?W
z(*1>F*``Lx3BQR0{k_vE_1(PN7fLZ&{{-%)2BbDDuWvW(&JBdwnI4S<1WkovJ_x`5
z7kdMLkxJq`Cu+PPP6z6=j9v>``<?v_3d4~{0f2xkwZq9wZD*ZjBYpeuY?c#;K!#Z$
zF<(R0!8LM(*RwS_AaN#U$D>Aih|1hz1os2n`Ic^q_Beg%5t)2ywnr^p&gqyw!)P&%
zqkMa%?de*f-o`d(<dRO1nfq&?NXZc}SPr+3d(AWc3?8h1evEja6SV$E2HJyB-sF$+
zyE!JNfq+R~Q2;vbb~AsZIzAwNYy}2zsn^F^DQMIMeOoxS*Y-#<5S{cYjOrF|8xv9_
zU98m|jW|0IE)z|LkaAp0v?*LO@pXy39un`B9aRe(XkbjUiaRW5m>%_2KF`p-64)k~
z`jP+SH~!7&8aZE<y8O4x+HTsacKj52(-Q!|+t)W_EyX%g2A0L$a{6=~&iP3I%l+f|
z8G^$OA06+3<}%&SZk3}trB~(i*$F_T;MTYSXwmkIqofvSCPERY^yjzZxb9|vM1Q!Z
zpzAM`#sZ(ROOtR&kQkbpte`{}5xUa!-X6K}?5n`2KldBpK~;!Z&)wlgG&<yf4?MfB
zXMS8H_bnW-Dc;vmI{!QV>m#?TmcHT)pRcUmFzSANc>etuyiDM7wMQero}^1%Hi9m|
zu#ul|aL)MU&r2wRIkdha!$s^mAhJ7v_4^(gfr%i2z7I=%Z091-V#fJ!JPP$oFuXUI
zWJ^msqE(6NTIKs067ZNI?2}h8mL-*<0r&_seR=GnBZrm)T!#@u5#>f6Ce&Vt4QIE4
z6Y?Z=%Xw_C8{&l#uA!=_qy_uVxvS4)vwu)9foe7#+?szZZuM6NA2Zp(xpY0bd%D#L
zz=D$qz9qirv+%eJs&@;Yy4_cM-91|EuhaV$-P8wt--Ef%XO_qAQMq?AQeU;re_R1l
zXp|qE`iDmw9f!)+*NOk?{&LKT46(#W--INZiobM|_(N>;lyfJ(AMY*b=IjO1GNJjN
z@^tE#qT*p(`#Q}A??b(^-DnTd;A#5tVuN(=27zO({AQmRAc?ja?!{Ry1>yOZRiKf1
zem0lT%cQ;)aD*~DNSt$_#hIB$WklM6WDg<0D1T<4Rxl*+!-*b}paxd9*upKRhgA=e
z=!kMH8+JhNaOIIi1C>P0R&g4=I2+c>*9bdadp-VhuitN|s3el!Po3u}_TE~U{kJi^
z&~ohlS$+j|WZkEGqd9H;Tc~H04w|i4ILxLXeJK46=O~YanHtI7zVG>ao=R*Jp^gm#
zE?j{opgsD_trU<=E=?9Tk^STu^H>)|Rz$LIkNd(M9wZF9>aYC%IwL6z?%qRvXF_Z5
zQp4t*J=erI%RZ5EWJRv+J7X&f1!V2o?+w`^Y+K~8_S!+BX}r`Y;<LE}>KAxLvNVn#
zYr^qV^#!{gaXkB&Ld&sxiNod8Z{p)$D|fmawO6C?`b#{X*M|YtWbP3R35mS<WOr=@
zCsS_+{@Q<2j$hG;wvX)n_jW!Q9Ztf&pqXot%)eUnxjP5E^As}7Yg9I%O^Tgd&&#hx
zuP1ck<zt;Zgi*KjoHqRx*#!q;dk<jyj%_ySg?@NnAg6W7V>4(EHxFt$<+k+we4F(~
zDVX#NgTn&7lIK4yj^|L2yp*0Hk(-P>fU!+)jJXFjA$!Sg$NK(5?_K{r@Ql50Yjxs}
zA1VgHKXRezSk5o)H;rJ+XSe6Lgs1HEdmBg`-9e&30zNVm*kxbL++Si}+)5G|Xqi{I
zyw)=$aGT?DWr@obT2iAzHvH8<4jPdO-V5J;eDMDe2E;zg)a@;1z*%0jbAQ;4$ht%k
z!YfVPEIC^5r6TIywHLqwNg$>&f`bV-=O|o%NTuVAHb)-^N7j&bl}dl0?G?1jh{KpG
zIAYx9R=;Kacd*sR*AWiZ?PLXcVXO!ycCP;TGmke{Q=V+LON>o0GbqE`FS0x%lfR^s
z!8383J|rFy{L$nF7zdG_lMyxcJ=RgZoqoih^biZPCZ=0qZ#KHDNge;&i|iQ2bozXH
zH%fm<6^NyqS6$I#jz-9&u0cY{KjQ;b_5_79jDC0PQc6le<sqV@KOtF8{C>$RcQ-9y
z!s!TB0{uqFy;3FKUc+JA_*8`Y7Zg0=8C@}N=xw1025X@*;c!w$xBqTtvmrkmhD^WP
zg~i`|oiFnRJv@Iu=6ntdl7i*z{C!)q3(Fk7@B$h-uuhaoGJfcb3*RgI*p^krWH^i<
z$=~(J_yS^iNCgxY2tR=RAbvCJ@NBR(A0(i-sTs-5&)<W>ZQ$eE^0GaP*ISAHEjB_^
z>j}4ayFZlIj%M!yQ?CI-3@o29MGifV5B_~ExmN;|*#tL_{`84&DGnuO2)H@~s?wvN
z+KXsCVSeh<A7dQ(`r4c~wdHs-gWeyqG18{!umiGtvQmR;ZMwgs20%+o4_P+5>H8D6
zA(fPEJ>MN-o1dooY7F&Z<dMx6T(H#JmzJh$y(rP6f<uU8FpwQ?Ie^2r0t+n%@HxCw
z6WbzgO&Nl=2T@ew*rm4}Apz+Tgk^zP?r&3#S*FR|A2=i#W${3sXWo@!cC@VBhL8Z`
zn*3M`)yBs}`2D4mAxSfKjl?s;n(bIg#3IZ{Z$5N@aAag((pw9G4#ByBsTDeyNGWJ!
z$(+ns;aZ^p%AJ)mn|A*u->*mh&C}?QCY{@~Jt@WjaFVowe^UNZ$}xyUy#<*fvM28I
zt#rqsrWYn-_IeeB*O%EOpHMG+^v<+WcIzMaq5b2M5kT`^Y8R^i8>7Swmv*l$gj?2^
z_wC2mxdW8VKJDS?zt8pO{%!BAd(?PPrG2kwh9YJhwQ!swz<6eaR}mExYBxv1?{SvS
zVE8k_5TL+QwT~eKdY(W&t5&kyJPt_$o&&Na@ysQ+Y(L*WBQ#N2aGrR_d$Or(H&5A*
z1QfbRzU6Ud=W&PVvEv7Mpnl-HhYYe(%u#slxQ02fZ6)+M?NtJvIuIJz=I>V?{QDVX
zfn!A^y!_?vft$47xbS+t1`#tsox?xKXnpFa{j1J4+j6Y)jupWgPlMQbvsthJL!r32
z$hQf5RM01G(R*S^g|(zA>i)dOb&5XSWioapKPt1SS(UD;c79b)@%`&c-?U>V7HlqW
z9`azOlKw{Q1E@p)@pwMb)pRg4(NLbtL&vgZFn|=BUdV(g)%ZGru9oqpolubLVL`p=
zl??mEzYSt_B*(wM1m*#>mOIqY%r?^&Wxdw92mMoh;#l!heZ0s~`gcW@<VkyDveRkf
zDx())p&z2e@@9JzqbAh%lP!{<L%u^OhK0!R3c1^xutd|Hdx8gy`02aa9r>>Cuc#k^
zM=x<Z1MEn|dtB^K{=QzqtKk+vS!UVP{L0Ii`|A62?n@US8tXWR;js=Iui%!-&#a9t
zmI&bI3TfVXS08tGJ8_Kzxxd~?FtKiUw+O%F;xLzVY}5MqGK?Gd?Z}m2mdfCh#9iDU
zt+l$pA)0jmcrbmZ=WE(?L`r}Jg8%&T7kAtLbH5LNAd%yJ2XdWqCcAOazx}(-%@09!
z=4S{`WF3UUyJt(UY24%&-nbh(^+fNfH2w}>up@r1yLs<~Ykh=|@H5c=E5i%aod;}7
zZd7(r0Xu&hi*<tz_cEEM0x%8waQI<#=*5xoa~MZZ0_P8#5kM|0gzjkc3&y*gpb?RH
zKe1zzYS^br1&UvE<NnI^F(zL>{enf}X6bU;7KZk|s`NlH?zbVweRb)aLMG@lf`XW1
zO+fj&u`|kJ;PV+VDqtZ8UJa$UCUGx|xMMD~qE@D1mvhrz``@m&$!Zn9%okO~P0o32
zh2M4(@<M#}IvL-NbW=fW8_i%qHLraTh8l_RQX3wCVd(PI9$II?+Csyh|Lo2@Ql|s%
zy{aCM#~bfuN^P4fIo3i@{CI7NH(B%W>MoTat=k0Ofb+2+9%8>ckdf7U-Q9Xzh4$C1
zk5}iiei{)88)`AG3sb#XZL!ZwdyKT_6>04I;q$@bjgo}NZ~=#kh5t>_33#WL@m&7w
zjO_8|qu={{x&vChZDIOhoiJEv%KBdFYrN_E6ZKO2PbH$Rf%8*)ZhwE4TKB>ov!IQb
zB?J4~y>#V!`I1LEp!0&OV^mMlhm2HwVjmuU6!Zi&uANKl0>9S~AP~mv{|aZ1{tHF%
zmBdzmzp{XQD(we7!}E{ZIL~NhyHb=xM!hQ-dHB;iXThD5*FUa1l1que9}WpK1x;sB
z+845WJK#AXBZLNXa*r=uz_vy1I1&?P8l?q34BQ!yZOs(XdDgY0Gl*^=VKuxcUM#1y
z;|840zcc7@cF+H{S2}OUyf7Uf*7vH%eE*4yws_WO3(bJ%?&O><>GgO}tuw&>kz(JH
zqiLIe&IbFl=N|?HK@;&WFx{f%)eKZEJPBXAY;cu%rV5A4pC{gT!E5`?^N*9ho^y3Y
z;o;mSsn8_d^qFU0Yj0ecac9uaKTEIeP`@BxYeswBdp|$!`yBQrl=H;a``mt{%%_2p
zjVnPw7>MAHFVjCY5asu(wdSjT8Om^ehcia#$)vP2oGK={U7f3(`b$-g*M8fJRDFjm
zAth7+OR*sI0z>F|#pSdfDxl=SIv=0%Q%iRj`+Ct{hxb=SNI?>ID6l)|S%>%wpcB76
z=Muc4T$Tf=OUk+trJU%dPFaB58G?K<`W%WaF0fd51uq`mUcb>gt$!^r58d`bN=6_f
z=vzva9q^iEdNx7E@wO&@AFd6rLw8IS=czi3=udQ1@3dV}rGgDq9*PXk`s5~Hd!6C7
zD@d%(Gf}oA<4+K-SmQg+GTY@dn;BL@Frkqcl@lsb!1|BZ;_Wd(x7byTJ`9KxAiX;(
zQyHYf5zG8e%L6s^1F+1wV*`|YtN36Wc?k%p^h}#2=n&*F^c9B+g^&Ui0N-yURZ{WG
z5+Q%D;EAfIv|d7V#Cg{EOk9Q(u`XMb;^iSoY5WLmu*>XUWUQQVFSVE$k!r_;%kV8H
ztzE`HZ9lyE-re7O^)C0x#U|dV$>%k-SVkb}Voq`_5`=kfNk(S;l_PPzOE<_bLde(D
zVsx5TOQ-LC0Ol#(_x5MS405lS>9ow3PeLPp$)V8~(Ke+r?4d$;a)^C7*CHA&8S1^E
z^Lf;9kyDSv(0`U5>X}_o;YUE7_JuRbs~jE+n-n+n%Z-pdI2|6Zo711)<>t*sN1l!c
z>jjFE767_xuH8!0n>QkHY!xu|G+v^Ch5ylJ)m(n`iyilQr6M{*D$HAE408G7{Ny;j
zT}K8)KMAJ*{5FG5o;vSMC<>sX(hsk{c{=T4Z85RDsDcwXU9boIO60X4Q9ao6C_@K`
zT!=LXx8-UD&nS#kHwqEs-ZVPE84=r2)ha)N%xnOv1)>1*e!E4dtw_TMBxm`1(r!%j
zdh>77tPF}qdUoPdPpVvOir=_}(i%v!uRz=a6iMEClJt=H=rP&I{ynNwD7j0b7&T_e
z17$g6P6a-iKKVg?p_uM?wPDC0#cZ#4D6YM(WRZ_;Plb5vqg|iHJk$4=u|4MJc)Gsg
zsdO2Id)sv`rt9jFNF)r+LPXWV={u_X@x;NC;0rHmQ_R4S%L?4IKL7c(2xqDFnRftq
zU*J*Guj|rFb{l6zKR|(oeD_t})G&===z$i)UUi)&)Bhsnb$-*Y>j)y__O&ov9eJdh
za8;a>9%|L=aap~D&fCn3ZzCclm$Txy>N{zI2zewFYvLJXLc2;=1(%(0EAn<9piVeZ
zx;tNE-l5Ay2%>r)>^vS-*0c!P=d<3&k@u++^2n5dNEJd^v=k5f_v6PRpK`=(KlB3#
zzDt)pm+vmWb4icZgZ<_1p^Z8h|6(u_$yQeFeV$A~qn92v%hlvx$2<G{WFR1v+m(bg
z&2N4ui+%t{i|@$$@nwAq@WD7?GoBdx7W2xhO#csi@3pL~wziAj5&{wqMFdm?RPq@a
zk)%Yq`t`Iv=9vFqwW{{vK3cQ-?4y4ML}=j+PY9vG(hG`nc%K@LS2*y9d6QV$DkKzn
zC!cG3mnm%noGmi1CYig438d)#8~AfKn+tRqm~iQ{n&z7MOXaBVP@frOmQLUH%XyW&
zM+Aw#BNVsJTsy$DK4GCI&G2C_RM+412V(*-gl~Tn**xoS{^xC$*;VZ?YYg0z-(p*1
zN0kD}lAHj34&6U<!h{j(wHErQ;k&abtKhGlJ2H|=Dgv<mYhR6W$L^Reb27tgA=A!(
zZ9ALEz>FeR{rb-Crmov~8r5iceU)~GM9Q9NST9YklKradae}3@j(dg~QWTyuTZ!KS
zt+9j7yzumHFj05{)<6eefj%(dyij+mI5)>vdb;P<_X}JF`+}HcJsINt$A3<jZKvM2
zlf)lDm^vR^BxE-BG~cTCBUuN+PPa%Q^oPX$;9%7MWiFWikwJf$oamfOTNHmiRp-je
zQJ;7%TbZb07p<Zw>}*1!%~KvMRAbUxdY9OHC4}+#dcs%!y9^c44v-%A)`E<zs=~I9
zbQzRNeE7dLy#uf`{UD8lHSv*{`+LGL&YJmCQo*LpzB+E?fpq<M8<ebl5{EFO`IRmM
zue)b;iV2zwC9nfzYo+4sLWc0?qR8ZbM+W5+ye|tZd4cB0<(Ir~n*DJOfP4=O4~8$9
zRCom$2kXkT*nsMn83HeTgKaOI*}ds>B{AemSKE$7mD#yrp=EXHgWS(v4pO{W>aQcw
z9sMUDD8T5<MBz%&n>VZGP=$i`YIk6wUHqD!)Q>k0P%U>~TZ$D|x(SSKwnt%=?q_Ku
zMNa$x*|Qe{JPScy#N80iAUB7cA|4CKKoWs!=Gm8|g}-#Y!(vTk>^)g?u*WD3s5fn~
zkD!$zcKiJm53MtF$Ri(b7p`P^OZTnG!i~J%$MGj2S(aUp8JG)u4RI(`TzA*<VPD=q
z49MSg5KkL8J0K5n;+-frD*1Q!*c^{s8S?HG%F+i-APfnmO6wN}2sV%r075*#8VXyM
zIUXWUvw{3hvCu0g2`z0df$sk5AF?iB(dbPCX=Tl}mb#HETi06WvrVa$6QpqBjy5qo
zz>n@jS3`SlS^qHl2|vTdB+e-^B=IvNUV1*`VE6WT`@E_4gS}lyxiXJlpU>w?i-r7%
z4)+^<defbIh#D9c^jELdcAy`;irx%c>COfVD>R|5Y;1_0dbW^5<L8f%HK;&me^7Dz
zk$sdS_so5#m~8d6!`0|Y*c1Tw$qO&;eHeB<Y#eHw09AZI9O6DJ74l5Kg(dSB)EM%v
zhrb>#+>ATRcYzCFsY34(|KRSbCd>&*4mu(^<qglD&KN5h5EIlwcMYDv-$!EELy9QO
z_@iq?dsh4|0by8xw-z$jHST;lXtMY=DilRtA0~+QZutBSnmb~^zp~{*S%Fy7*!?O5
z$7hl<<0rVZ+yx_0llCA3JX=<i-46!!9>p6{9hK6cd_ny0FW<YfcN+Rz{l2x9>Bl2G
zp*!?BnN9tJ<(*!b?ve^8yVb6ee+m$Vz7EDc;Kf%JiI}*5D8UcNs-Gsk*TBA^{*9PW
znw00*U~GcL3;S~yF1wnM?NEZaHPCeS$G;N9uS!sYV04rpNC^T8)613Os|t=AFtQ4M
z@wnh3-Jrhs{7<dNoHvcT?D4;vjAtAlKXtBFI*oy#`hhS=7Rly8T)lY|>m0JRIca>H
zd(uJ)Z9PJ=tL59woFSSc+az#+rzZ~ey6pNgfSn}ey~dYUs%G1_Wr(#qDL$yt&kwMG
zA+Cit0B4t^4Q%f#UxjltQ_xUoGn@DzJp12_j-%8gF4(30O;&E>fd`G4B;tylfrtmo
zbgad7H#DUrzoY|^1%%!;NgDtfs<+8(8Zt&I|GVO`YGuWFOsH{`R^d?Ww$l0P9{Gmk
z4muA#CDHO3dbGQP9nZ&|JVFgT&*d+xK|PZe1dQT8)iw2?V9-kw{DANX#;2kl*H+xx
zOUA0jP5B<j-z>kV7vzEg)uTD+<irMJY|hSw3wKO*lau#LH#(MQWG>KLvC4<?czJ!O
z5JxgY6ole&svh9E@53|@QsrkMzEDIE+;>Ug1Mu5N6Ij@H|8o8P>Ho!~Zed=iAlQy+
zPD7m!16H)40Q+5eF=Z>~!_E^~3Cxk_jFCGUKKBPGR9lX{n#BV`@WU+tgQB7FQ81(T
zuDO0R_d~ywqU%$MA3b`=Ou`@<q8c#^*2L_aCuI{p^J=+A=XS(#b_f4K@)E^%fx8y|
zR*r`zB^;SD?o+`z-cHW5@932~3O<^8WZlKjJP6`gRt#ts_T%m<Hes7Ao+k#GJ{Kpo
zVR>{d_y5)vU*LD!(%j@6A9@n~hHyPvcc<)&kAd?<Q!3O?++Dkpf%1fzTaBj8^pApo
z)dLxol<D#D=2A}N=n_qqm@RiHgA&&Mmu&M=?1%OSfs3<#-3AJ0*8@Cuz1lstO?a*1
zfyJizaQvfC{d4|U+a<x}uV(_+RMO?<_`a}pA0R9d*C}mUHC<TQDw{E|aANX9@#qhC
zFXX?M&6IRwW4~lW{EIXdGwbijaVp479!&b5L9I^0_881@g@{|1Yu4H5-qQ7OS)lQK
z5EE%udsvLz$K%mUX<vlk<@7SRRYg<hwYx#H7n1yX*&Fk%ff}O9`*U%rpb*-9HE~eR
zkdjyzAnX2Ql)k@&T2Y7aJjxFA3)XcOz3{c2a*c!DOwp4s8;to){W@0_z@jI55O{1^
z_rottsKSlZS=v)1Xc0;%!&IE|pOx~iM^l%&4YhFBkKFXt$vS<l2D`fSQQy&wf`4-0
zjQs;hWUs8mC^JPNcgqh%Qg2}qaIfp#^`rBZg%m`F7-fpK+Xln3thi9hFR3o%LuYt4
zfbKUi+dgSX;w&C7GnqoS3EWiy6bDd$o$68VB)1Mc_dU3$TSR)maPh(W@!#>|S)Erz
z0)4W}dl|W@bLguJWpLR~-{-(E1PdnjIdhxW9v}x~2nv|!G4k63j!LVLq*$>4DIXRo
z(jALRMWR46zp9q_69lzQN@~`1$2q=lkP&bU58JQ-nfu5wwDVMmwPSy@^X5rsT<1HK
z<`q5554map^`!?5+VKJ<edH`X6l(9C?=MfL`9X7bfqH7G^EpA6B!k3THIX6QkwOP>
zNS$Irrm^Xuk<nixm7Vm;WhJxl34BmG9Cu!YP5hq-SUa_R!p2uPDOW%Srwl>31zYgU
zFIcbe@{5;N566Q79Y!UT8fIQ_478AOQ&kg|gOPacea5=Q4+3J7*f+^0+RJHKRMm!y
z)xlAu=NeBvSu%+JTfHM^(LgJtt}Y)}(sI>SuLPie`HGc)`4ep}{iWU|Fw}k<<W7YL
z{eVLCTj5pVe7&0v*ixXQTCV=eouokQd}E>+V2i^)RYNzdKbUmX?N@eqYns46i7_rO
zvITa&IuRjAWfxn;QJEoR^UH8Gql%GUtUmNG2@93$eb%w)k0&@M!^=Gi_gfgd4OG2=
z*?iyAg58l-W{=~nr_aDu*~rLDVBbm1<BHmq>;a=0<6p{7_8%0=k#<@XZ&JT1t6}uZ
zSNFO0#Xg}!83Ln%bi)Q>?*>7xKf7c3OBnQM>D&|^WZ@?@XUx&+NzKB(WPRd1uH>F-
z4q1%WA{m7Tpo=OC{hGE*%`x50FUTkA7Zpe+-IJ34ul$^hp0Nm+kOqay(vs=?ej0l?
z`n~*@02!v)i=QiE6*QpnYtr5?$!B<|N7n^ZwcHm2K@Q*lAVt6PchA1v`DH4N9Ft|c
z_mvKx`+I`VKywanpBHb-ZHqoh)H{T}Tj18i3?2*VB;E9?jNcFKP6I)=qo<gMR8k?w
zy(yinyYJZo#CO&xy+oS#?L;1MzI$|pq<vG`de=a4M9p9frM8N*9pxx0YUliYI7?hx
zaddi4H&^ufa}>B9ZkSjt@1x?fu_GbHe>u4vJnmg(Z>{#Np}zw6A?yA`)>gxvuTZbA
zt~*5j`};q+W78b_{Oa`+ca)2@fbr+`FCVBRaV@Wb5r>cdd(-b3Nol5vsOOC^HR60p
zHFtjAU1-BrU=jP!AL@Mlln-8n@NByOXs}x-opTw-U$Az5LJspg9sIf<Qv**oD|sTc
zO1(+2<a$AVZz3^D+TCcKGEN(HxD;LUcv}k>i7oD!bZ)6)AIRfFJ7*n|R43TFyEYt!
z{#{58F8t{l5wmXsWQL{|XjQD#B@h{s9rYH4WwHtJTdY!%L58KwQZGivUW7N34`_@C
z6hsE}S>;`eg9{I+#)ISMkF6$n*w&``=MP!&_UZZVk1fO{%;s2CUO&Xa;DbWNe#F@I
zr!hWU#|w_5fGsJzXALAG>u~%!vdPyYxS&|>?w3R)oA0{5p;Ln~M~PGX+LHwZkA|ZV
z^K1PrT;<_w*;@Wn;X}kv33l^c9qkN7-;G==?Poi|N*`ZRX>GcY38#f>=Zh(We4*c`
zInJab5)9{KF{d3pdh88R+IDk6QgX{J<wc+?QxSR}r^6q`W^UVr%y_7Z{s^@~5eUmg
z0$YmT_GGH+Cl-k~p+SOa@{;SP7vN8HNunhSYElneu0&*00pxT>789MeTj>_J_E4T8
z^uPR9l|$B>w{9Hpk+j&56(PB=PiMF!ElG-hhaY=UN8@IOWZixyF2%uKY=%!=nxJrI
zfzoD?Q`-WLJ=yRpx+YmGf95-G^5sr@QgKw(rBKe#OnV|il&D?abi1cl+Pmed?yn|x
zL0^TD@JHNY`>u*M)|R9Ex<ddF%Cz(JDRd{JQ<LM5$-{k+Z>R*%tT02)I7T?@>~9_8
zHbkjPxT7Iy94_Yt4k=DZRxt7{NR|Zi&C2c9|5RwNm-@f?W?N~<Llo+D#6~W0H)%gz
z`rj?bV<g6dk^y--2CDf35X-AS_}R|A!h^-WEjl0DU+C}2L@N;9h2w~qO5;yI4@qm_
z%1B|F+Y=e#_!&lLYa<AY)Z>K}BP*}t&tZ;I8&66~MEQ5~_NNuWbI5CAUxK9`r1Ie#
zmzS|yU3q|Xq3L=1W**5o9nnJP;h>mdPa&kIxWy}~Zn{ET6s8JDZh!bpRs<C@lAf<q
zP<h?&QUaAv&zWqi$F2I?Ypy_EF6rqf=fCxK`T6@v_GgoGYguQ{Frs9%;{Xx5>NFnp
zCi|qFWnnoGj~trpJNcPHd_Fq|r2&bi!v|(KFn<1i9}fddfSP#s*67Y039#i~K{{x%
zqqJT77d8~?lFtlB?wl_CH%3>C+?ED&cRHc5i#Z5czJOY-2NYRO&4Hz&M7}p%os`fE
zd_hT2c4XnS-UTsncQ^eUdrbKQUw|n&pgr;-s4rZ4r-3ZN$NaJl!1UGm^mMJOjX6ci
znyZJ~62Z>qXf8hDsdkQ^%{)rnJz@oDuG?Q~enE5-Z^y}~!>+}DwBL)=`Oz?>ppVl@
z%D17x5~Lx;Z59Mu>LZgsWH0&kg&U628u0&q)Y{`krsV{R*hlTcKvAKQYXn`e6anw1
zfUca~(5ROrPTt2Ez9x9F^UCSr9eU9-o1C3_RR-;HJ#%;IVd2@=4Q?0yK59isy}a{!
zb^KcT=vVROqUH5_f>iZw-af<D&rj{Oy8$!&*<Ydpb}i&gI5C?;{DB%(Zhv=VVaHFN
z4~Wv}>d{dzW6ONgx0+U$Tjl*v%y92Fu2NJsAJF@W_}%wCL3{u2y~^5*&N4fOC~E8O
zn{iP-#yb+zEEMA+i#{4fM%EU9PBTW4+Q}%;VSi1)6Q1*jE4B(q827YNvBXK%8%)I>
zN`m`8@y)p+o1Xom7Uqkuntr6II+FFTnSp~5OC6$uN0f;Kbl^$vMtl~EyR28hL`Dd_
z;zk9rbEk91-6}Z5_0?Ug@+4T+MvS`$Gi!gfs@A=CtRVW4eV4*eJ)K<#1idS<=8=-a
zxWaxD-NSggk;tP3+Y|q}0&rXwHxjsjB3t=^!JwNBTK*OcH|@^4ULdvi=SN*`m&h1g
zv%LTECsf68fYuF%;YI2ZE6HjoQ4l?XgpfqY622}6Z)E?fsbq%81L_;~TuOU46C->j
zyzF%wxpn-QuN&b!!UjvkAd}jw9FdVKkwxscTSiytxwmlNyD5KqPeCC}^IRW-qKr=O
zfgeQl(RE0|M9p<KI`$V!-2~wXtQ9>pUFM?E%Ad+52Wae@hQh5MNFVWz{YYaEEd+e7
zwmau>Hj~;2PIrIyj;)@H%oViKQI@y~wlE;bs;?k8K5l3D8^BE9wL{*d99}Svx5tz0
z>8Equ)uoy;cXkX&q`gWqR1uxsXSp0xNuxM#T=5oY{BwI}cK3q%B+KmnwDlz7yk|Lc
z?xO^F)aNUF7q^FTP+5m2qeN+-{0gfr{Piao#uN_k@UQ*-`~9Jz$yrg>{+)dSEq-#d
z{T6pYc^eonnnbEYKg82vzOe#&Er^i(cYl5&g!|ZIwUI30pQ_MaOozj3*@6=|E>YGO
zX@2gs4o*bd7|z*a*qtm_rot*#wGF*Wy)=(Sd;IY9wSt4p2!P>z7e-!AYs$buuX+AF
zA4D}xl0KE^L*BIKI%sGX!G7Oiq+C8sb=inj2(W^T9`FjPx94mUGF#cD9(DmKBWIQ*
z%a5X&X^KwJxfHPGqoOR`W%y}{c3|~aGUoVWh2P7Y8{OBMy*5x_KvUYFYzCDzXwhqJ
z7dS`pEWa=22d;5u0khE`?xDy8t#Gc!k2Ca-6ikC~69+1R3-9l2526YR*m^A**pcCy
z8s2ow<pbOtL0_y+wMo)v{|)ut+VJc=D>JD!p0r;s$SDsHX=wKt%gV;{Knpvdkdd@h
z_6-qI8|}ZDOjmhcp8>PhA8%&_TZ`<2n+?r>Cixi_N3y77Rx<_NbRG#zKgJ!npfy}d
zc9geASF)|YSK+X?qI2=0?41cr<7=b&a|EZ@%j5j!;LczeolNhrpD90D?4ps^o-iO+
z>GeEke<+Sqr}tCU-!`>DSdLxrsG6i$3c<PjmwP<M8iV`?k8tP_KwS=jgK;?p5Naov
zUu|3(y0)DqU7h>+TJ!-*7jpkg59Q{8l=S@AFi|1jMgQGL0}HkyUmb^jByK=T6+n<i
zf^b}SPy7Q1yn4K&b*&R<j?u@$o__wCMOW<mqjP>oE#OLFTSrFoL_2xHkhfzw2i=Ks
zJr|y6@j@$p#D2DzF~E}eKp|Uy%OoGUi2sR%F|O>wZ?DYxsFuTFAAh%WhRiKgA*XbA
zD;gi6?lZ3<cysrBy<>dHEkU`BiIrzTDP<@bM@08&VjdEfTLi<p?q4UBTBR#i%~ub<
zG?U()cVs(gRad=J%Qux5XOCYuW=~4UxjA(8(c4AwU)AZ}uJ-fw=E7^bh<quKH$E<5
z#=pK|ySVlap>}dM*|6JG_=w%rN<MYHPL5=qe@*e!9h6*EUF+%R<n<lm-Nm}(lzTxt
zk$Rz~b-W!Hq>7Pf4f^;#gV+j6&M$vVD<m?C)2x2t`%U^Phv*4Ky|;Zq7@UHZ2D4y)
zD(j=IlPf$GQ^uKxEk+C^lKub-sip7df~7~<UhsY<!pVP~BGPZ38#XN%*ei08uuj)Q
z#2it3S`SrDiUwQL9^Q&PKI83qTlZ`;kVyG!e0Qj#?TQT`(r4q~Xv6V(xs0#n_XZ1w
z3wO6<Jck-QmXQ9U6_y|;r1qn}0<RI?DFLm(h^M_#IC|$68s>=B%MV)hhtqJ<N6>$!
zhIO7~XR5xpw@Jyk&{ROlrjCn357}l%V>ldlFuGi?X7ssE3VZnU@j-r#&-X!1Ykak{
z%|%NLpOB1?ARf+LOHJ1nfF%171ZI4XV#$w~k7(Wv?cfg?R@~cCB5r-*jj*lr5fHi6
zh5NmGJ;;zuA77W-`*?0fh2jQwy1ZW9q}$?k`@=GkjKN{G=vhnOiPbn^Orz?~e#cbZ
zCb@1F8TQ-4b9cO-+EEI)@Ezo8r!i7-Jy89=4i*p2<niNKoGp8d@@qE3i^8ruM@)_t
z6oGm9NYGy=M>qtOPkUG4K7Io6t#=tHBQkXw=d&qZ$33^bzegU<G*^%&+-|5z9YE7S
zV^Ev?Icmx$SdwO#B)WiTYPl9P%PuC#`b<_X?ttZhyINCx__&fSc%_E%Q=c_tj?uwM
z>yArF*qVjVJ!SA6PtN%)Jkj{J6eDK;9a}OY;yQyJ2QfiZ<}ecucQKy5%NrUtx!j2E
z^O7)Ne4B^RA`xN<YXY8miK(kqrGGdsN_1CciLqHp&?&0E$ltiXwPG9+@qg)Mez$2d
z9CtmQcb-WdKBfSwOh6V<-ImFT8+X)K>IaEEy*fCQ4pm$N>s`E0-6v-M)}sc(aSsGt
z$|2s_4cMzWn?FQ@)k`lU<8M8`k+R?byZ>eqWMV*v_Fn9k--5r@RRaL*ys9K5a>bE_
z(`BAZ9|3sDSvpftms1w_xU4*TtoDJ+{JtoW9f}S`yR#c~gZksA`VC_dobsLaQ&|3R
z_RUtV^L&m)Z_CP#@e0H3;z|y?PLx$cy9aTDAV&Hq;o}Jh!7@-K=lupwaUT*nK-i4=
zzfQ?XEiPoA>dYj-ybjp+;D`;+)2#SU&Wce>Jw7#i?xpBY*Jn98jCus9jA~541k|p$
zCp`B|uE#FAJ5B{~uKbjCC;1IQNO%|3TKLGII#oWE0`_Ia(J?>82e>#R*)P`}D6J2D
z5J&DEi!M!?&4T{<=8mdgcwag%?MX&WNpa66h=h9>m#dxQRl=`6Ktq45=tsdTc2Auf
z=H;iv@0b=LWc*iSBzFYZiRVfof%xlwm+SLg=u+Iy$jAnod|1tMJLY^n7v-3!J6c3H
z_>Oj`6A(I=dn2o&lasDU{uyH_j-Ng1c|&g&HkFa<NDk87ucGkDJHfN`uuWcj;g=84
zkbuHCRmH`Rs+#MK1a-Pk!oYLu$|^?NSysw88fw@qe7-5j_DS}nAnDoy9!Mhd|J(ud
zO6_+p8Azk0F8|gN5bf?7uc3j?y;G^`H*yE#h(p?71y(+>B3@2D16gwDxj#OT1K4?2
zP7ZBAQrtrQLhZv^oE0_$@~iOsLsCL!auF_2$s)CHXX&(ohgenGVfdhvA8ZEM{4*&0
zLnE&f)s?zQUIoSWt2kzV=sqRx$t$+dyB&XF^+twnYD4Y&Z@AI>$>VvdM^145i%~+U
z4)h&z!+W5a|Ba^D^7&wXq{X5zhK_Ho@Lv*XL-2hUDqaW!*{*=~?k!-!DfoTHgDAZm
z7$OCZbflEi8+cZ7spRJEotOUE*gyJ=2lBRz<@Zblqx1fNTzV?S3b;%#qBqzXi&wma
zb+L=WboOxzZTk9#Z$)zaIj2*sBwaz9Z<r@QC!=nChALq5Wg0d57XOSZtOI6kLM!>d
z856KUqzCuzQA?i?Z>Oia=BMjS=aOsrGrcYaUp55@eemVFJfv&j*LxqQ|9JKz*ruTY
zC<Wx0<%B6THg4Z2E+)*99Usp5ttrwWCW)_juj%^tN6?sdkaG{`GaoWCb$<bfJ)Qv{
zdcMp)_@z&&*vhXdT4#O7>rfo#+~9xC{q%+!JP2l(FJ%7Lm&aTBz2IkalQXou;{l^q
zs-d;Hg+1td{l~vu9(HQ)4gi+}Ie&PEox@&#xAOs>JP(`RyvMRJXeGVrhhswd{M24j
zso&%WtybIvM+4^cluiPykWfvq-zVn{Zc*w<{b|4NHG3#8p0hJzS;5}%@7$GoZE^mK
zdeyED5Un`W?s?VU`+9Gn_B}pST92!PG173`+^2UNx|8T}-ymAlOf8s7O}|I8<?WKp
ztSYklb}^p-S?|K>=6{(ugFe@PvGKSf|NFWasuI3{HoM-pPn+o2ffh)(#;XtNWce=&
zlhkNQ()8EW`a5&f;cXOov;4UKca;CFOwH(di+K3&rv-L5K9lNjI24CdeY(5<;C249
z4w%S}aLWJlIsaZ4a?g$c!u-Ey|Gi%SKVOaH-v6#}-QLnYR}1;RXL){-8<UF{;k>@;
zX}{2IUp$0k8I11F7@t(48}Y(IJeVt3D4~7|cfN9n70`=^g2M7n$*w|z7_u&9&0Bpg
z;_{uC2)4HUd&fbyou4O=*;Vb>Cu2Cxu9F?;<Zclz`l}MYP|SB_b3Q>9NCANc$5JSg
z%LFm`J<gloaoTVmT1aD9KWf7BK;G@Vr`Q_hcs<`)<Yj{LzjjhG%G7f*CS1OvccmXK
zl(29tqMSx_bJ6`_kI)~rWLK05azL0aZQ_qFrzp<@W)y`j;jcTs5%PEZ@gcDPCCQKL
z>Oa5?(?sjv<Ln;nmjaP&K@^q*&yp^bv@L>Q5OlSoUFn$~EoZSIX9}RI^|D+_zI>+o
zx1iF=Yl8);0UMOS#C{z4cz1w5$-j{qnQ7+nQwvNz-EHSj%de<Klwv7fo8SnflSq{8
z^(aOtI;ZUth;R|h8SUfjU+KnHUjRQi#k@E@U@3=da`qg&)PTiccAxLv)CXB?18awV
z2APkN{XerC=h3gvvHh{Feoa`^bGpvD9;TfDJ)!O3_ax;=Ng2e2V=GzRpFnG-!SFM0
zZOB-UG`;Q5Dao#b=Rtnr@c6R@m;3zUbR9(z`rUuXr{02W0Lb9=y{=qDD6lt{9rUk&
ziXjPgrJctkal#@633X7C>?!72jhiQ66a?BgU=++b-fPmd&aWnoIbM7lhAb<`@)IO(
zgG)qxzUTPHFG6U9C%v?L$U%4uZGPo7WU_^gxHj{T0TUNDl}^B(XkGJmtloU`!=TsH
z3wlnFObF`zK3x6yvu@9Ank~*!5rxuuICL*@4+*PC-K7$RvNBFJJeH{$&K-*C@^=ze
zPJHaVygtbg1laS}4}xn@j;RqMzSmv5t@H(zDM(h^q3xEx+X{pn_zn8!Lkd=dB+MNA
z0Sd8Ma1hBbc!9@aof*Gq_uhNcHYeGHI=Iv(h}Yu_yGJE~3yAU*uDSwtYq*h$QgRdQ
z+%MP|Hff=aOGGG-xX6l;d~Vn0pFCvd!ZcFQJ_=B5ct+UOph^8Wprd|8V1_I|i&_3X
z9lo@1A}~5d8@yzVQT}yj2Zr0!WoqPCMsBz@6#MKg=DT`VK5*kxTQHobHNsPABd3<L
zcT$(m;J0KA2EtQ?gG)C&!K6N0Cw*6^&nBgF3R%mIkyT$2#q_}<0tXQ(WwhDT#CUhf
zwn-~!VHXa4L}DkntKc_Grs1W%$O+ve#FX?Zho04*T;%EzlC^7TnVh;XKbH470KYxK
zL<*_V+}Inj*$q<>@o4$BN3PeZIGm>^9WNl#xv^M5uQ)Yx%FcNlnUmt*G(r1Q8h~ho
zK5|)-&o7>j2}>QV7Nxi2`JZ<JO5SKy4<F59MIA7x!_}C-5nTt?QZauq<WDefUl$%j
z=X4({u&F(pu|+<`1ENf$61R^+YBy6u9+zU5Hjt#hkcsFdzuX$jljqZCy))<Fb{%)S
z>z%dfY+wc=R;}<K9{^&fpwf)7j8&iZ^MJQL=5uzUbKU&$za^1&wSg8*mP17_-of$q
zw3PJr#oO`Hir-O|W`v99Bdy&c8uJk$4b<iQ+Ob0E76}tP1J%}cU|iZ#6Izyhzpyjl
zjIerJj{~%|Zv34_nH`6N_FQP*H-P8R{8PyK38B4&B<{-IFRq_DC!sV!XetI7Xs?P+
z1(qp3*6RynRbdLCJ7Z^={^iaEHJ3uPCnL7xa%cu^5Xz*X$Gz?>EzdE0(6V0k2hd|0
z5t+yxq8X%;t9-%FchZQoCyunGs7|(@9c_2HFT9t1IT<UI1bqCgdxkE1Hlq&vF=f{_
zu;xbG9FkF2F>b2#UlbNuzt>~)F2C3L^VPOVJnR$mHFgmXGox3|-JR)A4vy@Yx0U%w
zyXCkuTO0obrV}Tk2biBRDuE7{3Oqon8U}fnuVnP*SqRK$mA@i--kP}Nv456syJy}J
z$3UCXZ*j9ED1*l7FU9M#h7=<p+IG-AKdaO<(6F>^?<{A}Bty4?{YDV_Qh3?zVIK7=
z@Ss9xxkl#F&Sx}1c+Dto-i@c`ZQAEb)@2Gd9%R#3--2cCg&4{Vcj3_9!yiHbW%h=1
zIwY$N?YdJEH+LxfkQ-RRtnP}lJRB&F-0g*Y7QeG(?+yG#X76v|O2a^TS0NSRr;NVx
z-2=#DxqA7@8E!7f6vcfpz3mKja=aJDG-L9NR}Oea7p`azf<T0mAS_w1`=H_3cq>jW
zc#H>}^b};ZenUxSmND>^9ItbJ@Et+!E_BcRv!rOOc}cjX%`K1qdixFIZ_I%{Z!S)<
zYH*ug=aVl6`R*#d?}$yv^7@TczrHN2a>qXgMuxn$Q**gs58lN3LT2_<KZ^E|tiYm%
zg^vUg5vM&nZ=0?}DjnTv!IG%(&GFT$q0WWYc3^+No^E$Jpm%*R?uFy>OBcL0daQrt
zptj*w?gjs8wmg4y9>#;W&D`h0AycYlSGhUkL&X<bRK^C!+3Q6_y(K%{jw8A4K>$;6
z_lNb9OrXcl{WUcnmftZuhir2vW3x%^$>yzaI=-8H(|QX&hwY7F!bm4~6R(hJx2`fx
z=3>CT3vVVRBkZgj&wTm2?f&*CEN7SB)b07=m}SlFW9h7=+!(xFD**IjkiIMX`?D5d
zO=M-i6haM&4m;V=W9IRo{nirlBEg?JBD94PYRh{N!}Og6yt}=yx8A}`9@!}G*r~Xi
z5Fs<;huE3lfZ7chA`(vBFTa0u;Y-Fimb^2!ZBMmi1NI(2T37m`2xA$`(z}BQk&{<5
zZ~L!RLnIB*cCID6xkU@sfnNFYm5R50!b-+-6SjRCsvhL#SK;?XvN(TO%X5TevBL{<
zqZr&*$-8(+a@Bb_*aB2GUXTJWY`zm4K{#o8LL1&!>CK&oZU;W*Vc$pxhiu4?)w9N#
zY@)SscA3QfTfrOk5p1nI<ZZ%Jkk7tDi5J>F;ddl=5$}XwrEci}cjIqOG+X#??K;mH
z8141eK@ikEZsSiD4J{uW8W&&s;QxDdeX;5JZs4(Pvr#<9gZHDq>+=P?fL&`e#^>yI
z>Pl|#e|vbOM%9(}^I}KYyV8$_BJeI($-$g;_?XQ6Q%x+7+}`vFCI#|UP&u*JAbRdY
z8|-$X^Q$4&SdWKrPL}tKWI;E{lsd&j_NT-Q8~K#%Qm6YdkV`z{v>A;CjbIhuqgb*j
zb_>b2VA+W#;v3BT9R)d&0En{0<-Z0bpf)jC=5Pa()=V6$qbgO?-X4<}#05*4?pzSV
zH$+{B3IBZ811uNqMVw4vq~h0w;T62}yTCrc`c1wq<mt-hxR_v4e1fEwWohB7524UV
zmAOQ}IIj24WuJrcqcx(jkIh0z$w0(Ukr;5Yd=!qkmz-aapGP!Q!}~7gtwXQ+lnQAP
z$AyuCkSm*U9r4{1^Ne-|#k{G{exI5wUw&ux!rx>0BQ~sk4$@(GKW6)O=0OCc!W;Pb
z_vYmc^i&oiPdh~lI4cl|Wo*>Sb0W)bvBZfYrEHVby20DcI-?(LNPfX#!;nyLi64kH
zWa~ZZ0DeOg;4C+Ki;W^QQPrBZH-zyQpR8uj>JK4*#zH8aRVrtC1YQu|l|{~o$;8<=
z5DYq1fwQO2r#lv5xMG|MmqF@;#5kuJ{d;uaS+9pn=(&rrCyS6)yQkN!wdoLc+zYqI
zLphli?KlPCZJvO#r!CbKl^z}_ftj3ai-}$y*L0eR<cF~U8r6b)`#f`NkjK)k50?kt
zkDrm{1}a3y$atm9Wf6`5k(b%X*Vfg)032NHB_PlkLN1bc1IVR)DD4|~f6?3hxMY=u
z07DXPJ!b%~T{W62jxc1#*H`B0I2KTOpkr+~uyys^&05z$nsA<_P!)2BfSyk@8*i|f
zj}QE5C(O$$UG_tjrb0WA#p2r^%}E%^++EJh+f49{0KdGv_t_KvXqL8+U@Ki6n9sZu
ztD#I<jI{6f;`<^D2DsowKkvH64_EhuNOhsL{a%l)F1Jv?uDm1O44J?={Nmnk;)9oE
zHia!v7#2dZj&;(%(2OP${wR0xyhg4U962?fQ4fG5iRwOH6~=yaCLYqH%|l7xR=d_c
zT=%;wW9Io~r&cg6`)|HegtKG8Im~2Q;i)Ag%nwx;ye3$yr!raq+f?aAhsNpr{J@e%
zI|jlZ4HeE1ta~nOJN;(=*GePxee{r1O^Bprc@{=!kMhNWG&#Q7>2-bRWE%1T?%IQ&
zQ1mz6`%uo4s5joGct;qOn=x7V7aClp^W*n|3(WP0^l#pKEnhdOU=}9SbE@DY%HU33
zsev~xP(pn_3O4<&Op=KY{mN(0^qn<7z6BjHX`I&j)~!?5;nPMM@d}QEcH=KqB!pze
zy3W@YE@fVPh2@j6uHS1fUU%2HL<bF4^t@G6PZ}=vXen4QGn{@<M%j7mH{x6E%-x=!
z@&IgnUWmWLI*VX@+uEmo@5ur_2a5K(Z3A?*BMl|xxh&|zeh1!W*(Qwu8za!mlfxjR
zi@kzc#vwqA<dH$4_juXYtWcGc1m{9fA9lrR9aiNC@=RheAkVbSjG1Dhz+G&5Op}i@
zV_jTr_M7-3Dkthl;!*sd_KxoVcI#iyJOAcwcBnggEZm2jEuVhBZK~#Gz$MEJ_@HDq
z%jMRYHixDl<Ona*#nO71fDBso$I-7IfVFqjpLrtiQ0X?jbh2Vdh?;*biGZLnJNX_S
zBI%>j!6u$8T>AYO%l-Re-5*<2?~!%kK_eq`hBj2WdK)BS9hQI|4YKPEgW&rv{;0S+
z`6hC39fpp?%qBa$=Oc-m6L7Fe9DLUi307V6z2t90U6Kx6KTgml$k0?oUSbVUxpMK{
zK-vt<sh4$RfzR-68M6&`t8B*5jasK>zXJk}nti+wmS5gYMjwcLqgIIxG5iJGPZwd{
z<ybWRq_u2p+Y6Zfrwe0kAN@tn8j%+JK?Zl=<R@9ogNGIS{`X$Gki_Lcnzq+l-10|u
z@qb*}Dq-V+y9_aTW4L+qW<KbdrwZo~dCzp`m%P*K<Mvac4Tub^dWykW=4ea-#A*2^
zE|MKSvp`ilu~%{-j?F*#oxlDR`c<z}IZbwZQee7hBbz=c<MF8p%b&Q#uzf6Cb4eJH
z#QN-#<L?tb<5Oy$Dmuz7;&mvt^un+FE^whOUh~}?%rMqs<Fr<~gy|z;mfnp}A(f(5
znbf_Z3H9|1tkqz8M&zvg#;HYeC={Sb!TWN2r0&e>kk9h<56Xz&!ZT<x>`2_3ufa?1
zi;MA_kJD8LcIvi9YZfhA(p!Of9Pye!oFaD)WoWx((6~L~j-ZZ-NUc?x?|bv`E*aNC
z5um#00}UOKG$!!r?Q?{b<cV8ZI%7rdr`|GZL)Y1ytvr^Kz|S|bQ_xc|c^~vMe`!gP
zu<m1?W^RQRQ)3^Dv|+6m+Awj^UDP^MwMu;M4Kx_$VK-;vXEzRvei+_w?)}wLQY2M&
znMdZqCxA~qs#zW;*6~|Lj1O0ETm|63*9PKm&UeRc<(ozaHrvt*0uVfj%9;s5+3duq
zY51HuF;<gaURD$m@vJO*rw8~_CqI?y!y*7U+f;bmAf!hLTGTAGs^Fk_F?O&J#yKS6
zpgWOa<kk1Bbr8kOK-sVxj`zcxH+D?&Eh*t`Q6CEvPl1Gae;w5Jbj+L)J^}x`@_D*u
zj^24ndaaYC7d`E-gxEsgiA;Q9>eyvS0B}Z3<N&s?L123`X-s(~c#Y6XUeJ-}wKF1P
zvX5=o<kdfup&B`|{vSVp^F#6#&%6xu{*qrgeio{WcU^OJNi85;`{VADKJ{DwSxtP1
zP4<|!g}#tSzI!l!sOsBj%6FIDU-R<$&}fcx1|SxY{d?~cFaBr_GkE30y!#b`B}tQL
zAz0H1%81oD`2csHdve#D#4I>wak|-n#_?e~d|zh=BsA-c-uJ@=<N+qzi>PZ%WxFve
zaNj7ucj50yZlABeZbrr)N+?7cR;>Sqp@eMhet&Olc}Fx_l><diJbpvDzZ$_V7ad#M
zVDFhh!DmJ7Q_D>Kk@(ON2=<mdzHb-8+EXIWPsv#`avSb64RM+D!~c`%#0l6Aly!QG
zw;mpGM2Sdpw+X+UA@^>?D?*w#)kUaX4M<A+8G}@U3VGVQIgEtNHaiI;wF_^#pCrlq
z`JS#>KHGJR+rvLbvI>zCh_XnMtBl@5!{Wq>tOjc+;E}}h6%^G#`H?(U0=LW+Z(*k8
zTcp<!EtGYS@YDJ0H~KEPWp9yhP6ITYwkO#NvhKAukt+;ezRqkX)^6?B#7)3lqK_c|
z3pT8V<yZL0Q*&>9zL+0WLovG@o6dU(g;+T_eHVS~Jq3h=W`+zcjtc)dTZGM5eT;;C
z&*0gmt@y=+8jtw{8_&>AJd%F8hELba0L|Qmicqnh#a;MR$sPnL)G&Oq?ZwG<y2M)-
zKK;bS7vov_IOMcn*aDTYv@7`uKkvUTo2E8&erjY<q*dre#o7nFP!8^3A#XmsakLZu
z2`blqyNth*fvw8>x^aX!sAzO5)8WD)>6ET?cBbcayICo@pj$zbm27~Iq6VLzT@l59
zcEKecRgqfNJbW#8)-8tyt|q@*-`H*nRqAZF|73Ppk(AZH__Hv*-q6s)AXV;ITeywZ
zX)WqcS%@VTkY#Iv=p|V)T1+!<WcWX=Y0nep{?Cs_X5TLh`_HxhL3VnFS4wPB=>8gh
ziL!#Epi51d9SRm-DY<G|STSeOxQQj_8VrPu@o;*>^RlhM`zM{O{SCNHmT#=+xx2a1
z;0>Hw!;NHuKzKg)W!~B`rXly)Un=Y#3YBsBEv@oh?By%+2gM}Uz|3#i6d3&_$*Y2V
zJ2UZz(ZEhkLnnIG^ONbgw+TLJMj{d*5F)fw9ZihzQQbeSB<LE2n=!}j19L{nmv;#b
zu(#rquNWWq*5;1jD>}8ealz)_bh7K$>zc#gxPgOCOCqr=ghq!w#6<Rt4&(Lf_5Jyi
z(l|q;>e^VnWuCM0NBc)Ex8CL^>@W%#rUT7A_vkaMz_#<vL7LdnIsY>ub26-L^n)TH
zj$M;2+N<kpDXb-Ij}q7%Z~8|Vub;F`e?!N#6U@W#qFaC^hdBlGj?^}QaLq^>Bew8U
z(?Kb|TCm0Acc|I7UU%9xr{`hV*Q%I3c5QHW$#PP)t+mlvh3h085Lm8y&AiLqZgIl&
zq=Q8uJf6TA!sUinCoFuG{?<-qN8b8FCj=}Xsfg{jJMq~sGyc}Q@4bFDoRAF6v^7{@
z(ZK?${Bd}sPfA&yR0HL<?K6-&<AxV+>Au|KMS4Zk_2|go9sg#mfcIpXX?-EegXGWM
ze(d#6^Dd~bQJ)`XhtHoj@9zGyR+{;bv#9S#GOTtg-9POl@8m&=!*{+)rQN5jNlZY?
zE~?CfSOmwka@H;Piv~H~Q*~`M776JT@eBEG*iCCAz58+F%3|aO7|crCCY+=lIUa(O
zfIKq|9bS;qd)`265;li&4w+yIl1uJ>u{+UXTI^9xJ%O#2A>4l^UorY6?X6}3MyDOs
z%u3-54E_7;uYq-$;Q_>GIZv~t*-iPgJV!nN2)7zqccu%Y`%3xX5^)~achPT*=D@jF
zis^zeiT*%X#2z<6n%JiH58gH6)1@~sKvl86tIsfTgzs}l!;9zuJoS%^vT%FFd*qBL
zVC!Dqs${GB^|L(sG6`mI5u(MXyW<c*MaTG%m5RKAjepOfqe+=S9>B>gme<67WQMvP
zKd+w{VGDzu6pYvtItSw%?@G(pahEV`_9YvYwF9ZX_qK0@3ay*ybSCM~Ulo3bS$NA6
z;AlUmd>GRcl1u*}E7at5Ws?Uecsgex_yH);mG>k~$jKOT82lQ@oe$At6HPLwqbGAR
zR<~Kxc^&{&<CtohW*%K57>=#W12V!hT&qvv2yrY;DK9)(t$q;j<PbbIN&e^5B%i~a
zvYO87l}q;Ac==oQrcLL4T47--UYF?wnRxi4a5o+C)1KcS#A)VmA*GthDB4@|JZ+;K
zc_hw>uE?r+curbk)no~&9*lx<j0T7rnp{iWz9eKeS!O;nFGmpZ)cpq=`Om5NL^RC<
zO7>!oFP@_u6WQ$*D^s2yeX=@ryj1d&$X@JgczWdR!F@ZG{xi|=vTzufdA$7hIF1Yw
zZoFJS9UOGw;TDm>!>gSUkA73NT=@5o69M#OSYJuhS?J!3Fv=7sDI&1C0l`F__|(i^
zDz+%)RZ`yQW^a%!25`Riw1EfXVTzZ9cj(VA0xwlN35KS!*r`dG8Xt|0*i4irq`%Z6
zcLOc&wgke`$%MB{_k*lz@k;u&yq`L^J>9!2MYSd8-@bZv`>iZjx5T~>omNk~=Q0Hm
z<KBOfoi5&+F@s(R|Hadg-L5s$h=dy{{wcF?L#|*#4CP?-aHmMDhselmBQKX_;U2I-
zWvCm8tnu3YigJ*)sDI^7O@y`m*H|A%!0q@>K?!#o&mNX_v;-(}=%#cLfdH79SUvcZ
zzgNUCATu``xrM+*&1JLuO#lt@cLYkRd}Pjd1xm|j2!Ofbu^w2P$@zgZWbtPRB1nzx
z`W9#LPrv9_b>GcgEdfY&5~h^=t4QpFc{$vmr+hxGodoQUSx?dvLSf2p8P8xUoMHU{
zf!m8KTwU7JZ_Y>WVpnZNva`r)*=P1Wk)gLDl$bbDbnOD=4&hM{F5$1ceC}5W$5z>S
z#)U@nT9%>sS%8*A){S9bGFAbB4y5c7TqZ2CaF8n}^Yct%q@OAI(MN_TT11^{E%q0m
zd8mEND9Y8V1ugpuataS9vV`zI$BX0Rx}_ya#Ns9&mae&YLW_pv8rtGx3HkUpFLGBF
zw*N^ku(o@ksAz5MM{l0rAMmfcZePbo|MBIRV|INxe26>|RFh4kXV{i)>#_Uoy|bC?
zFIm3OH{(>xq1r{S^j4E^<g~>DPT!q2GZzY9B>BnlO<(^~%!8N)_DH@}gL0-EF5v>d
z*@f;-$GE=nzjM!oYjanam#RON0Rl6QnYI8^yiQU=^gpEc*v=%^$__z)RjEtvH)bke
z+T$^#G|~$qs?<&dx*pb3c;eyLANANVR9|L=xPme69U6;t^~joRbzk->849q%G`AjP
zs$1^;H~;+P@3RU<|MusN8a~^{vq4(9k<7RTbl?$c=4{5~-ry+gvlYZ!F5z}b`j`3W
zX?S@`4}i=3VtXVaI!4S0Zz}i)z5tYCr|T;EH?O>CF+zB0*6mT@BPL9&>7vHE2UGOR
z?gP0UM_wqc8a~mVWJcK+-1zL}-Q?k2f?hUsaYX5(Kw&W<sKy`|ij%xj^UQM*Pu55L
zG~>kZyn*w?@IX7{>E~5mbSZnd<!%QZ?Pz79FHC3`K0(v8yOMQB-o&|m&*05%Y*K3r
z<mtcY#!2Ic1p+|M>?l{*FT}L=m%BDk16tBS(*9Wir+`C!&J5XEbSM|M%y9pZQ+dod
zYh@_MNBTYdIK-aHke-bkIh>1X1QR|eBfb#<e~AIPbDRB}n(q%A^Gd$fUA<SC<s6Ok
z4TWJbgeRYI$UNcL91q#0hBoIVeDBAj5IoYE-`_|k46#IE4tmD<D>F}yI;5fa)htS=
z&eaWCm0$Q+edG^y(dNq~qu;9Pk~M*x_`Nvh0#+kQu!5i~({G(U5nh|k)7o!?d-TVF
z81TF?uI~DeV$}w!RFXG^@stPy6CrNCc-l692~|ab!gl<H_HJ&9JOe9?UjQo<cpa?k
zo<~H<X%?G?**AVZU^D@%+~;$-9}o9q5jIT$6@Q$^<Uc2#pCMt-e>8qQkqvgDHs;QQ
zT)CjePh0Q)bSO@TPJs;cp=bh#ee1ChJ&kZzd)XpHDinmE?tEYe*6<;Da{+$s-NEH@
zA~UWf_kEeh%Rn=;H$gvrQW>lnjxkz~00n#_HeR6kWSvw;K%C>%b#$Q+k|^r%eT@6b
zhnI^7>4aMmcwunqcG&Y^^2ud!m5|FIaNGHF9^;Mg`h$ICwCfXlMN4#BxBE>?rPD_|
zeST2m@sFh_ONtxpsGswppceGN_g!n@jlR{>+Rdp7?~ZrPN^htGqc5)?{YE;)+{0gA
zUA_;l?DPHBhu2%0cI)Hm8lpsf@A*D?lBuKr)_3ThPwfk;g%it_uu$yd=d-z_7l`*X
zGt%gcN}|ZBK>~2TZ}a8X{DmzWhlj8!s<saI8-$qC#^ar~SyhiNfA!n9jrtC#^y2L7
zuldb_4=~HBAk^HiVRez;X!z=Npb2E(z#UY4M;p^$FvM>}Uvfj0uRYoOECR-Vn9mz%
z=gtnC2xV7VQ@@L!js%hQjfTRN7e(pVfiew%IgV6cJ~ZF2&fT%0s=6%?Ky2-L&B);x
zJ-h9p#G{*O{pl4roHBEB?}PS{9iT-87s&VCD&}|j5?nY7i^QflavPo^tE6h#&+xHJ
zjuKn;(YG_S=RyCveYr!y5tTBAmCK?5X=n=_uXeGhDh^hC#c_#*l(Gi!g+0zE$<Z}8
z8SD|NJ%TvY9P?(nvF~)U-7Q2B?xU}5r+H~uF1BuVo4c~{BZm`(#P&eZsGp<P9Gmgr
zznP+rh9hmq5C6}}@*YOt0a0^jgtPoqB1!B;o#jFasBti6LAkwI(s@_IC)$SO|FWJ0
zMp$a$vCoVe^F@>RPK#`fY%ASvXM!_@zcgXhs9hbCf!^Z(0<NUS=cdilH)yXUleI+9
zg5>aU#CZslCD9k&N^WOtbbndT-x(%j9Z$kAsKMN<T7Hh*b7T}G1(M}Jajac4noh|3
z+v+=1AL<jM0is^t6ZF!daO#0()eDE;`7ED$d7?q$R@el(#2c@PXqztTl5zUp{dJJq
zzjU_?qddC(FMDX$xqJY&O1gW>=a64WfR~!e-i*}bdHTMn=|Kyx8`shcqR>X-ge-l!
z^rwTC7Ryj<u%FYzwI6)88%$MC$8Y3=W}qG`T{C2@iXvIvV3WRS%xCRBdim{hcY~an
zf9X$AzuA+)-`p=4Z;2`Vq}My(vWAcqiCjNfVByf&3qD+0mA~~$I-I5RMLW6L=KQem
zk+m<AW@W5}RlyKe&X<|wsQSx+EO%y|Z^sAr6y-Z`w93_F3<boUQ?lT-;dS;GAUo8D
z8uFU@j~MN6bjx0#CZ5{w3m(<`vS9RCR3Gqrqqt*Y0N=K~+y`k2sPX%j0kt<+G`X+J
z&sN?%RjOC6IdAD#n}kN9Fy*j!t+v5<ZNeTP%XD};4;1he{g-mj2hBaT-3|_a$8Cid
z=Z70#k~lyFd5!9KJv~ZP7eY6gu4ZOmjOoe@)3kz(-A@dvZ*4j+`*aF?YP&4gbDKO3
z__iINK#Bfwdmo?omGj>Uq@uL%l+6|}y7i@nrPU*ejsQpnZ={nuRjq%r(eO96cJHu)
zjlY41ltnpSJW9;`Dw;Re{}d(i=SAX7&FR|pDwlPF!fS0Fqw9A++Z|UhH1}%}(?f1?
zExzP>>*s8{nO{n<-oTum9=C$tTTm^^(<o+d_U{B1-#+w<L&LqrWNq@^TQ?X+Q@cZ&
zvjNnI=!VMRdey?o`R3$gi0ai6-o+lxxrZ{jFmNxR95lKzxTN?*F=N;G_Dvt?mzPfx
ziBYk};BALet90K5`=6{nP?bS{7&H#lT_yUrd*{#R`X{xm5Boy~QN*X)u0&#A8M^$F
z+cPVu!Tri#;T}Hf=B#BqRE~1?>E%`SGU(^#9U)!v<cl_Ylz$U_GJJzXjGvbW$k2=1
zf8fGC^RK*J(}=U7TD?wW$9t7ADs&H(f1;ed4pg6Y5qUgY2KFOt>WPVc{`YJ>cJ+LF
zgsri%Cl{gurF)DYsXE-|=40FtaL*&-v@|UyLQR&}5>3UkNg@MbMZB)5DMWJTms2&=
zO8Mx$ey(SCg~UW(4ZKkJn>pG(SJbR{XS`Vld&!;DH9X9`HE<v}4-6zZ`0jAJff4<l
zxmQt43W8JU)<%`o!w`6>Q~LyHT7=I$JRp&^wUqG<ueVS`%Okg{Nco8<@l48LAQHzY
zB1G|g1!s5UCbSdjcV->oIrtMq2Ea!*jX%U(ocS?werCc@55J3g7vG@pb27OImjTXN
zTz4mtV!+-p1fXChP-ha`RqdyJ<ZBFj9{vW;($|9-z7qOypA5Sq?`JQY<Kz;WuTTfo
z<B@rzV_QC=7xQq^vo2@Gjw?w5;N_6%_MYM1<1e9_K4d72X`dL+<jFVqi?08Ps<fhe
zDl`J;e<CbN7Ia^a?@HUiXk++NH5nM^0JJuKjn1QX2+z4L1RA@YOaZ1UzGB>dt|NC+
z>p6$eRnPA}a2~|nn?&jFB*5?N{}A?F>#AyNwy#7Emm(q}Nk9pAM3E!{g7EaGG1jhK
zbwbtozOm+<%V9vE|NRdwY|L8iZv<WZ(bna<-4)$Dci+WV@#AkV^sA$#P2UOC)_vT=
z_hXzU*J=@ph0hmrMejktm~Oq+(5B&j-_%vF2Y@r;E(;)?5`TF;yKoS3-1GB>@>&2B
z3ZX_zNYwY;;^Ab~2>8kEpkU<9L?guasDIj3$y^iHi>w!;*?*a*Ep-)X`_zqMWN>p2
z4zSU{AnZkYIi5z_!1fQpw(!{M?H1i0AEV3a(_W_Ghx%Q`Q{<-G@9;P}?F8}|HZ|6j
zYnOf8gM(P-erWjhB!15RJn04+iB5M~E?NVp;$wK=p!@#5ohI?N*rcoO1@q;?hE)OM
zm*Dw4ac^VN=D+jCXim!yc~PG*p*o^`e;qqe?M`rahY;I1vrh~p^Y1V<J!W+I=||kS
zvvE<|tbX#^qraCo8xC;Y36wE?DI`=sBe8dyI%dzjTE_hz{PK~{3|1;Ci<8P322>W$
zJ?Kx2hY}Y#(A_x0QBiu~1&6)<RgFYkIW$zGbY6cB@`1Oe1<s@T1mE^j1*nVrN#jaL
z2_*4l2I%Fyygj&OaOR-~>d(C?u=-QN*caN5eS-h@d5u41&t6`iEb<i$YRKICM!Mrp
z5Jr&#XIsx?NZ%+2a<S#K@22<EoJXeJs+cfd3XvU!d4<25Abz5EmfqX4@@J@c9$qE{
zTDDRPOuphJMOXLL87j;;<<L1vkswKfkUg!Yk-uUJoww_8^FlFqJ3T3>%HI+gE7lrZ
zmDT{j>blvCcwHnCubY_xgvQGx8kgY1N!Mx#Y{H|ai}jaoscG!73!n?()s**$eM)~9
zHB5%y)L+l`+Sd^Drfi@QecNe|_QBt_sOD9uFTloXKh4T(xmkL3pcRPnCAPLJ=1WH}
z@k#UaID6K4f(l|qT_=aQ#!CGVO2`vmQ@u4TGx$>7a4?dj5{n$NcLhMt%VUN9*Qwt(
zB-on+y5p_GDS*1rMLIyj<9yi1ebgP6??Z_B@98-Ry<=-0e*O0h<}5hSTiWi81?)w?
z?*^T*sQ_Fog*<w6CGOO`o^Dm)KBVd%{1E$8K#E}1)@w69x-^n9x9;?Q8CH_W0JMs+
zsY?LrB?fAVO)w`wYruDdz2{HtYdVsLvA&u@6uTdmaA}}P#G9Uxc4?Ff2Vc+72!3sk
z&l2v}&u5z(NJd%&y_nXq{uxsRG65#gDMf^R>y=F3V@_DdW7di4+NSHNr#8bc1k(EO
z+N5WVkiQ*VFX@ZGe*9j7G&ba;qS9}(__!hW{;C4ytL-E#XA5gWqSC=4^Zd-A8g#OP
zB+|OK<5uAKvYeR4ckhsqyxmu5&HVC=H(YRrAgw3wW+xQTs*FreXQ)}bNHSCIDt}x)
zU0Os^<$-tC`QQk<-t~GZ&gauY)@V4~WbyT3FP3^Obs;&Qs^brO*6=7&D@U8agPP<B
zwp!MJvm*5dRI$JLFk$IRqTDjbfTTHAgwne-Qu1=A{aWBhGY?E;t;}PuSJ@|N2Tr=D
zywKqDtxTE|Kh};`Mjf#a2U8bgP|gOm8mFZ-o?T1-sR4~6R_s5G@!&@{3HH%>e4k<X
z_KMCtJi>JiT`I;L1D3hzPwjdRKZdpen>VR;eY`J6%}qZ}43}A9M<u`(g0(IjX1^<~
z6^8>o=_g>N@Qb-3-oP#kYY2{iF~5xFb{hIh$+W;;A&V<~-SJBqKCow|{DPU~2H7&C
z7Bl%dm_VB-!l7!RP?(7e4*4vvq#@Q22~WoyV2m<z-ivs#huEB{&pih0HV#9H3N!^i
zV-MyJOQyuHzO+Tl5#&z{xa>BSbkrVIqguvgcCmi`YkeU1s-XNwkHdZ?@IA@;R7vFG
z^+t^^J*K~eXp9iAA%}*q2-A*_qA5dHfJ^}goEI@`qP#t8JW;`{Z9mnBL&{>V%H`oq
zSBLe~MLaj-9w+eg#3)AEFXp+*&C6b_G2LU07;_QW<C#6f4B~#1IpjSq94XC*6`F8D
zfr}^u=~bFA185y$!UrQ#;(d5t0e*$xDF$@QQ>;gOcFOB7Ag-u4sP%nTY{tmh3++=_
z{YCRxz*w<4YCZPvx=haS+;nw>R5xv_J8P|edk-1vVYp#or&=Hs(RSp@IksfscTcV~
z*VS*3Uf3&hnf32)*u_ev&*3Yrwnv5pZ~2)yzt!J>K!$Sw%}=^?k1a$&mvD4od&M@H
zxi+3NQ4NUZ@&fG)f^F@fpUmNH2e3T7Wb52&*KJ5)9~wwaiZM>`X6FNS6pl0Aw8z9|
zqh>?dFrWKYFEi54Rw2<JXYJYpWsIP)kKBtZy%d<kv^;NBlwxMA?AgQG+b38fj3mq-
zUN)SC(YWlMd^f>dGeXEXWhmtk0@d^Zq=en(7yc!BPnsEwE2Iutc*6#IhY%}yBN9|G
zzqJ~v@%GU>0<^MsPXBVdQK8l5zf_+0!{Jkwz78YJELjmK-s90}y5p^l=r@#^D*e2*
zV3X%TNE5$DbHlx&l&6K#!?7}}3o^Mq$2qNZlK#;qheMRK@?j4e9c|U9%FgaC!=z~J
zpHPi;hj@}_iA3oN+V~|VvKHb00tRS-UW=?<8_$xe9&#ESOA7XMBp}?zx?7hdX9N14
z01wSKQojT^U(ECFY}&g8c)2?z&eFa0E|MietY8|05?Rso?{nDmkS<f1W${CLPpF+f
z7@mBt(>XzG=WCbTz@GmdjdFP7&VNr#(W^(lF+oN!?;)#hhdgMkn>D+HztDk@)g%QQ
zAvyYSGwXPuhZwJSU$LM!Oal?G7fJ^)G-DYS{>|50!q(>`U%69`N~+vL>|-=l{r>TX
zli0EM@#kDpg?TB6PIm*wE>MOsNGWgPBmEh^Z*<gImU=*1ir&vQk#wa694`5Z*e_6_
zQxemcnswjZF$c|mJ%7lU(!FdoWJ-TS3|4sDF+tor3-kPw)f`I1fAlFsoe41n0Rz(M
zkjn+0QdDmhOaOcwBAOk2JG^l*w%ld->c%PndVPRc<yavCazs4k-}4b>Vnh<R{#$kU
zcXD3qVfZM6`;s^11*@6CH_cqVWjY@v`n=b#{{Vy}1FaZj8`LF9QhE-f9D3}N9k|QA
zoPwOChkJ3jC17fHD-;plB7F4>ZBCkp?|i*i;d_Wq3hS;gM3(-QjqHt-gIC0NZ~b>)
z1$Xz;%8wG73g>kXfWf)3-g=9E%w<ch{;l0f&c0I*s|Jt=hsXYQvd)9?4ItAh)eS-G
zIXh!Vs^8<LulD6#W2pPkB1kf23X@@0w%`8HN3-2H_9}+lSE>JS)QP%W`Ohod3olZI
zA@cDx@^8+&5chprp<JaDM(IRx>)f|v1H{wp)e&)*f@qx|W%v*X^Qx8toT8=6^|5rU
zAdJNMPKEirgGb?)TPlxKt$@~2`}~%Gr~~M>-EcoNj<Fvo^JjBM_))Yst^yKh#Y4`*
zq&FJ;xaNBS*p;e_$HAc=$sJw2b`Ax0+S>DC+K=^5jSVy=e{J9>){6nEx?=ED^H;3z
zN0M~Uk7~@U7hl0E6_*bL$QSfX<wFt!yolD19D3c2cj+z4`;CVEOK;5HEy4Ru4V1oh
z58M!~k<}N_lyWZ}A&INHME9}kQPU{gf{^tGnH6gPS)hOGAML>?xTu+&7_2aXZc?EK
zes~_FON8dvi?ce1?6qz?KJxTULG&<s8&384K6JgiAE*=b{|N?DI?NDQRS<1=f*m{@
zjo$1T4#y;a<%eIlZ+=qGTP|UghooQL5Jj{+Hgh(vd)+?+XP!X=^2FkC^UPcD70Y+u
z!XLA2TDKS@btURg%vUfjH6Zx^R>T1MpI=9TL1JvozHhQ<aai@HIk&(&khjGfFUp17
zFK6=cvKpMv{mPY&D~WqLvwZuxz1AEw@7dk51~Rk&eB5s~E!51Zw$CXi^A;eTW_sV>
z<V;j*mhs$~;W5xr8awi~$F?5OOk}>RCKkQTUDF3D)$p)SeDc#l8?3^VT4O@C3g2bK
zw52H9^L9W&DP58rHLfy1TNh5SZ~~4{0HG-xseI2vNS}cowO4IZPCxrYKTw}Wzic6~
zo{m3Oq~3khfS~wE;B^C^@ju0#20a7CXjqH(RLY)F+r!D&41ly4=Ws97b^uAq#W9p*
z0(*=vUD7&e!zd<;nf~t&Ob#I~)jW4scU)gsN>VAG=O#_p^U4LM!J<mcfc4d%vp`+%
zgZ0j~7XA{2G1|5HZS0gA9s;H>dxqdw)507vRJs~XzPq<6^&yx!mIB~*!B`nAc~+aL
z_bfWEu_!bL7U6sS?UbrY|GPhOxNN6q+zbocy}JpZXY}t)ufHUW5-5b~_6_7rj8=jt
z(pNi(lb7B0(`udju>Oh4kHfOrFSmG38>_0qvP$>l&cc76>6{xX=#RQ3lNf}Mw_gvs
z3&gC2nAY7KPdR8xhFJyq%tJO&ZU6G%5=ymV8Dd<QA*0vo0&B`V)z)#*r?K;V#hRJ$
zB>0XSY86$N`W~c;Qb{BRw7!g$Z*%W}SqF=kJt&SP{PS{IDB#O<f5qA$4a08{Nm}mD
zUPkVRneMkObkhrLV-Hwz{oRe~K|Oo#D2}e@)w~g>Po}do=l6*TndLG{o}sFo->>&-
zFS-Lm`d6vl@Lt#R<No6APriokN@DWA?$<-q@N(iU&D-F&ovKVX)K$5R$o^%?`fkh3
zvmcr4aHCE%gyy;b_e5VfaF@^^uH%oV$Gh<7cY3IsA${Cu?W>e9L}Oc0yYM012sU-E
zwZ*!<n^#VZdODUOKtqz0v$$y#?ZsaY>?GWF*QhIV{lnTWdovw{ID85^z3g(g{J!|)
zdwIXQ$6kQs(Xx-2@N>8q^H7E6sJ;2~GZ<eja8vu{1k1oiYj0Xx!>k7X-!<;5aT4K9
z)Zi1u0<#y$mt4@E{%^)Uqu|@`I4HH-%g?g~*|HO0mN!Qyi-oPoQPK~X-Jp*`v_W0o
zF$-q^q2uRBfabo9VHsn6-XSq1SMZ8+kBA~!ywvup6+UCJ(HZf`71F&_KG6GBe(pR|
zX;H*pTaInmV8Xzro`MGzR+VVzdX5Cu?tx_=hskyPcs?-f6vSNBDpP=Q=qPRt#F}q=
zH)$_9Ufo^af}Smj<hkF=?+b-jieA*1(sq2FrwsrG-g_$VihAAlMbSPU@XIzoEI1t9
z_YQe@JV+9F6{3VhitkqbYUE9Vg(&4wrFa+L+N-`4USmcf%YW4?7n=eD)6K9h@TvzS
z*bc(WER@Qxl=*(<mP;Gz_VLQ&{*rCAO@@=}N9kg#kMAsg1%@&6vwmsh{Ks_#jY_by
z=`77YMKHRp6Q19Y$K6&YortIGry@18g1sLl)f6Y=nO5#=-`>tuRqeC3`ZBE@z5nYL
zzlLlHrlR-c8HkSJy+3ayxfWMTLes*uZ8*l0iv$%i#8+KU6==E|?w<L$$AqOI47~S}
z66pjB=)xk&J<M!bRulp~QG5Y!K|FwGJnMWnHB`jpa^O)Jlw&$jk0UL*hDx1Za9q}5
zIeGS7@>j@K`P};!;r`Y*j>5SK{(fY_9MuL{JMXr;!5AsTLxF5;6C*xgB@24*GKtQm
zy^l!(4={=Ca>kEQcA{32th<ftk7J{ziAeIU`rBxDwPr1BC=_)z{(NslG3W$KfbO7Z
zE%S~plu&0gb)HVGz8^#K{cA-)1KP9wg8qFwKN+~!pKR#52Dt{Ns*bHpsS|SMFQAyj
zi}8IIP&JhUK0lK8mmm2*eVH9>pkOr^blT!>k_OiA`2iru?eQi1<2Loz!-T$hq2yU|
zv>VE4Q#tX497pOk5qIFuFhXw0JRL4KPAfd3!JSCxU>4rrxSn|P(>k2*r*6rFs~0{7
z%H=xY%zhZdz#(kmUZ>E--c3QTrBOxZg&+VtRK~weoO%UQ!x@PE|C}1`HJ$pSzvjbO
zlQ4c5ll!`fw@ZiOk7yny&teBtPTot{zNTm9k7&M4`^nGf9GjT(dNA{eT`f~M83WKT
zA3R;M+1upFN_|^o=ybOqUF<WL%5v*<e1(*QZN*sM>z-@?MDwZt28_hZ9+X?bEsq-#
z0L)&_R~}r*k4v>7lb`rk-#WhMfE7_?Eh>`89VXK$CiX!8jQBEI>Mz;vN`z2lzo<mi
z&GQ<RXGc;B<&us}G)rFr=Q-x~!>@w<-o?MT3LpzHS@}yTc^rMZz8Kb_#ZW$No)JXy
z=_)Fp*B%^5z|0Bb1cTYY)7$~gq+aFE-hyrjACeUP{z8Qo?mvp6-DzyuyDq!Z{4`MN
z^|RC5pKh*ugAcl}3Y$g9+h4;5vGo3lMQ6--=hyGa%UwT{E@;VG9*o`V96{O$>5vGY
zb^tKH4TGk8@JgGxRet(j^ruyvo-U>VNX81|<YpaZVgG7^IDB;K%NoA9CI{eb<C}AT
z!ez+Di$2dr1F%(xZS&ZDm=MtBG$1;x(zw;Q7cA;dneGt_19&i8Q7$)m`XRBao8<L?
z-}B}zS%%4gxMS?N(;T&muYrCo#l)rFPPqbGUw>pMB0U6I!?5eyeu5&##q}|M9|Pj|
zdO$V#Jc$hy$uCS~JjlY7XVw&#$M$zwz{Iw6&n)y`%Mrl(H0&kmhk?**viqPFO$?Ce
zutaA4ZS8hQJfS)Ge(1CN39-O>doqnD`CWql&mDzLR{C^eW!R%Z-03schM2|Vrlz|$
zt@N1nec!0xN1FWDH-Gmx-a#OE1`GLw`Ns~y^lhpuSyJelbx?xD6PU{z#usm%Y!>p)
zA<d6PX=B*<1nyL+pPFlU;jc5C>t}=xDU7ee$PQ#BL%pV<l?Uj>z&#9(U0wq5L$>={
zl8>iQ(;S;#53_rZEPSnCIiU&qn2zJiRmb6g?M6z(?~k;O7N#0ed>z+f+INN<E?^7f
z&FL12A8U9yMQ}O6Yl?g*!b-rP49P^T=}zEo4b;ZZ-vUiOc%-gc6U*;0d%^9bk8yuO
zl`BBkd{g+-O7_8L;U4!X2&&JUMTQ~e?>c%l(;Q0Ach%!!>AwH*OxA++Gm#z*Or@%}
zXddzp>Y6hGx-_)<y@vH3@Fuz<y;vm~Ea7*K5O<hLA>s?lmOt;vl6~yS+ierR0865`
zKak-GlYUvb1>E}NDPjopo1Y(?Q>}qo_3$;TtLBCFPv=O+D=i2r1mNDy`w7uZt7lbn
zfV+*!MykK`>x!O+dVrPFzCMooxn!d%ynbl~9+{GGXP%R^U@Gy~2iP$cNB+5f&LnFK
zAdhH!?qGA1e*=A70;cyIf9x+1;|24mklI!$Uy(mqfXH*Yn`|n{xju>L4&K(W#{b&l
z59}ci)2l20b5?^0_KS`}J39O@#P>Z6@!>Gn0#uf*7&zl4ckRq%WuUX|m$@gL$H$O2
z{?3tNdENNx&Q*$=OCcUgd9bRIM2p#dE-?bfMXSc<g*=5IL(=g5ID=+wDnd?44We1c
zH%d_U^QUcQUp{lo9WP``V7OMlZooy|FB>!mtkPhw!faXLt&iO~_HFgLXRp?i8zHK0
z<}sHy#KRKHJoa^etbeP4SL&#R`1%RkiCuCHBi5vM-G(jq-$Ankl@&zd=gdpovqPwH
zH$9zFPwsEa(MAZ9L3PAGJ_w{464}Q5N$PN3S?jS2LMVOuIr8BR1}W?qBB4|Q$dPxM
z$2;43{Q%W5aRxqAn)fPLx@C!RJFPIToJ`5d*!R4U=Ea3RR#WDOSMm1t#PbgbTgIx`
zl9dO=3@9n_r5YumPw3mjP49zTN6Q^tq{;>d^}!#>3G^Ni{0Y;Kj(L}=h({kb{B+Zv
z9FZDieMAjRG;sTHuD>jK?auhcRx8||<F6Coxbq#zmlXW+j?!Lp^3wBlJXi2k0R!Xl
z$@+{IQ&;1^=Uov%@%KCEl`f|`8JPwuS|waU)OWU)#|PYa|66=T4uP}VUNtNdO?~jU
zK*T?LhBAQeX=xIxO+R<km7q;qI-#BOf*XNboJA;b0034`hZdWp0?yJaaB_1#tnM2t
zP1%#Vu4cc^a@hd({IRpBw0!<Ti~-X5`fd&EMbCbr+ha<Orz{9p7~dNb{cUHuCav+e
zj^8fX%r@Cp)U5Y8rYeAN*At(--wEq`!f{CWLu=fYVy{zX$|`>-tg;91NBYO%3N4?t
zEv4(mfy9_ziY56FSDE9y2{41G2iS`_5^sEU2|fExu7iN(kH1h#l{GV#Mv9=iwjq`c
z)-`~r{eu#K`+;L@o%u!E-EF3Z!UAu+8|njlt9u5X!j_2{N?`WfKd%##;q@|yx6kBw
z5MVZ4cZ##BWT}uFYNjP9CwWyznujKJ1z#kn7aat0U#^A~CqS0M3z`2iFf8VNRa?>p
z=Cm+A)@*D^3R-J40_K4*%hOCg;TkaQT|p%n5rdS+3!~G2#jKQhW!?W4vkrWDanQro
zqdIM^cELrLZbbP;Jdw5+arvlvSUeX`I@|PC$~R6ljL-KcB3WQA%y%|+b9)7_b-$m>
zL}?vo?{b{J#|J3>!{&S9l6)SAmK;^xY~2eqtPsZ(**z`Vh5m4;^KI;>iUawBE%Tz(
zNze3i-b70C-WAkS@otA>@196lRkj&Ro*B-81{da9x-r9AbQM_*j!$ucwIqFByvjHu
z0b`Xfe?ZNATqT3|f`@ro&5*+sGLE<2u6&gv>u|-+_kJC!<^g??&Fl;2bo61y$iabq
zOx!x9#mSbl+rw)&>=8-_Vnw8vO(t$9DZJs4oLyH;D-KB_QNsd|hUIF`v{oZg8*qht
z*-|)0feQ1T{v#T<Z>-<(D)e0yFrXfnM#)mykC+J8EPZNPGw|-Fe}z-@Gmgh77}upe
zSU}Nps2C5jbgLMz+qW(tjH11OCmDeLKI-+RkJ@}mb;fee+*R8%)jiuoH=5pVlYigO
zP1j$_qkYfXTUjWeQK0)~?_t83r5{^d9+%D9Gr==vTyW!*A-q1<FaGg640H?<{Lds}
z>GIBvb|pW3{V03L%fAKhUewDlk>9qnAaD*3psV<m8d88<wT<ct_j00#jbqZlMEN?)
zJ)!PraOeW;89n)WTyO1}eDVAZ;_xZVnDLUT^t*4ghaqj8E{Q(r75B!pV1EU!g_QsK
zUe+FAuNC`ZAH_WrJMsYmz(TKhv|O&a_iXBUa4!__w0B)&0Ye1BP6ghQhYjwM<{6Q)
z_ps$}5b;^Nk5JwEG|g}P0>Eedb+wNQN3FP)1og?buJ9O&BQkj(VhBZeDfj();8nQ8
zC|S-DG;7?y7b;WF(^SK3{&n7;5GGorv?{%4E7HlF!EpeW=3xNZ;c%sHHyB;6t#iQr
zZo;0#2Gv^1(FVrXRP5WA6wX%zqg!tmERkL|u;rP|EOvB_gP#P4s~=21Z_+2K0KR;i
z?S-cSYoaBy2kXQ+6=4zbPWDWr`3K8CB7@sY6<G9MHE4I^T8+Pl`-n1lmu6ymok<?7
zXrDRRO?#YFPrDx#EL7<O*~5rx5BqLfz3d4Oi4{rbDut2tt9q|*etW9B6O?p!56VW!
z!{4|biXS-*DKSkyP(^doLiLJ0cY*&)c|S{x1Su97<K`Vt|1a#uKY5gE%g~V<R)u%I
zK&S$+(m|gP%;DEsw^}1)hr`m@wN$19yYBawP54&zF*Dtz3D_R6FiJynzySC}g~X($
z0G%%E)tiK2FTOJ^KZxX0@aN+d9HL0+P*>Qe?(Sxue>1w@*J){g^s*4FK4u`La=s>A
ze9hG<N`MWoDRU#dx0=F4a?e%*#X%g9u*v!+v}Rpdok-@F@&)GoqgZRzuVI*dIpVq7
zog2oMn5f{#mFEG5fK7eH_RYQ%ON0^U|A5tKu*UEf679y^zM(SEoz)KgSD?(1qf;Re
z*HmHC;OsDZ!iuCC5!P|f9RO^<>fP$VcZE(W!ddTIBanb8JdU5WzB&<xRX63Ao3dQ`
zV{6OKXE=H%pEKc4%)!PsR=kKNn*I3Q!}@9Wda$!%>&1!B07CWE{n6%*EAC}-ZdwP7
zmTnS2%-O36hPOt$>sM^&?nH|$23BL<wVxKv_OnXU#qW(I9TxC0SHSFH`{n1)eooio
ze7(!x{k-zsP-fTSXugC!>@^q4CJk>B50h$jh9w|+x)%|z>EYa#AM=6b#<Trv+lyBn
zI%5@>?&PCq+k={D)&u$MKE(%5KdU>eS#lQmDVL1L2Qm2`6M_c&GDGH^MlQZ5w1q|D
z#HXq%Ie{)`{z2^ATdfH{N)C^F<HE;AZlz@;KSD$uW;j{r+Cd|$@XffoCLWmGe@2N2
zbVUQieTn{Qi*fG0@F*gysG}~(x9_XQ2@z9F&kc*p;CjYn5&7UusTO4=TYKB&@TAo5
z_gplr&2h-WU~qTr;uO9QR|aXq>43|Mm;7fX^6%OExmuQ|z3dz8%d0e_{|2I}YSwDM
z5NrOttQWi0pDRM$_eTf(oQRozT@HuKLDHO)a<|oCmP7~^;sY-9ovmpd;Y@+2BI^|1
zD*`-BG%w)1*CcF>2W^e++BTAM-S@OpvKLq-#CyGb44rsBq3H-<<E=uud_Oo4ZhKEh
z8A8&jlcQp#8RE~v0>SciPNLML#|yjdjoW@S3Pd1@n6{AFqRZz6$*eJk-LAfXNu#;3
z<=yEE9Oa)>9ULK*FonWlTSDQgt>or>MfE!z6{xM^*fR#X3o-3b*L`JLM{!S?VGV>o
zr*?sSRuq!oX6%j`9#Infai}nUrvP3~zmHlke}or*CfncUJ=uBgS(ch->hl^WpBew-
zF!<x4+8HMmb4Bfa;wMMn|Cn0D9h~U!w~(O&I8>gAmQ<WxOa<=YtN<6t$0}iKKL}pW
zrg|(*BytiwN1rPVPq;-b06RBX*M}q=a3+RuYXjt%5FrK>4j^a`(6Q^!|9<Ajs)FP0
zu~V4ZxwG2kDt|2FljH^+L1XS!RY69H3AIOVIT`=@g|Oi%L3r=AH(=WUV40?!Zq6{e
zC~<B1e@AirgYH257L4l2cz5M<H|;OEza37eWNq<k7lbJqkLbQf55_Uf7qw68)}2hC
z0Qg48VAg3dM*bwE{<1`pzp<57?{iIpEq_J3Q}wb`h+gB)43?N8J@+Cb0(Bl|^Y!!=
z)a}|mIQis;JuhyyMx;HWOZ#9yN0M?Qu}Wm-NERHZ9>qtjTE4tN2RgX8O$|)(OMp#4
zR8t;j^V`u#8LP%|N$GY8t?nBd=HKd-3Zh8^s5ZeDf;KS&YCP?AisZmGVXc`gv}@JV
zC8h=@ezRCivI_MSh=z~cL@F^!RP+P(V%k=?{ruS2V$I&)FQv}=f;ya8)>BkR{8UBo
z;k_F@#aH_T<DfU1dTC(PC%OF@!G71mU4s6ML^V~g9$i1zJF<~UN?@9D-zOM8@g^?h
z@qU!dS~4Bd_;V{2ofXG<n6s`ZR4gFncquyQ?Qr{&RC$kTMS3V^SN8%WCe+>uK8OG!
zoEqC(!Jb%n3sO|Z8J;hdeSoW;ETvO%$-bZlbKq?UH$|%vT-#eRVCYPT1EA7ZR?L5Z
zS)tE4JnW@AyQu#Zfc-XnXjQt+NDsaBkard%G%O?y<`YD#d!s38<$TzK)%XEWnz6#;
z%k0z$P?H>mWA|&blqMXG2{l+W{7^CDsWM-!Dt+1$6XjwE`i&Sj4T%Yabaw}FrC-<*
zn(5!)1&M}muZ!jW$AH;mr1@%xs3g~-O^vGgu6>=&S`TOBao<x;#cyuA5WI>Z^Bj?)
zY+4khJ3&-|9i&e}e4tw$I_9%A<eQ0s{CxQY%d-neUX-Cuinn-t#D+;ZhK9ruyCxnt
zL*6SCQ#fw+*X^o91@xLY(>(6Twt{Wkp$jvaW}F$$E_i(r%lkA;65<LijqYT!EH4*4
z0}uN02PddKLsMyJnRg}3fJswrZ>iF)$@QFA8o7SnJ4m98<!2GaDnJtQWl0IgWv)=!
zef);rFxpVQKu^w_kI|z!1DU$)xss|7GWU^TmY7twOFjm<+fQ)H2yF1SPo;CouB0t~
zP{~O50LIzm)M%M+JXJj)84suyLY|rJ4Hg@|g>jihH-oc==Nj;yEY|gNVZT4eOYhzZ
zvu?b}H)QU2V5Yptf3<}T-Mr`W-t*@8r#bHTH0xbM)oWYHBqw)di^6oMwE{AH9!BsQ
zGKyUI6(mT~S9auSMi@W%z8@rrQoWqp=VzBpl_ba~-E7T;2yti;5EFSlTnyf?U88=)
z+U3Rg#((#jL~zu-R8T^GZ}=R;Xj}+3W&w$i^UfRM7obvddGY3vf_7=YRptIcx3AB<
z;n(#4Lwj&mmj8^(z5LL&y0-ZG$_MF_5-09vx2LPXI+G<Z-Yu-a>ibZE^_FVAJ#B+S
z8=)8;piE4C-!n%`#dcZz)FeKU%DF_}+Es=$xidtVU;(s<+@O{{;Hbl2Bbyg>sDd4o
zByGWC00JjxP!%Nz6?h2p5jZaeK!5T1_B07xj>heJNN2I6^SeGC;(74w=QWF=oMzos
z?d%c7VBO!>E7bx==B4vMSP4aTi6s09c1Htu9Cn*{g&Y4!i&#?<Kkm2l!vT}iE6!k_
z^QTu%cL;DmDIZlfq+sqvHxNuly@nMai7V^<#21M9=}!ryUwT*Z=zdjn^1=LMMhH%Z
z%3xw$pk<-da2xso%s2IW_M5XsipUAeC^=&Vp8V66VlZ3(={ahn(~?nPp$YTA9mea|
zF}z<J1&6o#yt!9vh8xWv>U`h)%+EU-PPJcatPM;!eY008HAnaw)+xn2)j3_o`5ud3
z?t^bECD2-W@>ZqVmz-yul|L5wP^`!eBskve`5lZ@Pdd{dI3J#!)BFuH>;IVAZnvl1
z4va?A`*%_1{*dqVCVY2kt=7kHpK2=KBoIoa?e<4Cj=eCce!O>w#T!Q04sB#`Bl6+M
zUiZ~&UB~d=tWXwHWr#$GK2w`p5Wi&D65`kG8%W}lLOSn;^S40BF22v4rJwV;e2hvs
z5&+MgJ9HWV=m-?6;=`H%pd-~PcqHrOnwM%w44<=h0po)maBx+?UOjq|jL&2$^C)lU
zSt@S-EndXeh)@(_yMLX;&;9<MQ%Dh$mFBJAy$5-<u9b(jtRWuF{T{%QK|p$?vo^0?
zFh3){J2~9)y03h@TvC2DWzE$L!nww6?UfmN$X!P9;{}$$5XHN?kK+1_)+)2CGYmNx
zqBmaYAy?Cmt18n!*Y?3Cj(<5|sP`NDmdp9Oq34?V<R2IRNwm#$)2Za<%flY6+sm?^
zfM<|n^#_9#*G%4767kOQ?ggwOxdl`;cIcH7HUa*Oe$D;P-G``aTEjkZN<lw&y>x~A
z36^Xv<GwEObK3utze3csCV|bHcN>@Z_pd+#W^N(R+OGooBpuv}jnc1|dDdZr_UVcx
z7~C`KVYY~#_-Lm?3OIB0H)7B!-#;`5M$qU5hM8tbx3hIARu%RY%9yML(H)B4a_dHK
zooWpvO6rAziX7SGbb=B9L<{-!jqaersUcmA(9yU+3_-{m`*`~SBRV*b9~=iW+kFaQ
zU$Q9%mol|JxwYcE%C6jf|43e4BZ@NY)<2v(KbhCH1HS=?n+lrE`--_!kz0)bC@=9=
zi|#V(pJap|e3+A8DI*T2Sk$XcHRyh#Zq?Vy3df_>Nrbt`zHl_=26zT-9Chn@{EwQ+
zk{JHlcHR7rLu<Hy;Lg{~(~G$h?jLelU1>|5DISyZn=3J#y1`8%!ycj(K|t%Q_{V+~
zSXX3veO~6px0eId>r;QPE9q1gJV-1E1svRn&7xl<T%uY`E`<Hg_3K~xx^Z-}_@CC@
zjx_zT!L#Zv6e&ZcevN-`@kt6zrWLEn)8f<oBvW`U+@(zF<O_KSQb57W^Jkh0{?TjL
z)ue!Bk<3#dC~o|l_f&Q!gB&#hT4+a;O5Jz`YY7k2gpvjMjY-agep#78Vt(v?k3}fc
z!x`yCL75Gi;E@?12?!|EtO1AwO`R`-C{883Mt6wB02Lu)ng8qn4y?{#WFa}+^;h8U
z9_gVh-Q`ofqB^w32?8yYbCh1^_pw}_$!X{AH0Kgeh22D<_kd^P8$jRed7_u-#d6ud
z`$CJcnUAr@6kxFT&nVHeGx7B#U78FtO|F>*=9Z#)dqD915<wVPhTR6?GzO4OO5ADS
z3bikpdE1=rKx!`!@X^dsir4F~f9|wjHVC)FKhl&vmsTU5FurY1NDr56kIx5pYSaEy
zJeVmtW|ZsA7%Cp9?wa+5+mea7BJQ6xIg%OXy<Wg7=4XMQz>hDk{rqQcwWk%McFyF3
zXm}50W5)~Ut9`X32Ty;z+~?$gwKY9%o1xM%^<1BIaXWm&K7N(7hka>$6ZDgzJ9rU}
ztnUu>gV$7CPboT*EzoKz-EaRDFQ7B8)%nBR=zT78N9YV*sq*ghI`w$&HT=V!m|^%j
z<7+v2$7;<h_wchq1@K$E>#qncYu#W|IUJ8YbVZT_tkLv)-t+SNY(FO3lK_ob6c>?h
zNJ8N$!^Y=~u8ktCW6VW*CWMr+<kM<+sm~uT({?JOsEmWlkUQu6j*F?>(Tn4(s@LPF
zYDTwvLd*VGC`S5Sxmf1!uUZ9K?QQhc0SFeVD0OX&K>5m_+Z0mI`loHDVN1L87C9C7
ziQ`Crd=H|y=0aC_$yj}<aslIiZ9nnH(H|czI{}DY2^8H8<1ir{-F|*VvHDk&STh4(
znWZ$E7$RUoE*OpDOzfG&><!nnySzQxzm6wbzc#y3Htt`gft<@fP@QWu@``GPk4a?y
zSo4|w#TT6>7KRR$j^1zkKd4Zc#E8CXqW0`ErGFG(I|W9}OV&4u1JDW%-t%xfuTaCD
zY&|Ou7uT1w*As@)3=1o4@}B7TbW5h$j74$mS(;(Cx<`vcIcdM-Q}JN9A3p4!RnKgX
zRsx8w-&M$19#0{!aC+yLJ1OVTy?f=S5A@;=Q_S7QXDC7vSIgxk0TdLzbTJy1%R5QH
zNm?RRtgZ&yok7t|=!6xj1cXsE!jCigJtcD_%|>58<Ua}&P2?dPiWgzbrLR27zs|aI
z$F-;u`!p_&Zd>2qi6~O^p+Msr6U%%SPXrXDGczZD;2-+yS1-N?&T9Y(LjJrAL6X8B
zEW(igc`wDp`IUk?zhITKm3xhSEW2I11K7#E+-y6D2&>6!-Qj-OdcUwB{iZ-YECf&w
z%&Teix^B(;WbppJ_ar1iYV1V)w*4d}+q?iBZ{oH2>M`uI`oIdU24WUjt#UhQ)V;K$
z&-Iqurl>#oKgmf@8hqKfjX7;lKbS?LVx?}&Ns*Z**&=8B5NA@?0tR|UE4zUer^1;^
z0ITszoZf^T0xkI0Ybiu{-!`N5A35pHJ+Ng8qyoo&-C<Sp>!RqIo`}a|L(XRfd&J2{
zXvaO|uR3~{0UDz;g9DX0=)bViZ&YJWOKs?t_WU2|4v=Z;wr3sZedGLM%Q0hE3%7ro
z#Vz&-#bJMa?xsSU5%-G;+xGSAOMCyT|L+hANt^jEO!|L*ryMudzrogR3OAMv8z5Z)
z4)P)M3*z;IBv1PJN^3uKW}eX3Q%%=MWASmE{zA8yFKdz_a!fQ_%W9F}A=UJh8Z9}E
zrqjREJ@R04JYOH|oRCuh=uk(=X4vezj8S!08|00u7nrd^Vksv!F-bX)_xtz}X(=6A
zT1#$+fpgorGMi`d?V_M&F)>hdC=47)mIdOG2!J+b3Al0%=~AFN{<q@9WzW@KxOL1n
zJ!n1Qi_JzwbeLtWFbB0b=C(b02q;P`f#rdbAoZYR8>>7Wil#2xd3hYECr0gWvi?}x
z+nmlI#1w-MGG#b3B4jr~P3`uIO4>KG_`!XL@L42Rg7DS+9~{N<eCnLT01S+01XZ+(
zZ_d*8>>!VGUvI+$k&XONj50$Bmr`RzLj0~+D2n9Y=En<W6NUNuLa+5=y2bahL8>xk
zrn8X5%k?XyDrjIHZP1u_wy%MKg#g}K&yT=p)*e6+6FKkk5^^_dDqw7qZHE!sI6K=#
zmu86qZB{4&W9yIm$+n>Nfj)^8uiR7koF<5+PMr|m8fBr+RI-WSP#lhJG(lJk@@ipl
z>`=j$9Cy7vSpj61--XSOot%dn90nkyvk3!q<?wA_F7)8eXqN5=ga4>5H2HyYyqe`N
z{qMcYlPFG@$c_(VfEwkBBy%&f{F&HVT9A>LBj7=48&NeMhc+}5FlJ2Y_}$X6K}l`%
zzk(KKQ~L0AeuX!wfKV&F-WGi37`LspH2tl@bSm<bFIO%v+{6L3lkT?amv=rCd^{ND
z@?->)Oe*Kc_{f_p#;@Tg?<o_nuFfE?dh)qkql5Y*I)G$ic;ZlWGNZyOk1>mh(a8KA
zB#?0U>}^nmK%g497NWsMPKQTZCldeE-RHnPi*ss$(9(^%@>G^UBevrmeld+|_$i&5
z@v&qac=rP13`zF;6YmG{)me+J<=}RloW+LFmarp{|4T%oF6{L`Gqr>I-do-Ko@obI
z-pzPR)gKU8-WkE!E8Kv;H0!7TN+?v@@fYjVJ+~_(n(E;c$oRl)_REiXT+z6b$orKD
zULRp$&G4K*tba-#Wso2_dZEu^HH)A0c;~dRX3w)7#;n#tTT-~Q7=|cz4RILn=no-K
z6~tFbsM~s7?a9{4HGP=`;p)Op^$kW#xXZq{PbN@e_r29!4+C?|$JdQM-ML4*jo)6k
zPthm-myUt0T<v4bF)>PAwafB8R@)-&=})ajg)h)Yb3BFLLL`jjeG1F(@4SS^PG=bX
z_ZSA8W!tbBx35F;oIIt=sl2##>wVw)zf>n6e5zjHFnjd#O~`*X=1_O?o`Ev=wx{!z
z6|_53+xPtXmi=TwmktVP)HT@}#o0rU0>jvv4#EK5we$wL?2vqzG6_;=(gj`;Xp-?z
zwer$jXTxxPJwsmwCk#K+)lv@S25ywh3cj|Z*ea+q0Bo?x<!3xE#<4$F@Q6!mUk$IC
z$B@;ph6~D&K9_w5oce)>Qvy1M1|~z$73@5S(c_pHdI*K7JKpaghF;5k)FRobo-^Ck
zL2eKlqT+{`>#D-d`Oqgh+H&Y5DaQ8<b)4X4PfudMA)Pa(B@%ti)&dG45bV-<k(rl_
zwQkxoFCU>*?srKQ%KfqjfvwaZLtp~aP+_wsFTdlohZJCDB%%X^XrJ_6E#2JPA9XmP
z1DakWZhb*jP3<6@n?Fuk&cK#H^T@&I^->P*?goZ$h%QQV4<Tx%9}$I1oqoB4@W$Ju
z+l@Ncu*%|(ta!iAm<-`SPD40L!4+tH-*~OP^lGn^SHIT$ZQdZ7sN4;IxL-Hs@V@s(
z#TbhgKa2I*AyHA~0yvHg+H1tc=52fge$?nL?EPiXpuwAk>A+!qP!Dmxj*By83sC?V
zxZl$FX`Ucd>U%O%j1S>7=G*-ku=gu1Jnv2IGe&gLsZi*fZ(ICnG{9GVWE>SG0NSng
z4agmQF$Fc0bj*<UI29JSB2Q5U&DED(uNr&(9nKp-4F2b}-{tkuOLtLP2`VS;g~&_D
zX0tu8m^O%!&|qz#z&0!I&`_<1d-JmQ%O>~a!t)O2@<3>R8ICOnm0VFkFZ}@nP?f_m
z?w`4S@U{S(-sk!UD%n4W4?X!-B<PUGv+ZZFL>EOL?lGD0O=~lO%&*FSU@Nc0&t-4V
zm6VZWQk81_vEsIK^GR6dOQ(mEtdjnG=^BN>tUnQZ9tp&yaK6J$Dbh~*eR&{bmos;S
zZlq{>YV|!sry;q2gr4ssd%xAKSJh#zyleHGNqU`sh0EOtrFI-0?bcR#pL%G1zw5zV
zpsQV?!7De{I^kqU3EA;kfCR@^q4YBNe`!pNS)Nrd0Rc|BzL0r~;%V9$7E)pXpKJ!s
zcVC8Mc=>QFNWd5_o)#CN8j|fSf+tC>7<SKZ<EG;R8)px%Jo-~?IG+Oct;?=@tCaFH
zza5K!SXY<@P_M4!eSdoXKE(@S82Kh0_e_gq_6{HXI9#!ZSZ3%!z8o`*PKLrX{YI84
zRj`Wk&QpEBzs(*=#`ngb7HDl9>irG0l%3w9ixW`$l7~i+GUdE7-LA^X^7fj%evT+|
zH|EQnEKONcBl~Wb4Yt1KnXZ4AStcj#A~kXkS%+SH_?a7Igb}u2_k$>lg`!*?BKqtJ
zZ^=11hE`$9zWo7Mh^y?M>YT6j<9=7)&dNG>*F?ZGoshHMBr)lQo0fKq9%h#SX-e01
zJYOM_oLh=zU8QQc%=H!O)H-0cwod(`@hoffA(EbKH9?S|(Gg+ydm2A5>R4o35TtfE
zKO`gM`z!mskr!gg-j1QhVzj5+PmN8>*T;f_6X2T0Bee4eWWYnfxVsYt-S<&bh<2BD
z*f&Sq^&ne*=a8fU<}B7D^QUY<bmUDh(;ztB=-^PmAoY6dt`a86$yfHx%mrTH-*_8a
zeq;MC{*A%8Xi`}bx8}2cUGDt`OY8iWdiRC%A}Ns7l#1n=20k<zJf=&3BKi&5o?6X=
z#5!!9zJCy}5LLiO2HW_b6%!_{3xQTyzwKMtiWpZxf!+iXy>Go=`jSE`%6o}G^FNY{
z&=H56E3d^uB+~$<AepwgoVu6$^z~`qxp~k!vR@`?MJD$fp*_zC%VWB~_}P)8b^4xO
z?26;e!~KFZhTjLtIr2&k!W$m~U2LwpCD-Y>1j;6NjPj#P{+#N9+y$Eir$4^*3i0?M
zQ^X2Aa6ZZXN5A)zGWOgW6jLwU=@<QrO=CLIojPfY`HFRN-s7+LBA&mK1;BPNLY(G3
zy-?9%*(saIWk0fcU@uZYlVj0}Tgo%8F{WjjubrR)cnYff<UEgoq7UY|h%@g@JFf}-
z_TS{U6LbPiYG?N=@%MUtCC`Vu-Q(&3Gz3W;le$ddo?d>?lRh8r59oJdt|o-9OC@XL
zxcqQ%#U>;#8-|2zL?eUQzmm8w2$tRQVuOq0{q*Pb3}0j8Y+J=QM=36y{_NG}AD18e
z?|6HVo;HbVGIHXub_t)rW^0<hdqVyDF(B{b00}ga@Ye@S{m>s?Y{<>&qqs1zRZS<v
z9EnJM^KuOa13rK5y2*%BzlYerZnKWd?Far$!{G29ka{u46KN}1oxI@@f(AE~V>fn+
zn`V8Gzsuop-VrmII_ik#?gz0^;egB_b-3!{-!(?huz@vbaz{#OQU7g|Hj>ZPOuL4d
zzkcl23ESJai48)xa^#nv?ODOsD)utP8U{DplLamt%TN3rT+tG~s2`Qi!vs(<He=hZ
z&6S{U_THmF-5(-bOzoc_UL?kqouq{hq#yERXrmkhA3`7T=O;qd{oC+d&h>xPSgO>j
z>&P3V-8b+`WX2=lx7DSs1PJpWC6LEjLvHuyr^lObcs6a46^-RZiob>@f>@V4UO3JI
zTFLugJ&g8XPlpeEHwn~~@7!34>O-SNJ~Ozij0PPyk|d<ezMuhXLWGteao@mA<1r6>
z8{LOLJ#H3?g~C@i$Ub`Po?AE*R(Z+ng17f89*Y6QDSq7gBO;XB+IDGKJ_n*@sG_&E
ziH&P-d}7So5sI(lpKLr>!auZN#DI+535Hk6FSv7&1t}jL#=M`sQAwFQ3tV!&WxM_<
z24&5ytA5|4WO;aw!)mUeUpbqzcJR=2b_BkhqI=qianc_9_Yze)qL{YQ5!84_G>>U&
z(5?oS-4KoN*ybSE610np3)+*py+H?UCT=u|2{CuwjhGtR8|Qu3rEoY_l86|tES$c}
zmcrQSm!@`D0!m(mJ^LMsBCe>Rgf=~Xi=THi?zvh;?-NK>(?wCNdy1xB*Tiloj|Fsv
z5s5h<%jyQtV<<dZnQGxHmAoc(0_pB|+)zUf)lb+y?zj$8K3p=ql^t0HL7|S=^p|M)
zt(?#@-TvM#zGE}N-!vR@gTzzWh-;($RNm!m1qkJVasOE9{OG}PkW7fcoMCCx43MEw
zA-4Is%};G#KS`dZBm7C|Ju#R*^0GvJ7zgxw$A>E$)MAAzN+lfMcRw=}S17InSy64z
z7=w-Y?TgXhpE^?WIWn$7@`bp|aX#)KQN<WQ_iywD9k!(CoEes9_c9Ql6CK$EpQT-1
z>;+{dvB4fp>)DPv=OSb+_q`0n9!8P#;ZKGJwttUY)Z3On%_TDnRU3z-TSiow<Zd>?
zKto_ZP7eJXd41o1-`J?`B~dhMH^z@w^u;e(c@oPup0RY4v^h?ANW5R$jjL>i&yDR$
z?9R?6RN>dHo_2{a1==!rR?e1F8<~aG*z)?rg(@gWnGhCvZ}<<*;dwT(pZ-UmobTYo
z1*mwp?cVb|$`omXedWmSD-XIvksz8fEP<w5_zBF+94lkCtNZV?X5DSW%nQ2^z(@^4
zbBT)^Nb7nJ-#-Fgp=lr~RL`_LQ>(bas}b+`&d|c)z+EBc>hgnp2oQ%cq0B!a{9+Ms
z_b-x2CeK-+f1OPOvJ{8aRB=5}R9v?Qt6S-2H*a)c_(C)``vwK6!f%enCPKl1%cl7y
z-Wu5E3h+I~=Rv*QrxyR4?s3Qe5ctxRI<V6jH?mRX#s^wC%kpIf_RSmZnLW}lpg*cf
z-@zC#>XuhTt-oJ9ZTfXzTzPl9ko$G`yr3NgH<OCz@AVb@XN?&6uI#5G?}UQa_p9H@
zS=NE!s`dsYw&xa7S>rFCFr9(PQKItK7X-fKhIS|S_ipV-?SiH|V{iwlQX#*IdlE{0
zfH?38>=1Ojoe;}WLct8(C_a%sO?#rY$5q#SB@G&uB+Fd=sP!Iv)H4a5NiXpiE~WYd
z%|WaEaMAS}M1w0>`pLr?Q4;i*%@b`W58Uv0qd0C&*(cNSc9usvZwcPuGzAvoo4ox6
z;ey`pudK~Pb0VpIk$GXdhm(=Y1C3VY2OYHE&`<P8;9<myz*6P>B==vAy!!cfj~(m&
z$y2l6)!+Fj!=>6-Wq$c<`3C6mG-g{IHQLkmfrjK0GD%A@8Pf~a3=((m>#H?&f+3;S
z_5ea&r#*kS0xMz12{(rpgwWdEZ*ty$C7o~cT))Rtyw{}^IVdgcr}0cy!g$2Llotc|
zZmRD$NOG<BJH%>Ss2B*vei3o8mG-{hy4pc^<nKTz2VlgSWxu<AJ?u><?}8JE)1^%f
z%}02uQr+O8IHBB@zaM%NJ=1b0>J4i{ik6{Fx095F49Wztv+H2&m-GePF?98|-$<}H
zbjdx#>LbwjF%^0uMH@<hJvOiQZ3S|p!Chy2gRUx`*anv+%&=I&&!Y9)5PsW$hTfOi
z?(3#_7nMP!9<^pgn0y<ZrMDJjVje@Hx#PHd(Ng=41eR?BZE!l!gXAj66t&H6VAfTZ
z0+f|J_K<mlg-i;=EY_t0jHhT#-A|Rs1ta2^LIOhTey98K<uGB9ks3}n2r7m?@B8o;
zp=^1~91LWM{<oj>Sc79Ky1jr7<<@>Z#7or;zk^T^9)X?t>^W@$N^aIbE%M8G%@fg0
z`q2O@fgF#5C@HYmAyAJ;F`eD51SN9yqsGCTw|_EV=DIUu6*}_3#bSCEa#WVszP%;1
zVN>;|BKq<)sD|T7S7%Qi_V*al(Y~a(pvxEM$q<2a)>p~|Cen`mJ$<|0A-C0#ui4t3
z<i?3QpzMW3WCClvEnYLa4!4csX$Dfn4T3#`JarmLV*ojdo-p(h0)HehdbocE1NlHa
zTavhhzY7n#v_JGyP}2exo7JgiHk2fpe7T4Qlc7Y<Nipfl{^EK_%o=zcpD#(!)tk6g
z->#q_&#>k`*h(-RAt<z6@=iP9Ma6OJP4~I)n&6lkUwB@)UlM9_G^ee}p9*o>>J0)D
z0avbjldsolU)z7Y5!+)FXFX{#t?l1zk{{hI7lE>!lLQW-$WQEMGlkNw$W7wrkFn~R
z9aC?18w%5#sFtGs7khu!<f^iCi-N!AGpl;2V>F_B1R)v;0g{jqya~~WR)|*c>uZGO
zT5IobpSo4|nw8nDx^{Br%uFFf6GV7;xDOxW0p1N^AEeZB*0-$;QYsnBE2rD#B7rCW
zEQ(1T_ag)>?<<*h&=?gM15iwd6&*54S=YTCa?fcN%)(v*j}NhY_)b!Ae~i=J+8lI)
z+xFIZynk;@@MD8S6vh40<a5a^a41<LJ>6Zd_tfD08jQwJ-O5|X*EYp+lEgPVHSH-n
zcfL4qSU!m8n!wFqjiD`Fa|=dITR+o%3SLZVmO7$NO3B;PRMaeXc|r;!I&c?+6~A0<
zgx2I-V)%gX_Ac&Qus>p;Ya9<PizCZXDGKtkP=a0}j)HH72g)A;7VJ%`CcF;&>L83C
zi@h^FT4R8lklZ?F8w@CsNE!9pdc5%xu;=4>2X8)#jU?D>pO}tJXSedF8Um1rf(VzX
z)4DpvgTxmpDt%|QJKMTIOozB!BCu6`My9KMdT@cf&9)TLhW-jMy^Ym+>Gq&z2-~O@
z95T}IEma)XMD3Qfh5&_HV&CkW{VIOp-ATw$@ld$vMR$2)u{xvQf5Brz78m%wne~M9
z7sD>K2l`D&RT|CSUt!NoPZWc?g60lR5c!_CSVj~%8x$E^>-8tZzDD}J%0|{*z=r9&
zFC~z;H!&n>d8dXm3vqPFagixn5E72JPG3H4;w@fVbd`)YSYY~ei#W8~Zl$8A=Ka+r
zal_Y}tzKBJgeQd6Qo4oQ?}EVWW)ole=>|0|E&uF;?tUH90Q}+sF3|OkZpsP={Q%uC
zz@i$iZ#|2W$l-RC!{{353&KWnQ+JI|(>+`#^?tj_FX^79f<#$gVrxDb4X0k=F=02T
zZx}2iOnmQJkSoqPN;qsU4&${6p|DWyiT~xSxX8c>PQ05K6ouGvbA@WsMm#--hJjiY
zo1VTE>1O<Vbc`apop?xme#QH;c|2*+As5)pg1r;!w4rKyrGL~meVU*%84L3;icGB5
z@0ZzeT=GInQyOnAy3}u7LHu>)c*)WOHl+2yLLqDCws)i3fh{KXcXl)MvaE;<B$xC%
z%5w!W-h%HZNc426n)pB+$)G{m3620oYhDPhbCMiLqZZIw5ZYm=1!8v)Eq0g{F+=>l
ztWPlMUmhFYdB$*wFz80N;Z9t+3CWy3Oh!9>%WuEfH2WilL+sUMf_cUKbq{HE-gX|2
z^IJhge5cUrH2LPa;%3y3-~ht7QqrY8&yc;^5pRk#p&$F%A#-zg=`J>&@J}XvB^B`C
zIEVw_!jiOpIeG_0vufnjLY&(U7%uQhxMW^{Hd^MS`Zd+>D<Zxq=y}DjW|i9A$}!>V
znLIaf9r^QxeLL)yYSJ;CBP-F91qCixCEzk52uMnFKoSj4Mn0++eZ-&K9(7IKlNgCF
zJL5{p9CzNhXhiLq>`?f~O?`8@gfP<Mm|w8@?&ekMPW@GK*jfA@M~6Awjm8$@<~u`y
z8@rg_^$3wSj)^`wDu+<?5tkj<(?&9#7RToJJH9QE$trT7(3V^(_I?MhvU^o0`H@bV
zO%?KwgS+%L+mj-bXEQERkUyW(!wkJI)WRXmzPDGYsA|beuaI%oaXk0N9>>dcW2GBU
zFYF2A0K-ln3JhMzkYr>+p!pr0=o=M@NBIP1wU5e4<S9unbr=!sBfguHtULeSd<#_v
zI2#*I!u#kf5W6mp2;hZ>5;K7oBtvD7$RwU>^f)<WF7$p+ee^!eg{Ad{2>Vc#(Yox?
zNC(NHY6lRFIGQBVOkb36)nKu!P8&Hwk@fb3xlC40`ztt(TF5>oxNF!t<!nk9AhWB5
zObyn)hM!TNX9$~w<J${Xn~x0YaR>D^-o8%s1G2_;HvAk6h3z7jbt?*^7S&#*i=g_F
z9xsS%tw{;h@t8(VR6cG$AL~ZTzblaCPN!*12U?0sVfhvRM$Wk>(*YMWsE{6!X$u6f
zLi1t$;;nH&?tD$T4;hLMbPL_$Eiw1AEKO?;Zc5Tr6#^}<hb)DEEEKuZ+wH*mUNq5o
zoY(K?Vx%9+GsXsa%=BVGtune8KT-$qrZyWEN@Laa=0d!)pQFXw6H-)dvO1kSFTr}*
zpE-5$XFsn_cH&Hmi|YMR0z+!!f9-h-AeSd9<izs!U8zDy`g#s;V!bW)Ja+|e|AduG
zNZF2y=|NA@zY8Ot5c&a=c38(g*@8GNX>%ELm#ew;N{7^bDNkHXb=Up@`nNMjqfs^t
zAD0dKb%QI?e2sw%5I4_;EyT_>+D~ljKV~AkK7AQ6D(5)ay@M^~K0s*nyF^)wZHeEN
z96%@$*Hvd?TpmJ5#>|o8#77N%PAmDmhas84p0}afie>}=06v~462nt8#E*9~_&A&0
z#s&s0sSan5-{CzvA`3PpJZ@4ji2n{MKd0-kth3*6(TkWkaG2t!7jesPbx#&_h>xMx
zk=>q1^lwAVFZMtTmYgSg4zco<%S-(K${(=RJJ&4-h`1RWF>#|YJHMaIEo}4EvehTc
z2`tMZ1ae$c6Kaj%Wje`$a~o0(lPEbgWhw}ol*@1{hqJb=512;%F+I^sMU0hOKo9IU
zJaklFBTh<88cYw0M>t8-I>~*jbarFezj`<l1&5unf%3|quj-=y)i>~Z+Y;YIF8_K@
zxdPwBSQ%bAYTo-eE#mn&Da@JTz5H8rgZ>zQlSzAfd}vruPK_O1^XXXqeTq4W$`R4q
z3>{`OkuC(!afLNiuK0h66S60qrXZ||(_wVWn;ijkm4@}hrj}(@ZMpwl`3*6+Xa;Bs
zS>&G<lr^dIn)rxuw7e*AG-oBLHhU5c{S;ZYAZ)Q0Wf>ZIqw(r5o5_9HFXOTKlwwHb
z+D5!(sD_j+b@^vMH#%S6gIkSboLuN)KH>eNde}9jwUhy+8Cc*`NJ|<k8BLjX#ll)6
zro--br;O!&xj|+QZ)vEqBlrFL+P)QM*ZlQDzRD%w>hC`<&8_<;-5YJHQ2yAU^rP+R
z5%j3*lOFFq&3|aW3*Xh`8Y<#p+#>Q^8jY`6X0qMjqCLnL{eiZj!22w?{cH~wT?uzf
zJx%pvV;s4<1&JCi^lp=NmsNn1p_G=vfma2;c<Rbb3DzH&^^X-){dXiL>5az`ss~#&
zb5xDs72-wM9Yu{jgI$Mo1>vpx7+)tD@zkw{yMEhL2>p{YPhqz%Of7_)zI1RQoik>G
z0l!$<EN={N6`F@@QM~JWGol_8IX@}kB2KfsrCPvYP_0rt<crn(^rb9;<${Io?{sW!
zGP)Zbp)=oi=I+~xY!cUB`0PUqX>>lmurA7?uHq25`S*JzC$%iqUfKohxmr?_)4I=z
zM#K+)U8W?Ok=#q^k|j<q#<S9{VRWO3lc3%C22RToz0$$BhVo%G{^~0NRS&omF}eDe
zNqtVl6CHO8anB*rXh=4ALIc1jCU5yH(Egq~)=AC$c{~h<VJ0V;ezj=KIS?K}>7yL=
zXJxh^k#2XQ$X>$Vv^_kf+ZuXrF!);bu=zau?d#mYYUo%_DF&$V62v5V8X1c?hhM!!
z82tbtPq(%tt5i;=_%|vZ>_@;a0JDhq=Fz<HKu0d^_Y!)uE(4oc)HDk4QG&nwbo*;M
z_zw?RdME%?XEG6kS={3;TxdOW^@|6ki$=9Jxp=>&OwJ3MRCmM@9n_p_QJlLXNKY;g
z&mD@O?H80Qg|Lsk<X(G;v|9STn=q81x%~96j$x<%4SvpWT|jqI`1|NA6!}hG7Kr-c
znwa+PG~u2T0CN{taWkcS%l$B1q4&XAYZfM3@%AW^h>J^_4ClQRE{u6veEJ)OgP@<U
z8|k1{pWsKJp(DD1CF|qnM8aF_MQ01@{?O=BdRvO3U2!8FghtMCzp_z?yh~15!_WJ<
z%nw($ofKdi?s>zxLA1I2>e)1(Xw;@a^^<{yZ%IBv+MCKNBwxt{ra7lvrG;CgLAi?B
zY#@4w!R6N3lpwkOe)BPrdpd7xk}_8yNP5bNI;Rpt0S(kf5dL~U9ics@(9^)tJoHXw
z*^-e?wKEDMvF!nN?lUYaPOoswfphKTIYl*F&9;BZsNhNtHv(C_@;&dZ^M|w>b{D~r
zQG=I*e^v<Y_zUC{hGcCxbHrVPkbw%PyEqjyu7I3Qs-hOcRND;)kb;I%f^s=-?Q*D*
zx9StCaeYQLS8ce>t5<1bf!3_B_R>&MWna`cz5gDYs;D||-+<|&lu!Fl6hFXs_4=yv
zJ~Rg539GFN6wEx%H<cwc!9|G{@6P><+8h?l+DLp{cy4^o+PV;dQ>{|#59We8)}O4w
zk*G0rJBz|vAAQ}P1s^QRo!g21GiI1jSfyt>4QQ;5)bEOB4^J|7#C*DgAfB*?Y6mPi
z?`zuRW^%FjcWy?&&Pm)oUH0IS)yOjrLO4UOzJ$*FWolt&KzO(gl62$Vv$5pgE<Q+!
z^9{J+<{(ZumdLX@huB76P!{VBB5)MC;P0E02sziRG+S60!^6Us8w?&TR)@X<(<vE5
zujMfRT**jc?8#c~oLWrZz_@$SgZYtyLkrUIo0D#Hu3E#(+kwO}KKJIr&+81$>&k0#
z4h4r;?j1pwVWwZads2T9#LZm_LmL^hfQN=Qcugw4X7IM0BNwsRsAM|Z&URgJ#7iHx
zQ;|yklN|nYXsoy^{eiK<1JWeqDOYzw8LnUjJ~Nn_z2^Y7!}Q_=SZ&{Qv0uB37XXGT
zk7EK^NaCw(Ms0fLAeYsIYVLV(GCZmj+;naD0|70(<rlkBSIgqkkZei$eSp%r4Zt^T
z-BDlVoN!)=v|NSAQavDHI=@9}TXL3|U=JuvJnk1zm=S{?rV-HCt1#^EIgzhdR!;Lu
z24pHj95&w-54fZ$$D5)6sg>sY9ImdPQz1^Fr|7!r!7#LYeXp$_+^jI)7=xM_*DoxV
z>T_EnBsrGW)JTJV*2|HzI#Nxmm5FFy`Y5GA%FcGfn|YrACc8a4(sQ6P1b!Awve)P2
zBpAZV9le4%KjSF@dA{;WxSzDf`QG_{^+9w1Ph`kQ7?Yr=P*n#42>MvZI2e5Q$2|%L
z@p;`Y%LXD}U*=>0wEpZNZ1dnc3o&q@FI!Ex?p^}T6GA)CnfYE8_O*hX<052n1Q^c-
z2<O2@F)p;o4}v<5>rqzDLEv5h%Dn2{2F(O`b&D}&uU=cvg?z`M>fQHgR+rfJNONQ1
zy*z_Dd)oZA1#`lAfy`X^@eY6$tnCfdeX$#l)s3^AXdm@Q&o*CtJb$su*|N_Y4{*G`
zpBjZCJ@%RQI04kw;9=TT1qb@>`JZr@yl=wVPWjplf!|7K9(d5yInCg|IkW{Z!UhZX
zn)v;&Jp?zbnb+nZx$Ut$6H9tcE~3mq7FlzcdW24`4(<~{3PLln%k@-ABwdMbR%q8t
z<U)f`dYpNl@`nR=S`X95zdosJ?Um(lX&YxU5t#V77w_zk(_1a!?Hz!4kh8*^jm^mf
z(Pg~PD}Uf+hgUDJg}G=z-+lTprq(bgvA#QHWa9(VW&luWScVZRk+Ic%L3dV#Xs~uu
zSGKW|ra|CP?f&?^WO3rY_vj;(&cPMau8c?gn&|eN631vbVAu8yCKs($C>|nPk>f|+
zm<)OKl`eZ@EJeg10Thwcr66i~npB{rF(ULWG83HJViTF0?%(cvN_FrQvhNux$xBkz
z96Rzj)rD!LUQb6heth9=Xj9|9H%Q!I>@6e^@qh_c6k$C#Gr6V5Q%u%Fgug!YcrAI&
zX=pIeIszyX;ki3Lv6Q1fl647e(LX&uuI(iCkVNs3D}`gp+_x=K#$#V4X=ra!K*GR%
zYP#+~cgtd`<%TrGAkGr?O=!<vaM^q`tk|l>dd^+O$6bfb;=$JTY}T|5`HlorwdbKP
zv25;A%%`scfp9X<vQqWUQOimex}h0YFXVX3au@9rGKVvgNejVJSA8WA4t|XS!GiXo
z*?{TIAuQ+NxHNmP`y870(}iEyeV*&?@fi8ttjcGQrZ2#m(@f35)@petPW>8{jS8mp
zdY<qYlUABqb-<yOal0>@Pd|vtjlaJJ+gaGv5>y9FUZi>P`TdCoK}?=}1n4<xne{``
zpobXjPuAPnCWM$vQHdk5F5T92r<+>Wn3-WN9QFb1NXuM^Ps$-Fbsxrsjr)YBeV9*s
zd9Czgz`QYNDx|6b*fvVGjP~=>hTh-%o8xM7=*aH(p};*tns3Z&if0scN9#r=Q}-y{
zV(yCSi&M_Apw!#P=|Q!}b8(oif~96#xbRe;OxFD<r1l+@7IA39MQ~?fdF+b3UGImm
zx>n#{8FmF5b13u`Fdr#L_<B)ci6RIpldTidV6o{N=Pa<B`f_*9(QBj%^Ue!zlbD5|
z6(!O|JV$)o40^rOs?~US5Gw?@u|1KT@WG>|)Dz%wPAVu(-4J5s0J#)UlRBKX^RtM;
zBlkqg+Qc#?$VysFs_&Sli*K*zsk*W>yIwSPYDoo)hGL%*Y$%|U089$&(%REkJzbv%
z8cV0=9;<cw<Ra#ZXLaC?$-#0bVENhCD+rxWVTv*X1L0gQH}}vO`>9UG+G^YHxvkE-
z%_LI1OdhFlK0l|v3a<j>MXeXLwSdd#!f-sSnD=8GV0k~AtO(ujlkQUP{cTD~7xq*-
z+#jg*9wLZBl@q-FY%`t(bMt=EKd0^!IG0ryL(;)7TOPio=$sy|T&xTCrPJ7I7Z7=Y
zkpZ}&i33ofGJsJi1N%|4l2el*FE~-d;|VuL3kL7<U3(XLMJ31n11urlPrdqb<6PlY
zfwc7NpReE_p^D}v4o@(yeWI@ZIv(_D+?YXcgW2&IT`VOi1g`W@06ZtkzCD0c-M!?9
znm+CL{+ytij6;WMD{_xbUq{dW2C&8ivPF!s4KN|8f?ySHN;|dfLQAg|L7oSTh(Twf
z#1x;!dr26A$u7S6(T%kpK!YJP)$KCn{Y{JS2BZOyFhdHxt}QU3*zhN(G{sCKk}O}O
zeFsTa101P~>fyp~V{s2^Uf5eDEIjE^nw!|+L;u5H-#PLpJ&FwO?)wowdgR?|eG;Tf
zy<Lyi4t;CI)llZb-aq8hzDcTdCN^3Ak44K8VWLn{-NVp;%pGq;d>D`k%0cZ_lC05M
z^5=s6t|F{dC6Ss8t)5}YYU~4vlUvaU@0Qzu)%eW}(dSAgO@z%$dX+el>^vU(ajn>C
z@IsgVekHtrl$Lvs;2{!w2k*x-V%h8Bf@uJ1OdI;c)E6&S`}IxA=@ef@`qDj-B?jBR
z`q7{reR|NT1LG~uethbe4kRNumopPgtdcG_F8Vf5w3?IWtuuZU^%HxVj1?3oKitB}
z=rVE#e?`93Zaf*13v@&MNy~Kv{rbv#t-52``^`a}D*T*KPzxbLDR}51*~kE@{FK(g
z6>GO$JXI<{HiiS@8@Azq>(-!QAW-a~qq)y|3?r2Bt2W`i0QGtV<xEaJ<_&qp><g;V
zqlVN~Yt3)Gu-$v~Rt$=WqiK<W9&SU9=-T&Hgjir4?sg}2K1Cnt&mAa1C*7)?V)*?$
z;-Pt=0Yqmn^)(+yZ~`Fb%yMh$F2M|39BHFwV-ssu0Mn0OaLCBgv;^u=|DJ7u7>0E1
zyhnjQ9NO!XvXl4?P@fb9&(o^R>yOkkxGgo9?=-=ZZudms)0=Z?hHBzB#{Pg5@`}X#
zm*fZrT_VdH&u2)V*bhJzGRbzZ1e89N$)9NWIMyQ)&GeJ4y7-tW+4cwJLnfQd?L9}g
z!w3149un)H<Fstt9S()>!7T<>TJJ8#yX!$>@2ZEpj`Tyk$y_#ACuz<SXZHr6L<QPF
zoXCFsYAR5uor?DKl>F$fg01nnP;`uv);m55aZ3OfSw8s2=bE(CQ|Vn@x<D<BgO(TF
z=_nj07jPh>Nn{V-iDf-rwU43_pbDp*QNDn$z+!!{>`W{5#=|LxF^A3|Z|wzv0qv<I
zJ)xRTJ9lWn;xHt7?&A;T-T<lsyd*ufjo#8NyMoMQFBoSV>Z9Oo_kOIqWPY?L!Mz0d
zOKF&0R2;{ZAvr7M1hRnp6FL-ItY^GvWYv2+=|BMBGc2?Pv5OGwU5Wz!FH^}>`*&=&
zM?gg)DKYO@v*w*4ePd;okn{<O1%CMFYFlNF(|~#Ca^Bz52;R3MT(RLrtduQsAm%Tl
zmhtZUY(ixLUs*Kdl|ay!40A~4OYF;lE^jKg5(c7{qJa5$SFIJUIHXt!m<>=PF#H@Z
zF-W9|N&e|ha7U|+6R~H+QCHgsX4M2vtNI(qs+<s#24%3Pl`IEZ;!iFhxip$ca=)PA
zf5i&(aE*#|2}z#{X;+8MmRZqr1*@pMSIw?tdKSr1u4G^^omb~bfR!K+!e{)E0obWy
zBK*x}(;}LKYkfPTUqGK_h<HfD*uY7y_ZNfbpya3*$5x0?S<Hcf4wc^7hL-g)sGvjt
z`*KEsLp~9QJMd|ERPLTAoXH~pUXaQk?IEmt2G=opz@v%dgc9VVG4#EE<KuR@y}sB-
z@XnxXrW%z68Ay&>Q_gt2(0D%ZM@HW}(Y<0$Ruu8qQb?y7oR4e;_}#KLI=~P_QBN6J
zY9Q8!mA`Hsy1xCi8tHrcjCg3b_JYq5=r3jfBYsZP{eq7y!<0I_b9YCshf0u%iw0hI
zbPcXG!X?-aDv&q~o4P$d7`sd2)nK9C$h!R9ToA{x<=T09dk8nu=_yFTP5uT;z8t6&
z>6`dAMD~%jqdytIpZ_7bw)$U9ApG8FkG$qDjeLD$1whOIZI4Owy<;;RonTbIA||kb
zyty~}xQdSk^8Z~-0drSSRX|!!44#`%V%FMXM8SZ3(~Jck4)B1M%u{k!!5?0swBJv^
zGbjUFF$KUCp9^U#pjv%F1CdJPa<sIA2lALnyx{;pUa%;H_~2LHnZvZI8_9j#Z?SC2
z{NEV`-c9$MbH5|rf1sOGa)-v(PNWA%0BS)#fnxQd8|pSeX@5*Q$ilO1H?D`8g)f66
zHZ*APd9I7r4Mi^-NqkbmbKGjNKpxL*4=$HjQPX$0qF$E|v+h3LD#=!CMv!$fD?*86
z*jF`EtflX;1H}<rJ0IWPZ+)z@`2eIv0*LOugTte=-mQWNL~;B)foLR|k1axf7l@!D
z7cCHuE}!9FyW!;4a^Zd0MoHLousM=Dm=Etit8N`s%M`=|-MoPW#Ipgp@FU(U^yGi(
zkM{nBY#d|%BP{^;)G(lU?Sxzgvavj3z`yx!KQo;Tv?>|(miqW7*@2gb5(%uoW_1~U
z=ij*&D5bV^yj<=##(`Xgwc){{NxqIU-<LkyAkKa2riL^WYFXUhd+@M1vml+3c@(M_
zqVT|abOFUMs$!@%&jQLudMq(uf2E22UF@(xOEEw>4MG6=fA%rxBMVOZu7cmE%BmlT
z|2jT@j8uHOKw<!=fpT|}eHcAgRRYA&N{Q#hh}g==89=sMAf578O3r=|SE8LLOoq+9
zwLA$jtk~kEZFB2Ty4+SDR7>!Yv<ET^$NnxFCmqi)6nNpWxZhm{zXxH+`(N!fAJg+f
zG~g8foQ$%yC1Wgn=D)VUk2lhTe`jLlom_#)^H1tnhBnZPG}E8C8oTaEIq~0Zg4dr@
zN>(a=zHX*9|8imE<ssYs?7{CX5Sl*!Y8$-%KkIxvt(-L-d5=szp&Q%$T-*=n;}3c+
zC}p!Jxiz}m*-q|(BWLOk86s^pSyLwPvsJjk_aH&!WII0+dfLiLAOP3I>@U3fVv*%t
zHy4wP8nt5%u|S@CLIP0TW0bK%0AuzW=saxjZ3Iftaa<c9o(DZCvl5_HSN3*PONf;~
zb{bOT;7vknf@Lh74sYjyI3!RBt0`v&Sar5G{2YjY1;0WbGLx(iaBiiE1hDT0?9rP@
zN-w}A;GO6mqklqh<Y%MwA-tYXX#zdlZsUg%gfi}~8OfJS?u`ZeYX|5r*-xLV2Ej_#
zll{DZ{HB%2tt?c!{Dny?Ax_O=Z$tlNPg&0=Q1Rm>I6?3e-(?Ft7rLZo-vvod#;w}+
z3bInK?@jc(X~i7yovHZ|in|XaqimxLSx9Z5A`DjHac&AQ{_@r9k(M;D4L|n50qPsq
z+X%+9`F`i^r|Vc{V?-nyq#aNbDLADEldgoGa1SY&;Wa3`bO9K`=2Xi8bE=Mr?YSQS
zZ?Sq((i>KVx(O1JWY7jpka%eUz8t8&f$2WTQd?Kr_Wb=xJ>}D1$UaE4AC5gjdo{#}
zN)9>%wjaIb;2eziePJ2na&kDnBjZv^Kg?a3@$|7i3=C#Hy?y_<&IqlD9|V#<f%>BO
zcIO!Cr@1}I|9Zmoa#^|xDlM+%ur6clSF0^}91i5Wn($!G5%SYKibB=zyo#I?gktg(
zxXmS&NZ0CU%zp|Z#l&RDx4e51ziXayh}~=j=>Y$lv=;KzxW1ebKU#VJBF%1J$a>O8
z0L!44Ocq_k*9HV%)u_G8lpH8Dd91rzE|TS%MJW2UCy!`raIC(=IZ7jKjqEQSzY)p$
z(ikc5>@=ClEtnDo1i6tocPe0K`?GccAk(;byOWGV-CG=3>7$}lpLu04!^-g78Q235
zk~0&8=7wJ`{_s^VZ1AIcKG~p~yvTuEA*W*Zjt4OA9>r8UdE?kElxT6{*?tqZ7Pi|z
zlCZ4i9A=ybsUj`Y<$ZKxrdakF7L2NyoEi*iHSMHzKjY@fhb<YrThv!>zm`vLnsEo&
z8<a27vvPf<GOC+Ft}0{pwa7g@-_%y#!B2+G_{UOWKKSn#faaGm|Cz%B%ql@D{JtQ<
zc=~svn(f{&s)%F%zP2~>@034Y|8LELn6du@aqz$YY@fFctPk8qYxn>s_SaWn-6#vH
zV7R@1upwJ25&mA8Vz>VZIg(9inZLe1GRiXlLifm;yr0Xz?{|wEBv$gz*J*qG*A4z3
z!m0dU>1?0ZtqbYDqZSyP-RVI8{N}&giGC{@f}C*IAPfK3Mi4n}rY*)ZA(8oKQqEk|
zRStpn_a|Zf{^!=;(_>2Jc=&pk>sh(|wexA~Q?I>L>Gbn24?vdtefyY+_na3Gl85^9
z<?k4NI{jG-W6S@3KOnj;A*fKhe|or**^y6fV7mfi``6)-4W>IJkk4m$F~MIORhj=_
zh4s(<1FLjp3W7uVeH~=*L;gWE{9YfokAHP7jGd3}AIlo9vG#908pQ+G@Y!9Ke;bdu
zS30!vzw)2IV_9c*h|C_R`<EALo!8-f-hYyRA$_Q$0GkWmOetaiToisfP(kp#<ljbv
zGCcO?HG9c_IhQhdW^Y^=0uRbR+qT`?SHOGuw`YilCDq({A#G*<V-!r4=^l~&Z%5Y#
z=pFM5_16WcCt>g}`@^03$2Zf9)bICh@bmTm>?Yh$d>{V{BX*0G^PBqDnBCUkE~yJ#
z-#=bBx&O<l-HQL&`>OoHPlV>-_oY5Yx{b8IpAyy<`@ga|f8PI3d)IFZ(Xv0x_7@+*
zKBfvCG_q~{Z`)dXi2fYm|2&WKcmDqid(8jq{{H`a#q+<O-~W1k|5*M1A6$|DAMT%o
zm`6j26@K1qk8Ma8@RzapE}6PhRn_$QZ*G2cCvZ$Kx7n7anc3bC?Ki3L^}L55Aa>>f
zLA-#fFkw-u6EUPt3bdQ-$TE`7y+@H96S9C}?pD&a_Ef&gAo7<3_#_omZj2-N4KJs{
z)K?7>YqCzF*mtsYhG5Q)EPU4M4QpVaPS=bV@tP&8vOAV>+PYsSLlcl0ly;o?$VAQF
zo&V!slz}~(y8XviuY93w|4RMm-sf>E6W`%{{f~E?i~e>M??1Ng&iV#ox{~&v+yB3I
zHO@mba+GDAm<jwlKoj8Vke9-bvHS3vQSJZZ&d$52G%da1cvs;VVVFr+w8#Qg+e1K*
zO$G9}&EWb!x5yrv*?oQ9%Qe&lPy#st^37Bqls`ZnF}#A@M);c6WdT`V^4+vMb8>JQ
z-gk!**{SBnu<gD*BtSuY``@m~14!t+jL!%scFAJ?MuKbiit}<1%aVub{<r`dMxHN5
z1=cbJ6<@P*{t!p`*PFr<eY<H1J`;Oa+EFMcFWbYpO7E4F{=lq;xtRIHKWp}*{I|28
z_3*QfMzgk*Al@@k-e3IcWgeAg$2U*)dNPi^eqi38!<HJ1vj}pgs)hO|V`)YAewJqb
zAODKv<pe%t0Z^Z+&WZYhHsp@BA$sq=Bv4|$)i1XM2j%VJ7=Yci=0)g=LVa84?oY=!
zs*^<92{<$%2U;ct6|dR*W3tXkSF*<_EynW(+UDy5Sj0reL1??vg%`@rkQo15%(1Y;
zQh0H6QH3Q9!utHiNjC)F9_q<&!Rj0ANI$;QQke7#_>KR2qu`mHgyOCS$p?ZU4;B=?
zj4NDiADGSm_;*AZ#g-f^6L;BBZSNd^{kR~W-hX+Q6ZR`&lN1fyNwgQqM=kUGvCA?m
zdoAlpXB$rc?d19e3LT9&fuS9|7#qf_R>-|HhvohG9Qd)RtQUVj@sO`;&D`>|Y}Wl~
zUv49vD1$32awyu|KlDt>`&+RQf7O=j_@M{pNY#(97ln!J6L7y@Q^YxGbEUZ?eKDlN
z_Q5&t&m141>NuGoFTOs{$9e8U1U<@Q59~B3^RnY<S)en=Bk*u8tX)^P$T5TG(+wi`
z_yIT8zqit&TvnC1^Rbshjw-=exe7^|rtt+qv8<P}<1ts{IVEuuTpG2@C=IgFAN0CB
z`+T6#ov9xZYni@@x?IuC-TEZqp?PHhEujoFIEC<%ZkLUpquSD)GC8wI{w>W9uO29@
zSy<_{HZIh#52n;)5HRdP?z53A8l>hINDo6n2*($|a<H6d(5R5MJim3;0Na{bALqK*
zUZF3)7hM<kt?qa8x80o!^1BCnm%TFwG882+533T*PS-CKg#Z2*?jq{2g2(o7*?sW!
zR?ka2O^BePuIK?;=J6YdKspcGNBx4`!hxm`?Bb|L#g`WP1tLsJ*L{%O75VrE`+L>e
z$MW8(%J;I(--Q`ouFYO@JxX*#Zw3th1u7=o5#vrvFrbVb1oSvYoU%+?WvB`2ogZ%-
zwgr?epYEWOKb+8y!9|!_Rl_`5(jG%YYjexR8-#7oj&<cF%y$V>k;eTZ>7Yn6wDvLv
zO3VUJy;h%X8+WW%p&)Vp&-=;gcW^(R;!;g+uLd=Zx3fD%P6~M$sRl{qac#dF_x9DT
zAb9D=ZE)E;`}1)RL#Q<qh%lR?Pu(n>&j1xodAK<%WLlnkQN+4_$%hJdQ#rIKVi(kl
z*s=Z3dPaB90F}E!VgV0H;@6~;rz6ic6vxEap8)7=m;12|4U!Son0ZSY>(miCH-%k+
zq~SFD)o3@=_3`Fr(6)TU<`0RSZ3Uh^ye_Tq$fiL&W6SVP*U3ga7=&c$=Ww6BZ9o#o
zbO|_0l~PB*3n31RE!THO(}rVvAG9y1@=sUuyIUUu3b+mg^3-&!f2ut?2P-XJy0jG*
zQ$tzax}2Vp(OKmhT}0_*3y1SUdd2u%qb^_Me+{_qNdGV|C_bSR(%rtFp10=B8(J@i
zr;3aYnEVN;sxZ8m_Tj@$gZMn@+yE|3@xnY{Wa6Jb2Ax9RE=-Ay+2|<R=+9%Qh21UW
zlLq>to$I3hwA_Zc(zM4a{IxhL#|oPhX$f2$emSYgMR1*zR|??>CL=xP#gW#=H{e7X
zM5Oyo3-A&k6?F@Wyqc;Snv8)IwPj7s6~bmfsAUadh?(n{Q}Z2>P%R5MMz5sLh9Ra!
z>riXFZxH}ass(Ks3Ydd`aHZSTiQQ%fx6!&zW4c$Z-5X=p#BBFGiStg$oKv<t=e8`z
zTPg<M&8yg*mi^a+I)r}XKqh&GHPE<oWdR*%yM9A)$$Wb+$ZFI~=LA78OUh>WT8;ez
zdwhLOCi|0$Z|j-zi&Yis)CZC7rW1I^AJ26w+;}$>^blB%ta&C6CLLZNp!y80%r=>0
zY@_vi#TiMonm&zSEGX`X@$`9No&?AHNm37}ef=Cg(xs?Zv{?Pfos!wMQB0&AzR?2q
z*njm1sG*Qh6xVt8kg<y`{b`&dA}LC_8y!n*QZf%>-hcCxvjoH!0^CBJb=`wsK$oF^
zCB{HGoy+UEfS#w^Fa8;v`AbCYNF9#WSrfC*0#m&X8i^6&n`{<3ZYBfD(;Kf9^F0I!
zJmAt_JzbmYB-|#Uc8FPjbx};Zi{0I)B9cVaO~8?c4NB4G&KV<2dw4dysyo5#Yi}DE
z2Y(W`*rV#$tAo#K+nE7wqEe5r#JM3?#c_8td};Go2S7?kGuQySMZ<omu+<RJ`s~E*
zvwTi`A&)<ff#LB`r|wIj5}Gljbgf#~`q=PiA&g%etpcby^2Z#!Rxm(H@S2kC(;r{=
zgb}CjS^!q4^o77W1q75VgCEFzLg!5%gIfnzin3GukoT$_{HiXbf(^2x-L2lM+h!%{
zVKW_ypoHu_mMOL6uxY>kLjVC~{g2PF>`^J=&SDB?rlSH22H>t?I2CsW^=unQ=@j)$
zSSHOoH`%Rs3=7w3p}2ty?xyrhh$pny<;VE?D(iAnz3<%VX1!uqou9hfgN(=xDI3rv
zpzeX1!Sf@Q@Xt?sfnNzFO}rvz@AT-N9vS^gBvr+E1w?tegp08(k!CDT-|BE4+|F&5
zgzjQVI*9G87(?KYg9`Z#rsl-FY2$%ztZfV_6Ytll(Ok7nQuCp!^X`#2p^#>ulre>2
zz-~%L-S!X^zHZiMENst%w^-}o72$Z_N&c}~M%VA&n5Fwix#WT^4RhQqhDGiO=slTz
ziDHq!QY$T_{rvDH)34kL%;gC?3{n?V-PXCRDB0y1WX<vDxr6Yrzf5pTkHRj{pI&jL
zp-tm!rd<;?AuY)BA}s?o-9EOU<MBX4j-#7#^f9=3l_4)9)erW)y6k3xlp)v{IMx}n
zSgxm9&$`JHJ;04sp3XS_MX|vRpT4a8bGN-8t0P=(fpJZ7l*XrKi{UqwfRdt{05bCT
z#EWCh5{h;ZACKl8n3Lh3+RsrTD@w)4mCxX)LbdPkYLi=#)S!f0U|psna3+H%$UOKD
zuZwbCFL@Nk%nv=UY(VVRwrRa#*9i1v2FBR?#&k#@N)t~kci@3%!y00#d})U*-3N_&
zkEr9fTm$gw%&GM-v(Ybn?27E~TZmt)3lXVGU#t9t8l#<1&_k#*L%4Ui%>VT{sIZGJ
z3yns=P<Lx}5=z{e)`MlH$c|c`GL_l;5CA+Ujwm;AP`=;WFm0B>2u{m(c=7qO9iAJ~
zl@#*H=nF$c<`}Ast#H<=gD8TFR&&^n4r9=B5?@ENZCd;+EgDFR`|H11OtU-kJn7la
zR#i9ZIq_I)5y!?NwvDvsc5b2Z+q=b_to)h&u2`-09rj5ZRlDEXO>W*n?;dS~7Gl*f
z=<Bc$r)J%6Nbd(c7b?Xp9b-P!$iz?HVu;Z^z=6^D$7R{&J2g$8^K!6WscLQ&DuzxH
zne*=lGNGn@dUZiT$D@j~7Y+Go)nVc#aa*2H-KH_s71*l2JRVq>+Sk{`Vby>)79BE~
zJ$a1FS(I+=^=TP3lkG<dIq=I*lR`IN1!<lr(VO&vA!h_wNeS}ceviFFw2L(<J6Bse
zhvsB~5QVqZcaal7%KXI|rE!c*=d_%U<ae-~OTWLQCg>JL$-Oh1YE*M~)6>zx>V;fz
z49s&{(>^$`g-OX_S9Hk>wi45gWa#p=zgyz*c-~<PO-*^CC6Y=Wt-2fX!=el$xl$1&
z#A8kU*hmY~1rB?F@PnlNydCMhGO1p)5}1QcgS7WZiDC@t1S=ft=}A-SMjVOGBvu~N
z6`HU5&^^rcHnL)>Hev_tbY-v$9r5HT6_|>K`6ncX^Z2_I7_RHp?Y3GJkPX))KTs)(
zP|sh{o!`(_8`pdfhM~o#usWI}so#IC{oDzAEF;unD_p4*QuQN~t^NuOx=z`Y>s_|%
zCCPWf<m_h+JQQyg#I&yovg;D*0>}H{zkSQ+tF_<Uf0PTivY2`<IgPIBvqq%}?irK|
zJWCVhN(fkh=I`U63d9OO>V<<epxSV#aE{YT&%qLhgElN}yQo#fT_SAp_dnfJRu3Ga
zPWO3thh_KPVpRrcY5b-?p}Fevnv)4(<Tjg)@GV_HTCnct{i;n1@<v(T-emO;7KOON
z(#0c>65H`J36D%%KPe0rsBn`N@mDv$(?sfzfh52Wi2$#avkg6E=0N+e@}bv<mJ*v2
zrO0UvnoSY|!?#L?jjIY|mGhG*2CFQ#{QUaS1m1Y0m4~a$yFrjxBmbIJTPWx1smi;<
zJ-mR#64Z{Aq@A+w@koQa^Y(S1=aU_MeP%GnHmDu_Ft73WwZhH}ADc(CX-%=S5f-sH
zQ7Xc)Z`rG++F-Sh#@UKw!OQJzTP6-ILix_(cN^xZu9UY0A=9Z4he!z4!McDA4ho~)
zb9qUNU;}DCy%wFVL3x>8cDD<|MJ`zVP?x1axa@ci4vbhrSLhLk0M~O*KMFRENwWIO
z0@`MjVJfA@5s!mCt{JKn?%RXnEyj@Tqzyz}<`5oLzZ{PVe=$zmRWTt@zSbyeK_^Ff
z(&nHEbppEJM>AKFdm^LV46AV1O6J4Zjrv#o{E+(?{|Q52YkqYGQOj$t6Ib@-G@t;`
zpeaL<ELSAW19C?^luaG4`mQL#m9s8!mSg<8C~4a}-Wl)eg}+p$ki_Oynkcyeo$ob)
zjJWawU|<)7m~tOCE;(yyVs9;Au1z(%yL~bmE~DO`0vv}}(?Qg>Lv1ya$?yPcGCK?4
zPY*+7%p^72n5WtBARBUN9=Sa|E;#Slb*X2BtpEPU$;!<IH14#<``@Q^AOWgh6yo#g
zg5G!0-4x6E@HH6$t#-RzZy?MOgeKQol>D_IRhHinr5oEl_T<)0`loi_@pVbuFUmNd
zXI>jRo}z{Co|V6qtrcWT+$_YKjUkY^B_-XzX+nkshNahpu?dm0n_+Sk(0HQi$MwD(
zeaq4Rh;iRcgd0D>=2%sTJ@nW+;8jVdq^o<#`0rO+!LYM(SDxF8K!IT<fL7@vwLof4
znLcK@A5Z`F1R(B3EVQlM6r9O&+aKaY5oH|&UwMFnHARlOf_^0F-2+`wqnJ9GB9-TJ
z)XwE_JuIiquXdNdpvbV_zw+aA!0>K!1+p$;yFE3*<#s@%PZOMzH0~)p#<zHJaFEu`
zB0iZbN-Z@}JbzO%DZ0jFEg*Zl$?on0JFk5`NoLs}{BX{6^Y)h9CA3&9kQ)B<LRl(I
zu%<dv{DPwLB|SR3&+@!MyODR3H*|ZM7!}l~SYK^$Hn;C6qfUj<LLWQ5gQ#romI@tO
z;oiB@j6Cno^9l363<dExI>k}13yC*r4C*03H^Su=G^2L=Z4-Vi>KQ)ek4TYqTkKfF
z1lK7}Z~qoS2eoU6@XS?}9|%C!uK~@!yq0A4x2L6V5Ai5Gu?A}oSdq7hOK#uT;0Gd9
zHyl+7R0;7}{Nd90p@fJg7UrP6VKp)NS7L`xplrp*XwsSiqEkO|TJl2PucYnX#k|Nx
zf`HeIJt?x{FdH>jjG85#&L`#;zdw_sQuDkc-3TwgmHy_mC<5k9&+V`$gNB)}i3)Y9
z3>d-J0x52p*;3{Gqsd@|?zPWQk{;`vUv_=mc<#$L4uuJ^XsH&rW=}tE5j3oZxi)NB
z_)e}koxqL`64tCy7-&*}Z}fVAmR%5m$-sjkqT`(ByLVR5i8uU?+qrD;<;Te$j6|Ow
zg?<CZq36FODo~d<dD4lKR&M-VQh?<lQ;zFC9uA<_=Bctpy>47m^ot>B0`1Jx4Vcdv
zo4JNzr#uh4nTElK;7VQ6U7yi;@I0I!>}iCE6C^?&kKRwKO^;%Yd+(l)kO`a+2h#-T
zD6o__Hs7d#4s|ZW%&I3;4NBZOGF2i@?=uT_<kapm93GE3^<p|&qYSnY)ll5Dx&A%j
z?xM!wrj^wnska1(@$rG^(m}laxJo;??HA)kV?7QWmYX#dIPvmEggn<4XYsKdQxE4d
z)D#j5+_M8FL2%f!6IJ=QS4hJ0fu)2FsK*KKCa`u%$tPa}1brY7^sB18KTqs5?QHr(
zld>Ph(sCYJXG3_<Xkse%;*+1DZgkH{hs)h~k$ydL!73KyUMGMgm2>{od~gj_fpXvF
zR}mqN!%G<;j`y0C!`!|(<HESkH;17kt^nT%kZ3X!0O{3cNl8yEliD(e!c;!cqd$Qe
zzdDEO0i69_F@vK0@sI!&e+7+kckLpq;qz&r0DiBxXpFZ~B0OIZi+-3}z4}h?-T-$t
z$GMnpQR<ec!uoYNF}-i@*%(MFyPXEfgg-iT5L5I=iuD(<6xvumnb2@?6E2SoqCu<`
zXihCfM?(rP=-0%HPP-ZTItWoOrumGDFx%>{($1c>9DjgdbKI@{I!IT4t#0@4KtuBW
zxqteb@BDz!MAG#$Ef3}|3L@n9w~m=iD5r;XsJZ^iX-2k)XX;25B5GDftJ!_u$t1of
zOyJhqOd&*PbyGLBI2rug@h$^2-?3R?kimVU((?l~Q|{%1Q~bTQX%1dpxf}nszsQXm
zo(!iSn<Gz$v!T9FK96YoghV!ptv@Psm*OQz`S+~q^V`}lOX|XRLRlHNKN4G%T)fxO
zepyNYPEYr^0|9ZDHYMp9Ova~o;=F;oRP@8+WH34p=izm6rCVdBt1=8cQ&U0p-kng$
zl(|mz-h+Y3<FZqs#|vbd%<YTs-_95yiMk{yi@Rzz27BKb?098Nv)hMeq{!F9kq&fy
z3&E>x3yLz0S4#xE;9lx_6pL7S3Vs4kTJqc|ly$Z(ClZIr530g!x~yHq*C8XUa>~x!
z*g`hm5|~kiy-s5nb%(=}L&CPDO=Y$y)zrIQQQ5?v@}o_q5*P%ltt6dK6(fBQC<S-1
zbhc4@bN6%}ZM;LdnLq9S_)HZ-EqqqG{*g>H(BZ((nZJaV1{C!46daq2E>0Nid|#~a
z-jOVhBXyTa$75UG>fAg9h8~D!LK@?<pOjqM7$GQRy3IT0FYXDt?0u*hW90{#2MbQV
zcUu%5C?#kfAETunW8sNl#C`%XGMP&z7UPZ>&pr5C23h9CSeU*7)ZGsoY8)DBL}Bwx
z0{SeZr8=n1pVn=cHQfA8e|N!Yy7VTtA?`ecI7fXxfBr4}XjwCd&`?s$adrV8?U-=h
z=8>5BZZTFrC~OaeNR!Rn+pLJS$FV-2#M^G2;ZB1gxkB{i%{tdj^m3<GsPpE%#yZzB
z5fgb>*nM-%w|uqtnfJ^>bC}9(#y7!_Hz<zjft9uHc9rkgjq<)HeP`U8qJS*k&H$N{
zzY}^vafTQ4*T=Zl5`XiA?1UeMdASn$5Y75tI>t`-NjL`^KP3}Ow6AV~{{eZjev}4_
ztupDxaeDZysmBvynTf}2>HP$a7BUN}5Q~F0?M0`3576}6Uh_c~vBPRb30af7P0!CN
zfaBHLAQ$Alj5iPchou3VG`KVDh|;(<#vLA5Z&TO#ia79cI;g|WgcWAC$K9Kr*XSLp
zSbce0WQ@E%y0Qw#s=41Dp*F{mXyuo>D`M_pDa<s(qrTy~iXwQw-0s*jn+Q3IFPRJq
z^eKg_D7<Z2-NHspW-V%m6ezfywZo=3u(fFnkm4hbX@~+`!sx7>JNY<(mn|oqA-w71
z(ILJs2z(vmOzjTCcdn=F_{u!<WKA|g&f}!jkmdt<@)5i;AzI`*1v2FF)L}Jj(YPi{
z!n!D{_SsT9-%mKn0N!_$!FlO0IH26L`}Mp#>SJ8Ayb0jG(L<=%89z|I!7QstMRe__
zv4Ainw+Lzw+)e-?qO9>0c*hTE5(H^sLa~<mrPkVF8?4w`_wcQ!@AIF<?=Gwe!MN6T
z5BTve@y%}M>&;S{^}7*`9&ZshVlOCxyS+Two=0x;u!xW^yigSi)s_u-O|Zu=@PIQw
z0?jRNyAbAl1i#nVjl$(}y6DP-niRz(7w^7s(UidmN(?>nlOXPQkqgHeNBM-K4Nm;}
z9);3;6)*<_I*RR*uMRFK)4r6iEWfJ1m^d54Ru%TJrd=^l#4%JDs%hs;d(}dn#T(0_
zAy(496aW7GW(&h=+>#f3XN;oWvxxEK%j~@$$cLHa+_r!0-1U$SPb`A8se9%8F&%qe
zEG%ZjPMxVI_98+B-OZLkMb4#L*=x8JqMpvb7Yd=tUBLPYt{3LX;Jq(bmQU#*WYyzL
zWG}#tCL{84j6mt477^%8Gwy7kOOv%xUoeda@m!5*$85#V<$^2FRG|Iw8!6Nm5mbOL
zd_f`L?;Wrd;P*2?Kgx@Q2bWmW*{5(p^MO#|@m%s`e~n1*<<tm?%8j&*25(M}j6;Xq
zex<*U!-#j&GX+j0b1Oi`8Y-=ceUM(rork5UfST-_LT@sDB@fYKKlJAj&`AGy<u%Hg
zJUHIDmzu1ZnL>5SV7b@sk!Cv6`u&@+pwoztS>xPT;Zq=wwrX8l*v&r5j^ie|#D0Ln
z{x?&7kAsDJdPbzP_~umg)6+KybfUQ=FwUYTO#sOoM2}B>vbWohdlt2F7IxH2+#6f6
zoY9{3A$#<<+W_YOsGzrKJ7qXKnZ#1(;2T6&IIr~Wo4dc<BOGmT^Z+e2wfpl<yL#CB
zxYfT*Z!Jy6yS5E9Q4#-Zgq;0zuJ5m-zn2xiqc_s$%a9zs2M`S$$RD~!0itArzLtDZ
zPZttJN`^ZsH@2HaZ*=GOW}FX}%ng09*lUi==3zlFP(QywrogIe5uE~E`8<$US7(%@
zq@>HQV!B;?o}-ub=3j>v9Y8s0j94FtQ@I%9kY_vP0_;hXo;M>ZOw2uJKDQezzZ2SB
zy<?sVSX9{A(fs<^<q>+9FWc@9k48SrU>pPR1A^qQ>3Ii3zsRGX`f(~8QSE-tH9d}*
zhgI`AErNOPpMQ{lXo#8vR(NE-oLc@;zAO=`zYXWZ`#x1j==)bVR!4<vaiL^(?(TA&
ze}kFa!4L2Qnj|tDh+%<yFWjV#<a6Boc+MTT<8&VCUa9<$%}`^q$-p)dygF^PO?d%J
z9i$;AI1Q&0v;xiVXzg}$nNwbts+%($+HzO#>Ti8Ofb`k-XI1*?zxk}2o}Q1z5#duz
zSt<VO2_utUxAA^9v2s^Ys1!O_cl9g5q#)jh5RU~DX0-m^$8{F)$a0L@!)v!aB6s}i
zhtDvXfQ4vgeZFi@K~bLfLz_Y2k~%i;{*-SdKLhsdz0&6^2eHHR!FpbTC&t2ZJYPUA
zzYpJPC5KNPe9`R2m)<5JyjEW0_T)~<zoFWki}yH!7!vPlJJNpo4C}3=&X021zTH{J
z7JNxN8(gS$=Flbkv$@ZXyBD7nAG9rdO!p?6Ni}ozDB3=*X90+YsCzN~CBh=z3D4SY
z<f0Edg*Vr>$g%!fw}pDdM&D~%@eY|saq>odKGRUDm+<n1C~A($19&woV1bKUl((a_
z*YSQQW=0+Lx@wm*R%Hlrlle*iSEoWi%E~kq*nCg|AWoze-*3q4{{iH}LAk|mw$|U*
z^UrUcGcSdx{pbEbrDT{C|5<hZy+1_2EH{5PK#ZA%bF14H)fc$NR|_^2{Khw!`LHhe
z=ab<M4nOoqT+;^M%7#Cle|UOjkH@*|pyG<I%BsI_rGGt8xP`x||6-wN`N$IRGnE<0
zDw-Hun>TQlf4}kW;-teyNISoV|401j%KzJcF)a1_`Y&cn{@##(|95<%AG&v$_<20M
z@CgQ6{)-5oP}8G=))vlAUi~&C-H?3$Y@x{}cK2TtykB@d|J&c}w*KnLyG{n;UQn-u
zT+yFn@Z6u{&VQX6uV|Y29|XZbPWRWDI9m80)L&Py{Q00La{mKsD6-R||FbFk=M-cs
zY3u*@7x!Zot-sr(s{TLj`PXg?1%8=dbI`xLXQ=kkB_L4wv+d9I^utp9)o6HLE&22J
zsL-ktnlFDoD(ev?mHY1VA%8b`KLTO$yT%R`dE;Nt6qL|!@(g3BGL02Z^Uo1vJXZ3_
z;oV~Eqi>TZxr#LZCb+^seFHMkf42V9Tgagv!{fhL`Og)>HEXbz+vYa~Q6lP~XFu{=
z`*MBluIPrSZN*%6LO}~D?SZ;?$p3bLY%mC7QNL~JE_#yoef>(Jwn}l)_P~ND{2rgq
zOw={I<O5ro$IqA)ojEP(-h7Q88oPat)$UijqSSkY^hl+lHlw>~vWsDyO^@VPsHU)I
zpcbzNFQcIFyy+BieQr>wlF1k*m}Ws2-?R5hyxDgNAJhc0GF*5MvZh;S$+B{f2?=WG
zbj5aOyoKWHPy41%=9)c2pO^MXS20oAb>S3Ws=Bw1vh9CB>vNB~2NV0$jsF60fa2~M
zQAxRMYKs`2$q<2($d6kytT|#Te*x(GOEfxZ0{82a78<r`+=RTxb8>#bTtAMFOo9Z=
zbDu>d7L_|2<C|_|DRWOKvfpor@#D^y+@B?Lye8G<vQKu<7FMC&TcqJi^}A%B>-juD
zEedph_WkAVE>(A0F5M&3<cFz~65$@1B8{xn!Q-+~n#`JSa?$o%m{)B9l^W!RsQm5q
z*URB>V0OE+a%#Y7#AEfLtr;{yC1`D`Z$H~!^;o86Q$7<>dS&~BwnU$MZ~uxtYkxe2
zQq!Gx7s`fgAJ1mOR_0Fh>9|XBWv7;KfwW@TGV+s+l!L6!=J7P%h?Xw7Q9(Q#wKBof
zJ)g!_{q8{U`}oGfp#odjfoBk5&32g{9nJgO%>;gr42vv2K<Yp|;rYru<u2P~@2UOV
z`Jgz7Kwn|%yKD-SBUM@!A7=j)9JZfg&bF?ozlis3wKXJ5j_=H@oiqu6|Ju#VJ-#N_
zRCW<?gAm(BIhuqCMl+uPzB#%0RvyW*!17?Kg#}s8Q-3Zah!C(7lO@Ll0vf7je0K7V
zngaxS0`2{o9s2*t)Rk>3s%+U`LP5nxdJvIL8hJwmMEXWRzP@Jcytk^xI45(bTahMW
z#fr6N!x!RM-#)FyzPtsi`$gE!l5hF7rK=+S9P*qQmPq1F{>lyBx&F2>f6c=Q_?mQx
zEI1i<CcBncP4q5wkJ&dEbm2kytEGt_?m`>>^?Cg<Vxm9VQ^RB1bDkBrDJypA_||J`
zux@#kZ<B2)?`7i4Gc*EYQ<66S=@KInD2mKAoaKz{0dW(YH2+duu{u$q|Mr4$->WQz
zDzId7Cl1Kz$6bl+CnuIs1#blZ5B=ltj#FNw-2)5sPlxuXsegxrOvK#^Fz~JARwGKf
zk<4xxd#7Dtrspq<TnnqSRP@6ZK@VjsxxyUT>k{$a0dha)T?yLb(-6K6qwSl#mUtOS
zF-j$TA$)!T1RA4d;QL^}A`1iz4xSHDA2LvFRF5Y0UZyd;DBsXnwW6K%h<=4niMxaI
zPsaFXf+3|?o+}4;M8`q(P*mOvY=I98ZraOTS?MN~ui)pmsefy_&P&IQzEO9}ZUKJ^
zZgK9>WB!&L5txA{+ud6Cokb5JTDpbf&C6c7=$<C__wDI@?Kxhl(vp5k;flvW;UvdN
z_QrLhUt+dxehBcL%x{yQ7sdSKgm=6OcnXtZzyzrysvJB^xqJ7BT3gdxseVR>Dbwx{
zNx9r30alf|)-o<HI2Y9!%R6oduRa&w30`6>C<VrVoG4<O!t6aHTc+LX(GDBuYP~-F
zR%drRzUf=RWgN}@>7G}9zkA7t(Ol<4km&-uh=s0mInz3_vmWRdX^X_Mlrd5Z@4}qt
zjn&B;PTe`>Bh_yB{_QpKK#sY1%y@6TKlUGpQuFM!l>**dq_Wo9^_EwQljcWKutVPT
z!PN3xe}y!p<on-c`o0TC`BuB9c3aeOD{TX77N2*Mbc?3xE^fT7<?S}<=olH}_|p5D
z3wanuNilh<9b=78z#}r&UUIE(J-In*J$C_`EUfJh598CN)=VRE&5c##KO_U7%sw-k
zm9{r>=2I}%Vh$-m%-;lH19^I!qz4RSQ}2lo$XD(D&n#0YM9soTYyQ4L-`pSly-U+O
zM2|m>lY5$${CCv1yqL?|&0{waqn}EC)$GE;wj1$Kcn)>t2(8>36}ofL@kt$Hrtyv$
z3QLY1d=gU8$^Wjx6F1a@lQaK5C3lNGD_ofhg1n{9!<L+KJ@iey!1hsO=H9UdlYvw^
zK7wLCW0KHIHi5V5gf4YEfIjY&JnG1h-BeEyZTZ6Y`$rvxDbT;d4IsRsD`^P*l`1C2
z{iO{r@6RS>F1bUVFYmUo{Vpm(8y&?15oyG_GZxBQYqr?PwL)=`6VY+$rKsN@Aj59I
zzTJICF1Yuf3mD4k<*2tV`Q)_6w)fBU(}(13PJiP*oVu)od=**H=z9d`T<(E6=b=>c
zZVScHBirQSZTK2r_0<&lv0-l~bw2R(WUB2ON(QP+o8=2C<5w=)wDcZMin>$$`!R(m
z#r#+!Xo-Bb7&`KfW|FAC`%6Ob1CjLR1!x#BjonJXX}XXgm4o;3cQWok4nh}DlAQ*k
zJodT}F$ccuNQ6?`;auDKtt|yk-B9+8aj<n3aa&44(w2GAX{B<8L5-SpYu0}?tt(|r
z)t!W$Esve^G%<+vc;;W@Lc2_uW;ZFxL(be}N6E>I@+rHy0EHDFa#^w|MgA~aeBn#?
z#B@tZVa<hasa&xio%_b836QuApzyZ8{I;M(e_@93^OrBU>$pg6e}Bcj`@1K{c`td+
z)&2b4-}nBbe@l|>Fkf;nIOrBL;7<h$SE@H6DktmvEcFj-DNFee<^eaVJPT)gNj%Q^
zNMPF7uy_#X55*n<VDbeA!^oyQvJ&1D@w`8uAfl%y+sAIXPXz6P2b}HC4~`&ZA`BCB
z4bD%N!-~uuyIk|5t-q&?b~_t;|MOTyL5l_cZ&gq}9L5NLL$H)zY-?z{&NEz(GwLBG
z_^F+o!q7{agk5Yl{vQ!+vvits0t>wowGr5EcgGd+?0~(wECtj|=5h=hN*uA-rh!Bt
zoaZvM0JCVliR6Y)=$|_qHdCaZaU)Tzh4l=!2eOnvP(gd(p10#_PX+UIMylCs7`)E8
z7T<5C*n__VPnlnTTa-3(I`8sq<*(3DO)_uN-g_}fPB`VAcEt@cY3B^aTY^Qc+%CRZ
zzJZR%r>Bj)E%w#pKci|QgOH#C<b9-n+6?><s^|LirPVUiFkdK+$V$TNSEim7z?ib0
zoGQr{`O6}-hf?!h+0p=B{S9^M;asQxp6j!FnAO=Ea+34YQs_UAJ6I`UQwtr#X|ntX
zxr*e8$9=#1m@;FU@1yAnA4MvB)5oFk#^>E7&k9W;fK;ake#GK5cx?!y7dg4tcg--+
zyd$f5g?xlxo=mJE3>V4fg|m6{S;c72brMIncX2`&uTsaT{0YTyUj}UZ_qH6wWVkMv
zQ~D<2a4*bgUe7*ChSkE*wU1$dgz#c)@~}ikdT++fXyPM3FL^^_(U5<FtHsiP&+Zzu
z-}I6U2`m6w@nh6$z+8ZvydqxlNl;C>D&2jkjz>2(_zk%Ae9sg&Bj4+54=p};?NT$V
zm4*3+bDn~T_(|{mGtcahn+~~z>Xqsm2NDi{)AY$So%sp<^_z~nN!exDu@ag^u{HhT
zU4AWdy|C0wf$<_>KFaJ9S+jap+5M}tAptG5wS8CjHEAQtuLHX~RZv;Iv{<bnJjQ<I
z3TPNUfBhoCh&_9Dh460u67rnUbYAQ~kKadTG<(|0cc-t$DMHk%3)yP(9~j<Bw&UMw
zn3v=Dkj!b|xWL`CBF9*38fq=Ed^_`_MkaVYp79y?aJ;bm&KbGA^b?O51IR<lVR_r(
zW&aI~yvSo}oKEF>eOQaL2$S)*X~FKEcZ`#EiRdTn)E&-+x6Dnh$uKbFkX1ZxqJBJ_
zRrVOcywuo7dL5{T@+(95E+)@|>JJ%%uj@!ob4fMEqM|3&n=M&kk|(;AxP>HUx*Byo
zn`=DR7RP_CxSD<3@7qjho=1TMf_qiD*n3dpBg_>?@NgX$s$;L~V=I&c-_$|uh$xql
zDTr<_wph@wC9z?VlAq{mQ~kFagN7IrXH6IMxa=P`U%{zIuic0CoTvV@*x_NXibEW&
z<lxYHrOVc<(^pl75MV!Hw?HrO&cV0G63236HqGqehqQz$=?7j_`CGPo4o<!OuDg(r
zY#zDL$H{LC-~p9^`r1XY!6CAg!Sd|&Ty7-$hpV<#+NYKC7Z39hd<2TZ{u#P+7{Q;V
z(`J0pFZ0gyTk|uX!bS3LaVl=NfRwX-v$4cvWiWM9J?hN8Co~nA%xo;``18TvAavIE
ze>=~DQ0n+v{ycRhcDNht+bi4^60U@iZ;XX1IA~_p&hhpQ*&3s54apY1&;Wr8#xVVL
zS%ff8F89JuI|)+X+k=5;V(2<#9zMG&^wS=`nt*(Xi()*4i<HCpO3hjoz!`Tspk!cp
zSF-*X;SGBn`1Xd#4ka1a`_?Q#rpTjnUD&!k_!q1MPxW|OMCf6*oN8!Pp*=nAyib$8
zgSMmn;C+Cuv?Xi1Pt+TdwdflB=F5b?1S<5vVUu3_!8kI7bp(s_+=DRJ?DpMr2ZST_
zNL%#=jv~1M_<sQ@nrXdL*1n62Y%O;*&0o{$<S1VD?2_yGVv&evjktbGc=&T*=3hSI
zw6l@x#aI4GFF;>$W{AV(p=`CEpuf-6^`&V?9R9=lia}9@&{DwDvTbq4Xgi=cfvh`J
z{IIV-D>vclMWw*=;r&hc?un}+m_ay6h5KuSWkoOVq_OJ8zD+IbaaPn`*CdLM$hZl@
zo0G8~=FJN7XqQn0cqRYJAbaHfb4tiAFxT6pFgWkN)UD@W#gZlW<XL@bHz)I=MV^rG
zNBj1;o>h<Y4F4!-I&G=4YWotpsyyc`P<m?lW@g<x2VwbV_62Cns>CGXyU)~2kK^~0
zg>^sXM)#JVv(4?fSyS4}$elT!VSYQy@xSDo_ur53F6E<iLX0FMx@&W6E*J=ky?{Ec
z!2`KyxiO!Uh>O$+E_xvwK67g!0UK=>veU8!o%?_w=V*TD?(K*&Zq0c_k5GZCD12>A
z2M(pju3dlgO^V(p2heZMrv@&FRIS|$iv4Sm-<aB#1<K@gZkQc!+f6s#ULBL&Dgc!D
zno#4`yK#G{g)ngb{;O3~uoTQ~K%I|D6H)Zfx~Vk{Jbue(RSye${ZhG|?IuQ`osq;z
z*bVmJcXInr4iiBUco#4Bhlj3=4?a>3B<F)t*hZ4z*HaFEwhP;t$-bVI^-hBzs=itI
zm6X1VV~xZ4y?-Czvyw6)b$=$wfzw-+`{a-!Gr0ZZ^@{k*i;}ZX_C+YowBz{W@0<MV
zzvp6q-frAhOELd}OQ0~xXRqY$%ttGa>SUc7*sgg)05h=pyy9$Njd~3xkbai(jcu%~
z9p#^_3F}D@C%~Y;hv;M|SleN7VU>vz3&((@$Ht?Z8Od62t(r=H^A5A-G8uoapnJ>F
z)gUA(Y%_tUz&k4U%ng+f{ew4mGsnUoW;rixWMqtoclkGOvT05&f1iG!-bI^vOKBDW
z)vgVY>*P3HpElJj4Tm!-118^aC3aA)vP)&7FvAxNp*1p=5^OahB?`J{t6--ruO?mO
z?D-k&=X~(3%X!M46G6DOB$_qRA%30hgZuVP@5mut7&qbgU7=0BpO+L*f;O*W=Ynl$
z_V>*Asj(bDuz;%%6()7-BZ!dT;v0F2$t_Fo@$UMavIOsO`%*CZf;_md1totk^!RY5
zkykyFXsGXz7AiKxD6`L^Z5OYrgrnLC8~UivYro658(;S%Va{$x|JyyPTcaO(@poqU
zT^*=gCbLAFU+(wG%{-m^_c!?lV*4l5jW7V4q+c8K_G!j8aV#M?hV$K}xtLs7{Zy$=
z`isohe2%t9kiIs3*oza;Gz{!GzYIxO>B(77zVm97Ra$BrMk)BRgwhJ`m(aqteFko%
zf!M*T7TfBx+kZm;yQetoaXf$kFzo`R`Xra7z2{d5IUJ5XrD=@OeK&lh64Ha|Dcnmw
z&&{vDk{O5^;-Jqt3JBke18-1nUM@Opse>$nTiZ<5yHCE$nqIw>4`xZQQ|1tHzE;KZ
zXTaC8Qo-#daWr`5El3QL-QW5hm`To}u*JS%f4d7-WpG{hQO1HyGSG%R%zlvh^n7%r
zujUn~5&y(@s&x=6+=&PtU-#yqRsm@FVIZf#K_o6HP&)UP4>it*-4j)Wa>6tsHCNc|
zQNjsLRKtht2BRBfY}{i`f36yS8oXnsIzmpHT7M^*bYWgj@oHl0f0d~|&65w%I2^}f
zd7qROg+AP;;BaEL??8z#vuX5(d#Q&nY-2#RSNzPsn)j`Yy5GBnEg>4gRfZLqUT!bM
zz82~8!=W$lDdA5wOw69&%adI1E)dvT8MERZ_nMQ%v!gSs@i_C+1sf8FEy%;ht&+_t
zoB1mbK#H|+8Qhd<IZizhcr5&~{JdlTv&cue<(<3W|4yB1*HQ4&Y9PJ*P;d0>S0xFI
zEEwXchQ!6pJ++S`oD)wMlNDLsYx=Hl<47aX%NA2FSZU6m`*N7f2Ps&kif7jkh15R9
zo0=W{V?(m-yJErKG#5#pc1Wb*R-TrEFW{R~&(KiAP`ldPx|mBXb>%E*#dx}14m4`F
z0ag|nbXb;J?nm-)02uQnw=i{U6l_|xqRIcc)#m`+YsAu*F6bd=f%l)QZT7wllX|}D
ztcC{Uf|R-Z)h_h9aTa=Ec@#tvmoCrb-7hU0l6S2#d*Z9KaTEJ<4j!Vx4K81J&c`j7
z-a50(2Dm59F@48&Z4mz<b~T#6@4_95-5;&HF}5oiqbo=wGQ;+`zO@!W8@j%P%XN7r
z4t-|W(EWgq`@HPU7-yDSiYOrj8XxG9-YAW_n;(-XXL^s{n1pvoPBRy8nV_6HyT<z~
z75r!6m)iTtR|GVG2BCu>W2<qiUKPX;dO3zQ)M}m0_RERfa{&N^g6kW(=!4}M1MOGG
z5A)t-K3Pl7rr6Mr()e~PPC~knr?0xXJNy*$dN5&&dI?qY^O~Djn5L-DzK4WtT;4>$
zg$GY#l#X>9me~Bd;S1mfa0rx2A1RVPoD8zgiV>58TsrtFe?4v_*nuH{KZSm-zQM6X
z%V)P(Ov3%1D(;^;7BjRaed}L+o8Z*Kg68gd^(seq&9c3FuQDc{UUIb9))CsLyW65y
zU}ZL(N6zN^lTEWrVYE_0e>6Ynv~7{iL=p-!W<B3kK-}y?jYPI6dSGiNr)j?dmuCC`
zTa6cn<oT~9WbA2+hf$c>Uqg#BBRjX?_9ih2O^BqcP>DI1%H#GNOKqg1PBmTwBet%Z
z26SN{fk=G{Go-EV=qHX0)M62mWas;7ImOc1FUbZOH8=CmKH^)SvE^g3|GXUtZ%FMJ
zIkZi^@D?QSp`9`_`f${hV&nx)^J3;eJ|-)?_w+4_n^Ww3@m{zKGkd}AqrLq^CmajQ
z`Dk|0qc+)q+=JQJHQWQl>Dmhs&7R8cYJ%M=a|i+Z(~<QkvhU)3WUWsO*M-GWuR$~v
zajZE~$yLK7C<>T&@fK(}Q*O4!P66`pSkb&i${Ez%M{bn0eV=CP8#xl6J<j*?wsY2G
zIAK4G_ncLlMs3(H?HNF`I~qTHUV9BbE>HZffnyUyPOyvCcU=I}Uh76;uh?EbwfBT<
zK!`3HY+E|zrM;mug5Nn+F)^!mTg->zj55+lIG<l2^0K$E>_eo2Yzg$s%D`~%Bpps7
ze~!Cjc4b!9exK%{hb>b(W%@a?o5j%}J>yzsi+EQtFOdA{afU_B1g5-vT5KM{<&p1e
zqRKBHy~=qCr-cn~^b79JJ(MTH*A0`rje*Wu#GUc1@+S+w)HnQD)|-F%H?H+=w+ssP
zBzJoq+*gsjaX7j+|Dt4kKamLpucn|o`0|ciqblr+hPf=fU3<f+`{rUsA9!jWFCiJP
z#YD!gwhZ`rw?lh26aAsNnDZgIF1Ufb72=Ouod)Pe1oM||Prjt01E$epz-gB=J67=_
zUJgv%Cm>z$sO0GABU~S%zJa_6;l!RK_)27bqrcTlX0DxNQE@Ija7KR*0=ERiDB48-
z#A-+K_Fa!Z?#yj@LskGlGyrcZ{mnjLFEn?4)^3gp=kn~T<9)J|Lo`K>$#w#C!e}|1
znmCW&sQmSxZYze4ZmpvpphxK_&$?up;yiSRzy8;$7hspMJ1&BI*X?oF4#lASJ}D+S
z|0(pdLET413r@LzLIdnwc|nnuClwk)#?QNUaqN(_22GG5Mj9s%CJ1`xL)h%iO5Tl5
zj-H`+VNh&Ivcl_4;dHh7N5AvRO^9E|-=l1xG?NsMJoMJ;r|taZNq23NbiUQVDd*R^
zLuaFdqg$tI>m6b=XJ=~Ws-dxV+b22R$nkW@qDO+tc=itvQS*lrdCU(6bLy)v1?H6d
zw=cEe?s*r5BkK2zh-%(pyPLjZl0I+=lfTb99VwFh*gZE#jaFX2z}cV1<3ay5mGT(&
z$WgxV^R5_Q-Al1e?Xx`9pQk*c?bpmRAH}MnU(q+wnSw1zegOp+hii{QL}bBG%6)lZ
zi0{FR1>6BU7cU-0MLtp7Qy8c3-FV!jCY<^wz<;+(eCmeg=ITRkEMi|9{oQnR(s%is
zt5=qdt1!S%<`&U8pE2;JX$>6MNy+vYKHD!^36)!+wj*9OoLNMh(lyNle8eH$$#S1M
zcuKOoV;)S_)_tLmI}$cO7r*1yZxo-Q4*zY4QWL)|_~SOc+Uz_0Ipa9C2LmtMXjEdf
z&T@z2F<h`i_q@YcdN>Mr9cQQImP4bILdlnH_6S)Ddgq}c1uUs@%iilD&%uIA6O|KW
zM>aQp=-LP%WuF^Yi*o!(j+@tEslG-w`d^HSV<Q1QG^N$;2wORP`)ER*J$1%Jhs(M|
zX}*3+ncFvu1N_pJCKKsQ5=?RQ%uhAfj0yEF7mY#<xSGGaH}?Aq_WMt^qpA;cE8WR>
zB3h{;?xcLc4tn->-YrW;$@i}CK0U$+w3ZvXC6Oa&c0H|ktCmfaZN0yubyu9WH^JUp
zQ9I?E9hPYTX*^&RNujuTJpUxKmLBD@Yp43;L4hf4Zh_^JD0Ya3JM?~XQa*XmMr?0u
zTJ)p#BKJZYcJBEM_UF~?5Rv5DaebyqS9<W9x}56sX$=7$zCh&w$-No9JMn?7$TsFR
zaE1>j3okFVhDCPq<O7a>?u&Y>C=z5;r0n4NgH%AbfWxB4`XgD7lmm798qi{856t$S
zwPOpJa#{36T8y_Fxk0Ua`t`{njrpncpp10-45zr%XB(>7sN+(Y%`0Z}HffC_`LIzt
zdcj*PLO61~OPAKK2Zz*{$?|u#277|~QYF76*eWSExG}$HW;}l!=LK&!6)jgv@A|=Q
zmC%N(gp%J+Y*Ep&^`K7f88sC@3^vlCq*?BY_O5Y|`Q{f>uW;VKq4Iw@x8JKW+??DA
zdlbiC4`YU6{cycy=jCtZynb+nerP%0Tb5qa;lkR}#bn*@=-gCQy#sd<@YQn1cLWT)
z+OYV(?kFC_E*IQ8NX#SKc@Q;nUS?XgPTo0nh>k1vj{IMV;2@>48f6C{K%g)oYRyT$
zx6}SmJbsWb1{o+bJ653-x>ZE^@QTP}lvSAbS{+&a1*PYpB9R2vlW&&Iq{3kAUL8rR
zNTu=hgVK`bMI}mOtRa3uE+0N93i29@jFJ`=DW;+;%t0yZnyr6|?E7e$<H2@G6b>vr
z%KHa?^ZV7fK%~HuU(7nSMte9ZLD5(5P4X4*9-fJe3E$zWWIo~Gsqy7pyL}2d!avy?
z8awIT8RG^o5|#r=hqmRJQ$M5XksPvUlD?8YmF$I$x!&L;JmfJ7puKo$;VgU(fE9={
z-9#-39<u^7#T2|8-b|TY95FvbW9|drB0Z$XIKIMl(tYTruAG-gvm|JrFM`yDKgDs_
z_-UEX!_{YhbM0Ni7Ond<`sqT)x$YCKoDlS<LHwHS$E@K=W%1wL3UaCp)To@y!g2pM
zJFQDZU4zVhFJXi%1@7H)dEXzOK%?#6tf20VN}<M#7iBBF#QFy=H|3X*Ipp6bIlWG}
z>H2Kmi|}l^Vy6n0bLXywt(?{_8^;ZgRi;j;;SBfjSIjr`#b5UYfIbu^xGwp9Jay}F
zh6)xG`h#RdHZoMA(B-{Eu+u|pZrewuKf`KBQHla}Ain-+T>BjnO5z(yY32<nsQZ{2
zo%*|?3SKyR1e!VRTA)1O9qo_%)kaY0{Z}G=t|X45#|m-*{XN!{X5(9@JtvzHX+`DJ
z_}89qs5XbaB0w0;{AIAh$oJGk_5&fUd`{cr<Me)hisJY+O;tB8B+d-W_V7;*EHKbI
zQ`BGGq!+bZ$@uSG001C^C#|LDdf$;hj8}R_<-N{#7`t>#M5biaB#t7gft^F9LnXoE
z5IF(PkN2o~Q&(~E4cgo#!kImN?mI)4NvA>PdAUxCh#ww3@NNqky=&694%^bVf3l)q
z@Ls>UCR|RYh{01#gl#3?-!EOhD>vvJy{_2%70(={Z-#muN^8-`_*ZGNfM<+#G!vhz
z_WC6|(q~rrM3wJa%^=-tT1O5o6o1b`uFtN<?T$b7Gac<a94e#yeD7lK&+dnHU^&m3
z7rqmX;YFwMcR~(^Wqjb7O}VOfGOBEtzmOQmZ+6r_R-HeJ@D}|25(hI^>n+e&=gTOY
zxBU`zegf^A^Yf{*i^J5#`-B06D5Ce0-I-jiz=IaZ%zH-S@7aZk`BP%fMqnC=Xrej{
z*|+_B4=?0{iEku>&kSNZsh_$CtWvwp0eNjng3Jb(dm(Y}rYN^$DX!Mr_NTtTBu7~S
zaWI@8c>(2v4{~GZmQ>8VMEMR;P?(o@Lu37cjl;3(!R$IIqYL?UVa8)VSt8sKNAhb3
zZrponGPEx$*xz&c+wZWWSl&T1VtJh22EBP7|BBue!H3XSMx<--OLr^mUlTMluaiV2
z2G&vAxmmktuy1*&sS?+mIJ)=RpcAlThuB?cN_N5WqgG!|+#6QG^l5ovH@ttN)<azv
z_cSNcJYnh=8*}RYM6PJBX<R-!>(>ib@o+no$oEgjr5D37g!ua~nwqY3%9(pK9FHk;
zHPat*U+W~(dfdgIKd~_w+Zj{5<u<Wd=GW5M{{-gEYA@=~o*K>e=+;eS(G`AVd%!Ck
z-3_v+R@#j|?5yu}9<cM_;Z5;&$OHAB%`@k%T8w4d74gEDuCMkB$iM^0y-~Bf11xbm
z>M8}Kaelu&kDqDZy(xS}o^im?Qbs57{i^zWS{G+XG_X_nyMj9C-ytAy7)fAo0xrlO
zzsF?+v<+1#^;XV<Tq~)W$AxJ3?EbkLeRq=ULKhEn0gyz&{B@nTA7|NXzk@pu4UXV5
z-WJ(`#^zw^nFp!5eB@OF`}nW0!s_Jvz82d+<+^w#SBbGEJNoeS*y}N|o3>uTNQZ1;
z;WU6V{@kLiyDdX;{X7h;vPgwk4_;l-S2_Y{(6J{P2S8l7s}^rANMS=NN4pErg0HyU
z-)IQM&}0&n&Uo>`L9yw_DjD~E(LKH0wmv-xH*2_I_wiaY6lG*cn!yPV*op^ri4U7d
z){MAub|r0#Nw<4%uXgZou<co$c2`;WZ)AG5uyotfuj@bUwLMnx<nKonPVd&_+Zt<g
z&okh;fMqt%<$S2F>F&0oocY(s?D4$^7-FA3(Ou2Uz?T*Ca^8C}J!SrbjY`#z$6Q3s
zbMW?k0-esPc*mqaQ-G#x!W8K;k;gqB)jG}|qmR~_KFjp;aN9~r|8kH^>GOE6Uf!hm
zCxc3X9bb9P>(Oeigcb-R(lHz!F+aFNgXfV!z*CenKxDkD|1|Zmc5Tk8UtUj8Fl`HT
z=TXz#7zgu$TrrLMr^A-@?1EwS(s^)N(&WxGdI5aoM%hZF64J2TEo5C9q!V{_4-A@F
zuv@Vb4!0p(9>Vxec{0G``vy@M`~dYw=P2phzP)|A=GEpO-0{DzGkNC6$CF&NVDLM>
z@jCf%`+_DGu_d*~oSBwtC+1kA&c>ruWL%>h1~pkm?%h|knb3t=+f8_i>a0}wGP$@_
z>5HRLHNig;BS$^6f$DUAx$yV6&5l{Gj&+JKa5sSsle}mMnfxy9n_CE}%JD%qF>di{
z<3r?Q!QaWg^57Y`hMxetJZPP<MDw$+hi|5n#52L$=}ZC{&P>@DJx4k0E?3hzPw~MC
z6)ufpQ2S7S=6d~7$G0M>`cItL7eN+wN|T;HeJE#rAs(%hj>mkx3ONg2wK?+NxY+r0
zdUmj1N@DDjcKAO3JN}&PTyyfdye)V^lMeh6e2#w2jZV`~vhy|_n1u(Ie+VjFr>?aj
zA!D}3YNfeG$PLFpe?5Fx4MnGiXYo)E;`Xw7ldMNPMD=pQ5|W>|K0X-#?UA72A-=X}
zUB8aq_xxAwQ309d+f!<NVaP>l4gm=RruM9WLO|#b!I6JqXn|YGDfywLKxDj|-EwwU
z8&!hE2C$I?*ESJGV;8OXv3&hi!MEKtiIhyg?%{lByn*KB(o21L0xfS(*bB+QF}kih
z|74#pM79CyW-C}__(9%I_I1&gNA}aRWK$(L?@fd1KF-`}10L}Ksx`hy7Mdc^`8Ns7
zsHX`@>|B6YCNn6fPF1S4h)rKo!vnGgZ%4B79H8lgAMu}PL~x7ul~Ih|A&>;l{sg4|
z&paikMup$u3v#lQ*a-F49{jIy>;M9(w%~Z_p?Gb1p<T~X^4MM4bU5Rrd2ajqObzap
z3Ug)ryJB7bp1~b$DO2hPU(|8l96GH6`XS|^%e>-vrhIsBj_a2~4?%m<ZqvN~)p->A
zDZgsHI?D_Hc@2Gs=KZtnTjZfa%T|AVr(HOo2F`46@#{K$Bj=<y-#}14sHHJCd$%+T
zcFChpA9?liC8&+>o20Jer7p5x=Rtc1{~DSdD*3LUyz26Yo(g0FOJO=;Z?SQu8ILE5
zIhv>R%5sU_=FqhMtFj0(1Yetx-UKMrNdEjdvhFz<_g^bP1;F?!R@~7ay+!l&hV=B0
z*lLGy55$1ND#dnsn*IlHdUB700;|un76VoJ)a((v;d>E46y)!z3flTJZwuh&zt8xc
zQ%5;N|3XRQ@^p-TZC*W>KVz-w;m&2<xDDb3AGCP9xq5fVpc-<;=1ueWeWni*&&*z`
zRD&f$mcmHqd;G7e({lP;2GnZsiG%iNg}=!9ky-_^5?(4GQp%EZ$e%l%__)cj^B`!i
zy%LbHrcFk48?zF8ce3Zf?{`2p*5JLpZvH8}lUGh<8%&kF-+aX)(U)hRHCejw-!3R4
zfMKkCgD$~A962{RoJbSx+Cs$JMX$*43Qu*+u}D~lPR0_yqr^eGod(J^^YjAu(0aU6
zGIydE;1cLC`F@Vo^N9U9!O<vWyi-p;>n`VU+n)uJ>r}Jwicz*CCy>^5=9;3__MNnT
zUhBnIb8;&jJ_tySkGt%~&EiOAs@Xg06_p+PiP?lboL2M|@G?C-UTq-E^}{-o>cc4m
zLVu7p3Z{;2VxD%-^DVzwk#?S)S0Y-{7dz5-=G?|(4PE8dfZ=6y?*%A;djUa|$^J1W
z88S>lwL^G@0*Ei7<@!o5ul~4$%JO!6Ccht)vu%DhF7ni}{95leeB{1??@|z_K)J@%
zW#g_>%|Ggqx))8E&h*E_)SHWc{W>YFx=YFcwPRv($m;yg>I^240)c(YGX3>?L!-3<
zP26H}!1K=!6a1pf!*Q=q(*Ac0A=_{lZMc9N5;e`r0YbOoH1AF@x3;Zh*wOnn?dpHK
z#vhKUgb!@A<OA<AQoYOf&7r$lCc(DRu_glU&b`^)AvP!eBnQQ>zP{hbk1OrLK0P1K
zhoQW|-OYX;*9fesX68~`y;%>UizJi7r@}i(!c+^-{%bt`nzriskcH+Xv{~7Bh1>Cq
z!d?V^gh{Zs0rfJEsFXnJzvlk+l7!kK-w3$2ba<bS9pt<A`b~w}3hw2-sWv@!o^5K2
zj644J7MW9TkWwc6jW~`!aT1TLpU+A+6;NB?4(COU7sG|pG=3|PlSFyXNa)k9&D&OD
zX*@<N7xIO~)ki@19iE-O=ooB@yIdhX=Z%}b_15Ue8f1>BYF|04YJHHF?Vc*!Kd-m>
z7}J(RHkgjZ_sQSh51&IdkrhWCLYGB6gW#mHWkcg}3o)0-TL~M#@)pB$3M{R|r^C1x
z|1<7Gk4#P@dl>6kS3m5rcy>|Gx~JzGJKQOIi1RE5+)ADEBk#onGiSH(bzI4`4d<tD
zIG)zjNr4DiS{FcM^AD{hoA*CozfCB#SGA&AxNxj)zqhA+RZdHNE;=~<!N7dyT=MiV
zY{uUmjoJ{Mso0e3RB=xx5LRWKJoZW~y|Zrqp2;)#k)Vgai@PD=C)WvppZ=J^H6sz5
ztcl3lXVVO#)War4DP7Su+{f-jje%@MEw~*ROP5}~e!gy4i<(wIW<f3NXDEA3_d5p3
z-iCRdCR)xl?w!(^H~xM$K+L(aIc}DG1sfisX4lk8bP`qG<aGRdK}P#lFb4?WL$8iK
z9i)(yR8E51JH_8jcLj)2+pqKK&F}P^ct_35NzhN_7zJ6P?_K)a$)?T5qHhNrY`j(|
zVbHCXbLQjx>#HBfXxJ)-5Dp>e<zQge<TuJBC+`a`$lAO&?SeQp^YfoDXW32h9JLfQ
z?+<5^x9&mCUPTK(y~=uO2S|JYxA>Zm;@;IeG88)ZJ#q*qvOK+PmF~DFUex|Ce%>8Q
z{@lHR7xUNs7Hjn87so>QJBLo(%#)p#DmL;;vN{*{3`RS3D8kCboRC$_XYT5)pW|`F
z7(K@5F=zC7$ZCwEin>-Yw9cooel?%Bib7s61RBJQth3DD{58GRH|f#*)ey-5x`eP8
zJ2>wEpf<fZ3#%c%n`<TJC}&m`)hZZO5d|0~7jba0onWWV&4PGnFElPGBG>h9?#_2-
zd(~$414)p3K7$8_?rg`#zXS<dT}HnTn%Sr>G1MhoRB2?X3VTnI71=LLxJI(a0H&4Y
zwnN*FQ40k#gFl7`%Sjjkl>mMg4f$G9z>cG*@gg_&Rr%eOKs4mXBsb(<J3^#9_6PqI
z=x^;O5`x4#yVZf&1>)Ack8k&g_0*Q#cm7)42O^4ON!f#8-O49V`}lOOy^+Ag(x9dx
zVwQL2h6%b37eDY_kd*X;vj!=IW#cd&&vDyA=V@f-8faYJi3a7JZ%9ggG>Th9Ca?*A
zTrXd?INFsiP!&MeCnKYQn`%dU7v7vZI!no10|3Fi4K57r$2Y|X`=J<RKfgYfGTt3s
znWo_peiz^ddC`0OcF-^I^i8!R36K@wp&vvd{$C`zcw~eKyduKC`D%ticD(9ve-0Zs
zp`^}PdLoJk^voRJKeE8{PX(SB-??A!<^CVDqLX0q4XDQ3HcX30U+K|OuFu@zdD-^S
z(|A0FH$A%jRVUVXychOGO8eVV9SI3pW)&M-6yEH(_Pk?YYu;I71#eadekbFR*Wq9b
zwW<?R!{fWyR;kd38EbhfEILz9;48c5`s2tT>_af@6EK5s92G4FP+V@n-KsT%R5~Gt
zs=OcLn#B9{*uCPPgB|OK^zQRky9Ri}PY-qu$;-4NgM00w32Xv`;Hsm<=(w}5=|-7J
zasPx$sS93RX6NE>MSB80zjLF242Z|;u=#A40^v~?mvfe5t<w`wZD4&MP6N!3mR?{i
z@t|j~dDFBOa@iBlJ#SM0I|1tE6)&#=cDG-^d|aE&Z?DcOk<6iW9LE<9`tJ9mEz`bo
z;UQOMha$`2<b)3hv@$P%xqzZCdQ_b}+p!f9EW%gG0BbCLCn($UUg68u<^6HXDV(%i
zI#oh(JbbcC3|uq2paBU`e_Bj_jiieoU)zC1FWWgZK?(f-i{PHQECMhO>>FK$nc^{b
z%RSvfgxa7VLv@n&g<h3Zuf#DyFfn~LD=_%Y$+Y|6zFt9~=uxx|;2Svz7H89NOWq+N
zJSD7m^OV3saC<H{7vB$tXoZ=}pU8nOFTMtVS1ce`<CC4|^)~d-y3;{z%-_lHD32B|
z`kX`(OP=?mDc{;z__PJMBIqfj_O2hekTEoIcNcE^?-UBZ3<yGjB}nd_<XLsdX%Rq-
zrT$?N)j#?GQEIMsEa}`Ae_gZ-Os29V6%+0AxtCi$JmsJSTtfYkHFBF!%5+f>IEY!j
zefr%&f>y2|?iAoSdPu1&42qa_WCAxW4OMrBA$csHbWK$2$8&A+!w9s-;g?{F1LWj8
zm2>$Vs&#ibZUL39b_+cW@-#PPgNV+}2sQ{FW{4eGsNXwfcl->h-AM2z7tx&b*H4v0
zf2&|GeOCy{`StX==W$qE5)LW5a!T}T?^V}5y3_WgH>5YbyCcIIfLCj$0<kxn{7*gt
zWxhau(g{yswAtsZTHW+OL8u~$%=IyHnP{YU=ZW<V-P_*yhxsttk-7=qmF_1@4!4G^
z9-NHs%Cv5r^)q5LqTlG@nip_VPLJ2s`U%QG;)Bu`I6M=|dHZBG{@NevPx|l9M%C+Q
zDNhtB&jkPsk1tl_{v7B^2)-3C8G9?*$*cy}jkP4s872sU{fkn_T%V-AVE<*hqeoxI
z#|WX96IMI+&EcGVrx^O8<U*lwt#EZR`%da{l`q*!QhVQ5@^^%!$8CE7s$;wkRBXJ8
zPEa#e;>#X&HiT2&v?<_2AI=m$(5q~s?oZO|0ko?uDBE@Cy*0#}Mw?*@!F#Vt{qFX+
zTK$68e|))t3(9hTpmy3>9=YKzSU(`%<TH+)pezi?Ql#>B38A**_eXNrh-5dHAXDxn
zIffv)6M9uS&GoGaai*A}=$Btu0bLlL5n>F%RC2#dxVIk;7iGirj7K;%<E=Gt{c1F#
zBj!UE?*wHiFJ%O@Cipb2QSCm>YCfP}vwV{78CT8puU-uFZZTTIcE1#-g4AKjyko42
zcND)~=P3B?vp4h+zxx?F#K*nMZVZQ9<p!yuL~TOf3;|pt*`fr?FYbQq3;DK>g0t)2
z>&Y2WjOepnGyA|<+!eC!S&SSa6_DBgj8(kUvWLay&YN&6=IJUVhxPfO1@5ytABg33
zBaBVjxF^~P@a^7f7)ilXYF=P2uaX!(&MEGt;TgMxcAx2S8%yp9mYE#ht~11cW`XIB
zXx(|wpH|)Z3cBU#yr2>o-=qT&u;NaRo~I9l8Xi=aI5NMJ*n|7hpENeS_TIh%1;idN
z*6XE6w*=Kfg5TVi_6k}Jw_`-<GT2o~i=M%z7nEbo&eeY4dDs4xVbT$-A~m?auVpzu
z5-IyV;t2ZFI`e4g>wQR4ecN1(ndgyzie_PemF<$%*Qr9yLn@*D=teMM=R1?B4R#h~
zub1OB!U}uv!k_rCm&p&8s;0GX{Pr%jjWQ2b6!PD2nAh-nQ$|w7z`e`O$abVC2z6Mp
zJ@*%1;yE#LhQx0>R&KGc7jBW#zW<QUv%!IzIIj;t^UX^!{KfXaZ2aQy1|B#h*e{va
zsswwoPv4AThGU_D<k`TP>;lUsaIYwNqL6uBywrGDo>Twr+x$X8%yP<3T><M%fk9%p
z&%PNANc9mc3$%x+A|+`>ahEs4Jb~rae*WS}kyBB`-J?`d!N{>P6jF1h2P8}gV|#rx
zNBAoJf>*eKQ9qNZUQ(5aF3a!0zU;OixFtV3rkxz@Q@nHQH%b<mw<cWznf1b~j`ItH
ziHMIuZ2En@<=q10nuEJ%@3Bnjba>iDM+QdG$P{Fp*D$vXH2N?8_L0n&WYfSHu{ilG
za=s}oL)nfaj}31I3a>tk&s30Ztah1xr#)fn-sNxX_7d`E^1S+32xhN>y8(#`A^k4L
zhvDbX1eWLEc$0P1ZRqE3IC8d#4M-FK7XOA~33%xv*Zwgn#bVtOIi3n1Gx+shFAieG
z;TEHFN^u!b@vw=3zOJ~A1^TDCoJQ+AK6jGLJk>~NDuT>)*7{*aY;Azx6TT9x67wj>
zA4u72%>Bo}`eR=_H`u7)x`JM7Y`C#y@9%kfn`wDD$L#9jZe6CD`WBJ&7DEeoyR0UN
zX3y!R_kP#k>d>~muue0#-`d-T>`mSx^2ieY`>?_EHFui}Xr|ad?9-gTb>LIUdY+D^
zoZW(Jp=ec@krYD&5Bf4F^5NL@e1f+1rq#B0e}2_`d*n=Qp%dQUHVd46#7M&&E0B{=
zm8Sft68dmM#azFjd3Be4_Hw>O^=On}zz_CE{_IYE|NFE4c9c*eqepp^6*vYA@Vu#G
zxu#K)K<!Jy_wl|yaXNDDf8+SCTOylathNm{iR-*Ee>Gvh&Q#CwZb+_@NI;Nb_tHy6
zLbZ{yR1S%UMPJCyeS~XGtUh`3&^aJm2fd)oDLV7&@%npwk$u3oMZ7kRBhvfJTRAu0
zZ+-FLOmKZlZ=C&d<z>&V6|~J3p}-(t2V_iI{|mj=^P3eK<^AEuf%w0+Z|WM=)SaSX
z_mcjSPjwx+k7CE%_SB~ynY|2K6x0bpr_A=58GWE}ojcDv$*{oNRSI=WKQ8U=ciA#S
zzhV6=0aM>Rvz}+EgSav@MtEt<@}=sL!Q+6Sfk`jPG@og!9cZiz@=9^1N{en{8#Ocj
zeS(M$c5FZGC{cnzKUw$`AXZC<zctP{Koktz73vqgz{me|_y|AT;=^%bdFHkQ*+9r9
zJJk+k@r_ZT+}$-(gPai+*(ZfyiXy<Pp<3f$)@m==Kc%F4g)erAZY5v9PG^?RKqbog
zemVoPf@i5|0-2efLl}rrj6j0dYA%g`GsJatit9Gh(0n#+p4|~CKhO0rB_PEXgHynq
zm&oTF=<U!ijTBtBu`s*oQfc3P1gF2}#;G`<lr2m3Z@j<TFB3wQ<mEIvT7cN}CVUN_
zbF;V_=+Ih+>{~%JfiCZB_U<0+CqgM4M1Cg?uZvSf5;woqNkCA(gXQX9{}}7Gx+$bW
zP4~xYU*5D|7ZUD+x({o-=`{<b>kN*_TqPRjGR(F~Li>So-|{$kQ2D-tf9{4U5aT9B
zs{myGLq-X+*d2o_Nc&)BsO(#N8p|CzQ_c5|CG5^q5$8)W*|1-`H+h1xnBCs5!vzKy
zO|HlWHW&Q0cgz4*dHb`7j7x{42S}#6b>3Eccds2}gjHxhjJ<Aq2ZXt(&?az%x@Uh~
z2Ije#2Lnu}z35q|&s4s?9}^F3xHAP>`P`xY8#lM8;a9~k*X9{~LNH9oqpqc5-pPZ?
z1}vKIIi=Mv{b-S3^nD8Ljhu_{Fw&QQy<f_^wDT^1tI=oBF`I{XE6nLzl^=}q<}kMT
zXUDY2htLLodAH{xliJY3OWJp?Eq;0~l+Wou=i*=t^Pe_3Nvtn)Uz`kRdtzf?DH@KV
z8Glc|nf3BQ(HF4LR%YkT{vXJoFb1H*AVi~hufqcmM$)wK2f}29DxBDY>XJsz6^fgg
zSiO|2lPF}c7Js6nb(5>+|5nuTtDO(!w1hmw29<-6lW2C4Rp|Pf?X|f4Ue7;){hx5x
zM8F0=ua7vw5&@BTRu2SMQni!-8WE*c(RsUku0C+8?oA>y2}(e<QiW>i05f5KtJfy!
zT5UCD|HS&q-<~2}0JHI*y+(IfmU3UeI8*v}jndBpB6s_&A(j}xa6udZwblOaAAcGR
zVB?Q4ZvDuGSj2^LuAf-(lJ|!8*NifYw?k#YV){39RT5@8mhZK>jqg3gLjCK0eSO8O
z@d>Xpm&-uj+{axMgGRd`#rog1s?Zi_j^13jMWD!FP_y2CKVc6pH<`WV25cWqa;xVH
z6gf^JfUek*>NleO<sH%F76?9jZg@fa=+4>u!S2%1USFfI3$AZ+xPcm;sU6;m37fFs
zu!vxn8*Ks|Tv(wH%%}7R@xoC`w}c_soh8?!-!J6*50hOdWqH?w=+Iv2Tl$ZcvqkpY
z?^+hgCj?@WL_-$Y{5a}y;P2|Z>XCM@A9cA0T5%DcM#pM&eeZBQ*>bh}sZMsCC5rzW
zA$L-=2P`c=uO_Js9H%E3?)yQnlCAJ_TaMu13<m>)>x;O~ls2V>|NmLs9Zzo8LTD5t
zOfPzuj;Hx}o(y|h#C*YuDX)y(E$n~Ss{YbnN)kQDy7RZs)>hPqc>zus@Rt;Wr(r(-
zDoOF=ZjKSiq%Pq^Id@MLXKIUyJ);^vE<&&MozQYl_pxQ^1=>yhh8mCfw~7b*zDIu&
zavA-#SOFROdi|BKD*B1kkHO!Wif5d-khi~cEH;Po+c=N{IuI9-T*<j9ucrN-14ZPf
z7D=!E>x>vBOw-np+i5Nw5>2T6Ui-Ef3Or|^YS6AO54bGecw)svH(x~Q11-xq8U1&!
z!rJ#FE7;`%fqO){Lw3<p%)&4(rGFpnnbch@oRA`ir7FaH2sjB@^{}CInm^?Jb%6)d
zSNHFi>NEtmM(VtftT>10{8cvf@r@pE=0l~1r(Hf{Dc<iRUi`tP2Rb+?@W@uOIF^Fq
zG+DB$D3PV~l|~`G7f4`}arYE*_iDG13PU!pcN5>QmvZ?<XZUsDp$m9591zQff7O)J
zH2#L2>Wd6-?~Z3WmJhA@2jPyrx&5{_xM6GGB|VK|uhjXcMM#VBtv|3cm)mqR=)%>f
z+0khSO5h9kQ0J*3>*}XTil*_&bHTq(d$fL6p(m3<>ap|3-@pue7ki{(lCyR~Gwd&u
z6cIEqxZ3DjG!HSL0vSbtp@=m!%P+&4-DW;;68d_xnadnSXaN2lUnUdTI;W2>q~6YZ
zbS7lP?<;82eli%bktOcGDhG_WkC&fFNB#OH4cM+E4;xZZfMyG9YI9Ig{kRqBe2_u5
zKVP#g2w%bh{ID7xurGSq&!4lWd5o8wMtzJnXy|`F6grFlvL?aLp2GIwKO=wD1}u1J
z_y5HLcEl#}bzv^gZ>QpXdH?;$zo=J}?=m>ZN%dYG)xrcZq8I9b;d37)s2uG41Ew~t
zx=97}zE7V4KJb7N>K}eo)BhT*dkbkqc4@JdkpUh__CLmb0{{OMcX+!D<<rA&!Tw#^
zXO~xo13;deR^UFB{P2$p;_<)r^4!+j^+DD?;OG7p1bt}R^A}q@p@O#`j#Xc%VV-7?
zDpIpt0mUg732rmrgGM3+<s|N(L2V{D+T(UA9q%-KO~NQ8R-4tcZ@6m$k_O%ju6fuK
z{R7#$pOIYi#_tZhl<_GcCD&`G+ECo&o3xtC^SeT}Fwa;0qFH2@WuT(d1<3sX&_RtE
z#t;?M_$ty9Km5farLYrkPA!<@QEHz3$Zpm1nFncf5qx+*6FIefrN7g)PKmUU+|w-e
zemR{P+wbl-E9zAxRYh_)Rzv=_YMc&rzgbM#&-N(?aciGa=KHi`8B}=|66Empa1?4l
zdO}fXxjrOwl2ES(G%kVhjb6Z9Ic@Ed)2Llr{P1n~%<`Wap#x-!P(gvm3Rxd`OxLf9
z6NA;B*U(?#Iz!xN?uU%m05w2#6YTwE4TksqFB_h9(+?5~C-r41Chy~;lZza;w(kBM
z%mzw{E*>(`V}YuF9<wNylcr{oqM%1Q31rBhC<`#~C;MRex8J(kU-!LH@Rc$fLh<WG
zYx8jV%I8L?wiIjti*ZQofZZfRVGcuuVeN{!`@+}b^7j;^eq{HV+??P$lWIZzuWLcQ
z*2t_7a$J0A%fM3F7m(V^KDjQu^c1yKWv=tuAWrZAK8CC}WzNM1T)!q6>g}^f3hb%C
z864nD0(njU&13hqcnH)9<X1u?K+U%|fnK(}HC&prPO1iE5SV8~b_n$S#N-e<s_$$9
zd&<7`6>S{U6LzGn`BZNFHs1YIix#M(=%cO;Y@l6UB+qqfd5vMCAfAIoipYpd5-8*U
z)d$lW^GUv<_?es2d9^s}Jq!X#rAoUpkJkCf{*=vu#+W`njc-U&6YQA&Rn;#I$#v=S
z6ZHS;>w+I_sh~sW1|&<kk+|Ok3Ux4J(9aIu$!bM)9=`iT_=;Vvkg;@7Il4B+QyG7f
z^}@e)Lmy<QS7iTswB?C^AT;5l6{7p+ihkcW%fBG!DQUh~W&r33Lu%4h_Qlcu^x!6u
zv({RH|67s=2p#g}Y`#c0RbD>G4UcEb`iOO?g}1z|hrhM^lEf(Y;S8UYBmC7AE+g6X
z|GCi%cOdG2KmX4DGMM{@F-D$jtB0Nj--3D@{8QU@rV#ynD7n0T_ZhpHp9dM(5E5$9
zcRgN?P^m|C!1uWJF~;ynAv-=_{H@wc`XNo?#h9ztkIM7_7i6_ns0T8O@*gIHu)yvb
zz6YZE6?gD0Jv!mBJF+%YD-G!1h|mw{cVJi5qdtod6-B-t*I`4Al4x%7F8XxE-s(Xk
zz-hO;;zwc-tiR6Vu?P>&H~aS13Zhrjyue^Ctfu;+S)bnWjf&8T*-tw~<6ob!2+$LH
ze^%XB|0x??pvLjIa+R|G?#jddv^$MntiKtCGKSn){L8X=Mp*5kt>lwN4!+ihjxG3q
zRyM#f0UkLi!34=S*p#=&&Zerz=~ToP@&X>$FMHrixy1*&>B`4TSr}MG3o7l_AaemG
z@u%L8<HAox=xO~Yn@XbA#Y+=;)O725EF3SgH{GC8iXK^i?Orwez<rAi2-PM}7;P|*
zaGVIDy@yR2VS84u-Ok<RR(q>2P_sbRv<I78`&Ksk9nWO_d?ogN>eryWqX^BSEfFGd
zxEo@TXCGQt`s5peE^|4hY2u2BdY0q1OOAB7A72*{PCK~Q|Dt`bqIQB4eSCTtSyWWY
z>%-YTJ1J`9*0>y~(>2+SZu2Y79$EjO?TkO~YW0COv)C04;*JcBRiWO$sAGC$bEX7B
zje*YFv;o^4OMiH#09GRv-VVUu20j8Ax>s@_%<(-dNoKZ<y8~Ej@DYc$tY7T#21Z`p
zF#jXp{scmWU@e|*`i8xV^oZTp?+qzmyl-rQgv_wF34;G2>bka6)wb;~i4q@)l9V8z
z_$EjcL69V0fBUSpPrGfeU9HN9I2m(<9{#SG=?Nfh=sx}`Qt{!RH!HSy1&C1=>*3Ne
za(>hLc~m&MxF%3Nsdx9qdeF}g7Jgrnlqkdh8^9Zn)p}oz+iBEp?<4779{-`Udfqsd
zf9xcAICQ>pH&KYgKf-!ex_azhhS1_8N{m81dosg`_n>i<#_=V_^nv9aGzIRrQdgJ5
z^>&&<bQL4#z#?V75Hz!eg&O4Zt@u~Ndv|4muZJF;M~JXK07iJ^>6`rsZSs2USWYx^
zEjKSvCq8}k)Z^a!S|6>?qmTw{bGz=}UKx2EdefKaI4|FLA!GHd<ldLWum7-GkcQF<
znL6F*{ysaO6~27e&-pwBkZC)y+N^Y4^4*2cAkRRFRRn6et)K39?yIIJ6K>!xNdEls
zF48G>{^a|Z*ArLGVh35jBZxj}1D(n}OKkq6GVZ<(T*a`snfikSmUeEB(OQsTp*#+U
z{(IuuYbEXgqQm&%Co<S=fMxlcQbAJpWN&YP8~dL_!VS7H;o~S>x%I#!4PF87!YA~a
z2g`mo^mCv!EDTq|d+}iMEvDsfwKD||+2<6@bekC$ztnbae`&S>249^XpB?P{Cr~(z
zNAC%(ej#6^82yE3>i0)#AXqdDoB*=@^liLuQuetOjD0_5=`Dn+M*2ske#k0)<kdT`
zvB*oTBxw1NYu`mtyUohoa1G-?Rwxyt4q{D9nZN-@q|x@_gbBg(<FIIu-6B~ygJLg9
z$*UD_=DXm6BWB1^at`g=a`Gf47efJ0Ly#TL26b>pZ69zZIbe`>hXcfyeerJ%=!jn)
z!6Iek^*iSc+Y<9DjiQl|iJtauTV~4BiM1|=c~dg@)an`xb#NEw6z@^^K)cH)kyJ#(
z{6S+1+!03$>?c|X15!cN{GAHb+mqz~i!=Je2PvcPTyN$`tfkL$?9SUGaC@2J66-vW
zEKsbx+u;WcfIx<p8VmhwtaZf0WHSn;=^npVgBnkHAvBX|URuiPfPEQLEa57EWlPc|
zXvrVGGahg*0?c759JR!C_*fEe(dUtQ632N-zmmiFV8|Z+MKC~>-o^;S#;&7PQlF%|
z=(&|Ny1EPLkn~Q0<c~$w89buw1l7Li@j@1&ai(a~9?j+%Ur7tnmR1D9S1Dtc{`@|b
zdz}xIFmW?Uo>n=P;V3wi*W9V!eWYcp-+e#e&t%=}?Gzy0Z}Ra|n17g&?>?g&2ZM!F
zgte_CeZSaOwAxtE^LUKExr`7W;oQ|4HJ!u9x|m9eeUK$UI#i13*?tpWtERTw4_rL|
zt{!I=FJT(O*-=0@(;+A2ZGH^w2&_XruV?S^%-39`>tRV^$#C*h!j{atc`7r9Rj#q&
zB<&LUd1Qf5G|ZdG=s=r|<a9?Kzb-gmlTu>~LzclMOJ+(`TuCP&`e{I9<?Y__+6hGZ
z@8>~diA&fFf8f7kJb_pEk(CCT(3M30*yhg+OMc@)^Se}buy9d$xbunA1D#e7l+ge1
zilkJNk-am!TqGTu<d;9$n{evzs^~~8)`jGYryJ~{0edAm4V)SAQ_W6>4UrQ3I_04F
zNbH-<+P4cVc2(1FQq$bCl%UQbyj)sY&Jz@epb1dgr_R+Cd_;&C&%(61Fz}`CJ0=l8
z0z2KwPTANIDN$pj0a8y0L<$RrlTwliOR77Fn13CI4_qMAjhUw#NTc?&0{O#kw^A;J
z31!P9ssVh=A3qr!CM;CR8?!w-jIn!^7v-fe?e<A;b0l%#S`cluLje?6G!U&0(O7of
zWml4j8aa{vKkP}aU{b&ua|g@?c7$YqyJe%N?CWa_lV9k#l6`l2MBn4?kAn<%d5qh|
z^C?C~!t&f?;(Kq%&PxV6QNRqB<G<YtU_QjJ9Vc~L>1epjP@{>V{Jy$<=s6~f{R+k>
zZ{~j5VP|iX`+=}F&OIG&5cVJ8rIcLO$k>L(tGx3ib?#B@#j0>=g7WTTC~Ng!-zKiz
ze0NL~1RnI9&q{g?I**7LNEUY`Jp+j0%(}00_F@0I5rMFRtC~=Tlu2^xJ(E($zj_3w
zD9DDRI=P-<hvRDIbAddpoNN2~Jv@_(_4Foj`czY-+kZWiSu*#5{8!zTawYFwvW;qe
zchIFN46%ZGkq-GV^!SHH<tX@x@W2Cpu7s%sJpHrm0Mt`=-wXd);WG_cwvAa%to4Y=
z`nMf!!vGX05hz!%PPVe5zqiSIK;9ES!^qPj+JvG`yXee2(2wAP5p>dj@lcB!arYNT
z>z(-8ARkw9nrwBue~OwA1LPk&oE=n;+JpXV5LRK>Ob$==ysB(`Yg&;jKKBxZ;b&_O
z>5A*lBCmJiMhG9Km&eZc|3gw};=jHbB%aGYK2@JP;YmUH!KV8s)0+om>+_lfj9d8a
z7S2}6Ef)wn!I*&tY7;5GQtfY~$s)OXkaw5MEE#>GkIzATD=?K#ZPF#y42pXpFLt>X
zbw8!9sLJ2``G%u$x=pQr0L4v7k1kni2D#YJ0C?kfz8m6e`KM}T+&-VcoabwKpMDY)
z<tdy&Ij#0&UyRqLhK9L70DAB{mS9k=k4NRy^;JzSn}-hffGgFWNvdGRvJjVVktJb&
z>r*e9CF=-~*&UBG8W}#zq*fmP?(cEiyBB(1t)N#bBwnkW0^FM_<wy9L21pi!w+04<
zxuM^2KjGc4P+#7g_47%#CaDvHcpUgu*uhE-HoM<J9Rt2u95c2%i&#lXJ%<O9O<^&5
zC5CNkwP|Zl^F~MwKrdhZSBqJa<cn%pzYCkhI!mM9=NlBq^5U}n9dkeK|137H=LWW9
zVb|eeLPmljFL!+S6XGu|l{0tPpmU2q5-bdeCVMR@`h90k-Ba3h#iu4r&{OB|c71(8
zh2l@60@-j?-R-l}(7#PmJcR^fw>Rze@!ps}?bDmrw&w#jppx!4F~>Z^cKUeKPr<mi
zqs0Ok6*?(}UkqY1hFAAJzJMRJEbyQq9Lb({$FmWt+3_}~b#ckxHCutyjCu3pw<xMh
zRiNDp4fT{^+tfV~tQYfH@8|8A<k}1;+MAB+>Q2_Wv<bXhwwn)>ay(rqpSl7iNmmNZ
zLIOfW&u4$>cQ0~&_KWD$*Bk_>PkNfw;8t9tCfqabs&q>5cV0iof#g$Wk^$}Y&Ce1P
zq3$00Y68+*e}KM4wxO!Ru5w`3+`s&6bo_oHlw$Kx7B~J%u2-^y&_YJHnG~rDT5;nF
z;i!M#+$Vd;(CL`P!GOosd$ZK9kN`XOD|+E~!j!N-w$+RJE&2{u%_sbuKmC;A@9HT}
zwf=Ng9uw5%<fPF0<y+SupwoV)&6wMwKbF)Rvm{awnNW~D#V0y{oE7H&r3c~SV<X1W
zRn_RFR{RAnD9cBA>7E9R8L;C~bF<|f27d7FF0Zk;1noU?b{1kkKr+H(ga$Z94l1C6
z_=tLwm_Q5?ZIa`$fa={7nr8RMp7_B;53`GbOtdsh`ItQje)m_(X|sX6Kd_HIS)sgK
zNN2LPNM2-q>}kM_EwIc$ZTXx6<Qy6h3AC7`z<eI$2QNd@duwl$DV`iKHu22TB@0@&
z)PG&LqeYdr-RfCMW%>Z-sY)h}?!%@J2Sl%yyjOC=SE#Ml7i1RW!yK&cPzLUWLXef3
z-y4d5$c$hmx_w!&tXjVy9o!v=tACyKt_}*)d%oQ-47YjcINp;M&3J7>bJ;lLCnE#Y
zi@xd(xE`1j9kv77BlL_5c^P908j6&O(!v6Ha-Y06lah0IRa;u`YM2ab7Fh1{<#u#^
zNcsX<@j;JVOQ9vr&UV6rT>aa#ssas*sc@R@X~H5}VpHiVk?)(D=9ll(LeZpB^q0{j
zCocVY%-?=y4B^gTZDa4Q&9KtJzQpECFs_$FaD}<sPkF70-WA1g`tv*Ce|=}qkU0%Q
zn{Oc%9gJR-1*gD59RUYCyhrj<lw+%xa})61k9++JmM{q5H~~zWd_<vh1Bdm~1idwf
zLj)n}?|w}yQir(lvqTaJ1q-|wFAtqEoCEA(UM`=n$~_ZK{rz$n!D8*Z;}GrG9^OWE
zQbnc5%f5zBU~1C8e$rV@>^r}FF42{?@zRNo_cEcB^I+ktgyUEfg?ZwR7^dEMx6Oir
zsJixPvV$P`TI}a1x=<$CZ`}17Eg;{bjj8=UOnYfc<>%;AXlehcuULm;aep^9UBnLz
zBEi+J&KWw{MM((G584qcFl+Yj;l_?IQMjh{;;>fB-N4PcZHWF-ig#GI?}f1?UHDJy
zTho%KH0%I*0{x>Z`_WEWbb@yzWz*mwB6RT~&~|JT9pFDq_;J#UgL@#j38C>Rd2%t~
z<WfQAN6;+a-&b>!>t&Db3b2Tz1ENNwa1EING*!BM9?Cz~PE-eteuzd8pvuPR%=8PP
z$uHAHMe~RH<U3eLtvA&fnD>8kZeH$7)_fhvC7>18z3iqR0kh1r{<kZy@PumI(875%
zFzcch<s22louj<AJV2<f5vuWJsfWAfn2$pdz2$d)`K}SZsP(!#DII$dfr3K2;f~Zv
zJwWSe5<e<|n74c7emw(1jVP@Bi^7;ds(PKhp}vK~vB7%qF@Tu!AHmy6mT^=bg37|a
z27-Ud>BI||J~iL_Y@cqvK_l2m4LW_{Ik^96<Sb5*Wqgf(F_tjd7mFqU5IKK9g3$$S
z;12C6>|g)BlUHJ7+6OF(UlC=}{=rPIH)qRVoN9Z_X+P?cjQiD76nQ32mK1b57IVxP
zze0V3{y^c|hbOQEf0uY$ieqLCe>jnIs6qJqkbR4;CHaxvyth(&O73Z$dmS#Vjzv%W
zd{M=*Mf>H69mc!kftoIX6)_x<k^HJl@l&yrbeX^H73l@)jzU?x`|sJKvpz4f2R5nL
zGt%&dtFzb8Dt|Z64wO@09rf2IdG2)`Hq(oYHk`{G(DRHh2k!ER4gbgR^zzf=K|x^`
ztj{fc@9lH;+*{x9oKnxjHxz^JlT1q#D`ygj6y!XTm^tVsla1qiL>K((hxsF;zc=E&
zWm)eJ1fVs7wUo*_Xg{~c%wkr!l%DX%+rF8NSwI9Wa<bEbD`q+ak462Zpi7Gn7$y6~
zK8N*NYrYAGo0lgG67L{%f|!NO>_CrqsI)Zx)JUwxLb~H)iUk;T6<ma)-wMHUQ+x3z
zqmm64XuzwuK}pn(Q*jbevV629UfQQ!B8@<;E@5JC9G>wme6``>I`s7ms;y9D9kCA#
zeYV%RU7i09^f#AJ9<1_EIl~Q&X#^9aLvYqhGC_P#*RppGOp5mDd}EuLe@<WI*P7P+
zyMOjlb3g8M;XFZ&Kfk48@wyl-sJREcN_?R7m_jT7SW$lO4)^boNv@rm&WGLo@K?%i
z^@n~sURObY4@k%-d;CKuM}HCF8dmapjUwlfE+v>725d}21d+RDb$9Hl+D@I==eB2N
z!59P|#CiCr=kZw+(nlPgkB_QWq6pg5UISeDB87L&7iHN}J%g4<PY(Ok+GA27dt&)D
z-5m$_0Q)6jn)mJi?GkOLBBja<e;1IFY4_cUnP~FocpDM;aSsEax5?1xVnEQ)*_Po6
zC_HI_KxtNh@7Uqj=H$Zv)9%EBzUIb|3x6hQ#DRIs(t?Xs5~Z0vF+L?$CFI!q>SK_s
zQC4CAP5XrG3mJ4SMokr!hq059m@y<n-}t#FNIosQj<sz1D!9uKTgDbAg!UP6aDOeD
zuR=mJH0&f#Nl2cce4e}$TdCTfxX$@Nv_KLTE&W+(N$g?n@bSK6P%{H5B9eFtv@P>X
z_kUV8)3U<6Y=XYWSI-zgK%R#tk0kjZ9Tb8F(@6dEiA_(V<Ze-GkVDH>KnF>ikD#-l
zdl3iPFj2ktBA*GU?~y)6QUlU;6r9OAImV)YWA@wXxB3a)>#l>p25WY~a?gN?-_&$R
zB8ky5{p~vJZ7sC!?~3aZFJCR$y}yny1s51?Cf`B#eK0cEY@i~g`)2+P@NNbLp9l7v
z$v6jNAIpT=P#{6Iu7Z#dO?~R=_Ir{v3)*+L_KROi#W&}X>pyrw8y*Bzg@}I2;25%r
z6c$VekJA`9aTQ|7OYbZEhxFU~IIy&x-eJJzc_f*;B1dVLSNJQNx9CSNrP+*?`{KPn
z?)i6z_SDINy@752Zf-a<ry1%$KG;qh1l~LToZR15NJ=;>0!B6o9~f(Q_VQp$R<WYg
zI*b!9KwSJ{a~DJUvT8}z#h=h(qn*%?ppAIg@o<<izSANy40p(H4n`@;dUf61OZn4?
z;hs3hoPGp2Q|JQYy3>y$L=eQID06c1N6<W-fXv*dB*H+0hAdu;{9jPMhPljA?v$%M
z;(qXzAXN_l*pL2MU^V?ILGuDHz7)Cg?(yc1X#qdC7CWW+Z>O|0C&C~LN8Q6=WxH0+
zT<7^)uT(u8X9g@YXB?<meOFXd+RLVS$H%vd7x@W|p>N@;@JxDzY8a{QV$Ii7dWbUA
zelYQQEZRMeZ>%f(F=E*nYMSFp4-obsMfW}F`DN8BF?1dai_ddVUtyZBYE#t)%(v#u
zSS<cP2X8_c7Eg*C@au^a6jhccbfxG6Vy332#j8Kk6L%`$+m_Ya0g@`T;919D3s%<>
zjaS#dJN0Ov83YbV-C^uG!a4IJ8uA&!6U;+q=wT0W2ehfiOV2LF&}4BnDHor2$6t80
zZ=H8;4aYfaTA1Q8o%sXl>7Mn!p5N2^z5Tya>3zal%z*}k`--6UqyKpC>LudhccrPj
z2sO14*jF)+vPI+bXDDh3TC4^>Ta|<qeSN~2fc{f1!RcYSC()=R`5bKE$++S-s^9ZP
zj<V<Q8R13lKQj3LL}E2+PiVJNeFsOZ&X3+U)brX;%$RRAz53;simFTf$KS1LNaoJD
z_cE@ls6LV3D{^yVBbYltpyedC7q3Tz&_4NcH%;DM1;czap^B|d+k{^t;4t>0y?TLq
zJ=oy;#46nhqQ9jxTn;<S@UEna#-n)BE}ik4#(EzyDilc`7&wVXAy}EXHPufO>>%(U
zkSq%qgJ8>?m`KmoBo`V|By+H$C?3dcM;m&E9pHN<6zHWu^gRh6X*dO%<gCC6<F?DL
z<Os9S#m~?$EvjF8&3oO$LvZ4zA+eX=_(2SXslvdSKj;U}@pl*at4~S{UpgKz+~MDl
z0k-f_mj3S=&d#yFXa)RqPS;6@?!t|pyVu1r_WipwZL=SM1AfgA+E!Z%FLQu?4NE)Y
z%~$<sS)$#m8nV+1%H&*H9ogyc61$(4=!@pl6()EV3y+==`kP#N(_O0Hss!jdnS#Pv
zUobza-eFoLLy(g6N-Zn3$%$R?POy$W{^E6K#tO$h0mYkcuCDaU8&0ow3=7oDV=mz#
zD&4$44@G3UJ%r9Kp%*GVjAxG|N0`YEA@%pibCb->ZMqk;fWWJv3a}+$A(<~U`fL-)
z7k|D@#!<&|{B!kV6&>LG{BL@C!vfU^_C~`m7;C6PSDl=0S?E4K^hZ;@a`~ZG=^$1}
zw~9$_-}$b$9IqQLBvMQ`H#)_0GH1Qsy~KLV4xEGt?(PmBN22JI+REs1h0kPsN;a2E
ze(WXbAg4>O_a6;&bG#;DI9_Ab3!hn2v619wkPH4JLv)-;RQTsR*-!BAo88||nf=K+
z<Ifn4l@7|f=$^Y@@oN_FHPoVqsIN}p+Yo71J~?c6!s~L^&Pv?8;b<VMBSdk+JavdG
ziv}d_C}D?^uArntB8#l4f73*eq^0wUhdjUTEK*YKwWI88h3qLKH=^619kx~;D6zH^
zsAL@?J_;9@n!HO7FQ<@e<ozZ~Mn2>}_>%hf%L@)}Fm+M(pv0WXwz$IXq$5%7#wLa4
z5vGp#Rh;lss+t~yoOk_G9ab4b1=>;7&+P4%r>0Pm3i&_8g?0mrHvrpU$X<(*L7t5B
z-3S7;%7Ri?ik-Gp9!MhLec|WjlUHGCfwZm-jEhyVO{~NUPp(7uO@caI6nok@?B;X>
za`W!N6Dw|^0~<cm=Td2qpgd<;BumD4-^os|{7o6Ju7u12!`ve|E$3}}chB2%9$=7D
z!JptdSM~#$nWEijsF@Y&uY8UmHIP)zqW5ZaOWr-X@@*ORD{{aND<yxzO=4H85NQ}(
zU#_;Dhg_gA@fBLao1ulgFJk;|LQFmO!YKNqIS^gxJ}{8!+|Kj;bKU=DO$U<Ey!bGO
z4U$;tcMZhG^jPCbgGqF8*259*tbUO!wI@Bp2Ffuj^zatl$v)ZLeXZBeL_uBddGpWY
z)A3fIyxRcJ_Uh^3Z^xf-16UhCVcbMm$O)Ivq|kXhcHlLVijoq=ne2~8d`1aQKd(b*
zavQe3>Ly(qDEHIid%{PfqkIRC2c!Iaogco-iycU2Rl-6$_pv^p?_NB7mB&#!P_pdo
z0UB~>6ZL-gXfB23^Hy4Kr;ca~X~u=Qc9+is1Sz?5Ca(pxGEsKx=~$ajM>2eHXm_sl
znGQR)X{5trNBO&VQN8<o2s+IeXt0$K2URWbuZ697v&4Izq5aJOu{Iuj(RZV=Tuu9)
zsN2%MzsUn!ud&MyjUg<(#H_ZNh7I>Nfz;4R9`)#e&Thm`ZIpN8u1^8+Kv3A*7kRoy
zQL{_WdPwZpq$Zl|^DS8T)O@3AtA8v~g$V0cygoWnV-NZs<_CS&*#!{yp7g4s{SP#O
z+_a!IBe5+4Fw&&t<u(lKpKnwrUn=XZnHerfssD%+MALN`<NE$E9qtSSZ0_oz(^uIF
zhEs@h@w(zW#Fy=fUoVF$ZFy(FKr-s1f(*+>*A4fcOO|z?kiNfRX}>xCJ2qwEQojkt
ztU)V;0F~82AU3g-=Nr6zdi~!_9_|5n_Wa!+lEz8GI;`m(tc7sf&sJ-hdmdu!tEgFw
z6vJ8x1=Ndu2_fxg6gdU}H$?ypoNRV&$V0ioNz28otO*trt)J_nH{URJ`16_Usa*co
zF6Iun+BD%OfcbQ(HxhFys{_pl_~mO*Qs<9MauP8%g!)P%7$j-%!=Z>A<a=`VJ3Pa3
zG1-F>N-9Zm&hm%*;a{?x;ixL0`{UmUa8y$|rUg`BY55%RCav&Np;k*o@9krXeVKgD
zrP&pczjopNGw_uCiJ*mI^hHWI=1{m0i{cFFz~exXE6&}D{edJdY&Pt_4tr_Hb@a?(
z;A8yhy`f@}j!uM!f;R<s-S3bbc_o7rB794KMZV9xhg*u42IUJlex1*aFl)Ql-bp@h
zJk>Np2x!a9h0EirSN=`X&f$J<4B6+`x5uZI8WePlBXr~)vgyXet2TX+kmZ7d$-$c>
zCLJfpt`36DJGUumuoZzdgRvLZ(yI_RQw$&sfOd<Zab9_~(QU;uygw=XWO_y4?A?!L
zA}sW3db27Hz}T~2n<xTM@{NQMFCUX<!#$Y<I;BSdGueJiC*jhu)X&FWhVcb^XF%N`
zXClpig39mqE}|QDRwcjoj%WksZ?dn4E0nuuvbeia5H<Ur!#Ly6zQ`_8Usigzv-~z(
zKX6I;<KpIdI+8^~*wt6er}64*FRB;Bw}o6zM;DDRt)gkTu%)n_$5MEmLACvTJn=1B
ze~8k<R65QuLh);ye9dS6X1x#XwB+BqaGbjY*fUO7w0rIuc-KJ&3Ig6WFvX9;>NB$S
ze_%gM;t_M-!{U}fHAmrXiDvd%s|UuCY;rHocvjHn7Fy88gFkfWU;AT5)D*eH8Y7nA
zzhAF{N0j<2CXD%CT>8iuIybMya!<>PJOnN#XOPPrV3~oP@c;OSy^!H@1)ia7q@!nV
zDspmm+-z6)9s9!&)<lZ~I+zO&^G6Yvp0r$&e~(HWJ$<p|gJ7^DD@^xphQ5V!!Pp&&
z$g1y0p|PQ6Kl#%CyI_P@*5Sooh8Zfv`sGOk>A8EAKApADe}s4?uHS%Mzf`h1+5o$F
zA6!RY_g^yoXdVKCeU$>y;?EbpcMBUwMLt>8J-jRT4lQ`LAS1_dR%rWT379loV*gH}
z@{D#W1py2XPNC67$Sgy~nPk3JL6Lr^ns<yGK%Cm^Oy@4c-kf}Qan{CCRzKzO$L#)$
zZ1yAlGOu?zk|O}vp#U&|lYRi3e8F`st;?XisM`y}YwqNSf9Ji20yWwRP&@oWlxtrn
zk-)Sc_=)-?Hh4azZQ!{EveUc@6Zimqk@f!Xb8Eh2gyb?ICX>rK;izKS-*zXX{#k`w
z{;Qrk<(df*1KtE4Xo+5H<)SYd)TxXsgJ_f1rFDOz7LYKSAVC_gBaWJo4HZ&77u*gw
zP<V}i5(m23=42n*N4|PF(!a6vCH;^0eazL!{<n%OE1@rb<NaY96v#n=n+5mQAUA(j
z3kjS+gr>v)j{hJxua9@bWVaq^A*J*EONd%HVb|V{OkR#)PeGQ51ez3bDybWYu<Tk+
z4356;+&$!yNggNNI(-Mo<^8L2ta6};xU)3x^qhNW@B)3IxXn)R*Mb^OC;<&sd;{5#
z@a>jrk{@Ra-T~hc&mnaImtU`;JPOGC(UXBl5`1Ypm;1e6V7N`<l{_rXc^?;wsa}+l
zXym+LtJ~#Q;rEc0{Woq47V}J}yZ=6FB;KwTC;5i?Ri_s#C54zs&#HSNZO$QVEM=8s
zpld655^Nx8$<QwAxoW*~m7%rQokio=42vU5_TZ}srq|JhOQsnZUGO&fj`e3|X73@}
zzkR9vgp2zp4dYwYCDf+lexuc<TVxTGS6SXcs1ONEHiof0z8L3j9#ppaN|#P#y=x)6
zo_guKa&N`J-ouFW=Ea_Ik~Sh0cJ{SrQS9td{=(+>3`bUb`*^U{yL9CN*m0Z{Uxd2)
z&ZHD`EACwnbs#JvAYuBu?5j?PP4Nit%FhUGUWMPj5>d~Da}D)^)Na8??2od~bXcCh
z){kmlB@}2b!9xRq-A~OOclJsCp?{|7^8K*>ioYbr_jk<U<Sy>;1b^Fm+#hXt`PGV7
z%#?gO`%QN%<4djBC(S71pIV-r@>Fbs!_2+mW8|0}MPU}8O$U(mwJ?OZF5ndO(&~Dz
z6GPx@S&((OFUZtyu=wHU_NVF|0%*4!!``>Or*=|?!p2za__ZKFDBY-Y3_-e%UF!Av
zu0QNjjT9eTD8!mvp-PkDhCLl%Pr;@N0{am@=03dz^2si)O?y2g$7)}4()ysUXzQFY
zQv(*EhV!z+&elWJ&}K8X&T=K{&o&rmB@BwhT)QjtC!1$EP5N=`J#>|Wdwe*Gtv^nh
z=W$-N!4OkIL5HRgwn|YK&)%Y4Od#xZ3W6)b@PI6JQ?m{bfOeuN6ePX2>wF6s<#t4K
zcRrl2?7liskbBajs*cmyIey`P=IBo7zLvstVpTc{#YQ7kW<(KC`jV22W`{Sb;1~Sk
zkX31ykZ4She$!txPGjR%KBW-CKvZk2qMuwTv{SU3GcCaz!9Q(|z$`}Bk%9+JP`FTw
zyVzJZ;I)^>NN9$9?jnt-NW59&qT*W0Iv|uwS1Nab0tF1b7{!$_2Ul$_QP;*%#6PwV
zHr>Z5do{Q}`5IiZnb2)G%l5;CJ-`9Q-yxA<sDe*00ex*@xf_2+Y)#QUVg+cq?mYuG
zrrwDcH@Jv)fMoRT=Xr)sCLDhC;sTw0hMuh`goK2cfbo1wB{+1zMXb#y?)bUYZb&!P
zLwl?P|8h{#_I#^}=63RpagdhWclW5d#43w?<7|L{_%BLzE{WML)D(1A%nPk6rk@-J
z^`<&7yiHLZWq+QmQ35CRgE&RXciX|g+mye`ekCV_z6Oln93k3I-$@<p%MZPFm!>db
z(%pTJ#bTbWygE^>H2##_fV-PY6AVPHlO9-!VSsbeKdK5NSE(1*2<PT=0Wz$UAoy{X
zG;{Z?p%ZJ{LlxhTDT@xwM;hqu#57bII<Sje1iC#oMk$e8&JU$Kgd86;^a{G;`ZC|a
zv{$9~J9+{DGKo2i%r{ZlC9YIm9ya_pFyR~A8tEzN<Gd_S1H!}W+hGTJGuWdN22qtc
z?gSNWG2tpdxTq0~y_qMkt?{$kO~(0a{-C&-KZoggR-vaZ1|Kt$V+kl@?}Gjhwil>t
z<C$?*Kr(bECFiN-s|+G)0m@&f(V5EUHS4G$+Y03J><DD8$9<%0FuoV47zH^VMQQ-m
z+8<JzOjzT1M)rN=L|!t97N`={WLFuNcTl6N(I)+^<DdreTAV80gfs4Yzb4qf;+M<q
zb9i=f7bK{Ii<u4MQhmY5{069se&nsLJPt}L*`<ToDFIO!$-^e%NX0Vv+V!uSR5<%*
z4>p-7ZRUgdbnpERb9a1&7gMX`A0|_Zhs#g;UI&IR29gxKpr<zBruwWtuaGlsz;JrP
zmFuU@CcMqaD&HQ)&)p?~phLhYd)~;IdjZf1K}S4sWaq2jT`%wM{4yx%j;&a_h;j0J
zpiyFqLz(-K9-;rhhPy=oXH3mQ4AP><8BC+-6QPwa>K(wYXG?x+BGjE+Sx{E!&vBO@
zct?EPKBxy(br<Lv3Lp0AKiwSKS8(?*M?Hg16=ULvV08cM=iqeYWLTZVf}KW(&4$-+
z2tm6ugG@u)wdasU1NN5Cb~mG3(k4wqLKTWo;vH|trw&N+tx#quI$58K?Sfhs5|sl$
z#F+i(<q|$}sa7sW8KhnU1$?s12ZWC=Ls_+QJ+W&FHF>;KkGsQftwY}g19zD;1^jsb
zD?eEt1`V>@)5@adu|x$!708ILw+SqwTDSQR)n(B$&G$j-eC15rfweqlkhv%?;EYTz
zOD>6Pe-Y=@wwR9%u^$UPW>`4yp4a}-leb215uyKQv?3(p`o;^~mnh@P*FsH-#Hoz6
zwww6tpUA>3BC{-K-nl*U-86d{<^7igKriu(@#>)_cZYDM-PPyQE`K%pc9|Z|1=fsz
z*)PdGwIDpgBJJ+=Axy-4To!OI!R;G+#LTJPNni+*`VjxDU}Jb44DsC#cyqc7%l^;%
z@08_AR(?JAUK*uW_a7W)3(q-dB=L>sA=nGv)w~mbT4R9jBpcV1Yp@X2zLCnFW!yV>
zX?TOExitR$9ovV;BDd?+k24jLF&qyj56pGKQ(&y?{HRKdD1w8wI|knTz!Noc)|~WC
zN&NlIdr@pXZI<2UjraApR7Fb28`=r70Ykq9XULbYRl7iTU{rsusPoR(v$Z4W16O+0
z%sa%ZvffG*5nXG%_G1hM_ZL6Uuuz@cFJVPVm-$o;4O{)7h4WOh&%sc*wwia}hA=t_
zh)3gG&k4NMh6&F8f$^=Rur?>$m)e|Lpi7U?X?3MU%#xptY4+akmEOjHWE!1(lAoVD
zN@Q&2{;3q%CG0#Xj6T$tZotfSZwMp|`~;bxE>GGmRe0H2W4QPLrHNU(`h%DHar|pU
zu0QEkW&zVZuIw8sC@Wd|y+f{j+)xjug}-kHFpbO(2@Hvd={g?hH99ljT@oS(PMm_{
ze}izXX`%uXPAT#Sjih~Ere<SM=ro!@yTI^Za+y^kdv+?m^*j3VmUfIbypGQ^Ty=&y
z>%WIDiI&ny=IB~`fOyE<9kT|V*6b=U7|$?CmyY^a4GW_%LwkH<%J-SC<M;;L1tL2<
zu+gNTRgZi5*K+t6nqb5m>`~SIdTAozer#Bv31PdeLjm&f_|=ADv8h#2?=|H1*nIkf
zc$QHKUVpVLF%TcY%a!yM&e*5zPRq>4p(@@{JlqUndI5qDc$4bY<n!XMU~a>!1F%*8
z&((;;;0K(5rCvuTeD}ii_=GDTc@ps%zg(b;Ug%GVlAi$XR6SiR3&#@p{%yGsBZ|=M
z;MQuo?7k`8WADRTTKdnHOmHYU^4bWmlcb2Z*AK+sl~sdZQ$ZX4TUSf*y(UMX5cjXE
z>;Rz&7uZ#Hca7)_^(j&;XxE4Qe$GIY_1o(i>77*a{w^Bp-MD}P^MTS>V!el&h-_(a
z;r8LG8h8VBeD!ZQiv!U0;(=?-u=%#|T8u8qq*!UU!C|5-MfbtN<4C1d{mPI0YlWfi
z)|eX!)OO@9Nue*hsMtmG^$nOIY<glg%r5zb)0y8V6*(Lo{IbdQMczL9lr>o85_bYP
zTC76UV=fft_KdKJ$Yd>`=gQ@uE79soDkf}d1{akQ*;qCG9(r45XwQomf&TIpVWk4h
zwANXCvkBkBAe#4*bGe=2V@S2P1E*ELn%$uQ2>5wxez3Hx?j!)2-~?t*N0^~}uaOMl
zgO(0(uRbH??`qLTnW7FDLsx=g_{S+2P!cSo9*|ie-NO0<ui-0S$gg*gZlpy~P!KRp
z#@Fr9$II14OLOEyA1SBbLOobUNbjr<Te6%n@9d-Es?=2vj!(d4@dQaFp`?AW+&&Zb
zZ{N!;e@=K9f6bIa`Eo&DfRj3=auJq`62H^N`y82>)?eK)_yWTWOpv2QVRdOi4+{LF
zw>JUMaoerMxh;y@H&nc%7{CfoIq5<HH*<I`4=0DAxPt*I=D}p$y1f|?6Vu5Tg-%ZJ
zc)iF}RU?5{bQJmxqn<t5I5=GDPoF|$og@dfkES6pd)6QU51EUj7b`|6-u6}2oD4iQ
zWbuUWHNFEu{d@~Z5S~)9O*{j+)U$7uzt>^Ui<lC0O_5#)Bd%L2|MM}~WCh*}q*7zL
z@0hb@W^U1Vd55$iYQHD+T=jRw0#tiV$ssSgm3cMxI;oOB($YfB82(Lr*HP{~Tsy|!
zC_MRR^<p>e3~d^zt5gO6ut+p$hh8wDvp*OspG5j0|4o@eire)~KTI8F@ELfH;F4jF
zX;@282Xd0uo5}oq3qa@mgFmGi%^(;d{!ShF(=<y!Y_xlt2GJvb7jvpf37umnl#;C3
zeOWk}oOH(=SXfCEwZ~uJEs5aTPkNavP|mC)VYms<=W@#v1la0*r9UPph73UE|90}9
zmDjm&4OrLiNR)o>zVG~N6ez%9q;Y@uJm%9%aCl|xE2SzjiA2Kjady<7UVTN@XM8D~
z`gK(@pCLs>nkbnRM%J?n=nPKhMy{+t;2~?koy<#1=Bp8l39=sg%bxx`XiZk96;VJH
zS}`{Bgqlly^7i8%*||ig(@g(Fd)7MpukW1?<O)q&sCNTme~w1xpELY^v$HZ-Gc=DP
zfEBFk{>&F2E`OJeJhG5uU}_cqUvdqgdmsRE_Y2w!^vB_+Ri&Z9Vp#A58gRQ)*<)u5
zjYqzTl{H-dDWXMvv)F@WlvfUd^Jt-pCyYX-N@3Ky_5!xuw`3j0H&ZgwYWqv(fZd(H
zJfpnTizbJ1t?B5mNc(}=_MvrvEO>ow?5kUm0%Vi6Ddt?w{xR)b4N)#pyyV<8M{gVE
zf`C~oyJI^E2CbeYCtzBT=Mql2Rp}3C$~0M|_(*oQD+^ZuaBk@Auro9P1)(HR$EgJh
z!!IoQqWth6i*gs{{a~NcQg^u!I{>zbopQe=yE7YG`FC;fD4CaF3mdQ6--N(cvB5~c
zQa<|Aga$tN5#OM0GRf0)_ouQ~V3>qgO?Ibu3KK}rD`^K~o(nxrk^g+Qo44~AhLwA?
zq5!0*g#q3;c$;0cb@ylc73{Ycn^lq$zlHa`Xoc~3{@Bv}b9B$FW*$x{TI{~RS;r;M
zPhi`&qQAry521IH8WDxtVRi2RbL9RONuYhWmdh@#Pzm!;To6Dskg8-S_90N`n_l~H
zmS&3%05&?ebDzXj0BIuAy@}bvBnK0WfSm!gRk0UGQ9?hnxk3zUuRz@uo<20rhwU8h
z{u<@g?g=pB%jC#{*(ka_G0$QD@s#UoU6?;n9p-k*HfqU896D*Hh@!FRhgE$P)oH&a
z-0M$R?EL%2Fp=|1)3x1A-OMkS%NI<Yq{eLOrMvcdE$c5}>LJAJ@AK{v&kp^Gkw^}E
z(R)9r@jI-gm$LTd<__&s&VLl0->tqqd6z!z7!mBkM+v&eb3G$+MC%q_p#92a@0Ap}
zQp<aeKZ#oy81QfFonc;c^Dbo#VIU&nk=%3|<IQnO3cvpICiwfzuwyviCzMQg{$3Ro
z`lxmCIh>g6a8Sp`;Tn_2@9`p~%WffEp6JlsWv>~ECurm$jne;QtMCA2yR`iQ$))z7
zFYXWF<j+g-@zH)f-PY=9oBS)J%R1;<2oOn2H_pCQ88jGfU#T$jdZ#53Zwzn@xMXuc
z8$I6nbY8q%?8r5EUuoUi6dA_8{@=HMea71hGWm5J<{nR_{Q$drZnH`C8!;uGqiF;l
zr5%plW^!SIU*ELyRq1Sx^h&GN;brE?S#H1GIfb8^+sLlg4fJ6od&++P3MuS<su{@x
zOWIU8h)e%NBP9JmV{>MyluA0i+ti(Ql+=4o9wV~j0oZtZRkUVNz8JTF`HBrg8W)4q
zv%XEUokwjS5P5)YJCyraI3qtNb4n1`HK1Xz*tD2zyvpPD#4Zm{<rBeMa0}E+#QRwY
zZxnrm%53o`_41W5S?{OwpFIye)*Pvh20fO17y>>3Sdnkio86`xQzaJar%C~~?sUA@
zS9XwgyJXs7*VLjvRTc9Gs;h!OSy)m!;JQAYt9J2xb~ql#D-QA&!FmaPONqqZBg(h!
zskpD0)Bef99z<|Og`f=T-vh5Pw_;W}%l-U}g4d;ornW#!V94waOSXYx>rr|3(H~xz
zeN-6@UoR$wVsKs78?D*opeznMXQr{K(Ce4e%AA>2I^!@j_&i4dV^48jD3!Vv(5=1>
za5lH8V1gm|_dpTu06C91=4$F+Rm1j+xUzR=cKL}EaCh$cg@SJNl=y-o={AcVE;8JR
z)8R;d{7y}U4&C2iJRXc0l|vGo)^=EgSMGwZIQxNA?B)IdM;9IMk}^;07ojn5E)u=U
zj8}Q5Aq-OQT^pJl9eD^xKVA^jdzwcvje_NR0zs=Cyl{3-Sf!XPVyk-{lZ0)eMPfgT
zbf|Is8cHEJWj=51!6G}2DAT{*)!iU0Se5!f=YZDtEZc;KoLVn@cRIrar0TNPl)xD<
zDDM?Oljp#8GY>4xx!RrA8!XyBH>Hej?;E5{dFnK5nCOfbBlJ|4r{5SGk1W1J>CiXb
z&>ZG@g#Ym|wgL@uv+VBnNQ}2NI*%Zzr@BAeT)P58xcjXMB}6O^_$#+ioQ%KxZFvd`
zEz*MwA35TtI6X+yFotI547#kqpu<pv>1o4_<oW?{Z%yulJ%7f2?#-iep)~bF?+i#(
zdQYy63lS0Se%{^GtX#zaXi7YbtXcPS-?n`=CrR@^m+$O##>>~uf;B}IWaa$*llI}b
zE9xPWRv!tQ2#dhujOddBn>aJzldNk4e#K6%VTigpV6a{n(!e5VP4VS*_xsK7{bKXS
z%je*94D<)aR|btkJcfZI&w-pe@hIKmmFcYJ2`T?QfNIwG68dRZdqbo1g)(J=oUqx2
z8}Ky5`?ec$>!}ZU;gFBBKIBhvxv?#HQ!BaQ4tYU3@dN%r;)!;ArlGxK4Cj5)r)i1?
z8qgV<BtP1pal1x-dlRBvTyD{+yuN<~Qb#NZrIEvips}~eRqvv*78b)C*ye=5DUt60
zPLp^;$!)5+e|w~P(5~Wpp)7U^(Y5@MYttTXXLKTiGgh`{(Q;kef&kI2G8I{xXe@Dh
z0R`=^T~R|Y<XkO+=!}O7n-1sn5E&5JlhoThJZt_;;swIRTJ4S{om{vk*A1jD+UxMQ
zcA1<mkCXIL?~58MLUvA$JIE=JHV62z{43OdujHuaAbJ4a9Y61>3^X>Yr&4_ki?45p
z6M46C{D}rvR{f*x-?YiAtVF#rV<DfX-N@&>oaXM9UvF~NXm`u@uV+O!vxLT+Zw?tX
z*<cwo0BA|xxhHvdy8-)uCtdCf{z_P9N4!8$g<p5c_e54)B%I9WF5h^v6XULq`5n5q
z^tlTs;FH7vlvU+aCL>z7*6l9MBdfv06^|9G;$jX_bpIfmU!&F6paUDrYOr9Zi`(4I
z-eY^f_XVahekgkmKR@{yXz%k$j<5xyVc7<6zO^5Jy=Pe_`}k?$5&$fyFp1aG-4TLU
zFq_b%A^w}1u@AJ4?WTzfJh;=`R)A*!or2oESs+{5d@gu%umLk)<Sn6lffi$WU5oM@
zJ(XS*mb1Ydy;X-#HPzKU8*r*68??Cx@g4EeKRxMS6fIWTRQd^z-XdB+*WHy%%L(A2
zU!#0)ycB8LK^@JzH&f4KE!eTwFAu?!0#YQXwar(o=+LHR;_V(CmHFhOvO%W#&NQyn
zk>EilL+pTtgH;LsAhsAbG7XHTiMxu$aJ(4HPsAHgH0K|iUUXIv8$cGM-xKij>W97|
zRBrb3$#FitOaB79%r~-rLTxSekCPy+2yfaDy~*ouz^5BSE*Fo4J&TZf{Jt3qAyDF;
zW4w<7A1)M9E_^+J(;qO4CCk7xnFTiYq%7Jdx!naG)D_S<s#86s8Hb5LX%p(sPvZFv
zw|fniZH;2W*}2%c8^AU8(V1s~qG(+JP=a5f9M<0Vez5gCf{Ap^Vo)8Nkxrp_8!s*Z
z<0dYgwV%%q=SvphIX-SolhhxK2=rST`i8_lV3GaiC>$R9wm1;wb;_kM9SEXh0>n3)
z;lotikz6Oz?b^VwSTrn6VDRT(17oL?K$eT&TWij6OordUrDBb<ZdSqb#wq%rW(GdK
z#JEeoq!5*Tm-0HiWjEQYR_wnHB*2#116LRN$po}vkZuUvW-gDEr;t|nLwnvwcc26z
zHxADgD}g7Q+>-j}Q0&-uH)nX(+CaQaN8{y+v9`L-6D0(@=zS7*wczP=hZQGK?LJ`{
z8~i>}fxXnt&x8q{!mrSc6U5WheZqIs<L3o-RQ6o8Bs>J~qY^~pF35j8e^mt??9BI<
zTa@Hm#!8B}>e&yFaCj(rRpTMx=jTCAQPe$|_Qu)x9+F1h5(E!W1~rE?I=hUdru~Le
zoIlrCOR3$1&B389Xh&@l(}YFSIBD#IQ@ZZ>MsMZ*+26hCTatbANOT!Mb%Tzbc!<u{
z#AQGK!oAx2I)NIiPPn&_#j-`*$af3La2@k_qYr{JNI|LWUH^L0Qmx$^4_UkheZ#0<
zDf-^Z@KRTY`-A$u^27BKt%p<|PS*SpRcFWC<}b~r5N!*lUmd^iZ2jTnzyl_bCzAww
zsp^|~>0Bn*?)ye&9|PZyGgJ`dfN7elCz1!bAT7tcych8eXboI4t1@CLhiB>AsS^Mk
z>1?Zd+lU`y`^8z3YQ9VsCYmRX(&j5UZ>O)g2Py=?VuMvl+XR#YI7GJFx$OhW!=M{A
zH1{WOI^}m7BTU^h^#hc67_t>6?XMobeWSWik8t-Z1Kl6l4S7|8jxQ*QsGUCA&@VF{
zi|<rI(<xGpVScCB5&Z6V<X~t_>!#=~;5ewi6_^C7m=rd#K6^h24<=?vILaa^K%qy=
zH+@0q%s=d@NU7o0ctGFXOe<-GqD6*H1Ktl7jiL;4=+S&>NiX07JDswxiKwtN&u;{=
zxjIaF3x4~{n|C+y30@#_u=K}$^d=v-dl_-?ty}{7Rzbn|>>B1h_PxmBK4hURbNXO1
zy;{ZQq<;%?omJVHg~u?bZ`Pb$3nT&>w7dQ34%@#UcH{4)c6h4x){^sw9MkO~8D;>w
zf*ee>3+)2Sor`C+G3a#EzsuwKERqqqrpNA~m$c8$A_S(}<pCue=-u)a2^GaV82RRJ
z<9rI~@3XsHhAJ1&LO|<HHbysi{pcInjz1nb{f`*kEkoUkUPTlCHlYcD9&}$m7vqNp
zVmSDW2)SEW0LQQPb_B9-T*vV!9Jop^vOE(<w2EevvNsRfpy!CcYw^KKFSnDTYj7jb
z#_?dk#M4|C82`2q5x|=&-wdp~CydVx5?Uj263*XBg5HmIhIR?8)P|ZmS-R*_<W36A
z*g0TM7>&()dTMmoY9J@L|4ijwhvyO{V`=fnuRI4m>0TUE;|4!0uHtXOCjw$!c>`e!
z&lI3inGe84<0=eDP$Ue4vvohw3>=|AiNGzdMSdU2FL+ydVBrnX-*~>!eB;F1Ev+p!
z=IrN7!?i=Z5C&O1H?YhD2z$Wn<pwP;n9=2|4{>aLwQRf!nM}<j2&W*Wk{PvrzH-qp
zPy`dHU4Dr?_-pMQTd-TD=E))|<H28(8vOhw1lFk^e7$H`^|_sd^8mG6u2YAHmQwvJ
z!{d}<KFcu%9oXLc^XEn{v8M0Dr&7*;DK9{s6JB>ZAYf|0;xOM_DNrKbx;u6Zb#jPj
z(_6j&l5n3LW0^JwDEy2|NRn2L!~*pQQondbyMLnDgXdBZ3@Okwv7WI2U%9ia+|KQj
z#r8mQ-7MhqYe<D_i^LLOYij}M7Pv#mNbgTvAP!0wQXoabIkZ>EY4Jwm-tK@I#qUvl
zbv+5I^*2D<XE;osESe4@|4ubD1q!lV9O>*eXcc>6S^O3H%4N6zOs~6m%zdJ(A^|EU
zQ|JRZ)gzO4+=gX&S?m{6w|geF4S0y-LF|E<ywP+@x~;&z$cl#Cx;=&u&8ND@lNuG8
zq_DrbU%7EfhGWXZV{^0Bk_u8Zf@EE+c5Kl@mtr|dD$5JtTf*FXcM$@(N*v>}eWg#*
zzO^wfzZ+PC7nelr^3wf`B>`2Cy``TI!>oqivTx-(`Hz?SZFa5xC)EZW>*$1q01US{
zzV!3-7a$1V0%CFr+Puj<B^3+ir@x;DiD?ncR6`5)5Zi^E`}dbMOwhhh4+rulx$f`2
z)y(YvHn#je9@|I1+^8^=QPJ8{cpxr(g4P~z5^zC`XLyAhBS<p<ppT*W$vVKOPtSUH
z4sM3~Xy)VFd{_m80jh0?$tK<3cNjlARdZ{z5pq<-F`m+ErZu?F5gZOv1A^#-v@t7o
zXG;<D<+L2f)2HYmN~#D2L_p5#(;}{wD+leA9sIA`0L-x?2a!E+enlj=E$zYUt58LF
z3h>)`oZ`3HoT00?G)dlO6MYs%t3H-jc(G8A=t4!C8lIjlNM6!&gAFOB<uK{YTiEex
z8OmH|AeWj2Icx{U%Jpt|R)_bP71@;~>4r1qx37IH;pX{kVRwg{^rI(qr`2;$pPRAY
zy+H59(EYo=cfdY5BJ9>IcZ35OjuXj`XPsid_eYpU-=I$#5y{jYztr#j&AMUjYw#dD
zdEw!*=*b=s{(D;=aVxij=H1OaD>8?Ul?2~<W)JOOM~IE8*P|vHo_~{M*ls9W#22jI
zkYHxp&gO)Fn_m>e)hFZ3&lAHxxPNS@krS|RqVgkN@D6a3U;WZ%TS%}qM`nZP(mXCJ
zk5QS+ekmY}4-Nc@iE-wxO!`r>*%~$&Q0i(=S+(t?cYeA9mY(PWn<a<$esd0f>pAwa
zzmiJcbiWz6!_F;))21cpi#Sis7^M|iV0;=b>r?J-{9bXt<;|UQzgNZ=K03x)_d9lg
zw0z2-F<@J(Hz)c*gbG&OBUdeB>mF6*ou+$yiX$H{@b0mco*gH+V&%9E)@SxxjbDP-
zdh^_V+x7rusUYqD1R&H?Eln)<xS!$V2SO=ZaYcZO2a!J8h4d-kj{81iK9mJ_k!unz
zFe=y6qvBK4PxSxZ^0a==@Y|a%a6y{vWDO*eVQT?4={L{ISxb)M8Y&m~7X~kcmsw-p
zj()?3>o~_YeeODE@N_&3ZNKaO!cO!QKR2M2%hE9Qq0>TndUkH>Y>=WgP^K0<S!8hk
z%@V;=uq3qT`I*2t5+Dvj@$q%$RazpkblZf0;hMAUESK<c-3{lcybbwHOwmR`GMiGN
zQ)Am9&Fa)YC1>D*0C2IG=ve!&x)@NgyJ(@a7bpiZd$#`}#z-eBa7(^`%!k3uz=sp?
zR&)?aj-$+V{Sgi?x$Tn)=)vU~!nx;~KLE{<QofVTHfU;?p`Sj&k|NuYid9-igbaPI
ze&I^i_wRceE+d>+Rb92!=??XYO77u2w|;?O!vl`A^WGOW(<eu}J1em1RsZl7F|~J}
zT*v(`7Y@ToM*5j-YgisoZmB4HhX4pC<A7Jt$XC}=m`rV!11aic_ngu9+qs^tiVH;V
zjm_9sX-RdykiPE3l`5!@+5n8~$8udBDH>`Wds*VgZi4{;3|=~FobC=@7E?PIS&WBU
z{t72RE|kf%By(G1^Pth9d*p;TR9++2t5m0t#!9Xw6H)8@8Nh4Zm6?pbf5qwAGlVWX
zSFVo}lSB7fNrW!)$hb}S9rIUv`9{H5S75;%+g2VGB?kV&aBd@d(DY3Clc56fZL%OG
zCY@ks{)8ru0Q+qmqw3$umkzgqFO_{WbdX}rA6Vhc39<^p?JRwsfE!ja*&kd7^5aHe
zS&%0%#5|4X&mWRww&e~szPtdQt_z*Bs%AV|hT&uim9qN<KJkcCt21%&>a%hL6g(An
zwE~Ze0@blLVmZicKD@i_mGh79T1zuWbb~k|U#4+SYcAL?{Z`kV-%zBR-}&E8m@Vkl
z^`J^D2|q1nrh?4dZOg1eI#51gh(s536g-v*TBNVenuzMg<3m^J`WC6vzEoJ?86sm0
z?`s<pkg|5_CoVDhSBx{#+-t5Gp>g?+`zGN7&8~Jc5w6nGl(v`)eABU4%WmH|yLnbI
zDk=~6=q7@~UFh%hGiFRmfnt$zPZ;Tn>c-xV);xXLcnhXSKMr4I+%XV^tf2OYSA{5d
zN<tutkK3h49RGR2{Ovox3x>UlHA>Y!8`J0A1jE3z#vp(FA4^x-rySddzfvOf(vl>y
z6YngEEXmHNzYlZWzvp`9o|%Tkx%`)7`NQu0Vk28lb+b>#)8TannueqNXS0W0p!We-
z2_fWBAIo`qVCcNNeR%A_7%;ljkKR8uUmRVCTbEf5YwKTYcszQZ6S2XWwnUCv1nHIU
zt1CCo1e_y}?j$~7SMjO$33`m4lg$_Ms+UAr6u<kikAeRe;O^=@<d+xEsjb!AlYIG(
zIDS`xzOwL`)!xT(N}GKK(_xi+8ka$UO$H)2Hc4}uiDzbxp=B<(BN8w*l_V<z3U~Xp
zYtQ%BW2r9+<>-gl$kdf2+-I?Q*ay?*NYCFEBuDzMLrya_|1<Ye9Ua~L3yVf2<{M}v
z_+lvGajyp;AiRBl>mE^nIm(FpZd1#Lj_Tgf{{2!vhVEq!c6P)~(N93<AG$hCkLm&4
zX&W>-4!S%7BtrYSG=FJmd_S<?ghDr{>T`Tt5I#zON+FB!LyY2Qc2`-R#Ln=g$ZIt5
z*<az1w$wETKrIt3I!D&u-_rwA*4Y`o*k=~p-lA|uiT`!Gea^l;VY^nDd;^;uNcR1L
zHL>q7FF`8=G!$>y<vk`iZ=gaW36Zp;KJi_39gcf)w~?TUdM{|?oZ9Nf!-9$clJW!8
zJiUK>Eiw@q@5k3dO5KNZp>cKdepd1kyX8HvU@*&o8<9#=yt`p+km}tTRTABjH87sS
zxEe^$_&zf_1H+p~6e3|KGQiI`Mfx53ZYeDRW={yG8zI|Y2J3Xk!B~yER68ka?XoM{
zr{V?rmd|0&^ki6MGRk*hsDlJ%#I4QZS^XZN9u(h}=Fn+O79}gnx&q6sZKXhCwF|{9
zK#&iHfbj{WCmjhi^nqYA5r{VK0;IexO4~Op6*dB&ta5|;grB~XxmJLVy2J+}SCtT2
zq5C^B>w_S@{Cmtm*!sN=Rl5J}$l^;-eErt6&qKmpk=XGf6q0cIC?=kb-9e{)fGCkS
z7HA1}WaX7mP`~?b+ysyUFB#{wNASFnDDGOf4gaK`3%N&`0YaLM@}w@U-?QTiPWGVp
z(<kp@&S2`B{pm$tFEJ4{6?84|Qi;R18C~?`B+7F6E}+77enK#va^cLtCtq@TpNuaI
zGgd7;lky_{xoU(Uw|RT8(o>n|lM19)a5C3>e!}wwY92qlbbSO~cUS_7TChljEZGp=
zYkMeT&a?K##$WK$;|1zJn6cWvluhx8aS6L9A56f=AB8YnGVb<gxxpNveiG&Fmz4Ez
z_#8#6#jk%D2{Wh^6anXw@0zSXzv6m`<eCvo=U@5b%|f^K!6wXyDt=p5lsYCC&jZDX
zqZ>Xx5gnEauS$Q+_Pb6x%*L|_6AmZm;gH9o5Jw^i<Fm=>jSoG-gKJ+?vXNcw^an>p
z8&WCXTsu^8DD*&!LtR;diM1&T`y3-Q5NC?t0);OStbA_^=JcbB_ru$TI039V4_`s}
zN{_}?K3dzloZ44K9)*VXjA>k<L44g_Ae5Tj5<Sb#e`4&$mmqEZ1&OosvTeh{pz2#O
z#qo}=_EmLHS3T=s5KZBDl_3IS`GLE*KMz*a&m+k;KQYN>WZY9SS#JYYRqw1pyn*Y*
zKkzA}9a{bP!Tg7{X+~}ruiaJma5?7~fgAoPnZI}{eCr;|P#9p8{d2+r`YV?W;B&li
zN7!+hpb(OOm{a>Yh?V#e8!(c*DWLn+il1h-Mo%=E5M7PjqEvTXFd3Xp-N%7y?G96t
zgjE>a(le_V?U|!)CSK|-Q-gT`LQsipOl)G38_Gs_GRAEBL%+?Or~w_o-&+ynCy{;J
z&k*s;&+L>V;YBN^&G*v=g)a2Fy9g}QlV5Xro|~e$=g|&@U1s3e1AQUSO`FFgKo1XD
zPRm&42>6~G#j-+t?KI;oJ?n?cDLpWI&ss)7-7UZHB(^B)M6XcS>5|MQQz}>T%sIl$
z4LxfdbuS>c51BY(4D;#LuudR|m}leEY{GI}Hp{$m%ZDT`bn7pXkx|3@$<c3OQXmZO
zOvjhM43^{!v6h^H(`%IzczGRyJg6nH_gvR}%2x0`AFu8%;nnV9TBPj=<(9Y3nSye9
z-}=X|x;a!FcVB0_;$wv))6QcB^vJ5Q=9h)j+EL((&Z+j*eTi?;UArw<iOYfc2|gqb
zm^a20KWgh9{5akUPtCI&L)#Amuyj+rJ|WW3BI$y|_4o0Wvony)zU%6cqda%<_X@*G
zV37Uy70q-kh)3>z$Ml(b?`FW28@k%4X5micS%{u;$~P<e!MgP@AMAxyTkd&&n9m%r
z3k~XFxP+)Wf5;uG$$t+NU?O|XDfKSs46#?ptr)QZ*LS%4xZ(z+>M*xhhoR!neaeR4
z$LtTDGf1hAORHHw88{UKG_nt7<oxmF;lR*Y{B+_EKQuLA2Sd~R)JIv5d}o$K)#Nmo
zcW8$^RTItvOfk&cQlYTD>j$sV`f~SWII{m%Nolwo6=;^>{ZWCy?-yK;6;S|QG6_6I
zqJ`|!@%ud*Cmo_R+fVhkqNFZ}vff8HU!pQ4nG076Pj0%iKVjwa{VejkPOsHtYr6LE
zHR9zyJi>*JQFh}?fbzi!*?0L5oWG1nr}G!TWBgN7cwWQ!l>EbvB4_P$IH%B^FPupp
z&R4)vaS!Ke2l;>#nVGH(<Jm8hs9b<UcbXxxoOX}8uCtJZo|{T#4^t)nd}N6=$g$CT
zA4?|^&)Dw$pU2a!O}F%Ws>zK0b6^-$V7XmNK^K-eYS^JeZ=~t&@wl#`16|5o3SRS-
zHYrC|p`^<qmDj-2wxQ(v-TH&lGDyVT3-<sAkkf`aFzSl1^!4s1&%<*mVbDMh0J~p7
zEBXGWa6ur+2oPJzU&rXGz{6<De?=l5xx;0tA+ZuNAzC7N7F)j)YjzWz4{zBnNEZ?A
z4rVCW3rV#wzka_*1UTJOl*o@^u43CoZ8`;1ao$(b81imZ{}$yJB>JFUb+<-fmfL4`
zfa1J#S-@oJd<ON1r5=6^Raf#K3I#`YX!@%9B?l#7>_Bq!hZXW$4^DnOEQX~HL<8F`
zHgw0An%r6L`Iq(7tB*t3gH<1ehe`x+Ms<PKoT10|Orb6AfPM*v!#9Oy4l8$TKVK2r
zaxNHu5xh_jsj`WCXktLN+{>!pHv>6l{}}kh8Og~ZZt7w~-|KW_uqH?vsmXZR&OTo`
zQzdm{5b>7&AN;zxj3<)HA@2uV^j*%0sCvRpNXVKk6^={DK4Dhi5B^Pj2Suq#lzrvm
z>ls2gki=BK&ly<L;B%fmPo;fxDAGOQ>50$fhW`do5zJvtusoX+o+ZqRye!N}cmC*)
zx`*h~u-RFPqZS(Wn`&xKAaCMI^Z8M7mvSj>*}Ks^0C1rK*=d6CRJj#MyB{a!3@FlK
zyy=!dXv)TXb3ZkpBc2b3at}j5jbE(u6DK>6;G$Z(=Pk`sy?&p;<FoX~@gzJC4Ls4O
z@ZPUaM*kU6_hx`{hZfLToG#}y(*`#_Y{Pv$-4D|-duomSt%;dj!|#-!Y<X&4A~Zw*
z7lY4_Qt5&2r1rjLl|5(F3OYF*oO9PtvZ3%4kq_eLo$tx(m;s6_u@EEyw;G89i@oo=
z8_`TvtHOjt9#KL$-&jKiL0g@^P(;a~zCBeSfALSl&d&g19%JYWU!|ar<JFpd*;>Po
z!MtzzzH-o<p|G_0176(^)s*mHHCfT>%eYTK0^y#BP!$M@X>UaFoGP?MIa`D?b<aJ5
z@{ldzB-78|1}^Q2p>Y%Y<gHg#EFdK@9;8z0vL9Uc8qg0R=`DbOZS*>Lq|ob!XgE8B
zk}>v?iv9$M07+q<UpMA{Uu7Su#T6>)gmiq!TkEL$K}SoB%ap=PAbs5_{Kl3I<85oy
zm~kS$$I1{yM-(RCh{1s%iVDu~s&_1(QV3)nu5(Wi`GI9heuaeQ9zBJAziu!pCnF1{
zY?_yVqe+IJ+gn&n0Ori}2wewYVzoE3wd%xv;cT7ux_Wh$10bran*pu||7B*Qc<~eW
z)2D<6vZV+0Sa9Ceb7b_%DhTUz+=Ig)?bhZGIbOLGfbO^&{NuedYZ+rDMv~o;@7<)8
zH_`uiU-~i?;?iYLkNsKBCOL#40k=+DLTw!kPO!N`Sq+R|f%p{?3ld3c8j_Re+B)q0
zj6@Tsx|<E9?_*<mTj)P*`_%tJM+~UpS0!a-dkvI5<oaSc;3r@)4$#UrXy%Z!`GH>E
z_*~|QuHY%Yl!rjLNB{0zs*h=PU+@M*Y#U#Hg^FHYK0nBK_@6g;f2E?<tgGi6qQwC>
z`6J44!$Q&*2DQHP(w8{7ELy?nh7CD>A2xe{mr9*CH1iFh=O@q2_UQN3YC7F7^Q-Eu
zSNNqf^%$)cg=F+NnWBl(h876lIOgp4^AvMTKf9AUM8a@tuD9|8Fon)v#p7w9g%zfi
z&oeqp8~ipYrG3)ES8YMJH5d)1xFX@4AcW(_NCN|>{82CQ?LOd0bVhz5b!vJ1{mKg3
zaf`X%&pJx>uvs?8lLbR|x*D~Y{ucLeC@275bdt!spKbp!`1do!W!SUL!+EXt79wfj
z8O!*$&#$3|okJtN(SJnqYhRDN9~YkXibU&;6q=8hy8+5A3yD{*<wEu|`BDi44@ifw
zaE?#E$|?56>*S}df4c%xTij8mgRC6B0B)4LnbnQmMY96fEIMGmiBVygs58<sBvSnj
ziiLz||3Kdq`}=q(N|a&#s)dgpl3Td{5<0tXy?20SiWYLpnBW&RF~;xVD@icYS%8hl
zc@#j(X;4SIR=bF!RJhfNg05QX4N#*XV>;fWB~(Kh;8T%}giJ#rpyio$;}i$E03ulQ
zo>Q1naxsD@B(88mihk^;u*n@Rixx8%y9brvAP;t~kj8(IHtzHKQ;|QwV@>$<vYTr{
z)hEfd-#Kcgbq|^KSdX^glv!eOIHn)KHB{YsKEZ!oguMOj5tDx7jjI&(J}kfo*cRic
zBcRnp``lBP{^_6yJ&mvWOSaMQkrvS#^eT?Ypsq+au3RylnJ<g~J^0BRjk@gYT7CMS
z^EGZB=2QaQ53@S4#g3qe#2snMeCfjKdG?L4MV?d7C&U2}YFGTn2X-d?77FYKgX@bp
zLJsh66Ia@1Z|}|dzG0FV=P)!+TE80{H{!5*{X)A^J`w78@wUU)zb30PQQah1bn*mz
zbie(3ishg2Wk~TYB({zB<<#Wqq<hul+!l<hI#|u-KYY#&`8kA>OY~C)()PmsOg+&7
zlOJBgi0C&UfY0-E8`MlN82#^_@pS*B+;{nS2*mxQ&i!LAMFgm({*Ia>f%-#9A?&4&
zHXj%D;e0iK>#*-YV;C**kzfIdkWEpDC>6ma$;ZioAu64LJ&dKo&K7c?ApCSY{GQ3Q
z?J;xwu#V$1%Rd}J9U-ZTf)KE;h8jh5v&SQoZN1pPZV-H}NDfZ2snKe%pZnY@7DgzJ
zCNr-_mqEQ#&VCWADkbSawwR`>*KrF~{19YhhZQ*yh<WH=yu{a9h2p$6fSzr!`^WMF
zPGQ<dqWPe2Xr`|A%%IvJA#xlp>A;x_CZhyHXg9OQPsX$PvAgKvq+ig_aV@4jspB4r
z<B#q|)eoZ6hvm`D<}0<ZB2T~9Z#8<5K~bsGYy^byrzEz|iS3in=U7DWb2bJh-H}aF
z3qb@VIZ8Q~JqlilRG;a;6+vx&S(q<a@6PbOX2oQm9ql>&^CL8jJBx^bZ-vr|Hgz~t
z-3yI`F^<K{fz**Crl-I5@{q1`d*mk0M3i}m&d@r~_RsE&jsH0~%i(}^D@utvVCF?-
zof%FPO(~sxT594ndovJ2@nYRfJnr;M+MZ>97sA*Lqa=3s6_uLI7RZs@=Ypu_)ypys
z;1JZvr3Zm_F0TU++3Mw`7@QEyW%RQo&CRqKi=cE`k10e}7EkLzrJ8@-UO?+jQ_*AW
zybu@MM=84=-VMurxnsRpFDRtLEax|bV*E^ZwZHd;H(-+pDc%M1N~-^?Dyw6Y*7=zb
zPjUOlRjWV!fy$oLFhj)gj9o*AU$UO!{_nlB;uBdVc(Nlr4UYT76W{jB{pn~_?EAy!
z<4YuQ*G`k6@TSrLF7T9f+&jZZae@!qg@WF=lp$rhho;5(=jRIfz4rA^Hh{lX#qWJi
zxe*!YBfUy(<i6A2)MWp-8%=Y>@|ceCxv^<^B@e^}yVGT)poBVq#y}9nF~{A7$KY<H
zw|^HOzC(Cn<cDOQMhFtC)^zYuS{7*Wk#|3cvQNYHRC|)y`n#90RH65j9Oqzq9*OM}
zlcMEU`{E*t`-Tx65oPdO?4hbEnVLx+hcnu|7B;MEVT(4lpLQi3$KjM!gU}#HF}{H^
zcQ^IC&^QwRmbIbV%X`zS-Ks<?05au6MEufv1!(Ee2&pBe1n2|#5x-<qDE&OJ9`MKe
zj$te4<K^}d_xk=m^7m!)J+tYx0hy>^p6Tsm6kiBpTXmwo%0CdVTWmBcHu%d<XNL6<
zB!vdV4X6iK={Jr8(6B+gZ}_8N_=<B4!u_6e#l~2V9~l@Z6yaF>1A`u4tND<;zFPD;
zzIMS59<V>iAJE#3>FS4;cem~nuvaB|8_OHk?iBOPogk$PapmZGJzk)r2p$U4`s@h-
z{b4KA(mEKxYRBx?Y>D|4`D$wg->HWSpZ&*#lpGkw!WK|I3X^uD?n1XC1aU1K`OybB
zx!itGB7bTC9soA<`JkkWWK)WvDtjMrU3Q+TZB=y}`0>KyHWQ`|(Qq`r)J?wwAZ;ap
zMB<}V@}0|9pUzDEs!;K#oJmc+Nh2ylb{s$z{tI0jC3=kItFu*E=wSY2E~R=~pj`R1
zR}YTK|NKp~(w$tKQCS<mm)^#D6PBhu&c8!Keed`C`FJ>7#mXX~p4S76e1N|Z_sPzv
zAPPyjuubOA!6AISI@J%~E$gj{J7+hx<=&!;s5MIO@?kxPmHt&0YtJ{6!n+GpvwiZp
z1mV+hm19_s9dYI^^Fg~)@lm{ei%C&J`ZQr22<+trkPOGO;OCCryc;1%hxXoea1k?1
zW1*o$#(^m=`_baL4xnI7fc}4Wvk@zOd!#|)Tl_q71m#=X+Cr9+$py5zr8<wm$Fbnz
zs;?DCVgUJclkE!#BxN4j?HGv8Ay>%VNfGukm43Y{e?_flU$Z=`e8SY?vUn}8%e=MX
zOu|3vn7$A23OtvPB5rGDeNU(Smu&0jpmJadUG4Kz>gR#>H)L19U@K_po}GQA{h}i>
zGeB`&$Buu=7I@(Jts7m4RJ8a~w$esxv7r|e1W8Uc3UrQqgV3UTNZsjprm(fEuTRW$
zdfwg<yz7*V%a%Zh(r#pM1hND_GRK`ab9G%?D>#LIy!R}DKQLB7{4!Tg5!mpZrOT%G
z?Ws#kIxofzqt%7Z1YV&R_TC^$L-PH;C&4O1G^ZEq@9UY=YxAoR&x^bl;xDfi5??Yt
z*Q`9;WG{fzl}X7ejmqwF)lKX=BlpoBDtH309}~5XX9I7X0IWdylze_-ExM5B4~jm1
zszSx*`(vcENTS36{RKQt+B5a9XIU38ma=#ERpAhQ13B*#Fa9^Il~GTHyZ9RKR~OEP
z{tX(XsKL?1^NHOEjZT@&U$qfEo@PSqdvLsmNqlNg8zXrQ#X9kl&D*<VHWtgFWYfG;
z77eKyQ}M@i4p#BkS4SHMk(pV`$=#)kJrifKe(|B*q>+6|zH;tG;!_xwsb9TI1k9W2
z5wDv5XsFMx7pW6nU>a&55v;KPIi#*$q$x>&rq{YQem4ub4jP@jKjT(JIPq!n44BEC
zA4D&Bp~1oyPi<QOnPf<EW;%C6j|F;i1aL#J0NajN@<_w-`Ze=4dm5($Xx)0(J#28%
z1K#sLL*Ep?qoBXtXZ(U3ct&f-5BVpewGT;=x<6`UwtT!$MCpVa`obSOc@B0|!SAk|
z_r+-4tgoD$0(WxihYT_iF#>oG?-2{Opoe+<&XCz45gYKnHEkLl9(ScX9;t%!f$jSJ
z2_zELT@b=Q?+U8f8A^qGpdbeb=zV9&pZ=fIO#eqmP1%t~tUA&)YrEm;HUN@)hdI?_
ztk}oUmn-5_FV<#wCkZe^KU>jZ-;(QS8Fsk1Bx=v6h<HHSGfKu1PTT$XzUJR&6nx+~
zgA0?*@2RO96MLX!jS65&`(a}Qu?0GW0Y)00HqaWTtHfvt9UkaIay-KqK4{N<AOv@X
zEmo++5cOGmW4pu*ZZsI03N-h=A%KXk-8OWAdNKhcL~nPGm&)!kzDa1OGPt4p4tAxv
zJ$h9i(6Emoaz)Yn?*Wu$47Nl=t?~6OIS<k*PPYnw#zFV%qhcv}LZW{)L9T_ZAlrfe
zkAlhT?9R5Ny=T}kXIrxVwSUeB9nX^(nrn|b87}ghA%qOR^lJWH0MCk9t+phJXTk3k
zLH{lLD{}|OqooD_J)OC}-e(Mr4)j|iHzK0RU+fiR<9*z|KRnjXn7`{UKfMy}qbCGT
zyKmiwt$+R<2^&oAuGQ!~VI%kNv+;Rt+w^gQX|q2)nIw?xc}zIO0#^@5!}|r$r#-+p
z`(nD$(=3CP2lH0py^IZ@6jI$W*=a>xI(=VT7bC)}`MnhcDZkYFEis$zkF>*s=l9Fm
zM+2wykuJwY+n@dvgfhE;J6qyr$4kT<r>UsSef03-`#u67%Kp~Bu31mn6bBC>9j{IM
z7?qvg9n<x>62)OX^us<^;oMU#Z^HImDq|k3q8g)&7zx=9(gvw<+1{&|?lzDv*cLK&
ze3a%tqE%$UOvWsE$~OOyN8=V*7k)oq@O;BCIs6U?=2Xfz)nyD83|Q%X>|V>MeY9wu
z-`(aVvB#405I~&I#44c<2U@9vS?bHg$=NS?AculP`znO4ZrD~qUhW?BQW^3}+3!Jo
zG)QL~eLQFtcg|@&Q!vU^yrUal8aI+0NgLMN0<~55NL!3?^@zCBa>Ak~d6NA7Cby*o
z=;MXnwuU->8+(Q~-_GQRpW&Qqk|YXO$h6VnOTN7`GN<Qse;Pbb9kpB1CHqSI2q~@G
zf6FpptO+wmqE0!H-<+~&z*mm~l`V4KxCP|QtZ3cT`mOEjN{5W_-4HH;4BUC&-mG}r
zQqU7n{#AMZByzz%sNUk70fn10{x0LdJoM|t?%SnkS!`rB6Nm;>N+({l;>t5&f1K2H
z=9EB(y?gmJ7O=7#^m6Sh1h;9Tao4B4?U9~4?rFWNyGm~Wd(C+G$w)Wyc)X?`!~SM;
z$?ebJ5ltUWT=vQCrdfQ03jHhKAr{K$afF`NtbXXOP-Ss6%d&ASoMyAR_q<I6eR^TI
zlAikkspI*3W-O|XMVNP|6Lr|v4c>W?@FS5U&(X!Ci7ZnXAIxtQOgbb+?@Xzua<53Z
zQ4!#;Z%#{{LDqceJ!6@;3w!=__da7&cW=|-;sAL+u9F*Oc433zi;gQ+f9)nZFOz&;
zlqRIM(P43*jt)iZAeqDWbirz>6d^Qc_WY}SE%!DqmP45N*vK-P*ls?6$UyEW5ImS+
z5dZ#0?RWpAr|>bo^>=9buKfO+wcK<#0Jrp{4rV$eb$i0~l;}GEi+DNNv0mx@Nm2LJ
zp~x4sKgxAO4ge9ze&Ap1HlJe|Vz&mQ$bkkY7LNVRIl+0t<#}MF&DQ;9w1g79uQr2S
z5Khh~0%h2WdwyB9_Z-q`f5%bmXlR?-j!GW{>C7IyHrmQ6)!V*jM6hU~Y#g25r^zZO
zoP?hv@uz^afp5LX#e+1UC_~;6@glu-kMmUjq6hZ_?c-U2hP&@G55GJ?e&kOD7vWyG
z{kRy691fkF*4<AzUKn3is3se1{J8{CPIma^-YP%-`ofsQN$3q_?gIf+G?l;C1^Q1<
zrPqC(LOJ=jml!&7-vfC-;W3(yozH6RpU5MDT$|yP`#XUOZTZY#GRWV(%hu_qV4nmb
z^y~KZ6aR=`bRx1zEgt<99_s;-h}&{M(uLDpeXy|bZeA<H>BU?`AM}L>)JYM#^Kzz3
z&8tUi6?-xFd?n=E7H=I8;6(0+TkmJT8;dvWq#lolx+FX`(=T3PY@@3Do(z3UZNZ!y
zo*`2APjYJ`Z>H1w1$<Znd||OC8P4?Ery-D8OSn<y=R##af|Om2Oc9IXmGJxQpJ!EX
zb_VC2!+yZuU%7kVs}yvzkM>`)jU@*aoq}l<K|Q`aFY$TzIy+2kWq}o5(7Z$8FyMON
zdsSO(SEjca2r!*mFZObJ8n4d*P;0kI^oR_rO-4U@xqG9DWiG#a{^@YbTCJtqNc(;i
z+N~+wyk*w+2y7EBpeH5eY|%XYWqfB-nw(Ph3e`Si#i4uTkkMR&mo!@pHb3ahzn17n
zdG63S?eD&?Wpyc_tS8#k^{;>b{=hYCTBdGj8F)^_-zg;?wOVSCSM1f0pk?rtmP*r~
z;Cb94ERe9y;3fX(SP^v5JN7t6?f&HU9I3<q_gmS~{ylAm&&9y3m#~j!6|jFW9QNX6
zcx}3=9?8}r@!CNJSE`wN;cTv?mk#0Yi?vunp7hJo^D}g)J%V1c<u#rNY<cji$N9I<
zx%}752<mb&@%B*V_lWb#8x1N5*H>UXs<Aj{`^BW(Vq_!?tlG~y+~(_hgtFd6@7cfh
zeueY~w<TH9E(LoKrQJ*zc?aqtKT<zKBlV7RNC)leTFuEC6aC^WKd8j2Y)IB(dEn-I
znf`eecy}}Kd*(F}-BEdjVD+cp_!J!91lS-mr|n26{(gXn5@I9q+zZlQR@96K$QN&y
zJ9}P!z<p-Ao;g=&B|c7NhrVTGR9hl}%fVaeq{%Os56vP0)zRNUzSK`PK|QbTw|x#w
z9~r^mv807PXG1-exu5}sZ&ww#O!=z?zI(O$EP>qLTR00odw*Y!k2|gYI@pz!$IoyY
z=VG6dlcbvp*BBX;yu=+#!?XQ+-^^HX!NZF7aUq(!Ucm4;-=f7n5uX!;pn*zrzKyHG
zzC4*B;OLb7M8K-4R;h0?^$+I-c%s%+55`l6MV_HibU${B7c%a6fSaO~H5Kspz;u4j
z=ez%VK18-0qINB+>!W}s@7QVsbnKJ}yQsuSYNP*Io@;#o3W~W>CVs6{Bo$AYu${g^
zcErSiUENdh)Um3^2P+-S7jt_(*-OX+kvksuG5X;{Q#fkbXXQ~wK0+Mpl)mcd(-gbI
zra+@Uo<063rqcAje_?*9pl->+<z=H>IP>iTt=ZJvd+!g`xGTj+vp;*l9u^1OH@GD(
z5O7=o6M@kmpGfD40B-_q&2{pRWWSx8Z@wRDUx@kg73mt>v2)D;!+$GQAELX_-TwT_
zaAZ+;-aaC8D9d9-FVF#KldK%^(4;B>U7A<ii-~Eh4oy-9E0%UC^B<am5}kug=;wTt
zZN2eXVw|{#$b<QIK_bISHz*A}Zp!0bhyi^APx090A^BS%T*|d<cmOZ+WuJdd|A0Zn
z&%Tu4&0W3sT4F1ce5Udj_2^V;jGtN(dT5XX<{>ryb&hI9<@FxbOd!_-kUOBt9VpK~
z@9smy&4b6HA_GJL%9}`u1}S-y#1#VNIK-328X^XDoUF$2UVzymR!MKoFm$tUw@mk$
z1@EIH1JTQMk^vc$dZdU^Q2#nfMW*~*<|)j^_w?qW;9yD53oG7-Ulo1s0Cw!r@tc2Y
zRQ*fF7lfZs2DG@xE5DDU34tm^hYCzy26{2GZh;6gkJMK}$$!r9?gD2_a<7GHbv({{
zY!MaWS-PH`?WqMOrt+0L#qoq6%5{%JC3v0EJUVtl^tE3MX)+-xT(#DCzEZFz8F)*#
zmsPx&hafPV%M%r=xP5ERGT#PcAR&~zZvxc$3V^yu=P>wuE|ciL1|w+YLnM*M+oPn%
zIj%CEb8FWmQ@Nq2h*n_eAl2@Ywdq^U@5IS{z8*_uovX2NwQ~If0g9i~gW|!%u{>YN
zyHpPr{&#<jX?^>YWCSsi?-pO;>fMj=lMqM~Y`kSWu=-=7YL^2{y4G<MB$Hz5@X=n)
zE+D?tHuak37+1h)RS(7$UF~b3oypnfd5Z&CLBw@DIPP@1E#8$|0kQ+u>I)Foht5-F
z-%w0<JtSdwnd@{oLzL>V!bx7Z0^9SdI5<*LkG&|iSC@u^=?#F#?HfzNkiOo02FtFO
z8kE-ZY{$lZsV<ey4#~tMTB@oy?c0$rcVF>M2syyD6GsB)SQlratX+>e0VmSDM|LUP
zPnTE(Db^ZF1KseVfF#G;!qy4NY-0b&+{pEWN@@_3Nd!|fbtH?y%n#2in&BF^(Vt&d
zgG-d$l=}m*0kKEb-P#k{?bni$1JfL4FFUQac>f)bFTGG`&^_PxoJANdJuOi__>CC9
z);T`#Ciij*eSMsh_$a^J;RGrF^sgU;m6^Ye8Tz-h>JTvWIwTdp@2T!ab3V50WVsrU
zQh+@)^{Hf)sY$;q;6I@6>%OHx?Eo<aytz*)eY&9{bEjEvm{N^%uBPqj?!KDcb=K=c
z^R(+z3tWMLXCExs=kBRZs^s76gF1Sr;6mrSvRivzba?+VyV)jWq`JM9Mucx+&D?Ee
zRCqn&up2N<j;Nf@=$$^_njKhu*emQkWxo*D-^b|B90-Bl5fHU`fjq`)K$Hni4;t01
zYZ0MudqMNqF48@8OLrug2$8aDP6KO)s9dkDLhFz4nVbn+2oGe&Nmq~Ghoom{&(W7}
zqZXYOqsUlj1r!S?FsZOqY2?YUF72ik6)G!O261}Hoh7|OrQC;}0)9!HKl@tYoDOku
z8oY-Itdmh3#Peky;cTf{Y!R8lqTlA$(<gRDNz!-;5R-9lpSN2|WqJ@A=#rtI(<DbZ
zGCoA5FEMAV+pqcF`tvbz;uij>leTN{UV5QLgz^W!jof%T+_2D3PXQY#w34)2eRH9N
zO`XTYTLf>9+7Q=vuRCSTz}5I~>Hq;e<YH%yHC{Sk*?R<K*qBEW`#Xa99&C^N_l9W&
z?OxtisN@&r9URSWX+20D;&A~%#8Kx-F%0iW?;|<YJnL=d9N@b0jHRa>j7J&V)pfOF
zkgr`rDza}8!4RiYjxcw^DO8VqLAL6ME&gQa$ghjnf|Seij@*fujknd`ytd_mE8RR5
zWABvuw5cXObv5Cs7U+Nj(ga+aa!l3NOLe?QUty`L-6vv3K6Wrrp~b#jPTsQ{>7)>m
zPu!>YCS86R%*8WE)xyua)8X%S_F;eh5>_L&lizeMnRTzJXovD%|2!%EqJ<N$_pQNs
zA2V_Wvs}|`LCJ*mgB59oWH5W~#nZwQzOZiN=nnf)U;*}<qBXrc@Qhq$p3>)7l2bm~
z%mn*^bcgcD7~W>~Vdv1z`8a+W3*n`*FaBsqx#A2w05N+3^K%(}?}_0kID%-0V(!$Z
zv{m{whZzHD=c@JO(?_~;BG1H6?HJjTof{30>fohtk1`v=z<aTPsmh{#2OCUToo0$^
zS$!5=`p!Q0p&i0i?bOTe%PaTCXu$&OlKYF<J2^b2yujE${~f({qsFHN2Z4FB1n@eO
zcp1?Tbr`2nwfH)1!k<(ztT0ws4!vxYLC(_2>2~xaUtZ}wELve{p`SCN-q%dRu%_Gl
zX%N+<zx>&^6fiRAJNN7pRN3zLCk({Gd8-J(*2Z5)2`!ZI#iH9I`Op2zo<0s@P)Ir3
z=Fc>q5#ej`4Y(l5Hu`RUU^o5E>{r)Qd`fAW`!f_?-^so-!SW>I^*uFuhQ6D90_EF(
zRoO|5w=wipn#R?bu^;GMJdX|37~b4*yD7!D8mz(>Lac$=_@%1(H#Zk-7|6un7A$K4
zc+?Q*JA9@v@F2PH-tfu!A|64)ZWb_<&+p0H=Rh^S-95E~y{i1EA!x_W_#p%=8y41?
zG8M*pw?oH+Zt(+JSxY|M9KvQd9^(7n3v_(Trw2&2-r*wSKPO6m!4kRxG|qlUA-1U9
zm4O2#ynhWTJQR>=;Z0qzgP|o)5s&=y-nZ<!e64=WdGaMMTWGN#%)M-qJ_L)<`J#PW
zzdd|2Zo;`X9cdGi4c>Xm=Pt8WYbOn=5qE~H>N>#=097|QSR%!3S~wdKI#<Yz4D&~V
zeIhpGPa6y{_b_JPZFo&|Q$}Xwz;0L-5`yDLc|ZXmA8(U$RVfJeDMML7AFf%2qqwZ*
z>wb?$=^8rO0P`EffjCoWsiH$+36pTko`%-Lq3K>ZwspB&R(Xsd>y|o)7yJ4n1kub^
zp40_kqe-BXI%>mJZw=`o@g?-{oU0sIbTsLct0(B$AE+VPGbsL|l$V78r7k*uxhky5
zwJYy`6qRr>gjK%<P}5p^xR*gPi#iU^b!|R=GT00Y#pL6|?B>KVKpZi~BTHAE5nc}Q
z)9&|Mf&QBvKq{$_7#|f44^i?$&m+JP{JFm5mgDb&lQIUOeA?3X>fM^}0!`KHYn_mZ
z=zivm*bcfGK>8Br<8m%PN$8Q^!Moa%bvcC>+i^fZ%|qQ9fAPI9$?0IWOg!D7X=q5&
zVG9pm#lq0dRrtf~N5P6BNypH<qN&ZgD<2G$EGLO}FCM_20DF$oR{niek)9wa0d91j
zZ&R&~nrsZwRsoHQ(yk@d%TFL7=apK-CoQ7(?L&AGPD5yxUbLqz&u@Cy1ZT??i5OqG
zhgVC1-~6uCbebU`oBr}M;(A=Qp?=!^VHDDKRZ!=MtB>x$yGwdP@5O+XL_E&}i8oHB
zQ$zXbeIThz*fBMrOE?Vu76^M^y;OTY*!Ff~>cBQPrh3)a9Z|<ep-DY$;N?Ehky(V`
z2bnWMPr$(baT}?kp$R#Wt*|9>Vb_v{a`?CC^4y@vKo74Q&@t(V6;g_YKh%ZKa%3$9
zAoUvH)Iv@0Xh0hSz0mawwwc03r$Q)=M4~%_j7z6Y%<^9O?b$1?Cd{!=*7>0>+S&TW
zs5Q$Zj#aW*!tK{*THAFJS1mbw<NIy?>S$T-5nc~p;e)aVSzKH{@gHJVYnf1fkTJ7k
z@-qvsAXmhP5O{E(i^Dz6yC}k57tv_w9Pt=LHvmp=EPSwAv^H8HYqxi7f~$SqK(O4=
zhJOxmU*_*vK-81KQ#q_|(uwq^Ga8EzIsKYnK@?+nnlOjuz7M4>f-ag&Nw3+m(OE-9
zEsmABIRf$EQ$IA0I6AK`rOCZ{8M4<54*A?6?En2<gbp#Lxp~254=$G+cVHjm%x6;k
zJGYm<&h}%qWuV0d=DhDq=RJ?+n|(){dhrT_wB6{E2THNF2^5(0@4-D2+57OKVh8pT
z%P;OnjIj5Rf+UqYH@SV*gm5g}E;8ySg96P->13;#e3y}WtnCtEW9XgCzju!x3bX;H
zGv4Bq^$&{Fpr;F(aM~R0IOO~e?$^ZluSab0$-0`y&o^g*mqBIr=1p9bocQ~BI2^d<
zs6ixAt1s_g`EjfMBmo|2lH>*tOQ`%{W$z(xx^akXc!*m}dn8KYW=Zl!(pTvTh0v`?
zG+yxx$dqv^sRe=7;J(2dR?MQ*xhpI1guM-x$L*xSp9n8qt5VIx@0ur_f&_%$0xmly
z_LZJVE_$WAH{OHvllv?mu9Eu|j{Bphei_^m(VDmdS&^);mCvW%#-8-7fRpRGUyp^{
zfgBTBX%`7wqf_g#MRL;Z<C{O&)!eW9qY4HHfg-!&4tgSo%$M1C88kkhq!YXeKbpE5
zc=mKv9uU6c9yGy9Mg;k@OK`IkP(NpCXK3@*Jvc<dgusv+(GsJb+gWC3a%4``C4Y@m
zu#bh>RPEzXUzgZ}Yoy|A`Yae)(C{9?#vC>h{(Tdb%f%?3a8YVO?Xt4&NUqyHwNCqx
zoL+!be~8Ojd-BHct3mug_{Ytpa_wnOL}0*$O2VNBsc~o9DNYK?-SoNGv)|nN$^Za)
zyW)csGj&u)xw(Q-v~J58X5;c+=X3)f8}GhAk2HbUGJ`Yw@qCs+)bG@jlpkj3YMdGn
z3F9?m!PGV&27UD_9KjDV@BDPz5(dw?qaTWs+^@p714kmuZz>5v$%l<xmAqBpF~58y
zM?KVEGIiMp5Kh3_#tuy4#dZ2zZ9L??q@NT1b44Mog0&qd)6An3@;4k*t(#c!PfY70
z9GIY7%V-Dp*2o6M>jj4fiL)VFX`7p7_%novdywn!E~LZ`-1P&=(X$w6G^yG*k|lEK
z_STi(ML?6E6Va?DPx+J@n|@m>2x?*HiBw_;cl#W<Bp+&Ra9v^8=2{*`_|ibMV-+Dn
zA9>j=#&UGGhPKJj6y%6MB+KjM!bbzvGf+nR*+&yfpfp@e_=nQ%A3MNs*S`LD+jo{(
zBQ)$!`0iK+Z<7k~X>i@pKAnMq=tB+(d7xMJ$C*-lIkBiYHIy6W%3n2Fg#;WK)9Y$o
zL->&&yW2GfL1!XnrJdrU#EMpa6~?>J=qB)f|0Upn9JfXhbMVmJbFd$b3|h3@nlBo!
z*Kql`G@K%q-=`GajGX58`RzE6?3WKu85KaSnc=3J|4BHBU8DC=xq?Q(bylL?Y|>gy
z&4ss^dfXSM;f=n<S4pViim(tAsz0WE*rFt(X_g-TE_3OzpW$<Q`+HcmGOP_@9>5X4
zl>F*D;PTcjR)7}MLrZ~PxJaJAwO+TXp)B>yXy4_smq8T``cB4(MVfClA;aDk?HhZ$
zzxI^jzqnh`Fe#Aq)op^y;|AZ(WnZ%KFV{Y?10~qpmcL>4ZVyYYx;MPQSbF>Vb<xV(
zH-1paJ|ZsSUM``1f6U~H;jyx4c%G6I!XL&Q=IPJ`e)i{83e&wYaHH<TM2`x9@?V)%
z>zddOXXNEd_UEb|_Iby?gYU;uOZ9?5@O}r|Cxp<{#X^i=6r2FFd6F3^tW5kxN3HmB
zC^3D>(~^d8rB`OM9hngLHaqqq+SB^v1Fmq}rF^@;!!=kDdGo>C40PHuR~WCKI{izv
zsN0k}t;V+Zn=5V%-rdywv;^LAQuny*;)v2`$Rlr1wQ(6fF${j50t~BeK@D+OgNRK&
zSRl{8kKPz*8woLvxa?rFw(XDPUeBG2)@iC!JS!(PXL4WgFr)K!yMFWHL0y!M$YbH~
z=pwUtXOGC^-s!$Zg_c_t`~KkVrAu0dER$ji64Lq$yaXYUsLeJC?wHp6ttw<XWN9cB
zh!P&7L==Gy*U^0*$=u$sAteB0!8We?JDEf#+s#XRkY2%p_rSiBsv1Xr+mpBl@m2W=
zjmK>b!pe)C2MEo_4;80JRO7GLNUIwLBS{iU`7k~jnA!*%=`j$mwZ<Fu^UhF*6Da9i
zSC>%sSEX2g=r}PF;v3J{bBW^0qm1@2SFmD_1(e(JG#8j<dli8NHp0HnyQhB3--T6L
z-buev*22M9?NonJO)FYfvY?Jr{0>9zp9ZUzO77KHuDi)CP(X^guNU3tRWhN0Le30>
z0L`g7RJ*`sIV9{6iQWm?w*F!ys#l(S5aWIBr(&?(=#Nlb=^^sDoLwkd{j&5LSjOcL
zQMaCZ@?d3-6ANCBzVMH!`euMvUby3nc?^T5=*jt8@(HH8)LA3O!Yin~w@}oig<rWJ
z)Icp26X^aXzxJHNnZ8ph)O%jPO0yT3&lE14sh$R-kiJ7hvk1t97Uln6OP3Ip;?%a#
z^@$N8lp}dJ*d`F<fOxvQ7c1g?SSg0?kOip=KjSkS;BVCFVnA;C{bvShU$Zkj05k3y
z?<=gC*4o8&oTqYu`WOEA?%^u=eW>BN*3ZKBPAuFClr$`Jg@!`o1`jR)Z3ExYm7q9Z
z9egO_c0LzRCLB&{^k9obiE_-RS_mBCBS-*9Ve6r+@{#u)QskBVcu?7Y45b1IRvN(T
zF;DHlUCgQ@>)2D!@_T~CE;5%>`ia;dG|={svHdPk%jCGa#yz<qRps)Ky+x-ULIt+A
z?!`nYV_9O{L+;YEU-#j3tD$-i9sdr~*77>ymcFWzDBRo&ChpP1Oh7Ru$=0o0(@){g
z%@M*8RxbhW`(;lll~NqdO;-Zy-nfQ2XKod6H+X{v)_St*o1J_0?txK-k6ZN%`!N;T
z$212Obx7&E`%?Xn`f?oMV2ih0IMxA#`3@QjR3ox7g%7f^%*@yH$mOtJMo_5vZVqwp
z<1CZg`2s)Vx_JL7UTe+!2B9b-uD4g@cY&cmE9wH%V?!oZeK+RgBO-oN=625MpYfHU
zV}SgHn_u;~Newjr)DNt>V--BD3nvIUQ=b6)-l{2)o0oz!=0U7+c43;ITnn794@!&7
z(ck{{7%y2#b=z%MFHqIxv*oU%yiu*T4KJqjvbAoukFLrLJ-q07iTEeX`l!^`aie}m
z<$_*LqpA-N_#!u#J(h*rVi8rvnQmV3Rry`*u(yve=sx(wZH6Sgn$K_6;($iIP!F{E
zyHR{I4H2B!_+@r0ymqf`v2L!FjyacL*?%6`0onzZ04!;Xr$58PH*#fmXq9)DV3cJn
ze^S@^j*qg)vFaI9mf*P?eDCG!4SM6lZ2ELzK9CW?jnpiI*w;(5D4sOqy<IO8!|KP_
zDs<_w68HdYem1Lc>>pdX!ei{4@EfzopN)uX8)`c_K3q~Hom~rI(tpXqgQ`&TOOK(@
zg1==hejq8?@2B1O7^%nz_Rgf&>*vxkY9g2(bLgoA{@uZ{dof7yaMyT?jlUs;(^xj&
zE2~R_3AvW07~G|7(=URNw%;+6Vyy+P$0|sQX4%qQm?;&sa{wF5Vnd1MUV^DxS3bls
zp*{E~i2~(v-H&C+_r;Z*6rFs&#+_copgVmp*FzmDqw;GUUWaQv-WUQ@M>PPSWO-%S
z07-zJ4!1&*XV3Q`AGL*|+JBB%)h;X$^0X514prqlB3I%E;>&-9zw1X1dOKn#xn5n7
zO_!(BdDTu|et&!@BgF1Ubg#TeZ<g+Qpc<+CBZQaHTelzXekO<i?0MJW!9p38|08Y@
z-`kBSd#Ji5Pxz}kVX+=-J4XjFsQ3LKFP+=Ilg|y5^06ma;L1V&*m3Mah7Dl-d%e57
znqAan&Bf!ld<_Lk8<wr$E_+4chpMC<LzIC-S)}07D|)TkDWE>@+$>F+&`JwDZyID|
zIJlcjya)g8rU8`Y5RyAc)l#ib<okPU(l=jwamVw8Tog0|;X}ii!{szR&(SryHkrB2
zTz0$j(UpJ2`x;m4x2lbbVM{LMQG3l>{6Yfu{M&D9kIqR7{^)o*k;`KTP5jkFHtjLw
zdyfR@S9ez~nhgt_QiI9ggm!Ifb;_A~!y#8p^1{lw^EbLb?&cmTNY>uifc2;r<A+hK
z(;8l&=DU9QS;2#;?z@pn**wS+;9OO1$-ye(k)C`CSHS<px#ycIV*Hr=18UXFWm6sS
zCrw_gZ}ywJW7~iO^x!7jXw#PyBG+p+6?e%i#(Q+8P4n58x27P3OSjd*ojFm|n!&>B
zd3O*O)P)%w@?1YwL9v*12@&3<*c{TQ+5#zUB<fegN9Eq9a<6l~I%-^ye_{Y{Hp<9#
z7HtnNP8~dtsgnGVKal#HbC}k>34?D7(GV#h8M+?iV>|Vn`z;>nT|eAmEmgCxQ>@-j
zzkB8kz?<E+N0xle^5)2mN3-P7Y8nyc6HgVPlw)|WDLX4(<rXaU{54#|p{_T{VH$nI
zO}z?=>m1xWN*&+#vHXJ44=2mSS>=ptNfJgs5#b#7tRRT#?3Y30%r5m?KZ~QIbk}mG
zIYtUu4*7EO>ZFk$+yi#E4!T>@UK!eR0DFges+axKNZ^MBL2GIHA(+k=?vkuU{M5B$
zJWE&5#);az9RT?{s)WBs$x+NsBL4~xtD&6s&w%YBZ9c3BEqce70j{#&EM@lvi`(j%
zAl8`Z*m|8$7CCb42=^raTSXbLtB&*sR9%(Tf<l}9Yv-qy0i8DTBs^Y)vbU}Zz4ld%
zHeL#!w~tQ1BSJnrbkudb8+L~@3(!(?R0_)0dyLY2`w$@T;(tuT1-TM$-yI*_G?SF-
z9)cPQauG<$Zm7EQpO4;bCxzVKVWxz`3e7m!s7qmp_d1VPVipB4Mje9a2Org7{$UxO
zep2SL91iGra2+%oto=IaK|^4U#+HGv%|tM6;&Tjjw~o&5_V_~lgy1hbH(S~R5&y3*
zBsyJ)vL_7~%x}7u))f)R3lPHh?QUO=2^KWIPq577iO}zTteR6TV2vth)rf07Ayety
z)sQp@!w^yqhM!V>w-nH2w7w>_s*it+l5Q+IO1_HYXbjH^Qh^kbJGPijzp;)mD|?np
zVd~3#j>;Y~;p*jC7<&{5?TCG}ELUXq)$i!A+>E4vuOnOu?H#Mnrd@BHuBnJBxX0)E
z6%g?Cm_vKw4#Nh`{C)Ue5JlYBsjbw0iF*=1#V{WwdF_A)jJ(vBFTdy*VvgQ8`&7c6
z?>jW{5iXqX;9iVpU~)g)4egV+_7nha1Jkm;M0r><NryL@)IFA9ph52bwy8cqVifG|
zBO}r!AeBE9sl^^f?J?ziv_$2fC$%0h-nOfNN|)a6p{+)s?<@PTKE@Bi3#aR0P4ldQ
z1k(c(_G|EGCmvVM52tuv0)-5J^C!!uPsPh0(}}x$uYi;i6uSRHu7|V9u!s3Vp+{nV
z#`r@+V0n+qTOdwUyo*GrV)H4ct*>-sTS5A?7QFllqAT?K@xhCI(4OR>VWBzmf@_d3
z3$NFo<NyQJ!aW=RLvy|P8m6c%ev}ouPowpUI_^Md%)m38C`3!(D(bP#h0tp_^MFc?
za1a@fLuT^zCfKB3G=m_o<sllH`TRNx02#BL{Rj)Fg!#Bo%#!yDs;+p42auM{a)2Q@
z8|~Hp71RMW8GYjSdYnA3jtaVaB09f`k6JT#MJZ{`YJ!>1bz)W^u|OO7{`N3_9uhMt
z%Vd8x`6|E&J(*&M5<neiD)vsa_gFY-6hv4e<@aDv-+-6o+zBJI5k^f+6Aai(hm9X8
z9L1uMG5LEB>sb#-BKJb%l@^Tp1zghF)j%4jbB;MCrlp_3vf1ww_JN!5r5)ZmzlFR{
zskRz^!<-dSes4U+y;fJq05T9&0!BPb5AH<$aNOa-WkK+`gM5&52h^)9EA={Cwq`!!
zbTp9mWcs3LTa!Z7;(iw%M}f$C)-84@o!!8D?hC^fP6r3L-K*8tiv95|a0wR}FZ$2#
zW{Q{LMn*5{;hpycADO#kP80Uku&2fzdJM^U4(<)qfuR@^bOA6?UD%&;8GNcj_el=O
zA*ZUY-9Be$?()|y&;_}hP@<~16NmKfj!M0nl4fuIEGh(w9&+%Hc}>D;S+=y(_cz^)
zfU1jE`-1yUJb1mzXutjlk-QM)S-h?tU^iYtLwEmSJe<{vg(8>GRc$A1@<=gzrgqvt
zf(pnIu0{Jgw-wGJGbi^8@b_`Zlfj{SM!8#>Uih*;80VH2AV)l4q)90lML3MWw^DOr
z7lu^VJ2U`V(pRU$4EF@<9CQ1pT-REAplsb8%pW`@fmYw&)m(YuCc^!$5}?=hG>sa%
zBcdEtHC*ca0u)&wc!Ofp#0%5^i9^$W%=0}_{3}V$>B&X8^y80bO{|;TV=KZ>;E9~{
z7xNEmZlb*^m)YxDR;4maivE?1)aOLBPnFO19)xq_NC<^gM}E#QjyP$-4;6U1E6yBq
zzT9BW*9P^KoU^c{_T}{9fGN0Pk&vo$Ld?t|T~LXNS$2x?K_!I<w=Y(4P_016{qV{S
z!*#I%vwfM~B|vP%imzL)xc6B>et3QYadgq2PvCT0`t8;ga}^fWf#&=!Gv0@8X2CP*
z;P7H69xkW3^Urhle7;qb62tKgn?Hja+xw)Wdp9Ky+kJ5*|B-qHUKGOZ1dkX0M?%90
zF+m2E%{A9rs&^);d~;~$ZPx+<8btQJPXtWEzse~`*KgP5Ruu+%k9cz5r$5Qnl>nOP
z`kv1M1NFkga7yzJ^7C$NAoIj=wjC@V>6p_-2F;EJaG~!+#Rb|FA4x&w1af?PMam>T
zcl8WOlIhTrhuxPhVw1frhM|m3dqMl(?q!>5k8Neq(K=hC2lfu0B8aZU&RB%NT+TlO
zpl7V}{ke23^xX_N*@^1Z6pvxw(X`!${(QDb+#~olODSxX5|}eU0X+r+AX~4e>H6ib
z7#B%uEm>f;7vN=I9nVUqtKzJvt%$FQHvB2Q?A6Q$xK;ieqGi;@q)UWnJl}9CMVXu4
zz?6JcO0|a_LE+q0cCHYu^Rs25I%o;Rbht+{8ay6MxS+8q!9)#Pt`wqBP~4zlWw6uI
zNe@U<>sN@p(h~s(63{oOIz4=CXlNZDbNE@-Cp=-Z&~TfgDvVQBG#mgfmQ>Zj)##ov
zL;LT475#az{v+zTmQ-cd=qr)KC5RZ1q~trYii%|6>Cfuff7PklHG4)82~GDGR*1Ux
z6N=dj7#%%AJp#uA*+aQmv;qUnzu!WelG^xToL($2d&qHAC9b)dFm?(a^VswKmh<HT
zh+0xrMNoM<0~Yx{+3y2QqQ+F^l*>Luj7`5in~y~3yS$o3^2e>Ow!7Pz)(duPAta>*
z&p3=PXMM}zVMtVcPi?zrHv*COEM71`f6MbIlZ6~$0?_0#Wj9#QcfOHO;kvO$rZUv;
zL5}*PQapA9zaco^^0}665G%p-YDiMZ#5Wx!gbPkozfT@;OYw0aOTT_mF3AhnZaS{^
z+WdL}4RW+l{3ea4mV!3bbupt^3aSjiRGRH4i5)0rg%VBnOt~|t6QS-f^U%NyJKgiU
zC)Bf>=aPe4X5LwqpdJY)P<3hmyi`ucVdLl6ov8s}(D!UmTYEF6e0lg^zr6Fldv$eq
zE#m9pjqFI!3VeWwWdl4=l4+O}`*P(I`KNRL`pNT_rSKTlDe%@Vr@A}KP_Vi?$_F66
z{U^Uvme<4Y?zvZe*M8+7<zl{iks%8c`^Y?HYfd48M1BV!a{p&Rc2kIogJNBIf9qu@
z)+L?Q9zt`kJCZI4iY#-85jCJWw7;y=)Yd`W0d>%#3XlNN6o$~_dU`vU#ytF}xC2TN
zh!7=15jlAz>J@rj0qTfOgYffudC}STWYLjMqkqV|xBD;KTYd}&R9#?)$0p%9?Bxdt
zpOVDV9}?D4fLd_?J%Rvd3PZ~592$zS^J?u55A!>LftV}2Rs$lWXOoSl`fGQ7#Cx(F
z-c<!C%M-n8ZB>)snjQTKZgA`pv77N6sy!<7Ws7)6eV|4Dg0gFeq?>$lQ5fk~Pl}ax
zzmK~#(v()Rtt!!0GKJZb8H$0yhzEkfA15&-q)1i!!n1i+=3@XSK!FrDdinEAmjTW-
z0m@C6)90j1d+MciY^Y`(W0<%OzarGZ7=ZPR(qVGby9adlm6}_s37?FAkg#2{H4!K>
zo*UN+u<EGR>OuzymQp;rN!LSk`@T`;SKasCZ9si1xf*xk!=TPY@F30MAl<fQCx(V<
zOMAR_Fx#fxcFaJ&QQ5~S@Pv`a|CS>c-eINN7;~zcXY!Tjk19iIyu7?s9e^vmvh2Iw
z{$Q!afo$(Yvz#^5Pr$sBKB<3w-;e$6xhHv9X(w*fn`zn)>O03Xa8d5TO~|?raJY#V
z{VBh}rXASmM(hUhGJP10IoVg!oI&y%)nboi_@(BBbPD>0)gVHkvClgXKjm3r>ts88
zP1e8j7febx8UQy)CijRFF6@q%=fd1kgnokNxqzVB?%6q4Wr!-9a5aL7=aC?-vOnhQ
z-rXH<{_R^Yr9;T?$@JFeV!Et%;9)^QI?d0s`uj6CcncuAuS<l*7nV%@vA3?3cBOE-
z$MH|o=>5(xIWCL^i6!}niOW12CkE^!!mch^0=Wg^MxX`dXU7+vP_^`v*bH!0n9caP
zhO>j!Q61sN_c_@gw5eD4O5mi<H=(rmL&@(YH8gLZ^}XOwmu%CQl$M|`+>r#M`gOJK
zRex0<Fm=G3s`K@fmhcexE-P~s46xw?R4|`LFNjT~T<ZhDL-&<0vL<jz+e_!ZAcmsE
z@lt7*7nP#n9~ye9z4+4hOwW%9Oo!}&YIztX$=Li-l$HIxb9=I%UA+U!s-CJ0a;hX1
zd7GuYcje!C7Ou2{Sm4x?&Ldk~UKNCuUseg7*x=aO`L;{@PPu&=V9$Ac65NVw2W@$9
zS$%4G3^n`wI$&bEZy?X@)+<8r_#c}RE${0<3Ymy8kuu;H2{i}^xf8~<)LmLR0aHsz
zv;+5Um`iFuOwl2evx>Ctd_UgJv?CZ~U1^&6l3^6u_enXQ8$Gc5k9^yBL_WAC5Cg&g
z=uO@o|1>cgH&l{+t=q?e`u>R#K{NUID_dq-bO*a%lng&lo&L@F04R%-FDX0ch6gP=
z0v&p~r?j&sX^hxebwBx!7F(@B{C5aTSo!YvQ)?=!=(W54*<q7=bTSM~D!&qPj~-ae
z#@Qgil86o_saas=Le#8sWdq}72&Brt_Bs0$XT|^`npwSGg_76(X$R!d^!&$K{KDig
z9*?(QaV~v(Q_n^RebyNc$kLpG{sB>vfh<DjZ><ipFNeH+29DhH<Ms0c9(1LFQN65X
zx5y%?1_H@`x&Fc)CV|W0#0vATCDFcIbQdZ!?-g6BxPq!)Ho&=|YMxACIvYTY=+yl+
zWR06qOm){$TEAS2%WuvUZYzDgP(2>$A~jGAVtJ^tc|Pp^PG_@+a^tH~LRUm>`bC2c
z{)8&8)toOwbPIPME?<Pxd~hZ#f+{yybAv_nB1wHdh!o&h2h(wb6uHU^I0^YlJrwx5
zCIE>L({0tPl_yFTVD<u!6;beD;Mivpy*yljnjfc3G!EEIvAA0;>y`d%6!QF)FQPsM
z(H1aapk8hL97kL-EIGs5xt;`+c@Q%Q4~9Gh7i8;OunR+vx*=|aJlc^2Bd8wB&!VFw
zE;-1HL?(!xP)_-PY+byi;SV1Lb;;ZHloyxj<H=x);i-r*hHq2x3{7&6b=68v0@nRj
zr{v4vqMYa~)fEBsDqtuF4WJ$Dnr?JDazF97?rYkfUW(uon=$n;%sYb>L^CF_089nR
zs`n?hw}*ktK8G%~;y<w3LpfaBB~48M+y692)@?`nE<5xgufVo^i<iS|RS)rrV`;BO
zV+f3|AQ!af$K(*1W8WX2x}Dz{lyDkrMyBxu%$Ir}`a1;yows`w4yDFH;;)At*Fc^q
z%4EuE|6yrF9_3EJD<%*1gD-KoFW;+kRq1JK%j2YeV*RmdcIRrPH9uF{_0z~y(+Kul
z1lMx*U<yr2LtcA&eyLTFPTpVCb|;ciYT6W)BEJ!L$*;QuvfQ_UR|qBwuz3aFg7RbX
zM4cD@Kz**~&lf2rKnQnd2&Iz=%y1z|&hOV58g1VA1$8n8zOsuS5wC4M&|XK#3}Cyi
z4Wq`Q*GKuHNJiM_aJi+p?fYN-)XEyEAE4xFs>0<30Kg@bSxR<9@g3ek?R$_~D(!mL
zQU3joQh%YZY_IMaiOC&MP^^Tsv>D~r!`;E{>*fCV3_DbWc6&0f@qeTNYlUD+9_;7R
z>j&{v9A};=L=R{GhHY@0bmXE}yEXGHL@Co@y;V8ymJh1cIO}tzzU0FpyqBx>Dh^--
zmS;%s1KWGeqk-WAjDlT@RpTP=5t=-ojgAuQaYDrVv3AKW*Y;njdyfwuW%sK(UJ||*
z`hvQ%Qgl*hki}08^p_Ewsa}QYQa?O<19s02e13nE!VvRCRp$jExm?+pC78u~{wVk!
zqLl0rl`YMNW;@RzzvlL}6Bqmq^!>La6x8}g7vX4S=n1go{>jM_D#{S6uOLpScW&)(
zzK@IieQAQK+$u|an{Bzf6>BVtF}p%}Ii2i>{LZA+KDRW)P-X8ScUwwu8u~g0&g~N}
z8((MWd*YR2ivB-GlSE9n<%F4mmSH!gdjI5@B&_}RS1oz3ETpTt!#kDvJB(-N`N)(!
zOY|b&^2IlEZx3c|klVB_)DML_45(nA%q}^FC?nTdgI%4NR(QsrvVg%Q8~w^L<SyHX
zy@LkrT=2NSNMwN70eb<CoRP3_g2!OUN-nL>(w!c;m5^(l@9U@<0W#PPJKoQZ^@ozk
z#%f8j-eHE)YXSEY)qexxx6;hdgSi&2r7jtH6uPh49L!m`Rh#Nb3+#{$#=(50THVfl
zwF>aQ7o*SJ(+kFd?>58&XRIjlofe2|O!xa}-*x7eB<Ryr02g_%MusTlk)+MhP3UmN
zRIq}F(~UgG1DgqNmVCD_Yy1QYII5GIcj%=)WB^kE;j5Z>S&I$G<ySw!i#B(Mzk~I{
z&p|!vZ-!wPfUwVW)VzDL4nPkr*GiL}tsFR>Iqj`AAVRf7B%YywHJnzdjke)~)gvsz
z!{4`9b8jlWu(k!+1^$hr<OvQcI%9JqM!jBij7Tl*8g3tS?4EBoF1KgNO}FC=C3Pw0
zx;AnBQ8|7eP|n&P#b8&4(C_fDGZW3NhfTvz=j3+Z`#m1Ds%8#zk*|0h|2X;S-1o2#
zwT#afJronILA=pIp!QS%yS6^<cayw<KODZb@W}mwh9y1P9Kw`D&pXt>Zxd=(u(xel
zgcN`uT~FgC+(C)venBV*<dp8GR@yNqRKgCF2pvjoh|AKtu2lieNQ8f<&k*&fmVkDP
zg%Xy!rJTe6=ocCFyMEY84?wpcUHG9o+l`dKnXf2XAItP7HRhcxAB-`%G4s(WNEAUW
zI)sXDma%$y9?d@ypW|QWU@t<uwEH|z-i}5yguy@_qF%!S#s0<EEnV|612%@|K~+xl
z$1qwDdkQ0M*_yA<mZ=2xje5g|aoGs)Z8&AU%YX$KK*~4{BMm%dGO=GCo}p97c}Q)2
zfFY6|7w>bE>0H7PNkg4&Dw{_n+w5*g-p-^^_9>D4iia?uL`-&Po_k^;I(@&Crt*mH
za%M}CYM)%~>aX4X%GE>YFtu_-XN!V9MkE6bppLG(BQu}yUK*w}fSp2Xz`}fFkngyz
zC<F`2N!iVii2isVO|I;btF{Hl1i3roPfg-y&fJIj!*T!9M19yvc84^@uC@^zGtb&u
z+LKOJJsH%|$p)@Dv6M4M;T0e|@Duj%1B6V*j9#+_5Ajd?#Lg}*eqSNVvggt1vC%V1
zzq6500+lP3<t*_NY?wFV37tD1M{B+II@e$|QO~z0*8?|m${uYO5YZKI@$q9*Y6=Dv
zmG~P#x#@F<(-sjN57~;to6vhd?p)r;^BS`ySzadxfhU%?-?c%leGS`G{0Pkn-Z7+*
z#oCYk5fL90G9gD@KQn01e9q_6Lt2C3@OkH{1y(nEJDoqS^%noMr4uy``0%;7%Pu?U
zY*v#f53TNBJKtduJ6)h*nx$2n{%O$|Nx}ruC>~Ah&O`vHPh0pik7(qppU}zIL**Nx
zmo*NAO4n$>2J8XKjm~*Po%R54wM!`6?F#cyQ0Wad4muy(3VbzleC?miKw4!1eT9_=
zJ}VWmu#SDvnFE}MMe_x7S%ppiX1@%L3fEVq*Nt=j<`y+YBW-!+FN)z6k$19D#taCV
zpS@FEee=wG5-gZ_C3xRqyGI81`y!>nq-E7)+(Z+iL>u|mPi06ABT0O+^>tnHVIV*0
z4nd{913xfnHy*ag$t!6-XNZ8O`*$&|T{+Rp%tz9OnFo$Fwe@Ge_G%xD1(edaDl>~k
zZa*Ru(-%_*>h;8SyuJcBtNrpfHQzw!*Lcl{=L&n!-Ottaq!jjCE?JfU*$e@K?tmBC
z^sn=MlR<hbhgBsrZrDGC^LR?nGn_gN7S^Nc%)XfDj!Ls5T{kBUvRV(sO#U5t2kH>m
zBRjnrGHTQqr7KjWO)sIv3<V<njF<IzCbsF{RS{@xRA2gMU6YFG`X%S`SLM)tAV8=}
zh{@dX)qE~08Z)6+KD!H~Vm%2uY5JSpdg}Xv8&Ua?CDpi_%cy)<kgU$u$3#o)9x;d$
z)aPF?z(GCX^tV3cvhsld2Q%V^sonWHiX6-AD#J)heXnRszyZ>tT6em0#-At0zXnol
zDoRnDwOsDHa*Cv~ajIGLNob(Ogk7R~{pIgAX5Z<fy+(yk$+<~Gl|-EWc`LC+DSyw#
z3IScsPS4AcCH3orOgk!y&nsBH@4EEE=WHBZ_V<X_>mEv?y4jTC`V{|kR2bRKVMB;-
z#l8bAx3=N>dZj%%-lacJ#6>1ALnLN-4E_p8-{bEFO?UGmCn-(?LVV|J_7C^m9UyAl
zn_9()!|&To>v7E`lcY>l9bMVsGc3V=k<bS^%Xbb5IJ)OhC&2r)nU9+@G;)<*G)D47
zvsK;;H}a7Ow+<Z09<s2r2}4Cs7e%MxgtqHwek{in?-YxXn8}VML`U_KN7h-M&bWSh
zf^s&4N5eknt)z~n_=y6=qYH;r3a~9&y7>8lK5lReg8g;x!Ov>IwIVk$pUJZ5k{hiq
zBtz-f2aDVeGa&|@3iiew;U9ELppj6$Dfb{FD{^fthI-^fQ`nZ7=3zmm?qVG+#XHIm
z`BXB0TEgQW<oATI7)qncTBlGwaiQ(i^$OJg!qhM8$`LP7_1j!1o?3;=gi<jME6f%q
zJZ(Us;JH_~i*Y(L{KuZ%Dnto<3}gAVdyxDvr}!YDQS4qcSDhRoHU0TyoHBUPuD9q_
z=ukdJ%TzM<8^-DR@;C{7GXiCkwV#K57QK^G@>2JMlQ%EkpWo!_UH!uOL|{EGYa02n
zdLijFM`kQ}i|yDql6%7$^73O#j8gsaz;n<rLa4QLtp#Y)h{|vfigpnEXF_|K^62+S
z(qMvE?g*+71>I;K=|g=y$v65>oiBxNhJX3t_AJk2gZa=cga~9?-PJJ@H}uC!WCk~5
z&pQ_!%NIB}XiFwBIGHrX&>n?_UsX%cuQ+9<*UJ=^c5(N1?-%FYW=3=gj3UMq81A<T
z-ICbM8R?__9CkzKEs+T~fDUkGnJ?xQakF8$S_dfv<h1$?jnRj_d71IpV}z?*kiKq!
z*PyiFhR-^1<2xNkWb8OCL!1s&s(^mRU{cUxg$nllNMFD>jj>RV<c`S3QS=GBQ<atK
z@Zy5~9iTtaf-$*-55Kc}sGlu<eWwE)VB9<E+m8~Eoa!2<FX^ywk{FD~Su3J_BGI19
zmdWd@D|4?2FA|eJQgiVC7A=E^v*G^A-^L^N+HH41o}cNXXX!)_SJ`R~1<#YL(d*$C
zO9opEolysxbrs8llo)Rs2Oy=rFUb8jl)xtsi}{y}Z1i6Z7XA<vC!^w-q{#W}kb>VE
zVL}R<%eb}yrnL1wQE&Am8-l&2=^sjH)ozb7jp@H;>(sO_p}$JJ3x;D5`Rkr3QwCi=
zUucZXfC8l<yjm!)T|HK@9*0M|R^69l$o(eEOP3hcl76Y3_43hCH>#&8)y|N%P~Bne
zT_U)_TuF&am0OUYae0kT1B?7mvzw-iumT01<zPQYcR#P3R|JoRdz4^-4CK}yiuLwg
zwZcA;GnY&b-rJWjU&&<_jPElER{8?o<L_R7w`y*4Q%FaIp(MHhS6=vC9_lRB{#dU@
zOE8AmXW2Tl^i^|+mVCZD9U~mFMvz#>Qlmfi_q;o9<m9f2b5uXI=PJUb_TGP$3ZO5?
zI6eCql1$;e_Djl4!ABe1;s8%Od_HV7bc)MMl;pkwBkU8?LvR3!LlXbpt3Q$lUwBxd
zr@}*B1HeT-+8plRTxK`ji3L{>g7no!*1JF7V>u-;N2iY{okBh?g?H;${-^n+)BeFD
z@mM?2V;9w^K^l%Q?TW~%vpbU&7cRTI((QTmg?$utZ28v{93VzrYJD-phD-)rNWDI3
z&Fb#?{Qbp{u8FPw*Dm`3BTi4yhM(@7J->rxl~WVyp5N1WzI@kPMPf3B4KN54huSo|
z{+)ygA`;sd%XI(!3zQLkI#__Ii(cjy-L#OL@Jtne;TQjUGP`iWVjL#!)Og(da{A-P
z_%ZQA5j5^bVfTf(`Q3fJ@A(lu?eVbQUhHSDK;MSP^r3OOXb__${Tz@BMr$v7i-UVo
z!}z56kRF0oKz$EM7*X#fk%N|+MK{WrA&|x0&!fqfE-nJhytZi%o3j*8*xCpkwUf<X
zPCego&nEf@I;75m><KLYkSvgLTO8#@)aV#y7a?@&4{&JRf2l(d?)%p7`HkkVSpyk4
z)Peu_U0`5(<8f2L*AI@od)9^Xin#{)DOYr$M7Jb?S^9c|@{x!Rt-2P4r0@@j$)7Lr
z3_1M~7VyVsppsBQyO|>$N;}hOx#Sv1<X*H7Hs;22g*Iakx|9vo3|sQ+B{(-5m8&Lv
zGoi4!PP#C)#$g-XiFH%xdAy(jy4!sKBl{C4m1_407lbC}dF&Mb2=!0rt-%P~Gqub(
zHhuof(MC&J-<5kJF>MrUZ`k#;ByZvRxNQ#9b`bn8(Iyx?S*;V`XLmNz6e4e=lKEtn
zZ#tw2yf!;CnQ%}K;J`$ms2nD#5I@qJ;qTmG%H}*sK6hCF=lK)FAy9VZSz2fG>z+a?
zyGU0b>{Hn-kzm5BM6>y3sB{XdThfu+FZMHv{fPd(KIb3#V)DF@>_4fxm;7Cf`F&0*
zGUGul8?IpC244ugUAncT?zHn&$zFvEDR20>J>$Kl=dWTq<TQQEG<34jq+$e9e(=V(
z9T`?)$e{HRNZi_^p3PpWqUofBRyyVfLGSiws6>%CWZ0TFNNuB0iqN7yLDKR2fgB>g
zcQ2;}?;CGQ_)5|Gko}LD490l0zwFxm@YeN_deGo1j!XQF>p1uWV-gxkdAgWpi6Ny5
zc{wpLqT%!XwTj%Cdwz=L0`jWEK$&m?Gn(R%Y-K_2JM^#lgPOyC+;X}}1vi@+T+S{a
zFxNjUAvdDumfSr78t&IaBbMu=#EM~=2PR2^uQD@G0<0{^j34<47R60tPJBSY<Ovk`
z9tQ)%rO)jo5_~WZn{a0dfIMDrX->a*FFK&uvJ1kgwqM87ZJO3J={~EReeVVZhU_Rs
zwnw#nEiuc_I^z!E3UoIC%GDoAoz;sHz~v3bxieR3LQw8HOx@be;zx=4u&4U7T)(hn
zbUwJK>M_@Z>pwRdng`MlV%ql(N>L2)#w3vy=0caDS-X<efTu2T_4S@D%t6{-HN%Cb
zZ)N0Zu(8{^3T&Srd&=iMjA6>F&%^j_1)2S|e=gV2{Q{T7MgQD03kiHQ7Mb#dXH+lu
z_FCMbNnp5efEA}}Za;{J8#ss3k-9?(zfu<e*O0@xeeWUafW_}5ZwwYcolow;(DR?5
z<=~yLCX@p+2BnZ<c$fd-Dh=DN+XBRm)YNTj$JNtkA;C~DRTE=@dboGCgS@q#lKfl8
z#_#t19Q)USm$3!I8=(8B((|Vo(fpCmpqvVAR8mN8F{pm8;~0Jkn#YI8vf7}$v=?An
zk*ZJ>eb+%#vT$-78Q4&!2j8e3N7(c1_yra1Ra388a=Q5;g18cR8k~)w3XJii;Pq3A
zGtDe(7+wly(h%ixxXo%mQcE__bEdLnI!sg-O+K=EQ(s~}MnVrA*}$cmZ0M(xr1a5$
z&cc5HS2y?A?jwmI8o8<b!#Kr9o~8&fHDF8RgS&HfKQeLk0*sB1Q4wJLOg3@AR?i3;
znRSjF_2Q|5zW+$49>TG|vLWA@4WXn<n5}i~^Z~zb!%oybE)M|T5?)GjnIzk_r4?~a
zX-*w`GOGrwe?fcuL%%{gyb?cwb7jztLhIl56@8i8${Dk>jZ*sx{b2Miq2~x=f~*I-
z!9$D?2*5q^@CgbpLiLnqCKf&W_|LPi$owkkMWi{#F6W{qaug44pYHZG4LaKgf;<dp
zU~J=|{JxGdV3PBJBWcT#gVz{iUAkv?%RYyziCW>IK@g<sc?X>9e7IgA4kWJygH^3&
zgQ@vpa#T@W%Y?o@Dq0T4`;(VVgig@${S@K4lv7u;uc2k_8C@dn^89R4Vkp{OBf5R+
z_RXgXieyN;EK^u{tA2z2Tkq=qE2H++KDb5DJ2g?i{7{TmZ8gB%I@<Q4@At{|4d3nQ
zGn^4ZC^r8#?qH;o!Px;d4)L|&`=P%1;`<~v`4j%mHQgjP%~d}Wf1a|JQMG`=9Qk{6
zkrdI|Zb5n3X$%X0qWBe6w`{)hbL)2GG*?l`47d>E^Vfvp3jafGSLbJR^OBOt3D!$W
z7}w<#TUz|#(Q!CnKNt4y!|z!`5JhGyUhRwOHkDagu*z<emg;wZ*n&q?R1=1{(EZ3*
z!oM0AKvz#{Ew0<fT=l;yfz{n42l_F&i!BZ(uuz`gODWXA3q<gUXukQ8qz{k<bBUe-
zjEeq{J$k7<lbTJX#LB6e5>SP+CY7dMRqQvnK>?SZx;JihG8z7*1Bb*Sgi6ek%&d*F
zV_{iK+Ud`{aT^$){Lw4pWBP;vUOsA=US&83v?QW3+eH+KjxZ*_3q-5WI=hJXtTxY1
zkBaR!QiE_rkzrT7yUp^5(xw&OeTrP++Eg4UGa}{1A9hCWBotxr1p5q@4p5pl>cDQm
zD8sD>f4?0#B6|{q?BU&6ogVui=lzT;yvA0%TUPNm7nm$@P@P5N36(zK_t>*AxBv&`
z4hqPNKAC@z2qZz8913Vcl^vZd*`I}wmi!EZx^ciQz*5woJBUVj&=Cnb^4(Jr$XWR=
z%7p&(4oz~$^Y4@tcq^tmVpgofd7K8}=PaClg9%c5pMR0AbV83BuU?`BeNA2wfE)F!
zJSg{9Y|3s*2OGZR9=X;?@q)K&!v+`r!guZ_^6>fD36~}I#gTHpB~44P?7IRsI~#F@
zIs1nR6y_ImDPs=$6FchB6;_1r^Rz$F5lT_+@tjywD+l@YjSH^tlT<uQ3Zw;(g97l%
zSrz;xjQZQcJNzK}(IY)TkAl61(nOlUYHHO645SeWH{TG>LKX2k*=)(~nW_Ie#veFZ
zADBqLvj4o8(@^x>KHoi*Dm-$^0}T`Idpuq4WSo*=P97)cA?P$fs6e@&voG&qX3#4&
zR4>C?9P*dX@V?jK6>~`>Jw1(y3x$nb`s}6fm&o8Rdyse~(+Swc&KYiE#lC9&Z&XtV
zz;t^XzTfYs>nFz=cIGznKU@oJt=JD6)IH6)7Kc-Om26qA*`>WEH^{=)nz*aCET*6<
zB`plD+TOIs2@WvptbdC)tThwyO#ce|d@Yy;3{^WY_jmVLFDGlr%oi?frcHqq%C8ZV
zsLt))sRa4^E6~%gc~TpmV44M!nhIDh&<;$#%Q!l+T{#ZhO$LV*AA<a&ybF%f?qoL9
zedfy^GUqwutC;Sj;{D7`zMt%C^%*B~)^T+q9EhStH=xCrqLOFX<SANqjC=^&=m1$;
z9v)-Qai2%~jV%K?_$wHj*)LW7eGIShkrh0bI^2s^pCb04I5##xx|4XngpaH1_w}`h
zrQY$%@qW}>9<3=J)@YY9M)T#ZSHmZKw=%Gqzmi|ugmjDY=~=L2bi0-s+^>s7PM0fr
zKn&}ayoWZ@D*_(I*{IK*dxWR*gK118{pSy)ZoTYc-px~-{~%ut)j5y;<M_kH9@~pK
ziQ!Q!5dy7>M4*gM`3j<*x~oDd!?4<=@r{<++UKZjKr0oP$`A9(gl&xI{v#Qi!=Y0U
z1Jl~I;vju?!b|>R^BWwEBgCjA?qy_Ni{A@a7~OpODN%BZcZDy$0J>d30a0pcC+nZy
z)tp{^ev6O#1gs#t2}~bXa64Uhm+Jr*yl-21forh9)6Q=iCIF{EA&RqV{Qe4L0scJO
zyaq-bj+KK6F&4dwwEJ-cb?g8&TzC}}NT;Cx>&1wZ(x2kJZ`KhSd5@`&2980#4kJ&)
zjpQ4Id@h42z(M)7gNvj~hoRU@EgezT==3kH#%xFlqquuf{*JngCW$9+Fl$~{8jf4L
z{B~OPQ5l2Kzl0InLhv6OJaZS=hdzay@~g%L$4gFrXb&<*14B}|8g^`u`iPH5Yc<j7
zM~42GK3;7L38I|eX>NON8M^%C0-owI3zWxM98w(C5qtvf>9c%Ne-?*8k;zfUI_C!8
zaXuQ{q$PDWVM@Z^+Vg7)zg&G8(A7fdr{5IsGfb`BExQNY3ju;jj?84<$;Qfb2gCGT
z9~@r4OlQHtVV(lS;H_yK4|h(F<^;N}>7NR<{7F;oc~Bpv^gt;9ANPkpT$6T64_I;4
zVLg_IQG!}tVr=(oM4_8cqP`=?-y}tTrrqslQ+(n~GXB`C;wD(53f4e*-E+zlSy=Ee
zU}rN!_F~?jWo2|x)KX)jJ|odr%C2`Pxjkd79?9W#w*v}<vMNKjk2_r7=xy#Bt2&?U
zAS|NaqB`@^)Yb(;dgWwGWWE5>D$^`4<x+raNl-#oB<&O)9%6OFuWW4UA9_cAz4bwH
zl>95f1VAD&xa9}-uq<p9AMEXlCd1ETpxhxH#b;|GYzGt_ilF`HE%syW9Gr*YU)W}k
z;NV;D<?O?eF@*YcZ?#veOwEhU<Ap0EbS__<yp+8jzi#?A&!eYqO9LsodmxA<>Q2R<
z=UxU)(BK?AHyO(Bo^)9#TpB$xLAd@F7vjboT)OX>Kko|t^rzR*=fVPH`d!3!$z#H4
zAONk8wfWWWG-Kge#7hC(%04-uJ`p66zcTz<oc4=6<o>zBbD;g24H_^&RY>6tg^W8D
zKfK1z`yU_EnVbPmcV{|CXTRc^41n_*_B+bqlJK`&gOnwU*!}$%Q(o04to!I}6RHA3
zIu#YRgaz2-a@O;{d8CUrr4)hB>E|u>?r^vIXxHy=+ul;39&8>lj@q3Z&@_&}iZD9x
z5mk(U)H@?e&*z<*UG+FBUprQ?drl4JEeUR%`sU!`MHyXp#f4BYV<H|-D!nz^!hw<S
zQA)!r<-u+m{fJ*h!b69@)cdIyV^C9=8%za?-Hg-8=5xlQi!1KO*RBhsgVkQ>ZA(ON
z7Yv`eZL92<Y*pYuzH%9|x0CPT@ODYzwP!1?!9PBjb=6h<4vs4h?Vtay-Hf7nzI3DU
zx2mr<C3Baae$UxObY>iagWtmG>bW|_%rFL8ey}6%!()FE&K*^(_ucg<LwU)VMz1d-
zKFzMOF!9w`E}&STo_h+-KdHV|W*{;^$$wY+OT#Lz+p=Pwl!FTtlIm@J=84FQjuu2E
zO#UZcr6#zKdk~33hacDN4n?wZ_a+HkI3--!pCfrTqR#Q`dDY%-6Xcn4g_^BoPN=V(
zBL-WRrA;LQ{GBfGOZyhD1+kmXEDRox4s|gMN`0Y&uenwi>CMy8Q{cXT76%<ZY)wCo
z^pY;$=oNmxAV$G!eHAlv6mCuUhKwfO<VzqU-Z8?BEk|OwPoK2HjawZ!N(Qw?QV%8(
z<>~9p*ZuK)o(GZ+GxDvVDE9i#QS4mIsG!olAs9j`#y=^#1{FwP>(!HIthiWAb*&p$
zXo^;ct>E2=xdK9Ke&6~r%3KGUnmf>ov0tn}`VY#-5MbDMv*E8vW>a^*TggIZO_0G1
z*zvaY$#!)CgfP0eV!3F6GR(Ds`2RIc2dJdY8njsZgvj=SC{)3zNxsz1Yf$(w9+`7R
zT-3?zeXG_Zu=j9G_XVE1%C`%yx!xj3fXdBOcEz|qD*LOi9`YUB)UL(JElRcAbV#+)
zN_d9~^nXS>LGnxbKfI=LR>#{D47SWVL|0F}Qu!#&#mC^*H^KE0e{XJs4Kwv;3$MO%
z*?9XiP39MK1%_?omFM5OtsK<1FSC!PybL5dRt>n)7|fM<5DQ8@`8_6(#5rEbL*a0<
z&&)$}7ORAy+zY5*lnOoIRt_xsWg74IJ)j!x*u;-V*F_g*kse!$ULUvPv1>nNg<3ZJ
zQU&cc=}zS0u#fN8vqds3MUbGLLfqk%dCZHk9BBJXU+xt?3OKW!V3XAHp@*Eekm=B?
z6YY>&zTowaUXiDwcEehOBK5nRr1W_TvwIL$KETL#q~og7k#gKlfDl7$78{spBGo;8
z72PnQ<d(Z!4*4Daoy>Fqn*Uuz>9~52xHe~ekJ>R0o2*U{=MoP;&iAKK_g5Iqz-tvY
zu4xIJYuLjl81kkBfkq-*{Oo@pg9SX@y@gEh`a&D;DloTdY4^$cSZwHXbvg$OAp`dc
zH@W72%23BQ6m>5AH|#jDuXN9_A6Bg|YC|4O-=Ecq3I2<=p2l@0nz}Bdg>5a>6Kb*Q
z{(6;bIj}E^eO~<OxYwydJfj!5e;xhj?uSBbP*X0%VV=dE{7=K`2fL;!jTl9#$Lq6E
zHFDP9_M8Iw&0z_T5^iqhZrX`(aQ{v_;0_vjp-K{BOpdmJlLrc;aI=qtHbKHKIIq2X
zG+Svb!+I|2n~b}nS7$V9m?`Pv?BICa(B=!%dCQHoy;080E3faEI)5MDoj$Dro&lKV
zeCbv?eRtI18nG}tVJ=U#y+D`XmwlG!31O$s8a;4GkeB1Jf<uL*BF}lZ!!cRf%ltNm
z_Iuwgx!||E$V(pNZd;n=sdEpqtV+YS;8C2vsJ#~M+92qn@hY<8Yumuh3BP}w6+$-a
zOfYLYY7!*rI}?#K{SFV=5#B#!c+L!!U5xH92A4C{8Dq6?A=0r4e(uaK?Rq}As3302
zf%+j5g}Jtm;P7|!-+K4~cdWm4l~pO8W_-1SJq<jvN+`eGfE(rKJs-DUh>bWi9AS*k
zHS=GSLl3ijMxH&*pmbHO{)7o4N0EAw>f*q&YOCnTJNn*&z*av>0o@5V!tKFd6*NB9
z!*Km@ONox3ygzo&OEm8N3W@>v;v~z9Ap&hZtQN>CKOU`tqH)f)b`xVhRWZR~A-jj2
z25ZiJM=pq&F7cb$`5)y(4!v65S+`tx|6A&nFFV7mWKf9Tge#!zr$uBS)n!eQb5EZ1
zx+d*jq{imb9Mkvy_NIxawPw&@-AA}sdb44{U+3Cok4Js7N(NoUFFiuJtb4B{^V*q$
zy=+vkU&tK|i{P!S;o~ufJnA~vUljZf`|?711eT0`vEv+61Q_z~yKd>1`EP6*S?z=x
zgx5>Olr+dQqlrwj{~Qa<_elFNzd^5GhQ6O#hds$g0t&4txM#=ty4>QJdu?*QHqiLx
zte!Mn$&%8x<3HQ4uEtRI1Q(rRu~x1YI;MKYW&x%tY<7i=kvC;find?PcmKLJUipGx
zODsQq%Y&82hdmrD^eH=-3FZ>X&;#Qe6p66WneTn$d@M@mk8LN_gfx9gJ9vyHN6$Hh
zz){+khXq?t?r!zm%V$mBVZ1iQ3l34rM}8bYj15~L^j@@#xcv`n5M18NlpY7pF_#qU
z6vEP>`4zHaDx`vBNHA3nWhe|95QoHC0P9VxWZCyM9aDQZ-qE8jauPM7Y6qU<RZk9?
zwwr^8&V8WnfHy6RR7}^qCw&&oBxKg)PAz1q9v<V$$!Xd^p_9RJc4EcVUd-ga=op@o
zHrfd)IR5)PFk2^gx4Es<>^{QAgu<;W>C1Sw4*6W)jc;Xkv^lme`)0)=d1k>S&K|=Z
z1-sxt!c$Ft-Y{0A@vmcoN+Nw8OHbExySKj?C_k^wH2<V4*G2x+G@S!zE2Pjpp5CTs
z>REh>pbxhjIfXoDei6>~#{%PvCvDAhc04)5;o7TrR5=)t`6V>$9g26HHdz5rZ79&@
z2rqxOV{#%5`NP|i4$2;Vus^*^{&fNR(BLb=#SLV9L4S##M~lY1zY|}qNn_3QUX%sC
z6~&{<PO?eJIzLECG}`Zred$jdn#Pb!I3Tw;UhCUM?rnPdr#@R?`h<<gFqNMP7|NgW
zTpU(R--eXIvfXn5(<Gt+D%?oaZx3>b1=|-m0sq2$C#lcVch8{w3O3mnon?as(2v@N
z#xL+~!zZSzf{S7c4llIpzNJFpIk+9QM_MK-U4z|!w-t8I^_9xho;ZiP!=BD>kG?ww
zVWcK9{Zz*%(q$Y$u3xiD(7$M5c%ycH>zJgTOW&Be9h6L9>}k<+y^G}I(}tP~#Y8Hp
z9$U>xjHc6ztY*S%(S)0;LebalEa(-*9d@ky@R-9|Q^=?@>GjS(&Sa&6q4f>cw?_mR
ze`1bgic4OO4Hvmw=WM}7Axe_uXN$2D<3MHT<2-Wb3dEIkD(03|g%7+^@r(>gGEva@
zcsVi)Yo=G&6K#zPLBxRiH&e?Uo%m(P+uvP1;(3;b^+~g01NGa-kkKN(*aJMS_&yxz
zGr^Y+pyLQ@)&XKpDbh5aOSyTSQlso(^Cu;WS=RBBfp^?T{MmH6J)YEak!!~V*d<%r
zv;W}2m4|+XDj#6-a%cXjo4>=5EKDbt<ab?2ryL`!hxb%HNP}0zLa5iGetaawO_o>4
z#d;?)3+PkH+J=o~yXrmV(7-yZVv?7S+}|)h_ak}6BIo#rVSO^kyTrZA(@1K1VSpNB
z4%;5?Yby5lb+U?m0oG;hALa8+*2OOx^gwd=!fFEgS?zkPPlk5;OG#MAv;5(1U%G?p
z(n=Oi{QAO9ubL}aKXhIGYFEUCe1{oD0Genx?1U76sO19#TALFBAP~{Ru=IJm-=t}|
z(E8$V%C(TYjsqG#zI>#Hp0HE>)gmr}M^Aon_Lu3tMl|T2IqOG@<2dhL7(30Ff!o2f
zs}>-2CO5kH7I4*pZV=iEHVn%%nBDZz?!~MhEpDThR(%iqO#J%s9+cq;o?&%`nlt)%
zD6HV7tD5+`)w3f{x(FL>=s$$-x#Sx3-3!!#+qjq{L#ozS`)Mz=iQ5Rf2eVY*mGee}
zto-AL{hr5t<er`f?f;IYbbm%*^7fNJ<BD=W+^yQZ;ZP=ct4-3=_ZyK!TpT3wOf<2?
z<CF1k;@jispBOIPYuul4Kc3xN-~_KEUD!;#>`v)!G$Ep4-vt(#41BV7YM8tm>92`%
zmgZnGSSWHcL^-DpC;KjuFe~FYuvjwuHmlAHwat7(V_Nuj9v8ye`*A;cfLOb@&hvhI
z9%9hUmaXXC+jDu^imV;4Mi)HwV}0DuqYDm{Q~YjNxM7UwvX;R3#iSIw%nYlW@~d*T
zXS4HJULar0@v5Iy%h{>P{I(8&fpzx-y&ewe5i7@fU>On=n{x(cF9?qE1DlnnGAq8!
zo2=`PV_0`D8cKU5gb=VP6<j0p2k}NYK@TXMd@nZqET}`tL#_zC_){Po#l(OY3urx;
zlhuMIpHl?{OuBv|JH<ayvW<^$&u9}B-{WJDlH$a0LrG?!{!M=i0is@UJc<TAlI|R8
z`}A~_@A&@xL9kz|JUV|cHe(5DKCnVrYMJvaRWh_`B7v%OiIx~q=lNts1^D%WCM&rF
zw{kqlb$Gl9^~ar|Oao<gzlnz{C^?O-HVsxEKyvhF8CYp{8{teghP`swbn65u%<fqp
z0;q}EbTv-$_+ClmOuO`Av!NfN=nBtXWY;3g!&B~*u4O9lKPr?XI<X#za9~wi7Hl!I
z`;#1f;7@k72B}CeO_6ejdQdmEKWn|Tem<+XbsZBL1TCo6wz-2AQ*aRu$mEk#5Fq9V
zQYu0|tD`NiB9_!C+f*}%oTbfnl!ULc4ez(8HLmX_H}ElnPTJO6Sir27f+VfhE2pdZ
zQyy72)V`n5+e%75xCCn?%a++zw{tqSKGas~{QLmd8%Z&#V6Y7a*QHh1nAZGH^+Ps-
z+M2{QH>wT9oSr2i?m>5xwDoSak#r&vnelTrw7fbWz^TlEwPxV`adw6H!VbT`KH)H6
zLluCuzT7>YYqNuy!)Q0W2k)a~^TTSGD?ZqL{xl!lZv?G8C|D==Q?y(V;vG%o;rUf?
z@+m|9s1LqrzxK#hUv@A%?*~~0<0mWi)Grde+bL3kx`lowsRXI<ktS!RbdrEa>Ok*9
z;d5oV-GXw;Q3_k5dN=K-FD<fc2%P(xU{pwgcBy+FyWmCw5(AQ>pX=Os-eYDw@v3$7
zOZO&{tT{Q<4_+5QO*S~^O7S%g1+Zq^Fde|`C%4|C5Tocjh^(F8r<T6?cxKd;YWa7J
z$_rrj@S-A|8FCigto-gT59s+U6|YW=t1dEWP_hEbz?E5{H!o@9lw3v4Am>9LzLQpf
zXL>rQ9zA8SMl6_4sv^o9Zz>D5FxpTaa}hmla<B>bc!pnnU2)x*#WbSetV78V>M=i*
z3!W%~J?ZFtQ1Vv}b5`yi&*>pAwtelhui|Ot=iiM=?>%7y<`Q}64<wI=;SRbwB6Mg{
zZ+N`OYOMacnVAm<I^F>)Xnscu$eI9+Se14Es^rf-8Qwl+KDyTROzy?T1y2_RgP>Et
zeY&Z(t}hx<1^&EPBIYi=XIJJM&^~_}0MSk_P99%^n;$Vw%9fUDT+K{}GIaX=gb@s6
zI;d1aPc;T5{}{#Xu|yd<T7cwmma+YHYK+bszrC^u)r}HRaau$1;~Pj{-l^m9qC~<5
zK+!b78klkEw-0ZY`DfQ!!Xj89vM6ejQa_Um0-($2RgU*$06|PAk#~N-F;NazzSY{^
zjv%8gUMpVuyAPGhqI3e5Uk4Y0_9VN8c{-n1_&>2KE%{m`nd>n&&srQ+a|nQ=S}-fX
zZIDUj<f4yenun!HsP<tMvWE32tr*KSV!2|9Ik;c`^R0Q7{7pQ4Wguh<JnG_~8mi#X
zkXFEPTW$b$qFqx&9pONpdtrKmC;X<A=MyG{4qh2<UZ1^eD|oX|5$7&-4&`hlv&_$I
zSNJ+OUltZw&CetnX?HnAaeUjZk;2q!``$lnBLG8DYt$K|1btR*!9Jr>Zbr7?8?Dlh
zgJ5{1$^i-6H#1ySY3Xd(F0@YFBJZNFsBvdFKj81_7_GeGL^j@}_xSYTF$sZQxLps(
zDb1HiYvLCnuR0V62-9cZqaG+h(UG|lP1VD>f<!8jl~#c$+0Bq?e}4C<0M0>VUn7fY
z5?BrKZGOG0MM}ez>>xuM1N(bx)r`6V%E<X`&l%><aU;d3{)KPJ1z4zAzcl^6=vj0K
zjROTVA9r1?gXY)sYP_O|Aw9yQupJAQL-`!G8Mq8P;Bd@GKv{IfisE(e&8WY0P;=u*
z9S{`;r8p7ry-Iyc8FPjHenQh!`t;KA`=k<M)qw>znf&aeJXvy?eX(?>wuI@^v13l&
zA_2*x?O5n$&&e6rVFQS2FU?)pHBhaRFXqFUDj7PLK6wTe+n5$B6TwwF5uFmfCaKr0
zd*2MU9^SLhwcW>FpJ<WxyI2!-TfjyDUdl%}w^{G=Hq`IEXmND>X<0%;gt1FR0s+sj
zr2CX!#UuHIu$&*vk>__nZg?Bun=h#TX^+EjTCQ+XQk~N^zI?$Tsko|!us}0^zmpQc
zfTbeLW9;zn;I15cMSJMsuX?E%n;1kIyME6yi{NJG!w87rX)-CHpNqY2xgd)w9N$-g
zv#4=7?0*K5;@WFHbWsdIg=y%!DMS%xEGw)D>X6K<60z#hnwoM;5jLw2XM~&$eu3&9
zKhau!o?hhjR|F9<GVbs%Ea0D3X>8QfmBw*<i^<=@X?oCgl>dZEko0gC`f*EtLd@Vy
zx;;DTGaNL1^u?6twnM)$J&CS9>VDAAz*cO)AC|5m8?0B55`+U_M?_XKpS?7l<M*~G
zMC(Xm8tMr7s>2U!>tJ5UfI)*vci4R~`}<ik6ms35P@X>&N5z5bTfdL3{n0&3WHuo0
zzI3uW<bIOK8A1+S$d+SFpYPXJ>aWU~Pg%^vYBHhkHJrB^%2y`bILV~Uq9r4Jox@hy
z!EkuB*i0>}S3rtK_ZJ|ys4VK&msUVM|M8ZI2^hIvd7ERZ3LnWXWw+X34oThT$^sq5
zskd@4RVc|iIZ>C9r~b$7S?;BU*@s7Fq=J+H!R!RnF5@i~4{fFo>ylX@tv{sBYdkOL
zy!A`AL!D|S6A$_~eRP3*tE)vFb~sAbMwArvf#SOPTe<)#5VpA5h%Pa{RSwJBon&~t
z56bL~xZ>fN_qJOn_yzjz7jM_yRqq8i%$`4z`IF|(bV;AvQck1;kQ)dC;EOco!k*z$
zLmGKLenD_H>nPkB70Td}B6(=pK#Fu=Ny+=;c)zulOV}M^cjKu|<uFk9%FTLj2pQ<K
zokdBxuXBTy-sa@+O-d<y^$kG*c`i`ItRZd6X-R9F%WnJj7+d7wK8?E9Tx%1&pdBp)
zP+NSQAJmn;InyA7N9#UaE%_=b94Ib4$2zYjL3QtA-g@tTg?_>5t4R;aKD%^q+}`&l
zV>QIC2O;CnDbwSz)PqU|zV{8>xbTFc<C9Um=%J@K%3o}W+L8Mg{6%2f1&0QY%gauI
zwhIOlJ`7$)_{&?$T%h{<%U+gnOQ|LQtqSveH=nn$&cFJ;<QfFx8mVo+&vS7^@5wZ@
z;aY3BmpZr7{3Bkv318GiA;fv8Lye+~|68Pk{)L86S{$17`a?BDJNti-32U$>AI6yI
z{%hO*YCa*f%|Hm^v-`mgN@f=F0FnIa7VgKr%!f_2c6aCRAp!ot)i2Eb;9NGb%4>&x
z<BGVOcG%ndxTZGtt+Z$}UM4r#C=&`3RSoqjtoI~uNOT{dlM}d$b<&X=zh$a;cWQ4X
zk^VJ6H^qhOzfqij1<&H82)O6g=@&eydJS(ec$g=sKusm(@oG@Yw`0v5i@WTm>=j&X
z?jUzuWRt3!^Usathx40P+3hc`Ka>1^zbF!(c~ygb;@-(&r^Da3!=Wv}=KCYusDwAa
z8xB7gC<O$tx|)gQX*+{-J5gV->hH(8K>bob(gQWVd++8oud9^4fmC#$xC*<GgnKl>
zbc42)1&Uqh=Mt3Ss`u$le2D-R%z+j&Vz-x`@ymq<1*DIk=#Mns&bKb!V!A(L$Bp;M
z*r2r`%o-?e?_Ngj^p~8I2dJq}vZA=bLliVkzs?g6C9wOjUC9ZOkq~;@Yazc3?nP($
zhcRONmOWd}gb4`+mqJFZncsJ){ogKkSZ1a7v5e2}!}##WUlGY0A^?5sX8U{K@!Ou2
zasm2dyT$0ly8BSA^!r;K#>1A)E~V(Q-G)!*efnZ+2N-c#s^LWih_>VC!3Fv%-^&EQ
zdrwgVVq|f>zT)33r3Jujl;8aB!Ue?i+k?i(Pq8|pmz`Jl`JO#3&vO4}5L1w5;V_2l
zXF0nE&JwxDaAtm=>JJ%tBM%gWa&>V94hAlF!QL<Z^3U5O@kGTiYiHIq<)r=<if1u0
zY!M|>T#j9-O>}7<+xE`J$BimSxT`WZ{c&7iyA_U7s2AEl-5vkjG#W4uF#kHgjRidr
zfkYANCkOrt|0_?$bc^6hQ-O2o-@8P1^6`LGQvXcO=?Lx)skvRN8&Jiqg!@463s-y$
zxrB=8aMbG?-UhEr1GB981cQ%#>a?lOo|tgo61K!b<AKa|yjN<kR?vtBS^?W^Mwzp-
z-NQ>*tF10UOFG_7I>r{yThly4^HE^k4*G0tc%~n0LBqru-+C2J4J1U9-M%_EmnpF0
zdec}15=<6dW=5_pr#glT>lpIu+2ozo>?8>>Z!Z+yHJzIa){2x|!wa)(jbi9NDbIdh
zce;cU8};W#%RD;0^A&hJ?jb?4!7naklziOrC{b0RA<HqvqcEF%l;Ykh5f&IIdjXNG
z5E_UYL4+iO1Er??JlHinu-uRZbgZBUXa$ZKNy2Xj#36)HZu_XpznVMmzDKSzUhWPo
z4j)zZi(TwQfkIs~;#NiN!21e$5RF#Ky$EV~*o50_U+_yip@jw8hrgcHfdxyh`8DOy
zV~xWZR-(8wyFueZYeAMPUd}*xly-RTUbeuUr5a}OPk&rdiPxFw){^HS+t!7xtKbqG
zA>x%nbVNAZ<0*j>y-Q96L>NR2dI3m;6NqJ^E)?fLuvmbDhx@Se_VNs>8<aNVb)R<i
z>vraD_h`F@csNzn$+Th3PWvHVM<b4Aht@a)B{r=pYpwS3<^^U(S#}VUfhusuT=12;
zVyed&#D3i!j(^N<9HYBV@J^Eqh=O~&Pk7rsk~@;a>wDWLUAKF<ot%Va$!tGx#XwR~
z+u`Df-Zg}l7<L(47p>K_(8$~U!veG0SNU$P_cxGH7)Wg2P%I{@C-G*c44hI2J!x(Y
z{e|JG5ZoNQ+tX2UzmQs*+JT_mZpYadSNxUSJT8bT8<=Zae@j{VxdvksJ!aZZz&+jh
z>*4g&6Mb9Y<0PIf`OdoB?Q<Dz6as^TyEk9{x{cZpMW}4UpWAq+b^|P{>p!^xRyB@%
z7VB!6c62elk509R5Bq)bY{4a^sT)f0&{b%>-~{;S@pih4Eq%@_oX#thM9y~E_0Zuj
ziNorG4}220s1lz7aR7fQH-&ZKo2<T#Jyuk;o9RsTu=yXd3gJrf4)+5^EB5@Wz9a&5
zILc4p(5ty#8{dU+@tk?Kjqsr8px@JHmFO$n%w(iiSmvB-^ZHa6;Hv(7MJCyXR$q7w
zc&=r-7>eU|F-=P19?R3Mk}1FAer94JuclM`6HqDK)Y&;QXdt2i7H+`KD)%dhp&!fY
zi6-cML170<8<PDd9Glb6QJeH41g<KAdDSV9WGnSAo>lLzG~){=);vkP;|=Uqt+Vxl
zlsCb0=;q>yzXRHYBp7}jMrM|V*1N)EkCY71P_%)kynUuf%HN-e<*s=s!YF8-4K6@o
z$d@7aGe$A)8}tGIBR?)6iZ&q<^GcLubs^p@uRNs0@dRVVU1EGr7?-Nr#=$jrTpd9N
zSCUye$;j-h`p=K^`oZvzEzSYsC;N}0)j#9F)paAk8*IowGv$l*gYocG`I4q6#v-z3
zh27n%&(F%S7bx9!tOJ+>eizagtxXqaXT;xAUnr+voeD~~uMG~|^ZqYF&+&9~)WxB%
z;XCAtmLrKrSKr^KohZUf?+RJd{}J_F>xyD+x3>f$=@1Y^B!hyUi39}+k_4`PkGZP9
ze?PsttIMTGnBfg0NE_Fjt0hr#K?w{N3H<1e?e2O_>~5vd^ykW*cx#jrT+xU=e0kwB
z?ArojsHkFrS3@cnOCa5`9ef2DPXu~O{1(2_n8Z?_`8O)em4Ws%<1vZO*?)3r@344|
zw=smH<6hbuIi~E?-0RB+#QP5tk@fd()$weOJ_#KtW&Os#$Io7@m-O=_r_e;d3ZS{A
zrr{)sHt#GVIF#W|-H#Wy2T5R-0=c}Er;L4%xi5o>6~n#nP?W~Y-N;>_v-D4mD)?lV
zYgniHb>!)J+F-+V7*W%3By8V>dV>aj#a?ldpnAa$@stKOG|1W!?q1-mNj{`pKICyA
zZ8G&h(%S3JSRt^go#Er90r1cU-m`$U3hhw8{S{SO;e;LVC_??1J}44Y3)7t*JtCv6
zwMWNiGt@iWxApAf_Heo+=!QTr*c5I?z=YebWbs|6%4^QY@Lhj0IxTL$cON|trlnMx
z(EX-y@4QHh7BQrvD8(0C85(NnbMR|f?J2>)*t2+MjXnNQxUd}qMe5R=(+&F9;&(*Z
zFd0+rl53!IlFg83c6~*j!j59m{~^_s)Gq}6K8Ew@kU$ocQGiP?F2caQA5NxL{9xY(
zp$7S(v(z0?K$EukdozS{cBB~WB%ji9-b48;Rv7aN6?79tPm}{WhyJqZJ1?9%#Aj3o
z7;f<Cp2G`#;l0A0xZ0I_Z=@b15nGT<%H}#6EC&0xhSS{bawAzf51^&)Uv_o?R|6#t
z5+~_`5BR9RZprBT3xwg|IJ_Tct^yRB#1WnPJ}n<eg55Y+f=p45CSP?F$!-AUg%k67
zN9RFyBF?$tj%exr^1A%u+wlqBm;NEkY;hFiRRX%TJ6O)I(qSe$1DpJLz&LQNFNgMC
zIb->J)0cwGW5Se?_lMrNt6J7=PEQ?fjxJB9rSxO}Xm>Dy&l<P7qHir$A9J}ruEqCT
zB59V8iTzGs*TD4GhXcF~mppOII3zZj+39Uh%{R{ne*H#&c8~k%vTB4b04uD*Bi*CA
zK;V%8z{3gIMQX4Sxw2<^)j)ci%~b?HS?G2OfMg>y*W|_9Tgt=ceiwte?}+w<V&9b(
z+?)T_dbz_|Zv}TX-`-KWW*5$Yx}g%sVwgjf+r2p_!1R8`_lHYvF5J%3y{Et2VNN4m
z+w!aX%6)sdx9<%iKX6dEKX=AW%}&rLKtkc)OOb5%K-IJ|tRZKqM3+$_F9{@j^Qr@m
ztLceRzj8PaoL<R2Bl|&j3U*-ee^0Z)=MEQJE&E9$3#vPhcf;{eZXlvJh#;fS;|KS@
z<8I=x{c3~yr=1d$r<CmPjF|ooLwlawfIKp?lgfhEN3e@0#W7EWzxbRrk9TSw{BwEc
z-l8wwyNEZ$_P6W&<yJ{!eR}&Kl)z@LpiaQYDu>`4X^7_X^oPAYi|2!}3$y9b10(ob
z;R}gxf$$^hXey`PuR2(<d<m1`Wfu!)bO}if78EMX0(pH#>D_sNk&iXNe4Njx?)3<M
zS#xaQdT@TIGFgS`T!T{B`KjHeC~>6XDqR_PrF_Z$nYelsC9;K;p`hRxBz=$S*Ov$I
z6rhpwP{1y(hPEB(%DRv;niVJW$AoamSP5yK9|)&ZlhR^DSFo!(6WZs$<-NPAsE3Yk
z#wQhLP08fQw?Zjt1wKu<X`{WEnO1scO0OwO*-jShLX#cMH=)`~&<2Y4g`W`F2U*JY
zmsO(6&)75lLrB$6?B}=mWIByDb<HPxrr3VlFC5%OW9frhAX~n;cuIrpNNcW%!Js_C
z51A~6q+uW*2E_)c^9@Ce8o!PXXY=(zEjR*Y(F*G6AZjiPDP2PpS>rNac7=|Z%Ky9=
zv?&vd6o9ohqOOYb%pN**sEiacVhIbp5NZt99=|s>Bc8Y#|F_=c-Q13rw7YZgVBGb2
zr9@t3@!^monf$(Xm!ye5Sl3a-KXRWX6N+B|Sw_CRP84)VI+6rj`si%mP~|w%2TK_}
zA98(v=rXuj9$o#59Ap2L@3ha}MM?0uQw{4Yx=^{h;;R;duXTRL0Mk9dt|t$SJ`<3L
z`~*kp?suxKhM6>Z5RdQ80dkohpvij_f;C-#0VL3Dk53`f^%oY7d$m%OuYd6Uk#(MY
zeW8TY^L@HU1ivtXS#a|Wbu@HN3V+49aR5LZm?!f<?!BtF@*3Pd??Uzy^7KAerR3&z
zfYyGIgDT#sqk_mOdkHOL>2Q60v<>{aL$JXdu~N|!Er1DgA!D|^u1g}c9~RP6UZZRO
zoE>f8_^D|(P-Mdn&L=SZlp#Dl;1TFZ*BxW;>XP_hqMb>-4|j)nY8ijPbRBNDP`C0A
zDajnL)*v<J?a8~d?^yMo*%9zG>af8xaVI#t5<LVs>@6lDlD5!OG<TZ2JcJjBHB-;T
z&_IcYx!VVd(W=DzlBV0>{^rebH*iNU#~Gj}mGy5ylC=FE8tL-YdbH)~4`}|lVfTje
z#iNZc112UM;=H#{s?4%74Wv0LtD@&i6R@f3vmUUJX(L&lB9u3dk25^QP!kc(<R}Jg
z4Ypgn;4Q6p)2Zm#@j48#T4@Et9x{oq1ib9>VjiX3pBnPC3$J^{Sirt7+WVO?Z9s^j
z55w@@wN=?)cA!03gKWy~6&iHa6uhB9X_{sdMX%)%MVvYvxaBwbRP|Syri2W&i|o^+
z8U*#oiW5v|BoFbY_-qfx+szwgn0D_g$!h^Q`TH6A*0klccogID3&B)*^AL!u5;73y
z+^U6R<`>O#_Ln7H29nDTCv!3VpRPoK8ORp&kodx6i}%-&QmB-lUM<Qd_}{8ne@DT*
zeXr_y@v0;%rsAu7JjAV8aaJC?>!Utiy99i+j@&%;3;_g(^2vk-?8AExE51$+-QjNV
zR53$v=66`FbYjHNWqoep??<mxSIusoR3lesxsX?-knQ&RhDGKPP!^PTm*96PAT_3N
zP9WtHA!43BZLR#Ir!guyYr6&poel>~V8(M`e1HMI149(ytD*nB?5)J}Wj`%Ec}5~A
z_waqMwBO}Vb>zK6G9}Z%^FEY}Gz;kUSBtmt+y9`~@|5&mzDSZy!oz4UqqK1HOn@Ve
z=Nx^!gLkE!4UBdO5~XAYEj$W;y!?Q|8*|@}R}vAuX%_(0-(Je!CB1K7y%)9BA{D0|
zT=6qZk`-8f{|Zia+VY}&q{DJ~Np|5X*-O2*w~kW|_XJ;`L6qx_timo-*Q$f}+3W*P
zVRqhYuG#t<Jt2UAs7PZViw<mQ8wvVPXB#yu!sM8$+R+syh=rY`u<BFX8?D2mRTacY
zoa}0cy?Pe0!hsqVf2C{U{x!J=u86uZ-#dePB1yof)!hf4uJ##0+o2@+atBNjPK|r1
z_&r_}elsr*Z|ceY>U%(W9F`O`&@9l<U49f%3kCP%-LUYXx|58Xa{3)EgVn1F`G{{c
zT@J4E6V!wq=ZZDZfa$HeE4J?MN7PrajGre6xn)%<vo46>1(B)=PH*y$CMklckO4kE
z^i0U1k=LB@yQ932E$D51E25eKzP5FEg{We;qSq>8?X^C1<^1IdyK@kn&drlAXC^_R
zBG3Hq<$bz^<gT8-fIkAovf8tKfbg;cP4k<c?fiXf&Lf;<Rqyfzaz@x6GV}RgPrOE+
zbJ%aEpo8G2r}{<|$K#uyqZkw@bV?+kpkS7zf>5AdHCm|RAH691_4idA6ideI&U&38
zzvIdW?Vt(9ZT-8}Z?WY20AltEFQ{sKi#~g!7JQs5{(*tOg(6$&uex5qyMk(-d@Wh1
z@BQ{?j!}mEef?woDHlumces+-1K*WUXgkU=vgb4qe(Kl!{!U~@_5agwI0|}0Ye}-t
zl^dC%_{WwO>_8uW&_(`6o7w%fsPrvE;qmmPL-uinCi(sWz8ZP6$25(to&^ucf!iCx
zG3q9LPv5R-C2y5*>SuUe(`(d#i@PdcU`+R?2ZR;Log@Dof<bc!SjU>*B}8f=zt8=J
z_@)?V)G*{3ere&!`Mac7hf^)5WW3=Q(e;MIp+)f~JIVXpMbf-wdk*_JIqr|d$E0?w
z)%i^#=U<sFxNv_i<4^U4w_K0xtK-k6hs%0hV%(JPXHyvx9YwT3?qb_>#fi?HmvM#g
zr=V)li+<<u=1`h*7Q?ph-**9#%%Dg|6W16q)0G3Q!rMNl;Su&L;ERJ%PzkZ-oJJS2
zdVI-0PjD7$T`~f{jXG?QIs#*+<>q2<uo`T>SO~|p!QbzR5-0$}{~qf4{#^DUqJGWS
zqLZ?TDk^f<n{6V5fZFA85(aYh$Dn{%<hnDK7dTyexN09`;Pt>&2&ZZQ+H`qslJs5_
zXdR>Y{Ia0o)|`ey8KGwazW#?D$qoO$5eLYH6iMT028H9GG_hga8C(c(;LCSco6}+n
z*Hd`)^J%S+8wcyA_xkv}-u5{p!-;kq)O(mM7Tf${k|=I~)?W~-d3S$b-er^*r*v65
z%rsxUJPxS$n3g771x04>m+T4K+sqP8vWjhc>dV!ZDCmPs%M}2F#J^MXq)Q|rjxW&h
z!V^r`U}-2dxtDx2x9OfNRg-Ne7!Gnypp(%2RHE=jrMp3`&Z2Le$0GjHBKzGrA99=9
zTCbH{u_Ut3p%X~d84w_xx9$kHhFSTmFlV(QGVo0)pD#tzdJy~XSGeVJ!%@>Y6IDRA
zQ(8lpXZTiczw0Q$kOO<mzlwIA9MG4NoFDe}y>uLu?M`m@u{^v2v%QYsg1FoDQZ7@^
z9B{@1fXd(BZO2;2{PrxB11AZ)+thO3d+Nh5?0-4{5RKk?>nu+}!l1^=o~XZi1kFvj
zl5g7&FbvzHR|*@CLfQc$LWYW1{>VdCIm1<;x_*g2frl5KInful?xb!CLugR_e1$oV
z=f{~x0gr=eFWy8x`I6xw%%f@NYYC8#HdpMM5wGKO8R^XAZS12yzdxeXL~j32yA9+|
zuOqPQ^cy0#3l!zi-Ck!Y8gE~+V(eTAMp!-#5<N^|8w+Wk_I>8U28pv9nGl?;Hwj6T
zo<HESAjjS85Jx1}H+cpMp1}#wlwPEb4eCYvVWA|F5tHM{o==nQt{ZIW|JS!+aW={m
z3>|*=4&ZM80tSh+#Lrp4jo&|)KL9~uvayV7;T_Ff@cfn<#sRPNApZ8ZtbH_x*9+yJ
zq(39*ke3?Si%SCOcz29QrkDdh0_Q~ox-R-t(IXf3;83&tQcpGH#`9}6o^V98^j*c~
zyzo8e6j|9=61TqIs_C+KBct}g;vGmns~o>7oaK-|kmaBQr<aefAq`!n@(Bh1P<--_
z4*ZNu@UBnr-ILP2UfgH}HrX%ORukD(|D#h9keY8D#GNmD{3FT*8S~(N$YN@s#&P7<
z{PW_9v{)PiEk<YF+r?`u!VJ5eblD(lSR0OVJ{?~KL<F(eaTbGvFM`OaK#7(-Y@25`
zj^ydSt<PsKg|N@dsX({)P#&x0o`%Ko>3g<MC?SFDEU;^Z_C*FscyBTuV*Fs?eu(36
zA=pTZC%T?6gGeFC{h8J&l9_zf7Od3Ca7fjnO`mL6+1YpU<lgR%*^C=TRs#HNFO;&_
zY=>8}Ir3J-?(^<2w)dY>MmURii#NkGd#CtcYww!SO1z(rpS*hRuEZ_Wi){jlvHn`)
z>H`je9|`@=pKiiW`|4dV*ECtaZYhCZ$_s)LL(@Z(wqV$GWj!g2ayQR;pW^Bl_A#U+
z5U<sO@MNB3Z705HDLrpbA2J;hH|(Oq+qYT^jIHuk<ji`g#nkV^Xlx&*)ch_#vK0c=
zrr?j>MzpcF;HU0iTR@6GoGQSbLwf0Llh|MkuHgwO52+l<7B@pW<<<9TcMj@bN}Jd6
zcf7sr$n?TNdTPz~zP($esYrdyYcGm!<mcz9c}=`E0pF_O27&=Fxx?2&Kb?%oe1fGO
zEG1sgiwgI~!zX>G;8aqV#gDaT?5Xk%etou?z9DqHoT7UbYuJhIjsGIgwk(kR0Y%Ke
z1E|rf8kQ8zze*mqBu_LUiRMYN8u^CTcj%-rjYuK-mPYe4u{?*LSrf>UYrt(v#Sjg+
zCrdxli%8RhdVbZ=O<1`f^D-ZM(Lf@=y-u%iD&RV}m(m^uO!(pj-7Z_#$B`lzXjbP2
zuqw<h`93pE?2>^@=2}c{Ams4$`X^vrJbkyjfrh{cFt9&-CU0Aw2^_klh@b+H?8$)-
zL!Q~0Lf+c}@tE{iKXbM%^sA<Y)c?jSUj}=jUB`X$ntN<yFnc+Cj(aa{abohGvq2b4
zG*Ybt-KNgw7*czvtUJy`rYL`k!g$Wrl6C+vzuZmN>VW_+`TUQB7mj2T=|BWKQcqq?
zxqx<rXT?BQ8Ajh^t+MWECep9NkJ+VK!at@;tRS6vV~y{!@09~9gTR8R-ASD@Ce<wr
zkByna9r>sM1p!oDv)>UIvB*;}DfEP|A=CrILd>w+K?Igr8&d4>(z}|$GuH16WBfF0
zd6%(KX!-se(RQ(qoCa#zR?`x~6>t~z=Qnbh_dCA4^o(S_EaJ69$BB~IP1dVDNuYk0
zKhko3A8UHZ(IX0jov62SN4v*+Q*})}PrwHDtG<iY-Tmx-03<{Aq`ly2#ZM3ts(MP(
z%KjQhM0qnOu6s_jOZ!ywdHsum2|}CPRWIWEE&Q3MF}3@d>}q<4Z%@s4Yk-f5S|v)E
za8~-=IlCl#3|`<KUKWPENQzo+5VAcD3?gi5SD@|C?s2&$p2=F_U^Kz<1pg^2zfDU1
zy*)RJG|c2w=c!WMMfY7C9PG!#<M)Lf={qKYp+bSWVJQnRhatn_Z<wmXOuqTC`-2VI
z$qw%I`1`Kwqzd!9*MW^dT!xqOuiG`xOM#Kw)%}o81fru!KiRSkcOsb;iW*la_(61x
z6D^37-5vcsx$z;)$4(2t+*kvAqK?O97bTrV8Ib+_piajnRwV>DC8*X~NHmn^^A}M=
z;&xnlt$~B1^9T3_%tc(Q1ZitXX&5<j!Bj7z=V5P-x1D&a%(L9Mk+2Ux_e~7s(;)>%
zy$bKAT^+3<%sY)?_X@k?7Dif_Eyn~+zhcjfWTSsH=P_7O=4iUc`P^_Gfd1h~@U+#0
z-^&-9KZ1N=8sm7NdX9eJF_EttRt2h80WH(zi~4?|_?&zyvXFnxx~^lu3$*%fTe}K!
zy3GPNb^G1lwV`6_c}%Tw3RZ#&3H<B)9NOInI<N7K!~oOn?S3TK9Y^y0xDPVi-qt%8
z<eWSg3lbX~Kc`Iz#p8f3B`?aa`JjFReof|gcU~Sj>{FF>^>Fa`KB}+X*X8#Wf4Wyy
z3tEFrR=(K_djpLC^7w)%4&sP^eBff5q_5a0$YZ}&kf6E$EYWU?<E{qVrbBAzkHXX&
z)N?)9K>||A-*CQqg(MEIyN&D7o|OMiKcA0K8>3CSENPc??ZhPtzKh(p@&)nGJ2=MV
z&A;CHb7-($v~KXMp6DTP@i7|B5%1ph^eB|mYMOMJi4XdoKAYhwWlm-tn`LnWV9HKp
zy;8I7Z@tssH3Q1GG&kyTgW7+Q`~GCjrg6B|RK;9o$Yu8k(rWiH<~gwk)fg~rwyEOo
z6HOg$=g?eSqlI2<fBJ-Ua<8+mcg}zk2Booao}YLoUsNq5y>6O{%BhtR(RV(x0Z9RH
zy)x8P6kqEgYsAdoH3s~$d!UZ}wb}iLiw#a23Ur5YcCU118#pOU8(jOYx|Kpp)K8hf
z{$icgw&{~-&=z!0e4TUJOF9Vcr6fD)a74*FHKh0M!Ck37^NBlM*)&Fs)%TDH9+W30
z(!_$svlLbC3-XZLjhY4T!OD9>B}3GRA~@QO3#wL{1IT%_CPuNmA>!mb22UsX49Y2N
z1GSSHzBZ<IiWop)i_9Vb;br>zV<+jtaKr8=ANw*5_B1HSzekLg?&p^9sRwOEr4;_{
zP5J2?TxinU^L_?QMr~cx!-#{7G&OW*dL`uw4gLQ=f=Q_qhj^LAMPQ!RhU1fxvSIRB
z*+t6OJuvp1WMQgBRC=)A7nv+v9%v*q?B+g;6Zfy-FV;C4A6QTGGZOag%6=YRsE7%L
zkK_Gl=mgmxGuNSRu6TGqn&V}+i~P_M$)at+lE5{lXYJF)<(skMFjec((*xtw?XbJc
zYgJ7l5RBDmzpHOJ&k4kltBMSd<q@m_3(EUse|PKCt+x=Z`rXRk%_q@q*M_WPr_bF#
zAImE-C6VDuikCz0Pe9Aj_iMGOlsj!+G==!}ElPY45_dk{q(Hxvf|4UB)rmVFD!xTC
z6Xot+BWnkJ+@~6ylbSa_9UX7=xCx#<Gj+Y&d7yWTD%tj&YgRyJes$mLLJQr0R*UP6
zKJ5*rOa1-xZ9<w8M>FondIWhelip)Gklmkwo49V;LSJKXhY1!Lj}n~SCK}Fk_Oa%H
z^xgNi_p4XPyS!fzW;>^^z}d)U?|eAHeL=2D#8cU)qg{QNi?APz!;XYLP{D9!vLo(*
zSl#2ua=vqg5mNECLFmcaHjCSl)f-+#<ydppz;=fd0IVd~iurQsuXS~GxYEd<>8H8v
z(rP0sY?RVEr|LBg)}=Uk`uVSA0q!knDf7MghKrq11#S#k2!(7gINTGuawL{HkXVK}
z^FgZq+VJ+NT!_e3es12y&zwQ&^1W^$8^A>zG?4q;2NW^B)9C(`P0U|GnU_=fw&fb6
zhFCbul>+H^Y2N34;y)_<8x=dGH%c%*P~pKZ$nP9}-NkYAmXls4G*u$@7Q-E51*7a_
ztag))J{RQ_EO4q!<=F^I*paI}5~A8x@FtTK=XZ_5K=eho37<C-HF@<7-@$A+WixTr
z0@=0R0-};L3H!7HTi##nMpn~o1i+@&QAjeUBSY)vq(dJTNJB>F*%-l$T%4vHyNJy7
ze{xhOI+ZMl6P!XO?o2ESwlkL)tMZ@Q;pObv+`#oJA17^J$y%M^X`|*(t?>H&9QF_t
zg+|F^`@KJA#O~Y>-acBpku>3p0f_fr$lAI=Cpiqs=5>!MHr+JeH}M{=ueuEF@L4Z^
z*K;)24Jr}$pB5;2xeG-XjE+oiDc9?(1Ns9e;~7f8o>B+Ty>DkA>eeB(>G!=By8Zl`
zsR@q<jZcKpoOJt)q3~2=j#L+GA81ymhV^-TVBxm@m>}>IKZe#Om#XTk<3h+81O}S}
z&V?+pr@uXWHFG(bQNOu9qrv&OLhu&vj(lc0MgK|klY^HjC5Wgk{hH%3*>Uh)#E0ec
zBu)NZgUj|46;aqwR!`W?0dSu!)X%(+GPNMAl`D@$?eE5~4AnhiL8-|dDx*hM!5z?4
z#<}^4mIM2WgVc?}Gh8|Gy$;euPSCS2Ju<@mYW@DA3yFpGEeKsduuG{=n1204dxqqO
zm@NA>$5QTh=X6x~WLmmw`$g>ULnZIQPb~I9vioVD#{iAXiTiYH%YOuDi!L*5uek%<
z;?uKZ<WKMTOV!cu#O@#%`5F9>9##gJjx#Hz<m55h2mFDb!<t%`P2O7zG*qD&4M&u2
zem0dK^3%HN%Wuuw)Z(i%OmOz3z*Ia*-AG0WlK1XdLwxdRsQL=i=$2nu-9WF20s>~z
z^i^(-MfbgIzcU=e`X390iP#YPs2qVaEPT=+CFk&6p}~8)zRuv0z`iERnhp6*dn5k0
znyZCmK9J>hl6rv55BI%IZsnel=F`#pyQ>aPwvmp(E-fLFmL~QU!Rb6z%(6*Wa=~C3
zLjpH2Pljwd5&b+npSv7w9QZBA89A(Uq?wI3Woxe(@$m%kn6edEzcrCV{@FeBKb)G^
zqL2GQY%XKzmg``5p_Q`0^q0w9#a!)b9yFE@`NqHmzp@%&B<N8q{vIB$xjVSuy)u%A
zs2zp<aoe|h_(z_Y9cBDQSx;ar;fyPcUmPyKxv}@%ji}A#%VEm7@h|;+hpYG`LB*Xy
zS8_*dS?>z7?b5NwHe!KkyVBR6_CPZ?n-(WX1pBrWJ}_CHMX0>!04{etoltus%9al#
zK!5w9PCV9hojm{ye%j@+38|&?hirKJihR$|yhm41$>#ArSAlmW0|>FH%v`gR`}Ct?
zyG83Mui+$>v!~c=Dp^3JFTvx|#naP{(&L7=pC~N}pmg92nstG?eLN4#aXa4XPeac|
zJQ?SQB$$jk-kpR|S@j|`8J*z{LiC&N3VMRT5u;Q&P&7_QIb<g}9|%=L_PdI#IPAeH
zQFYmk{Q4d#2#lZ{fGZ*w5*l=l(zw?@ej--P7*<5p<@KV#@q|EN;*DhP;7GR*ij3<M
z@Xc0Ku${epkRE?{Y_f%J4O#B}SX5rha6XZ}qkSZ(^{Hbwca2NBadPpPie~G-P(6Q+
zIh?uxXx`Y{JHWd?=SuRZ>h^o0Y<mL7SIP}4Tux}t4tHKV%JwnT>5g{}xz~85hVHKz
zT6s2FO_~pJc{t*U;n|I$QzoTIp`4AslgOd=U5%f-)_cF*ng0|Gf~3<iVxS!dDFBFo
z{M{vZpL^Tmx-a^q_Gka*RmITT)8hkPYK2Erz;U#yuRBl+DI6H8)USAXpoW-T+VLD4
z7iz-HWFqml=bz_u8LOX@>>U;wnpoMbIM&XCOooYy3W@a`tlHLq{=&||)1gcI@%tlV
zLH>8;zq<sSCAQ}9e&%#(8@p*78WEs7v^-_8rfb$F&t%J3Fb?ncMWEU%tv~lqu2r<_
zWmo!pO=w+2S87md7H7ou{*I@mJ`yyto+io~(14)H429!`^OWQ2x7*Po4l^fbuMBfs
zA%1iT3efbmP@pOM)9p4ppDKPQF^462ONY}MZc#BdxexfY4dEnwxBksnrW)yha<E1G
z$!TFUl}7AEGfj^tt(v)4eRMwG@z&0JC=5ti&RQtq_J+kvg3cZx%~b$}RrqxKc|I6$
zpO6q?*O?9_;{W&8Oa1E_Ot4J%lgpA1z<dYsb%;?#`7D8&0}yU8&v4m2AN0hkFF;^i
z{ZX9YXpHN9`Ji}^#Zi*kqu+npXdC7uG=AM71-8xW?|qUz9De2<)E$H%%Y#ps<bc@x
zj4h5aq*>47AOe=rIi>4s@^n+3T<SZhAef8UFE7~|igx?r>9V{lLV>myY@22eI{`<h
zN_4)N?`AJr(-Dsvwa>0Q4?1Ifbla*WkXqSK!y@~vwSz?%iO`wGdJWeaxRrm*&&8(6
zK4OLTThjm5l>5m!oIN&o9@=jtOV1bH%N^QNqgyozx=}bg!MIZLn%JC|f85}E>LGOD
z&t^r<Gplsc?ZL7GEuCFTyg8HMwpAv>jP7q{1X34OExE+`#KcW0?;&d4_oJYhB}@{s
z^OU@OvhW5mMdu59fv{`$<)ZnCBA#M5V*fdyb$DDK?sL5s7T~Y!MYGuFLtqZ|1k}yn
z<2bO#qm=$2U1A2o1s+GOx4HcHdylS~dkoJp2@oOmHI~wIZ&E$B8f~od;R^}Y?Y^aV
z23LM~_OIh4%RYjM<h7lnftCN(_QOxW)RtDuX&;tqy=(WA!F22WJ>7fD&nue*hFTJ`
zh)Lzx|A@_y<=bBiChPPr!mI7qnAm#bc1MEL)0BvOk4+V2b5~$eftN7fBy@FFNw*4c
zjPRK!Z?d14C^|3{H`juTHa7XzEevS`zwgf2mGvs0*pJG=YCH3MXP?%Cn7@TsYP*&W
zS3VSt*{k2?(H}r?Yb04>PCpnv-1I%vf$T=JAM0&hjUz<As|H@@(#x43pMleP+3{~K
z(H#a1knzvnoh*on&_L1xr-tg*-xV;)_m#gy$w`IX$KLDFzbip*sf_8L`sZ_z>cMW}
z_nQLR7%Cjv0I2l*ki49eX(JXUkXvzRj_l4&&p^;f6`@3#f{}GJ7!dM{)&32iLv!s<
zYVSVopvXOdsB);C5jgk|;6z=3eUL{4TE%{!Ast(Fl7C*H_QsZAxpCw%LZ45Gr)H!P
z`e?6VjKAGGah~H-U)Jx3tpE1sro5kIVfz+g@Yi%ox*L@TE!dXE?xg~@yuVo}oWvX7
z!2hVb0DzMcvlCfc40nCC0*C&5disz{qB<~+`1{n@`L~3P6vWUUk{|1unliua3i^{D
zC9mfAh?i*l9ZU#jUQVia9%ru;(%>^bE%GD;$uOh(a6Lcs<rqLKr@l!kbt%K1U9J#`
zon9joPD0IBWhoBd@SrTU#O?Mo7BLGzr|01&SAh>bg-7;E<QvKl#4oKb=!?ytPwq?n
z#8?$!h0us3f)CKtyR1!cY0cxHZ)2SUI#&g0>+t6bjK`U7@_hRg$NfQ2SH9j4^6uDh
zt_>(_q}LOCz9oWaf+lh9&2@Pf{5q^eWk%Esw<y#NG*d~&QxEyza%3N9Z^n?6?RqXB
ztrTvj{o=;X(-PUov{zd)bFCdFOya%J*|^yT5T4hs`NLwRd07kU#&jxECH_I}ireEw
z*B0&QJ&q#jlZk8`Ahy;HpZsvjKuJCads{oam39B%_j_?M;Epl@kbaL4C!qSqu|gwh
z-KU60gKB?hX8>({Ih{)7xsiNohwx3Nce`%_c5a@#Puq+eyfk58i7(+3YkyJ%cQd;N
zz&g%v1nO3w1zuTEH#T{a?KLW^yCh0$1*&A&<rnoCQf_GNfb!3l;Ii=`^QYf0T<49W
zWksK!(f=+2*U>Rqpx1iPy&F)AxMIizXWiwu;`(!ct7LMQhz{_+ec^NvRHeU&P<R*z
z`kV9RkoJ6Sy|_FX#&#ErAq(&HBk?HQ7N}|t&BpaUW>TgGT?hFmTDjXbrA*9C?Z%aX
z;7u8DspWZhy<0~yyt9w>&u`dUzn6#VNn_(ec7O-%?cL3-n#l_>8NjDC<4KF@PLi!<
ziE+0&U<+#gN6HpSfVgdV{@yVlayv4Yq?-WakMmKm5lm~kvudJzCh-<saEI1g@mX$n
zBhTM&1kl>`#sn#-V~5j@L`mSo=JAzkgh?nqsQm3N{JWUhiz>NTP~G@3cM6HxUcaqd
zD6Y^+f9%?l@7mMC{iPhHB=8xyv5+dB{M?CMYpZ+b9-i@*t3VcrKkYS!7SG{(OfYLS
zNPRi5VFt=5@A6@@fo{zcU}vdH;>~;VYs%@h>5ZJW*FOwv@kv+3v2~L*bFYR<ceF*Q
zyY?ZB+#mj(4B5#Y8_4G58Poa4aY=ftY1)Ae1_<F_E2t=uGLhz<gI8Y43C#QE*Rnl#
zPOD6^R&l~xlG}YC-BwMXs`BWQus-oXkr9$G6=CS*!?5xWkr8k?_It>|1{}j2+#FU$
zZUcbV^cKLZBJqbplRMN^KL{vTN)7ZM4z+##?5FLMW^qtwJjaR*IsS@gIh(0tBm2Z}
zILCij1Q4<_dTApF>0$BNvW|2UTsZ13N)ONq$#LgBw{Q>rSu7eJAfhXzp62e1bolBV
z>;?)k@Tm>%(Q%^1^#Z`n$4zqSinlhL^^8oUHL!y{WMD}h>d3jm#^?P&OP4zL^sz<I
zq*V}mhN9VCAd5ea|A>KjNuuF-YtJ*302n#Jn0A?$O{mA(r|0JC4B3k7Xa*Jkx<Vf)
zrf)r9qn7RrrpmC4G`4i&s0zBEeGG}yXn`cn7cy5lv>guFk=+tIID^}8Cc{QcRI>7s
z*k)872tCahD%Ok8K6R9>vc+Ecfv1_HE`gjTm}oq7*+n+>Uul=cF)Gnr)Gkl#4)f%a
zkze}ghif5Q9JdmFKH@-oM$SEETY*qiiquY{m$^^*T|>omIR@yi;5ACQ?$<{o|0(DH
zY`$LL3G#aae^RCU#DfXKE`wi|4aH3A+;vY_!sSWVTMT8CC*jWI(BRg0;!oD#ET5Yo
zPTrc-nGV@|E{FX(aH6>*iv^~a7DEdLZo&-zMqBgvcz`Md4!Cywx2GvP9`8X^1?lFN
z|Ef>+!oTFDXn@**IXdEzwihy3Uk=}eg8Mm{5Ur1lQ{E4A?7)uFz=7m*))dm5=Yd&W
zu!SS0x<F$I{<M?#T<OfQ^oNXsBX#I?8LcG8-%YR6&D|q2jmCNhAIONTJ>ohr8n4eT
zl=Hs(J*gdGMo)W~(T@jy{PZ7ThthN%;!2(n5F=B`Dt1k}SEJTd4%jwc``CLc%gW5C
z1&ly&PU)k*?_M_&LF2qN#~4A$IlCl1;#u>Z7|#lPEb=P|YkrJr$oc8>1QXUO-C;92
zFW-fw11UNGZw{`2xy_?Ny3q1zy1eR9JVKJQfD)OXTOyj5J#!ntTedl}P(Tq7|0Q9Y
z3=az@00W}xq2voI=~TF9`{y3|rA&1}IzEK-_eYm=3v?QLM&NFyGP)Y;E#9DnKOc^V
zO@`k<5t4mw4BCr$MA(F*i)r%3z?2gjJ@>rF2!p~h{sUiBLOPMN-N@i=sy;;k!T=5q
zV_^`_yQkA)Z(>P~!21d~PanZ?6KCtOXE^dZ)CwSVdFYf^JNi&Tqiie?C}g!sF6qM&
zIZnCmV;9XI@-;QFYyvxoUP^jW967kRLkF);*WTe7_`3Rar2$JAum%e}i?!i9>xr0J
zBE7@dkQVb(A%>dE=dG*y+toQef{AQWyMM8w|G`j|y_xAjrXqp4|Ev}-o<1CG0Rwn$
z@}53v<h-pt&EL<6NAM<#gd#Wg2Ykc7dK#2ShXE`ruOpk(PqwYYIt%N4gAM$fWJouG
zjzSm-y-aQ|9Qe<U*;5cYptgWjPVPP8cG)rdU|2()O1hBw`c^>BCu3YvF~;ToK8*4~
zZztw*ouz?V{yKZw@*v~k42@oj`r0D!K4HujWSZ`kPE3V-KbOHSLOC{vr`xj^{C*10
za#wV(EehoAc0QyRw~(XKgw=;~h*6|_VdU2n*uV4QTFq|TA9M?%=wk35o!95X&G#qo
z=DRgkg&u?)A*F{8yxbrYak#9JRXkS`Wa2&)K#1>7h5WFxhc-M@mu>b;<5kqQm+#sb
zmk<})1;Vk+EGU9bb{OVV$OOB4U7#dvp5bREB}>_t7qPLhPOeRs?yjq3?-97S5-Gu>
zBMABG@U;jVOJmhW?PcTRY+b54(BIuo9RVw&$V2I_7*1OB5rAS9>jZw1Yz}?$+b%Ra
zWMYifNEH?$dH=3Go8g{&aYZPKN*Ny>e}M|U))2zIPh|^JY+1{_E7Ma@kf2(9_3e?W
z;xPAeik^Cr8o5|d=ZU&i4nzN`O+BHg0vf?h;NKK*ju~T!O5)}Ja!}=#JWoR921j+Q
z{X6PPI8*O5Sl4Htf94Obytu=fZ%{gqD;6p~WQp?U-~_k;{trL(dv>-f6Y30d%vQZJ
zH^sTQ@&3O%M5;;;^K5fW<aLKPzQy|vJY30Cz?^QJ8^rhJ7g;S?&O+^#&3aQ3?^YaI
zHncGTXn$(Vs{Eey1f;O$%EXqG%6$0q9#86X_{1#x>9Hw`0Pn~DVxToTB^h+0!W{1I
z$ye8l>*GO>0esL+ckT8EcZyH_IP7n*lp(WF`?V2P6lgv|mH~eT=}~!A%r%W-t`)Up
zvd@TBy6vgKD(N`K!I>mtqNJk1h}l03%US-RC}RtwBiw=vGE99K!_Z+*?>~R5&0sj|
zsrtrwlxz{cLi>cfHYWSQss8w2cm=m->|Bp=6106@xNe3@3gSeq??yZw`mJQ<mE@-u
zbtIq+=hLgd@iVx?*r0s-<2p9|h(>w0D))N$q1bs|A&Ynyw*oy_4LTCMOucbwV*G~p
zu<=Bv+_<?@cy(eMG)d;HOL<c$e{%i_9=h67hAn3Zj}JyDqb&J5lu7ep*zJ2~-tP{&
z?QPjoO?MU3!A=+=7Aj|5n(|J%d*twD-T%JXEx-<uJXWel{Pdeo>Q8+0^%Z4<AElG)
zaGL`No(DY<6ltrrt3qZ93`FOX2lvx+^gK8e=f^5T)AqE&i|twF;x#+QpBY*F{uEd0
zNCF_|RfiKs+TlcY<<Jm)?)H+)an?DPmG$4okOMOTqXqt}+rh_KXDiY)zz^1BEs2i?
zdGNc+-iH08Ph~M1(zARq0U4S0e%ZZMa{CJ9fi}KHWxTTGDg47oO!91eM=XpDe4~!5
z=_S@mN{1X!8d0;8CFD8Au|PX%{<$;yhdXx|j8(cwhbn#D?#rLZmsw7yxd`x(fz)zC
zABt<%O@t{4cK&DGqmKt)wWa`Wls4EI+c<|k9@9~_N&fivqp{!o@c{?`F|7OmR_xr2
zDCYI-b$U8z!Ei5ct5E214_}WdvVY@=`5k5V@Nd3KtXMpoJfv@e0`ytHPyOS8?OAik
z?W3-u88Rm5OP_~hspdcFLh{>JoffjFgg(n&ZmMTHnw9>we#?ndhd0BfyOdkaJC~g+
zsDK)-h(1-n{m4uZ<%B3gC1gE8OYbQhm!M90NxA-^1G<_FTi_(tR;P^dP<8&`ODa?A
zgU@XDgydJTS3@JCpC)^*o#9!H60UM5{<qJPg_0W{*_~UbVEXGq8dd|^<M%QP%twL(
zzMhYO9a3y%V*hDpL|*cs4Yv%);SbE@phz(Qrbg}os;nRID?}q^ph&AT*jG<gL9fLt
z_rk`S3CKe%ILsRbo+-aFxY~z@I!C*_f*$slLYSo)hYrr-IIBvBhAy`jE4Brol&(A4
z1Oc^#k%Y~D*!zhMSb9&c8tNy=Q;oi-!Rkbfmtmv>bskURXQ9jBVFfeJO$J=-T|fXr
zQg$CdzOJvW7x*kpS?%>RZ4d9j3^|)Y`H>w_GsNutu(5SZ8C}sBqcUf<!@V~m>Qg=q
z&I3e83(~!mG03=Fx;lG9<=kL%CMeqlIGWwNF6aK@Y5gi0ILY(#`rJq&#NQ#{p;S1^
zxw~`xUzIea`u7ve4GOiR%ejlukG|k6_j*kb7q;$L>uy<3D)S;4h+LE&<DSXPG&hv-
z)i!<`WGhWRA@kuE7>rmf^L!PFtAaO5Mt`b=;nKV<r9CyuIsXYh{B8JX_oI4U30=`q
zi|hT&Vp{@KuS6&H7kK8JuS=rJgJ6$vbcT|gK<@Ls;8BA^<(XqgvRC3P3X+csn<!o?
zaMi&>Ze9*V4p3VKTfo7(aC8E5TcpkVYn94HeY2myHWhb7^iCmV!IUiYY`n>8TnYyL
z!=JEi{kR>-AD%2L2#{}7g1cIP*M_ZysV}cwKb9NT-W7x(<g$jsYd!0B#&|ky1D%yP
z7`gP}Xq3KmRN*^9`Uz04?}yL-U5!!n^&kEKBmTw|u{6{>%FViOX4rY!$vV2AGVCfF
z;X57gVj*`Z7~96oye#AE3(uQNfy)IPU>y!Y>A4WlzFH7(C=bG#q;-dd4bX!WTwr7w
z`1WkL`sr)*rPFaapWuzwl7D4PtH0+Avlck;F&55S^bBRx4QCOAa`&i%%LuU9kJ=Eq
zXkF&SnC9vV^!J`h(FDc#M|n=#d~~Lq%Cmd9qgkm%Z}rcFm<(?o2Pk)UoP-56#^%=r
z-a%%jKu#Pm5xU>)0m(!lE9(+vTIEb&%&M-~A1@ThUQlP`=>!jRl)K73#COJ2tkdau
zcx{%-aq3!R0a^Ta&x)U}KbBDZWaTX?w{UzPn#H9`h*Q<n7Q3vnxiv;isVE23XMJQ1
z`swcu$Prl^?gb47?OSfT@{7;=<4@VPXR{t-8zuLNP3_<Uxq;tr-4_aw5!2(&sn$KC
zYMZQ3Iaa8{g$i49-%>ds;hg#_b3y%~_z*5Z^!Qd4#2+akxx0FAez)6Et0X@uKN4FX
z9Hh9Y|5~(4qL;oTRVy*UvnoVSg`N8@X4d6Be3-ivE*@E^HlFseudLtW86P#gZ*hW{
zPu~1`C}Bwgskhww6LQzgUH)3?AfZ@enU0~hy0m`&JsxkL>?6Z4*p`7Z8^uTR`2-c1
zAS$f`N7y>DH)dz~FDJkQBJ6$b*nLQi=+@Q#1%K7k&`6BaN4#t8Z1H&r*5IdEB<%tr
z(Cw-3NgVzUXX2s2!@YQ@kdUIW^ge!jHQqv4C%xb7AJrfwQxML`!V8?3J*4%X!%;ty
zTCGaH^WO3i2v$X<7AV+CJKZ_BS>&!0(hDs(8(J*G!g=Dz^O1hlzTQEP?I%Mj9nnFW
z>>;%Zm5AKw2<3{5_Q!>R+KI`^>LC1C5#zPh0w-t=JUEav7G2BM0XRGQ2wWPrBhiYK
z2x=P<RCYU<o%pr}ploiwrO-O_lp^16$Ujb-xW|b8H@h-#zshe()oy9~`>+7op6}-E
zroWXb4%1E{lLSAc7kpQb7xw^A=&?TFyL`M1Uohz~0J<CU&T(DV)QBqKp>j#|c1|Ju
zq2?W~)>99A%lH4g&ystuJ0}55RtdV}MNCP!WbENSICmAbjJx#WfALc8BF)-ATX26K
z^Xan4jD<)|2^$cM>fv&O_`CYh8wf3wR=mc5Lwidy?R&VWv+u7v*xwU6u@e~-?yFW~
z8vyd^FUOFiLf`F%@yuRlBMwr0o2>l?vI>|-UCW@rL!u9yIk~#?KWvX|vnNxWP;x5@
z6}hiXFMR~Efe}uBj#w@lvUw1B+&y|ZIH3O}TCCv0!Z<<AYGJtvltxxXtR;={I_T#p
zx`5f#6qP433yqINJKx++!}cUD5!%He8I@7AQpvye78@xT(g$dxYz0tKUBNCvAeE_?
zK^y$wAKX|y(<CJcJM%`K8o3--{G~B<0-J-ijplL`lJ_6)^JBOAzk7kpitHDJSd{}(
zXM5bz=R-5~6)ms)F?(#}l#6;Otn|IMCvx`y_xsoJ@c-q5&JBW4Ft^d!QG#*T>kS3%
z`^g6N5m~wxA>DfCE5?aAyxtf|S{~Z!Ek<5V&}6OgK}kTSq@$BSIu!LpbOz(k4S$;V
z^W#xh=Heb(zN3~7m8sAu=O3_F&=Ph)0VEZ!x&_V<E1P|lZUwuMTCl_<;jxFW0gmDz
zQ@y}Ad^^<vS+wF|ex;I-CINK#(%CiC=Pkhs#N*7c+4v;)BsGp3=+7$)QV;6k2q=Cq
z5XL)_2U+efWl2zNe43r8S{UZEat)|MB4`B7L2+W;M#J(aJK(#JRj%chBHp6+1j#yW
zAD>2;;KD2k@7_)^JdK4%SsSrl`aIL8=pmviyt}RY`!b=Z+spzMm;bH0h%XWYy?1Hh
z&y`c&W??+JVaSEH%rc0j^)7!u7JoiA6%4p#c2i#WE_l7dAWv{6-~XN*R3YW?03J9(
z7QMolA(`0RE{DrC4#F=q^Y6SG`|YPf_DQe3%UYClB4bM4Tx8m^bbP!A<Q%FuF_6}A
zw$+N+K_bd%S_U?mrjHE+RH|>g30Qtj0$<O_5a9d^=T%o~Od!nBkjVo`6(KOhQ-mMS
zsvMfxB})a4f_*WVZQEghP;igUJQhkxAh)Pn12u7y1|?rBgXP5bU+nX@{&xHd=@xVu
zfVz=Mic|O9L)?Tjd#bA^8B{y6|4sppGXl>t84~Io&y64kr0vQ<JL7<4FV`Mla=cvn
z?-*F1WKxDh%k<4K<+pMXSZbmc_ptqtPiDcwB)vmgV*SM&Gc;Uq9VY~3WBx^jl|5go
z-(%11tKAI=ybKUY3XP7U`;!V5FMll8|BXK9W-)_#W3(m!8LTdBG$vb)&o66GJrfnh
z?k69)BAxkgT>g{pxoEFZasGA@m1M~0CKPwlaSC$3z9>Gu&{K|D45<Y^;Lv&;*7Fr%
z7qt3F0vn&3Rk~g1lgxKVvef6!RFNI&?^s3^roXYSoPpb88ik1DmjncXl-xsDT`$0^
zHpnO3Q+i@yLvr+!0e)=KnVla=`cSIN`(XdY>#`ck$Z$q@Lhmh(B?X(gKf7=<qa`Zf
z@K;9YJbR6D@|clUQ+`|LIG<@8qY${2*a68%`h@|vbo*QIaU6)d?MUTB|Hth>cc+d-
zTFy_VPv7zGH>$1hvmGd&`niEAl;hPlS~O|Wd>migHARQ0iXWb&Mg8m3UCGs_E{p&n
z;8*?->!MPN%F)y8hq*dk{s1yR366KiL&yTylp>u^`yjBGxTeXy9LV}BKKI?5l6|(5
zrxuZa`d36z!vCu^U4CHDNHOJjV3E7+7ncj?8gc^yohrB@^jCJhpfV!fCyQnE!qy<L
z_m0av#4;tntk(Rub|VRzmZz6&%U)=muFT{?q3`p~sa=zP^tF9D@mUrDRN&IAFbG1S
zybnL;;j^l4&4-;g9ZX>Qkvj~(jQ0S~wbF{pU<6L%drtO^5=WrUuGJgCVLWa}M&~M!
zw{fceN0n}#@DlykEeT1T!}iSo)l!zNH9?5Z-TmgsmU)S&F{^4&lb6^!eJ#n`kJQ(y
zr&wF;xbhyJd0;Z1ltre#exja<xE&Sw4H1S01{!)nc~b(V=bKm-qS+QNkcnjF<8G^d
z70-v@JjJSX@$@-`5r%#wQ9dcNW9=1D%e^&lWg#oOqGH&?$%3A@d_je<sArvqN$wxZ
z49b-qNvo`z@HXrCj=PH7EcvfK7_KHHfva=;Q=}rO2wGsjBWw7Q!lqq;Dn+{F;d9@B
zI(kta;P#v#J_qN6RDoO+>WtL}_3Xp|M|SA`YTfv38$Mw5ab^1Fm7-?*m1@O!h~Ah<
zd3vRuPD97<8{B~zIzg^#=odnY&tM~mY&u5X2h*c-x?1q0>fH{{&2LHi%k+8n#qf^v
z%GhAF0N1rA>6dVTsK(A1BK2<XRP}qV9DpJuiu+%MYIkENRJ0)qX(ZwK3X=<{Wpzo$
zpHlAQ@=!Mxsxnhx46Lo-^9J=xbTsvlnB%C_v11>=U0V3+u*ICBO1c*xXY1IJiJ?+{
z>5_&HAH4h|TJX}PCXE{{3<m059@T}*1}FSNh=Ba^;mcUkp6lMd4g6<#Q^0GYDWvTG
zbr&W%`PJ{^_VBhMPl9<>S$8(ug*~O7|J9Dn>TFP~K{?h0CNRRlSUl(ctil?%?>J6w
zc9M>z!O6_IwVnx9|AYgR4+&L>8j53_;2~QIT!2+fq?3@Mio@eP!T$hxX=yh9>J2i<
z>=gRddJ8w;oIhrJV5l+(XB%h?tdB4vDzSFh?uXodthO%l4obOg{#sijx7qynL~3g0
z+mqYnUN-f%vwC)NKjysjA=uBq875H~!e9iHnvn_3A>UpX2irOR?q8`5D#R2_H<^b8
zwOxgEJ(fod50z<uHCzBLNh6Ka#$`!+{0?rSsjpD{OhP#QLMSs{9!bu6SBs-+F%T`S
zEY+7uLL4SsnZL#Ch9nTwO7=vT!|KzrX$p*rb@jd53#4ai!I6=!eg(~yWPgd&BXUo2
zwNnXw1fBZMpX~kV_WJR8Q$gR#1Q@eKs8pYUUz*=H=l*EQ+h0_!jM?dLy%iug;@m~K
z=TKGFtT!3dpMG_<9KPhIc0*`-MU;bY0c;tm!MiOE>(b&-cxe}>(fW2tl?We`4x^=f
zGq}5Vu-JN>Mr|2R!D^6Ggk;4rWnj@e9IGN^s72j42>y=<PyyU*fS^GOe<uEq<gnDk
zM%Ico<=QqSlxnRhvr%P<&+v|7KHXaOBqk_1-;hsdkyaY!np5R^J3Pw}iGV2s5ZMWA
z5m5@!gwd}3s7Xf`hqgnLJ6!)*bT|TRunb|t`m5DJbS4SsNCL~VsMGJv`85+eXAF(5
z#0Zv4f=FmreqOd__kAtfCor0T0wDYCsP5aDX`ef=Cpytdz2h+Gu72oR2syH5@_mF0
zjB=T0vjyXq-_rprzP2JO*<Ee8^b6m~d~^SGmmcfyehh(y?YyFSzy9#X+8>(7{|dS@
zzeXooO1C3DTaDcGOG7)Wc=)m<qK$?5I6*YQj8!*&n+@V7P3<=Qy6;>|)FN=mP{f#Q
zKO;O^5{H(3e6%GcBC=_aQGbDRv7+EnddGijm2rn$B`rFp732#rWKghVs24|C++6@}
zYEwSx8_9jxw&3@o8*OIJk?@`zTUm$Q*j&kU(tG1ol(2+hKzd@XsJpu-=?hCQ_xN<~
zw<<A!axJ~@44ZXzveMz&7xX8r$*fml0+YffmOaUJEIL%PSB2))8~xb&P0CWw18N$4
zm-G3tKWLY805zt}s>I|CpBVa+Zx<How}^A(z=e1{S&J72Zi{4e(fWE)T0Q3c?#$m0
zZB?9;r<3}r+x;>*NT94cifhZRQ`HCSBUmEH;vIe>p@2b!kOWU0xs`!y6vmu|yDvY)
z;MaB9Ew{UdRAX+~a;4Bk-OXrHh%U5JxaVz8q*79Kz&3J-A^d=HhED@2FX8!a1^`ZH
z9SRbS8qri*@y=-UC@%oTc!T+G&!bVo1-5~S)JP$eNT(rfD3XDpIllYOTg#zv1Gh5!
zw@8ph1XMZ*%}gw`#{?-5%IajxKq#^;<KU`|rRv;csQS|zTH0bB29CYh=_V$>JHL{#
znUZu2KjrOw73Pl2z5WqcM_Ggh$vNZSz1Slgkt6&<xptE5l$vy*NXGzGD174%gcMZO
zt|WAM4$2OLSJ(vn1&u)z5W{<tXD~fRuM4kvqU0&rb?q1#Tt~(iGE%d^j|>~PvK^mk
z`>0;<E20<ondXi203^*Vq?@>^MPt_2l>y>-SG-89b!IP0Ho3Z=srpe(n|{7@I8+i7
zs+oM_V)|_OG9T9_gw%-NN&iPl;>;J1W{=HG>HlNzy|z`=)@|XZ*|(>V!zCz45|Jc&
zCjv?o5KwsfzqUTsK6igPFR*4AbBx{%#71jhsG-;OlD$GX*@*ECmP?_RQGjuGvXmcz
z<X9v1?2NYjSBWLljdBTkkNdrq){^8Ldby&Y$4_=;^W(nnd<eIc(Z>l6Cl>yt=J?w_
zWh$+I8u2?W>ZSIELffSV5Jo%=AO7S-v^_FLVE|&$>8O&GEfQihCb0LzBE*+x_P07>
z+U&&)5rE!Kh-*7)4o<Mu$esxs&8xxNl5Eoy+FNb+X`TR&K-KM(NB>~ag{ObXm67(4
zlSq57C6PpN+C+t0i`PcUabtDbQ3CIjy`^AlCFt6|{(52KOHvDUIufmvbN4YG2i7KY
zEx79Qtr!l$H}}^A|7GC~DQYNE6c)&;gLgQI*rRH74y-p&p)i)F1dbL5f#*g=W-E){
zXD=STYD@gb$&?4Yg<i}Ks&xORCpqE#NS}a>eC%>Y{9Um2>$?<p_t+PwE3@V7?V{lU
zRc}9zO8yvGfU4p{_p!t@oL}6S!xF6Klm@{+`?%0z0**8TUyV}~AFl_1kuux)wyi^4
zvM%q<va<c~4fnzJb%zapRU@|cSeG->md^!CiCUdDAQn1^<?DxWntU6w<XqNe^5rg{
zAE#}mh@$MeTa&mXOC#H5Prg}xgA`Tr2~n}=aQYqgI|d+V<Zjwee(Ztr7YrZ$j2K4W
zOC>z{`kS@9xqi<XLyE7mIalg7)BWmx!mPM_rjnKf7XS;qxuh<s(oK!|Sm=GQPr|)8
zn$>YU7IKr0;tHX_{iBO`wwKljwD>+}-Y=d5j^+3d$6|gaLDWSnqx_(ofD$W0C@WTi
zjHE6B55$EjMB@Y?h27Fn9$hE{?<IkD?yLZMKOo@JP2g6K%$w(MZcl7>>pmn8gAha<
zJ7liFRHObBO>&nU>o*yHf+X%koU`@@7gEij`CTqwXRs)GRerJx=IIL*f?-18;{1DY
z-y-xN%z`f#uP<2Gq4&XNYqBXIQRm{CpO~BX`#yNog~&BanseGk)ct!n+Jm>><E4sM
z4A4B4!g(?8{au<j;AXgI0&kT$6?|C-0mSB50d>nyP>gCL$G~A?ms>tmX)+=H)9ZJ#
zrP;*r9_JtH1@t>+1(ga@q|Qj=AFZh?5vPdR7u5qFX&5A1gMu0+MIcd6;wZf@8PIsT
z3U4~0?1iLj*awz7okleR27j>c42n5iRe`@A?~eyAAk=8r&BDEa?%F!;X-GWqDVmXC
zXrQqmw*LU}!$_i^;`BxcsRKUd90Umt@^ss`^BW8Y<BzGMzL$IB7Zy{0F3SDp0vd@q
ztml%^A3sx&NQ2<xy$Jpo-s70vK%qf3oKIdcM}f7Q{3+U(ymiPJ#sZ<~Ms2q`Mimbs
zDJo<ND@#{nG9P!?wR3-iVu<!5dBz^|epf;{dDp(40Pjzi(<hT5J~`s)M;JLaaCoL4
z)N~+wADnL4t_E0gc#~cApE!$4scq`b3T9FY@CpmExMWDM&E$sb(biq~i{=vbO5NmL
zFNxTr!_q!~WVI-oZx-pFQ|k@@eVk`MhESjY(8Ta*!r<V0sgs!^4H4mKo<(|lmE#Zn
zEupywQ+7J$?PXjy)`96zKMy}LokBo<uus%)$MgsQVE}}^gySo{m~M6Jw)qt~1K>f7
zt1W>bUAiP$Dwpn1i4}4(Lix+Q-JTz3lKh;U#dGjQf<OWs1hCWB68uFU@$Un?rGNH!
z_e@8Dxi~X~ZMP?EJL@+zRCPgwg0KfyS`}ezjOg3s28a!@umJ+^R;Q`<j=>}@r|?$m
zU4_pDOP6`8#K!ab9*XMp`P|VR`H*45Km&FudTIW%4Vnfy&3*OV*Bmf+yw3+*kUKS5
z^H-%KiRdZSg=(Uzdk{RWnoUP(B;1h0(vuK&CaJ_FX$Q=SK3zYac!pG=1=D%6gXuBB
z+2Q>-h)J-kXCr{V9vdzOjOQl~Bf7U2*bV)xp9VdR{Wcv_Fd?Z&Xu8KcT^uJFJMbYv
zj7^f-=i?K)%d3ds0rP?L738EoR6YKV-NM^={vcV2&tKHxzBEIjIna(^4)XpkFDR9v
z#-?S`0-HtQ)XJBNj4umm7bg9`66(iN1jBKZY25m--*xX8)`dc);7LEyKj7fMmpNE2
z>`n{?tfhAwlyi1AsQO?|E^BF2Ri{vN&91zZqaT!>j5EVNg~27yHV}q|W2eQ<nOV?B
zAMk`mL?4DMfF$TeWahHmzWta|L0H`KT!k<8Uxoi{vX^-5g9s2#l5F1dlUob*4O+qw
zw*KWQ)CZvI4W{ze%tE~Bs0g5w;b+DCxPPehUBz@ozsmV{kXVZS#FWkhmV`wFnG$rb
zdOc@TTx8IgAF%1$q?BGNV!R9?G~tM8Lkj_GLs}aLs^K;B?<M`HG<r=B>`~Bb4Qj7x
zDkAMvw>RY5fsoVR#;1ujmJ9>;8RB@*Aipf!U-bD|a_7(jjR3KMO3FCkzF;w5$!X!R
z=co1!HuKwm#w7LN?LD0~Ft_s$GToa38Pi=sw%NudgN-tW;*134AA*QIFF4lh=E{j`
z7snI#r%5Gvz5Y0oxX+~h2mPG)<fMH|&+Ruave1QH^KD1I3E~Xx@$lm~aTj*BjQP}|
zZJj`dktP}{33=|>*X^J;+pCuY2pA@m<My|7rDT)q!ghryLlxq<)VXDjpcc+*lJO6c
zLEujX#VPjZ-loQ}u#5n2%h(G<srkHh3pb%qT-brQ(jXO68%Q7B_IKVe!7NEv_xZsP
zM1VGk6y9~xJ%#Yk@YVB2Opo&(`ZNh#0gCe%#AG-g$pK7EytX(C)KnVlHSO<BCOzKI
zj-*fwo~}i<uN1b0%6-lA&H)@s5>hSgJE?^5EqH$Vx_>}w?ZLv?di$Z#_Ex0#MT532
z$tN}h+6C~%Jj5f>9Rd`8fm7(`o<4HADlNd1MS;u-jkU&hN?<P}D1={4{phH@&r8zO
z{n6E!@Y(}&Y~86>m8{(Fv_)gT6?6r4r}~<sz;l6w#Q;yez-I|=rGqo`f0PyS{cQ=r
zi|lKWv>duCtjhI4+(@th)GaUnWU^NaRZdIvm@u?OGT%28VmYRK{XEA+a?Kjo9p-5@
zhD!gxu19-GTM}`WBmK_2S)x4iDNw(N6sdIRM#MeBX#k_m1MixsrS$X{<V&G9nxFzX
z865D%pvJ}gh@|$b&V68~ta^j4&#w}Yj4v>u#FlvcA39{7_8g-Kg*#dA@fs7Z%e=!d
zM-b;dXrsG0!#wdretxCqhlH4U2ClaL-27pKD0nLGgtPa*Y<4^{pB#guc_{SOMZo#J
z<r6svVVGN;WOORliG6Sg3hY4>+J$5<G4XuhZsLi%Zj~*^c!GX8llFWik&|YD6q_8Z
zUSP}pOi1^AHf#sd=WUT>-?3#HC^-I8cCljq&)*uN<n%0EQ~#8lfz1z4^bt{}LJb%p
zfZg<t;UQIo64&}0jeVTh-WoUva-k~K4ff&vu$WeJy}KKHKf&J`iOwv0gMkYF>Gs(j
zc{t7aEVYpurN)!&a0P!5!baEw^WphBt=jAxO@Le~Nmw|N2};D-sQ1NcAT}3K)j41u
zS=TIqZ13vqw3TehIl9-pe?2qp-#>DjlAoyqhQ?wX;kOStfqOyJ8AR|f@rns@->4VA
z;(02+WAm63IJCgpj6{Lf@UVI4OZnOTM6Z$*%Ln!=c-QTcTzyPLs5<n2!Fd4vnk?My
ztM4t<_Y%C-_thk&?f`jxmV>X9YPngUj@84RoZb4f$cmL+FuYai@i^dCswEHlg#&>g
z=gWTWTlQgBlFeVQxw_ca^GptPTBQSH-%gSQpWGb{CHp@BaN!or?~iyMA#(?$Jh!%^
z1YS9*1Hlma*P#E7U4WLvP7XqhXXYSJgVLPkYw}d9*0OLTa<+96{7>2uAlUn7QV<(s
z$TD$UC}8F)@{symt*rm1M5vyK?wiH@qFZl}Uyp~yB@5mBz7_snn-`gN<frF<9xSay
zWez6GQrzwwJD$FMffkN6!TW8oK?cn|C6d|-CgU$^6E>;7EI4xfK^#i?D&N1jbo9jr
zuuvWD@H!sT&r*USo5#=}Ig99B;Ml?|r*Ek_VQcO04o7jFP*bV%CLef*K*3Pw1u%hL
z;I&v;d3t0%(o3*BNk9XK?9dDVfe+~3JIu#zkBMfhZeAfCxOQC4ldBy2@JToxsumY{
z7(h`*ei|zZWT0&SIbSgTKIJd>4zVNZ50Cs;hdqnjm=Gu6g3H3;p6b9})_)R1Ek6mb
zc2&x@2VTtL^!O>>97xSd=22Ngkr^FS^EzqT4f;xoVbvs_b&@t`UG5BcMj)b=4`Xfe
zF!N^<CR%C4wr;OdFR#Nx&XJFIk$gJdx&K=cV0v)G1Q!-+g?k0BSiGXdix1`<_|=gT
zjUlA5z@8nXb4SWP{tNn;WJ4wW?)M+Ipv7lWnrLw3TtlkoDnKWktB!_sg}4@LpVn}H
zR=Z(b{mji9=3Fz(_Cn<--(Td)GtN+E=fl39>+Ve5uj>d6xAX)fJe&)e$TRZP)+J9t
z>Z!?Y#$on`rsX9b9Z}AX^(RPQ?R})Z&qw>lyoayg&t12Fzoowgu*xIM4D*q?IrMgp
z#K%SVMB3}){5NvkmBSRTXMhkS{SPbKQ4}934?Nmh3H(uhhT`{6Q0=SNEyiSG(4hfI
z7P1mtif-)5WTaXr^z<8yUsxwG@5>Iow)n5w{bh$>XYQr;x5iFiPz<%hoJfss$ZHPc
zE{+bZ#02v(smWH3P1|f)z$K6_ddw&AMhzj(?>aw7)0;gXZ#d=I{z;Vp4g2GR-)`Qc
zDeo5=5s!?T5)`g%A2pJ?dfajSFMPp=qxj~GfCPkP!y(3U&kFAfy6!`YEv&B7J%K_T
zSrK59)y?I?4-bMP$MK+g;IHTGymP9eea!YIUGb`XS&eZ{9M78mq1!r8ZSlI{kQnY(
zpH*p`Jl>OmSd*vZtUfL~?*|?CwKxRMm&S<P*|$dqaSpI+lAVZL&ncM!9hTz~Lr?ab
z-5N5|ZlL_(sPPlhoarqVzl+fuzxjUu)8&a#b_!Z`S6O85DRNHZs2`~A-zp7SS3@oL
z3Iyxh$&r@(>MzN}C3EKXrePqkazsA+++_l9Qgg85`4?~Ul>DdX5`ZAV)MSp7r1Oa?
zW5^4#(!w5rRg`~zh}l7nyU)FH+SiD^6HEoFYl9Ch#L)JjG)zhhF^{W=ij0e!t3m*`
z+8_|Oa4)%7)At^6`fW(wI!iP={;r**SHndnGmlm%m`o7(sIMF9w5m)pC8iyB_nTxd
zX183>JI3b_MIe0t!zPe1%tDSP<qd!stupGt56!`3e6#EEPv1f+t0E=LTte<tTZi`!
zuVdLjdQPK0tZY)Xh(i4@X~i9`s0!RU3Hg50=Ix!<y>-{0cV^%YLp!Rr7Y|MqaPsFA
zkO(=>^h((aiAd4F8R(a-it*}LvVuHQc{*?uOP0sh_{*uzT?MqPL8G9$G3b$g;I9L9
zoc<0&Ed7fqmqaxpK)V?~N(*S=jv}3mg9IL=pR&MVjO8Zx_j9LC+wmmcVy-;ij@+IB
zLRq=nxh@?cZXfT@HjRdlZXzbr0dr{{e2T8@1qv6Z*&zm-`sAS8IFuXZ3zYlI;Vwyn
zg8I=)C;fJnufVX^-i%s{71E0N^4g=7Wrd6OGA<3Y66SU+@17!w=h2I=WIqV1RHD1+
zgHq9M${tNy6rjQQ@;o8xjq$l9+iSccq!SKoDda3#d-cMn5(D5~yZDsWcV<qo{i^t8
z!Ciq0eVmylv!O~0+&f-BqLs=7Aecr4YFPrhmt@ZSg7L(g#__V{@mOh_ndvM-N@{M}
zBi@#t-aVDS`rBpE7lt&}vM5F53CuSaPN8g6Tn^^^O&(J?H<q}2y3?}yLMj1zK9hP7
zpUSr*G+1lWR81|Hy<`sOyL*F-{i63OH%tGtO)t|Qt@Wk%5d6W#!!Xuo={rL+B!+C}
znOx%EC4c?i69{tTxE4e(TQ@+#3~dYgfEaeTU(k~PX?ywu!!uA=wAr}`6abdX=D>Gb
z5>eveVVlEPU||vdlxiF#>M4I65jL^=k2uX1_f~o)iEpQ*Wdr^Tdoy$Q=@E>pBZ$5{
zE$_#3Qew$IFvH0AkN#;(#)X`cj!x48<PCe|QlYq<txreaU>b>xwmbS)I()DX{kt)l
zi?+7@dJNmY21@DFA3SOI+c${i{^r)k;Rw+MtM~+UZRqxnPktQ?TZ#IlJI(j&4uZB}
zg*w%{-h^v(AP*g!x&T4jdpB?$i;e-EKxEh{%PYEybXR5`%a8kqJ@+{;JCP}fJhI)5
zhggZp0?Q2GuF>+4bU1aqt)G}l=2O3{Vmn5^At<#=HKdhV0u3zhH(1-`3kBH#L~?(N
zXJ@<p=@G+TjD@PE48sm70A39Nipq4j-u&~noU~-&P-K3u*t`6jou$&KK=nlu#^8fR
zF#6Z!J#60XMc9m&3xpSL+ee}BW^!d~yYF0Ev&5tr{Rb+Bzv3)W7RS-&=`Dcmgw2rZ
znA&zT2O{X=pzyK{X-6iUXqV;l*kcve=V2uuePnL@o+}h-J}JWSkM9F;2d&c_03N*k
zv=DJyZ@zScZ7W!EgHf;?K1nQ-rMIa*_<MEk*3X{~{Q7c=2Fe?6scx@Z7{3q9@_wk3
zSM27Vqzs8`Zl&zDY{q^?z$)vTTHNG|1c&C!$xU2#b$jpKQddJ|6Pbw{Y+jYfItGCM
zXIv0}OqYt+!S;%-cPG|K%oaSvzCYtQmJ4)tqAyuJGCw(NlMOeLgc{F~3<1K2e}{+&
zTVNs3oP?^dy_2nVA46>;AQzsZrD7rLx0`%WJYRw>6`~))yy134WJBFlt1qvQ23dv<
zK>%Q@ql>zrYCZ-u%RHhs4D4egc1GymQ||q5k-uFz2^NUh{2cOqR3>xc!};cZ>>Jc$
zK4Sqt9EDjB8LHOPCIKR({YD=D76<mSfohC+FHX>h|KBGX9=Vy7KG<~yUd+GqQ@)CB
z@CxR_^-UeiJT_Gc-YMXF3l;Gzf27g-yHXAc7HUSb_4zU0pmkk*NR+_H0Qf>xgIz@B
zaDb2eQM<aj3CT<|(_)nr0CaV#dr5u`o7!YMY5iS=9}}K_!vY1erf$ST?mFcczUEoD
z()c`4_*M7Pfn(<!-&cimf0CWeN}0V&TK(!3mr&*T<IIHRuq2h2fgWNaUR9;NECcz4
z)~wUhA%$9?1wgYzE)TE0cMO~al$VV{6-W?c|G3B+8P<Aqy*Tt1U)gN6B5>imNUWMO
zCVibFEDg1ckX1q&T)@w%oE!&jmr@I!0<|T%J;mEOz%-Nm1NsCq?|A)W#UF;+9@v@{
zk_{~<2nyHrg7O6vG%pirDcjJMd8+X9`tEj=E<4=}d&DnPH50a#dq`R=&oNQhN)VuC
z$nYUY0WLvxf(<atP3IrixRvhkluZK-hKb7DnfE#s`_J8&0vy9Kkb4<lyL!>}Z|u%(
zD0iqI8*==0&)$sb_o%s1V?m`R5V+y-e9Q+_I(v~WTs%1X%$W;pjY(r)b-dFXH%Gm|
z+T~rAxqo2qA#213%iH>A^MX=qdjaFUSzWvwDyLvA1LEQa4{m&I*qj%KHZIHShBvhw
z5n$A>%^&2RMDn5h!=g_fjYniW46=58A$bRG@i(Y5nK_vP6@l$>x{ghfc4V%jb^89x
zz>MCi7lP1z&_Eq>tS6Gs;P^fi+~l!;#E0W;3#G&hpdLYys!}lNopqDl!w47(pD&f;
ztOxj)u$nj1O*T1JNS+`(v%P6|pOl6N<ko;*yWf3}=1t+D=Seg`NNZLJbGci6rmN2{
z35%Az&_6g7&;`_j7FWzzTwBcIFc+vF9|GrwxM8%wi`hp!b2zjmYG*TEE#x{SYYE&W
zQSG-p*5q*!RBtIZ{T9-U!)p@CS0pY-n-%Yfs^zSv8)P;QB!5$^(ZRG;a%c+1h43pf
zXDYAk%6t#^s0<R<N^V&vo=z!<(s!auqJPf=5OvvjMDL!CfEFI+l-Y@Vdb<!UAwde&
z&S4#t9}{Llf9fo^K#AIra?`J)RB~<X&>#7SgW+Cv4@lM{g_3h94<b6zKRg~fq}e{T
zG&FDSMrwt<aw2oY2`UF@d7S?w=|R?$qQ@HG;Mxa-*wReOd~Gj~QFGcp@2K<3o0IGl
z32UL3v(J^eAn?+;TOsgz2fNnqQ=0SSvz2qm9?m@ibk)v^<nULxfmKUU1>!xzcT^_=
zh&pqQZ0VCV6<c|iVi#_Yzt(tcnY%BE_?0PQ>kiK0vkQg@^!d{M@OjRE(suz(@)O+`
zCbm{7Xf7;=Anf)|QYLV_AQLqMw@*|CpgwR~%;!MZ%sPKB(gV=c8)%lWKo$~MB-AsM
z#jp~M^3`oV`3AZ}syp)IHg3f?t9#yH$?8<vxEJdxb!rJMScJ?9tWXfyXVz85+vdFm
z4qv2|gzSgi^WECqXY^&babi<E#VSIF&F9@ci?V-a!lWHG=N6D%VVc~KnE*V=3gc~p
zybW~_E~6{`K0gFZsKeL$@E(?9f8)u`u;gRRh+`@I#iQ)R4kbcLauGAFq{yNAh_t8=
z<K2g~7J+7%w*{_}(V2JN#@Viffh-vSSzFsOv1KbW<+_5cb0dufte|k8D&M3trz1x|
z2KXnlV?sXf$9KFWh8vA?cey)V7`Z+*qRh^J_=u<Ly{Y40WyJ-IZb`g>%=gH$y5JHN
zrP24SBbL$7+_|)6PBeM8sks0!^^`_^0n%2+TldU%;YQm*OS?9NUVvKr`(Y~2XGnU7
z*S|WNy%sFIqYoI|FY%U6md6*cG~3G;y^+L|n=@1UMUj&Dh6szy13X=&JcWD>_Hd-*
z582-tB8=Y*=2W*g38<RF6@(#xQ0GsO*zg>6MqOXu)7gMcM>E&3&}n4qiG2CXal%RX
z0OJLz08z#S52)N@_!F>?;am*sQ^*ZbK-iH<ccQN27u$a|?C&U#w-6G;(DpR6{TV7?
zB%=PD7Oh?Pput}lID_Lm@3D~`=;f2EpI_fqRX`bxX2pEc?pGA??kat%p0Lu+Q~&y4
zn<KR{{+itS4~3-p82B^=5&IlQd)OFoGbH`Kn(Bx9a+>u<5skPK!aqe4LRyPTU}nQf
z>jJfhO9vnsb#zJV;rGjdVtSA`ib##=N$OtifVS3q(ziiP$#2`6b(*NMWsE<gN+08D
z&8?+5(p4z-z~_rr^~!G)OU9n_5|Eu5RNQ-82+K!nchg`tgUONZsP`!_I*14fHxgEm
zae+T5r=BoQf$0p+`4zg7AP%B&uYHa3cVbH1K>ILKBVUEnReNjRmvi?fL;r#acZ&mU
z?-APQi9vBRILj!%!!La$o4%MMwu&Dd;AQa7J!Am!GlG48wobVXswg-NnQv3@tdb-9
zCL5Zze^1+>a61|?6CIu=XN06UY(kW2l3dq-M@P7PeRi?bcM6YF!cQj_IVzS)Tfx7f
zy3a2LN93=e_W;D|&Igm!HY<H9-rG^ki_)Z+XPgSpd;80sop@he|82h@-_cGN`$*xq
zU@UW>Hj_Uz6%7#Rb~<n{$HkdIgj!Hda;<1G*#~QwL`raWkMh;CHj?FptP4-#{l?oe
z>TmwyLh=*Lw*o?<tt0|qm}C(4h9W27ES-lIxuAsn*0L0h+Oo{iN4S1J5&%xeXSFgi
zbCz9FPCbWCN#N0Hzf@I}<o8_p4jSQw9-Tjcyrw#JBik?{0tye-3{d<%X3wnP>i6^b
zxU~!_h&k#t>m?0eqw?B`*ecqPPJeko7>V-gXABhwP~LvwQG#;42?2V0Xio5Q)7G7z
z#v^()byQsUg#klo>5{^Hy&r1yw6_UTaNH{YR!Tsh?HKJzj0qFmB#tRI$Ea4jy`>zE
z2A|E2^H+0=V(-UZfO_7@G~t|Ir%1RpHF`|HQOWJU<nFY-f=^-W6!XoUXb&-n9}BM;
zj<&%jbyIu<J#uO;4;HdHufF&?2M$IHDZ$<K-Mzkv3o!c5J7e}m&w{IoEEPhNUvNv#
z;XhWL;*4zWXU%ZN0oTU)a|Z}Z%x5=RRu;;-=?(10-&E|hQ2NA+`GSVw-Zgh}vgp|&
zP-8J2?m~LsAI)9qJ+H{n$HhWCtZVgr7TgK;65Z28a_e_n^e0C4oj$OM{nHy3c>7|@
zcm!4C9@^of<;>-84anJlG49)`uB=+W=hFevLRRN*rWVN|TGtF{P(|N;<OZ&ll=|C0
zq@{2+DI&#0cFm~n?w5{|PE9Lftg58|n<AIxl)!R?``nFu!Re5YQ?B3j-os@Z)vlRK
z+Au96_r1UT-*vGALJzzyrCNuO383pzyhbd^is}n^;B=&OVIiu00oF^tCvl1kt6xOE
zt1LCdcoF+<M~kedAka~bQJ>TA?@!fWBx)YyVLGeI&I&~W)zD4ob}g2%c_CyzARR%L
zd@`Bn)F!^y0tN@hYUM9LR8mrI5{}iDLgu~_9C)&y#0G^G(|aPq*5R!pkuBDU*L0_7
z-?PNEJKw+BQ}bjZ%o_S)Zw401lj;7a*ZJz5jWv4qW(o*&^(5PFFQT6nPT;~Rh4=d?
z97(%)A{C<^ewEETt9H~~C5BO?oJ$vgDG)_wDk=S-BP6%JFWir0$cJ(NhOO;v#UN|i
z#b$wG>3xA!l@w#rpgiWF{nYa{%^QcZGE1WjTUp!(F-;~mdU}L~B-E^Yr4YoQcL%OO
zWK5Q^mU1sw_xs#`dzttrDb=O*E{r8=J=F@;{*1w`9yUJfJ?L^gLytR^``_-MX8;zE
zs^;Kjg>$G+RIOdlGRfv9NTwTKi0)ux+?6e!iq!Wsxnxyvf!uWBs{5;AAVb#SCh<i8
z%sndrSI)Twb%E1WEX4lU0u!)cYQ*+}JyyThF#?1}j>Lv$s$Gm{U-|JP1@`c3+l}Oc
zfh+I}a;e@c!PA+V@1ajl39>7()J|{pdBJ)D*n7Tj{tgm|by!7!pM+Oy^hyM?nyCib
z_8^%lMs?)Bk*|R6vj740k~Yu;0@a-^<WUC&_0o|U@Q=Za*%m$&B>O-c@PMT!WNu5{
zoJ%b|S1@<wSe;~qI*&oH|Ffo6_E!`2O}tqBRRy-n+lzs}+2_T+K+**r;X8Nc6s-#C
zdAu%AG+W>q(Uwo;oiG69{~_nFe}jhSj*hZ87|<V}3^U6(VhW3(_)DhEJmhTp5G^Dp
zudsSb|AF#N+Kg8?fVtuB>VE`xoxjtWPq-rmu|^F=P{p{;T(gp{9li{EfY3zB-Z}5x
zXOWgGOsNF0sGd8K+#UleEQJC0ApG3?Fu^R&p--nH1maP*$>|;}%8=j_(|tmYB;~S0
z(#LBg18sh;*!H)S9iK<*QOVcI&r!Oea)0X+3fL4SY;GTV`zJqt`P0(}m+PBx67J5^
zSZ=dq3-4}~x6j@sc0oblbOkFBSOK)H;ahzmx9qQ%d3jld^Z>c&3CTwsN!0VH*wpCr
zee3<#6`;dJJgKh@vRVgUq7ZHI&&Qi<0uo>$*YJebe^}@HujXH46|#_wxVTxJ9&!)%
z>kPlWSTu>S^`!NW#?zoxcz-DKsr{>4qe6C(nznwPp{|W>7G6(x4D=)0EWTI@rD6el
z(I*b+`|_KEi1ZR+hw|o^s`b0^MC8GsgZNQQIGf|y|4ng^D!ksP$;In`m-SSh>+9zv
zdI{Xpj7H)}oLvJ;7B{Z|jF`0Rg{C`086M9ow=Lub<`3C{HE3>M<ulxEfAG`ZpP@Fw
zqK%tZZO5M}U@yOLP>ua2W6l@X$ct`xGnAO0_vUl+$bIcY|Iyj^RT3^VWUm?R;gN#{
z3Vi&CUadvS5k-U=hM&9C{&ts&y<a$4Z^1y(TsZcP+lj7xHUN_G_E#Z!?tgbq7w(sK
zmgtEE2n;|$)Jh+7D@4<oD;}4}_{7Owl#=A3M_W6LOUO;&sF53hDg#8vh;b4|<WeVW
z5&vLtxT6mIUt@&GxS!|wMtz2>3lcfT&LZH$=`C5IqH}exm=v|(g$(>@7k@|&=yN_Q
zC_jP=lkW9C%g5jA4uG>JmhkyJ{q?-Tu$bHe6~pmX!^qXgHQ3XBNvahLec4jNT(Vwo
zLV$MlcyU5Jf-{_lAJF%HIF4no#df=9IpQPx>lqj7T`QWoaw<QKkTz=4FzRDZdlb9#
z^r=1_Dt6ekIcdrra37#1@6P*=n>0j5o}h$+7A4{s5yDQEXxXeif(PB)F7t(ZqUCK+
zY-Qcc)Cn#!Lr1QSx~l*68%B75Nl0#?id0!m?=DQtC=Gog=n!oZRXu)V8_3jb2LZ?^
zQIpJ5yTV~Hpyd<>S_44mW!b^P1@hD*PfrT;sv@huJa55G4lbj_A=IF$6jx3G<dah-
zcpt59^;m6ZON_U?3CVLbyl@?#(Vjf71Pu-X$DTvNs_P3`n$^;Rc-+llg09xeZ`zji
z1(!pgfSctxOpo_nd_lOenq&^XET#lDnMu9Tpb^*%<;t-+MC0jJJBo4h5|LcW(P$~^
zNF{;sUd#0SqxtAhJVO4P&0dNI^c5)vmYMG_LqY3<V9~Q&roUZWiXdy?!p-GfV~wXk
z?(cHYN>hFA8TRW?)by7;Z4?DW9&I6Fx%)xdOXU_~*9c6SL2CC;AR~}@oDbY|N#*KR
zo@{oFQK}3r%QA_lC>Znf<#Uld#l)o{iI_}zaCLmOB7LA1p{}bXwVXx!EM)#8=|={$
z1_<@;SE4uflp)w52M>x{g6UTEA=PR%RonBtGV8iI{b#1L9<bBUd1NohmS|+5gg_rs
zjuvr(<({G$XxF(uM=hj6u>AxDrWa-c-EQEaP|3jLKR0rv4$qVXA)*gSKY?n<h6;xV
zBTJ|$C?8x0uZH?}(w10Nn9pH@-Gg#P5DAohOOx#pr}QNon%j0*Q0xEIsKIZbN|9%z
z{oiNA?Mt_oVExtm;$N?Ya-BL%pezH!L+#bT(5UKFn9<F`1#zQpQn4>LM9@e%`P`r4
z1_eiLCm7a9Jm1sm7i2Foc~D(F;PcdD>9+6YO$vyq)Zw49nu<(V|8^L+uLqfPUNkD{
zHB}t~6Bof`V~a*~*&&nvBs955mu%eBQB$7#i7d;iU2P8#r}=bz9arIu;#fKNQ2Szn
zUD}_<dUh|e)Iu^<an2%{@t>nZ-AI&0C3T;tmn$mF!>!laT55A9z~SIG`y*3tDaDmm
zPh<R&Cx)wa1?&Cqi3vfSvn|fy!ix{rHeXHN37mHBcrrW>z^L8W6mdBus8-^$E6XGM
zQg>%y-C(tJNf$#Frcdf@9#1BQSXc(K*IGZ%mnSzftKZOkHTGN&L%y%LR{83DHAQzl
zrSbWt?YV~$CX{EjISHC-ZoP7!tLoDMc><Emh)7f~>H8W95)bySVjqZt|MO^E;Q<0>
zug$^o(R8wr#RtI#z~4J087)Je-X{|?Z|cj=$B5nQ$!Ef`;R#Tc)86kKL*1`@BV<}@
zT-Z63@a7TL8GZM0gb%>zWSwWVFfN?Ty)fhQ6m}J*ly8S9uauAR(U^j3^h2^nE4%g5
zDBS}gO=auBC%9Vr%bOnaC#fg#^#MC4b{^AQj`<~}c@ni!j-tY~mDDEyxRe^q{I8y$
zI2@#USwYc)2<UL`c&}WNJ_mlyrf=OnoHG_cU4KNxtY+>EOb|TABQj@#(+F)7(GhOo
z7zRUpYr_>-zhl+yHggRMXKud1HM3d_eI!%*mx%W30#AxoJd08md$YjobWzir>gjUH
zcxBCPMNyHL{>h&}pVojO<z}0FU3|a(ZERa#{@h^5mzgEX*e`*4hUor7S1RcG?9<Ih
zuW&DUkeYIx-79}C#SFf1z5(G54&jC_74KrAl>V@2XY^qdr9toOnjQRCc8G*4>`AV$
z#enI{_gI}LOsAlTy`tk@6ONlAxO=dV_KJZ2i>s+$$Of#$*Dr=&lkc4Xb-f*$Hb29H
zV{cMUsIU&uVewx1ovP#aRGl|_Q}D0yO)H8Qo@5KE<wv|W*4Fd+{2!=Rkw2I-@c;py
z)66+}f&BLOLOxFU@82t!o|yk(wf`a6C!VbT|3B=m{T*`nOim-_YwDGk&)4*C8$2c%
zvfXc)LG<!(M*{VKh&cgy^*=ijMEU<P{J)phe;<+r;ot8NA^-c<^Z#z2d=Xdr|8Zml
z+N`&~UEVbR&rkm6V+@5V_TSEE?1Sv4zmIwMpELQp8VvQB*5*G~?DM(<$H4B(_6~Xm
ziw^!cl@Ewn-qXDC-k)+Rf#YNM>3f2~IzG^lH`M#1eva?C%XaVPJ>vZ=FYa@L-TdDz
zC{6h!-<%-K0x|>O65uki`=b2iI70PrhsyuHO8xIEWK;L){y!{oHgZJJs_76-?8;a@
z`CrODK*<UJL8k4cMHm_CF2b*;VW(X2FQ8mG@(%J-qM8>-)+#%$!mqOlZTp@mx<Ix{
z(HiX>`&@V0vXHe>U%Yn6u>X7l;~a%DV8Y}3vv{FXeflYrHXa>nN9JWPf%HKIK1(?)
zA+)n#+hXxA>GOoJe5v}MoYvOiiW65BFDC~N^9t>}{go3R!tMk6ULtFydj@y`7##4c
z`QnJoU5}r^gjC3H>Os@UnAcDkJD>4`az2;n;^4m*)+6$-vit96{(F7?J2w9NT>N)V
z`0sr9-?iYsYr%ilg8!}s|6L3IpKE~!x;x65Ogc8gCx(;Z?6aTHr~8R_Z=kD^VuXN7
z@SkxN+Is54Sf);7E*m2~ND(jVNhuvaq~Tw~3{BO~7r)}g2r;^|yy+P>^k-YC4yY@`
zT<=<dpZ4dQCG|5(-$bBCooNne{quc69p8Mx(nQ%iz5_7d^s$YN6avKC6>`?w0IR7S
zwLWVg-8fPXQM8@@Qc>^QDZ2KDYaD;%u(7WvSH5*Ucn|M`=~X@J8ZSs1u`f<N(W%?V
zH%3hH$)g<K>)qjnzU<N2AxA`I5R|{KTDt6`M^~B@O5{tYe8#gAKfH>s-05i>BuNSA
zLpHXh+fC1(EI%%4d4AT)K}TQqDnMb-x}k^jv7S*x8vhHqWCvp(UH}V~jJ?%;xnRL-
z7ia){@^S_n8kS8)iHv9e^)=gE69#G(@OSG0yn(w>>|_sAg6P?3W8!u6$>_xhk70aN
zkqw#3!`xBPUOt&o;BLXodEBJI-f_Tpg!?p(uq%Vyhp%%<#pSjyfpjt9ED%J<7qkAG
za+Z1JQYb_pnV7QeBQGDXu*HaD#Zc;}I$mxs0m7G@k?oLaa=V#%zDaQpwd<e#$DA{k
zZwb8Sx4-UM?+!c{EDbZ-EPy^wchU0NapypBR9({#Xy>Xw|1?;_)4mGVTi&$x`lSs@
zD;o>}?^lqalsmEyJJBiS1+Lzf-DQmaM#fu6hHGecoU+pfO@ofOjryKmhO+G%{(hOG
z>h+_b(H21*iB97T1_+)1$EE9y{jSr3kX$kMkc|294!mC4?t;g=1h;}tyhpXWT2NMe
zpU3PWC&i}|YyP=PXDA*_x)wZ6NR&GOmFQIG%lwVc?%tRA4L|w!57NGx#`r3fDpGO0
z50?C`ed~g|szx^k@<BN9`@=mK@8ui7m$lde&Vw9F_~3m*rmo@^@7dQ~$zm;n%a2J#
ze!sRrH&gj;U;$PZGAI1RM>ms+WQw{)>~42|KXKKbIk^1Cy;Ugc>oL*4DP8#AWd8Q;
zZT|OxgEhT;eet6BkdYyL$}H)2SA@oX+y0`-#<t)xz#MpYhBiI-eNq~I$LID-00U})
z&);u+Ux2;dC45NMKGb^1uI!!%yY61PeDDrc52+cbJARlMeJH9o0O9*`L+oEmhqc2O
zUH<mEroEMVkDB+f`9mj=9?2v6z<+JS8J*W#gtI@AjQ<jS#40Z!Vec^JH42CFdbg@?
z6aD1iWNSAIF2?}`!F%A~@l|>QYbkldBK{;s1LObjVCP~8rsB5eJ`Xb1SFIneT|1lp
zs#EP;Y7f)gbx<iDQ65+GuBv@l6`l8Yob7m2dda?cuf%y#BU}M6h}jZ)1gqJf6;uBT
zL#Mx<kqlMz-BLTPjY^rfUT<gR4b)Px@!v*s?Z3w5%RikSzu*JfecoR{fTBOeP8h2D
z+xn7u<J^S~4asdw-Qu@#Wrs7ktV^y351rg8E}4FEYCPfm`~E(g2DRB}Xnp<~W&Urh
zvbVU)K=!+z-!-h`sIR2~Jc~hLl}A4mkHxruZ~R;xs&FP1<~M}cp11m^+Y0KFzzsYd
zS@@fxjv<JziN7UJ(0wB29$8j@JO@wZYmZa~*!ah9p&IOuUq8f#CNizL+gb8pc4I2l
z(Vk8A7qav=2YbcG<M4+lI3LXD+L5DvoSI`c;!F5nb)ENja4FLEQOncQVs1TO#-8+D
z6y-R?GwJA!-U>%qi_yqhL<&jfPfeO*um8Q<I~4nkf{*37o)OnGptJ$5rrH~D`k2YV
zHJ@tN&0<JBAX$D*>);KmPm|s4HLmeZ#nYR+03&GYq&|zlyV}19X#6J8hNXNC1wY~_
zaAwC~fX$|c?UmV+x;ExuJ<~QgXz<G@wS&n67k1cZj|u9lc*OPF?r1+D{<;rt5j=}}
z<GZUK=JEU_S4ljwClgW*M^D#=yqi-BHEw+eW1$4Lb6<MXzgNtZr?vSTEf#I?qV-Bl
z8|o|YP=&thcOM?(5R?YRR=NvCPsCeASBCq`Gv3~C?HzdXVwmrCPqC3PSwrK^c^BVL
zebvo{5~v6JTbQ4aoMrv`R053wtR_3KB4c6ja@G>W328N+j%4lXOdVGeQ(EK3iMk_q
z4}a*ipJaov8jN-@-Ba(j{NByZi%2yuAbMMGUD)Tav<fR%(s1omSq<@IEZ`oMJU{B^
znDmt{Wa@7DA8^H6K)viu{^;WIb#J7a#@s^C4ZfoYE5J+(UsDB7y)Z{ghjDW`C>17d
zC>PR&#+-$^w|a&-D07*GRiyacdo1H84o3|l$pW2nW6Vb>J5=bPby){kLm``ID2dJh
znGXSwieqN7{z~5@79xuba9IrckKFgw-0vy;{<tkLbIdr?GRjM&98?jMSJAtLAWA`n
zf*o6X_sT!NI4`U@*Pc7~BbNrZFeATscfKs&Yt0Tvs8?Q@7ywaU`K}xDJ`d2<;;{X8
zI6)@?=Nx9a_ibZk_trJi0-@o^vqiHsE{NC84>g8B%1S3s;;yAW*zf+WX;=xW;5stb
z1j>fL5s_W{WC$dS$-mJ@{lRuAuk>YTwIx~aIQrMoUP!A?k6uca^W8^=Ski^`y2yw$
zQ;qL;1bxPb1=kFC`c(US04GaPhd_C@PI0fok8CeHKQ_<$DW|h<_>w8Ch|2wg*A|%n
zzT;sDM5>K<iW=s<h{q0~%WZ#3ISBRdR2BRVhX`b;QD(<Ep7py6*&`{DKmmpHPi*h5
z3In6}`mHv)k$dk3EHmZVyjetNYX1!=SA*tcY@;)|ycdg+q#IM&EhF%!j|gd_$AIRf
zs=7O4D0*l5`!Hn3$8HE#qsTw$x%W<gF>QHj&YI_;*`Ugo0Dl`~6^`vb9czeE)s?4X
zMj%5{-BNJXFKYLtEEpmU+UwB3gmhQ_S(I+s=NrSboHTF$;@gPZ*H<AP;7YVWc#B>>
zkaTMu>0aUyejSC@S@M#8n!>a~1Fsn(g&c!5lr8R523XD09O|R|PFnOIFSG~|Aw+a4
zoHDS7_M<ycb7M|Vz~eMLVeu{rn4EeB5&>@=<9O?+yR^5DcaSQoyNTN~XlDT{p3dH-
zFF8@pXlnTLP3?Az9_NGjc(0Y__nFe1pGDSjTM7-$Nn<N^{{4&d!>}>Oh0{QBCujLy
z_$E4h8tQF5k2V0VrK)<$v~l(f1DYgIRPU`1<)bF&0%Z!Ep?I>WwE|srdMoM#)ZzBo
zV6Q+{^l0;&>5A+^4dZC84+sn(l%{A$GzgXEQj-y8(*d0XgRR1H1Ro@##_DANxdSHc
ziW$O1m^`pDnQ_&8xD5EkyQSW}x_uvytJx1_G{p&;bL@~Rwe%*J#U^)*dy=3B0PrK^
zQ+;~?Y|g(Faugskh*VCjk7`)O=JdY8N!;y5+Qz02C0TEkzEpqam9qD-1}?|bY`OA&
zTv?IaEi@|{Kp`y?Ka*#zGmP_{+yvR-SZx=`ZWR2!$HVT9Z|*uN3K(4LUslGP^*;M?
zu>Z*8_H*mfzz~GP!jd<|_$z)Pf7-R1_{>%(&9=jRLnfmKH<5JB1rk$*#+m$+vWXLK
zd{^``eoHog6XqpW(`kRxjFV%RWUjn+#9&n&&v7?FnH!t%(&U^?1HrQDzw5Dh(06fr
z-g5DGc>n9&{Cc_UW5)+4gZedY?c-kPf4r5(;uXMj<qL%KGcuum1_O6O2Q}w0W^Wa$
zSK8n#!70`w_z<hbMkZ{133cgOFtV&!4XkV&^w`HwG_v&VP=kdGs-`_n*cyhe9&256
z4w@aJVuVWSI}V~<^1G5tlp4|5%bYla+go3Fc{Q-mfRm-U2W?Lbl!bhr4qNBDn<+`(
z5_>G?1?_gNOUS&bP!kzi2RnF*VRuS)JukfOqDL0|XK6QG`W?$vX(ckaV1?B6<gwKa
z605}6m;aT4fQ{yxY5V)RkcnZQzNpaJ6OS`2utH=Q$$1#t?hw+DvxYmxsTZ*cBv$(E
zN1Ma$4dpL#Du5``-@36i@!q7}`r^nmtvgl@#=hVgg+oVqA?M?x2L|;$2YL*%DyVJJ
zHN;q6;iqo&y-r`l@;P}%Z|+O?NN3<I$7ZpbP9$}Wt#Da;xl%4I923cRa}v*73^SBP
z4nl$f5BF@=VmvzU^Oo5tm~}@`QaFE`IDzAVjpeg#G3VADl+F5cW3$V*ID=LJH4>bF
z$Ly~|khPJf)!)W3U|5b5Fg2}<IhK7`BisBsKu`f90RPCNIB6PA3CD9*G6->y%rbPt
z#}ypAioPzq@yq(laO%xV-{yUh-1GdikI=5vUj9B~q*iVPxwYiOJ{_SG1h+!?1+>oD
z$?tF&=_b*jA!cJA2RP{g+wdM{?;a22#+_cOtM3N-1L-jhTLT(NYKd0Ua(xeK8a^Fb
z46hG=FBGnHTL5wT97OKTPw|NaIe(|M(Q00=?`AuEJw3+={C&<r&?wqg2-k}X*U#tQ
z*n0x|)H>tEd_d^kK>qn)`}vb1lF@}DCZ2)mSmD$Ci9L7>+u!EH*2JRz@MvU*VF0`N
zbOgpw8;#eWM8=?ZUlOd<!pk@G#L^P$8qfMBR`1{E^K#2e1uRMYfy1gs!Afrj7A2+$
z^(Dz%i>UK<q;{nVPw`GY&70-yMe2%!$&1F_$IkVOpZkx%qh$;LX;JQ9uYGFR$4?FJ
zyLoENA9oqpe3K`{aBhl#Q{MqYNvaQu{<xgA?^`tG+hrkzqj-0_S4Q5SJ{D>3Q@g?H
zMKS@`TJt*sw*U~xgjppujD56&s5Z(^ce!=sq3~53OTaS_g{PLQaOHg#{uwMXdZVw8
z(la_T1*)UNY1D&$&8KY<y)g_EP2U-sJ7$HRN5U5C0>gdD9z*`YRLH<888f5)S+)eD
z35v0l-hxqwO|>WCw*y$IOz`F{_kVvFm3W3uxRmx}qSd!7H6x$eo$h9|h%?n`>xAp2
z9!F1>Lo3c>4*D{u8mp2X!#nvL@Nk>{MpE;Nr49k`+E=gFjpZMe>K`ZAr;E9)Brt9J
z+Wci?fNX9hmAba=C)v77V?!!B@_ECRp26Cx5bWf8m>5AkOJlgAZBVVN71JWCGn`c2
zn{)TVw!sk9n{swOyXd>Uca7LA91R6+wgWp&@lnYT_*smsc70IybMW>o;Em1zt~=fS
z0$v&)w7a|V(6wyZc9CDcKubL*DNMX?E<;8Vv#NIeZk?A!CbH8yx%6iX7`%@?x0Xm%
z$Jx8g_R78PN94XOKno%qjMM4>Z}iM0E6&8mG0!AcC%E&R_G@yP$o=g1BZKjYpL`1f
zCDDY~-3L+W`Rf}!V6g+0L~VL|6DaRoibBv|s0)u*HZs+d=i+>R`M<NtflUGvP^X-=
ztGer3_5ykyKd9?~AfVM>g8}dLUqzuvsMcBS9NqQ<IgTx8$8^7Y(-h5grnFQi*Si$u
zH~FmIp9=+$7^D<)Z}a$fA>ZAXfro$1MFI0PU2elWHThvYeUi|LF#)PEJIM4hLTyWx
z{o|2ZP^bLM#J%N!Cjj(=e_O1B(i{)X`|`h;FAM3yjQb@I@BDtXTZy#<e9Pyh)?c8H
zB?^5<+|?-dy}3~u1W@c9i%Zab&cip6WH6wU?rjgQn{br_YfaPHo-qVq)vG>`m1TOl
z_fF_fm31iCZ7<TA8l!F#YC-JpugH?36dKMXl=<ed22{&X`s=k5h6r^^x$urF>J{c=
z50gkT<nC}3)Ty#jk1B-)Tl?UP%EGdT;XXaP)~WIV1)p=b-t2e7@k1u02_d<{Y1~~`
zdiRQzUI`U7_O09Jv|HAFCWJ&BMn6mUbF4M>xA?)zB3t2Jkif|ZHxiz75yVZNF+O#R
zZLcg&lp;6yZODZ}j2<u8ct*kFyn5T^+3_=}`M^nuCIj~>RYj0MyU^TS55Zs^t($ao
zlfg1gXy>`FAuOhKk*y%53uIi~7Q&W$!D4+iKpNT&WmxWZ;q!5S*Bp|xLr;bQ6eM@v
zj&YsmhXjjPDtaXcqIvouqu#N0iqBJUu-MJ`_3}ICbGlq!_#zBMY45&itA)zb!FuQg
zx4HY-pGro`vq_ucHODbJ5}9|M-z4J{^xy5AG@Y?ax1onmY_Pu6<Bmf-{1dhPZrYl=
zJ|Mf(IWR%F*V2VTyCY#DUMe#49JIb`E9Ry-ZEz(+^{0I2lfd6e{01I4f4z+l=(32L
z#~rOw3{V6=hHL4c?ix6iuPBJN<;%YRYVseA{S#bhCmyDE=EYrBxrN-WKJoQRsvWz(
zysnB_-bJ}Jd0-zUlWFYlPC=)_cjXl4isx*Jwdwfn*5q$5`<HZrr!TUWr_0_t#D98m
z`h+AP|B`E1sk(U${-ib~W~T(OGWrpMqi(zQ>AY3R(@eSG;*tmpv%R-9DBMtDvTc0Z
ziQuBr3C*UPFXxLJN5c&YCeao8%$*SEulHS$4>j`0dji4$Hk!v#^9ZQ1yR0vszFE|^
z_-d4}^3I4yEE8bCYyqke&Q^-Q4N2pUO)RD>!6kW}?{3bgR@$ErkLkqgUk55EF!W?0
zo%xFj93R9zu8>i2u_Glf*GpvUE1P(6@iq8Q;s2hP`qbA<`UFejxa<&~TvOO1;^l+0
zmkVLZd_!)o-1|FG=KJxkYv0VwIC9Hb?<s!I#<@DC^O<7x4{FQ$y&BpV+~k-qc@X2W
z=nv%9|4Jixw?|Y{?IyVbr$2tl6ZW`e`vP@X4h)e!!qx2*p7Q<m_j!C>+!xgYK<-%H
zan$>v1Nyu8hEjNWJ}G2z7RwRyF#Y6QfAe>y3DsJ_?%(`=Fobm5+J*aC)}yDy`ui>{
z4Ubp)xIl1+ZG0=#GE`NJ0295M9t4xBlF0R7q!YZLS3SrswSLnt{MZbaHgyVR5Gb~E
zTifkLT;W<oR=rpnaHvNgqu0iDIg_r~e`+Tzl0mhqlvpU?bL_hJ=k*{SMafm+`4CC*
za)V~+<qi&wW$Qa<dh}(@o#yhu^*5PJeQ-NvuOzT+`a_q^>dEenlXh+X^PT48+E0j!
zHuf=<@wjik$Xr?BPV3EH<YTf1#FG(;;x>C8^0&wRA~}`!#N;F++B2_Y>Y(%5;d$oi
zl^6s%(?nKhbayO2LY3Vilkj}9u4K~gu7nw+{k^%tvf~8Xbs@rzFW^r=pRGbygvzDr
z+Wa-i`Mipn3yB`Qx#Tm#y6NBKpzbu8N8P<WL+l4E-QQOd8zEfR^!ki`LHr2xy4%bj
zoLS44E)iSN@k@Q2OeFzKr!^KAJJQ)R-y{!X$dF>-Bs|?R*PO^mqUKGY6=k%bD0OxH
zK@sZ19fPMzZ^3(eEF2jsb5D|r)|KmrzKg5`S6bBrGMxqa8LK~Rw~o{e+LQ&Ec(>YT
zBJMZew7RcThao~UdH|Au-E~sHHAG!f|8X()3bc5`zILW-7eRCs#=W$EknesJmFjUD
zRhc=$aL&19<gyiRdV<d5GoUP(Kl@d7Xw^t@o{!yd1D{rURub*S>5c@rE&o^%c+)5S
z{5xR<-5C$ouM#ztiVdM^6e)$^75j@P-c7%MqV~rbaQ96R7cJ!mB@7UGILK*17o9#F
z!y(bWu07o^{=ruC?^E~5y_dIZ^%!<6#lcr&*cULGKJO5uk=`5JWXCMv(q>%l7DTUT
zPz=xlSi}!y)jvgonJcN5yl4`~xhv<Og;Se{qP4X<3mpy`IU=I&R{08Lbb$5dj^$&m
zS7?8GC~ArJ%Dy~0+*Zvg@@>fS9EY2&w5meB<K^AMbHD`uA~ii5H;sCK`w#+CIYVl$
z;@`E<7(*N0*ynsoD}{Dh_3V+=#6wqYc8Bbh1<l#7N1SMKh8o&m{D@yt>U$eb{GI(K
zQ6FjikwuWQQ%T21ZXaE~!5yo%hx&~Y%Kgws-2gI|Ysh5fF_w2zP6(sZ_|c+JhF-K%
zJOzKtP1E}S*n5+8WwkC#_>STcshiXwB87rrPpL&fQOc|T$J!^p$oQj?oor+yzw>zB
zy|)5VtTopx#vJ2Z<|Jc<a1_-O)Sd-}zun2#cOG@<-B{|@43U+Ds)P+?S@R8ba;nFo
z#u-{%p^A7wi=zkcMtAt$zeokF62rG6x?9D=D>_ULm~(ymF33k~Y){ER+*O&}9O)qy
z?(%rvi#Q#W{;(c|k8-c2RMkClKgm^>S#sG<6>?MuTS~H5en_6K#+A)Waw;8TCO9mJ
z8AcR<wcckjRNgd%Xi{s2BFT{FgFu6oGroVe^=R`*a&k3X(MJQay&D?%r>l71DU~XL
zW7kIk2O|<B=znu`@3Qd7btB!*Q#eC{HjnJn<Jt4Gd${2{)lptfgu_U^sq!ytd|cJ;
z>>e2zCob35&)$_6<?NE$A6`6KMvRogZvzT>`WH^-!GG!Zhaew3<iU}%JVWCBT^!K^
z%B;Z-ObqdzLcWaakr%GrN2MaZgd~@H2rj5$Nb-C;hk+bnKeGD#Xcts=%kHJ|)a_=f
zQb;kf;`*05FkclbrLV+UF$2N(B)#@1#s<$%ek0li-s)MEd1S1{3H$Us%hn1jGDtgi
z9_AYt+G6*ivV-E^q{FPRxxqzb+^vV(S%UcNF(M`n4v8*4m{S_prIJA=>5{p=0KF=_
z-%6d<zBul7qv}uhv|cYuRnc$=`L%|AXQw0TD;Z~;bO&>oRQdP&E-uXe%y;jIsN<r$
z#4%>|3*67*=n=7ZSc_&u8^H$gc<I^-eQMN`w$G|P0|gaxUhBw$q$>fIPgG90t6%TL
zyDbSPmbv-S<*Mc*_kLy<0~3!|^h~;c;^3fC$%pG?JLH7?T%J9CbdImxMXv7_t`<kU
zt(*k%;P~!Mtzf?#B$;}2{GOjUrvsBWU2_520`nw=kuhiRIGi^}HYAUFPwL3gKNY24
zTQYer5l31cw{sCj8rl1&)29=l@X@w%;R;eaEn^Zf)eeWtaZjRk$@~4~{O&O_tKXb)
z4BkFGh92;Q{)!$UFnEsLB!5ra5N`&FWq2)lACkg9&$d)V)ug)6GQvfi1!6Z6=|UVS
z`*mfoCFqYlIXqtj7q(VX+g{K=kuBAKxRA+%B6H&$z9b&u3^If7r%n2sg>sbA=(4(&
z57evdRJ|zYYqIujVD@4AVw=mkR3$;ja94M`(MUeemUCtt$M~-!JQ9-X94X3I#awZo
zsHzM14Zg6hz5n+Ag5|szZTK4`516$2AwvGt-?zPU7|l~kO`q;gP#an8!ft1$*FP3x
z^vjp=f=O~8Q0r}Wqq1TnMFR8ek5N91T%8BDyWYOVSzR^|Kg>U9sgZcpsgwis6KoP6
z>&nnvUk8)jZ(5F;>Ob{;>r4Emrtc>v<nHm~U?1UAed_D|t2y)?G3XAT|J0pzAZre5
zANwE{?^lKR1J$L^@;m1QaMk4+Rg$x91qjR~x|tr!>%m+&=u1(~G@Tfb`7+1c_(4Wd
z32h5=e{X4EGs^HV<j(;_(nZMaubkx@MrI_CGKA+$j@HYmr;N~|n!y?@(NthL!8_JC
z4~(-`h0m4r>iOz;L6ED11Si4@bUs8HGB+2AA32B0D{zeZpaeKkDgSj#N_sg-ca(ov
zTgb|CgvMiZf7)~xJgC&*rn_(jhUVF7AjZ8dk%#Pkwn5qj3k}du>*GZD2BEmQJhlQ^
z-UDL;X+xtWoZPGP(34D5vIOSgCiM^?Q^3({3tSce>4W{?)5wUZAG4dttD9oH!cG1g
zjg^u7ozHYx;^w{}ZMGAyO94Kk%ui6ztaA&RK?7>)muVVq2{btn{{ibk)-=~vjZ<GC
zdySf0hFF)J#a~v1-A<&xPe0uT$FuJN0(hNrp|ie^aym9?6oe@V^-0m)L^fT%(>qD>
z9x(Z`bK6~-H#uRir~+lUME9OAk4Uo%#qL_@Pyw_ukrhGZyd^s(X73BuIO)@b<)O@$
zd$|+Q4cDjRF@GKw6)lz?R`Jj8i4t;$<b01FLM74icZ^awN0yZ8>pnYDA#PH!9iLdv
zQsydkpL7`JwmOlK4IIWxLVf6nEL$ZXosf8YLCoy5Hf}&o5}D7Iass$KJ-M6SFF0O|
z42zbG6r!9V301Ks;-ZL&>|ssY<>@vy{3UYK+ji&Y_LiB&@9D)Xt1a{SRlM#Wfkw>J
zfm8eO4vw~D%qC}QzZ1Jh&E)v{LGfw#IWag1)3~_&1q{E@J$mh($Bxoo;RUXpLneuN
z!aqs(-s4;Ay&vj1SJSdit-bIbLOSjjeb;02QvQ<75kx~LGSk3kES|M5IC8O4Q8#iO
z+S|D#RR%j}%rfjvHJIhyx&VjK`2ucapue2^>+^1lzl@hDof4}enF1tP_wVX-X<QaW
z{5Vp>*x6^SK35|1pcgIR0@6Xa{<*@R7dn7|n%E!6F^i}9t#tn@-t_tKuFl@&1g68U
zuD$Z#bLaTmH5o{G4qHD>)d0dR|EcRaM|siGU5Xl?SEKs)c6<I|NjUD*GpG9jszRmu
zy{u&rFfXVf!TvN>p`70fGzLElb=O~Ln5_Ce$~&-WUIHo%oc1d?_TYdq(>+1lTt7*_
zphLWGhKR<e#t0$YVPO>|QB^c=(GHn<U}WEg$1*${-&4?vIXD!elXWouaEcL0!G1c*
zzt=j64IHGnl4*Z8`d{!d&yO0UOV^41E{Jp<V8+!n5Wm6}Tg3Bpyxv~S$r-6@cq>C&
zY58}2N4O$4Q+P<J%mn_0$+)5U)W^T0BhF^P=ada!z#@w7?k^^PWB$+#zl#5UY=*+}
zhq|_DC}N9oqwgb1yJ5MVy3=l~cA==o{o7Nhg6qU5{~gG*;eDfD;Va;(KevZ93*vhY
zpN1@3J6_v!B0zudT;)$R$XeS)i!`*S#S+tp<dzmcq==Asli$ouluD?m>){%bF0_W_
zZyUGwg76l?>9a{B<61N)bQXA)EAInZZ4{3KW)djue_&BsxPguH@QvcT2uX!6vdQ!t
zVp>26sPB~bPAJqE0strU>rf`aK-?iu=qUKT&I4WB_tE(-$&Z>dk|45>km(y6c?tBJ
z--GQ5Y}eBYlsB(8Pi-Vw9l&96h=ID~#TW=stf@Tr!w2&2c6>$jZH!XP!yNNay||7Y
zn1ZhL$MauKBuPoAAR-ltp~RdW?qUSZodymIN8EeW{pP-~_aj3YmO~B(K8FbZ8V-d1
z{j}#dO(7LVMo;@eMZKvW`vUO5$!cgKyeacA5%`fzj}Cz^#6}i&y2@+tr1ou&H+~n+
z*MdU<MAKJTNQlc90%7EqgYnanE9R&Gs`tHHgWe!^`~9D|+pKGov0q``FEoUc9@Y>L
zE8h|mfg*S?U0gZvNYsXcx@Z(XQP{nz$)kpd<tNiaA?EePlbO9WoY?f;s^GFZD{b>3
zfKmOkhY-hu!&#(T!OsaZfdX36Ql|cpwnEfT_Ln#KnDc9FYk(nufOZA<$T&V*RJM~4
zQx_>wy@lbB`-b2R3==W$QpD>`gfPX+JDJzZ2l~Djl(%_XI+45uRND&EO&%nJGKEjz
z7`ApWWQ>z>NAPXV%#n$#9^e7WB$-f%-^9BTW9j$==K|y@y|sGB75;EUH+6J);4^51
zVy}?wX=>c%c`J4d{ur`Pe?O+)hU)LxG*7c+FlA+?ISW)sd+2UY5ZkI9tzV0M{6TEJ
zVyCgMyy7AVWL(<Gd*%t+wfp4l045tUd#+cpg)D;cK~U48T3dS{hhL&g1b?!tK(^Nk
z;yv77v4844U>vpSbZH+C@aV%{3JDG@zeg#2#_=%Q2kQr<&gt_cYbxj?9f1s{(~UL9
zkapPk!O>vH#9JG?$=i?hMtVV$Z%S?a;fpB&{MLDSlSlEU*-r(A@eOruNt-Q;Oc>_3
zf2FPs+PZ?Zt%>h{>tB}J&Dz>->naDO+neqf_N<%>C*mU((v;4H>WfMy_*=<%IUI3>
z+qVPR*2XpT1uC|9V+e}v$&Z4dlN1o%AP&h-r7E5OdDN@hF)6r^4B|5t?9B_+lNLNL
z!;UQHX<QD;p7{6jJK#uqZYdJ#a~e5HFWB&SNN}d$d!fC<afiC>qc-}DNkP&N5W$-p
zGnEf$?)HZ_j_P5`PCd!2NZy5guy>MmAEo|%(+duwcwVCaKxvS8w-3!r-{Ri!QxVG_
zv24%BegBT%wY`;Mm`2e6GpPg1u`*()_XPKq7!rAq*_A(U=`D7b`(GMW1)gVnSpb<+
zVX$0&45SpMcK=98P5(O}$y4I}wYBm?C!hD0@N9Q~wFaNhQiz-T_wPXj-O0H7)4BWX
zqG+tl*7o*&Z9mP1PNI;FVJUZB(w@LGwNUMKOdu&CGFw1AwgTw!Z;I*P1Mg|n6ZN9)
zyV?`a6`1R7`v7B!LbIu{7_&fUco8dn{s<U88`Am&GR1BDDWozGe>$YrE&pXy#*8A*
zTYiP{gtWizk}L<xUcq5_9pT6Ey?eY+FsSk-T2aYj%0PeQoG(AB^QS*Kmx12ohm({e
z^BKv^y~^$8)5VP&s<IsZItrqNg7!T1V@Zz7p^IiOB^&YRb7kW|2YRB)#r^pKKb{&p
z1hilt?dp=(vvq#Hu7Ank?fvA)2nyO`pw3G#7&l;YopL3^3D0m#nWML;t0OxWV2G(!
z#8)JURyTC9p2!{gE=s$C<#__ofhy2zN9+ei^R%>;VXLKnKuKZfT74o}C2O<#N@V)?
z7>uHGy!6KVshdmS6I8iMS`_5cR6FwJ;)kml`JAkpa3_PuqW<n-)a@hyxVvi^pvtE&
zQ;?f;lM~cx3$YxJSKx({=jWtX>z&KHO>t`f_!~Dx6l$O_6UicnOQrlko~ibp)n;oP
zMefeib3XHAEL@y(ZHiCXq<2kOJ(h8_RI>K>Y8`!_>yW~MQ{VvuUuWDuUUk5M8jitg
zr041zGl)r`RRi4KC6pk?R6$%p0YWB=Or|o()cpz41*}E@c72F1*dACNYrC%cBD`BN
ziUhuaz+sj)raB><ztw}%h7-91_1_)9#=Gfy2M)Up|3Nvv-tV6@ZqMbZM`~@Lfxh;2
zcxG{Fv)L!3uZuE2X=Zf6%OLkD@h7$K?JHI4bzf-P2h%}!iB-L)Dz91Pd~?WEDpxO1
z1)4uha+}sQTY`~=tv+MuucfRxBkt3%^D6qez8-fmx&-oNYh^~$E{ILhyVUH!hB?;l
z%cb`p4u!FjO%=#;n-MLbx~^%ys+w@n0edO9o;^Z=`3uCD-~)4=04XM!^~UuexuJ*i
zQnMbhgr%7)s}C1fQothPrlCrme)RjX`w{kIxpPM2r<CArH_5GhngnyGtxZsfURP!z
z2Lg&)C%=h96o`n)^;$7}aG}8OQk(&}EkS&J#jm!N_d#gP!K7R@3@@j?fp@z@q5;6S
zE%|94b+120G;{av{+(tYV!I%KMYJhlRpe^1!nMCXyu}y!=g9b9`-f3J=cF%2y6s-R
zTfZ`j44Q#LwfQa2Y<O8!`S5pymmTk)d46I2PD!r9r!k-3dklSS8EHh~LV(EjVO>du
z`ZAs$+x&!H!bSp;*Er_=Fj8zwGUCZ&d632M{yE)R=loB$)p!Yzk?*r>v8?i}Q&^`g
z$3%Lnmvmcx3{aNXt~W8|UtL#a%_o1ISzu7}=k<Z$&j}-CXTPVdA-*5nV@W@&*=io!
zK;n<Y01zbM0d!K}KZD;r=|IBvz$i*eW$k-f`0Z0;UsNxQ>jL-_?7)H0!h1g%FDX#a
zTN^|~Za7Gm1wR_ppUp9N<EsP*EOeV-fz$Xi-KwI!yQQI~iW1vp2xS5PM6J~APm>N?
zKW^YJ?1n|Gp8XNXSQ}*xCfbpB*SfBpmBJV5HYnMm@Vo?#O_RVLFU8l9DfFGc!hWlt
zw--OH!K|Z%OV|@-Tnx~aD2SonRzJ4u!<70CWSmZ^(EC0gfMZhxQSB_!P|}wgxgij5
zzHw`cY_Hb$=l2bZhyFEuDL&(Xagy;UUGs>3F8kaqpXy)U?-eRaXT!I(Yl{xcggQ<b
zC+z2JVN`sGV9>T74v-s^JMcqVsL_*6-2_?LZ5Hm<IL069I`7Bj;LHYi7HQ*T?@o?F
z?f{5yI4f6Oe3KMA;nPi8=p2HQwL1SDr;P)ZMy~<#|2Wk%#Eldxrn!{m+L(GQ_m+8-
z;F?6PUI#9^68G;;gb5E!G0htKd7;@>W1j8Lhm42jyCE^{qmHGB_k1#DV=p8zspRvs
z1y~abuRU5p6u|HQIu9md4g-OCcp!IoYvnF}<@A)_TNpOGw1S5y9J(iA&ju^uK7H>$
z)(j#ZV!SgY`MFQ%{9TEDsGjUrjK<Avb&0~C(ME|K$^PKB1sZwImUr$4!8^QI9-lui
z+CCo@*F>#|L;0a4JyFt~LiHS<W>G~>><hZw4$15(I!1;0iHwN>kM4OCtWTX2EIN9Y
z=Io7zm>TZn&CHh+BU3ydPhrAtJKzKDo9xqJ9FcsX>#*`OpU0@Vz4Up{o(ngopDA(W
z<=H53KjI>oltH`ebKYbqRY&{y`V7xp2ogPHThS$gld6x|))`fF=oR`N&Ja(mm*@ai
zsHSc8ixK+!`(H<dHHPPxo5XuWAdd!-#V@=>%7I$~qwoUAM@J-Ih`1t>rOSDJ9O{n(
z*5hyaJp<Mv(OmE;QRLlur`zY<gDOxym&YkQ?W{}O{Pp~O4?2B>U6Tz%?QJ$n-056`
z5B@y5YbJ|sd)Tuh@J_^KI8`9I#=W8eMS2Tw`ktdTaQDnnND960RFFA&(q+h}3mV$P
zLNITBxrK&wnv`DhTVZ!+y5C0)x9bc@Vt>oId?pQiPJ{t3GsO}w??AI}6Csqfb#@LQ
z*?++w(plnmM(fY+2})w(1EH6OZ%}ps=W!_>e&tQg-*#gqQvAhE(rl>X*|Pvf-reb}
z2preZeeV;n>yDCOgGlG4s_nSB;-}DsT*rJpYubhsCkJ_zvBtE+%7J!Fcn@amWmN^=
z$SRv|e>$D;Ij7r4B_+1sn#U^e#GZs6uicf$FqSDl5*{X10_f|%h|x%14(OXWr6ET}
zZ&dYup2lY6>m`E&27w52R~I$%PT@WZv{^&#Q97KC5!3CN^t^!C{{zyl=5Dk(hXz*S
zbDctGOT<Ub?`mj}k-M!N&`z)jLwo1#3f}uihdyjrneGm26?J(Z%WIE3SBMpqWZRGA
z*4iUwf8GpYjePe(uIvI%FU$*9zN3BvX@CHAL&@+vJ{<NWApo3g!-14d+g)yea301V
z%!MxnO>jm(+<+Vdi23c@qh00|0ZSkptdR`(u=9{A(8tV@!*I`&=*_vtZw)0#vciT;
zs7vWJ=+f#KU*{j^GUHrQ0s3Ch-j=0At62WEcMv+=QLgj_AY`$Zol}na>KNiW^c;UC
zpdCjFNv7Af_U7kqFsP{|_OY%(Bo3f)ON3T+B-Z8dpBPU5dJMlfXS(&~zDi7J*Z?ay
zREIO~!kEf;fjM{D;jiB}QqoM!N@5+!P-T}9|9X;(Cb6B;XyBE-m-W?0e08PW=<~rh
zkxM@DkU8kwwD%pG^zNXRePu`-djWpAp8LUmKB`&BfAD2K_vE&cj=IA~O*TEJDsG7H
z502AsZ>1#>pX&b#UuT5miUc<TlcHOXdMG|TUcAX^z`Y}dB4dz-<^*Kw|B47ma~^77
zn{V}Y>sj<^{z%snQ+K|@>QH0ZbJ#(L^7B*$<mzbN+l|uzPeezG_@T_7>%jcvNTN?Y
zD<9d$=G6or9>1c;P{Hk?WzQcwRz6q!MMtv4OCGU5k{*l@_f2vSk3=touG@hk4>1XR
z9gUDEVIa#^R>_2QNg>q;{ItNf1S^UE%D=vB@(~%a<Uj4-+x+|f{CjNtdtUq>*n~e-
zT$*7rWPhbuMaM6qd_78eO|T^J)xqvq@G$TV5`Z-1Z_w3Q3i)}~$^-dnDH;+e|Ft0@
zM?_yD-q0#bA-nu**MDt@UBlAC2eNgR{u#gj{*Hg&tACHH|C~two*(}*I{y#Y5>h(Z
z&)l(^4rgRzfuigFuQSXFsOs&()%xEUW<~Ko{>3}{pA54C#r?;BZuc*OS#kd#2ouPj
z|92>6>HilfX8)E}_`Uy7%&NQmbm6d;N<g0g_2Oe~F0BIT>zceNfzDZfZTJPuu@XRl
zzWh3WUE`0~^|cEk01ftHo0(aaB43x$8GUSD<DEV|lURNoTXDUy)9A^dxy7RY2j(>E
z6n&d)559q{V9_~+5&TtwH3V3#9PQJhQ-Ks!*NYJ~+E1uz@ZKnvhR(D%g@FH5Mkd>)
zOk*U={Zh($BmcUzHjWzj@XM=oHv;GqRRF_`Uw$IB>Y|<QAiiN){;|?o6w#y*ftM>H
zFDB<Xsb^uc_kfWnXFMHHpt@H98x0hB^W$xbuG=NKKg`?r=af8j<?|u<DX2T_THkCP
zWB*c;;gTGF{^ODwxKn}DI{So^>_EPjZMl?kv_a+GwDdOV0?Yr^UdNRvf9xQX=zx(0
zJ*B8289&oRi=rmAvzb2T8g<M1;ylW!%3j*6II{>b3&3;E{Kl#Txh~t{DTg+v$H#;D
zBI)FUToQincjti#l_q3cQ|o$NcAOVWi=^-dk*f17n!5Exv4HJ#jk~gz0OqTGu$x^*
z?{AE}mj>xLOXZG`cgbjH7hXSZ^KuqtypM6Kk5}6($LH<Xtlw=XG0+Dyb_&xnD{F8P
zuck|O58t%KX(!H?9*~ipo?T2-QDkxPaH6vAzcl?PA=@PlbqTcmCk=<+bFBh=ct4z-
zUH-Xiq6#6cw^;&ko1O*jEWHL#zIlk`xr9W)<)q%y2*1opc6#6^D0&JVAQ2zG?;hJb
z^j+?CQ@#h*%a!*NceE0v;RA5Q30thZidKS&ul97~P*#t|QeSQq$fe4ET2OR&`i>n0
z8m%0i<+~5gLG=|6{9pO`Ba0<Kr?LyskliJ(!Cg`mTHY@zGwy)!ItL*Y1XAA|G_<8<
zC~U?3;cKBJDV<nTzMSu`cAvMTO`JTj5zhv2)UV2nwX63(@9#`N<LnPqx#q?JBCX84
zhcFJ1=g!{Gzz(F$lX0v{Bv5n+bbm_}A3;iVKaz)*$RtM;UJY+P_dv`t_ea=bh0ynj
z0cED?;!#r+dqUt1y1Y}wUb4}rL()s{;ms!B_hWy)9hJg*IK`aL=FW5E<6)u<`!|nS
zD!DaD`V^H&ik5QxY)rKFWohDzY4_4eMwzky3XSxO%y6MHuSTvXP_I)H87$oTf8OD`
zrF%C7E!S@Oi1kU`)}p+EHA-KgAiU3-xd!=85fX(^J*Sa=jf#ExVa=Yqv?oVemHn{}
z@tM~FbR>D@VN;<AeL0-iMEttzpI89-{;xw3H3Oa10LphFEy-fSh@+?ZWW*-B<|>OA
zgvRjGjY&RAE5N9A;EeS1gsh`}pl*MKUx?J2mS+IqFypdS&Kknj5SpsyMextZSVClE
z1(oWqTz4obQN|>S-ZW%L1(6AxKAMG<lp-;iTUb7viG?N{=G<fW(<-Mo;m{wpPB6ho
z*FQ2yb5H-w*$<z9nkv!uk~Lia+qqw_@oQdDN;jDch9>TWY~010AwG;~sHf^7@E8Yw
zdbrsv*&z6L=J-_qrL{_tqZ0*u`AABhG_c43SVln)%Dt(QiA+BliS~uKJ2BY-Q{{FO
zZwpA%fo&~WQN8UC6p-+ciLM-{-yNYifQK$OESmtT-Toa@PjKxbdz>I<Z&M1ic4QZz
zT<wc4AN~<uX0t5rBr_)1s@&O(kxGz~B?-vrMx?m(=)`KtwZ8syhKy;Fg8y$}P0IZ8
zwz)GE^9xb6=s0@hae&Z*SOv$9in~wD`j=NpPBYq$(%W~FC&lx17RRgqMK8x5C49xc
z^{Qna*_OX*^9oru(`Wq$zbP#G=#Ho((+{DHU9S1Qx&8F}ZfkmcolW)1o#g5b)iP?w
zhwB}6WDcfRZ>E=da62Ai=E&;e4f+TL;3qH+lJYc^6_OZ-et533TFi%X+FnogRg9PY
ztAvb`5`_vg$erLBX`Usl`qz3c840-~_x4Zs&wAw+C-?T?%OP0c@eMJ9f3QJHBvWMa
z41zyNIfKV;dfSHXyMO+=$0wVQ=#q^d&vw)4E_Dp^a>W)*lWvv2s@!6G^y9LTA>9Am
zc1jxLKOq+f%b?xeS<F%)L_dr4l*ovp128j=jDAW-dt<Kz6v0*3>3W+l%AqKCUFiLd
zn8nOahPNe_+40mh|4lE}z1Uh}KK`!2L6ar<#_V*$?Y$WCrsP~TpF)lqy>{c0=QEEy
zlV?APlRku{uy0$8v)*kNq`{TB`$Q@v95L69(K9OWiLu<qJ+!(}PhN?=I~AyPdcS#y
z=LE_>HC#;j7nFR)_FXA}KCc-z@k3Cv0vGg4#9ZrJTcUnbMghCfOMHSxMG9KE8(*c<
zv|G$-{iMWdzb*#zSY+m;WYOtyd4Jn{O+Sx356C0wxo%!w9hM7hdM7@y%)*tz5BU(=
z#z!WjZ{Mj}9_6`oQab+;2x$K$&+^yGm&dCd?y+(z#$H-x?n{%^lc1%b-WsMFNLBDF
zREv!V-*JQMjVX6;!;=pkI4OKxJuHiImX7;f@bJpQ{}!Pg@dgBo>Bs&4noqY_t<dNK
z%{u;Qt;nJ)F_7jsCe)d40kPTTMF%2RGBI|`&qCTNWN=7~+!f8Av(BZddnCH^dT5XO
zUBGYx`B-@M!A%nl5_7((EZ~M6aIZjLyzR=5EC}98{cxCbEsnjo$yAx@$nq_)+h5tC
z21u!vQ$8SXZo=`JtKj)aPwI1ui&GBBy^(DxUpuNtXRE+7yAdbFMK7!WG`ESC8XyT>
z6RkDTZgCu{JSIH~Bp*=cxoG@l0>ac&?V-utqdQCi>55f2JKFSE;uF?#>$|ydI2QZq
zHe?yz;^SldDc^dODV`*sUupil-Txe|b~~bR?5VJDB%lR9p?Bp%)}eq~<{FY@J@}gN
z$yPo}i2JPo8bQYepI;wKEz;=B;l<Aa@+tU1n1ym>NPTs7$4Ong_<doYN2i8EBRg;^
zGR-yDOE8hc{osgx^m$3`xQLlkd8hl2Cw+O@xcV!e9@ws?)j+ijy`+?|x^%JcqEA0j
zM|)qN$hcN&=Ra5ZeF8z29pvWu=aKI}u^Czs<&Zo2`daE9ecHilWad;I80Qc1V5QCL
zCGJ`NQp{Js`@AAbI{a{7^lwVp>B7jv{%wGmj?H$MzgnoLEDcLK56j2!8+CtJ6*9td
zXFW8knVw=(sd1Nx85_yZd4DcL_O5iV<qQRh3mfrs?#OAV-#J4UDKNB-+Ii3Tdps{)
zFVH1SrnBc~xUy=#Vcy9gy&+csM6vn!Q5+BDVW+Pf-8-J!I?c{3?6f>{UAU1$>=gbt
z(0w+V#C^ORz3&@(=T8o@^`2+lw1vElmpi6~_&opA>P%o%<at@u`+;JjCw&MUS2vv~
zta#J4F2`q}p4#r3W-eGt9qn%=iVGJ4&2H?E?hJUp!g6bjTMfvV9gjPpmA9SRTc9ny
zj$>g&HT0Z&@oP20gL?D~WPMC2@PHq>9)lTew(3N#bpv&&Q|*>gvC>=0Jg_XK@4VnC
zcA<Ec_}NWp1?o0Sefcw|P_(wpF!_ZHZFW!>b9v4R6Ief-NSBK=mb^o*9zEi77_$y%
z3*h-Ib`lAXJ<Kgn(!}I;I(npwMUVHNU9V=8R=09WMkmD8*N6XQlvbyxw>U^CPgZwE
zxYfM?{EB)zOrM*aA4ccA3;js9x%A24TCQJ3>T_Tqp%)A$K6(9y3|aGK&@wh|SPU|V
zOeke^Zr997KQVgY)Wb^z72d^PwJKliz^6f!T4|ZY<au?cmPh-3?%*!y!Tm-~)`jJi
z4}PT?#6J3$=UUcZ7d#=8er9C*HTUysF3Q7jzi;RTDZXp-@4+ff%wC?D4ZNar@wD}s
zV6D(2nwQ{E=`SJsZeumOy^g|ZCbwMv9t>yfjBD(!<!t^M>A)MAf={gDY4ZjyN!8YL
z7#55e`G@7@nu)Dvr+H%YIsY6-&Yw`jb1P3G#<e==et*j=Xejqn+|k8L+b8|xcWyQ4
z!tNS>I{Lexo|c=q<w}+@d#Jp#4IgIOk+p;cjLx`Y`O&#$V68NeZo+y~MdLv4^6TY|
zO=j=3;HUnJ-!~>g1zX<MLtE@sD;vLr14ZB8Rho7u*TwHx>UG{~BBgq9=uWQ|_&;5F
zxnP+#%T-QYbRHD>P<WGa-&6Zx^rWJopVrftN7;kA7tRF{kIc*6!2*SBFFVpvKUPA`
z3>%tieoUoej_UJ^ambo8F%RSe*kf4E_)8JNK&rIy+dg2%I8gl)+?e;q0xQz@xm%-A
zyO(Zt`6(BXJbzgbS-BXgq%Xh3Z^3I6`OD#tAkDuqJ)edY4g8KUR^COPME5rf=mXUi
z9-7;3_jrCx7iC#kt`}&Y>ErWR@i@Cm*D+-G&`1sBm1C!as7=B6(+UG)37?<m6~j)x
zfh7@tF=*onBNe#hLs%#v4b;BU_=xg9a19Bd@JcPZ9m<x~uDhX{Csmf80&lf6Xdvhh
zC1zeMarWY~oDRyx$}rv~2cl9$^}n@H$p}sQZd#JT`&RMw=*_Yq%r2P$*WXmX8IMtW
z9?TooYae`nv;_SrtJ5xBqZ7Z8v?7?_>+hQ!2{Zw(Z^=_*p4(4gH8YGs<DYA-RZFa8
z^r^<!BRd~Wo^D&RcR~KQ$Q{46!@@-%FStD(>s73KT%G>c-2eu&DeBR0TC$nCUk$@2
zzTflO^Pm@84&nE~EOW6V7Wz%a39e8}@q|+{?1Uh4_i6y&)rytnK8)oRGgo!dmf&q0
z^XIytr^q0S+wb%KK(KxSI*P8;bsKIYbG3GhN<UUBKDJrygNHktnb3^lLth@zr-t2T
z*a+l5ir6+S|0_uLX-(RWf$u^-AY>#mQ+xa#^hX|kZyXlD|79Si@6#se?Z3=dEI$?~
z>ahK7=zS)(6Px5TbjX<kbmosX8U2A16wk&|Y3UwJyo^2+=_WD0|6<EXeG0d8Cee;~
zedrr_))+F}bnY?G1A5ZsVMilnqGnf&j+k9nwbuW%o`TiZdjV?=$e|x6UmEzYu>XSp
zGcvc_gjRG%DI7lC9l*8-)_B8LKnhN1?qpsUpBl%RH&F3{SF}jQXIp|*wItErKBmXm
zDf}zgb#EQ50QFL2S1UYT@nL>@37&FepGy7)$Wl1-1*@xUsg}f^+-Ad+_Xm)r)4AJ#
zSpYc=3Hb_!xr|seEI{VI4|!V4B(BKK#jD`e<K}9|b@}rI7oagtyDQ)oQsO&Tf1hTX
zvo+vKv%s1mIYT^*<o4i2i51&bq4kiYt2YbmZQOp+bJqOqb>HQqiED?fD4rY0Q!mmP
zNy+3y%w;(%=Hwr#WeG>+44K<HY&keim+SJdn&pEXc5?k;Rb)MN1r6OPQgLK~EdPuu
z0{mAtK}(whVHw`m@Aw~5aWWYpOnl77`uZ<>pN=FvohjR$R}wItgQGkt;Q0LM%N>$~
ziDn{dYxjNon>mq&&>uF3boQ6?LMPS~Iqf)AiL&?xi+Y9!d&6Cp-F%2GSH8hF&>I)i
zQa_(V{EOE<1wgbPC){^chD!I>Efx@ET;tsY+&&rdyK-!$lat$7L96_HnaSPUdRD4q
zEJAlCIC>URRX)BaUj?{W>3)~Cy*YF=++y?zkt3H7SWB=Uk2aqQv>|JJeDnt~Ah(0>
zgyE@?fppg=6C`@;*<NNPuwGZtN$itfE|yR94NHaJ`~rLpBxxVroSOQ<uIQ!>O+O`;
zCztE(K*<3A?w}8y5o^<=#JT~v`1O%j{dKKV%Ia+$@1XU@$5${B$BxbK`fGd0*WL6g
z1b_QP4LVo#2RSu;do}KmE$Ov%2&a@xaig8zRzQ@Hxhx$^-hZ8U46yOz%N3twHm+{&
zJtY1rM%bUy47Hu!U}_Ys*TD$9uu%mG4G7NkW4g|FS&>vTWHEl49e3S!bP!+Rfgff0
zhFm(@I$6I4V0nCyn_iwDvVRb9Vsa%v`uUVPyNjOH0*tH9s^h?v@YM3Pp|03ud+pRV
zO>d7B**ovB&Zjmq{gB+Lqr4&8osVyCp(SY(*AIZ6&Gg>p<K-c7R`F#c_M99jfmr%B
zVX46rjzzT+Gi}UIR+LWb#Q3J;x#}0J>t>rv+STm+y)=K1p~Z~EiSMW6ZcSq%^~8p6
zr>|kHIP7&uMq|BA!M3V%ChpfLUF(EJV}Tn4=<E2Y`G)~E>v$wKFS!~VnF-0gJRv5`
z+^4)dtPk0CKvC*>dydSVSiHL5`5OwKo>JZO`LDHJYHLQY?*~~s(!YlPAZA?!Ejrev
zny8B39vu;0=FskFjHcdkXd^kOu6INZ2w*;Y!FZL|w4Ruo+qd=;R85<rU&y3!Z;$2_
zK9uA}(U+k7PC5E<u{Bv@W!;|t&O6a1m+r;;Yv4m*MTPE5Dd>bb`iRarK!xoc_RvPt
zR+)49$3@Gi+9v~I8Vu=9$e1eAUkvp?f3IQuujf|TuhL1*qLv*`VtXa`)!0J&ywirR
zmp(Bl>lj<EwqtZTx(b<-R(4;&(5Atz$P3O-jQsxBzy?~OZZ+#^$m`bOzuF;dN>zDg
zub8I2IdMJz_h7J(b3unlbwz%mV$$@(zlQm9HYP5Lck!#2IAv}Q)lR#nMUZLP&P9{Q
zx!Eh_`A_m$c`}#>z$fFI^KM1AGXC0{O#?Z@cGn&+Z&$h2JxgM3^3rqF-*#fNHk{HT
zUn3{IunAK2*_>`=pTZq3tLu4Ry_si(PdFrA))5?<Ra=-&FMNPVm#FYjra}>|oW5Pv
z4XuI_4_d2LnU@O^n=ZO~K07JG!O_ILm5LJ%&;E7R*i-q@A|4E`4#N9r0I8KU9tS3^
zXwc^2n|?y+KrUAg7=22J$gzwL4QD=YoNZ&N#vQ%t2ZyYdx&VqrF+0MqlOdd%zfa#<
zXD+ZvdeP0iukEiBsxQqNIAWgKk+||^Gpt6dQk&$d58Cl6P*L6;>vA=T?`QAGs%3?z
zJxG+Ffd5A~(6&5|tRR2lA-IGFx7>4Aozn|T44anj!kbgYr?oDJt`3I4Rr@OlL0+0V
zA+ZjP(H4Yb59+O-{;^|9a{;5B^&8QlkKnvau<ma>nZ@SUON9y4<-<-V1N^VU)Qa{6
z{FR55+|(+u)l-SYS?ff{-g&CiV4Yau+PJqw$a}9SC?77D44%v??sm#$;RQ4Z&AtAY
zm6LC14N1Tsm^1l6HR<u=C-tdB$;yi3^W*qh#uGkUzWXYXhW2~tw<Ah6IFn%c#2m<h
z0<`J`zo)LCxHRs~!rjg!0vT~d0`Ut^YFsR?#PHK~Pb<8+iKfL|2fgHwA$mhiVvACx
z&V5Q<BGI=<^yfLr6zlH$Trf_cJ*>2znVzgA%c%@Dk4*N@{DPU))5G<0BDS8`@k^-v
zJ}?!7I|meEjJS*nCiIBSl|~I=KSY5|6>FGYl7s;B9y|Fy@4_kI)|CO#)5e|9Uw8ls
z{tt&Mkns79p1sEFqtZ^gUSo2o3r2+gV;=H5+d*u;aC*0VA;;oJb5yu>*~dk(mQUhf
zLbpA>e5!iF!7??b87(BMhe@8Rb0BAZqVP}4ghPq;vo9wO59My6sRTZmO|I9qmK&uC
zrqYLKhd{h-NZ;U*1xZ4VK_5$UG5pW)jROTJE?IOh;97V%F)css*CsGOWEE-cAA7=U
zsrD9pZmsye&wQ|J|KWNGt44n^lvC!Ovm^gx9DIORCGt6I|5V~H;kfH5D<08t1C8^y
z;D&QC>ML2{xWykSXQ@tmo+e(69xs|kW}_689oVzhSG3T~F8t-2Cf-e0_dZ4`X4jq2
z#I^s1`QI1|y}QZiWW6KQOUp(**kHEbWe<fMHnf=(=}BnD%f5ReGm=qGCF|t(Pq~4_
z;nqG!bt?a=ls-9o(YtPvIo~AD)$MlYA3M$!OGI7%{}^*iSyl6(M<nm&DRn}u<=ch4
z_-&zg-*B8hp39Yb20u?GMii|^XuDe7#F@2uOA+V4JNLAwPje3vk$>_uQ;Ryx&7KdL
zSd^$P=6|`B5BpN8)bd!mLzS)6<@p(ZiL(pBWgI--tICIy7gDr?WQ=U`Q}c!JjXUNr
zb^6yFupa7%9dn7rGk!~!sqhgL`@5&Ajp<n|GIM|4NoqwDuH|I^baklZR)@_3o|v|)
z8#u#a@cJmbPwU0mv|48}FRY)@_ro`=$knNovmF44-Zh;tSB^MMVy2RTJbbucsOED*
zt0OGx<r5+I#+4^lF+ebNGP8ED?RvjlDy_2D!`hUwYH~fDfe&xoi1Wk@46c9G9AZZ=
z5LM^S^D>*#OtQFSw0Y5wtdERF#&8krocQYYA_X>G{`D^1me0g_C83%8+jBOZj;FoN
z<(KU-L21H@OCwF@iFupob(X+h*LkP+@0Bw(nXQ)Cevs3Nr=f5C-GWgn!-+QyJhAnz
zD|3kPDqW9yRb*gb5TxrR_q7Uvhi{x|xp=_Tc-mq$`)=1b^Iw;E0-U^P?-4(^w`F-8
z4)ZBD>z%O7npK>}_J?$mz8GlwxQdD{S2Ncq88XFo9}KjYB|j*}7ZzLH<{~{)=@6Sk
zEXyK-P8Xx&FQYGj+$_-V_oN2Jl9^;<xBnowy6FaNaZ0_|XTP!*W{Hq7ZNwQC94iz8
zw9Fnp&%#Ng`J+93LmFJPP}`t5zJ7ZfDh1590TqJMr0zE(OXL^a!V^Y>V4>tAg;l0r
zQIF!7;_%W%rWA-bYkR?VEk3_H4DSE3Tj);hjibf8F6%4qhf`Oq>=JlNUwTBbp>xcv
z(K=(@Ywif&ek}4lok3}V&{lp4aDnW9TNf>nd2KgaG5y&|ssErZKan&AldMnPNchE6
zEcaQ3wtN5c9YOzki1@a?^4ZKqy9@Zg|C>+j+@t?r>~%?_Li7JDG^FU+T~V}sdTi!h
zYDH*(E}P0dvM>3&+y<i$?V#Ln7oQ-2?0mh#StL;$VchAK&(7Z48DsNc8CFqUf~3$N
zss~qtuiVJ5(b^vMv+@@US?kKFw-Y$Qw-@urfR7{0cMqOy?GIjGb_$!0<E>;m@y;Bu
zhNIeqGTv<$4!z3lZ|8wJXZeVM+20f&fs3q`Zf~eZK8K_OInRomXPve_Uo(LpZ3pIh
zjQRNu;U>Bg{BBV{SB8Q!zYe&H8qD-0KCXo(7&<McFNsA0D%wB7CeAz8<sUpKbxbgd
zkoCYkz)R+8j?ejT;hZ|lrSIxj6|`m0bqfBNjNTZt;rQQ+7=1a6h#wGK%FpqEg+>0|
z2I_Smo?{f9TH8|Ldz{m)tPacL)MsddzeOrg1w5?5Up*`VyW`M)?BNZe4y=bb=3x)|
zob^4ok&eJeo>kkwPNzRUoF?=FhJ@DGY|_9m`a|l$H4JhOJ+_B;Z@(TV5cX~|(v8RJ
z@i}T(*2QJYI`DDuq*UcUwZHMMU27`^gH&e18iV>c&Zx4Ce_VyeuxNhefq!=DJaErI
z8m&@Y8`~eP2DwPcjQl-?syXQ#d&O#gRc=LU9f=YD8_oXk#jj?c)4ozNQC*Q4qA(bM
zulP5wpIC`lWF6ZUnl#Lt_;P>az^t9$IE6MP*7oD6Al?p;AX&uM<`%T6=+FC`zvD|}
zb35GTjoj1tbi>{{xdU(w<nHQm&{k`jX?%s24xcOAs@<`kyyl|EGiRb7pNsqrtay(-
zFcTo~z@Fr}_Sa!du5l2KeHv9aX4LVnJ_$y7c%a-+T{ENutV}7)CPNI=oyncB{_aCr
zD98a!U2?8%VVA#pPehS0*OqGze))LkHi2(cm*aa$6-nUX9LmR+;~|NioznE|+?Uq0
zpX-<V^Gv1rsx--lF^KPf6i=q!Gh1~Y|DFMH0W<V{m(5KR>hxPqX6Jx&vWdI34|5X5
zn{w@GQCx*1@^9aK{U6nXWMy!S=v*>?nH`nfwZ8pAxakbbB7)y5-JTtoboWCW{&`!;
zK6xCH)LsJe6y*d^poOw6UfgFl<Pp{H6VroN{z}OIc*vXmSk-}jLD(zFar|3wwV^4m
z_6Ma3E+iG0@0Mf(x=u^SYH#&a+j!k~vQi^<kFI$+#WP9Wf^cWJ6Thcy$b)jgDO)`<
z|7*RfEl|ee`l1)Ma)V3Vu43x7VA+$_@?l?aH_Ffr*ONQzy1>h?d~Az>dakIem&+e*
zkHkJe(Nr}^7buBvW3(F7PEUYPzyjoMUin-=F(Nf!tUWMD>9k~ORwgE~n+j1E>K8$e
zBhXkuCNhpi;OK1Tq%SOIK$%KpXpz{?%OT)tvEMOC&&;dO<j%PO{d0TN&(Gt=MmBJK
z&shrVl6&qjH~yGnYi)03Qy@++Z?@LTv@p&Oe=+~L=2U{-k={BIxX0&J&J4kT&fa!O
zQ{*C&98eax{t3`H*oK1s7JM_@K9R%8ppXR5d33JC)A%Q6_N75k|IEqi)sOvpRieLQ
zx{1jv`?5sl@c5AP{k_7ByRl;GV?F3QlB2c3&;l*W>O2X~kV(QB+X`*WCP((P)YrOR
z+>J_UQLjk7%r*gAxToKuCW9JzjyqT+_#?b{Xt0%LCzUs6`ra$!wtjTAAsHS2V<f)d
z>gPT7pv!;U_U4V)U-s=2_`m$&dLlkLv!9uT8SxulpqWJE9OtLI?x%m}3C%JfTjB%A
zk1n;*1=LJt`|dAhc)Uj=$Fktb2PFrv#00wn?yvQB5pv2fIOo6h7@T@RPrl$E?*n|w
zCzZ=dj#f{q2SFi(T^R4}uWA%wd!96K{sWa(wjeg7uv_PXky`xLr-k24iYE78AxrGv
zeb*(PxgDdHxeua3^8%d^$M?08h@OAp*T(Ul&xW^Bd*~hFsVGhKthArC9=N8&-Mf3h
zNTPl6q<cb@_!vz9b<Ut1*JJF?e6QZ|)Gb1C()aeu+$#)qgP_zNR3@>1Pu}N;ernM&
z-d`=+qGOE&v8VS#lX)o+3a|d&?^?J&O{cE#v?Cfqo26*%BaSWG>iyE)6rnT59pxfv
znrdpIi>d%f7PY?8ui(f49oXnwWMIOv$K%0gkbIyODaJD2uNN=QLxK8Q2rLg(O`d0T
zyExUa;&dh%%k)4e*X%b;s7&(R!0^8ORaA<lpo-f6ro8J6?Ng8%ru42xa1EJ_QXlvk
zkAjyrJk}31%kJ<7jVHztSx;YGvEQLHzEf%H=k1f+SH2HroZ~-MD{Syo%H-1RUY1nq
zjc3OC@cpnP7f9g|e1RIS@4m#5Xd`Qy^>RaPr16jSX+~r2b6V`pgN;WLC)VQm`jj5a
z{EEAi=;(@=A}<Llr}XLl%d>zz*U>1?7V1N7k!I+O($HPy0l~rcgSvz`_LrXrSuAvZ
zLzj-w@xh<^TW7QVe&qGzlgxI_Vfv%E=Pt=07<Mg6p(fCC;+cYRWx1>7U>JfI0!m({
zM$P>3Dt75HdTh^jI@cfJ7@@!ZZ=z9Y4G|oC$=f|GzLHC$^mf#$r-(Gb!U`o6&$602
ze?gO2Y`NzW^WHH#5OjAi0ccQv3gve!o|?W|hUCg81Qhn#Y{!u~RsnImbsu>ox_@@k
zABWHN36u`jQc&$-|FkI+GBr$d+^%2dCFsA>t3tWtbVp({H+!E1ulz77+x%X?jRc1#
zV07SLXH-Nju18j^Y@JJ{Z4@(+ZeAOFv6cMnCe^to2J!02_vq0jldh(MWu)zY;|z16
z|F_B%miy|-ql<hpU+)a<|BsTbcObL?!W@!chXCRZ5fld-fQ%(h+BgT;lXATj)w=~4
z>@;Bd>dWp}UOuy(VZgXvjO07(XbZmG5VBmf%6oo_`DfE;i3N}6IF#?$#AA8cQ=|(=
zwQc4Jp`&>TD=&_<=e5p}BeCssqe+6X`Z&-ffH%|b7;v{q=eTP{I;Pcl+#F;Os!_rw
z#3+87IzGIRhnHv&RO!rNGxt}lXR>ge$E3)`KZ3_g-f$M{j>k%ui<1V%J<q2xkd=?I
z9XWCTn%x>ejqu!jiy>3bZK{-Xarwii;7g2jO`dGi#hyB#$@{8T-c7PWwvK@G)Y6K(
zFOQd!Nbkxz$Vh;VfJMa_K=W!GFfxK2vOhLTry@7xFrmCC{Zz0J)W5?#Jsz7lUZtE2
zF_5U-{>jbgU%-8wKL^7H1?Ap5;-d7mwM&Ds%i~cL-}%d%XaH`VQ84aW-a!*IW^GlW
z{A1;RcPR&k;r|s!v3>;d)n6PfmkT)TrDHl4%P(__sk>HW9Rh5WdcW`0t+qgXEqz!1
z@ff?XpEA$e4U^S_Ypg#h^hz<i7_4cZ(}C0n%p&`~Vh2%Be;yh(E!<&aZWM_qU7+20
zjTvhC@!grNF$|CidX&^Q3E!-xCl0)9%3C9=j}SQrjb(;;xKK5BKbamHuvO`mSX=!D
z3xK%$EXvq4S6U2a?#03hI@ALb$={n$*uB3L;?z*`@m}{!@PcEGiKf3MFkPtbV)1kw
zy7V+c&GVckZZte3d1Y_E-SN2*E48+N<esmu&!2DnlmC^GlBJKgcmPH#(`u%Qp<#8H
z2OxGCNo}Gd5O*qb;*OvYbUe@;jR_Dnc|FOUGTC5`A59cOapbSgxdxw|eti5o$?0&d
zKsqa%9$F<t_H}>uBAWl7(&5=6cuckWm(u4ww;Pwr&B!GPxwC}1eyiLxrZ6+K(<kIm
z=FpWY8JStU=5}EvDccW^<}$E4+B0>{9*~&(;tpavD3)m5s`A~_<5?1dV?pfdF-uJ9
zP2oAuikRg4!_O^t7xX|FNmkbJk^i3O-_`10BXW0Fq);E=<&`2I{QsLkqZItKz)0OR
zn1LVzhG5=o>s@mF3a`eiH45yzQ^skn;OVGD7N`O!`%e7FjgiB<4#?_(r}`l3B#G|_
z3RTZK=3WPq44=*I(ti(8A?gwI4yv{1F~OIdWOpFW06pYyi;@sJH45{|JKL~n8_q)J
z;ek!4BQwI-U`jq8cvE$h;17BR=Oh`nIJMYj)@p1IQpV(Lg2nkbw9^8SSfs4v=Rfs5
zlKq^1lJ#XMq@-qxrGQYOT^X?e;mGd~*qvj^;Z<Zod%So(Ud<2EZJ@8tICPIFo<|lM
zD+`<sa6QmhW-^VbBM?kZn2e($=sK2Jok$t!-j~s}Wlbu&-W}VoNkw2ZEj5wqS2Zz@
zl-MwV1LLl1ae)9srZU70dU)#}t9$-xasznG^dQT)<&{}^zOqi0jxt|eG8Rwse;<P=
z#-a!73p{P*ZjK;l7@FQbPl^gGjyPh<jSvAKWij1l4}cRrFHQ6f!au3LZ(%R@g7`jR
zjI6nF=T!>SGAY#y$fr{ZDoEAOA7kP*#%|#Myk|G?-uJX~nc%xrsBoOdf^Dp5)2D5P
zo|dYARyA#t6bwZk&$Lv6qw85FdA#prFU#=~_l61(DMC!2Wn~Yq&#W?XfWM1J>YF4k
z4P0$yvkWqg;9hrp_r7SO^Ire*q{uCh?2A=>97`gOJtyEF=)8Ty+7bTLXg0S$k!J&0
zkTx}f{v!PW-Jfwm*Ll`XO-^={XY!qKHc$1DAAS49{*Ro_f!&eH&^|x0s=RRe@Gz3C
z!Tiv5BoAf%8$UFBw|vYfa6KA=<C~)XH@9y9s5b|r(j;0<@+cL(OZ*1sT>gi(#4^G^
zz<oCC;<&Rum-B7Zz!6Tcq!?e@^JyPJH2Bm~p^u=?zCX{qTRPice?Af~<f3_{(1m-o
zjBAIU6z=hLZbx8z`Gwbodj&}t5uQ%nDP!?!mHE}H=H5O<$|-Mjm|+M=rn@UKL6yK)
zR+x)8=*idrs@Gn0Y+jf#FSU{sca=3@d?cT}vE+Ulf7M*}@V%-1P{2CM-JkT1%h;y!
zRa14?NKC*-UeF&C)%=zW1uk7=3m7}1@Ju(*a7*9V+hw$C{uip}Ry3ijNmvls0HbGn
z2v^7iV}9yElNF0R!tTfu<UN(2fu^_gRNskh*e#an-1a9j$PEkFY`m#M*X`8rZc*@!
zmBWx#7;J&s)*$dBNFOq#1^V?4{yWacj+YYofHuyb-BT2}n+qRtbekfmyZuuEcvk5Z
z6803IYsS&&is(LzdSJj1kGxudx_$r6G9WB}v4Zjjx_s1e|GRyKF#V~F`fmM9hRl%l
zO`S5uG`N~RPyc^>z1fzs+L|r;N+|UurGOxag2<gBwSrQ^)9*fFuC+3ApFF$GXfytZ
zP^1{eSM;LoW?*xC7%(s1q~C;s?s~b%s-DtKXCte!D^$Je50K#Zve;Nx2-{dY=d62o
z9}q}rw{rHV?+}%>Xqjm^n^ZYHEas)0!9kF(`G2awyg&b*hB6)gcD40Y1uh9P2_68>
zg)6P(u#7OrCHrO9&ryD$_H$rth!tj+#<bUmfo2>CYy{1Ln_!+p7^?tzc=_Ee-X^Ii
z5<qgo_&O%?A*<b8_^D59$CC%bKzIn>wtO~gU<94qN_vJwE1N`ReNH>e96#q>Otyfx
z`f>;Bx_1?n&v6n`wRO|_LcCn~!hk*Gb$tHZ!d<Z2p<0r8FtY$Jg)@LWrGR*M;sqd_
zLHe;LlV#Kb`$B*^XQWJTDy=P4)5}G=He|eC<&<=2`$2|)oU@Zyf4D>a|M@{;sJv7L
zC;01uNqmR;ABNVujEbL-tEEn}D8nVP_CDORXnyRX&X;ooovGrUS5EwCx+3CAo>fnb
z_czV@3tDpZZwc}TM6KQ1bKvh|(Mj@SQ>(z<L9{%Ao>0`~z^$QQI6dyYwH9CFPl9Z;
zt_G92aT>7BhxEcw`;yAzxuw4dx9Hp!UVIcWxp#b*&hswW+{FJFOQR%v|Ai{M^!nTl
zRP#A)9M1$7@=i1Jqr6@ts;5D*a7$lr&6EUWdB@SGrh9AbUqt{{i&|%iC1HLA&bI`#
zEkBP<X$b=VbaKCsp9@wbJ;)56@t!+=FCC7QH>j9xEVtvWMSE>Iv!75#yV#|co<0?f
zD8U0o;zX-#k8rC+wO;Sy?+r4A>=o4&PkT8vmoa^czL>ssr>EN9&G3Sby367SW+G3Z
z!#IKqNor{Jsq@JQN=+3{FOUOZA<SsQ^^Ox@c{X;W#!0>52hWhsHP{=;@Cb-SH+(Z}
zv_vl$ASi^r_@Yph6gqBBJ2X<q*O~Es_3}8s|AuN8{AAX2fV&~--zu`}Dc?sKm|8BH
za!knBkTfR~pjoV=a7v_b_*J*&imiW3T5uu1^6Q1CC@?kU+dV#C*)@6pKRN<<H{Af9
z)PJOOJ71pSxx=rV{VQNJOU++)x7!^MrvF0!Hk18KzmapxE?=?`i+#1+FWoT+=>**@
z3Rxq%LT|MFtuwzv^7bBBAa2jEIs?tlG0m>z?+smc$(iSN-nrSpK#_K8!DjP^ht3`j
zeR8evV4p!gxup{tZcu`9)#H0XBS>Hvu^QUngj}U69uuv9H|7sb_c6bCtEQIa=l+mj
zUcjVgH^UZu?Z8W%Ak*fgHd(Ttq_zu9^oj2F+Tl{_H?U^t(%PgmAa!{#j5XT=xAyNU
zZMMfV%pci&m<-uI+%rII>l7a*d%z!<e4b)fVtAzTRDGUtQ&3*cj$06DsUWZ<4|B3@
zy?L2+TYg$_{0LIiA&ChH3`n=`JIaGc2NTX$phr4%w=amkh|8ElhB$6D47mlZ2(Eg}
z>0V;3N9Pi~DK>jm;r4@QwwppW3IjL2ZQDW<T$t>v@?m%jH#O+Yiu+MXEqEqn7I1;A
zwDy@BTviX){CODjdvHS&TDa}sFxz@HYSNLh%Ji?Q?T_0*-5b{@sk(tw$du}k@bOzw
zi!KXjgVPV9hP7EnR|LxB(3M;@`cOoBMR*+#*%96@d+`Kh^^nb59{Ilj<)G*p8FiAo
zuXmSF9kD8owbxHCL7FH~eMSp2x%Wr(LYJfB*H`q9S4Bww(4@~-^byG5t-lb0yDqQ(
z$}iz$URiUJ>BWqu)Bc(V88R*B^D?iV3HzvgK7M*BoWd!x=0}E857WbM!dX|VVLaZP
z+FtrH`NF1qjXoq=T^<Rn3~`H%XREiF%bYnirKo$Ix?07IjY7h8K=2&S7h-HR@>-Dk
zib_CGFk$R!5v+k@O!JPW0l)i(^5^H7l7MZ?W!`?5zoY%T^e=#OLvS|WH)ZMzI&u03
zhzHzD9;UK!(X;<BpU@mph81II;X2b7HdQ*2>1V5EcG$!ZEYT}$8gTX$lk#~RnDjf?
z)>HZoU+7Xh%JKDnW_ZNe-G0*!!*GQjvL%{a=6m;jK3v~-!t*=gNSu+sF3^8t*LztB
zcCqB#LZHPsI2u;Q_7U$x@0GJyn)#Iev`lkQ8NXyAP&s;~In?n}ODai<@dena0`yPX
zy21_I2lsC;)7l&Tg7<*F+?w)Kb#1H;V#>JjwOBWdBRGZ-OxKy7Z<uW0a0$1tXTohL
z-uq7^^o;*=e--lb51GfEhA@`hyf2z`e{l(Z=cNcmbyv6AB67WtBVEVo0;^X1Y2LE$
zz`LglX<&`dTvIREYNO4Zn!^H><zWR@ME;)c?14$|Lw5Y+X58)%PbWzh>7=!^WTr1n
z6kBzRx1_guWE@Sz!A3EDM?`)fRrvE*ZhLg6>f`o@1l{PxE;4Yv;?%T$Z9LbZ;3b=<
zLy5pm0Ea~>1r?)uryn%s{mWN;e~R2Ky-^jzQK!R&TxvtY9CCV2c7T~;n^Cxiq-qZ4
zd8`kn_PKcM*M`b$Q>^IZ;#tbP*4rV$3J_mfEc}4&!=)HZoYTi3dCQ4p{Hw)ktc5<j
zx=$BDDPn*-JS$cixImb4>6<y2PwfZ3y!o%x-2G-Kb*q0>Ei-lz%w4KALCF)O+@&&(
z7Hk7g>^#3(QSui*>WV%Tjbwd5G!?DQx4)mR&r(3M$i1e=S&Lq$D?oB6X9qST4$S~L
z<+zDXu&V2B&SW-RfJIh^QRjR;w;ljw#{gWBCNLxsZZjc`q&AA+jA4KY{|`Us1ryb4
z?3ZlvZ2ir3>qw9Q^_MuFhT*}1!X!DIghM#KQ5c9|gE?jEeAUh60<c73=r3?=Xbt28
zRBynhwK9(iUKBX|AZ0ivlL9#;ahM6w+r8Q_hgjT`TF45@+9AJ0lNm9lhrn7&LNi3M
z*FN3o_vLn6Ngg4KYWGRyTqofr#L?-Xm-h9jUoaar3bKjlbcvsqD+Kn<Uh9>`U^zNI
z|DXbt4P+ZMuN5ROpAJ<FUO+l*O?{`-Y3W>lG*+YPK4$A<r=JA7xxMZWP;-c6cLU9k
zHx~ULEFP1>e<pi%yq)3Y^gf)0Y0R~x{61FT1YFWQRH}v&FLl9P)G<Yz7|)CZh=f<L
zdyzW`6_a01Jphm(Drf!Yb};8CJhVU4rpF@MU9QaMOGTbRJ-Utsjeb*Wt%aI-PdcEo
z@Bx6$^X($(cMvT(MJR17Y%tzP)yUAnqcEH2V}hc0yhDrBSWlsjUOI<$`e?H~2EE*T
zC#!`hEowv&erzM7LW{@`s`l>Ozlw<wqNV$NR-01uEPbIrhE(Nm8EoASN}C)ts-P@I
zgyuNuiQfBM;Bem=f<^gX=75Fqe~=#Lz@EA*y?k61wpX~?r?Bc-ZY<xaG9)R$D3$6e
zT~32Ie{TH#b05ZGD<l6fGDnR5K0@_OX3#<IfSUDHwGF|RG0^hBTB^_m@J8<A2tah|
z)#db(CbQ!?0vVzO;eJ)ihQa!KR{N9KWWY#h8p9$gYeQt0?EOmy7r~e30!!+)_FLVP
zU=j30z7>kSJ#_3&ox^hoxPhGe%wVYN6)7AnW6kfElk`P*vF5O!-J>^!+npvQ3VAbL
zLR^pgg={X5$kEu;M|eH%MIkW+Y10Cu-m%!d&{4OlcquK?z?N6wn_Co%wZ#3Va3Lt~
z7q~51Uo{S@eE$t+6}*T`RBKnJI$eu%S2hmyC<`@cfnwUaKCC=as0vrI<fUpJ8&1xo
zprxbIsTofF*`=it1OyB9YzyPx-4X|wessUpQ8F2w*lv?3=yvmx-bP~oUwe!HJfH6#
z(5C6(!$?x?|1uJV9Tc4ey};ZryGjc*)bw<LJb_*R5yCJjq${I^ltf7=72F>$@i3gb
z;%9f?0Z7*_9TuPhfk=m;>no>o>csxUdM;#!o@(h06rEx8LS7`ZItO&mG>$@cp~B9a
z-bO_SM5#lUE@{;Kv5S{nYT%h5Ynj!LqIX(}%_woa(zgN8267MmtP1wmi#m`<y~n<8
zZ9C|m?Yrvlhuw+t(Fu?b$~&#f4|6S?De|ES`^UXxP4I|fgj3hO@LKlj&|7);p;JTQ
zoGqy`3eW-49JkfQntXc0zx77jtCild0fiBRzb)*uM#3X*yTFCay6Bk7@h8P)e0?+O
zd^lfzcGR-d{0u4?P*h|ht;L!x>}06F(CGmSDI8X__96Gi?oU6aeu7xMBb*cIzAscE
zEo!o0EY<USnsem0NpUUQ{kqYLSMIUakcd=*kC78(J}rgjvfUBrJNa#B5f#+2B$j^s
z@){PegPU5L!jr>*Y)2a*2HIhtq!%AFNt?ALKLS}X&bRr8*V;0dz$yc0_f8Hg7Q_>_
zRIki+5z5+gSAQxktYje$*9RxvOHm%BuzRmS;GY|Gt*9=4e}?*ge3L!a_i3M1`-lsx
z(SRqJYeVkj{qcMtD^JVAy?R-FI*&4|ENHN!8dD)dl+9s_Qy*Mk8?2u{D#I&-Wo`#w
z9!=0rvjrXgk#**iyW<>E80Z-evwl@B_n`Cmp5ENu6&T`2hEsrX1@#{c39cExk}@*7
z`5huNJR<3fim;3<MW=_f*ulF1mg&MZ@R{GfD7})zg#!7r_JFl6Uh15_`F)D#M^dUF
z&=^PQYCE=H0K62?J_^F955+0T@g1!$Sg_~SpYEqvBoW$*M%nP9%Vqw%5*Nnv*S#^r
z4m_!2M7&bB!oqZ9n97_z9f2nt8Jn7{^L?|(rs^D*+<-&h1f63Gh>B~F8i2-~Pkq2C
z0J^M-C}Lpf0PO=IOkW>l5m3uSm6a}$PU`8oqmGp8y)wIHSTFW+6ocj24l2gTfWEtB
z{cznyS9&fOQWM`|CWRS|Iy<v+h{i9#oj#)HRz$~`w`oSO0Om!^uB$=`v}l7>Uhm2e
zi?@M(kjw+=|CrHuk&5{csCo^9&2VTO<`R$<I#dg4J%c}e)FK;_<eM~ob%+*au*rjU
z0IU*itzkZ%hR{B<uMEpqB(kfzQlQ)e>OlB7GRz*~RZ{F$igS36MK(Iaa<;TOdZwFc
z`2#I~sbqID8{4!gK4~|7=FoCEVCd+7O_!UN!M(aHFJkMN$B5cvO*(<v;c5opMr0kX
z&yVE&;qN!HG91{1lT!aEfVA=v;TY*@<}b%uUA;ujluGUvgmxu7NA7Qj_#rylbGl`?
z-<KvV!~#bKSUDl<Ehlx@y~tW%j0c*1xbUvng!<tr$M6t6*%3toZ#ny*ACUDjI_~kN
zd+Kju@aVpISI>T?$OWYavci7C=X+mVkZEKi=Gg&NP}tr>hJI~}+Ra*QWMEtt>rs4s
zQNzAn8(@?cUy!<*q;C!TFliiLFRql~bcciY6ak_<agKeHCig?T_Z8TXVewjE`%BWI
zE04|oeczk*`Ibn*7yS}#_)@Q1$x(2f21^HP7@5>iFNq+J0!+BYY*^gfv~o+#PRM*=
zgzCDve~s7~<fn^7_xu%>uU2;1?f}1-6Lit!_Dhd@e!_kv`#;zh3i3qfix$DG^PwDa
zNloj+hH<wQ$B{*ZhZ4fqe_7L^y^%aun*i_F;e%9br~UN=_lnaa4ieI|LE-{I8MtO3
zx|83o`9$R!MmV!yd&2LoNC0Kv#@vhGV((T3pi=T6ur3X!mG|s(ztoK)G6%*fH@oRe
ziL79Y{`;QD3b1cOJ1T>X9@qab1~3T{xlkW(cYyx*4TqJz-?>>EQi&7wN9rMHPgPP^
z{!-E*1JPq+d7%`KS4S4AaRy|(kk?t%;d=wsIAh^bi9TqFP3QOg8k<php59tXp26rf
z$6G=xUjz<jo1%@+jzMB1CIA$qstZ35b~*ops1-lo4X2LNX;V%Tj^V0tXQDVo;v3;6
zcyF>1zv&7agI$UNnIaH?Dor(%!DXY(T0-m|-lX@JqEin_Zq#>dIl}ijD(t`Upv>S%
zz*Mgfb)ZVD(5U_9!L*1}SaIULc``2}=6F7Ng|Kb!|1}PurR4S(xGXBdXla7*uxC<U
zI(CfH<^FwDi&%yd-0`(YXYf2i$U1PJ8%0bMb+EWmd2sg^G$l_HObFkH?MFCYv>&{b
z-8Ue69xAEaEmv%y&T6;~0_|Xh`D$w)k&^P%6e&OBSoCm02$F3#yy4!wYvSrF!$qBk
zQDJlCSzsko!$1Tu4pOZmpzG+nD~Bf_&_nuqEni`_HFxyc5YOwP=Hve=Z|T=F`&ndI
z^5l=>0*3GWUv*{(lenmwk2kCLbeOunZ1H1i&LTa@hO|QUX-@NZ!tKDIAM^+NPxhu~
zRyzzF&=U6AoazlHz<Kw_iAmP%)HJ(Ay_YTj(~j|<=GL=pd&E~b8yr)7PGCCAfzUDb
z$u0S#qJI&MC8KCKd$sWnIW+j#LoaQA1oryyhSy!hUX9Lge6`R@OgFd{O5)nS6^8-J
zUq<p~gEgP7zy!xrGUEkC^yJ&;tY_22l^9hr7z;N12X9)w|L`(y|A7p;KRWMtMN#Ue
zry?8pQ&BN(*3%VK)!^HcLP2H^`26F`G?jG^?Be}+Ib#+2(1TG(gn)yb3q+y%2{>zw
z>{ta?$HF&OosjKh2L9<NTUttV_Wk<1T$A=!VTaP8sW9yKb8CP0!&)$-;6IZ3!<RdV
zMXVrJEbVCg3X|8_QWiihHoWA%P|Rtkz{KN!R2~dmuU^Na#Xrpdt^vXn+$j&>H$KFS
zZDycR_(XqdQ)7V>k_WUluHElCDvp=28OvU`DsBcqIU`}xo+&S-rd<tWvYHK@d^Jmm
zt9JI7zV-jA93feb;1PrW(?`|eRr)NQ4}k}|Fzl@_|Lo3G9Y)R%u48^2F;DXqBih#g
z*mS?OI3gNppnyhSqq7!6YU4uD=g-EZ?IGIdioBZH1cfMzYeSLA^ut)A%^1h?tw2hK
zTH5ZJ3z92V*N3PLH~RWS`3sc^@BU1I1w#*Kx=mn;cQ`{ZCQRW7N&@WQIqK^QHGf#u
zdOfqC?ckJ*URjts+|IZnAtr@HZbL8EWH+mn1|Qn2>cq=%V=q@okEpDHrtk|Z9gbX$
zEcX0=s&01wE?x-auVf()WOu?wq@TZM((HtY$B}!_`Oo0^U^t#O_^#QCv7q#%$6hw>
z&+&#j{XJWrE<{2v>6hQiYr5y8@AU;c>7s$u%<p{|9sdTz%YSmfgK#V~FeBdb>4tDl
zf3m0ZW#9fBPProl)A7;RrSPP=oxBE3^`vqbII7ys3>_79&+E5{_(JeM<L`u=Pdfu*
zi#XF{GqTIvBp!J+EP2e|tq1-??WuDIu9)gV<!~;BbqX4?cWOU;RDEK=dc4N$B?caf
zT-OBzQGr=)sk{u4R?6mEY|oy4Batsv(;j#m*hAzLQX@aM>fFzhB<$$;uR|~Vj2r(^
zlN4!wNrK4??ASO=m6<}3x6#D9+FdWOT)#mu<r-eE#iQ>FaV^uQ>#_TIJu27W=@$s&
zWHX7TW)MeUWt~|rhXbSnG<%<GQ!Q$LyNp*{A{8Gmb9)uBrcBjy^aPsh2d2k;ww#_h
zw~YAxUK|YV07*9>J+O*F<LWIfF;E5AaTWy0E`4+sNY=z4PI@dU_d#$=5OG9Ui@HsG
zLz#`@Q%z8wALQSVCN-S9jUY)rM~9v<ZwF2Ar{?{Pf8t>w3ru)ijr8CWUygYv$zud7
zD&V$?V}VNQq)e!EFQn4Vq@D<wHGSVNyV7+pcB9Hq%S=xr>L52NKW$1AfsRtX?01|t
zf<w8-p1Opl35H5u_<6$f_cpOWLSdgkj66}<huPn=(CLJdK<jUIf5vsvcs<oCvjUy-
z1dfHSqC)zFc%X`jXD+w>upLj&!@jD~Rtb>?Yj?&aqa0rz9LL#5obMUbVWBX11<x~E
zS6+dnibubpwWnvGUpV0$d*BB1c5a)Fwm~%X8=w9`9^F6pXGyC|BB1&2@~w|~5h0{8
z_s+Q93|hb{e^=Qg{l+QwUD?gi`H__HsI7m<l6oKY+mIkl=94qa!lnhSzPz_R>gnmv
z`U&U0@~m1snK!TgJZRw;jg&v`{lnRSEjD%lg$d;^PGVi9fb^Ou{wp4C9&MLi2Yn}X
zB$+tK_#~f)e&DfzGLeX~fsR^<9AID7-FrU)`ta^v*WxHGLWqC2qerj|GD%-FyEKG8
zymM1?u0*nm$R6O8C)A3#ah&BASB4xvWIpAdvWv0~5Ti2B0;H)Z0miVuHJVxn)qtW<
z*Bee%u|6xXY?!{;pA0C6{8B6>KHdC-z}%7jpQ=c#q|^pWX~X1{x#Rxa&%)KlT!63P
zeXgh(tNR&JMVBCyz*+IBYghi5<C{)0=<r;B1b~I|o9(#QOjwBRk{;2&RD6z!>`Ls=
zuv%$uV4ne1X#$FB@npE%(_%dHvD3SLK79AE$SJ+~F{5qH@TX-rE(h5Q_vhQAE#%vY
z0=97gS+(iMigVp_#53Pni@~(TkU!I(X}}%S%ixc@?Mc<=xMe;5<1b`A-+qgeNup|i
zD`@rSAOn<kVO4M23m1`L>Zo`LR|DDSM_|JHO+<&Qhb1nZUy=u;K)=BYk_`J8Sd=uX
zSg^P?g@3kTpSV!$GCV}%ORBi(obD=07~l|&$PM07&hVMqptR%6(Jp4C^Q}%Qe|rD!
zi-f*|^!CtB7;-r}21}JkPmuEs_(lGMefc%&H}XB_X@%R-s_MltA(TaSo*Yg5YU<t=
z3HH(mAiQzh2jNBH9z9fOvcEZ14_aV-#$GzgGUS1l*CIlt!~C}E;RqAXD|@rVFZcvY
z%D11#=jn?#c-{_?(3XQkoq;GV`Oe=(%I>MauXJFg8$OLrRL3_WTeU<H!l)mMv!37r
z&WJ>06M53gOmq<^H_g;xHJQ>7I|Z^j2Q=C{F`uqip5M!B?sxS~DkiypcGhirPpCPn
zVPu@2_HJ2AvMuwOsY+qv2dVr-Vl@^Ti6EPo`cP+%C$X1-&@`Ifh-p|hd#ui4?6mcw
zPH1!WyS_F|GXQ4G@f2NwT&*%DD$(%H;k}`q!|Ni<A|#qYY`)*CW}I&B_!zn~U0<fl
zYoUJJ>jj+?5(9P8MIx=P1^H4q60Vc^-sq$L^gsHE+ACHvkxd?=&L0s%Aunz>Ux}hw
z*OE<`mYeGRulAkLJYS(R&>Vp6va8CHCCB~u%A<yHy~XU5*)uR;cvHUwZ)M0435~B-
zc*c}|KQJgA^3Kx%pB%bX3(DVgyx_GQ@Ip86Vv%;EU_{8E|7~}IdGhWVZ+qYn=qJ_z
z=<1P$rmR!$cdrf@OZtu)WD$+H^UcauO_q-h+0e;#FLs_)PI9;iC;yDdZw~KEZ@`HR
z?#(k0@BqLy+s#rSM#6{j2t!x4y!*Im5oxXP{z0uM`>>uC+CmI^>|5GwuSet2%u%t5
z9?ct-i5si)KjSRka9>Wm*uLHd6XtL~_SnVbNLT|+Z6V{H<h+rm=nV7eQ8|iBxT^kx
zz`s@}^+VlYeKkNx=dXs`7hsqFpt|bV?y1on`Un_{l+0(r)Zi-UUEI4YYV_Tw%zdYS
zP9&7A0;v-Ar{n~^9}cF;Qg<LR{UkXYzTI7;0`=uP?!uXE_JcHeMdD?~Hd9Z$Sy7a?
z{lxFK*!_RiNw(wg5Jyrc`K~1iPu&-257cLmm0mtvSy6a>qVl?__viSx_>*J5=ecK>
z>(rhPYN`0B_Aw*6hb6P?qydPl2LPgUQQGB7o1uMToRB+$vMFE@_Zw(8Z}LY%=a;(H
za{R)jLQzW>=^L^j8SMcQX&l|i=c{=5M_GoEMf3d)@j?lW82#mtr*t8sIcXZY`xI3B
zo?I^Q&gfJgr1QeMb8(vXUN%{eLwHh0)xML86uw^W**$+x<*=c0M*nqA6_7X~40&>x
zmxGSg9}{9?Eae{wnv}VMO_@(NyT{uhE<7LIbt~W^$K+z(t`PDfr<3prr~Zl<{~SlU
z9t8VLJ}yb;%iHA59+v9`*OH5^R<V36Vl=Lb0p$h7gxrU79G|VQ*6+wOf1gbMU$q)%
z1g45a9pfZhOvry-cNY&`v~zmmxtf7M+H|QMMwjiM2?^^Z-%>Fq@I_tVhA<GFflMzd
zEr9%xjajP7Qg2k=2t{&de`f$d<KM2h3Hd^4<p^ew9l1Mm0*ADWn#VUIhl0oru<<3X
zIbI?dz2BZC#c6ikgE6*Tpfm6<{H%9xOcSNG#Mois3BhM0S>Jg_oAV#VW<;5X6)yh%
ziY-IlHwGA<-3-gyBBd0|@X3-(E6f*x`Go+G0PTPDZL+(Z<B#xQB=$Rb8+7R2r{l;V
zqzC^U9jn`a!+9)g&dKyOgCtODpWPP-fZ8O<GziVY_E>N+^1j|d9<mbD;dK7e^+EBw
z2XZMAbc4mi7L4AhKo)^HyCihn9TmjqSVuC<Kj>wifb@levT(Q?J?;F-;SqEVf4foK
z>F2)AZ3G6b{=d~?PA{xi<Z1jiP>f06Q1?kON)Lu}^-B9+AsN)^VkJvU>HPAk$&}v1
z-+I!DQyBk@gMC}S#RK@kpMxk(-&jt7s2j3RE?iK7(RWOgx4$8)M_&VmB>ni^A79wp
zR{hI+<&y_0)B2K|pIPL=Vp<aMB0U=Y>nk11=lx|)*hKZO;n7f>3V=_v*%2hF61uut
zN{5G161Y{TcBXiZUe|S30;J1;B!uRxRByp9uuH+&Zt(WIqi+DcuCZrd=%Z~2E<(XA
zz~Mp-_Nlz-9Zo}q)dF{{tirBSzy|DhwFyPqk16K4{29^Z`a?Ui&$yx}UjDgC`d2r(
zpFg{Q$1&)fiutWS?J0o0(1kucFQ4bSZ?^q8q~UxD6c%jb`OA~Udr+e2mcCDFAeR~U
zb}kW$v`#d9NOM8Irdx%wCz%=^b11Mh>i(zxp++z2B);6nBU~@@<TP2aaH!)=sq&lM
z_G-3vrZ)4!Sqv#rFw;ZUqX*}7SLjQYV=DN2e!T5CuPauL0oThmu2*t8Ur3;E!OL_%
zWtCXbyVi%mkzYUGfskaZo_)B0_zVs9GDNX15pW3zB;^;-Za$B*lba-+W|tx-TEGW-
z_yE^v=li198P3tSFjURaRTq*F?6z%k!W#lF^6IlBOL1e+@z6l=2LP?Vo&r`z)X-pw
zh)ULVrfbSUkE6fT0XaaDnrU^{)ju_8g^;YXApBjV@s5Rku@!Z$z9Dc2ALuBO0tCJU
zFP^ZQ-qdH+EXOz}p#l&eP|&WlbMhUwSJLg$wv}&=E}#g5zsqa0qnGo2ug)7|!MddP
z5FR~eiHwMo!s%fSK|U;FKei5CeYLMVgk1uCc20i{%~YqOcM0Lz&-Yr@D*Y{n_c<M?
zmuM)gb5P&AQG<7c6hBq#W8CiqE+s6ZoP2q#1$$~a0*ecu<Q*FQOY<T_LDT0S$0t`6
zYzAFYhZ>Uzj4p>qB}bZIDBU#G1hY*|W<K<TJXW%pbls0S`ZIgYRZ8!Ln|uUdK5z8P
zKv<&Sf4#C@MHCDS^#E}l7iO(pox948MT@kT0sc5&gR6B-9`$Lx9r&LN(ZPfxRWF|7
zzxakzOD`l+`@tbaJwf*R4Uk@J)1-mn!<~a|5IdlasTMbCRvt3Y9rowf?|tVU>65r5
zyI`KG$5=uN<y~(({dZGeN?9w(@jc)eBYQs8AnLdt<hhfw0#7MtWJv@%Sq-G<?9?7L
zM_abdDJwE7zaK04cKo)dk<_lUtCXGIxy5A%2GAmOmGuJof||%ebo3KP;1g{AdI%mD
z*{0pBzX#NXp5^{>OKwkkpNqSE>%}0CKmt?0@f{WCf7PB|B22<}j#ttrCwlNKOVfr3
zQu^(uK(P4y^1a0CU(-zInIv^ddrEvOA1(vDL?7sqLZ}7w@s|QlBRahJaGVFOsAR2L
zJ5z^XFm_j9<ZD)_nb=bAs3jmg>811j!XeY{WoWTP!LR!UB6HDJ(Ge_Y<6&3#?4GRf
z@R?{1SNU?J?(*nnpLq24?gUN81OM?`wR;aHEuM_OCMI-rlO!<8hXL!Ick&E+jXdM~
z7-PGG7tQ7{qvIr|CPEw)kfQ7bIurV!K02A!=Ol&>6N8rV4l;WWbCfLdZK!q3E9zrP
zq>Ui?i@ktzB4wsXq(pA94)YncbjqTQPEe^5iGeJ&Swi*{EXukls{TGTmX4mFsTE{i
zc(<QnN$HT)u?~k;(#CeMD(9T+q5>wi@mz+^jamL@P0D*Nk=3bcaAgkE{3h#b<3hep
zD0@+9Z#f;KEUwcuT`Tf*hEVfY40%YJNlZ9M_GBIRhJ1!eFghz-Lps@z<zkOTJ_+M$
z*@73or~W1hD32d%%#ZV3BzFyE6_E*;tKIVwtSJbh6q<o!z`U)o|5S~j#BX@%Tt$L}
z#n(&pQv~QcIP)Muqp$q&oRwlVc~V-S45gXqNRyRktK0(=rstcwJf{L>ge3;!O37rj
z*dXvWoC1nQB=eR^i=%r;BFf27yCA#_$i&XuZ7Yo(V>k=PzQ~|IV`n>L_pc>GEQeCe
zjlJ(wPJ`ewgO2WFZQ<FwYr8jsZ68h3BV2jjv%c)JC_;AHF(f6CPlYPxUpU|M&8Y6)
zw+yNQJf@NkUAl|{wqN&NqIBjg0f;DE!vKsUzLEWXlgK9EJb<XYcQ+savpWbh1p^ZQ
ztP1|S^o{OlAP&H*4pqN;T?sN%dUNCb0uA%}as9nMUv@K)h|<LsiZ4~M_Z1+7egnX!
z>|iTtdBUu`f3r+BppVri?7V}H0o02p^$Gbndv_Y<J#)X_ll9t2DF(g%O*z4<Zj+0m
zNtL?4{T1g6f*32eG8eZJ<*~2s-h6}(nm+%9q5i+r;2@xBAEMhwdP0cebP_c~ywd9t
z-8Da(e>52X^A)-HcdT0&fuuCadLWc`EyON}l6_PRWSty`*LCj;cgWV9cF6d)9T2sT
z5h(rBtgYO`{uy}+(a3{&LFM-^Q2~2df>M$38;X5$Ig~z~w=)YYQsCO#@ebKx7%!9c
z;gdpT;)0uDwc#0`PV-Z{0?!vhD<23C`9rGG%c6z9+N2<Y;e-=ZjPORZome2tYW7dy
z7P26Tk{#f+BqG+@9r?Q;>A8Td^J%^1=zMkm$;jFJ)vm+4$Uqe6KPoE2qM71L(bLD-
z$c>q~jbu>abM0jR@<gSM__L2)Ku$LR5)Ec|*0TIntV(Q4RgDcEJ>B}^zXptTXSWk%
z^lMfhmMY)0e<<wJqRX`m4wVW#DqcLzGjiLT+HMe3`?PkWU~4l8GlJjbp9<2>=?*xA
z-b|<xVhO&A$J@#zd%U$yW%eS_FuRv+Xahj_0lyrN*lcCv3hlquj{1VRRdNP>U?&Tz
zR2}a>GsK=PoPpV?xW{u=J~0PXvrO=Q9WXq6e@%q>cFb6AT!ig|OW$GtmSZfHawQ&+
z-N}E_`cAjcWrDYXiOK!cxEDCW6wD>9WZ&~Y$5i@RB4KyLv-SB!d#B(TKIfc$k(0T@
z>YbdA7fXbgrzQ(E`1)W21+~Sl-RH#$XjWi-VOcEl9^Y(}7p;uXULKadtkUj5<71@}
zC|6djDz03>t;28nYkm#WEK9bqseJ>H22H<)viGhQu(X!x&ajbUq*oilLO$}<fwADL
zUN+<+&<@WEz{+<@^QDKPfHL>hpuBr-OGjW~Dm#b0%3t$I8{v14HC5LxL6oZ%{0yJz
zHbH7HI&|^w{p*3<hcdw@`)spZd!3K_jrB$E5f6T&nH+?CU<t35;S@nwu?8yo+PnIR
z5%&HJHLP!qieDJ|WP8F_j(DZIseHAFa*SM1J~$6SHL*BExtlBL>Bx$s$@`{^9+h99
zc;Qv~Yd&H*MvTy`V>1=XT!{^dKEFvGcYFUevPpl5*jqdIO!ntLU_En}e4MOa;12=O
z0PX&bj<)V>a7HNCASY=kPhQX}HxV+V5Wj(jDseIcYF6Y#lWtC=n8xOV^?>eep*eiR
zPYHW?%(Irr*uEs&ZCQ|`j#3!4%kmiY<@GcTW+{MFZ@hQ<hG?bw9*SpEiXZ=PcYCCT
zz(_H1=qnhlKavPcD1O?C&uwyZ*cB?k`(SL8D3J-d=0%T95CW!Z_4GdPC`b|D9Y>?v
z8k#eBiTmDUzS_jg1?BYZncHV|e{iFR0vA69vSBf_>E@{N4s11>1r<ls4ftKM%4p%D
zFUk-xnW0AB?ZcxRPCSGUyywA}NYNw6#mbd@5?u`NXL%R=>_6IBEJiTYfkx|t`}BN`
z2_R|mK7OV8Lw;U&`@@pn>2vyoDjX%<#U1_i^A1|M{TUt|B{w(d!_-Aq=H}RQHR=b^
zH8jTaZ}lVNeQf6!`}xh>=`fJt{B$L&JShT@CJ66y%H#$KE^oMoQUmrWUg`T?y=Rmu
zAK;n5CwEQ=D6W^FaPS>bt>G?8qBz$6h4zTtlu}3=QeeJ?{uVv_SGwiv)F}R|01Pv@
zaW<*^vA0ezisecJ4hH;a*^wm*A2_HtS$ubrS&fi8olo*HztI7h8GYpfji`HgjSo7s
zCo_AICP6^*+)L=uK9iOgs_#3w3?4@{H^bp)3(6bSbJu-tZCNM^B?7^=X!V_Q)RmFi
zMA(@s$6fs2sxM?IcB9E>kp}&#5k9tWXvh1mdi<P4VO&<uW%_b?g~tpuI`8rYD+n@B
zID_5ThnZu1j+ErjDQ@HIr0k%Gxt%E-R4K6cWgmh5nv<JrZ%^(Np=*L5P9^T3nf7}>
zZF*ZwnWc~JE*)=$>7(>hHR|(ythN-wOtr93{r>!vm?QTCT6F*hZ+Wf%)B{lDRLzjz
zC+7TksuzvSuolz}^G-u0he4MyldH#?@zJmSexPGpB(F)kuSe>F-3FS&pJnIP^b-_S
zr7fc#a)U`~Bv~X0Cj9hfwMWOO#C3j;7Y%r&!8(UsW6v>(HIh+Lw?CaTh~JPMYIi;V
zo+K=^Sx(kUjF-oso-!>Ni{_1!7l1>dLd*bk$aj_1VW=qkRl0|^Z6DLr6+ZfSRLkGi
zF;cU8J%PSCa>`T3C%u@{F-)B+azW|zJ7;3LgMzsv*!f?&c!(hl6JjeKn{&a!G7npa
z?B8!O^xse8^dTTz6J6yP5vhIqJSLCfA0kgZZ?B&m9Owo*NdZr766`)4Z}Wa~1ng<f
ztL<yzF7~kRQUo$LdvGU7Rp<+3wSR}BnBZ>NkYxe<of~ObzCpm@8H`;2pb2+@Wn|Z!
zh?@F;@P+#ploFZ5!#(6UcJz2zsoMZFSHm1?al1*)8*)#ufI`<2!*uioI=4y%s65j-
z4vv?uZuToL0*U;M)1JMw0usXczAXvFN@PdfbD*ZLW*jBI&$Br}vm`0S@sqX)1R=ei
z-jCzIlp^63w{FT)>OGI%26zGqRa`uzmvW#OL7_rH{o2{?gouq<9~AENo~*y;I(obU
z5cnRj?)=`mTzN+wRG-5|JAsIOGbdD#zd%{;Mp$Dx9~&^wPxC{ySqVPRBPqVvgS_|g
zUAgaZBXoGoP2EO=J%Zm^@VZcbstEEN%j+#kthCpk6WkY+9rDvR;Li5)N%l{+E)D-Z
z>9LC?S9aKC$vz=-Y3J#CO7#1hu?b|xjIFC?PS6Eab--pw{4z>xRC#(VCC<n4?<8_r
zFq#dIqvy<`rT!7!(Ff%#CoN~ni*jm>clX_wGhGL?_lJ9kUu%u^|KnDmJeZ?xg^#n!
z;BE*;=^s(QI_WQUDA_GeK$K>=SpKND<uzZ--7<Fc!Jc5OWxGQ%Z;wbf1T6vm6Q|*M
zHp~FYy;-a8lyZ+`N4C-Skiy_Wd3|B2n1i7s>1?nAJmS}DVFR<Mqz`$l`)6b4*G6W@
zK7762*X|v$k1hwpoKZR)r9S|gjd3I2aF5oh(vwdXsq^lxLUSqFAe*QG(X7y;`y{W*
zPB$#dGCx)J!n`Qp=<t(uIlpXo@iG17s^$cioOM9<SzoRoh3f64H2+E1jpgA{v-&QQ
zLZj!VtEIVrqgbKo(m<n*_Yjf&Ozdnrg>5N?kUkoWzln^2W4yc{ml#~OHJTGA@GzNm
zSY^aM_)w^D?$I~BU;2@TtXH+=RBNFt8MLbUr#l3hwZ>o4mxI3A4ne9yU0%-XYcp5*
zdzSaV&leUr;cQ%bfA0T=BMef*!}$eH-~-*cyHfE{8lIxjKo=&x9fvq7*I(dT&o`H9
z@hG7yjT4&J%+27fm^21q2*Fn|*Y0FmLQpi0egRAJWvw7#a55PyoMrH@oo2z7m#5J!
z#!qqrYQPu=p$Q#%@>V&u4T)r!M^O$rQ(ZfB|A$rgxe0%TE01S0Eh(rm9}ZS1lL6_b
z-8jglwBSt^%yy7_^~LUBq0rh|Qq*5<3_G?l+^Mcl!g>D8Hl&N!)EPM(X8aif%zw^6
znPz95;2MhhhyUk0{b3!3uct8l3-f@x-~Hr5vu_%Igvk!8v?AO}7J2SzR(qhw{-=<-
zWQ_6Z=+`zkM{+DF$)Jir7-HE)o*xo?bLq)-Uf?IespNUBc7S-+q+S&Wp@2??Y+Mqw
zpK&c~^+dCV;UG*2*sO5+0$`($WHR*1uK4U<>;siU>(!V~{)-yteMd(CmdT&ABA+SE
z<3rb%(oeRZ)FQab_rdy);@|#Ij>beU)N+k+IHsNv@L+M22W#&$Z}ZOUPd)o@D{vx;
zJX7{VUl`;rBeB$fAVsX!82ntD+0jrQ2=h};pCiyHA+Ru8Gfi1e3%$ipY%<Wb$WiO1
zU;uh$Q6s@I+ywr^+?aR{zr*2DF9U8@M?sl9lnIr5wR4Pu+du07l_SacU3T={0TVL`
zx#uEo=*)ke-u$#~XZFI5*_lzu@XY*P{RCWSntML|z7d`xf27ZM^WZH)dbAG;p)g-{
zKJNZ}iv@|q;Kb-auS*|_ocKr7G!qCqG;~KLK{T3{%<X!o>Os&<n~K#Wh8pNf4_zJK
zzm#um&FI>~+DPHyBwAhGX@8n8N&*z2LXNoBQ)EB7hsmHM@H$(+9k=M>pAw-2@YP?X
z{Jd9I*Z6#{mw_dz$4dG8W;&0DtaFc}?}xck9|{BZKTu&%nBQNQ6w9RkCu0+tfBT^K
z{dH#8qZ4Bxna`D+7&z%bfJ>mv;imhak2JK?U)KC5f>F}K=#rys?1I{#33x6IVk}<D
z1kD*qgWhfsa8h2%qn|+WZ;v1&N1O}m3DgA&5J0M&>H9nKBICR6cNiJ6fZo@wKLQY`
zMTdb+yTfhaD6h@D{jAo<C*?4TsH0l4<bU4AdQFyQQ2zO4PLt0jKv~D5V87@>{#1e?
z#1(Y`=3q*z(7E47uC(`{X)OQ-@iu(kd3u@UVL42H&?Mx%B<DB`;|o?qkR2h{5VCU?
zUH>>Hd+8ykLM47Qjjv0%M>+d27NYb|kJZOel#Re*RboSp3Rr|V+$ZXudUs3WS#qLt
zr8pEcnb*?l!7dywn!U)$kNPnpEu2d_dZ1Twa7x5s^XM5_`&Xgt58fCy_s0xVJ)q+4
z*>K<(=0rS*<zFS8=bG(r)$*dp(}!}TS>4-j%o1JvT|NDLQUG~{!XK96CV2V!k5>XN
zHc?LUo({A6*LICago=b+Y`A?Jce!1S!WldSxLe>t>?S&QTFg8Qqo`o$^Dt4%!0-3u
zd5LmTWDeAZ6SX<4g4AH~!FZRg4<2sk&BZ@ju`7R|UgzC*f04}S@9xkd-t%Yp5?<?<
zFV*t`>)fKemw%)4-`Mw3q!dAz$|Z6F!0*b*4;l1@KjZPh7WuNHq<+bdgyJv3jvj8m
zf(^Txl57t&S)a_!_4mv*RjI_Q0C0--<;$!}IEx*_<Tk$wmSO80z9Ar#ga|jkw_jpi
z9hHN~72L?l_}rsw#jS_Mg-1c5W{{IYXhiZ0i(E)ouVhKmp&6!12jis1@WG)TEcU<R
z+NA%AUt5ywfLQUzk&YPWydJeBL)mmXcvF(z@6unTlPym2_iI1pCDf5o2#qdEOeCce
z%Y)pZHb(&*!{wlN`*+s+?d3^p;UCCdd&BPxIjTo4{Bi8Bx95+aPTo6vq4>M%v!<N2
zjzSEgH@u`>3v-B@`|}J8^zp&{N%AwrsWfiEv`1Oi(2o~OMlEz+G-raU$4Q%TV83P~
z2dHmD;!gVm32%;|<nW4axSpGHMxL+~{Q^@g+-XNP`G!<{?)JOO?Z+Sp3fDhpK|yZM
z2B22;Gx)Y6KwV=j?>GNWHconkX@?T87yYkDeg9M>$7UbLvrp~z_2e^M^oER6aQ08O
zI%D^7A0l2MA(A~zkr@$LMcv*LYX%wj>iuI4Z?|ZWugfl3l{YVA)`=J1H2F6TE|+BE
zLSB|tbVppbbr}q`{hwx(fdShzuu1e)GzRvae{u4NY+l?ILUR{o{%|Gxh1C3?8plJ3
z$dUf}{8;h+{8u&owGAEG>FMK<TtJjb^KQ}5I-LP8A}6{Y-;}0EcxL(%Kz(L{TJWE4
zwy`n1@h9ASe?X|tU|b${=o=%xpfqcK$(EDo+dVCJaT=c&M-B(4#lmJUJ~ZDGM2o^F
z>_OVhkAfHizvQB~i#PR{Ov5D&K~uU}g9zgRERMNS0_!N>fEoAcT7W98U1rb5Br(XR
zXPzhfPYD=SthVWU1-Qhp3bs3Y>&OJC#WTXnnuiXI4fFB$UHcj)wp1jvI<2Qiq9LJt
z{d97koSVAA&ja6uY*N>Xzx&ze@Dd-hvniUw$k=PN*2&y^WVfN3?$&7Hm&16EopziT
zQsX$CQ-Q?H;;RCfIWfp{9{uzUwa@DfCye|?@iqQ09<g^aV8byKfQrN=x9sd1b@_g@
zgnRW*#HvE!vzwjU5R+(RJ>LKI6v@U;J?g($iPB~i6#g(+fKJ7^+<FiMaSpA+kiBQ@
z160GHt!a_15Z3eiOZ@u+%5VQwNM{nDm_PaA7G#-Fg*EtI6f)Ko)HW_qC3sgq_ybk#
z(un9K)(QV4tFFVZVI-%@3kr5RBqeN!1fn|tb}Q^mAOFsuSmVo-E^*P+&*=V5I3fA(
zO!55$=aTSa_x*IUrv0mUY=8Eh=G*(5=C{>2ct)cxeldI`7y4w9HA<G-Sr2+AxF68t
znI#}+BE7cz{Plb^p1zV-9q4KKG}hZ&=X1oAog0$MPa9+$zdfNfqcwjk{81K}d*!LH
zh-N+sxul6~kjjXEVxN5_H+%<$9{*=Y7p{Y_M#A6s_?gzc5S~_4*V6C|m45~eAwntq
zKK{rm2kEyj!{ZgRpX+;1MVs*dXPjqtA_u;=ya6(OHGIQVpg|%&(bxA2Ms2XhrJg@1
zG9;a66mEdA1dcf_Sx@!De$UguWwU~1y>A>#b^ffi#p$?Q`s5D31ykgA5TbA&Yq_qr
z#k)_{Ji&{-^zytbwgp}^%yeSVbe-(`ky@gKn$MYo-TR0p`WI5ckb*uz9K~V2-T7d=
z+2uZXB|oLx$?wg|e)D?)d;I<MfIl?OX`mjq|MHT!62e@tewWK7Uoo!vv#V22)DeUL
zb_pNNw!5QaBTjMQ#S%uP5RDKMAz|o^#60^%5UqFBUOx<I!NHe|n5-A)=Q|V}+z)Sf
z>(BR}((ONPG71@7-u`$ouI7WY%v_qq1DQ>oWPPadlv7H-gP=UD0cW&epg;CuThs|n
za%6Hd2fpdo_pQK>M=QC$mJOojZ~<f36jlw~#rjKHRS^a+B;MkROnMe}q;NU6?~eMv
zHgx{hw#6Qu(J#DSpBuEUm4Mx3IW5RIN=sryuiqZu)Cm&BT|QLkZUBFkA$HEkk%Q98
zH%yJW=*GDBW1$PY6)mhWWUwphXdIQ15QJO$gwfkF35z8E4)iM`Vbr+W#JRsIX1r$m
z(i=5wQe>-$@;XC0O+RsA#y-zDm)SzNjCcD|xI;13e+(ew*7u0qEOdv!!))?l+l6&@
zOqrFmkl?-7mf7#f0whOX1qlU-QgV(V#~hj?YO5j_YAYjSrA3H?d#GOyd(ih!yS`Ye
zh22usf!J_Cxf693C!S2Fl<7NoY3m$xlW`pDZJ8Lc$NxEEZT`gnYs4Dm?S~+l)WZIW
z1c8|3$utpQQ8)1C@&0hSH!OpLv6%7e*h1%+w$%+@Tzk=6BGcnb12R+df{$bSJXfd3
zH_5E5NWYX)yj*rg1Sv0pTdaF#RgZ-0Fbt@Cfz<R5w+U|N!~DLZf-c8DcD5~FrU2J0
z_zXacJ@O8SpK7*>mI^)sNMc00{VvM3?aals#K_T`*`}iolo{@<en)I;=YO$nGwgXM
zh#qv0+3+aycM3=(E5!CBCnbG+#}ph#H*&xC`)9_{{ONjV0pmI_e7EmTBCKIqS1&XW
zmb2>xThXAS@<n*3c1u?Ahi5>M#Il1(jSmzVgb?q|o+v`-PgM4|OBsdkRWj~7=n%c?
zM~KXdSq2!R0kj&Kp+Q25c7*a(S+NncP_`yYx;c*8qi{Bo^k)7mqI*P?EzDB6crLp1
zlB7t|CGh3YB6}5&0#+t8e5{5}a{_b%L;!4Mpd&n?_gDy!dj($dY0A#6M-*|iGGTxQ
z_MzJ@9Em<~`RF}$Xj!5yAghfbJP#G$%rCbqhwBp68LD6<iD5(Qfi({C#5u^X85bUI
z(0fD=WIV)>`3n}38CYJYMomD1O-9~<9pv42iXCF?$d0_zx!HAd8m3k&pB}boKCG_)
zUB*f&A@(mrOc~PO07X7=VCX>gA!96b)^q#fM~duVr+k~o7Dl4xZ4D`FWSewZ6`NOF
z_EY}$H7No>PhmLc(PbsO&2T}mC1*n}dLw?+`K#V|11Ope8czLt)o-cIoD^siCuu--
zDoV;!*!s1a^26S@;2ErKf@axVLo-T>rpF_6|H;rM{XyWGL(i_^g<Sjb$2rQC7gg$#
zNLhu&NhaGKK32LyHsyVUOJ`Fp$ra*<%kuAe3{rww4K;i*&r_pbm?aKF)4Tr;2xRmk
zL2Tx<*3D7bZL`2w{u&E!aHr$TVpGJq7GM7~@))O}B&YA}wtPhJdqF?qFY3ZG8!YAk
z+`mJ8`kU5wpE{Ww6+SWDciGm{^#<Qa!-4!T-Y&ks^|Qf-Q0HO^9ulYLYX4~Gue+Td
z-7GtI8ePy`4wNL(M}`Kc-i%|?rNsuXMV!Wt{?OkBj9_x}KV@eu5Jx4!*=~VDfS3DF
z7&)tQw?YUF<4r%FWtdOjJe^L(dO{-U6-rWl2_zc}=ckx+iX7=BWITl6a2(EFP<D!_
zd&>%-Ns(%*x22pYWgeUvh3z(0PMtoO5{m+~jJXzlGsvj{v^P1G<i_QlIfBc=V!a|m
zKOELKJQ?p15tIO%u`gMY5gSm$CB4_X$!!dtt*%3YP^!<>+X?8C#{{?Armkb+ZW<Jh
z7|-C6D4ks|({Bt=efGKur7UgBk42v&=}1w)SWxI+(#`x3cu9C<FOj=|<o{{G%8N2r
zHTScD0>h+QpgCFlry*<$``2LW$QC}lp-7DH7c!t~<9w313vjN81Fl#rq6n7s?uYEO
z+EI^JOaxf4AAp!RVyOYa<eHExHX9@)%yDVbzc_SL`!_TP$n%NFiYDwfp6Aj&wtNfT
zaEf5Sa%6Np?8M4nwPo5$$;Yz+z7O*nf`J*MoS*LFmGkmezH;kaI7c#YQKW|MNPZW-
zo`v4R#e6{^>)qvrk|SE}dY<FV#sjJs#|nq|%-U@0g?LhboNQYiGpOhBc|;L!lI%F3
ze!B2%i20;X73In*y?XBesyy|ECBG10lL2R_dXMHjxInYK<N>NZ@qPdx@8j&|Nkmn}
zMuqR!$V&wGuQMV}-A@ce*l6C9OR~B9iyeXvxP;Aljn>3d-cG5dS4llC0D4^yh3bmS
z{E7GxA`;HF)tm=)^oA=+W2zhT`g}N6Z^mN@<{`+y%TrR`Fz7D#VnoE8(3DmG_SX4S
zk%fw$JFVib^U3@}#aiMU$PtH!#2H@u05+<^fY;gkZzo5NKL4%uXkw-bQIyk<ipxn)
zxPPAl=&D!l`E9a396#@#X}WuiIB*ilC{TX~fqZi~-r@$-)0^w#ZDkr>kf`9E0m1Nm
zz&PU^2=v;$Ayod5Nlbvh|DoE@hv&$>0yZAq+(UhQ;D-)kL)zn?Ii!c<A6A3dTuYaE
zMg)b=!;8L9Y58MK^3Aeb%HCO>LxXhu0J{;Chon3sGf)@|(5nMipHZWYP%XQ0gWu=q
zs52#c8~pnH>wIsM9A<2BBcqpuHrfvyXO)Zx%6-1iXq@C<PcWH?RS}`V2L(D3W@h}0
zJ*7<e9okMTmxb>Toy@%c^FZ`Oq4`Kuo2fO9gscX*LFVK9nYt!Hz@Y@8XLQ#X`&}5K
z+MvT~2*MQRPW$bo7c<;{xz#3h7ks8u3oslrF}?**)&x0gy!yw`1N-ZCH#YtC-yK}%
zeB4dprE~hDp~xC%_-z4B;c7InFs@t2{CmoBU@O-GfzVoi*KL{TinrEH+<mvLiawDs
zqDmR3<PlBm8QKHnk?=S8!Xy|S_dCn6;@ku`ntD@CHt#|OWUz{H8}|oCn3XdB4|DGw
z_cnR94U?t~D?n0K0x4mImMvMfEHOeQ%X`U79zelEl83xxTOL3NJM2|L*lnSq5CVh|
zW+9MJW>{?~BtRhSviA<}aXFz+pYgrV_s9Ev&&%)rh5MFejcc6yJdQ57SxJ?Nm@p-}
z5U)`qTLN@2E_YL+^R$DB*d=1Z+XuXJ$b|X=6OEJ*;I*U-u{b(q#$HP1^FTnvN$!ZF
zni;gbLmDXlSXE-T1vCSY&oLvV8_&>&$`c_C=n5{79+{~yxWW(zu@Vj;*t0Y_UWPuG
zQ_hx~sg^@rfOjGZt<}-%gIncGO?$ZQ!1oC^kf-P2qXP$^U6YQET*wBPo*DszEk)<i
zmZOV&ARYmQ%uvzFb$#R<;v2N5luiRwt&V~upew~>!fOfK{9r&X5QD&xi1^(Ow5IqH
z3BcO5U37oc>Sv<E7*U7lOYcORP3&Dy*h1Mu%;hDIVFwCZ(^v1J&fbTH2xvhZWUzw7
zZX2LwBsi*=8AgdaIiJ!7x&R;+09@{dMTF7Cx!ys!kh7N(*`AOXI8$k@JCfx%f?FNS
z?e800puzM802Hqbv(XA|=Z5iCr`Pq!U{Q!@jR4=KbN;p!RFJhJ%S_->3DVf-_gW)s
zSnxP?M28_R@ewB36OEhoXu)F#F-A0NPfM0FQ_#=`pW<T4DkBUlQV7T}yaQC4a+Bj~
zzWkWMxz^T+VWB836Pb-{fvuE%J;0CE1r54Fq#Q)L6ik~X%dtv^ZXhdEV7+<K8P53J
zVA4hpUpy$d^L5tM0YXAl1vqq&F6Ov~h203y*;1VhrZx(|Qu0u2(q3eY5MXgeVgooq
zRTFp>c0QKjdqz47TR|KGbswjSAl&Ksm?%(qbfUS6g*eSpnMj$6Y0gSl$;ehqR4f`Q
z7}t%nCW<~1jzn01JnQ3pizz}|M;$#+Ja6ZWWXph}aXOQ=4B6mJoK8C}ha5}P`$;Rz
z6=a5Kwkckg1s^!uK)`J2czuwK2@OX>C%32uV?bHYI2w76=2cQ;&{CG=uk=&ZAuw(-
zLabRwggEBc$cn6nJi0y5PP*)Pc+aq?wSrWG1NEL{rs)KmjgiGPXo1eEO!Z2jTmX_g
zd2GRK7T95dH9{Gs#0N?xCl0cvPib^Dgwr(=R|}D_H^{*QeLx2kTlhl=l`ViZJKT8J
zpjC%GZ52iV#z-Puh1MpVfqo<q|H_Cc_WDU_nCN@81UmYGeNQ*-rqmqdz`CB#!cFq1
zah6f_2JI}hBZ)>A*?QhfdaFb$F7Xr#w92F|62u)(ec-CqN6~@T=a%$(wbm_qay>50
z*^nl{`3@bJC&`R#hXU}htzni71(R>)Q+fl4O@(ODbk{~sBZ|Xb1mTS^1)jGy%MW><
ztwGd_oyN|VI%xQ@s}@-lTuUO4nAkA>puKf?ot-EyAi{Q}!zql3AjAToIx&gb3Zt~t
z9ttMie2Mk8$Ty3`Y-w<Ggyqn-1E>M1S@iYAMkFdr1`FZ`K<DM1m6WQ7cqJn>7|@yK
zx~N<ajzj2XAry95ji9ZhmQkx7g8XAVY^9@VB}2iL89RVSi%A+&>FMNAj$PATXkeA|
zR$3z4iLu-zA~^D(iX!XKDJREHm(!6*`Na&WCD!X|fMYbP*(WVA9;P#_4Y^FUopz?E
zI{58q4=I5Zy9LLvo9K<LIwFtTKAV#E+5CY9+php|Dj>K80ccxYpU*6L9R09QV`|MT
zt|-zhbXo;6lB4pP6H&stVFL(|Jk(1dhm^;KYPnw1td*Q0Wmw0siM4i*JZ=v7LX6ES
zH?syWCGyU!%r*T|qA#V*Orsm>i+K@rKRq}?VDn}oMeu5LQ4*EpIj2Q6Ok30!VFy;#
za5&mAUP~6lup9^pIX=`#mJzat5!H!S(TqP5TV;!P$SstCx@uZHtrq~tPGK98wjU9_
z#2G%F(8wbhQTY12E9El~TgK)aR5E@S0*;zfODIX0P%u18Q7W3?fsmr1_ZK#7HG%Mc
zQMKpb)O8X`xtD^sUWIxUQ=^2QX`|XTL}~dV>O?as#o2OY>t&P5_aHD@?TFO`kPGgd
zpiGY@$?dj4p@-HQIa4eruzn=jDFIJlHRKd&C>2?REP525cbHipO8Mh9gi;D4oqUuP
zrFh*Nag;~)4rBwxadM%MPbT{=Enmmy#a=~nnu_Ui(ulzf)SRR9PyNcZlrfuTUg;Cd
zK&<t;RYkUqk{&)gFjBrc#$(_TIhSAPgLAQ0kAwZFPjfnSzQ@tbAoHJ;?O2R(Gqet5
zgoye$o2vxIo^ge;6iGrkdWyp!<ONxAMz%Z3=inuzm9o=8TM+X^F#F9W{4Y&O1!Ycd
zIyxa(Q=$!irBD-!ati7GUeV1CMqL$pfQ;LymUmR^!153nNDe0*%i`)Dk*f2Y1a^Wx
zRW9SiUI@IowsNb(R(cMm)6E2PC^Tz>`Vj=mrbga4*a9`o_?o~X?irLFcN9FN%@SSp
zMo@DT!D8joD6tRM5lZ&(E*Rz_pUMom1hV|&Mz`)T&<7f9GTu*HnMxv3s!~MIm^J)U
z%Xe$RIMBp^&5j#-5+S?A4vnx@8e=~gExyc^h;A^L%pe7ri#Esc&U{hVq)0ah4#%)P
zv_a=UiX-P{lT|k0M(0d*#Gv2{SX%Zm_BZG&#&jU9q&4tH+Ky2qfPoUr4JaqrM<QkS
zF<xv)CON9Nz1=ZBCwV+TVivU6DCG^&5(Eg010l?yE-}Nk)u^+9)Ll40lrTe*wxY8c
zO><3(=@lKGXu#f=bz2u`c$BkmR_T!%YW2BXS@nk<0f)V4X_}j|MNOs{t5Tvy8--{$
z27oc3`4`v_QpsA8wXwq<k%5DPeQ1-B;9vs0oF^tF?pb2ga#+Du&w!}37U=uQ0BT&=
z7O)&tgNDcg*L(@ZPMSU1&!?<ZwQ4u{u5OhacD5)B_*~&-@H4q#0E-RFPzV8mXe8qq
z#%Pi$Dw))%tNHp$JEUP{xMX|2!zvmB*B0B#T}4Mrz+GxmMNV`JC9co8`T<{}9?THG
zs!{;=h=W`)MYNM+Nbp<45>I?FL>UwvZAGw3(srsVWwOvhLo27^Aq%vj3^lyCPj2U}
zxHsB0kN_)rqb)j#JeeNs=ZZG7K?%NsT_#<gqMhgkzZ-#V5flsc0`xVR+=S5t<E1m%
z)W#)ep-fFJGITaT^^?`1*tbDFyX_?j4zoSvGtp4h>$52$zI$M^55iQ;^fTjOh?;yD
zMCw*3MUP~AfU06IDimOq5kC|&4d@<F^Wug`3=p%vfXrW7;QL9=O4xBgq<pYKm~z;u
zHd!toCp!dOR;@<CrLwe#&hb5#7aPe&!=9+BsFiEw`DoMZA=j6{<=7ENETJS!+ODF(
z57Yfvg}ubc;7|(g=F(b^T+vxGs&%%jrIQgcOU9pT46^VAt#DLx!@*`6jWSyZr3<PM
zXB|$a&icR#mj}0WzU%QZZObl8jjUP7b!0P`jYP-xF|;Z!P413LSIZS|SKDTQ*ndtR
z!ci5y#Q77$79%pYMnJNUJQ_Q2G#z12j<G^=(85%U?E*t2ADBJeQ7eL_6ZS}2#8y-4
z8J*+vbiQ7*X`Gc-+6t=h`VHFD;z~2(YzOT`>CzsE<d%~OS~(?v93lnG793_R^zHef
ze_hyjo?f}d^nED)gH6{HhE~#zN=&*-@VCT3kAix#M)ELQr0};Sy8;ep4wRd$)s3oZ
z59pYD(u|Xda#&`*K=bj8tr!-xoXhH&g_zn$TDh8PM{JVp2*QyLxrQQUpj2i0cDW-I
zM87Z82?Kt=R3CNvj)K;XAnlFIRdtUM8iod0B_4L$IdmN3@#AnuhWId_bJ0Lhi&r~Q
z!z(+9E=naj2ySz5YON|v8BY>rSE$)bj4HwLJ_@293900!BS%^w#1!R=v#CHokhM@<
ztc9Z-;3^$d4@=SGbkwC}Dx1_Bd}QD-k&X#yHPPx6=$<|9?1XJZ8+&qw9gsj-H^;{c
zVesboGIb@=MMdQpySvz~jN?Qo-p|;54X#xMH2g51FSL8CjnZQ<#d91VL1CMQr}y;Z
zipMo(&O+|P>IGU2j##60JL7OjT3EHWbh)R(JP8aS{K(z|h|UOg<X+kn7&rm2lO1b2
z0evYwU#5|;5FKg83Yt9)T2mS?+}$`%8*F79z~yT>z6Lu~^w$bL1L0yJ1X^wuoXlLo
z*|DiXk-<rg4k~AfHOdI`2yUBAX=j<Fk;wu`O$JE=?+sQh&Z#!!YNTZ(6?E6r7=|=3
zb3B?$OLuvM;25X}J?Ts-jz%4<IBniYbyabcQd5>f_9=dxl^phF*yXK~RFs&A37L^$
zRLC=kOk6J59kBL9A17O|3*wyI@AI+|uSE(vMZ*&*I<;K7N=z<Tfg6qxg`RJXt&@H<
zqUQU_WY1QnzzfoGw!;RNVV~D|OC@1*Anp11ntvoR6yjmHN+*XH)hO)f6N{V_pLqO~
zVPtbHJ6W==4!%>0g1?MPASj#dG<?lSgc!tTfb2`Z;?Y#KHbMt}Ji|Art{QNqt1Wyf
zQS6Ix&<F|9pwCe$;Ttf26rOyf0JnSCHBs=IPbF)pQe#GuToSo{$yIjNN=@REIpYD4
zym!<de01LBgD}oH%1#zM^D&3&Gil2Tjw|2LVwJY67HIsOphP3~eqQvMHD{z!tq><f
zjF<}9{iUu=vb+O5YqN350eU`R&--ou3{6~mx21Y2r9OE`;`(MV6rvLA0=P8H5-qH$
zpt0luB8G)nw^b`ecOT8~ayL&G1cd{R8@#ugnfa#|Vx^rFF<g3uUKDZ-CAd&J6nL<+
zb-oiTCghk~(7jf=Avc<}fkWfNByaDjP>M;sbupntYy`NRC@A}gBZoX)nIFZ-Y}C|*
z*rc$`Vda#fK7AY?XdvE1)+O1kvYhxY)@9rD`52AOicSfNi38(3Ux3e$2_Q$0d)pkW
zKkdSH&B$y{!EO4vsOmysLvGs3^$;=PDh0;rN^^ESjz6Mf-wMBQ@P@-G8?J)Ah{$5D
z*oXBhHUeldwK6`?Hnl>i!$k{kJFf`=%Z-bBXj>$nDgKLBr=kfSy4MX+2#jLPi5Sq(
z0a*=Oye_io0=@$;w=OV@S+tE~gUDo9C7oOhwx_3usxuc;YV~B*CaL3@RD;AMv=g-$
z%m@)b0t@MGDUX2`i7n%4b%P~UmfhKcKhzj`o2D}elpO>J%nt8hxEAlo8<`B(pqq7d
z2o_ye6yjE_P+5u@fX*od3?iVVOR7BN!aSPR8$|)WTa+Z`Jh(ni$&|Y2n+gZHE{Q&h
zm0mwLs@Ak>jY~VL@*o{-N`}ME+bo2#J8<vapeij|63sG<0qR=T1vUmi1c7jmDYa!S
zL>?XJ{moL?nH}&oDM3quSoiukE23y9rSn0O$c;#bJOJaMZR4<WU;t=69vM871s;J{
zN6{ZH<0e`zDmS!BQLRXU7TZfE<AbOxs{$s;7D-q-eCt9PRIfwDr1}LUY;tK??wP)L
zm0|O(gq272MaYt<PBOt36HrzjbmOEVI##wDW`yQTs#-5$#FDH#fo@Af21^lHI0L(D
zh{6*jw&ljaLJ$WP$?j08$2pn?a4^QURMAX1!R}QKwTXdQHw760TYZouIjCq4dNVTu
z6)lZ|i*g}A69FHiAXm^C;p@~Q^>&F=2;z&nMLe3YfI?q@D~0PQSw~V$mh{4i(ZGoz
z<I{Ryt%bbh9-X!cxn5KRyJI#sXxc4bDmTokl9L|T%f5Dyx0;4CIIiM|vjr#`vWCs(
zc$7xYCW_2$l&|BFqbxn@3Jj-KDHM)Vb#O1>twr!w>+p(#gHn%av33S{Mpcp*)B9R0
z-c2P&c8Sx7$5d?k@o&?wGd9&M_JRX8oC5E(FWvU?gd*6}X~!a59%%HM2lh}4X&S56
z)`HMGbth{}`aviV*HKV`oI3F~&`N|(jFww)0(@D`cP)k?MvOO6OlFgcfPS@3E=B}E
zdDv+5R3iEC$JjSy^v*a`l#LHPffl4-iElCXT2(8yB-3Gm%BRTY>3~+z(kzw27kgxz
zI=ra5qe3y=%&QH1%U;iiwX!z=R<3c56<rz`pr4?oi%7Llqs9ddIWn-E=oQY4RH9j`
zg*3QH@Qaxnc)etyZm<I4umWtAN-;d(;?;r+0dbx;GcDIZOKVBds)uMJ%aa)&!I2~v
zf;oeKeW35O05i#XvUIQE*LknVxA`O`pg$MaF3O4oTE#}&!YGK&Tr^82x7HWZMOWG-
zDGs|*YK86a&W22)$_AaHQRP65)sI`Lx{9onFPaGEODY)pa)E&(5VdzpvOV0TnQnx0
zF*XD2N(Snd0#uFX+mgUI5rH>GDR<aU)qxp<F6cf(wrmEbd^`v~-U8UNLts^oT6{!v
zI6J;%J<-o`0vG7z(Ba@St)e!xN9sTT%)x>LJM}oSXOQKix17KMY`aiH-mkQ4POKQw
z=}bV;$iW!PkqP=St~h`<nXKBqjS-wmD<<~ILzq=3m1%nGWD#)gzNZz=<`PkOK~b<-
z;aFDC6F^JrAbC!kBeHJr1NtQNck}_(nyv8)Q38@XoI+l2EPOMqdbJ;6v?yXW37vT0
z0i%VEGk4vUAmTeP@J9QQbW2jYE!5zdWXrouzSBm5rkw6_ptVvw9u3bxXF)XNqkxRY
z#;cJwTL<l;RZZITCjL?Sf{kt?u0Bi%-I$d2H8dMdNXc73&570or8A_0W7#}%^wV;<
zvccj(iM2+gHN%%sCF>TvXg&2cS~X4y3FKL;y><ZY#okOu?{}#HYKZJboF0`$sL^x~
zzAvI<CC$`4N;M&M#2&!9z)d>P1|EZ#<0Qz4pMac?i{VBr5F<}eg=b};L9ii=*{AV2
zI^ByFk;?$pN1IL-C*^t~2+(jyEhGrTfv1rh7MoGEJVroeh>a90p!+22Z-Gn6$Hr@;
zL{d|gP%?^96+6vQGZ|LfZGKoNIs>g9@g3UeQ`OUY$r~tD*`8qLwYpsDz&Q2P!lhU!
z2IMlbpe)!dq9B$S{LV!OWEk+1@w5536-*?vz=%$8Vpiw`<AT5rAx1^5E;<V2M4Q^+
z$=-E(^7xm}6eu~@^9QJCDVheHPZV{J_F=MA!sg@^M?mQ`)jqA#R-{<e6iEjnpQ#S*
z?OdNc0+cSWh5Lb$TxOk7qthw_3oYB{J3yXE#)2_`t@y}8CNv@BB#SYPZ>7g+7$?<M
zfgsjX<y3}?MA4)TG7Oil``kHDReSM<o?K4IX3C9#rsnbFVvAKutn9WSlsruK!i5Zo
z9_o$Yz$?ciEQ-8A^6X^0U4d*fvX9&&Lk{y|L6LdnH4_#S7-k9)Jq`Zn7WiB{H5w&d
ziF!knc{eHH2I=ppIzohpVt9U(Cy$z}3?f>NHFaRYvQj@fsKoprq_lfQMs;P9XiN+e
zx5Z%%Rn0ccdno`dNAoCpaYXHs*V$_pqe8Tm179TNEa-Lu&<q=SU;rfxd5lD&(CjH3
z?rh_OWpo##vp*|TT1H-R`qRCkGcvR?-YVN~Rl5FqMDWCXLaYN=xgl$5ogq`rVwT8f
zHu4!zL-8o0UQTuGqi&n1a(lb!t(x4R>~s;?(KH<iPcYrh3qjo#tPa8^DuC5t+u}-U
zkS13Ghz+h(tXC6ZGfM=!r1B_3r08^qC?2X6H>7;ol?AbECTrxK0Ak<Zad%k_XppHu
zGME=!WmnyB(nQeb3|Sb(Xx@<l8z1FKQG!Q6QB0_xR#60yBTL?Hg6$(8v*CNXBjQcv
zh*C7bE?!iJv>I%hv1l?Tq+G~q4q7=(iYFD|L-`iYijjT9cgLaqR5@W70M&0s^p=$i
z(l%eZ3h;UC^6@qD<QieSt%Gk=K^a(fq`PVi0!YonrwQ74w;K>jMBVgNr`L=-k|^mK
zYALcuM8%^g$h@T3P#vOFH7#2mxeZE*+nRb^@Ha(@$9bJX*FWr5llF*{X_H7&-GtYb
zvK%2x4Fdx)(*jYbG%~|UkkFRvokYn%jYnOz2AM{i>$Q0I80OWTH6s4RcpfU{JgmD7
zxy}l2mD6P3>%mgiWFcM<*R)J0;y#AnX@*k8q!3m_U%rb^MhMW9`#!dbm{GTl13|^~
zt6Bl=h;|>VL&52Qn+AwIp1$p|M-^|^>9Do?SrF9KlO-X-0i6tKo^sEbV?#ESy=P>l
z!26p+FyCP$TrM}oSB-i;q?mycW(;lJrcu&1j#wZil7Ru2cDw>WB}rnaDw!*s4vHe2
zom6tRw$rq?dtQKP49k7nP*H=~T6X*nUgX$PQC?}}GaaU@<f<g+h;OlA14ayCguuEj
z;pn2xZoKY&L{`+xiSCA7p=X=Kw#>KORMHA!6^fKXmQ4plnQ2>>R|?5C5tm6N&&wVG
z8IkeY;C!KKMk#`hHaB!sY9#0pQYcS>_n4?Z>JVlRv1XGiWicWIV#P|$&h_akO>7cM
zYOo0(rIb8Dx(?>&7TIk1td*zzDRS)ql|mk`R`V$pdNe?SMm1#?o#V7G2dzZWzyVOA
z@j*H>Yy_o16ZpJ^M2*toEE;-vkg}#41&eKu5b2AftEb%~-gKF7Wh&jE9KcT2rB=FA
zcJSV8q^wI0AbdHyZ5C4=a#<OpYeElF|9%&D>ewkLu><~hJX)(|GRbt`R_tY45<@o&
z_PniaYJe110wF_fqgzuzYedtdH=~v}8)#JIZg*UxgA`<~R%h7)8_Z~mldq>Zh;J>J
zZ5GIT3%u;t8it=r)!2@=jgqthOA{j{sbCR^EhoNbrCWMuqyfLWov31M!GdEWcx;v;
zI<{A^4}!xO&v#8{!tm9I<cj*srD4W|Jg6A9WQ$B~5wj(#U{63QGTtVsnwY}!5vQx`
z;Zk9&sk93Kz1316h}>B_Rs`ll)>|2K8wY?%s17~mIA@Y+8(hl^DP_1u-cX-SD)pjT
zh<723B2~O7R_yqGIgB+HorpPCgYKrC$N<!z#Y#QESg3<avr7ADgZ2lASpe{+5MX{m
zKrE$4i0T``RJIKnDpi_My@vi=r(#2AXj^KV-mVpofF21`>_Gf>yykmWJfH=OEmZ!+
zg^nUBW5F6%*l0S}>t^|w<z$g6M`6jJ%{ViWc-#n+*%HhCtPH{qIH62LGI~LWJ&!&k
ze$dAG2+}Et)MHC0YB5Ss#9>}G6NQK;2+E3N2@HE=mq4hAqmU|9!sMZgT`&Upyn4bJ
zl}zBeY3WqdhBH_&+jqbq)k|u@R1;ChfbI>5hAn3l(veK3O51pl-((nYeWpwYnL$S|
zO!Tvw1Ty8n?o3a?YL{qQN)=l^cVF@(v;9aWm+F{k$xd||NT{mAszJUn$g{XJ@;WqY
zl-iXITGJZ>XNs8y5gYIU^tMONPz<A#ycm|SMNCL{pM0qmZ`X*dObcu}D#U!fbgtP=
z_nYL3;by7J)0wyuix%KL;7F<!vyb&9s(_JJ?j+2D&xEJW^5orny6O&cz5t+dibC1U
zRU7qEd?fHjRsuBJC|R)k?7bM8SLCsMp;Zh)EYwNeg-4FNOJM)PXaxe2%~7hCoxUIC
z(x9UP9!?r`GR;!R;jQpmDQ6n}5U+(Zy)^65A_IFEV5&Sos62Lb{riZu*}=%*d6VPk
zO=Fkv$zCt*>>6x@SgsYod=jlOqPeb;c1vuKNI@rT@J2dmbb5Aw9Mt7CpWTmg-41LC
z4-sQ2s_Gwd9y_6b(<#a^7Nse3#D-(49`UEV7;HAq^1-0Xz(OuW0kZ>x-D_z8EFhaj
z?DX`IqR}V@$qY1HksPz>nZB)5jRG2UpyX7qXmL~*VPvV=0y}kB9}kzF7$xmNiuS;B
zNC`-Njfy7KRhk>*WqP<le{`#zqyg|OT-DD|y%1fZJH50B66{7+(?hZy;0m~_$Og#2
z7PxY>L9oUPs1_pl{Yevazax+b_DX8epKyCkv84wRLHu7I_+lYwB5w?g_o_p!^IB`1
zwKIvh!H+0AyLPSv9{@4#7}aF7zEB46#=z&%sMfG8p_<n<XajqvNBX%k@jx6XhgnZM
zFDawECzh(AnyCmPBU`L$Wi*weHKm#Yq5w;8sH!Oh#*xkv8eJ5t$$M$F&s3<k<gq(}
z!&T<c4Ode5HfUH%WN*4hl)Gtb*~}hF2F)}CD1b$Up|{@@YNpj97Tg9D=TtzG9I7SP
zx*@YVEDT+G&lhi%G?H_ukAMwP_H?U!kZW2*PeiH#DW%ub4m<=)<)u>0DbSFl7K|e?
z+^u-C0JjI=Af1+nKFyXw!)%)ehMiOwn+~xkNF9W*f<B{(da|rnt0qjqKBlcyL2#Ij
zHgMUkqFs%kiJ{dXk8J7YxK=MCrTSebg@mM&bFqH9qJp|NC5Iw>9|S73KI3pzXdy?m
zafjkuf?+F+_?(e!j0;TIU{mZ5qq;ZI$~oAUSZ9VxlbG5xu3;hS?`oM^jLN}R^yJO5
zKjJM@L`D!!2C*^f6cd%83-t;fAzF`BTKzm)CJ-R6=`0<`LO}e@jG=BY!y=6-7aT&9
zE~)tuC@9hf=L)-`ws0io5qo2+7FYD-hrU|RIjEUw{}2>%th?`zC?-ck#*3L=%w$+1
z?YV-3^+l2n@LvVeH58(iIWHR+W$m<(@;YD{2+np&P8D=?3GiqxDBJ2_YaoyYqJ%PV
zOVyhx51*E*7HUm;l@S$=qfVFD>!4;#6x<FPLC29RU8$GKtSKUs><Kg^-G?$-zD6Na
z+BQKG2+B>rtr2v!)mSBFkK~~+OLD*Na_UMf-$cb5v3POIk<~>=zgsUM0f%-XfNle5
z&IHoehWJ}tDa0uNri3Nc@<n7SG?G*!h#F7PErEO(A*G6_=aXpT>KlI1=pkZ&iyHq{
z#lrD?IIcxTiB1401Q;GSD`@4`KnxILGRTG!K5Vg6C=ers7@n|;?$Qp^OXb-?O^yW<
z;kX_Y=l~xfqCMwKkZ6+#ofpIZnx?(X6_VXp)~W{bH0m5Etp#ccide*8r!?BId!*Vp
zgBs$)7-0|TX%UgB;{8~I02c88xWr1uqdb=!i(X^Ut7rn94FhJTEdh#qSSr^IlnqEG
z)kLRqhu4fz*B9bbGQhK7qk=dLL_dLMuW!}*4L8VLl{%mjg57GX<ZQZ{u0%lfmUNo&
zdU`F4ZzIxi`v(<-I-022i4AZCVyBAX;4n>jiv>DY>ewtn1t?RM1PVO{<r-vRh`RwM
z+ko8lSjB-euN1O$9X$v5W|l_O7{}#Sr&dUUD88C0S+r=^9LcCR*@FzQQa+1PzyoQ(
zU%@xZS=h^ZI9pGKS>X9$OAN-a^{HXW??7+^!yERFL3i6`6jqbR@Rii$All{XfNpLn
zY!h(}m!8Y}lHH6h@C~P1jk^>xjWiId)P@?WNO7BL15}7au+rsRBQkO@1qA3lV4(~+
ziOoNfTsCKhFGpK7-Vrxyz(3<iM+$6L+mJ7l<xy$Hh>@Xy7|m&w!Y<xnb=$R+uPAzh
zVbE|RO{j%jGNfrrAYO;7*p#(^mj)kn*Wb){yj3tps&XNgwP##jaIE2)Z3iFpF$S7q
zN^Qak<_z=0jH@D)gtC#*0%+lmW+Yxw3p{$vAdw|svYB9b5qmXS?*d*qPj`bnNvMi$
z@|KAfAFP!Sp7Dt2pHNK6M%f)gH~~m_`yflua6~_w?y|0&Fo=zkm{PG=&!*8l$Cqi&
z(JE$!Rl-f@0dk**8(2jU^=a)PGNC9qwH5LJk;hlGvA&{Xd9>3BL3g1U1vi?gNhPfn
zrLt*b9EwG@FgMoiX+sm$Hu36Rt=ym-t-AXC2CG}i3IP5nHftyI(2B&+4Lc~Nl>rcf
zlBz8T1i!MSH$pbAQOJ_)w^uEQ(W*14YsEZUv2s=pf!;nY%ge=xUN)rwRcP`eAi~12
zh#M=z+w_yYS1N;8f~+(FrQ>a<TC~NXfnD`lQiE2L>V|-Dgcj}U4xS1zEYLU|m6&sY
zSW`Ka_5hj4r702n0NjjuE0brr1_0UH0<lROywe#H)RB#d8M~|9bL3JsNs$}fEGlU=
zsZOjUBjYM)ffRmIO29Jm7KeI&h$2W06)r$mawln@7GcO0_+&mlj&`KUTDDW-Fg{*z
zU58&0+wpwJi%6rpM*<aPRKWRAw-rw#@!)fJ62&YWFR4aGIfU3}Dr$glK`jI5&PC!U
zy`C=;7}>ooJzX^NY}ZSK1uDdg^|GfAs{ye7HE+x|u0F*jG!`9mI>3}o{1MG(kUR}X
z=z<n56~GkU(ag{Q<Le>%*KR8?Ot>tls6b`%O0TR(^MicXWzVGtN!UrEm#5nyV)=W@
zIqx`@KpwK>a=1w7q+S@;R1QKC+SnyN)R%=;8R(ZK4#7dJWm+P3JK(r_Ot$B?P({*=
zllnx2ipyr+6Gy8gXPVJrSO|o`J;T*|B}+h^V+XBUypNSzWw6_5m9ER8sv;TWVlK|=
zxe}pJVyQSEs2eRhfrm@Q*#=AXeG#%pTGqJJEzx2I5NBos6;8yGksQ6WmCmSHTf5xm
z3*k6NB9P?)C^S88gLkz@g^uZ@OD!MqxkHUuEvKmhmt{(MS@Q?U#0~l_56Tw!K(^4-
z0*)+S=niACR1pbxpP*nrdNQ%JJD(cRGWsYis#&FC0PrXwf>ACBEM%4#bh$J~6D93k
zsrKWHc{&K0fa=BJc8@fBnZPGPEo#|#qhBqmJ;bOjdm|Ao@bXZ~pgjVC_wh4=ezwFT
z?yN;Kxh6_cYC}N0Xa#5_#vjbdYRO^R>5^ae4Z5amqI)3i_ftT3>ZptlP3K^f8HVgm
z+$;vRSg{@8;*{4F0B};w<WaSa7+An3xkmOd7mRw5CP2M(9<dF^4>}cZ(N(XzIw%wD
zw8fAu0f>0KLl?=5bT>i6rL;%UlOj`frS8u|0DF8i`kMjds*TDC!Xe-pMyOhkbAjiE
zXw#usOmsRnW>7H-Y&uSStV+;Z4G~Cp9q{2sr_Tq+jaz-Y#3vCxAnQSBnRY+{!Vs<d
z0YXhgyco`BLZY)6kAVcCJYs-MG}L0Q0mx(P;S{A+N(pp+2=H<xF6ym{Vp`(VUS2ml
zR@P^sI;H@i2f5y>g^~e<%>a*E@^>?%WHGHO02{^)@B<WvG9FrTx5-lwsT%7DS&Q}b
zp%*+cRCSHfp7Rze66;z(wWTVS-C0#(kdaj)I2rJ&db5HS2rA(5Da5+!pqeiQk$6(!
zAK`k#R*d+_MocQZ8p&n|o)M0EQ550ok6a=u4E1VE?)yP5CuJn85joK8jDsXNEm(kY
zh^C)@W{k2^?)yOy>Zl1>3Bc{Sp;~A*vULfKycHyT^FUhB@^%PvF(?D?IG1s>jYM7W
z^n;BmD;t)x=0JScPTb$3-1HmP$gVVH4lb=-lT*VO%A|pClkZir+FM8!j_<6IMa-r`
z9nfS*HF405db<hu*o72W68%tN|MbY!M4Ra=<uGY26vc7I){o4eWl*SI@1{p#O~jCU
z`q<a*ygNkYxP*l>!3w4|*;GMBINR%Pj>t}PWeZlc$9NKwiEhRMopz%P5m9l&>4tP_
zh*Z$6AyD68UENVMNGzU8$8HH)zgYHk;A!AMctA<uX%syPADG4icF9pzg$`h2`({~+
zWc;N-1<BeXfv*y6emU-~)lo6r#7R!2!3lObnz!tI5(5=mvMsBj^s6b@{HeIw_3Hd6
z+jNdorD9%4A@|2rwJ3<ltz6hXs0ex5=W`Cj82}g*i#~m1%Q+bn-9>sMMPlYd^mytK
zFhwee%_GK<Xt-6mhwOEbEr$6@x>E{^F{lxc8FZ2SOfsm=W5_#ZWImUxkqNd8zYpdK
zh;<xJ-sP}?=nDxX5q*3FngxXe7-$bukB#)GCVP`%OD!wCG$R-UxO6Zi`#9zBr`jZA
zR0-0u-gPR9*r^!a2o2C+Hw#xHYGOPDyI1XM*|HyO)H>RRg_b&?hMdF)y^4vTAbQUe
zp>mQViz;iTM!iTPpCS85a@UDx&WCj;Hw^k>o|sr`T2bJh<;9w>D9Pc#kZ#9@4H<mW
zc}hsI<!+MKv@G#HIWt$3I4KZK26!nLBGMoLMms}|!1@xw$pdUz5H}4ixU6AtJhxi;
zG{q>zfk{eeJXsG*uHx4zsgo=ZhJ47XF%subm*jjY=|?|SQnDebQAQu9(26JR)ov6O
z2oYrrRFkCIA<M@_(1lNr<Mg;xlg2+F(jZ24(w*z~JxLR!D(1+?VIVz0us9*w7Szc^
zW0+}FVyDQ2=&fjp8RUaP&Z?v5wW52*wTB|$qzRO;7`GD%Y6k6Oouwk6luvRh5(eR<
z=_n#8m+-Wp!-9$!hldws^Nox?&<o*Q1)AMsSbd%^nDHd)8Unf<uk3MkE1{UfPSv|D
zM=smQ>PUepPD%kD535O_V(#^`QFG+?Ibc(Ga_S(N^=YjkpR~(boaf7?6NTg=Y9p(*
z2u1bPKn?MrsuU^`Ij#r=t<-BfV;WdQ19Zhm527|_GU5$&xwhpHtRyf#qZN=RM59(2
z(ai)}-=#L3mukQUS?KZjn#k2w;oG^|o&uJ%CxWs@3QI#yI;cT6p7n;2#gE_v*sY35
z6H%E>C!>*6+H|63RF_hvw&cVp2Ak<9XcB$isLv35cHo<WoT6(m@Vw)8qK9HC!~(#<
z`(&79t*!q!(&#W@_+lL`SOS|<&9FynBSwPg7Ap2fu5MT3Jh3V=#1-8E76TMjOQ>$i
zwfp%fD*o}C#*qsL0Yf18qYhszY8#i``AQXuQd$Ax&7-lpKxV@sXUSG@S;Bx$(A9b$
z9)c%HmQuY>jIyc|nYLPkC+j=mu(Nd=1%y1nG^>@aSV9CO*+grd)j%z#)8YzYnd|EQ
z2s;8pQQgK=Mrlh*%PFE|dTko~>4p&&0NM%x;i;ybY_T^KgMM^nxm#Vkr%N0PWr&je
zh%R?BiGE#5z%#3mXmL1Y2>4XWbiA3GWu?m<g!9D_z^~dmq735>s%jb~8OZ;11Yg8U
z*8v*`oHyQ9&H*p3Xh^yTwn7_4)8U3U+TbL*IV?4pPBT#sqJ|rGSeh6f_>mQ&cq7Ei
zmC`Ybs05)#M;fJkRIAc<BIr7qiZPV%iz|@p^v0}u<shGkkFavQ%?MdILl)X|$TO6{
z=&~+Em}ZM2+C)+XQJ2^NFx&7~l0-NLhBNGMRRAJ|z3%IG4dn9e$*5Qm@_je3xs`~i
zgZ@Gxv!I(a%CN15&+c-^v{)cHt`7AYpxA+6AtT~$szgszvjK}Zc(rEI&x4}aH4@-Z
z5$-v*mc{XwlI$Ul>#>CxXVDoS4$%=JQMq`F#PFq9!m`3NwmPoa*0?C=!>EoSP=*Re
zMgZt7j1Fcvq}Ch_dIO}S5@`DadL%%s&nUS^R38$DDvd2P>XLDc4pF!3ArcUWNp_h0
ziavx)YT%F2AnbL!i5Kpv2@F3pB5_E+T%xRJy0X~qP?o@Gs+4l5mEv%eDXMMDW@Uh*
zQSXQh(u&d`>5Nm<z%~%sa1&{ZBx*LA_5e0armw3B)j#Sd`wE$fellTdq;##qJ9r+F
zD2M7xwHEY8+<=-g^27#3!9}v*t5Wd<8uw!ews&Ccwc4e)Lr;YR9AJ^Ow$I4ZD4Vdn
zimgEwWMIR+b0ilLA?RIjqmw|O#xEl{ki|+)2=!Baz-9A>=;)ClLA6pK5XzSt^)%7)
zhPO>T+*T&jAD}KxZ|5|z7zFEk-_;p*q|T5I2Ro4vqgFFTIhVnOVIO!rl!Yd;R8*s?
zS&~)BOT>{Zb_Bi3QJl!JHKEZT=^aljgno$<SLbTUzLXUrK+!5NR@fju$EZM_KGqDE
zV2^veY?ugxmL13yTAvRG?7n8eFKQKw2BS}+&_=#ODrSTR!GZO7qh(I&Ta8TKtI@QY
zLh4*hiLnp>iUXEC<?#<yysYSr^)q^*;_utK1#g>JHpu(qUn!MU>{8QJ>l-p#K=XUS
z?P~=qG-%}oG464B341X(>xk754GXefcia1-Dn%?tQp;W>DN!XS*y~c>6($)P&yX&r
zq96;wZqT);6>2oWRN{`sObkFE1`>&+C=)5(Rz$BmUnR>CP?aMg>aTjy#GKU%USBIw
zMp7#*fHOUYmIE@IO4aW0W^@*<Q2_Xdly{|D9z-ib=9s9Byow%Dg(%$>Y(g;4)GF0F
zQ4v8oQTBM_WNv^t*7FA3fEN#V>R!YjN=5Js_a#53I0k$KVDgaX7c&WDb}T}QMWIPQ
z2aC~zG)NC<Y&Id1G`t=!R;s5Ruc%%RnpvcL5dM_c2a>FQ#G}jQHfTqHqUGzN*3Iwt
zhE!ee*J`AmOl-u#KHouj4<kjEAb5ZjmPEG<(FC+IheJLPG{{geE(Df|v1;V}VqfG!
zVIqYQT2I>Te7w?gH;{iK8YJh8`M`Y(U;-ea6o7x3bpqXG$Yr%^m3GG!U!7zTQ}L!d
z=@|B1;YO{)Nux%;P>J=)UPBDE?3e6eHVnArzFox1EsfA4;ZNuB>2N3k>&uR+pFt@p
zMC_ihR26)Akknu*gnj@B(t}W0;DvB5>L$1oF;?#ksH)B1==w(%N|lwQkt~a;Ttehz
zPV5XVsid^f{)CEu{Fg`}4IXs3vVQ+8Mw-Q7P#}dUD{u5va)A6bKA@uWd$8dMl%#DI
z<DNxuQK<jj596v2yedkCVJhRivRcv0-3`}pI1a#IlPmWtrEd8@9{ll66s}KB8g4j&
zryK|HaHh$jd}qTk{hv1=M=?kL&7(1xG*UOM8peNn=El=(6l(RygF!=oliMIEr8YLc
z%6K?zR0lXN8;7h@&bP>~#UALjL^EHksW?~cmn&TrF*3w+P#I{Vo`w+te}~7AX#8q6
zdySGxZbbev@&(n9o1IFx0{4ND3{@l7KpjK3Qp_8n|L}3WQYw+#i+Q7>lk))|O2+!1
zUl2AP|L2JtUgZDtiKfY%kRkh*dH(Ux##v?^|9+M^r~QD9<NQA}$&UXwlZ@>^#`j+)
z@V}bhPS<SKR2Ry)O-xFo*&uU-oV4*D4*fW7MJy{7r~W_B+rKRn3a9<2S(Jgkvhm>m
z;VsMj=ZR!D9@;pO4EKN8L_*5{_q+A~(uoYaB@OzJ5?U<-JANz%#&1JJ!2d~6{9nu~
zO*02<6l)u&)<JUz(6D~VaBdXFH1(r&{-4>U8}-2dUKIadKDkf^wY&~jgN*C{$i&hd
zdjOKY|MuTTwfz6<B#(8n*+jtaKbsXB^|crJvW!|G_1|ml@u#Iq9-S5SjbGmQ1qfNl
zT4JTlo$=<Cn`|;=6Oh>_2NT{qa?`onxmO>zin*2l@Pbap7Wg@Rd11w|r!JrIG_&@S
z=%24K-+Jlz(P;GMen%hjz`V`(SRhZ?)A!`fkKb~_%1XTd{fF<qklkU={f7PPUKk}(
zN4@d)Ltpy*?z@lKf5Ex=Wz^BrsL6Lue&SNcqL+?4a8B#vl|NkZ*+b1AKF_VcB6@G{
zhuVk7&sp%?>en>ts8c5_pS$r3_RS}qHLvpX%O2?d;cNQn(TnkEUwyHrdEpO^SFe8H
zhn<{XuUyhxdDIV|e3m-!_@zfLUvk(DFFya~N&LGX4nA5w>#xl@rTF^9wujyG!ROKY
z{$X#gllCa*9{Y>)HEQy-Ns}j@dV==&+^O_R>#vubvorp_XZf-RPuY@r`J2J&&Nh+k
zZ$5s^x$m6O8}~Tgy5WH9<A*;teY1nVI#!tT+-p}IFz1u2E_`$GWk;<$^4pbPGSRiR
zt4?=bFyX?L<Ci4YK4$KOJqllJa{9t8@G8F>QdE20iUpg0IOpS=Iv?zG|34nP_P!_Y
z|90`$=>wj+$>_f2=-kKbd&lzdwpwKNH}mx~Kb-T$6_>1C|Iurk=iWVP-b~H$<oLqx
z(UU@M49>DQCr_JtD?f8D4MTbxHR;W#uDWXWt5-bLy!)$}Hy!)=>U($k;oFY+!?brl
z?QY4R(@dYX&m!j0_RD8|{>B%(MUTDc%XdyY>W8QG^t-k<FbF@6_4C6?JMCSt?kgl7
z+;Fo4CoPO#waX9dF1u>x@oS3B*`FW(;S(#r{_?al*B`8hAB{b}<vxE~_xT$Ou1cJ7
zW&MI@ZgTB&cWJK&YmUZle@vPCje3tPn>XjkSI+e>zjybu-*`wk*>!z;`(?-e>kYRh
zZ}H2Fy*F*r(ud|Q`H-2k!+x15pMG}PRoY=+J$Blck*^v@et!JI{k}0CyZ7GO@lWm@
zeDRiTa}#eXPW{=+)$6J=R$c4Z`X9eN^>06&dC1|LU3&7gZ4T0Ay?V0n($TZ@-L7SK
z`1F&LezoZKJ8pPx#a93FmR@qxbLX)u$Fp?WgvGbN^=|Y2`#*Uny5mK&S@qFd+J9Bn
zf4=6Ar&RUaw`OcYT7OKA?fl^86IT}o=Z0?cpS^tO{Y+Z4^cV7bd%m`&Hz)bk6<1vM
z-0LrGH7OMP=c+Z%#q2MA_#8ijg?8y76K^{1qgAd0kG=hqyY@ML-kE#d)Av0dILDnC
z#-^R+(%xOV;NClTIwke{UzkT{^S3V#?RC<4@jw6V<OMrSp13I%X8$jT9bL9fbdam<
zGjX?vzgU?&^28Swo%syA|JL6hyzuVw4cGgEAHDj>?DwBu6g+0dwM+lf=kweB{h&W>
z#m-r!4jz2%sO`TWJaq7x`u)R$(x*PrzWurn_FMSlHha1-?fF}Oxn>8~nbYUt#!tUE
zt!2OY#ycl%*?D}4{idHRKSuj~^xN&akACyUN#E}M@$ApuUvSQxBiH;se9spPj@<0^
zWOcjLX-oFKYVhaXnc(pQZRv6EzW(gYr}lr5`t+MkcX)F2>C@R;wf8^S`DyEqGZ&t<
zaaT{9wDoq_*Sx&+w(0tX+OlrrDch8Vf4F2xVUPLp6R&TVe(mP>l($#0)32~?OaGz2
zY4^RSC)BFzZoc~`ne<LC7SBFr%C8T)?@8m#JJvt_@LgY@_T)G3IPSW2{owsuX0Cm2
zw)I}7bMH&V&}C<ATx_rWT3>c~a+}W%U3S)5>gltlKb<>fzdsh1I)8fFzV@~I?Z4ud
z?*c3K(hI*i|D;v3PI!O&7xt*^AeR5Qwz>9!>0c(dIquWP=xax3zV+Q#A3t(v{I2Wv
zd~EK=8yD0oo2bj?EtuF{ep!C!NtZGcgY)<E|K`rtt83ZDeowsf?Cf_xS$N0}o6^5Z
zdG}a#&t8kK{_@PfUuqr|UQ0yJ#8W0Pk>$VsRL2$Gynm~en_;GZI`LL*Wgv6!;N#RO
zr~GW@9gQn4TD$o0x9+*{f}gM1`;;ROI%n2jM(xKdo4$JBTa!<D>egWD=)-4j`kUV_
zdi75q?Q+uU=a1TLkH(?T-n;Mf&m7u+clFZMto6?YIb*ZQnQx2dEewy3JUwmF!pIdn
z-BEt#4~b7cF|YdIZ`Zjhf4}jHE5nh<A$!lBeSom{8_LwLt&`4P|MLl-{%w`_)d!FI
z{J~3>-}CD44!Gp(1MXRT*6v4KpK2zDr(V6^n=|%&__<vly7*ja-)-)B_Tl>N#rOUx
zQmDyucbv4<miYVEo%}0v-}z<w$Xk@fx%S~7zWl=ON6ZdIqxbAJYu50dr|x@iGJpTU
z!(G3zp7_&&h3xgS?`0;;e7qMp^Mtj3-DVcO<F30sdD1lt0;R#5%i~`>nN&a7iHPqF
zlI!MeCoi~Y!4<ncULxD$i>)SBDv#bD@cT#9l+9M0BIe7Bzbr3be8Fq~c(*g-?Cp1c
z?A_N6-eTU1{xfcGg)EzAo5z-Y^U1F3j-68)YVC*Ar@rWTkE7o?TV3`#*}7z+=Klpc
zV*mP?mwr5LQf{+}yPUgerLy;Cr=0kw>#rB*%$e}us~_z${iVmgn^*q$G~@E`U)k=r
z%7<Uo)g!tOJag!UZF8;t##=Ty>ZU)fs2#TbNjsI#{p`_X0YV%5c*ewqu2WCg>j_*v
zJa}!vjni?rxepf~c<a-<Ph7Zk>7-SwR{d)4z5n>T7d~He`<3gBsdJ87>*dxrFI;lp
zoja}hW-vT?#%g-%!`ijK^C~kI-gM)G-ZLMUU+o`#nfv1UGupq+!SnA<{%E^D|9#E#
zt0sl`@$BC`ed6q^p4#5A`R48In2Ub3@4nvp;+d7r?_2qaW3LO+xsx_Y7nVNpZtU0h
zFa7xKRR?Xo{GeHRe}4b_j`+<9Z@A~2e3tpb1qW>F+%Py$MRW34z~77aRQ^WY?3`YH
zxp!dZ=3V!mv2;_Tw%sR_gYE403s*k%z|5mAKlSjx{IJQn>Z@<hUVQ#b?DV}qKKQ`$
z>&lXID)hAHXYX?DHok{%5$`{9=5xyL4|>~JwC`UU<6#<4^RhVwauey^%5zXn&#zea
zx9bvrKJ16@I_JLe_{E1kw=lfuvF8>a{{3-@eO}!3+uC=+ez_y(uDSB-$@i~+>)Si~
z>&{(p``yp4RF2qwSvt7Il0)wQxqr!TjyP6w-WECir0D$Ai!<*3ZrzDnewusxf?ZBp
zv~}(5TUJwZo?P_MJ%?SqyRl36>sk3tPkiXCXEv(#OShWnSz*5{tR7UIRvu0cT{ZjA
zIqSdsy1(^|=Wn{xd+v>oAJi>>`|UN?toY`H$AXV;amHgG-Er}K4^BV+_#M-SeLZW=
z5!+8a;PXqCZua^`tJYogp>p*N2hBU{n#@^Wr}~fla7tyt;^t-C5yzKyKDoZ@9f!=*
z7w-6neU4U+*vTwCI9~0)TQYgUv8SH!{R3Du-=5U_>%#min`lQrcSCme78fr%<BU%Z
z`*6)2>Go4szVty5%!9E&_T<Myznbxv+Eq_Iyz1OzPwvdT{KThrH0Ivxe<EzWo_-qr
zk{>+$Ra4o`@xW=b-%qqw&+UFz-Tt(DKbdmnS4%fpfAd7GRyupH%l;{}Cr=EYGGWnm
z-O}H`%?HR9TzSF?cXi&fGD`|CFuyo>>6eK+54r5OzwI7@|Bg-GX`kT|E}7Xp_Ku%C
zaNgO!f5~><c5l@ey!dwOhQB}f^aqR2yLA56_aC_ZUFvT8?fc2qFFrMEf#>hHd^`OO
zw<cV1#uhK>U+&8|#yfDsHs55A!V{6Br*ZQ1=O2FUi@_mB+HB9>c;n*5w{P~-pG^2N
zdvU$zy0VkaW=^?e-!soYf7+Q-554v2Tf??vuY7;z(sjq}@>%1mGo~JQ@b8X1ZR<?(
z&4(^E&pz?7Lq9!CTe@oP{_pR8gm}>A+eZ%E?)iszy(V$qALbjEto(OI!_OuyJ#6Ra
zPuU_ob;AzYe^P1Hto`@@+5A7g!m*!x`su4*emiyRHEXuFzk9}_kC&fub|xmD{@mV6
zK!SVBBejbTy}`Ts=Lhb;+a!JK4^KVdih~PR95&(8EiV6l_akP!f6`I<(c!Ol|J&Q=
z_?FE7{bGHepD&*A&h^5UM=zWFz{VB##bH=+@BL6edW6^Cb@~+H!Yi-ze7tVgX`k)k
z>>v8G@X@Coal?U&AM$oSmAAe5nFIFU<#=xKVYxeM+x(K=@~Rs?D%LBl(|YfnJvsl2
z(^mcdae48<%TC*;`}w_RBp<)w-uJe;F?<D)&$pJAbyrh2d#6*oYv(>&*@s9!YyO0(
z%zX9tsYRh1pFBAhi=A-61sD86*<+gz-kSfnqg~le-k9^}qt;JV&+@){{c_tBr9S1^
z>)w9zvbm+&R)_4f*&i+Lrx*VC4n&Y1Sz5OGA#>$T3*K3R6?OBX$&=TtI`QoNuf2WY
z;JVkZpZv<_qw_Dh<eBIH@a-X2ZFccrznS&Q`qy@Nb@`{)uDgDhFL!_DG1tARO|Cxt
zi?83Lw%REDmrZzVZg1{6YbLM3NR?+yJaR#OpYy#hdfr=7Jaw}j??3F7+1qTp#S2HA
zUO8pO3Te+h_q_R%g>M{tM0@%(vnKRsoPXM*Z-pN|)HQS2lJ~FOePwR5Th~2%+tQ2P
zIeX)3pD}IndrLNd^aSDJ>3@XoDjvPR_q*M93-0mdGZ&|i{j>l0DNFtuIXOs8JMn&Y
z?yq+}`L^5ad(N7*+pJla6n_1F_qbzjo%_%Sw?#jG<&)p%@9n)@IK=wf#Az>m|BKRS
z&g#onUV8W8TTj&X{854JNCy4D3u@Q1lW&_csj-fmA+FDEdF>b6X|H}b?~N5Vo$k3y
z{?+UI@4M)CNBf1`Xs2hNjqjXl9A7%9FHgGiklx-efBX5>ciy*_DZlkK8na*PD%Mj6
zh)W-unf+pib)$7#tlNE^b46vv<||?=TI-G$*VEzjH}%t{2e}Qlz>4YAOUz{ZIj~rF
zdicUe)oJBNCtuTPeLwHD(}VL4KHWR-^c8ok2t4Srf49x~^jUZOa`lw6&0WrY_~QBV
zPlWBT-HsRk?(Vx6#@_fMwJ>(vvmad*t9|swDKlSLIOogVmS6hkJ1*T}w>uY|H~aK&
z-d*wQ<JWDruC(rubvv!I*8OH3UHHkzThkYv*P8JCl$dnGuG-YAw!P(+FAn+shbjH3
z&MCLdyj(o~r_WsS(bT^X&A37QJxU!dJ+Z@O4@z52+<)E)f0=h-?wqvr*q-0){+rhW
z_x*Owvr8|1XZO<E!d?#?ML&JvV1D_wL|`|Topk!?AIpKOueoNsR4VnS#h*LxKIhO&
z+Jm>G?>;#1h|uigcUaH9x0bv9^V57^Jo1a~Eg#+X%fnaSaO0zAo&Az~-kslV`}oU&
z@6P#Z|29oudfxU|Zu`#6@QlDC`yYSYJN-R8Q~lB*yRoOA`S#a4zIM~LYqx!O^Qrs3
z@R@qpopaYOU*VJ-OV0o5lCOR{E$Vw==XZi@c3*fm^WJV}ZL}<)Jb$AvTmA0-3&wWF
zpC9`5j>>))#xC(a_WIISAM+O<I(@SphA+Es{Kw-fK94`Q_Z|Bl8aV3YvtMNAKiE3>
z4`=;quLFKrTBS|={!eQvNBw5e<>yV=^rpX0TwFJvm*-x3=}tfW$q857Skt%othV#H
zXKuaE1DCzE_`#z0hfRy$+<TgJ-}H}umA&TqOD?@s{mpQpf5p6c$!ztT6RFd_-r~nt
zz}15@2PX{X-Fex0-}}Fqm_3_6tNp@Lr8gEkmqRE1?!ZL{zwy~IQ+6+WaP1G%cN2X-
zy=k*6emVW(H7~!;I`^*qbnDIO4Gt^pvB^YuP2VNF|EVYZ`JuUooMt=kqQ|9J<MZL!
z`Qa@`NN3z|>LYu`8eg98zi!?+r!Lz2;Gh3;5n!h0|9bs{$1YiMwY0;>yDjlvvDu}c
zeYRa@zR1n++_`j%7vOFlG;3>f?Wzyh`4_$I{_=^;<%jM%cgJ&&pX{9Z-9dM+ICk=u
zTYY%mnwON^vBRl1Z^;Fw?rR>i`nbuDGY7r(>|qy75%zfM<r&Lw-s~6I+s|L~a_OPB
z4qYu>@!0GyH(!44wzr(I=e}Hf^2}vVPJU^l0JcuS-mp$_B>qC({MPg-545>O7oC1Z
zXp^;i=E}pTEcs-g<+~SNS7t5=?vfSG-*joTuzKcZQ>R_{_T!J89@=i_Jt7PK9Q$C_
zn?L`3cbo5zw9a|$kyYRSV*Zzd{kSWq?RVgxq-=Of|MHh-o^<ykKsNqt$LU*FubR8|
zhwHc6=Q~!}e$(?#KIMq^`FDMG;4L5YTxU1Vo#B1++hhKG-S;mo+sXR%$xkLedt<5d
zu9b_oS-$%t=U#o_Q!nqgaP9f$ZGU<En=|L7H+%H33+}sN{WHvl$uLfuP@Me=WX+p%
z*Zyqsgl`v2xXa-^`Qequm($nnEADdVeCKh8F1z`~`}S!2FFgDq>CPF_Jx|PeLzy|8
zli&KaW8&A`eE0hYO^uwgX62HLq{X-EusXJx|6AjTOf0s;Kc4+#@oFiw{Q48~n|^u!
z{ZoR@<nI#NPY#&<hn+{ahZ_st*zwibi(hNK`ZPdA&wSw72Xlw44^KF8>3a8l$L0TI
z9h6`Emi0I5ij$w8v+dK@Ejr|!TMo=MZUK|6<Cqf<{ch*>o>QZb?EK;Eg=<fkvgC5t
zQPRCH?mqm*@=umJM*k)nc6|^g(bQe6FV?*7oNS*z;gV|}W%e?+oPWqkyZ*u5cwj2M
z$H(_%&VTWM`TnCCi|@K%{Yfh}J^97mJvR;S8h-lbk?CZTyX&^w?p%1({V(6~(8CXZ
z{^{5E-n+&9?>bLiHL3pkc7J~brrI7i-LQk}Ztayj*VmuE_P8^Gk*99R%y?n{>6>=m
zP+jiLZd!SOCz73V!bkV*c;M}KZ}rKcJO1Iem7jj}#he|k`1bO%zPe_=!6DZydw=oQ
ztGAeVi*1j6&-rAV)Em}q$v3A?J#f*Pn@@gx&2!hk{djQd>t8bG<zL$<?_k^!|8nr!
zWxxOMfAMsUfst*^Hr9j_8#5EzwvCCMOl;e>?POxxwr!*1Ol-ZLd%yeoXaDFv=j^qs
zYOPguwjI=*S^@U}^)%c_d6*Ftjg4(Q>?*1>S9q*u&p}el4Ru7v>Y2rwvwKp2QF>$s
zr&E~=uq-vfKu3QIDVdu3^YKejvF`+pjzQ9jLd&^(UHOCFTSLj84g({%h0)i#5>-JS
zyRW&Nih-^g3h?3enHizmESh%YidMt}k;H>&^`aGar^17biwj-2@CWIor$RuuBNVIk
zU3#l&DVUjCY-D{&_-aJ+W=rqQTrhh$&m{A|L`n`+TpV&O&6uV-dwna4M)+_NJw5@%
z#;wYt1O~|-Zvaq_w9b!kgmEf6zI?js(!%9Bt>NekDNdI^SF(bFeU%atVX%^;HII{6
z5#$Ccm?{N~HLAK{9gDpXPK@T6&T6>4m}O_5#EsKAvu*o&1A~LOyLHM#&g<megsqJV
z)`N+f)PSvyX0<c<Jv%|~0H4AfnFekX(O>@~7#R$}q+;xt8mh0?4v#mnu#HlUYCqkz
zfkRqOd5e{zIz2XjRLn$;L^Tfn0N>=95{sO3&dy3nMHQQ)3sPwWS_X*bsz9ybc4QIc
z#D`sia=exmu9!9q9PipbxG6JrGd{#&rRf%WMi|q)J6Mu&vzE5rPgKSw#Wew50A2}v
zs$H|zUy-wQeJK*S7h{u>&(xwS@_){xERT&X>bhxHaQkj2u|A6h$j$5W<JHJgKt7Wt
zmzIu}R8@(Jh(N-90a)iG3xvU>DCbGZpEw49)499n2<10c8NpWpB7t{&6RA#zDDjaJ
zw=wh#+0Xa&28yqBGeO`#nC1SU*J}(EVBTa%&1MmTTC1OKM&?7Vn<J_2iw_CsqUQ~L
z;<@G{Nujs?0+py3>!X8>x-VpJPeM61-YTdRR>%0<9Xe?dG$cw5cV3|I=T3y*BtPR)
z`MYL0N&#id>0HN9-Jmfia=rtHcxzNWmscw?@$@{kp({6Wx8eV9VSb0dSU>Ezm)?Fv
z16QvQw?=&p?$T<!5Z2xD{Z2*mX{@I6t|77AlBLH_5tO=u_2j7&T2fk3u?HuEURGA7
zzs}|Q<W07=nxJkpSh&E8^<#?u$qBciu1ln>F}0kQLtZOjHNh&a?ExFSer4`L*usF4
zAsYD;{^h?Q!p~&XV_x*my2%QEP77{d4n&x^HCx<r`<Ru1JwQc8%i0LQ1hfBu44z!5
zMVt^HA2=`ov9PdU?^Fcl$B!Jnf1an}T!|y*p|IZ|=KX~Alf5(URNWWe0^{o<r<ysH
z!FV|IUL7cv-7*ey;R6}Cz0|Ru^N!7c4eax94cm+j!xa3$KN$y)99|82jDM0H0sI&L
z$9CWb6<^S9V_?VPan7A4ihV|E2S%E}{sSqvB*k|!GGZE<pmJv3pAJSvB_*llOjEob
z6uwIsmiQ4HS107ohyt0E{F;}*)4dLTDb@+P!a?hFq1<`DI3|g-S(&g<$fWz3oo`l$
z?ZZ$ij@amah@lqz^FW}9z>P;HV}Y43eOHu8dy4{!dx8dOd%Rp7AmQK!xbAN#M7dEZ
zpgX~B&cTXBPd`Zf^~=bJ-$6vwnuCghV!ga`6gDU5s|mg3KwiL+P{WNUl7$5oZTE2y
zm^(N0)4^vvBSR5>ccjH3{D{S@%>h>Qj{~3CiDJHZ`u}Q&barqR)XQzZSstdb&R%{z
zs&~w5ScY)d;MiB6s$4o&_aPQ^ARw<^I>hsG<IvM1g$X~rPW0KW#G#+K(U96_6)3y}
zFMn?MYzbVs&d+S!f->^dqZEwgEy!++8QZ0Vo3)pcf!<n&$oyh{m5=?_5+3{c>WJj^
z{K;f*K@sr(xKR29L}pQovUHAfh~IaN<X6uFLfK>{Pi{NdYfybHCcU0I>Ve_Gy(>R$
zyVq8+Js%%-*ye0+<lx5=O;9uXU@J%-?mC3a_)twTqx~$+=)TSr{0PI4JHbe0*cdpg
z@|A~+bbqmBo^PmYFbD50ug_<SfX~CkloV)5NlBfN>FE@&TG~NZnOMJ^)nda?)iCUV
ztU$Z}v4<H5?48ms*oQI4QTm!&_>q8@PyJeizztRmxli7{7UK!u5cA(MDmYWTWqbrJ
zr|cbe>tQWdsyu%+7y_v!HC6;!gH1+5yV=la*ZVaT*Mn13+umB}0-^P#D_8Ce#y{rb
z(7ug65O6vWDp&bl{MoSE&PI)IiAhOb^}j~r&oF5;60_6N+>Aay-n&<vVH4&8v0O8}
zPQ*tBV^{AILX!_B)c#3l{PlmOPUCJ^q$ki{v7oKrX^~E=P1HWB$HDKSEcD?+kxyn=
zQI~V<V6xj!zIV93i{tU-;&%`P#jTcNeXjSq-X|y6-l~6_DUcF#?cCy-=AZP;JvQq3
z061{f?d@GD0SRiCUax<*V#}|>;$p(ZYTfQ)M83DHHJ)v3rF~w#9rY%GLAX|Sdz}7%
z5zY*5d?ge17vXbD^j@pjPzO;4F||GRf&^1Z(D#G}D=px@peW><T+O|kDR@EkqIU!D
zs(2w?tDBq6Sr;+8DXKs9CevBusI}V~<bW@^Jo5vG{%}~S(Pw!rpevf>nd*_NP@s(-
ziQu1r{2H(SZ$dPM1E#}yv?jrCuX=T@@FNL}a*PeJYLX)XUt?z2toaz^)z#hX-P{1<
zjg8*?m+i9Tg?j23+yvwIN%6R2HPgJxvN5)KO!j?aJA-6L2ZzN@ms{_TT2AV`dOaX+
z;+{G8{mc#1SnOFe=*Wl9obh`9{_V>4U*Ds<+1Jd+1S|IQgfRs2V0V4#j*u*JeH#Am
zWZp+|xoVS6yVG4e!yh4tO<8%-^D7KQ*84_f@Z@D&&2hbXF{)&ipOQ)tZKt={ahtOh
zA^}&?(F|3w?V^YdNv+r#LlUzY6v3~{gZxp>{|~A?-hVgGyLgvb+bsN@p=>Le7wEh5
zfKs5HOr+npX!iUXxzCRn=hFqi?~V?CSx86`B#40C)?M2bYXj}g(mxPRZQ22}4ywVl
zKBiGe!Oqywe9rbU#H!pPyLEQOl#FSbaNs$1L}IAxKK0;C%swWfe{Dvfyh{65rrWeK
zbjQ%&5p_=p?HxD^w43zxBNhrixIdY{jApgsgrAz6yi||vzMhmP|9Q?HO>N42f+7x$
zk6s)wvev@LZM@farOopdS{5sl=b&yK3LYza`!|;jXLB`H?9tW1ryR|?Dnhz55Z->q
z1HLDxynnS&FTr}VUzpggF#vbucUUI3@351z2n5`&GC5sdV!%SPd3t)AzNW-<Ulom6
z#-7|eE68a#f>#%>r9-#M<X1>`z;LFR0I5xvMf^KU)><|Eh?K~b9ufxXf8nTy_iv)~
zl78Yft@^=iM-HtZ(!swWjI|7g6$`!f`bgMNqgvhdjm?tWTuDvM-r3A-kga!z_TzSx
zXFx)}SWoCF@PuR6VM;^6!D_uKpqg_xSHD}GQLm@<5Y#Jm8WBsa@6G}C`6%`7KcedA
zHTYL=3^$vXHN<}U!Za38Z*?q38foDNkLP*S8`SCX=w0mbNFZjlBEQn!(sDOdHg@{F
zYwMa5$(lQ_V2+fXg3Eg`CGwEt(Mb4~@{JRzYj+d4_$keD7YV$nq8jkvH~Desc$1s|
zAJuANuz;EfA&OP{Dlzzt_Xb@WRW_EuPt+lN5O{bTW>fX)?9PwPQitUL2YXgL9Yw{D
zZd>+-rKZR8R}i%v#IxU-_fsbc$xt@<aSX@10$EU>yW0WKF|q6Zh#*Ci$d4r8k2Qao
zVBMT!wm=UjZ2$3ddc5`iLY2SG>;@AaPc&je?XvJwwXX#{@h@mRw+qCkzi>LAuQ_eD
zbreKINVRYps{T2B1;HB@AV(|H>h^x0c)mR%oPXZ2;B?`BYH~m#cqqq)CLc6j@rVI^
z=3~6P>^zm31jcQCDZ`#flgGce`1r(B=#t|Xpf<<{vx-?f$2LX3!^kgi>jb<(q=#1_
ztEK8`zVe3O9kWO)4vUbjt*u5>Di!SQxw*MA!_oL+HC@#k;gc!)dYAMy*^6Vf6CGgL
z!dQPROCa}V1!uI|Shq@j$@mT~ldmMS5@9!B2YkkUm5ei`O2umdh@8ip>h(USaVe^)
z+CP7KI*5oYLajTqj?;k-^o;$d1(eg`vRP}TBqZFv7D}ZU*J}lHy9jkBV*@5f|6=4^
z87dp-@O4)p=GpvL^q-3WE85kFgY>fIaegqRZsOptK>Rw7^t2vjTRdKF`-oKQcoAT;
zSql!oz2)mBrKobF!9b|mHUf4BBQQUK#dW#Z(NtDWtY?MoB@CvDWv0F!7yL-ZnDw@7
zn*`&(?t>ps4-l6gzQRg_v<yU_nt7MBNz6fru24hK_-F7~^gHWS+8!HA%{JTTO;+n$
zly-#+U2dJLpxr?ByROgw!EtF@<U$;2(c=sIkD}<uGy3=U;$@UnfjAGut|nRfpZEkc
zfqDY)W(Z;SHQ2!m930<L0lV|V)JR_T&o{9-T|z%mwza#c??R}SP96#{k5jet^pB}8
zxE!3!)>6@T87eLfmvp7K^9XV3shN-J3VX}xG^&(9Xlx!gl1LwH(rVXmIGoKl^bL!D
zMZO#z4QD?2<h<)Ibo09H4t&1;T7&(3b3K9md@4D9^5DB6bh(6{s`c^V^E}@sRmFFB
zY<K&1>2C8!!N=>U|J&!w;l9`#VA2Aq+iNd3;Nwb>L{#qXd>izlaY<%y{V&9=kPRn1
zqClSs=?Uu|<Y51$0sK<GcI*&ODM^y)tAZG9pY1m(YgwPz!b4R{NMsM_4Ns^@;@I)v
zkdFCX^%bR${l--wLUiJ*QPWI9WQC`HjDvYW7X{nMA^n(E)rc|lBCFMd^5S$|9U(F*
z9rmoz?f9i$gXHM&l~E%q-<E^I`_$|j_Tkp-y6eZ-zGrFTt?$wcoavFN>1M<(b>)TH
z1$+1vau`lqR<Ku%ze9N8HP^UZc3nqm+(Fp$T@CGnTYydKO8B}EJBjvCqvK!pbfW3%
zGTdx3t~-8u5WY}w7xk~oMw8~}!QMgzTsRVNGz7#xRYCP`RXB-6<Z<>BZ-f~+&{K2-
zX=r&_K4mJW0Q;-pVs6iQ8`TrqiTX*2rizO1FM=s<xjH{_4D%exDpB@+dn4wO)>Rd+
zPC+a&ge1A1<X8)A@*2xH;W8&ohkZV`6_7C;(k1t~f?z6?H0-6a3)c<yvcd-x!8Byh
zn!(R34yuD%F&ymKhPRRJ?Fl~OIgeBEn6mx>(d*#^88QuCVaCE5waygN5(DmG(`)!t
zP=YIX>hIvi$U}|%P_$an)|vd9BYA^n(DfirCQc(R0oBEqMf{ORqQlNr^;SoZ4c!Pm
z3X)DoV-s1<>~AZnfIK0y*C5>bmZoyK^_U*TPrVPJwC#S5H)iM;sEb|}eL!m-zlSv<
z#dg$MAB%KCJC5gsM-h4?7rdd_yGW(Xxa}Tz&UbgqSILJ{&dMyu3;9TpACYuF%1ZUg
z<@sl(LaU&aIP_4MGc4n{C#1>r$)eP&NLC;3I(C!L{vwH~XIt+JVIH=Ql3p$g*EO6S
z{Qv48c4Vy7A%U?$T=$_12=GY~i%3+w{^+q&u~rrLw`rqnB(i(eAJdfR?v)XgUZry9
zZz=A>9T-=x-q07B;~i3of^fur4~q;`eI|1%m$d3QoL_k_HQ`<iswf){H+W+9j-3Ph
zQ<kUhdHA}-CSvFwe+Chnl=qacmI?03Vts=BB)Bc+fa@l3xJ$=kzK;olx3`5266c15
z#xGJB*%<4&NAqsBV2@ydM*Nz4<{N6CCxMFCyCH4pD`61P2Z|ShckH0p`JgV71vlTl
z`M0p$JepakF@(}F#&FPtl=z3ku<K!!?1`tK+<ev?V=pUW#hR$>T!)4#XwmG3XMDIn
z(4)T$J|)`gTvoviJ%)R6Sq8}(Y`MTp?JBzz-mj-r!Ppl<VbwEwhA$WBsNe)N`a}0{
z8|`jfcX}a3UE+2d&$W&fU0_zRj<)}_5X+`Z^3JT_be8!LDJn9CacfubbX<z261BIi
zB&5-)KWvoyWIi3Q(Wak*T}M)=hiD8%gW?xYWeghJU}R<(a`c`T73k+)k$z&o#<-J_
zu{!qX=7ZMxB07NQy6&kP(?W=QE<WOyoc%BF*zwihp^CmU?Q6jp;CKJZ*lI9G0EdQY
z?k1x!QHGCj2_S$yJCA*&6gvyyxS%!i2F#vrF;EHGPz<|4Xt)&8h<hS8b(ln+og|o;
zV{JyCh1x?-{E8-eO(>*kFlv$D3U7?o;6gLUnVDh~3rU&se!x)$k;V0B)zw_W3s3MQ
z6|@M3fs!Y4H!X_F7wIB4`|3=xCwjBI-oX2`W07+@^Lvy&Yu)N^4zhxif$ZyXwq=_C
zkosR<L}Z5QI`9<(ZYd%t^Zs6G#NmF9hDr3KIf;;RjUks~ozwF0q~%A|s-`zoc@dDg
zmKS^0TzA1z#<iR(L{~b`))4cBZo<^xiIqvTpvXkj_z&Zi>+r1FN9?j4p$M4#RDdT%
zoI4d_Jjnun372_^nx|-PHlW;$Ry2zWI)H2yO{K@LiLZt|8QG(#qD3VdWzqYW6Zo@P
zqhe`*z1pH&<NdQquB4zM3yqkFRF9z>&WTymW(RA?&>)_;yf}`S2TmF;IF3q$OC!sP
zGIiR)1oNZ%o~*~ZS%+UkgTH|_cSRbWaV(B`O#cRzv=*vpz9i4Z4`eSylH#rOlGtN2
zvK0wxlT&i6S=K=Eh0}GN*e<>!<ap=@_AF&_t7&Fu?68lL=;R}dkQf@kCL4x=qEN<9
z1!1kJ<v_sHw%X#k{+yYxlTej%HU@7#sBHfnHdfJp_++K$`KRt61h-$8fBCTJ`qA96
zx^fWy>e4VGQvc)5#M19R@{-|5L4I}&Yi8Eg@O=uu?;H983c@W_5UAbm3^syQ6s#rz
z5~giScK<}Oi&8h1Rr*xkca$NR3sWTYk^AI2-COb_b!XSF=u;=@W((iqA|qS!e@~fs
zbB1G-u`Lsf9v>#LqhcF>YiNHgsa4$9_{#$tHmugsM4i8IUDN-6^uZ?I&z%RVIRxP0
z%9zL@$VbT4DAP86Iau2cvi*dmk#j=*n6PYrUh4pD-H<e&ck0>b2&O@R%=(ntA{7ED
z9*66>HC>jfB5~R&08i$e$B!Z9NSx~oMm%}FP@=q%nR9McZSDa94U2Hh%`9FK7_k9n
z*e@h~fz%Qln20iQ?BI^^d|#Il##xL=9!$11<kx|hnH#k_5KN*vz^k9b`nO*CODw>{
z{QR5(l1zRaaN}xXVpfmxH4|l7ipDnUBCe&pH|~_jQZSiJ6I42ad94nu%pT>tvEb7L
zUIr+7<*{chyYf}HxzdweBh^^`Ksi#{TBg;+I-b6Y&N4n5i#8F>xf_NH8N;^To5FYo
zyI2Ur)+Xa07^6prXGJAxIGIGI7?yU7tBaq4(H7ni-lvyhknz-AdH=(58q)kanTmtR
z57p#MwF)X8fL#Yvdu@Fgh?-fw`WeQVkOEG`Y$)2J^if!v=h&>L>4~&*M#>IRUni7@
z3L?k(K;cj#ZqM$RlKZ?wq1K<ZT2zXMzdyBHEW*Y|0g6t{FO_o$Hk#HRhPm?_ajKd7
zYJPH|8}c~rGWxiTHuGp9xYCqRL%Oh#qg}Dz#C|@6pFc8Nm9NUb5L7Pkpy@oaJMk7y
z@@NFeKk|#s<=*pv{IP4eMH)jlt*X0<h-R3a3nVqob%3d@7ycdwy05_rt|CR4i@nWj
z=sT=HFt;oC=N<thRpy^?an1@}<PT(b9Zr%E6AI_ICV_ak4#(RvBOH&qcTww1@R>vA
zyhIPBQkO7Q>Bm}ANlAr2*Wt-(HdS$BGRr!<a=ln{X+a&~T|x<w5kH;Z^nNts?g0Xn
zS^Pgf=ivzLNUa6-L)8GS-j2~zJ<hzntwto-b*o57_2@r>3`OXfRvb5vrY79Z0+b)E
zU{GZzy&%D!E~x~sx=4^}1Jy9Ps$J6@bg$uBU=mfhO91F_cqQfPr@_PILL^!c*0Fbt
z(qMoLjK5{8J-^ki5Oe>!6g>ITnZez_Y<BIJp%?3?<KWa;L$UGqUi<3HMyHdynAYdh
zz5lo$O}gJY2dA60pw8fWu)dqIz}6D^v^jHtruWMJ;Vz;98`;-&XAfe4dZ8fB(j#{*
zg={jHX-x6$QhMumU9xC(t#xIBgJQ;A$;_!eBVI9!P8APBS^Rox*Li?cKy#!zL5KR_
z;Ae1Br4dh)qWHnD_qX4^OfPeTA36o9r$5(xb_FHOBxcIG?*hWU#6`Y8N>8lRE{%i~
z7vaBNQV7X*eMWG}x$o4c$hKY9BZ<CmCsL5T-R@HifBCqcP2BJ7=QS_hBWqTwO;{&#
zwznWNwomSPke-6mNMNe39K~Ku&74(|n>zj@EqjKMjhB(k7`7K3Z5c3wz;7qS`_0Ut
zTB;cIX4Z|(c?q&vb^+HqOEJb@lh61`X6<qg*BZO(wn{d(18On`G)<4STPK6yQVz<s
zBd|^X86Tfk+v!Ba1dz>9b$&cY*lqp(Tn5>HSVhrQ<hpypQLOF$r>uUu<Ei)-ir`^J
z-=3~T>qorTB+d9#gxvJM&U}qB)B#p){ffEB>u5{-#n^h?@gf%o)R<M%JrwGS6;yCd
z@H?a3GV4K_9BZ`(cw2w!V%tTk(M#ZXGPF&rrTP^%T;g<R((YyAG}mCkLWCB}asLEk
z^PzXHZ0*jQ5XC*4RcS4pIW_7ZfaJsvoY>nR<j!kCT#xP@*+}u3z_um2FJ2DMH#>n0
z<3c`No^DUemeu8j6q;!6{)ClTgmEG7H)tdJNHQ^e9J?j`U;AF-*wOpnw_1@{X=gQZ
z%JM`h{FVy%O`!{zVJfkP$(_9t=MV)l;#&?3)letMPBgg4Oi{=n&WJW6!}RR%M8E0d
zq-kIp<BW@B&XL?j2N`%Mm}U;V9reumfM-7Xrs6t%G;T!4ksNaM@jE;n#*}h6&fnFB
z(dSm_cndw&FK6FZyGbw=eI`E5OF0-EYBj0R5Oly(aZ(S~HA!_wxPRbrJtjU&-2TyC
z(g(PhnH0TUR-6<Q+Rglc9<+le5PaYe;e&(vhc+MzLy5)^TyVVK&DV=YVln)h$rbn(
z0#E3DP8@<~zp<kq5QEEVpawB}Rnz9Wur*_nErf{exv@i2Gdjdss8eK9_s;0^`;B;5
zf-e{z+x|S3hTidb#*lSaFBmtU_F^V<yU-(rEnYF+JU%{wKai=8af{vcxL54!urPz^
zN^YE{fm(r8|3;l+$^!96QJ2UIy<^FpT;JZ8?;WuB`?$OZE5w?;Gi|lvn+Ob{>*hN<
zeqxV=3!kC=h+GxZ*e02A9XSu%(oLGu=MKf0SJJFw&+LjcQapu%yLg3tIU4dv>XO<r
ze)f3tNQV<`Y`I+5fnv~C5fZUJSE*1$Np`Rfg(AfanX)szlhFLx&!hU$m&yNW0Y!Yi
z!QVigC{RB~U$&HYugt&frbRY`Bfw>gOndX6_<Fr!1F5W*Xv+h0;T5}PmpGSfrYQ{m
zv%$2m8hh2s4rW$WeVF#n!f={6ri6(vt)lGd*BO2?BM55f!^(i)UsC-xSE4Ou=u9<x
zYuEei{`gkX&Ic{CJ%85MXT{;iN-TkLm@^$`8S#(O7-Ckm?KBKZ+>+9SYda51Rvaf@
z9+ckLa!~f83!|4^nEwnZQ$VR25N$_ubC%t!8yGY}bEI_dJ|pDZ@;=`mZZhfDF_2;q
zQW7%x+g-;mWwLWxUi|<#JS1rIe7^CxS*p&7ZRT~^3vRR^1ypFV*?C$28ECXvYEw(e
zV6wY7Wl2~9RN1`)zme8DDq@(j{T}6JZ%+#Ndgfq%_LeDOu^b*{x75ySGWlIXbDX>N
z%zk^qh&L=Ehl<s}OLl7Dp2LFduu7AOf{o5)@1^4&)nT=o+<qk`bHfSMVL-QgH!5?Z
z!yOF+vqM2ehqJchw<XCt8+Y>2hl;v-S4D+1&~I^_pP!4arY=uaQ`UJFbuwDSO#-0X
zpdDg%#ii7D5tCL~U`;#C=Qo8-a52!ibUr04)#iNN?%`c{K2N!$@!z=LJCYf5dd(Pa
z=#b#BcGb>``f!hCqYK%eOl$GBf@nQEt{!*$mU5lRqBz_ZW@(7JWRu$BE%avq!R<K#
zjuov-AUa#K)?kpvB-_n+`MqX(jOp9!f&K$k^6{_M#<RL4zb`FgH=G9COzb*Sn-p}u
z5S2T-iEBvYD9WvOsvzXWG>ld%?g)^>@0rQt{qL%)H=dF9Q!bWA-0OKrM+OM@nqp@e
zYJV;V9xGOh=x%R_-T|3y)xbsvtwmGWcN)kv$8m01ilE|QEwqnVDuLxui%c=P1#D_^
zGwQmO4K=GlvST5ZiuRShUNm|Fl&@e-GH$&D4kv}YRfWqyBDYJPzZ-g)Y{<Kro4Eq9
z)+p6gnUcVLKFq518+ei(89<^ELwrS|IJOnkZ>PozjrEXptY>SpH{&>0rr9|hltm+^
z>0IcXYI*R0yB6^b3Ns`k5hf+wmc={^2f`6V0AFwf_M14wIT6?{av44xPI$VLx!28U
z<h_fBcj1To#(ei_?^1za@USC6(Jt7bAyBnDCk3A@d0J~6_o!5FKiz(Y#H|9Fo2P_`
zA)1h2d6CHa(3y_Kh}P`KzeT)i*FoEPH%p})=D|66&YS0dSTb3LFyAr|z!it64<W88
z<lHX?4Nf(E&l-WLe~0Ny+vR6ZFk<ZQ4V|`4#&?9_itsWWv@N&oaeh}ZtJHA%v+|?d
zNhPDAA@NS7G^}**l~Iu?HZDCZ@%MsC>8P2y+2~2-8gPK+bqd%{ouC;K;B2vk3wdUa
zjMTDQBJ-va=e+7IzqSdlUQtYNo)Wm~!d8u2B^9$qV)$hxtwPC?cEh%Z=G%#46(XZG
zS;YIK!Dgi+J@v7?vVxnio!zw+uzmh{o-D_c1S$P;ypz6XNSJwMo$HT(A*aPe_>4po
znPUv#zQc-R38HY}S@N59(V$ahaNhk<B%k!gE;|-@VKpdy3K>WGPKZiOXX?f4e&Bg(
z$gq(|jt|B9>sU*6t&Q|CD%W-4)?K}!E`H91mz`jBs@Sm6>mR?u52R>~@jeZT#9(}<
zdaKe1JoaYWH7~wg9dMH77zqM|tbr!kx?BR)8a~-b*!R~u^amSSU4{9u=ZA1EhU<B1
za;H{BSw1){*6C~_um|V{;K|`v5mSvVyx);T;J!Id(79>h-qKg36`e4}(VCZ!4>z<`
zNE^x^+*mopT4Phl9ct|gUW37YIqj?AvR4-UU>RU7XMmN70WCjq8oeulWylq!!@8KK
z@?SnMc-LK8;mD!{LoeBrjNrrLXRpxzB8Ve9;)m*(E5w>vGuZ$F2EQC^q0qmW{*_D)
zP<Z&k%DvHQwDR76Ks-_s8|M`Z%?Fb{Gb5v#jttIMOUDg9S~?!2m4qjju@P-Y@a}0a
z{+jkFkkLUb`A~n6WWvflT-^@jN+{q$A&B>YBP(tzA)Q_nqe4LKkHW&T-wp6Tj0(wV
zsRZoI?7+o4YRQf9e~?ooz0God*TJbxvV@b$4ko8b;zm$V+=d=)cFW0k5?f1X$T^(q
zT`*H(cz-=feV@0SNMnO`Fhy<W@AF@EFy7C&>>6yS?(UldNPT;^f2F!$F%llqQdEpo
zT$Md2PbH_IQ6}cfR8&-Ce2Ehy;4mh<5S%ssbuShTJ^Muas)@nPBS)syHsPa@iT;9Q
zGCoaNqKUrq@rgkYiNUE6GcPY!pUEAP&ynI?Zyfzdi$cOee95*p`|j2d|B3lapq!3o
z{T1()bxj%F^2uN6j!m5iBucuvuUY|+#pGvTBG`0!Nj&TpXf@XxJS27w@|tfvgRC-x
zMtcfZc)!m-VW`D{<8YX%$e~l$#&eh`_FA{Ply=b9-xW`)jRa*nXBo-rEZ?P_5m<V&
zqAQB~yM8~O%)ljrAxoJa%T79po0`OpB<!m`fqNYH`in6X3ZrdmTIh>`g8=b9`$oqL
zHP2<d7tKKPqM4x$1URFgr7&v(!1tGLw+D2Wp}m5uLRWpBl2Z#_qcZ}eBuunbKPj_F
zWD`q2SV&htGxQn;Jt3qFJ)S6wh@4xARuWl?E&<bshruNi=P2l+n2r(QL2m#t7BTqk
zDh9X-qrd~I07n027~fYL<VzF;GMHgTZ%8{(6w(2!@{Zrw=Y~+OfGs7>i%V21R#H+Z
z8d%^*TvAfdz+lffG%CufX+N=RcyLevnUL`EMRIgn;V?*}sHhY;R{46DBP;rt!*ikA
z_S0pg0yd^G@lk<a`*$uUWp1#;aSUEzm80cRU+%-^uIaQP_dE@tbgrD*DY^SKSnUdx
z5chQY>4yffHkI<JD|d6(ikLEE>8$nKZkBn#*ee!=P98e9#)(p8;7(~~M?ICV+^&oC
zEhy!-in-v(<!i)^D{X*c_b!H;gc%wWPsH<d?#0K#zyKMA@x#i)37fND%zaK-W5O8g
zaSM_uqkw5hg*@JjAlFJ3Oe)014CSin*P}J8BgBKEyr~{7X=AW`jh*CzB>mBT<cO<`
z3t=3+2O2!75Um7f^6wNn4U-kX@=aP85&>&TmQ?Xx!W#Q_Q4Q+Bg4d$E$r{II48BCF
zNO#>l%VzULgq%PDy+V)(IS_wGgs`e3)YVTK30pKa1Ws^#*B@DThyHwq;1EuR2un0b
zDQM3&Y<R5iqST~;Ad>kC1fC8=XV7mIQzFnV${^Rjm6!CuPu0Bz+gB?tNf}!`E)8VI
zAm4W-eZB5&=>}_E$CyYjBq3kM@ni#AyUkIc*?My(ZMRChz3o~yi!+bIV5i3qi`$hx
z7y&mJ=z_I;gra;)2dL%0xm<4H`)Bib2omX|u+|~q6ZD~XV9;3>N_BAT=WA`wD(+$?
zffJ}Ys)8i%>){-Yk*N-Q_{>*^93`c^3{3fSHm@B!#9C0?hk+g2y0)>Az8?TMRX7+?
zRD?_y(70W?7ldf~lL;#qjifAM+JR)|Mk*yp4!2&T*eVUMXqjZebt;GUWkI$q%b)Yr
zA9Ar$E+;7kq)^t-8}eABX_)D@G2rJ(#OC7MH4hKr@y7k~mEc}28ZS2nCEsnMqGZ;W
z5<8&4iVxltwfW{Ktu=ky%<C`dzgUaO2?zIOsS<Yx+b#%3!tuRL(7J_o(oXoPreYv%
zi(ZCJdYvRo#%hs46C^uci}Z%QAR$jXu1|K(CDe2SL201|fep#>n}N87gPrl-idNHt
z_pynS!8JJ<8lLh+b&Y>7vfwVVWmN?`8g2R>MBtNxZ@$QQpSSNYENH*=RxASgPVcBq
z0jX9{RCc~>SrXIlVFmnpc4`6`H>f}=1GIfG_b6M^albKsMrhh{8ooJ9)$!^tVLr%m
zO9IwE3~kG;$8R(ze?@x4_}Q{oaO>E-Ka<hWAdHTVj*N}@SLpmQHYVZWi7Ln7ee!IF
zR%a2HkqK(3t?s$bD=LBlc1PcPtE*!_IPpCkxEeW0w4m*hlpB9N99Y?uXi&^l5^6#(
zuBs|k_tx$xY0Ii6We)4-KpDgDQ^a?s&7N6zIe*&fvLSU+Y&1j%L}fs9Jn{YHT1)E}
zP^I?>my~|jrfP3%Hd1f4|7u+uy}Guap_a0FFG@EfVW<*V-R2pjZK}RCP2sO|NB+*+
zx7%o#3^k+!6o%Td&$@I@0q?#JFVpIT?S-;o5m6jJm{=^}*T)ZpdBh=WP0e6$PV2xW
zPp*d@Z(}ZTUvHnX8B*4rkAJRt8+_1HVg2HG868hqAPC-kgHV>{esx6drHuu34hC%#
zZ^`5NT7^o12hTKXCo8WCg~pc2QX|&DpnVfywr5e)sxowTE6xs=ycYcG{E?7jdp}M9
zHT>Xz-$EiXAmw;3Vrji%j2`%#V`>%;^dx_@g>>3?@xa5BvxN^!KE=~sqR+j8qea^0
zTmkTea!?oE)Nk8|i0AeZBuKi)q(f$mS2Z^x88w-Nxjy;Lj1_MvV3$Y@p|6qOs05>H
z;)!8Y%=mt9M|fbwJn}r^utz{Ja-9<Va&FAw3whKv4X~9D300vv7F5S6aKqS{uwSzc
zKWUrMCnB0HsMpOa`^Ea#FJmHF-t7DzP=78Y?d)PD>ZDU$FzXC#Z$`=X7no!R&5E;v
zmE@wHOfv1DWcl9jCa=zzrU%jnN{h3?QAM+S4P$tg24TrEeU)T6AQcZQ>ZkmB)oJA@
zC@B80IwEbnIl0q}BeV?}Km7QVpF4~25~g7B7b*n|e13!8`ZD|&=H`_lgk6rezEsbC
z`4MN-0I6l{w&y+lrY_8p`?3ECdrwCY%a-|LAlN2o3CUiN)(!bRwgt^d{c!+7FeXN)
zN>k)w&tlvI9PO78hdR)n7SJYhCfD9!KkZ!YN24QdOV;)5Tp;r<n`<Pqs2r}3F~ZX&
zytv(DbJuqpqGP-aBqlw-n~Rn;?8FN{jLqZ}Po-H5gO^w)!8qNU5N@W3`E6Dt(mT-h
z@;zojT@_Oz`fye@%S-cpk=(`ciMZk{1Adre8lA36Z8tn(J%y9dsn3WhV;+B8Zp(7r
zvK-rR`xE|(t@)En-+kr|>*~7)XAoYyW|DR#UIthoiKvP;fSst@BhW2#SASmH4Mle+
z9DB_u{iIlTJRtT-D@mb|UtGoEjW`fY;HUd|+v@eA)gFh-?r{N$=!4i`i!ab@@pFfo
z`X&Alf%O87>O<UOa_x~o^-Es%F8w39iUH6}ZMf$V2U>{#+}Tcp=lz6o<=#<Jx(kVz
zgVgBlqs<P*(Ei*pApngZXi?pXq5APhQp;nLrR6Xk#=2z}ip_J=X<2Blx*bSGJZ~pk
z0LhxR02bA~jR>**%=+n}Rg;{6+i5;RRUNk<)*aWP8_w%i#1><!|7ihG2Rp|0Kd4OV
zK-u1RPT5LRGtj^4<v<-Pt(?#!G3%bidM!(>nj^N<31}|7_t8BJRL#OMfdY=OtF!zG
zz(>*)y-*&YyK@|?_N3D=OwpUp3(ylQ@`V?2Qhh-0&x8Syy=t?<aRaAoK^7d-DJf~<
z+tJ01gaXAFNqLqS;OkENbqNt*I@>&<9kUgpW_WSO5!;<?c4j>M^-3UOGAKm)y@w><
z<4IX1EJ8zRNJIx{?fe1@^cEF6Q(;S`m}K?Zb8y5Awag@JDXCxa*k9yF4r7%u9vqZX
zGeq`iaRTwz!E=g_oHgmgWP<$;JqFAe(VAMK$)m-Up{VMeu)GBG=+A5V(Xll8xn1Qu
z^uDw-CyZVgpwVe~awN9vVPA_(Aj?JtYo8IR;ffm7Xsq)7B5jliGoeLcuvcHQ%CP(E
zyZa?i`9cC0uOM+fn*{UvjFhs<X}Qa_5L>gaj{5t+&^KaYQ2X|Deicugs+$3a`(ZIq
z0B}wUD<?FvLAt?g9>Z$Asj_=g1|n&A-_H-aFX8Ik`bRd7cpI)|lWvnknPTX^{1|=-
zSu0q5E`#ASyC$To{-qHAQ3(tzZ!%SWP1@T{#`TRfR6)<kVrXL`foR<PAdBUh6tSOM
zG{-ID!j~)wa3}~GSAdMsIH)UZM6ME@^q={%ct8BM<@Rzgd}p2Cf7E&yDAktSR<dH|
zHrWqp1|WU9e-hkpSMlpbMupSIy;1k56tJ?X*(7r-h<8o)$8{JOnwCdTqS3$4%Co<1
zXNqAU1oY|VUZ{<rt2NV+s6Zf&qgF-n!pO9rG2uZB4^a<Y2tYl^Dm(E7b}F@&Ha;`T
z11e2XMN2AaY>4XJM)nI4*tvzrorpB`nTWr2d!ewRF%U5aMF^R~VNRlB$#)!^^DEcm
z^~?5%(jyCMX$htrM3<KOzDh@iVyzOQ@Bd@8(4>O8sb%sxK2Nq6yxq;qp&*73laQdn
z2~Y$9>!5a|=kb6Kf9H!eVwN9+GD?zGi<q@v#TZDC{YZ>{%cj|ykQx#H;6N|sJ{Yl*
zw{O>Qcjw%v5HI&2C8K4<P^A4v1FpU1B(Q9)J=<u33Dg2XZ!)7piAtw?hWB0Yj(Y7!
zoZ0eT2VsBPgHK*bQ7i^0=wZuy%d{R*{n2Zy?JuFY{up>8amP!Js|QTPPT%qlS-X1|
zX(LNWo=t)LMsU}3fs<dGO&iVA<6?d?rNdx&;Uf{Yjjnc(w46qRWy4^R=n}!vu<mrq
z&5DkqX>RnCT(@fcwm1^2jSqHn1l2<5OGT8MZD*xG@<Y2X9lq7g6gkJs9*cSgu6%XL
z+*H`}*geNhMGWL6qo+)zb_#o~S4e}y<n*-6hx+Apx>K(lc19M{U%4&@K?IK7OdmAV
z%A)3Cvc&{)h(!Ua>DACY--~r~?G?Txc0a};)0Vn=g9wZurVosO_LoTTFbI7YEce}5
zUJ?nEQ`ZA{-OJtrNSj7~m2)nIK?Cr`7RuSI*}rVSLcS$nuVO+*`X_}oo9LOFJ;1~7
z!W^)S-8G$M8=a00BwLFCstx=+VE+=;UOjmVOLuR<zyKJekOY!6$AMu=@<JlQ*4R2G
zWQOmd$#!Rn;qVWP;E2?=buB5HtLuvn&GVxYTx_vTl|53Pq31Q{MBtogw40HUHOhs|
ztbpDJ-U?sz8xN%-e|q*1Xu0e-&cwo>=Dyc5>dsh_zwj#(H+ML&<J@Z^2#0IGZiK6C
zp_8OD2=>{oD8tr|TT6Y7_V2bE-4_K_M{lFpL2^vLo*A?<`8b;U!$jCs@fs5oNlbgm
zdp5i6ob!%#{iM8k#B1mD*ea(p@3p10Y#sb8r@J1|gmRnR`q1R&lig{#)t$TzG3*vK
z9A~ZNw`<FxKD&WN+XT-<izcZdw5>Rbm;ATi@%VQww&S9s9U)_GCQ(c?@kgCVY^WOS
zHOP<H8Y1(U;AUx5hHtsCD7$;|1EF+%Ln5*FkgnH11}y0Ke-4mGEAap0M(FV|)hwqU
zl?BJkHTdxp?Nkkf67Js;eOrvUxnZ>2Xh8vzIa=T#tb&3%Hcg$fE~%KJ7#c3CrEkT#
zCCe=VW4L%(MVX+J49$^jCUvb&_qHyfal_X0d)#o#@0|36R(|?}=yl^3-gykr)<QPq
z#DJ3`2($X4rI@)n#u2qbUWv-8Qom3(S!Ci9h4$YU%2$rNvMQCE8CaK#ynjmUE59V|
zNiPYs#|{&~USwxD{~VL4h6@R?f4j*H7YTqYM3jLm&J3$Hq#4pqNzM2v@v0$8!UYSi
z>A=l2mp7n_UVjp0II)6}_kr_5LjLH?$Qlx@@;23p$c~42uOxYYB(YT2pfPRkvTF9H
z^&m95a}Hrw*b<Gt?$Zjf$nO>|>Rx00bD6gCX5i8$=XprZWpa8BvN^Nxi*={#Ys-m2
z7Utk3-4e&Lc7;QA>(3)ChlHut7fA9mvX83|f$Mlkm!P1Z<2F<{#`9I39}kQY&7*}+
zfd>xr=Pwsc;}B{7uYsWTc@MCYlhwd%7-%ooqgq9-_)}aU2oeu^Uk|HF7ZYhV#o;_T
z_O>w>BbIHEN&@NXNm?I#4ZP4<-%3Ed0?zk5BD~9&0BP~Y>TiE+gFIB?+u>%dvSQ{F
z$F++MbVTh81JjTfS6YX2nm;r)HnzBwjEJBo_xI^3{?cROK`ZkZAC9J|dt5jLEsgLT
zOq#(PbSegqDJ^QX7UWwD+QH>{6NBr$AE`Vx#JsOB9@04sU)&%?BI)>dhrTZSR02_6
z*25oMn^<+IwY^q+WA;Jm%HhCeGM?<+fQ(?sxqs_$#Xi#w78zH`Z|K02N~s=Dt?=0L
z7fHRnC7F14Blb=myct)~e=cKDt98%P?5fDOkBM<BM~^oq*nI9>Tp+b^OuQ#P+VswL
zQ{<Uh)@>pYSIBo^CwT6rkH#!EE19AmXMuspbD|PEnV;f2ibkCEi{TsM`7(7F$w6km
zo<0p_0b;TCBtRZhq{}1qidQ+UB6<IduwUMu4=p#bOHyYwQq;3bt8o2EPkX8Y99H(I
zaU*?bhn7<_1vr31ZUCWSZlqS9knTM&gw>yJ_7&REPi4x>C9~nrZZoZ}J$=KGfazt*
z%+mVIDZr|)cigrjWpzD89jUj){#GvcqPsy`0CXNQ-9k+RBFq;os4bC|b=-DA$HtI=
zZGw5(MC*p!Er!y9rD~K(kL8&l9r2F^R3h_nsiaylxSCZEcMb3ga*<SPfRXy}Hx`OO
z9rjzp7jhkb^3i_7z`a@#4ve#UWYo}E04}A&*iz!PFT&uz{RPm-;0Qi<y}4TBq3~Tp
zHimApEWoLr796GMwKa{<o;dUnTXwwBg}^Qj5g{#4JZi*}wl<ugpdj*GarJsuXh;!U
zg`bMigX1cCC*h0a)RaT%nfF=>W%-?Gb$yC5p!Jz%Zn!tKdAT!_DeZY6h3Lv7<8+Qz
zxKiV(-S8Z4&uVg-EUI2_jVuR6P|wu$#@dKW6_Z9D6*(7GQ=<_L0&(9zf49KSF8*r&
zYT~wagr@QlR;5aTXJmG^6_FAGWmwVFw0xq1(MBG%JHsh!(b((f9rR3NRJy;nXBdse
zqu_z%q79Q>jaP!{232W`p!sa@!sQ&rg7}ks_8=YJQ8oDpZm5$x%KHQ)0=sDb{i|Vr
zKh{bWZf9<p)e7QfWp5H5k)K!ApQuL(zGh8pkFZ3SRt<;mfluiPK9lrkqG(@Ze0hx1
z*@u^=x9rbvmZxykJiiV<(dW`a#7bE9i>!g1g;XRiyk`Cs$5LeL&p-Q4>vr1jWL8xv
z;41c<%Vu4`G}O_Iy)ydJ{JOs}+9v$~?54V|^Jfw8u?<>&Fhf7ICfO4?MB20YBJh>S
zUxfb}4298PUjdVQPr$Qp&#3%KPY?vXq=dFSSwns1uWP)+ub(@K0S;ge!YBjrmSX2%
zfC8^e*u7S(^0fmVT@XsI%9C0s!4WeY(NtL%o0Jyj?Nv8h>|%rGd`yhR>IegcbR6+5
z7^(M4U&!_#G>_fxV3+;$N@%uL8yB9(6=bb(N>Ia{lhegK<~*Cn_IRcji`Nl37>OWM
z2#PQeB?R92JrDYRxTkB?bej~la&A60Io`jkv!3B*q~8{1Jd!9F2{*6+kqe?93ZbX>
z-6PMY`j4dx@-68lQ&$V5(d|Y3!^1D3=?8g0^34`pkWF4(kJ3`<Po{mkb|OdM*>su~
zkzm7h0sV=JLP=b%@A3OP3i0wIjApiXlM(@OC^RqTO=a>rmj&{tNE(I_>#aXgidP>Y
zc(VCAJZmT;lTo(M0zdm-*6Oz4)J}ci`4AwTB^!<FO@Ivi;1#k##V|QYRy;Dy4O%{h
z$%gYxP5d@T_xQJD4KCpYyVMGj>2m=&a_!y_3yo8(D{wFY%H5ev_ZqbTIthW8&BXz}
za}`pS{;88?*qsC*@;es4X&(-IAxOKnk9nE4iKfq*^TPV0t>ML1TMHuk%b~+r9)6y(
z=2>(t3lCIN=Ph$*S31E3E|hB|c(RO!O1xrP9qC}s&l3c9eMlHSB)?uxh?TTp<le7A
z6_uf(agGE?%$O_aNTLM8;B+Y9bbFMj-c8{ZBoJ;82iFKFGwU`}%$9!*B{HZ38GT6+
zoMyKUa%xzj>fCe(JltezJK^~B1E3lc8WBZoK-}D6WNe(P-QHv>*DyB5zrK`qypqSm
z>0%0O?j3%xipxw4T~bdImkxEY$*>r-H5P?hYchkBu#vKxr)0vvSZg5FV6cIzBiC_%
zJdf7lX(ypz05vl+GhJ>%nAfbYWHp_xNwnH-YNRS-OzTD%RHlA~x-~-s-*+#=Lx0E~
zPS`Qo!1vP9$2L_r?*mZvZR<1%686HfOlFjE?!QHa;VkK8cg^K0C*j}ls#rcJ+h)Jf
zGf@`WhF%1+dL&&xS(jOQ%3V6_d$@50^|AN)In-9#3EKG;4+mOqZv&J^GBiMF)zA5|
z-q}|xk=(<Tlwb31UUYm#Ic^8*s^2YI%jrAPaO;_8j&1;Xsw*LnNs8apc%$F7_&;4N
zU)LuYF9io|+z#t`HE$osy6DA+r)J`c#DhpI^N|be7wS=~wef;CmWpB#$b%}q)xI3T
zSHw-}Ble+VDQst{3C|74_7QjKG3_d*<cu-K(*htGY*d2nP#CS%*9AuCY-|nNhgh7T
zDvGuQ=DXkfd}%d)qRG<9e6r?|TB~T$4_!l0!(o3R=!T3i5JmYT84;R9F5Ch0o#0ou
zn^x>T1d<l_3J69ut~$5z500?jGIaDytJE%H7p1CW{h52Ss>dIee^WlQI+SylA!Hm0
z<(^%>^YtK5ptmnzbSb@AFR6g--M<$6V2jAG_4T1B)apg`qCEyFHmpYY9OR{(wt*h5
z@e6U?i$79jKO5YIdoTg&b;XhD7=9Rgzy8w#x~}$qd~6k9CY$`$P{*eUN;oarm>;)b
zO&tG>vZH>79iPtEcB8(Jky<*oj<nfL^e(Knc?mpUQPn*Kyn5cmmDxwYW7TUk-@EdB
z#=C<w>bQB@bb8v_69*yFVV8|I%$I%;4D&kPNoH{x+gYhTT>KtS3DFG(q{&9v5;F~4
zu_;S`PUZsIZMB*%sn)Out-V^vH3r<5{dKG4?c`P~lI`d#DDbpAm=Pfw@ZVsP=^_wv
z5S_s^-xn5%{e=UA&KwwbgN>BLQ*9xkz1Xsx**f(*1lZG6Nx#SQowghOwq&OBVvnHT
z8Ez9=P~kF-lnMPiH#Re5YM?zUrK812Rz&V?ZZ6|4Aw5$}gTiQkj25R@o@<T<RL5x*
z=<#oSe)VWeQI&9xP)0%%d@pe&E1>kst{>A;(9}9RJZy18^YggVOBJK{{%0z<K@G~l
z5CC>lw40Qen7eyR%UdnDZ7nhKCq4Y&0PVN^q5wr>sV^*x1QcG{EbD0Yg;w#$G8sd4
z*@#C<@I6=M;&+6`XrYLG0#_0_b2>Mg>2_F#>qn2utH#XgM+F>K>U-;r8E5-X&^`AT
z3{#`d0hRI4pK|nXPv|0?X}gn~&IZ6ChmN}bW_l^4rf~qMrxscW5|&HWgL}3C(eK>#
zn_@eK{H9A~oy+ez0Jj{HJp&RM@F4Db?|ghOlaiLbF;$O}9ChOu_VNzO0e2JAuRDUb
zT;Vj3krpoYlAgP8t{u>znjS$69^;<2s?K=MIrCsBc<J5;QTh!c7X}ts#@y+uH=iV0
zDJk#%za_lDVB1TmE?KR+MY~q9Q{{jIm*!Aj%-S1|@FPeo>W{Z=dVAriNT_3bys~8y
zWl^PJe#(Zedm_s9N;lI~<uv?#B*y*?*J`~s1eO~%kK_5S*C%QNrR-S*;#AaWy1d?-
zY-h{#3|i0x0<K>{keYoPX!PR$_Br!^G0y#P`M4e?1iqq7co+wsGqt?|kB^Rm-_DMK
zl8TZ@)v4fQhz<VS3W^lJ%6!<wW839CecM5-)9->uP*>PjW_D)Szb)RR95-*r2q&>X
zPC^T%%VMH#C$*>SO2L`DA#%@{cpmSNgH#Kr&A*s!D#pw#P^zRcrcj(cMBR|1nXb_n
ziLtD&e~9{vmh0-xOwLdCJIxvcUoy30CURr%=_~ql>dHHu%0*XJPtB1V9hN+~i7(aB
zBNcit1P-;O5rR$5Mb|DT$av|_J_Q<FC^-i+Sg;n1#f{raNfr7h4Z4mb@l)rB2{22b
zX^1WU!bQ+dthHjqN>FTBX4YF!T^1%BY}HR-5}4hH*4V+D?)hf2H2yD6&V4PUQ~V7c
zZ`#5ELpH|n<UH;TCQFN|uXii8TeXJ7>xy>pn*K#u_HDGyPgBcsKHZddPHPrv0CnA>
zpM@%esy|G18!<5kBL){SmCN&7X-4YMW3mD(I<8#xu5%9-F$^-X22Qa?;H1sj-FT8q
zkG>S6)50tU|3W9FG#E%J2s2&>`*(62INuS>cW1rXModaNgkLpWFq1$<FBWwix#jgz
zpz18=%46^9kT9u=YV4cv8l2Gx``B=;?NMqYc^znZd4SyUNOZ0RaZH6z?pCkr?L{LQ
z7|9!z4~UUJ-A*pZxp%LG#{MHEh;}<@hty>@QFqlnM2)oRep0u?l0t`|GxQXcLi0sy
z=S3<YMW>6~6Oan{$e`23dC4fe%SlqyMpugvtXq1yOzyjtU-F^esb>CE@gq~cDj<%@
zO14AU2OqArS?IAb|9O!`cYoLMVBQqJ-jrrG-DYMu9NgcOJ*8okR3=-&{##6`s|Gp~
zyk@#8OIK?@7eQoVO5uuY&(x3?BR`=g@#tp{I`P*nu&SNdJDUHa>YaikeZwu@Ogu3r
zlZidCZDV3P9ZzgKnOGfbV%xUOiEZ0X=k$N?vrpBz>YKjks_(0Q-giA~{noio1QsVC
zWf+SV!&b3s^QWuGu5IZ2lI1n3W57amT6NJhgdd_@cS2F<15(L?@z4O4zO&LWa&fdk
zK}m(HYB5&10`2qTn+oISPJ!|FY{xPGY6SuAv$R~%gE6!iAM>zRX<YQ}e?h|}Bj`|%
zPYS-gw1#r$^)_X70y1BJrVIt|T`b!pdAlNYtd5Th0XX&xBO-eG_gX{Mvw`AK5#sUE
z2t{uy8iNdx>9L=`b{fi%)zr=dJN9H3Z3nQ?=dPvt_KQwsyZ;kMH%txohNAg~TI#Wz
z%fPUq5kdRJFk`Fz0}TVvbZe@hpFlF5UWkDd3VQr13)=P4Zea>wC{aORFh$=t+(KWj
zzc|}B;$*J7|6EIOw|=^NAd(R{Ok3R%<+kaIsqcIH^^oC%@Jw3WUSMQYQ>C!iVH!`a
z(XD-fF(M%1#>d$2a&_*h?AEht7H~CMp@=z;B5jL@cq{g!++W@QR32%2f-k{=!e3br
zr$z0{=aJHB_o}jjiYH%n;=`XauZrTdPiB~DAHFmYdJlY`Xjr82O5l%?-!Dz~nDDSk
zC6L^1mQ~OjI|c63)hAeQ_d!|A^^~TR*uvDmj2AoiAYHkJ9qz5Z(USbxD8`g{o=a{K
zdW64W*IMnso*3~i!N#xC$Hc%^LdRmUP3;dGqUbc#ETYD+ORYB4oGpm5DlgaHHA<<Q
z6+TIw#XA4E!(cNPK+>EnE{AhfFkL9T@7r>fr=#N)#YzEzJ*l?`1!cF*m}BEx@-(zw
zwD}#c(H!iJF^@>E)jT}3XCuuqybPI9qmNkE2BB2uwuyV_621?Y)qMB;h=Nl{AQQpm
zw!DY4%8bQv75)>oaP>Tb>RmJ_BBO640_ep?u?B-@CbZOvMRSpLWh}qB>letZepbD;
zc<Xsk>!4zM5%CU~P;_^8i1|5N<v;qrdTdBQ2-N6~voOQ*;>x~XdC(aMF6#YRv?(}3
zJ9v3HwGE$sJTg4GpZh2yS~L{3e<oLy>3CcC2eT3M>%&>7z`(U=$S!z^(Kkw&85K8-
zA1WOBfk3c|EKEyuR822C!`@8Ko7`vM&3WJ^;wt!<8OgZ4ztqZ%wr4YpxgurmgLy;u
zv}dtCt^si=Erm`>M09bR(>eLaFe}j}>j59eR3%7?i~M8)S2X*#xI@9BXeoQtXHWLT
z_-Y-fB=PB6H|2~v@1qi~CDa}5#f>v?THHQf*^!~p;;Mb+DO;y^Ar;(_^^AU=L95;X
zz1##8QeiS*9f3i1k>6FSVaogS$77@BOfncTbgxKq@7_--gkw}izl!1V(3tB~rcKs@
zyn6Yxt-s4cVhc`WYav}WM~lhe;ss#I?s+dZJyV{2^MJ?8e7KJ%5JAB0s=Gc?tAZ!A
zySMAPd2L>?Z}=CRuD^?_uZ8}{jE4Tjntzb6r!gpdSB3)^qu==Yx@;QhrB$vz@VZzP
z;x;L*FfnGD_LVj{T2`kUbX7@9lZ^|V@wqt?r>B*a5_>^sfEK;ea(Ug~kFk%9szv{m
z;n}&jESr+fn~R(CqDvjbL1eO`b;lAHmu^^?Qe57!%9d$ae8vVUOeqYS(<ss?o*tQy
z^E2Ipqj;*!=y3dPV`_uUOS~&?OM$6R>~cpnC<?#+m^%31^)|<pRS2s;4d5Jwt!w|q
zTR@*J!eB%~&IX?Tfry=^Fg7(c?EW69pr{B8#Xtt{DDUUuQe(sB=T!@e3Q1XMBRyv0
z;^O_)scXX&<o`s32fv*A!O{gMkao@luPS>~yC@Yhn!R=5F3}z;?f$)4=`t>Z>;eg7
zo3()bPW2tSw@z~^4aZMx_t_p}?Q6H1Zmiy@*tH;$PnfKn1Md;?eb&!R9(<m<vYEM<
z2LcWO-b1kcfbXe$S;gnw^Qi#RZ>H+E1OmmObB5?Y!gOCTwhO4@@x6@Trl!xzorxv1
zq@EKf7=-?rD9aF>986{s{`j3=gyF0ceCF_J2w@{=Ej#qLqlsd(;2amwT%cBRP7iO6
zJe$n-n=%nNF4hu@va54^jj4HWtZLmxeOP|Nik7*22~Zfej1(citf^IDk@&caj5`RN
zvl~5Kd^iCzmu82omAweqrQ=r@H%;u7R@GLN(a4zEs>;8X0WI`?n*{q@1@#Yp^5><v
zEbKHZ@IB`Ub|h+2n!8pj&==g(A*8Y&EQofR4t^d@YB@zWy4rLw(EU+SN6-VH=xKc|
zF2iX1gB>V6W^jP*9=}+1vd~s?d<g;^6)l0C%6O%*Q0bvv)^>zscoZh78(>n=!MM_w
zIwK6EM7T1uZnnE}4^)sdYFF<C0m2&pW^UOBuZ`uJ_hMJYMM#x+rt?t;iazC}Y=_?m
z;@Kz9(@Lw|w+Y5rTJbOHRA^twVr%9{BQ<P4Q05LsNDcl+9my$VA;u`$Sr&LbCaY>=
zn;dPG?JI-A6;Hy&YQ#+f!AqBuar`R(YWeJeyy42Wzt{rC?seJFqrtayO=?+xQ_c<=
zO!01PY_!LhH{?!1aAGfuA9k*dlp}T#yOZKWsAZqfP*H&@)c`S@v&A%!G?frF%J5=*
z_nNnB;g@xPLy7|A7^m*RXH^`lGEm-F;d}<CvkAduUzBmoPd)io5_~97srA&C6=Hez
z@1?Ua@E-19d$|+l33*Ue^x4rCdWs59EhJ5_W|h-o4nIZflQH7-s0+A?c*6|#O`k&(
zz~*2$rmv_wUh>c7)gHkXSJw&Hi%h+&$7P%OJtOY8Z3rM=F4bi_tjEcZcrA)qhqc%n
z&P~nvv2~dKwMub5v`YOs7h+S$K0&!-4nXI4ATX?l5GMwO=J?QWW^s#V(&Ff~zgYf6
z8Yyt))!PuB1xGQcKeJXJ69-C<hKJV}i-){YsAKL5m8YQAEvo%pfgy{XKc;3^feXNV
zc+|KNy^jBXoY(umIPZs}81`F4ziry`7vteez^CiXM^RP<Hz@J;Hj8->?<!ia^Hi*u
zn8?-RYact-3<#HtL@<NNMTkpG5Mr|B&`7c*PuJrXQOC@Ns%;xB`|9cQ2VV>O@F~Uq
z_75!P-MI!iO1MEP_j~^^WDZz#qFaW#)xx=ys*lHDqRsT1kr>oT5A!MhohuQi1(D#t
zMCC_xAd{Q-vS>9&|5z4MZD?EWCMv^H%7L2sak4}&lekCoRSL>Ii!i;ifp7oi&>#7s
z#Kpy9N8h^aJcj9E-Gg4OYlmzS*s?z5jd$sym&`2rp3{c(64(U*B{v5c(KzMo5ws%i
zpqHas>lK!7-@a{w4=G@fumFecdYH@EqTy&fMeNeAareO{#{+5akB24Ac31j=<b;Gk
z@E#rp@jG2lnOeE-+tZd`jDo-mbh$=#NP&!x)nY|&BDD&W)gqk~7b7Dok>5MBw2Tb1
z@emSN#=SjTs&-r3s4;|sj#nVIz(^60ZeLh%EZJnn{wWz0kf=)T08_xPz@=@WhlUB<
zxctOQbFQju-205Z%lZ_i&U%|i%W5F%baoIgns*<<$UG0c;>d!CF<#I8^r13|!P}Bk
z4O$cWKP@1Mxl1l(lYku|D+wXPo7QB7u)xsI`)8(=-)A;rimcyuo>hdUOS<9=D2ZUG
zv}v(;g+ty6KfUX&U0l4<a;GZdI#Hid=!YvjI-ZeJKgJf4ulXCBqx_7UNO5h}Tu!DG
z{wv$Eky(a~aA?|4i(blfX{6OqzI{eq&HIXF&pqNoEKcOSrpC@W>Z5FWdvDKW7_^Jg
zF0)>P<7JVQM?CM6U5ltG3(}YF<L3mMl0J4XZR}5R!e5TgQGW=hOjqG{kUu|W#<G0O
z)dvEO=g;lB<sMaEB;OY8xENHGq4iXdc{RtkD8&(Dkp7191ds`|x_s0?VZrz0&V*A_
zPf9UT6N0<{%ILhtlk!7EikLI%)HQUuCg?;Y#3WS{!CT*4{s`?tKEpwbj=$s{9yzWs
zG4RPD9uy1~%BaO~mjR-uW@@|#^S3ebz{yE|TBn0Qd%TRVC(BbZDOp+EF6$$ji==N+
z=WDx?!gm7BMbzNAXdsDnZC;yCCr8GgCYcl^Mm#~5zKc!)v|1Z==;<Z!Z{Q-P7bam=
zSE{iVN@37jU-+RVT<ejcF5OxklbrIc<KuDdfmD?6n30xNR80-5>*G-e3^wlcts!;K
z@_n`FcwDv8Y_TUfoJb4A2DpDA^1cqB^%Ogv$mCtZVletVub<XM-?xXPf|MATIIHdk
zx@~&E#Xs(Z6171}Lj%KpqO1G?^CrLxqQNSIGP`wX*AXEb8=(Oax@jO#UHv4obA$GE
zjh@nuyFTfO<nmtM9(#73UjE*Fmyp-P!$CTP(wpBVr5-YSanW;luk)kP*CB3gz<fQ~
zE4jS@sx!`ItaSz3S)__;RUPDGsDHCOh*eM2dA_C<19<&+{t0}se>DC>E0}RNkfa}I
zG<*>lhNaQ4oWX-JZ(wi3f<;VTxjE$QmWQd`N82oRfk72=*6Z$HW8t(z7eEk3Y}S8d
zxy?yb7BF|ll;BH%@(Q9|uxnbU*mWKCW><hU$!nJ37rY5jz~EaY%+DDTI#Zq0N7wsG
zt0S%2?tts8C-e@VD$VQnPS^BnUkVr5xk0%2`pxL@MP(Wf@auOt)KoM~BBwxCesSJ8
zMsb1SN~0RQ)8OFYuLup!{iBP%fQaXPEiUI{UcMh(xoGEqEwNP8Hd<{=4=lPbmKYKJ
zV`3M6M0S-ybzZc!RUSkjr*j_|P(zaU)WFA=2$eR{DTGbVA&ruqK#tC#87186ApEe9
z9J@qA{2m3=V!dkUb=W|Z&|#;oj=nkENdBvN9U62!cIJgt*<!F$fr;v|9T2#y^)J~t
ziFpnT;Q(`cw{Xm_Bi+EhN3G1%N3ZUtWB(M%@lBh6NE8_Pb2w*dIHOJ>FL`53YTMNU
zh|ZS94FN28m@<b6=HZs=NMLmIU~VX3L`4N%gU#CaKv?9yUO1xjJiT_;9|GQ7VgvVA
zTSUVIZulW61Q8PxvYg)gagw`B-5_=#*Dn11`N~}7QKE``uaYD|@Kh#my9+WN$3%3t
z^X#wVfBA6x><hC+OJ^>@qlTdbA#r4qc|LECu^g}WCxKuzQ`^q@xwTY>Mm69PAvLj|
z@Yx=ZV^FRIPNK;aOC3Ssr{m<5(rQ(J<+@G};4*j7VQ?GOA29k7E#5U{QLcPc|0sxA
zT9J_DvnjKYwCp-jsI09O>tr8hn&kTJNnZV5L1zEXxayx7jPGLoyOQXQ?KhfKvcHA<
zcyU%q=S{dgS^Bz0uURe)*ZW&c6+#C2lG$-=SiRURXk?FE)4y10SlL_CCh#sCtUBzz
z$mI7^N|%;%g?C0JoLe=z`u=R0wlK$qiJB4L>+lug#nelGj;DmY>;Pgy9lZaX#1!z;
zcw3GdFZIor9DYr7i)Em>M6W3Qv;Kzf$Yw1`BHPr@2N{8YwnY*X$Ml>I%XVi0_%bhS
z8Gd@2>fYUbG+MbvAS_@6pXE!krq^ShkFR4ASc1(mn*ooGPU#5YvQt|Dfm#5Bi9{Bi
z6|Z3nS|*Q{q-bWaHE;GQ-9kR!mZ8`8Rg&gg%&zLdBdk$;=erN_;<x;WChP<~2`GTJ
zjErQmWun%ew@W35^sXoRyDbM_`GTU7^o-%xtqcYJliE~_h}l^&)i*xFEu=r<yWIH^
z2<GVVXBYZ%<iE=wo9%Rn(&_U2;hN~{0e;tZl3ruLGEYd`t*QvqJf6vg@)pQ`tB47M
z*2?AHi((~yY-!=ra2A6JdymNgli@`PAF-K955yqC;c?h4zXAClH8uRf?kU(?*!nqn
zUS#kD_WZz`1V{Y>Fy*<v+}zyQ0=|ML=#4GTsMqsOXuk0<5bYnSNSWPMS5-?~8w&S6
zS~DYydf*T<T0R;jchathZ0iwkI0wR>*DynEQX8!F!Ck>OsLJ*k1;ZT-o$|<Gv*Gt1
z`~1w^1|i{5ZX7`M-edW{;3pZ0ERY`wfC~#PT{qsvCw%E3Fo?U-KErn==o$G7uMylF
zc_(2T5nmb3b*(;!NTkL5>O!1*V>7R*UntMN+T{9~;rRBXuBVf1$;oB3vJ9!W?p&8x
zfpi0!qaKW+pxhM_^SP+6r?Wytbx@IV+s9ml<hCX-a2YboikNVI7sTylA}|+VPgDR&
zTI@LeEkJ_XDBM3B;&u)W)!+W2VDYD4lW{)^%=TB<RaeAN6teIxo{<3nGd@fpuXBYO
zM=ZY5`r&$!rnFdiSb~3E*iJy&u-Ow<jFA=mD5a^piQ`$=BBen2O0LRWaSYJOQX{)q
z@ji8y7U&=%Uh7(-yt0E^rL2Z|01t=2PiQt6H~RHJfzUI|>EL4NY209vblqg)--q6i
zT>bxuv0#FTLbI*Zeo!~}C)0sCLo2_G?Na<&_dZVYO1)Y8bmjZ=UQ8;l8v{8*teM(=
z>$g!AUETAl5h?GJ*}_X!*4v86b%`dUL4>E)RPf(M%O|VZYJ<gPrJ1AEUp`K<hp|d?
zN10T<Gt!p>b+%HOv2h#Iwbd?ZYK{Ab1Dd$75}SiH9Ny`hNe@g8&ysH_4@dN{uAUQ!
z;~iU;YcCasfqbUZWe@HG*5+2S%XKy<z%@9^^Q?S473<G~+Or~vOWhbq@ggXUWQ*Wu
zox!HDn)l?F!mi&!{h&1n`tpP00^4FqQx6v}!WvBgly)^dZ|*|E6u-tJ8y&8fZEX9Z
z5vb)(Je7$E`u)$LNr%7$K{QK<R;o&$i^V_ZpZ+^taQbhmp_!Kktc(Vw2#kLMTzl<f
z%cpVkAVl`5ddT$rong+<W+VE74RnF}hDDJhwG>lWX*F`aKad7J-`On+$V1Gza@|n9
z8`u|X)m<SOTEY)X`VY}hvP`ua*SicWTS#_RZPeG%lqJwALr0_Cer?{?qi<fj5lmR&
zA;79K;frvQ*R(2&1ErLybY+-TWTqUwOK*aoGJGA&W#;D4$JKFx=}PD4%Y{(^|IHC>
zFs^LEw9$i6wNs&7R!Yh~I~<*v6m_%v{dWA)iQ2CFqv?%ryx>;?v7J!@n+MwGQMO+Q
z-#cTTWKaY=s)vLG;Wl<H+4Q6oVfPj)y1=b6gvZw&@OLgjPO{XreWu{UN|jXnk*-*e
zl$HmMe+RTdHio@F+xI5tMx-Q4mPkqr?ry0DB`$DG2uT)I54BL<LQ{y^#XKIf&Fa1)
zem>-pAlL>`0EXg-Q~g9Wcht{4Z!zP0*fU!1PRQ9VcuA2$9Wt=tox#%rzAfEcMBAV9
z?gUK*Hf2L()cq9np6lfwgAgC7S^!f)_+Uc9kRWZo&|+>!X_w*gE;>4wu+Oo=7g=GW
zP%dDYK{w3okqCjC-ZP$N^P?NX(jKJnflY~6l+7^z9DBG9nr*OL@x_&d*mJ&?LEe(e
z;H6(qE5}~{6z&h_OG|=N5t%sab3mH~*4gNwI6`X0p^Y?Yw2x3(nTf8e(p`z6W2Yz<
zc4Xy1QJl!n%j@qdF`Xu3b=NBDE3~#$+F-BSE+sc3K#S0z)u9{72%`Yd5Z1o2p`0_d
z8fkOwOHwKBj><B2pPVATxtNHOZo9gzSNxvlQTeYH0%An;I%9y{il*T6He)=NM09<v
zW50>Hl|nYlIBu<v{J-ff(g$7yS1sc(89?l(;dls$+uncyZfM}(7ID}5DaCXZ{JuJC
zE0(P7N4)3$3y#On!<;~rKkI~x?QV8Yk4&vta;F$l1j<!f39DkfL<qx)*FnE&VPe#2
zeD0kIVkEp7^s97C=Yy`4fG*hMzw4~2b2evY#@%@e-Icl(WaWH!`b^t+ac^+AUCJ~p
zl6vcEwR_b!Tlyrvt$k`W&<gpNpvq&P_Qwx#4PZ0j%Q=0taaot;UjKM5Cmiy>+6?M`
zWXuri>XEkC`V?j3U*<#_5pzw^-rd&@Cq}m~J}JjPiZ>qiwI5OP%Ur+EL=u>tU6h-V
zk1vqy^|sY{zY%TMZ<tAOPFswaCStw2PRCj2@`*vXbQILma&oGwDM1Rg=@zNA@jz4m
zF2c7PoQrm7zK>0_JE$;A3c>M$0TjB0*7^y3psEERL?%vf54fhj5bM=;8+ABqJs4Oj
zJt+-NKB&Ca2GBAyE1kMtOpplhFR>%FhY)!G;zv-wUdsL3C(quCt3V$dnLV!Li!w89
z?{63oh9gW>u>C45n4~ZK764ZWgeE2(lH3wy!x#Kt`s-W5m$d7<)LK?Ob4QO>j0*ub
z(mk|ZlIgq*KhO);%>bs}2rEr-mM4waNQTejN^DIS3OX6-@BJnQk1&0)=rBwVrqAR2
z7}sp$(UFm!ZE%_l@)vZ}vfo3wek<db*dtSNx|2YvKl_DWl(WMqsF(J`EWZ%Y=r`tR
zQYVd{gb$9&x{8!<qlga&mpfx4zfsHV{hqRCakq4Ba0TUcW-+hU*#;|@yE{fHA(#zm
z?{G3`mBy^2tMPjRWeq_)bVvEAD<$~*S0xi51=J;xNHhzG(7A*Xp`Bn2spSU>)VX!%
zuZTZVZh@>suJ*~e9K2#E_^$`^B7#EY>mxrlD#@nLB=Qd1#aW0GTJ`W!&t={Z{AYlV
zHSx5G!=6(|Dlrh2_!s$XbH`8^#LiG*^cZeG_7!;I|4q`m;{L~;3ANw$;aGNU;aSv1
z2S(13jEiVeL!vQ23oG|=^Kr>ZB6F7+>Mk}9y7iX&(eFHImfU)N3^D^eoHDGhs8Yv7
z(3hC-YtP@Cfj2+*YiUg#92~;=J@3(aiM@KJmKu^UdKGs{8yj;6EW7&=8Bi=ga6vrK
zQeysM(2xkeq_`-sQ1J7xadBb!S_jFbAwU1eX#Oz>fr{cBw|MYK{bCj!w+wnqc2Z!f
zh|{mC&9y#?(?>~;&dCv32*q1%MzTw*PK2|cvQ@%F$f;>Vf>A5%7Mf@1GVt=arIo3v
zr@GS+-VAE}Y!aKZec4l~gIcZCj|bfDuMmwn4UCkoGN}c2{+|{=do!8S=(6)(cR!vI
z<VRq&mQ8!?l*({d$TzHHCOZQ3umnr+*)#obxdaG+iL@Dv>&PF64t)s>`h*<^yW(vd
z=9Ps=k+zrb?74*gxG=u>!!Ke-Ri!5OaJGV!yqYLn-&jZ`pfirbslxwALu0sV7@f}M
zan!aOa32ix?}bMKC9J5Pd$5@4k33^VBmVw%`RBaXEDLKQ(k?^hw4O<GYc*G=!VQE2
zI>j!&I_L5BW`>=t1_Z$%wQ$@}RGrO|Gt8_blEtz>Qdhf``b~DuB<}7CiM!a#Q&BgP
zpGOKWE5p+SGx-&h8uj7l2n`?|UB!+g^F8JMb>)swqs|H0EnYmEI}p&{=~FakNO&wm
z42HzBSt|vGN6YPC^}Gg-6Pl|oyhgH?TS8@(;o>c@<2H)1!^qLY>7&MP7k6?Ps2pp4
z<3X{sgxU_uk+js!SZ}7I#0fZmGBHQJpHMaY&*4J~l@7ePeXLs52Kl?y7V)c17^bM(
z&Hs1{82ZRIUzdE}8piztC$La;K}2M+&MCeJcy*HlzW0ywpMb$CLqlcS-d#rDFF#*h
z_*g#Zu~B{BLe4%@ZbG}$gF?e3i@KxVQjdsK^oOzr3bMQVhAe67GRf7c#bMp*6j>*2
zd71aVsgl5Dl;MA@*%F*5Fz8jV9xT>v9Ue!Gr=0m3t1ll73{iAJ#Q3Jyrx8x*^zQhc
za^==j-rw3jqJ7HvV0NLBd6VABnRJmJTIJ`0_8vk$Q(9P@M^hI(XDDc$&*scdf>@6d
zi=wrP;9e5jWS}lmn=|ISIYH%BEEEO}U)vQAXv~lBV%c8pHT2eBOfn62I+%=7S|*)u
zV2~t(qto@x$j&p0{RA4K0UPWnh^QAbccU4kjlW5d3n|M2kH!;Az9ty9HMJv+nAl>U
z)lfUXI60Xd<>^xjwcH5>Ne#HI*WfMT?%IhI;Iq!KQ%!rC=R_|5fDmb49{jCqz518^
zap~p2ibh#Q@as>Cli1<FoP&Uh^f4tGgj|WfjB(K-hy{ca_3xI6aO?t%Wf;3qFSQP|
zS%4<%O+cQg<XN;_RON5-o<kKQqZ)ejenJTuwy~7=F`~N4Q{3P&njDdyWSY{|GLJ9}
zug0J=MT#a%Ja#pNg$W&%J*wfOkp&!dCc-95blcAVWgb4VLfw8U?sHUptRp`;tBjNj
zC3rNv+frP=U~Gpj^dK4iBmp&;_7q13Jf)fKS{o?rSuN^cq8flg)SjJR=)Bv1fAJmB
zids2K*?Dt`3=6h>FIT%`wpq~iZg7U(1l(T`4&FB+DqS80I2UumPoMGX6?uGjZ{=LP
zhFme`i<@`c^$t^i6-=hQHxT*#oZYnL3o+&!Lgoda%@}pQuK#m1{CRBu{F>rPIbrgS
zeYtQRq&xnoH@-5>FPkAeLj6f~P;#WY?9sayL^vk<^+Vs%X!k=pSYHvL*pc-6F7VBk
z3m-&itTwj=;gMu&5BV9qN9PI?MXODv$o3^Km(fBgJqSjXCd}JgF-s6VCco{2%>Rg4
zC{z9!;vGKbgXndr(H_=>rCCOFzUeP=;nhFsjeep-e)&uV3nx?;_}t3?V1cmJi}2>2
z`4Q2(1IyS}+V2t+wwc=RoP<~c5Trk0QDiyu`MRxZZDPvDEE~CEV}o*r5&bqIWMd@<
zAuP~ulu=>AHVpp?a-a-qRk{F*<zMdNG0ZBeOJdJaBE^JVaUxqncEU`Lx?Mbf|4zCs
zfxs^)tx1A#L%j8R%0vi_mx26}t*3&Rs6m^kN?~m5K$)oKsR$@l>b<iOR~x9#voEbM
z=|YIUML>iRpNbzFBVOrU1kYBt?oh90Se16e9C23SY6O(v{rCwGLDB9%VpgTSr~nS&
zsm0#&CI_&{&$%hOzkQ9XE;JhRRm>juE{f2|SYdA@3uV^_a6fh$ro<n*Gcxtz;9l&@
zl{e?l)7@=_xAH)YzhFu%KS~I!e<KX2e<TiZJC6?fq1Cb3y_Wy0xhm0>?#fBG(@U9J
zZAz~=McFdSbmu#a4-6%{<g9{{uIAqQ8#C5W>R<n-+#8?0B?I1U?6;D!zy4P+U~*-^
z#e3jG#UDt<9&S<1Pw@e{WMz%|2okX{cYWHe!0LNBbJ*#Ah|^RHL-J+)FFV~(QzBHM
z30-X#;os5wnZ5=hh9jDTV+;u*Y|m5$UrsrpUlfPqi`~sX*y}ff1z0tDytVnD+Ubl0
zy5ADHvp-%EyZvr7b}#2Z0%}Z;QQdy*j}zT~E_MVUkH@X<mm@n6XtI0C1)Zw$IpvTs
zi}%M9YuFLS`BaYH7qY&PpUhGj+~&DE{*IT&+(sW8L(x0UcTU**<dpm>n?;k_e##w>
zZ{8&jp4%D-jeM4`dQ{N#!Au&K)(8Z=i=kzS<YpGbQ;!*&aJgXibwO_++_>OeJejc1
z$1H3uWyXB?!2Z58;+UO>>feK#0pq#Q&h>9A!LbO?bzMl%e2u;S3U5%AiU1CHk5)Y;
z?UUe&iNr|rQc)c2bD6Pk(&Kch3q!n-DQe?b^e6qv%fVHtq+ofaC+m04UzxI|$<eW_
zsvo=>B&g-biMiLq3H&W5?x?oB{{rz&w(K+Dx+w>`lbQshZnqVR-R-AOya=&Tnqw!7
zpV9STx0A^v_uN9WgU=-1ahHHxP)kIvMUiI`8R2+9uC+lTAP=e^z6UyJ9s>M9viE25
z0{PCG(ffBdS={%O2B&>-$M&N?QZ)yD-Rmk?Au=?V2dbt>#o)JQ;DB7nD$BP)S>N8(
z*J`8=wOOUZ4`*qK(`Oc9P{w+q5o*}G_rKJ*r1b<;Bk)S2DSybk#I3OpR(}2<RJos~
z%dPKq$o~<*n@jmUATOfn_m1k@lhro0AF6#7<he#Tjk&ynuD!bwb3bifmEQXWP}WMw
zE@+Q$LMEwOl$a^0+f=<}L*!>I43oi!5t8w+HW^XYU)S^QVkGVt5aT7^Nx(FK=cH>|
z;KzfXN>Rr3bWAZm<MXhj3h;9nP6hb3_BP<90>pXSOpJ5u<~^Y5)w7f1KApCcf5CFt
z&!&{;zE!Z3<-VQzl;eH}E)@+F6?PzAT50#_cb>_(Tb0P9yl+b$Z7geHuk$F`wYW(0
zBiMeV?r>Uk%h<J;woJ8aSAkgFBJJOm`qG+y%RQXYs>@EvD0mg+sg-9#S>WufKD(>l
zk!#2ZV_v_aky`f|;yc`|{`!TiR$Nr6o4c^jZkTlSON#%kre8A4XHhG^{U<s32&&Gh
ztyH}1CEk!5Ma8(K<$6k))>!(<jXOqjiP$QdwV|!9vs~4Yo*xxG<&X1yRSgtj53r%Z
zYAL^{PXbxvcUdb287&i55&{@HhjsAX($br%T3+Yo0yP*BcPRqgBL+U1pu&3IAAj-S
zT>_bVjdK`xj$yH6veKQ?tri6<r8U5pS|qjWN|u|z#DLRt4Cn-4h6I~7W$~`oXZ|za
zJ-RkU@wu~y1uGc|4B+w0VZA6UfFMqbnPKg1^BK^^I%N7bJ7o4&al`L}v*+a*lO0QN
zcTLN`r{1xyeuEU82^tao{5;FQ1)N@FG6}4CEk0*;J??qFc34x!ae0eurJCtqRdN{F
z!KY?kUQA&rZWO(!J;H63pT{r+W8zAa-04&CVv}l$O^l31p4oBht<({8#+rhHG`(tY
zpFb|jw(empm#wvOS6TAIn}uL2LX3INb5Cw4De+x2MKlF5ijBJVfDS}Y`7%@-@(YUj
zi9%;e-@fO!*hSCwP*q~>#Wov9?e5b2e@L`p*VH9$VRd!r3Mj}$Wcu>(zv_P^;uz6*
zyEQAOs57DI$AhgE7KHc64+Y_XAiQnGh2iy*yJ{Ofjl5Q`0uA5En&N|_6u~b0owIRe
zWg_}1DZizys*P3qvqfQE`i0trUx?sMUuAvWpGF%Uto`C*-`a1RH&=|B*8{T@ciD_o
zbecx}Jf$*ES=|J8YvrhWWl=HvC9no)7}$O(wT@F6xNEL`71U7D;W>#s`O62Mh1<)u
z33nemy|m?Jp+U4`o$Ks}Bn-9$mgP3kE#z4Df!O+qcqsFl@S#R%jx01Ol@DEfep(LH
zXJHY|C5-R0|GQ7<#`(|41>SzPbhp>8UHGZqqE}`6@pn<b{vFQt;f<NiMRV4|5g`%m
zN*5%kPkx7At9A2|ErRUt+59c^@L`m8diO$q{9&rW#r~0-IljY%s=O=<d9N`LGxG{Z
z^?~!DLFGCGx$_Tx(OC_u2vrfvw?*G{ItOBPji3F2lO6U{eB#7-OJQUtz=^If>rmd2
zIaoZyJi?Q?H>}9<-+h|=FgI~OIOyTj-^PV`LVAKU!yQxw2jv{qz8ied)8R6s-EQ%|
zDxhIKKG`oIyoLbWNWS4kSJyb(jZ|*ZZy7C?_=@hhPxnn*SzX;@dLm5)P+jR^VB@)3
zkCzayPyH**FQ1Fu(D9e{Z0O7ASGyzfpIx<V6fcDuq5)=~jV8TEFb9JNPQQHwtw7UG
zggV(NPr@#8Hk{dvm&wLJ-jfNipREpAEB0bb(L^fsP|s<uNY2;~%Z-4N0u5zgX#t~>
z^>ir>@1WIGUf{*#VY=2&u(Ga0=BzIMo(P|}nTw-qxwb_o7z*%gC9DZQ4<Xz=7|C<P
z<6qI&v0K0izLK7#SX0Zw$3Q;*!wT(Vp1cH7cKwfjmkov+vy_2v5g+sKw(R3jgd$+m
z-Sv9wj}k91TOFdIam^u1ZA>K|-!m`t?}p{?&|umvZ^U41eaNdZe7=95U)NWzV&FCC
zC3o72x!~40eU=R=<zV}JTz@DcG~qHC$KhU2y0c%muPyjrO@p6Y40%X-z#OW|M{%~)
zC&t2OXgBj#y5&el<67wyxy_V+AEHeB%_$h>F%dpB%`yEC$(SV^X2_B@Bi22v$pNlV
z+%Ezna{EgvoInK3>W{;yI78Uu)AK0FTL*w9(Qn(3v~c;p^s#>s!UafkCZLgy2Zs=f
zjX{plsD{ai;{v@eM@6K+@p+L~TXETMZhO`^tjs08;?r3_YD@(=YB63PoGy6yeHb2o
z+UhnO_v$QuTYqvF61*;`1l=v|&cfO0w%z~h2C=#ArqC{p1qOae-g||H9LHwVeCUs=
z&eCgkeIOegG!<_Qn7NwMY3x3j_Un2Z0R#OehP}aTLKt*prJ07islD0^a3G5a0oq7Y
z`!p|<-lvuw0hRw=@tj$b(ARWE|1PC2K7P>3X^~$OQ242%lm*gaT5ppjW5!1sTFVvc
zz(gnxAt;t}urNJ+qjgFEhkW119Fmd@rSak2Aa|6WzX9^iRR#Y_{+yHfZ>_A)N=#a`
zy=E8pw4h;rWwPCtwUlpWq%iRT;z-1r-hnaY-ar2U3}&(+Y<7PlW0hK%r_7*Obg`+b
z4&;q(xm<DDg3#tz|4$3h{-0tF6e!F_xGSZaj?QPMj>db6jz(*oO@MZYb2-G<TD<Mb
zO(`#uO#la$9Roimqj!2#IHoCKOQi7(!k+rD;qI8KtS(d7#YXSrrV*atOt!+O&MW5i
z;jR;tg9k0=6+=^lDYFdHaN(r+pw=Nfg1jGLEKbza6{$!dN7&3ZwqB+jxb<5^Ol;<-
zLx5G}0DExocRUi%Pbr))F7W9_bvlgQ$L6u}Hpmq*IGR#pw*x}p&V`c8RUEgYH&;n>
zuZhJ7PS$iZl5K;HfZ*j%;vGuM@V~@M%Gd`7Sd%*KO*sX5dGTNeb+5};DNXOsp^lCS
zyYAQb@dYalK2=@acX4r#1AD)j*1c3?c|xC;gOuXhiu0a2LHjq>5YL@}%ooK0d#BUX
zSev)gv0pw)^J%yTr4D;Tg|Jp-wj~u*Z$4TlL(|yRx;I;#n=i-3lv(L_tJ8>>*&~cn
zo^2)bPqGfb&RhC+mmOdR9j1@I|LnLvx$kk>1L$$JHZ5W?^=W<U%bi>dR@q7ZpZ2eS
zk4d3aNy1^W(D0A>gbj0b4?c6hw+nN>1+|i!p`LOhMLn(HFQI%P^HIHu(kPYf|AfdQ
zUuS1yeXn~*%-6oNgP3T>XlIJ_P@PX4_;UVIHZR|p^#kiu@xkEYpa2JzJtm72hiis6
zUTb#jny!F83PqlDqyh+@ER}mrA&QyJh?}^YYmQl+$pE(*qMNB(!sV6eH5t?)-tj6C
z>1_h{zVV%hkCDeqV|KIpXwehY0zc>v8AC0*zVZ|jcCN2>jIHo?^p=uuw%l1fIlF&A
zfU&+4T~<Rr8lh9~&^vy48E#ErCWmjk$RA(T^)Rkd1v3C=$}@```45vzDZz~nrSx>P
z=o;8?$vT@oo!dG=VzCx6pRbZT%Ml;EDvUoe8=|HErl$oa2arwx$4zv_qKIh}#R^75
z19e2sAx9}+pujENy;ns(UFIue;tDp)H9NuavyR1iWv`2iHoO3rqfEC4(~ot~dSUAk
zYsINhwUYen*XpJ5XsF0Ft<zO)0;4sh;M3Y+LMx39fukq21FRJLhvUkFagC3sIfdeb
z+MIbJ(DOJ&WR{o9ip+F}?)|-torb{6E?$xX|D7YqX}YuRJ=z12W3025<uC;8QfvS|
zMmh9eqle~yNT%SLF`HS|IQ*0v!S<SQ8`?re+riw`h)@lHjP)qK@Qr3Fy!e-VRbv#7
z_H}QcUYuZDPQQ!oc2m5a>PiWwV@V}LlJj`d<B0fIZ!hi|J6Jp%F;af{iD#R2U*jG&
zaO;e_&o8fn2CuOCYK`T5L5z*BsI_F2-7ADMQ~dsSf*p<ToV+yKMcs`hh#H!Nrq3=y
z{0L84E)9^|6b160I!-*%i*pbU_}d=ncJ#am?Kicr(R$l+W85na8RUv$_P4(j0`<}2
z`XFH7O~1+^Nqw7uy%4iDN`BN!7lZ#Lni<fVN+%JL$MHG~+|Nx~xYZGZce0(VZIBgM
zX)+eRwE)Pv`Gj(O#blYr))`O`SFY%=Hn3V?r^E}rbWMRu3TPFPXn~)h*%cFu$jSAO
zbN?1E`SUiu+ZRL7Z78ZQZA-z6lhW)$6faWdP(yVwV;mNAeI&T$vkrC}8*4U;m(ced
z12gMN^jpMj(%Egt2rI1;OxH*r=2a9Ps_7Uy3JWUk8)j$YQ+xq!=ixD3@5+Qz*a9ZT
zoclRVML$)s5Q57z3!^lK7`ljYfj~hT1CBHNah(6kTh1k6!Mn-8!&liT!3u{pPDA_;
z5u8J8&)AL5{I{aUygwrI?@!;k@Hl(;w=PV5yY=t~D7O;(uE_IMj;4+mJK<K{j{VCh
zK_O*kpvDxPEye}2ngyStspVuaQl@CQN7H7fQd|_R{7_L!SF*vB(iBC~jxs}8Kz<`c
zn48f)Y2Pu5p#6bo;1U6KT9xWOi~j!L3sA%Mhp`EzE}zWEc&orbdZa?=I%G3uaK2V0
zF#ODiuZM7Os-9>bI^(CZF_WxeuWnq;GLBi0N7^A;)Dl+2@((kfK}GUtLv4;=f@JhC
zeuQMV@!6@Orqfiw*;m_<fP;cM?9mczri^hOF*ZVE8NDic*}~=pn)LKIoq>xw*$x;M
zbku*Od1610ShTQnNqxUzU`w^_V@lx!BsSmO-9hPl^SlhZl&1(b)SB<D9ULTOmRpLt
z5&G?pVsC)?HUyg8p|P2o(C~rl8~a{x*P5GX4Rx&>d8YXXZi=&&`uvaAP{WB>Ro(e*
zZI(g~7AG=@M-zBYlbl;&Lg9=3(I_}EQF236A`}SdP8h&fB?0p4#JF0-(7sXwNgtMz
z|8Cg=1_uA~#Nk5^j#^Q1*ZSq2-A!<Rlnij&{5dACmV9*ICRuH?3XMljf)91I)8$LH
z<%yA)&eXZF<EQy9xDgky_d3*Tbz`lSLU~a|8RvfH6I~{{y4rt#K6whRGDtuF+m<c>
z<@mPTbC4q9Az)<oG@tIF0&ymQ#B-&(*xKr40U(71*wZIwP2lKof}=7|86p^oo`_io
zOM7WrUwL(KP+g>g_K*?-Q~V`)2tTN}+#wQcmZ8)8;@Hrs(ycR4+g>;)Q7L@t9qsAq
z`Z|#6(K#!`ovn+PCircpxKw)=`*)TBBbJf0$|elsk9iJSC9zEADbC0GwKDAr*RHQk
zs0mV{1QxLYW5gt866h3=X*qUZYZ1wbemUI9Xc9YM&lM}^@cUh&P9IfG`{cB=6y$Vt
zJPx%4HFU50JPF2}tTvX@A#!|U<=tmxAgLOwtH=pksl2YQytO=Eu073#yXtOeC@``1
z@Cc@%WAME%zw&iAUOitS70Nqk>D{OuZy5lLb3lX9=cE8=jPFu^_c3ivI+OuDMsPK(
zqTpg!WZ3<dMK;g6B)|x>Y*3QT8ayIZ9jU+`QluVn=suo;^kDY%n8>g!<G{~YD7p4e
zukSSFdY$yz*#(?pT-JAN_}tC5D_EmPsL<O_Z{ZMsdUM(>DQGo}stfh3ckJPlQCcl9
zu-g;A)>V@{>fbIcF6I^e`~z_ocfYDF2p!L0yjk~=8BSZ7H+-5&-Bj)o9k!x&DBGIc
zE9BUYNKHk!Z}6DtZ>YBGY{j+6>TdVTE4=kbGY?95Z8Ot5(Vs|!_e~Xf^#D2_PHl?J
z#(FjFnofR?pTAbfxk%xZ!x4ojh+}IO`RJAgIaf6Qa{QXBs!sb>%Pd5BBb6Cd<A+fl
z*#Bz2QZz@kwCan0hR_1JmvK?mH-f);0XHt;voyqQ$wqk7ZZtTmwN}yY@iTT=KMV)O
zn>7Ffi<(?2Y=tJzqoAVR`DFGqX4CI(ZNX{@lu}Magq@;}#86%JawmSI@4E<2;7F?h
z>4PUY6jZ?&$RyRFFU<>b_;zXChPwQB6Reww&(CMH(h;BFn!8%I?wsv##v&hHAF%0F
zSe?WJhQ$>p;a*QHs^F^$y97A#{!W#*D}Fo11*4p$)`lNp_g|9r2dwWX#Iz|X8bTyT
zUS1yL;NT$DY706A1%<6UI4%SRgNlP8cG4%{hVoX!(WBL~U2(j~IQ`hGWNPECKYgUv
zq{sz?)EWT5lznMBKuhgm+;@f)lFUz3V6jRk^ufbpIac4F-D-)1k`kNy%(2FGQhUE@
zI&hx8sZn;Ek*eo(!K#*l5)MyOJ$ATGIdplkN-q+>sM7RheO<RAKYQ4l{TrKgT`O1X
zC#d*vR%=e7zlYFtd(t$tPkFj-N>=1h>b~iO%TGBYO!QC)$&OXO9~$7Jq+oQe3ihQG
zEK@?AGAf3N?g`Aw@2$;^{82Y1F)DR<Xm6z}ya*KYh9ITmk|6BZ;POGk0Q&o^&@sHM
zNG>&1I->KIC!ZGbkb;TY&R#Va)s~0eWh^x}G5|nZSW2mc&~u8~cXa9p!znq6%RJ%b
zTK*co&SpKIdU=u?CH3I2SNr*?=m*4hB+c1;3-WQj1vDjML$g;6mG6u?t=li}f8K{Z
z{!}uQSG86e4-<BO-erHT#{}n#3>j%I1OPf!K3*S0jl8|1Z`~mYcw8*KHa(6C!R@4y
zcO3VHv3S{B4n{_%9xo4t6yls}$w_{Cim{)|`!Rw#4VDWuCsqygUuC)rvuC&HNkqhn
z^CXB31NIYGAWO**EVg>UrKro<NF&t_eoft-O|3a-c$k5S`{YlHHP0<vAqjD*sZ!)<
z_m~*5v9V#x%UlCPLw(qofzQwGAvncEn3$141JM6*59#SMcf<+`i>@0?T6dnGx!gMi
z$ZN7pnlSM&;R?Ssy>kI4lXB3!yMA!;_o(4yN$os%Y_trY?VS9RsC@6I`<|?`V$w)~
zc0GRcBUcgLu<z)OB*Z5w{H8XBnJ#~$7W^9ajkk3G82fY^4Y4K%GpB*Rl0TO2ahUkO
z!S1_OG$&_;a;E4mnRhfEdv-KF!^&#&)qz^$I8#tVW^W<7CCfH`eme@mrG<EarL%__
zY|Bo@{^C7u95xa6W4#J5EZ_oeuTor6cx77nLaK)<y|K~+@2Un=90rHu8_^UK9zF0F
z^NPS9hufC&f_p*dT86hAaaa~cOGhQW-m;u$4+BX7Gq=vyQ14_-Zs`=LJi#uL1wTMI
z+27TEK*qsI7O3Nbi?^KZ_ZGM_ocw9ikM93LX&x%6cf0o}?j6v-8)TKwc;_m|3t!89
z+=m4Bhpg2+tTMXQuq{?RK8OnYA>qS=)$IE_*T*>OQl;LT;;&yPyR&r>^`cEj)o!4d
z%e^yDan#_Ln&`DOK;qZ0Q5aUUsn?_GX}+`h`}?T*J+Le9K9tDw*ls+9@sqOpS&!Xx
zY~L1a3{9$2DrpAzwqC3z$=Fd-(>&{Gd8~MyIdby7&Ysy-{?@C=@+$If_e!$XY|frF
zJMsGOT%h|-Px2VD2b?$W`rmRtlpl)H4s}F`Y3t*{1Gnz$zq;YSphG89V(9B*g=)3d
zJ{#IZMOw%ZcsGyrMP+DC=*qm|5;fGVdy1WtD>n=%%MK{NlamjqXg*UZLhEG5fI~*4
z?PeUF&R2(dZq?S{22H$;Hdk?1SB3krDGAr<tYdNKtA7Lp?ao2@Y(`W$$~vaGUNN@E
zEA?<ZE~f*x8)V1-pp+FjE;4!DBova*)=SA|=am0N2^7~?U;S71_*Vc*n-);ZmBgAJ
zN=0>P$Cl_ql<2~VDzH&=Y=?`9O|GP<+wa+C<2Hl4kioe%-eHz2p%=KlF1T})<rl2y
z4MjH{tavJ&obpL6Rh{b;Jc7&hDvnU-m810azz0L<XDvao)$-<+``|uj81nmfymH$R
z{?F-UO%K+xcVh?_5`Uub3*O4={&rd(8^O6E)yU|kA_M<06lN=5izh_%^!_leFLMLG
zc=BgtoyPwW3mioB8+_qhusqb6?3MgqU|9V*V^7)s>>JX>Hi;y+Suls-pa0VW&i<Z$
z(zUt?`&A$C4QDkN8&||TDQgsjDU5U^!>q4O3;<AzesNhh!^q$?<3JT`MMo;+1&LuB
zYU`mBqkbs7?e=S(Emrsz)RY`2#mCP!u`htS@!i&`HNcQU{Z-cN44cY-`I0)|p->Ed
zQlG3G9H42w+O3&Noo4-;GGj*xi9_L0YHDn7Q>=bkTAasRm}pGPQz%i9{@Wn7zVmO7
ztNu^WQw}?~)fLrd%T0WId^AyoR^w&(uLR0*+C=)INU6MG{xF2(FU|VM-Y3oXf(YSu
z;pTsz=`8=>o>xAoWYgAN5p`*06=mXbW(Qq|@LY)Sy|JjEP647JKf9f_CH@wNJXDSD
z!~V%D@|}=y=9U{|RNp5-)G5EsKZ57EVK?Z2W_ff8rR$cHRTCJP_LnsM8U&T(kFZwu
z)>Msplq&`hEaL6KeS10<XIG1*_u|Hw2aSxN@Q6p`f9S}cQ~tY2!O~YIC8;3A+DtbD
z2X)kpOnyS+VV-Mu)PTMN{K|>`W1B&XeUVZb2iNRcuJ$cR-3+||r|Cv!b#AVwYwe5`
zRyeaK->+j%{QiwIJlP=GS2t0^AC8p*&vMyYyAzw$EWU(uuV^}MxQ^osbU~ePdl>>x
zyX#+^99D%3TYhVf*r>eApfU`sbP9+bjgjRpP{y+8R3lq6qRT%+v)vjyeEBJCH3t3N
zJ{X?tK_E%oC$-Yi-<b#UdtwC}9R9^bO`}g{r3iuV^K`@`E1|cb*N`ZY$@KeG=z!#k
zpa2Vn*JA#FarW<NkN5g>ZUyfw{-;q!j{c6~u4DG6(RZ>V5ZJ~r(QakC+2P0VMuz|9
zVqT2rgN06$Q5<2ubIWr9@z%p;o&58Jf$OSKm1V-r3dugwX*`bmr*!JTpCDm*_}%vB
z%l2vYiFDSFhX-!%Pih8g`VCFxM=$+~r<mp~P_bxL%WlLoxc}g=qow7!y;I=oAi3~$
z6-bbdMpSL&5s&(8g^mE*;$baA?QGChAD@t5N5JyD-QD?e_*wO^r2bKBzc-{bNMUMM
z1!#R7eG>d=NcE`=JN~8kdhi&?aZ?xrSv$A?sP7%vIpANq$W+6L69$TX`i=LNciBYU
z!&LP`l!T1Gip3SRBuT+nhkae1CG`2|FA21M%V8y=|M>FxVv7M1crbl8KBawr!)7!b
zyCu+nUpLlU<J?R9I^}bIH~C*DXwj%Y-x{-nDGe^^zi{y|%rlAnArUPcdjxU#6mcd8
z(%{Hfs2ro3${2~SiEY5V9UCbe>mw)i=@>&^Y?ifuBaJ{u@e!@g!`-2Cf1T3}@K4z>
zk;iI&8V3w<KQC}KA0aePJa&aBExRvd=hP&wG`S(<EdPt}a6P6&4#m`1q=+a$vG)o6
zSj?c7K&xfeO&N+UspgYhLv2#17O)y3sNYI^32m)Z(gaz3b8RztGxz(#A@=VOa{srU
z{{s#-iCh2GcC-g15QID97qDj%j}KeO2svdco<ofLdmUMFZx_)##d~#=@P?QC2x6oM
zd0GyMq?T}<NLN@C!?0SjHqUV^@u{c^P<xvlj2F4N)>3<J-}6*0!`QxilG@VJ&OUFy
z=4xaOVqh1}h5RCp+_ysvUP^pGSo2P7g<pQd#`e0b$rZgUSUmwW)Na3cARh5OjW$>~
zR+IZ>=o&=FR-Lq7%pJj2UZpQvIKI*SkBAOF*w`UmLn6!Ll-Q5LZ$}00ykaB4P2mrC
z3=3^nkn|8KK<;|`?+*e%NLS0)#Ser5cPKotM}%w`*eE=N{XF-p<CV5$fD?WJ=~g{i
z!cF}?^)Aw~aI-Kkc(Cb9E+HU%T!)0>8nR>Oq#ebJM?<emRC@RBA+Q0~*(_D^o3GuZ
z#ncAf`**XaR|Bh2oyO=(UIMcxJ#|K1+}{XZ9@jH`5r%7jM7W#xI6n?K=$ba{bB?^t
z&&d4CMV1eXp#)M1x+mvhzkavYE7CLUdm;G<({wntnEDp(sY70&=g`wJ1EbCTwBaz@
z7P{5uJ=!~y1((~YFQQ{7TAtGU6^^mL7Vw)0@S6;JZ){R9py_kg6=qNd+dQ<KF{9fu
zV8Uz=o9TS@M{?`MZ^I(?hSHjj+K2_*CI2rgICy!&@v(3#Eg~kO$5-8-j{nL`W%Q{S
zR-Z?D0^vM)UC*7njPtQ!kk<8r())jZjbTKg%yi@lA#kMf1_0=`AOFpd%2Nro;s>FG
z`c$%LH}jrfla28>A9EQWPP{lO-_~J%Cjqjzek{+X`2O;oPpSED=K+3P`AA$HKUB2N
za`Mn)y=_$3Q1<3U)b*QSf0ZMjN-R*?EHYK&=k)XCsKZ(+?o`{dp<K*kFU4>{H50tx
zt$RWXf5rlRaP<UM)%~$^{vVp&F}f12X}j&%w%M^ew(X8>bc`L_w#|-h+qOHl?d0tH
zIo~@n@;@0_*=tqRRdZ&H`n#}mT+!`8?V0b{?tO=Cqx1lEv`X-eaeZ#W10c!cYm0BX
zp?XNgD?(g$#BaB5H6>YL)5!(Pr8Vj7c=<OgN+MkX4r(<2G~eKFcjf!)i9(e-!GG&7
z9DxLDx_utUf)vlK&a{n(6!#ntI`A-JDms)#$6CoIr-1QDbTlYVaYLYh3_useJwS8T
znCLmgR1vm44?@)BvgMt~YMe3mdRtJUZG6~A(Lu}qA(^QFlFVME(?I8&I=UN0JO^sE
z#jOFBww(+YN5&b8`|CI<?zJ{pHVr&bYQnUL&lUxEB*!E0Zv$c0!u_Fh0x6s!alAIC
zL{j!k5U3P$vrfm;tE(jn$3)`z>|Wj;;(uW`wAPv-y@TBMkV0%$t`}N}xB*wNGNMrh
z{7QshF&Ir{fwfuqm&hLG&ldtFC$)$`PGOyOXgcvH>gM<hnJ7m94?-l%|AgnWd)RT?
zu8Fuw_<nTqD6B{lyhVn&A~B67<iqD;Q7a=)kMbmrIn@Gy0lve#i8ZNFzFs{U%#pS9
zZ2RdP0i9UWdv!G9ux+$&l7sOFhX>04Jir-*V8;*d$j1--(VPw~_Aa?foE-`#0^b(y
zbV!gau^Vr0Y`$K&MEjdQ#hK=_uxj(BvIHVo^}iLRkHS`uM&?`%=G$0y|Cyy!Q3M4<
zx`!dyvB^bgImu%$l!C=URHcl^PZJ1;`Qd|aaUyvDn-{zR?SW(u7xLW&Sh0ADJZXp5
z2AO=&gm14v!dN@$p=l+rbVGKSK^a^JX%Pc3xeS~IQIYizVo*1(gaT3Zb_2B|dR<Ld
z)>F#?Hja8%6SvVn<$s#+5D0(U4N{BR?X7^PB9H`7gd3u8n$I6Uis^{zr!WRPdq17P
zNs#|6erRw{LE?#_)fz-vLlhlcZFD#eG9y{Lh-rT5KtmymW741iuL*8mTicRvJ@~j6
zBOjZl`Q(ip;zorFBX(dXnPHR4@KY+&<pl#ylJe4j5r>9Tuz?q&4+RE4h{9RIyn|SC
za7`N#@k&NSOK5qaK0zfIq3ztexq58ecvNOly0mXHV78_n9(;%b5u}2@Om-fBUNQs6
z2^+(E1I!K{2hHUyl<5t*tu`^rB%|Rg;?`|6cmL*H6wg3^Fb@(smqRj3t4X+a%TFYz
zrr8jECr8LK;3+j6w(#Cl%UQeU_=5vMUgf7cTO@$6xNza9aitmgP8Vj?BmftB>7v^~
zYE;h;tGOT*y1jl3Lf&DiRWT6|Vb6hw(ppQ4L>Nc!w)T32g)OE_Tg~Zmk+0yMlX-tr
zMZf@t18D_4sTryTTAw5MCqqzC@w~p&C|X|IgEm??_%p(q8}_(;$L>I=r}6>|q~+ly
zAvBLp(;{@DnLl(IadNb^&6))My4Wn|rWxX8RR0kK2)#Xe|1PqYX*0KJuh3^P65(>L
zc$SRhwkY~UEC6}`4y^fPLIWHgcO?j$NtYS^0u@Zl^4Y#lCRi??V(dptS=Q*Y>Nd^V
zY@g_F*Bl1#(B|`br`4T{3q#6>3-1#<k4FL@%bD(hnv1#PxC)OaLSPY-yNfk1P^eu)
z(sQ=#sc~Id`EN|lThX)5m%7sPhXXH33;Z}uR^_nn&`WWU&L+N84-&~ej>pvOSm1Zv
zA6~l77CE;{bCgsPEDwJ-nIlW)4V*Hf6owbEcALl0{`{WW>t>-Eu`=Hk!nGSWk9v2;
zIzR~kIh?!pad4_Cr5ql^am=epmRC1_Z(5U$e45chURbxovwKc<352JJa=^IBC`f(U
zmDu1+3@X;<(GUd};Gk~57`&y5`M2$Luvv^VV+Dg&HukNDYJ~OjqZ0BXt>@JqX*6xG
z6rz3*o9|>~UQIHLGmbz?#Q|qu<+e1R(M8}BAt(%&=(AD(^DKy*Cu&lV3Lgu84LK|g
zCWOiY+Z7)#V?%yWX0@4Gg|t?4)NJ!_f+ciKF>n`rxTN^+--xhyewDiHp+R_IAN+Zw
z)7&B%jbRjshW}@r&7cLNui1_nXiD?us5G^fX7HG^a-3f1dcV;lRjGeR^yO7^*NeJ$
z&r#O{&iLVGK+kY;W^-<-9-~H#`HbgU=w=#pK7qmW+s?S0<Ts-lpMepVYqpCdwW_zV
zEfkAgBCe50!Pl&P9hp)59g(+hGClGfii2Rp{ga7bq`9-H$HmKYzM*j)Vv^J%Q$wah
zTIg6vPP;*oARg!Ti&Hn0;zxBfvV9aSnl@H`AD5QX<9HOYOPGyLL~;?U3)Aa|uxtmm
z#Odm`U9iRMq_f&b1=<RB22ELt#PAZ|RK~7Cbp?g?_@V>VdEu*0<3?6i21AHJ%8tpM
zLIBiCG(i>dogmEWUSuU9p?;|=GY2VSJQQu#E{2+-rBw3_pd!j?f{E@C2KTR28dyNR
zsYEIw!AV@UI`Ma)SkSlyDrp7d9Xkw{J+#My3m*woy!?adu{AVxjR(?6s;yNvDq^Uv
z|6X;sVrLi;s(-(Y?M4PIE21zuyCLb|gW~GnDREA87nD63*|1#$raTRGcmYzCgC}Mb
zE!x#Dj-ZR)`Ky%A|A+f(F!u|+F%y9N<u`?`7(wYjMd!&@AJ)Wi_J{udlD4G2Av8B-
z>p4!Lvo7sa$t{4gt^#9GN)fwXrd#)<WFhvqv{DBZ1QjEC0`{N6q%*kz6zN@jh)1lN
zk$W>Ov-$E1{!rf8!V%;)k7&#XsXdJY2!!7!>d0u&?#ohF<2ykF^=HKQXkwn|EJQb;
zwiyRwCK;P=U(DX_kXqnVL-2N{w$fI=9ZOnj`ZT))TyovxkM){EwjbW`k6p?E9R$t7
zvwt=u<f``b0oojP4;3pH@KkJ^xLXa~XHl)-YmhwZmxB-&g(*D#yc=|-57wh_Kbq4G
ze+N8zGXyj@3moro2}DE3h1r*(G37;vtzs{)UzbTQ>og}2*!-45Ef_WATjW7B78O-w
zVjvA#wLT=zkng}`y88R;;w`GfWw<ye#L!ht{30k*-Ankc)l#1APhd?w+OQaQ9GD+I
zxk-}<BI>0@3P$V+NPf_5>{opL|MddW2YH1D1A%*C7bbgfbVSZNtIfuuwLz`*s43dx
zqD9E4m~*J`>(Jl>(6bcK?M6SNkZt1ak^2OHfRLgaabnlwkHouxTmJ)W&LLk0Zm?JF
zN%WQe|C;Jvrr9LyokuY)m+K0KvEZ66`^?E{*B+}}A>D>|_>RBo+q(jq{EywmmHSD`
zWquL)jK?e&lcA;uI>)N8w<*P1nkkP^3Q=}0HT<Db=fKa$fesgfhl$sfY1Ufb`vfeV
zX@*KlLP~KI9swM)e0m+oeNu~q%N9q^&PCdmp@mIQ9UEXoqAk@1L5u`4rN#KbcWlx0
zuA1gBOGhu|fl{j(^bwx&gyq=yZkjuSB9@HNZ@n!52%A!r7LB^t*QTzp9u*kelpbG}
zP3hF^Mdbd)`tVnKyb&5&t9L*CFA)S|JtsUEsaq8!LD&Hqjx%b?9iX7UN@foM8G}$;
z#>qyxS;(iZ&2(^?xavO;*c%?sVd{UGHM6L}r%hL<YN=|CU@kv8Ver6G&k6<|dHw1?
zV>Dr_rW>&2x`^=ne^(9;4%9*e@^PzkT4|ZlS)rXEC`6gjj{eA`(X#d#K!5!}f$wLG
zvnQ6EBZX#)zF8r~ejw}ZB=J>*0`<4h-fJkE0+(H+=oXwG!jfG5?*aW^`yP=O(&Vm*
zlA@<$Qs;OYY{Byp$43+1NKbLx1E>$NNTuBn5-N@>ptFh^ssDF7H1bj5StD|gl0}g8
z$8k)(R^o2_;`p=#*>hqncs*9*)itQIH%#xBYn?-Kmcc~ui4B6NEddWyx4$EY9QjP!
z@j7S8jIV>s^}CNh?zz<Rh>gLJILr0?voDjo(6M-`m(`lmq$dY!GZ{m+ostUmy^`4$
zFe^v%VejY;VM?m5Eet*)CP6O@A%TU$Y@O7^EK4#V2sRQ$YAtHfnl~C&8N!4V99$U_
zMu3XRr2C&ZVv8k;V{(P5Q<HD<IHjgSVO*RWnu?wlk+ILK0KT;S$CxnTfFoXdsUncH
zhcx$@Zt19cfd6KcN~?3nE#p2_|4~>ME%3?O!eSj-fe)Kn9s#?kqT2pFINv-_OKl)5
zs)!7$REhkB{O40>aT!waw{~Pk2Cj;_`dp1!yS^>66U`s10ilTOcJ@OYd`*l!NEeRs
zO+4EE$gyEIJ4o4UU_aD9WyUYd>}ieaFkr){!=_Z`DXzN?#(`0&Y$T~TMpgQ9+N5@_
z==NZ9UHMEpR-!9?%X9UT?u0C(Ju&rhv`UY$w$M>Ki|5(I&5qkrMDK%mX4$?!=E<|6
zu1oLv<ZH=(G2^nia5nH)3CHbx=Vci9GLxFNr2SVc$@Ft$=vVV5qdxj9Q;9G~P}j_E
zQ?a8%r{Va~ZrSfHH>=a1wGX0#fWBq{5;uFYYMf@ix@Jwwwb3;1?>3Cx+E0N$@u!QR
zi_GovolJ~uK(!v?uDC^|6P=)O_TFxvOb{ea5G|ASIt0K)YJr8w23bOPm41P#W);GS
zY}0G5^+mKXs%QxiittB#+i0HSkpe9)ngXf!GgRe6lvi-H?|}Br4yC{?H}4zwmY>AV
z8SU%JTqB1zA#ges9_o1Vm0wXOPQA@zEMVv2G<UzFhF@%Yed)@HfmBZzoe_BBV5AVE
z<Z;4)gH;=pRaLo&DX;}A&<{oRu!r>*B)nEES5w2V5S?Rjr0Xw){}I-syTS3+^WM=L
zi=L>B3I;aqfSd46=DmEctj|IhkzX7o><5dT*Kf46%y(JG-B$7Rj~8pdnk9hhxnYm4
zT+I|fhVtqwM|hp0tQW5lDw?5tGe@XNpth?XZ2EM{$h}=Pcvp5dUnNfibpbW^>o$dB
zYUt)!Q_q_#0bYu`;ynh7w548=Z`l6qU~^W0DT0{M2Zvi^1>tq2{J<atbDCs6=~u=5
z!tHVbnf+|N<&OjRBJ8&f$9vBE0!cL%m~Az}^(C0F0k_Vs4<=ciG=I$oFXZ?K_|I_K
z-?vW%AXJu=-|yEr%PWw*>`%X2vR7`-`R~+pSf9}NVoz3I)FN#TKV(F{MQ;>EbEuTD
zAyuQ{eCC+Ps&t2cx|2`W(&}J;1<$b3z=iRh0ZW>rh|G4!$J55ZRXTlLLXMsy6qCWr
zi1(ps(BJ+yiEifYou(5_guVI*u1UOiH((^4qtcU(A?j#w&`RqE2=xy%NULKFEcKvw
zFbn(?qAKWm&U0cmj6E;&+tazPQ!v}UkKvTATe#%p!(<f0k;K8$VZx%wh!E6&0%}h~
zg+YQqeZWDNZdOzZQlMD~VK?lpql;xyiOuEYorz3-Ym6|uTV<5$`gh{Up>uKYw>GpH
zV6LRL1|a}Jh9JNSXs6d$a2oE;cj#$t6xg0f1yLBDBAj^kS1uo@X1$0G7mF1^8Vcvw
zj!OKt=LyLHu<s@Ob}25G#3`0nBRp@bUK0tGfR{Vkn8?|b8y!;ec>iZJXQVxB8sG)<
zd33t$X~O?>kH}N=Kr9{Xnjcuxhj)+OIYH$5*}A%7pjpr7@<1npxX}vVoC8ypTFWr?
z(wsHPrV!jL5IFJ<>6nn)FEl|UTro(wgU|!2@jHL<QE|1eysRM&z}sF01Z33Y3d-Yo
z%D%iGo;gvP=);e=>xsO>Sd93GVf)NE;5*xzvd0ot=OOD87XV>?K`<yJKobQ=*a}=~
zyQB8<X-bWZ6_xd-{G#tz^7}W5#kOCI*;mo9bn&AlJy#xQYe?KBj@aTf-BnR8d3$FV
zC$eGf&q0Q;Bd5=~lH8n+mX2=^A(s_~*ra4E{gywMusjWNnN1={d^C&Iy6S%KLQIO0
zwa_@Qsd+C!s{voQ;2)~ci)y5j+lWwYR%=&2Dr!n7Y4-~Xe0#=K0(xFoYgq6nTRa}<
zD;KrBHo3bY-K!9+|KskmnnS*bq!_C>5eA&TgA590vP1o(AgBCXs$bM!LZmd=p!j=E
zGGIU1w31KGfyH%yl>a<h=rCA(XEbY*x~2#FzPAg0n}%IuE<E#ZV0u;WpLg1kvG$$d
ztL}rVPjN)>Q^JHv*9`JqiW<`A(V^`mqCM!(EJxI?t?K*L@`dz$6G43;9T}az&ja!l
zES`n*cD51{*FN5;8(zJG97bA;YloxJfyZSQj#}#E(YM%R>wDN{0GNU9*y6&E<X{4C
zR&D#NjvFWaw$bjw&CKG7AlF30`L?I$?>76f2PlU2zb3}Y=LW>iX*LyTT$lK!8`y`O
zh~D0h1qEtNok`O^jy`LO&YTBqxFs+7<>eE<b7K#JB!svMcY?&3v-4uPGwUV#<_hz0
zRwluQg|^MIYzFdcES(m9%J%Xnyn2>`EHJ8wn9(U4OAY@;xh$F0vr(&aVRI>e`g;5n
z<FoS+cuug|9s}OUW3S(>SJ|69c5aNvlbIvl+v)Bmz&D3LAp_&4AaXt_D1~I<ixMy*
z<hfX?<X}AV51_U!1jVPMruGFK(4X^QVPMMZw76_t7Mq&-hR4Q!voBkn=Jnuy{fR)Y
zt{tU`q}6M^L%mTaRs21Skp>HHWrd6wnkN=lKWERW^Ku^$980g)yw{yj?<jEIVKOV^
zP55?Md`!gCXt%9lHV4>=*?-dZs+;>?Kz)`JJB%=0YtR7kL5PZQTl)!8PAc{_Rrw6F
zn79V=UopZ}bhyy-Zm7{xtbozm1mk{*>vrE{I2!X!QsQoO<VG=faa@F#hc=;=aID?{
zrvt{h&k%w2r+!f7@T`@xyc&3`u-~V<C!Wje@AGu=d}2F;#Mey*^@hg)N14<NL6Cd!
zgW?~cv_~LctynC+#>WPZ#1@>-CUZ92Wxs7<x*&T_pBaW}($5Xe`R8ZV?isyrSCR$z
zTwakH2-^-C){tUfoq_bDZ6EIA@NFNY2!hc~Wr|{kQB#%9R)<q4lHHTDa6A`QVHXhL
zFHqP7?x2$u62T67XsljL@Kdzpd?28<MnDy;WW^BjlN<hJmxs+>yiW~ku0HC|g@(=N
zZRUq<&-dSxZg-c*13NxGy=;tWT%MKbc3U5t;iY>pO^)e`>CS6&{qGguPp#AQ9&eki
zrPQxe2ls44XC9uSAUrryHPOznI21_@WI`^BBEa=3Fb?T(VyK{!qWbYufU(8ba5p5@
z(ed6^x7J|pKG)}UNdXx1$b21e-R9HO)O^b(xGQXK$NxHG0WUvMPs#sV9@MN1-U^C_
zxZGbiVBdOrx?`cre0?0eukUfWqyU^cTb^aGwLRO>QF|8UwKnSZ4exazav$uB)U>K#
znt6Dxsyk?PL*Et}EVg2f`Qa>r4EiM`X7lJx)aR*qFE(9{F;=lz>xDbvLm`knDN;42
z%gqll#N8|tTS7W=##k3ijv5tFPiwAKZQ0j@CISmaPx^_0iir*-C0!*~#^WyyEC}r8
zJo{BKERte?l>vtj6fDiue$&@d*Yl0xssPcD*$A@lPr8CKZg))4FNY&3xu(F4i<O}@
z40Psar=C}zOm`Q0p??PN#1}8xR0bw`*ky;6wx-ZLSoKqDtfD?=@E0U4h>9(HS^w^u
zxi7}efkqn?hRksE=~%JKur9(Z4vB#n0=QTogp^Rl8X@LNY{&sby}(ez2@eF!fpJ6b
zfrwqsl8tKkYKUYd*J&E5F@d@RMyHD?^`oG9pN{o#zWiRL0d~$D+gBmG^G6U`+L>#c
zOst2;P2?z?Zhma1^?HNl?4MoJM6N?{a14U)Po%I1Kgf7UIM78$7mXiI=9ay`KaS@p
zbDSpkRWUHWQ&Uqt-IRoOIq+cN?6jKQUiY_szCV%fG3gUpGPr=ck$fQ6!|31hLXS^t
zdHDmH&B~kD;7bLS&Yy9V@~QxWhmJilC*Rr4_vB*5-@kudkE}Hi;XKdN<}zy3wl+35
zH=7-1u*qOCXg-~W^cV1ym;ccpo7iB=Yb<)WHICtZ_@ZUxQfThDD4e$wf?F>#qXMRv
zvq4I}IJVjWR$*zS)z!l}!$1Qn6Og9Y`Fz#!ayP+v0~{0YIPFa^_6(})`$kjd`l0|g
zF94VN^ZbA_mEn@Mv~k{qYoI>we-Pps{`biyg<O6DVCZ46QnMig{z*drkChe2<=|$9
zmV<cr*gUAPi1%1oT`IK(hcS{@Kl&us{c-;JY(D412OQH&)GwxsET`Ipck_3CZ~J*7
zTM4yPhK`klVIe{pzS)N39kmYiIfmqvW5*oBF<pH%qh0TV19pzn3Z0WJ3Aw9$GoJ-d
zn2Q?=*!0{d+30r2m~J?Svz#~I>b2Uv`*(UlXmv-LXR;}l(4v-&>K}&Zphf0Aojh!s
z9eQc^2J(u#Mv?X^tF0Am0L%DVh>_C~mQNl1ex=^4<8`If>cZ|TsMtS<0%5u(j-Ef8
z)Hr-|wyW~i-`4{&4zwLVazvay)y#Zm?`#|S%A@Z6lx^~(9E(_s6!BHci7)Eza9l#+
z{;wAR%It6s)-B(*d!SSSIPUOunwji*;IVF`E4)+LXQ$#Ra2i11DE;Pt*)BxF;eC0%
zyGs~Zsn+zCzIw|VLZ?w@)a`u9UHI$$ei?gzbf~VXD&<3cazm@5qN2hBTruLh?tcIG
zO|M!1Qf<I=Q#euxMu^lX)>n`eVCuf}=yqv9+-fn`KZMl%)g$%H_jRz4ORrHYs8>iQ
zt)Ju@2T)gD{Ae^;i%^Gyldi5VMfB?aGqtW{s>=4=@%p^-&!rE?e3UP%zD7L%hbYKB
zGqBdpAOe%VcU0AF*)HyllX@u-i>xiV?T2IB`HyKf{W@i5-w#8%H;AS%NVOM)Cg00U
zCb4&PUNht{LU6sVkoO5h8jS!y56}19j^e!v#j}GF75H%|vz<}z2}8+Zc~Qy4qk3<4
z2aqi2^t(5=0vruOToh2QQmw2(^tU|M0(l7mlzC{+qxPe7%CN^c-<||u;?e!~u<0MB
z6E~-1u{(vn-*~D+L!5^(JiF1+TZczUUU{*1Ze4d~O785Yspsos0i=)=wX*PYK=gnI
zBO`M{o08M1Q&H|Q;;2M2fBgGVVNhqIrMa)?WX&IqHCJ>>tQ`(-!d~h%7Ro|P+N+O$
z_nb`vneLP<sz>&8Gqcm2awK_=TGRgsMdU0Qvob&VVw85X%Zw&Euj<TYj0^XgH@y$y
zI=Jnfk%b2M+q;9#Nrc6FJO9^dpR0d-J->^u5`QcXHpAsn)8>#HJ8x2=?5-`MxN7ax
zQt+@8)K<;<S_#4UC}PON06mb}X(3p2bS)*J5ym|Pk+7*;Vt)NvorZ8ZJM^CZe2)Hn
zBcKpaQ&_3i<$M0#ClcXqvU|6f8%Bt&(d#-3+RS>KV8=||Y&BcT=<rSB2E0YJIYrXa
z(z2bZ2EAC%>Gl~SAyY9jKKB6miB`k0zNdxH0xvr?`m&iGkFE>mn@mnel>(D#%<oT@
z+g_gcP(<F2pWpx7?sLrb@xOOHiM(n9)Wv8uQ+?qiz4JdlKE}BOzCZ5UH#g0t$7QOi
z87s0HoX6@bD&4j>ICOlcUd?m3Si%oYa)GE?Y_b10lbp52R=jxyg7dv4CFRA`-sMNh
zS;8it2yif+0|v>$27hfm$jfebjGoQnT(&<6zS{;|SxEE{>f%spxt`rc`j`MN0-ANn
zyCiheuPQ}m!7hvWNgD?KUB3U@k!%*CXps>Qjk#ivxA(|w4wI7vuhG2~q$`1jqCZ-w
z(T`d|`-LeDZ~^oY;-*b4r3LHEdG6jZyB+nz-5e$=6f}3jCyR-_xb(YOz-Irp?FsCO
z)a_x5{cKvjMr-gSawO=mLGj#hU;RP3a3a^!)+VyHD-(Wn%y6z9#W_Qe1^SiZ2BB!W
zQ<=4zvyY^@VlR<7T**;5zl)K>e|JsatWJ^OVtf7g(zX&z=ZSz|hs=^|><w?Tt%QFH
zVSP==`Sg>jvJ(L-wzQY<<zjex>a`McR4CFOLQ=PrUkA%|2=-poo4TdVer?o$3x?8}
zu<;XoXEbCLY`|(y)w;)%#%^$!9gmOtTkk5C$189<q6*$((Y{?DZ}}#a034rqbSpFi
zf~49990S>rRhSiA${RsRs7_>epZczXy_n{4-Y1pMX{l;u%YJsrxcWmKAU6fab-o-k
zt=U51YkWJ*vwTq9<8<}>i~sX#gy{Z`hE|hDqi{nCrh#3(H_QXWz9c9tejS5WEvf5v
z7;i$)&F~}20gb}zelIAsq>IzAUwwb1ht+#C2&Unm&o!T!rV=V_@WH=8dJ+KmYQ!RS
ztvjH`WVtfeS1Yw;S6_8WmBVgR168NX@o+UN3Gut*_U$|tpWC@q=Wjyb-;1945h{%-
zL|s-p5#P{YS>PhxcY`Z|pDKpt`=lo$4EX~C6>>W$=3sSRMX3hL(7&ywYK_`zgp2C8
z$g6d@t#KL`B^0sve=y|af+uW6@tx$?U7p|9nI?N=MTx@wy<T?f>A!w$cct?jPj7nC
zgQ-sbNU_##v>>6^YKkkRm?B4>6C8++Lgxqw3)mJMgc99RAbdqcp0}XN4=WdK<V0Z(
z=FT3qfN{q&@Om_y1=Gn5^2@^`0pU;vMI~w5OXNlB@1}ymY#h7Im(!vE-EY9E=TC}_
z`*7qRQ{uk`6S7OHo)97mE5C$W|Iwvdwh$hM8Qk6W#(AS5N<v6axVV5l!q7jmyPB*R
zhV@Ouukc4oSDo@mUWE_4lsUByP$BF4PJinBFgJhR*b`2r_qRy-n~5z<g%BWP9b5RO
zCM`4sdkdC=rCvGe^YfEjYap}e<}7XhY;1^0*v0H0dEXYF=;nsQzex-w9>Z1OQfC(2
zaL77CjLg6x?x=H8RH>7R#f)okNSw;fw&daHP#1*^lYREZ4FPC2(+^$#+{A!44XmrO
z4owTNGxf+p)!0Z!kFl%GeWmSRES1mK7_Vujn)LTcKNbJ*N5|V+kU==<{>32^dzT&H
zO*;*y3WG~==5<dk=kNK{e$0L?yI6J0ZM~zQ>k=#jtX#_i_ET@814ym`V{1z0))Q*+
z9Zq5&?$VBidEkBU8UtJh5&NxqGU1VZ(-=Qv&Lj3YQAN2CGCGmriHP}j9*Yj#k;aq|
zLf<nVeSANM0V_Xi^v|s~+Ar6p@LD$cT>A>Hfv>q|go+j$5d@D+C<z5D)_uWS;yo=o
z+)`ZwY0ErSVX~l`<D(-p;3UoLVzccRA27Ga2lj2yY9a)sV9lV7%Oqcm4^-|}X7<96
z<p%`?*+iz+d>FqkU%HyVxW=wGx=#q5FV}eAuNJ;{33$ESOwUfxQqC9#T(SwO<^QsL
zh#Y5*rpnOMScRkmOYuK5`r+$=UBfFc+3CKvcV8moEZ@%RcRe;1CwyQ=Dr*vk^_q15
zx<IUtA(;&ATmItcBIF9|6_TI&cwiPL%qPFh;86dY=|{;Qs&57*&9XgHo`wZQ3IcBE
z5dTi+My%Hxi1wd&hp;>TomgR$6M|f$2L}VGfsUmWXK$+Q-O!7wC@-t(-?q00pj;hu
z&s%$AW9UdRnIkZgUnSU_)>u}9Dl0H5HXa=hyyZPBg;(k?>Nd$qd2ajlrYyj%u!9??
z>3FkCL>i&;3lrAt>d=|}4%~VEymlRO^!v6D>=(dNlhDAcJ=ZZh^s<nv%(tJ;x?L#z
z<ztG@;yx$NdSR2!W&_HH1<rayIQ-?D8pA07_l|N*v2te<IkQ2btFuudXLFv7fSYoB
zRuA}{Q)RLy5l!yx^b4CSdKPkVyD(R0bDz5HWY(nZDU5Cxis!j(z6;LjuG#fZn{t3p
zln&Dg)5u|~*p5+9a?%H@Y!N`?J*n?U$vqAQ@``Czu?Dw>VYy1l&*QLt26QDnvG09V
z`44V4zYqBLhu^W3EmE=BZF4PlGir018vbMcr*UxO0U$r~^H8xANn}BPU_nOuQJ}2i
zJ3~Bh$0YpdbzEaL2_U?lHb`{Q-W0*LmXdNe-&%ikozZPHxtsZAR;k}&OMn3L1(N9m
zs%4S<XW%FFStOX&PdW*aAYWu&`L(zy*ud}wN-7b>98;JxYI$F(U%!6UQZd+WjVD)>
zTy1vWA8mH_Zdk2Ua+ysG0}`*>&!^2p5%8Ar0d-T5#A2|_-Up+lHjJA9{b4XH`LPbC
z9oBCFh3wOw^F>QbB*a(esnQKw&-Ww4=z(#p6cOBko5}`w4ao8gf2V0K3BcvLSiAEj
z%~tzk+|^dQltNI4OL#JaZo4E$2%Ax{m3jf(2ZJP~(e7~}&t3mqm6iDckT#fJV3>0H
zueiZkV(m&x-~4pBIMMlh9p&;2+!?Yx?@L}1tR0YW#b<<aMa9?QD&7&l-GsK6eLqK!
z=^Y^^kcJuQST_%0c@bI-<$bZ<mgpS%jl~UjZl)b}QyWw0<?3hHf8e@w8MS1Z-pq0L
z=(6H%oOTlA;v$@WbEAKIb)wJlK-mMo5FT@amUn(mu1m7eBqQ-qmFV2(aIs!R+rPEB
zy2^k*QSs(nX6db06VVBly0Cm$#aUn|a=LhJamry5mIZ{HJMJ~Dkb1>C^X-CLZbIH0
ztNKsCR3E~X$i|=il{?(&evPE!ljj$UY2Oh(b=-77-Kx}d&lKazRnEz52k=C!NDWtj
z=~Qw5<wjqropw^xcQp`j1XNO!NpL$3SY~Z3X$<fsSC7SuqCkbfn=N|)Ae{6#;IqD2
zrZZn2U=oLGA;)P-^4;oe^=FYkK4~f!Inetu_!e}euqZwG0->N)?iUO34&BK@Z6}}b
zv*HWM;X-77{Qgw@G4Uv*o(0-^!)B1z>IeE+ge{(jEbAl^!#N5EPB1p@q@qPEd>L_(
z5x?@0X4*5A)yB=mg_9BNYB|{^NYBZ{YwwA}M3K!B6n@`t3XhZ1%c^Wqi_B_qf+lOu
zZ>q^SfkROI<`v%?P%MLnNvCzEbXL7M!NTJDjf~Z@R}Njn<2|Sgte|nsv-&y&FGNV1
z1$-xNj9n%*W?8RFBnnp;2`ZZ@v-h@goGa~Q=BcBX8Tr2B*cx)$*HfR)-$HAMe7@!`
z3+;Vy2+{kUhs{^}SqyMWNg)Y=$lE}DpVvbl<Kd`eX5*3ZR)>8PIwrGCaGYPZ1yMvi
zLKIO1`hE^!cu}dham?7EH~M~)oQVqGjEdj-*s*W$6vVtJY2?Nuy+l@iUW)=L*uR8^
z3;1x2hed2VYqu(0>GmG(nF&4am|ZS78@&UfLiM2=r$*({Zb(chzlyOQYrXeLMAB|J
z3CutDiFxGHB+@=$_9;nhK%M0Tzg~oEvr=#bK-~A?dTaYcap1O$ox9MGDP|dOxG=p5
zpnT!i`7!z989CI3>w1WQKOwhWR+O<jeotNR%PrcX3}crwiEWtbaZp>tbZ^2EaAjFm
z;4nThx!-QgXucI-Wuu|<wioF*z;iv`>-!<%k;Nj2cm^nSKH0+CO*|Z|s7aB@aaTh;
zT&~@7rY??7cnW<S9-nAqdHH%jOgPTLDo(2W0JJ|~GYNLa$D?{)FwZ;f2y&gSpC62?
z>nB?2`HIN5UvXQ4iRin#jnT@x`{1guJ&V4GAB~hBKCh2kM2Cl?bi>T<0PRKb9RJ+F
z7KH4Amu^i7yqxm-+>f)>4GE}bp-WZt6{p*^jPf2DdK$$K-_#?~vQh-JhrLol;LT@;
zISq9};qLkevWR}kyN_J@9|quU4pBPW9}^MKJ5Un(AHXRAw0G|UB!(-<Qp`wvdRs3n
zTABn-x=8u7RrKT~1Kg#B)9yO5?wq;`dRJ}(n5Z$ZX<7ApbK`ve&bh`Df?5DCvtSiP
zT<4o+?lUT6T#%O^PJ}xKbxGjym}-ggh4Fn}Snj(9xc5}CYOn}N_@hCA!*B~Q<F!k4
z1NA|3BTRj~XTJ=x>@6lIHCycg%A4cgW+o<j8TG$RUn4MR8LKF4|F0K7crjZ&g@hE-
z`VPN1fil~1pI`B{VR2YVN!l{>cvo!mhg6e?RL3`BrNOg9!t~;<y=;SYDF$JRw3+<L
zrp<j#<Qjo@_mT$+$u{EdAdq_$CK?-bY*`cd1W@hkJ(|kYHZ?cDAMn3S>Mv)x(ow2`
z+x8Rb@sCV4`;-V%>OWZEcn$78_+D#g0C>b%`^__aWr1MPE=*#LVz<uH1}P%a8>YR6
zb>K(u{Mrs`LekyTAnxY|2T-G{><Rue)$9!>#Bx;j``|<+8GCZtU<`mjJfw#5PU1L3
zpVv82mYhLq=nm*6&fc_Woy80JAl@jPZT@&VEC~)xrkY&1Ur4s?5HvR=QZ)C;*~twc
zgvdQS%}3~W<6q4+h#P2nm>L^vvwMHK%tBVKt?t{uA3Z%$ExYDAvWlB=zacpVoRuZ8
zI{o!}|8QbC45vJ}A0bTs=6ehC`Z_7Rdo_+7!-^GP(C7P1s?46@Sh$iBv%)5()OYR5
z`W`J@cRTf&mrCdcRM5RXX~P^HjlYRS7F%|>%s1L-zn(6s=U*$m?uCyWo}1^SK;(Wa
zXpIby2P;GckpTSN$lR#6e}CsN&#>uw5NsIFG}44O`K2`Y!SdwJP?iMr072}q4(paB
zW6>P{s6;~G%WA7J>9t0c(&mwYD`bgkRa&YVP_R3-6H_;tKbDtJAURQ0tIM>1FAO1c
zl2kV+KggyRavY_@pKG%2WxcahOMC|Kh5(P3S+MGl*k^{@vblNUGYs-Bx`JucV$Sp|
z%AB2Z$DNPg10mjLw^E`P^1db#zBv-0ZLMwxZF#uly;z{MEW*Ej9QjQ!&2RdV={U?`
zv0~E&U|?g-`phOHBmZy&CAkgljBeOGy3C8m&vf#Gic-(F-^n`#8{*aZSxnB9o7YLL
zKP%j|6$QLBl~Sl;yX~{-W?CCO?vH>CgJT8-d7XRv^{dJA7VC`+oED>@v`oA9-N@6}
zf4B1cfQjmu)uyiW@$n}~J;F*MKRe-3hr!$9h|FxtdLEgwhitv=W}7NpJ5Aqz-djdF
zryF%-Y9PU#Zhf(!Cs8xC!KQhvkk)$C@CNmG;Zj!!H#1<c-_^*=#f`D)4TK~3SgBa*
zR7E-_WDJH(EcnUTN0LJm2;RYCoZiBH$jHM8Om{b^CW1IB;nY0vLAAUow{DY6J1DW;
z`&FXUqxpP<2h_#0OtDnOL5aRdri!t`+16k}TLG*ApM|%=d3g*H`p0#)QMT4t8wYtc
z6q7!m7%q<*3OKqvXX0=`$cC`gm#<K4l5GWQ>SLs^YEVh9dHabA+@14=m}q{~POgl%
zRwx#8N+Kv<SVV%C`%h{2Aj4v8wRq_=8Q>dCK}=sWezDm1a)W3~FsU8chGCAzA_yam
zRu6~%E6Vxxu8h)jH&uW9Z!726YPZ~7eZ!DHGZrkkvzx1QL{X(SB^M5kV)}Kf2aCyK
zqT}Vc-N{n2DpLS|=Q~3>%b%jj3|1-B?-$)HMM;-RP5M*q=262y$Wu<h^}n{?%~e`I
zY5&RvGT%pia5;dgnN*LI&-i&A{`{c%8STCIPf_@(n|wR8e-i?vW)JarlrR{$i+V7C
zB#;E0OFG9s)RVfm4wsaaz{RJeP_!|DPSE@o_K_*l2iH)Sz%G3tE|h;~qngX#77b8{
z;B+Wp3i@Unk6_Y)j+q1(x5Q<~w;X^`o|hHX1?`1Z^F{lKFa$6cykI_M<B&ou^6eVJ
zbHsC=y7TN3!loeE<QkMthK>R%g7-+Lrkn<+2E6o2{C^kGra@~M_3i%998Ey379<%3
z$v2SH8LgM4I*}x%LTMwhlPwgVA|tN)0ezoPii9YG#%aJkMLk*q?|(uVV;K}*I8zTk
z@ZVPw!U*9wGR#b2C$)qCJ~yM`R=e&*>d1_CkKw(*=T|2b2W8DAn~(clEp@rKZ25Vq
zA{A9N8al2U>kk5KFWeonphJ2NtVq!{OB$n<Wr``~mYnCe9ph;+JW>$jQI$74aPI#-
zh+(mNgT!ps>JL{1iR}}WJ?bl*keB&=IYH8YnO9Hd{3=0iIGRjR4G&KU4L9@>_VRht
zNfgjdF$PV?8Z2Utqr5+w!5W_tPhZm-vDR$%Y6E9Rv|eo$IzBG>R`uEcE0>VCpZW@S
zB=lS<JP8~K_|CG>(#pIjjhIfPz%7`~<j{i;0DrBqtF82etSq|wqbU*oJ4HJmyra<s
zQ<*h-sbNtU_H|Y$_tw{fM`fR>47Pf!6$Z_ElkiEg*S7nkar`F)jaq|z6GP=r%X^CS
zXh)|bQY8L~U!B;dX}O&YIFI#PPInUpgv~aG<H`MFTflDc!wA3mR0cxZ8VgqYTFm45
z3S1PzC&~<v`7+k(faZ70;&P#p&SDy2z0s`tpCO2)0a&CQ_s&R=#)R$&(;I$Uj1rgI
zXYqsx=hL#={o4e&g>7BOijF}XF2MNoH_8r(_qc0X**h|d(IXg>mmAUvO|3K<f<yC;
zkDssqO^M^YvgP5aIWQc3m}#C9&;0$;L6>nC{Iam{Gbp?@(lUuUDe~UdN;u#Fmq}5h
zMvB7++84<|;7j8L)emyk@-E_eX@@~K##YNquUHu`Z_%`upQ|{Dsu=t@dKnF-dN`Jd
zQKxJU=J2I2jTD~;8kdFldP1p^9EE@Xw{ni$_6+uF2~5VHZ$NXA%?EyqV>K#_H}RfH
z#JMCt)Ar{66UzK!Rx2x{{q+dIHSeQ=w2ebLSD<8f)2weEcB!J1V17L@6VG~tBR;s+
zaj*9T8JnB|9s>&!9wFV!&nykMT59AVE74gfoo_d+Uzeb7i^Mw=dN=RfBafy3IPwWI
zZbS(iN*0g#fuIOYmP1fEeR>o(mm3-l>3Kp~TyuQ31Tnxyq-My^0SaqR(97%N$&^;@
z!``lC*-Bwz9s6^tJ^PQCUXq(5*j_;cqMO5=Fe+$hROJ4dGsi&~+9U=g&(;Dl!2Dc;
z^8MPEhZR%2X||V4-~&&|0vcq7d&18&j|G0`x)B0C08fb>b5_3WLx5J^FIhPtoG~il
z(9`S2kt+&WzSZ3oz((=uK)ZK$uU;L8kyctG2V|)Zf*XtuR%uYs#t~t)=<KP{r6%9f
z8UlHVdc^ANw(HPaqxx<5ERYWM?h_QZ17VsmEVTXn%{WkeGN}wGxYU}O9X|=%OFds5
zPXr0ifimbtNW_g1H~zF-eP7{z>9Mh?_(!~Dn0qGqeA~v3Ji?TXZf~CTG-BFWhUGRE
zpWtdM_f3|uQQ1_$d15?K&3gmBH|gFEWu<gn;{&TE9M~VO4KTV;AuNfloe-Oe>FI=I
z=my(nZ;0{qC%e^Jz3n>r(3q$w=dn@Af$R%bDY-3(B3R0Rv7MAdcX*8y4{W{Qb^<7l
z5&JGz5O1d2!lb<*)_%a&ui8C!==ylcYMyB<_one}2xaTc%w{V}g13j{Q@gHWgjl2C
z2=eBWRVDehTM8T&$0X4q(TT;mLeo34?}VUj^PTkpne?O=JF*z_UyEy%-tVZUYM);n
ztQL!s8AM+8;VhGi((4|i7%lO?v@r7GwaUD;i&bNsBx3mAEM5;16@nn;EbA#^kN<GP
z3jr6(<#IbHYEXT?HqdF5YL_GMdoi2>niaOxKe517X6#Z*ueLu$vUoT9preN?-3w<8
z<^r`P4U+N@r^R-YPc}JGjtwo5&r04VJ#-#*YqhBP${6ZIy(dREJIB!+JC%SP51Tv#
z&@0HK6HDN<qcJ}LjsXq?(@|7sxK5Z1Tnz_25irO95?WLHQD86%ef4lMu-6K^;7m2_
zffXSFmxPHYu2$7{!#)?rELif;)<^pze}U}dYiAdS2NCaJo96lWr*usgx_@*490Yty
z9vQ0vzWu0bI&w5_F9f(wFw+=}S&18-sr9v&aqhp*Sz|pf@0(W+;T+_~>Hq3Qc(Amz
zm)bph_VFB;z+hkPtP9eN>j3Obm+OD@i4<}PKbi0`>2>KKCk%DS2cR{wJH?Ntb17wN
z+v~7daAhzjnh7>c)wRl_JpQN%eW7aBdzI1YbSfS(W--n&GuPvZk6yGj0M<#9nA@@F
zb;&bZZ2Qlqa^tc?xv?+<E`d6#{K^3u*bR1~3SQum#*m#1rlo`*F-#Z>U)US6U{vF6
zJ<Hz+RZS3+%nV#gWW|QUW4DPbo=AbYr=F-^lq*C?^sdCD7x{!UnM)9}Agfcv3=CXs
z)ZL4Wnx&<aNy*oT(1`e&i<1)TaV@$?I%G1?xJGTXV}2WXq6br8HCnFG4}D_5#5IxS
zcm$4_1&IQIx*{oQ>G>VliL<2&)1`7%k6>t88lwX_&9`me@2(pmYkV0UWzLTyqLBdo
zU|$>iNjr<xTEminM($nrBzW4Ye7W`J<S<AC^3xds8MFm=9llc@x7wS&uVr1M!x43f
ziP%DkiL<o^@||a^^m?D>pVbM-U+mluSHBCW)C1>RY!U-Ko@kUpa9Y#Y)%VKAVLUuh
z${y5Ml9rB%y!Se;yV0_K!T*6L;8wBiel;UtI1d$vkH!kz9Jix1R@J>7IOpd*e{zK^
ze-JDaDXCKK^68fF_?p-3<O+@8TnP)x!8nvfcPIhv35?Sh%d%s-^ZsFcj54_xDlIQh
zxpX|kUp{kzrSi;$N8*&n&8MjrlezC-N20-og3TNgxC^!50%2hsf@W9Ud4q!#V2I7g
zkcWUJyL#`9?srS-4&ngn&WSE`D_G-r8(5qUG&Mnqo^$Um<dfQrGU*U5CPi6dc{is+
z=R1PovgEH+x7H?(Z*I+JX44aF`LT{oV2t#g$so^$z)p7(`zf;?K+n=Lv|RZA=3vZQ
zyviEhD(IvXbOql5>-_O8KZ@pG3P=H&5ER2+tv8k7kPWL5O?SyE#pcA0z&=_=k&j9>
zEa;&zOePN@@iFbJ)Xt={s)KDXa?h%im!+93xoAHC)Dvnno0L`Rc8RMEQA&c2Gj-x7
z-n&&UUr4Y0q&2W7uaZUwJCo8%Cf8=SNp3ZDpc?61N=SmP>=z}p$paaX@|Kp4VAtbp
zJN^Sp`3_F`z3G@7wS<gj{;5+Y8AMVGIxHrx#eJqn0&{!2&I!Fz=W?lK`1*LhJdr`Z
zoLRat&902}-t6>__~2c2)vz2N=hsXziu(Y7x?{Ilr3yd6;*yb;T{K*-!xl%6X2jKv
zqRhkJkgP@00qoJlS@M{!ss|Y2n(I&-5#g9~9nG1qtLuCJ1cqsby5%B9&_hn^IJ?zJ
zCLPd2eZE~TH=emfsgWpaf3h!Pp->}6MJWDo9gt2!4Y&QLGmXu!GmY<)O8)Vb=>_yc
z)Psx!&NL+{Th~<TU_VixugGj%{p@*76_-a&e4@fW_oRlF@iW8;hSP`*MB;BX)VS*g
zj}<p$RJ06r5`m@xj=Kd8a=$-H^i)l=hWsJc|F0L|_OxamjP(6W2iIco#*59Mll7J5
zt{`p(Fa4%+V;g7ZpmKbpG$}}BM)S7(`5I02T7U?o+CScrok{R9-96*%*SQzqr7~0H
zdTpk>+o`Ab&-5FOohX57TK%8MeV7*xjv$czp}}>q4H1JR`;A06{np0bbdEkwHO-)z
zksD*ChkGUwb6kq6ex`-m@f{cl(LSIuLzQV&(6QmZUYSIvBup5oF<vY;1ip{o0{`H?
z>Gu7X7m0inIk^y41tY7LAF`iSEO=jLJ`}nPG_4+q{h#K{zSYR6yP#HCLJ%`(#Q6`N
zzL!|^b6|6#zt_JI9PLoN^_Pbx6*{gT4BU4PEKg0+d?L2|Q5z|<^(s@_UIgs{FonVh
zz8^~9l6J%BI~qsg2#iLITGez>tmrsJ>$t3$I$G4|)dSAe+8*X**wThs)O7*Loez65
zj(1~}R{OgLiSi7K?vG3A6Tm+O6=Ua3fb+$w61Ov_#<9`}MyftZ%eGHP=i6DuT`aI2
zW@ot;!n2jC;}~8Y+x~t1{iTrOaYhZ)y7>L`002ENXLqTETdv#QEuBwiR*oAsEn}vs
zdVkNaqMsUcSM)rqmfvf9KV?>dv-XZNsg2W;T!zUWU>f7#Fjar~QP2G_nL8GZr8&~I
zSpVZW((#<W<<DBfG`9>33k!InavMHx99naxP2LAk_)O+?WHy^8bO$^vaDYU#=G<4x
zEc<{s*C(sNFqHPsNn;*{)*aAYSh?@7&*00vPLO*X{;Sq~=WT;ZbV3C*MQIo{%htUo
zS8OTD{nqQ}eRJo;QL^GFU-vKT+cz&%&4@nx(cRFAHY7eedLEaAu~=Txp04NWB-g{@
z)-#SO9S~iDU|OD`!+ZD4(G!cc?DmS*3%-RUXEo-kOqrz*9v}TBs$^fSosZe_e?IRv
zuRsr?XxYcZa5UaI)aQl~ge+Xr4Vs^lB|P@qM<%sUW9QiWX3L$L$>CEpi2U@ETp+z}
zF}$eV_u}o_LZY#~O>8f?c2=IKLDNv7x+Z@7kE83X;OpQ#bX<COkf3m#7p@=uX{EH4
z(r!cXk}y}c*wPzHv-VVU&`SidHtavBPm;p+!TH)qu&F1Z^J={C@K8Y6*8Tj+F-=56
z;pVA`f|#*`#LxofP9T8_AlSQUl0F!$K9uBA9{9BsEyyP{NP{f=V5wmY3wijwY~_eV
z9X?He2Qnh>hxm_Uf$uptprZ7!=lk=TaA)wV?Ko#)c*66#i<0jCs^j|XT6#9mfUt+z
zP>=xLNqB&#la-TmjKgEw<D5R7%jqu=>LqfH&F9hB`FfPu@0j!oJkr5v`LVzP1CN_b
zB8G0Va1wZ48vT2@-CEKhkrvAKSM+_COiN_b3*MRjEK(WbrH?cR!tF+aVEdjHryjf>
z=dOGjxi=?20tuB+8IeFNgLrAKyY+7^tqdPEKhrU+_s47BZ|xR>3c~&;<rIT2GzH%L
zjb0nO#i?$Tzr5#1&GosyUz+CzI4Q-G3km{N8&cJ2!`-;KhEK1b&)Zm)_2KD3((%5M
zc0}-yL?I}v?UHJTg-a^RZ8;(n%Gq_^9S5(U^TprHp5Y#ydY@IPPDEakE;g&g+xxAR
z+N}nRZ4ngKBe1#y6mmsHP|tYmmZZ_zP4jm2w4qmsdMgV>_>PAtr)q@x^CtE_7x7a)
z=RlvP-WT0!^~i_I<@)I@32w+bVZR~DCOOKN4G?W|mI)gbYN}4L+QAZRot|Odi_6S5
z<6g#Q6uvFD)#>AXAJ(X<q@i@vXQ7m);|XkK*+W+QTed&JnH}obtbw^R>3op3`6&7G
zR`zo4If#)CCR>2>wsj;fsC{!oAqdg<K;XR2#&bV3NW8nU*|qagl5+1*<)U8{pxMj>
zi-P7w!2R~<gT1vEKvqVDrx|r4pScZj;Yt8O?1Z@KrQ8W;GZ_s4_NcPp?J*z|pLUV2
zLtw@TeFd_dX^Vr<Vnh(RL|dhMF;L%hOi8dQ)5LSJSxmxiI*>Pi`ECJL#vaoiW|30O
z(`ZqX&V!S2$C;*1cK?8?D<E>85bu_Qsk^rB8JNiPJ*w>L?ljEsYgZ4Q!JPk0Q^?)U
zKUpkG)I%`B71~;K7^g0gM3bd!YZul8JJR>M9hwIQ`%bqyTCNxuG(u>JlX#BOjEmgw
zk67Gp47x~%cmpm4fF8jjxlDHM*hA>$3EuHq`R2@1>t8)>ea<1CPZ!i?s=<$&&I@uL
zVv+a`$>+cX*CH*$qIqi(VfWcn49``Z=T)0I(kAd<fqOa@UR+evA`pE<J>p9wqu+rr
zOf{Pp<q2bIJ9n?Tlm+<1qBL0Ti*udz!#!KH-?<%7RqAECOwiZgoY$DVY1>J^Ez>Jw
zd@FO<#)Xwqh1;$-Y5=_CCG26gyPVAHUd2$gU-82k64cf#LdP-T8B3B-i&YF!5m0Pt
zft447?6JFCV3%U4BrzkS0`T_y3(@C>5+5OsRA%AdPOML~aZ(nWU4HI8zK-8Aajx**
zn$Dq65D0=I*q7Evr%mpM!`Tvn0>9vvKcmT$q5|PNnGlMRwyC2;b?i@a;Glck9wTa$
zWpM!bKoG`}lJWT@M&WJq1DoX#L?<KlJ%^O-*pleUO~H?_jNfbLr<-sSOh%ngf`k1O
zLh+R(@95=lu$d&L#|n|nDI`}XtzWqqj}TdTZ2=i3$CqsWuh5`E0!wS8k)>b&Ug!M%
zoz!`eB$eJ@H%mjEnKP;w)ucDkqPs5-3kpMiuR3+RuH>x{XTYO?w)ub}-|v2$a!4hU
zYmla03j~r8?3!fJLduerMphuV{PU>jolO8rM9(o0f5&WSalRh^e{FqrSX5p2Hl0H#
z(lH_u(kUU0fFh03F*GP00y=cJN=Oe4N(~^T#L(R-4MTS`^mlmP_x;uN{WlkfIdk^e
zd#`oxd);d-4~~zJs*c=IYrVt|Lz(^u7o=O}Vtigl77d@86JmK9QQ7LO$9Ocn3((_e
zV{cQ@fK3zMo2sFWrAk)8CoHOIg;)LJ4rNO-DJUhYvruR`(azm(_w68q5v#tWteU`R
zT4B|s0T(_#z7e>oT*>-ZMTTJxCC<)z0Q4B6qCj=fMSom3hEd<U8;{MInlgBFlq(^P
zj#=$d%R4H}(lOHeCy1gJP-w#P8x%TB3dvd2Ra_#zB1(O3&wjCaav)npuKiOb`5jXK
zx7`-W$YB@LYG#0AGFt<NYs|@?jVH;s12g=TMINfWy7@nk2yz`~SmwK4g-1MFyUI$s
zJ`ZmG<8WxU#F5-P@gpT-koH}*Vck>x#5X@5%0kg`h`iE-gY#^s46$Me$yzX|tbaX_
zlMCr;zh>q9!{4l(@XVrjOdK<<a2#4v-SLge>Fd(%?O)nIqZ6DrM_;;%S8VW=<fxuW
zQav-KVx6BA*ASJ_NJ{2t=p!YS(RFcMw8qqvu6_=Qr+pYp_6-k3#7pkD>^`T^JXV`F
zZsN0kZoQJlt-O6)W5&3HF~0I%VRt0&O?uQ>`GSSKV4^q`f1PU33U<6jPJz!5*7Q?K
z76al>DmH;EY~ME7yPYMzZGTv_YWvlN67jhiNwF<2Y3En>rJky`H`q^0OABq7mta*<
zdbYHZxF|r2`ZGS$DqfpPPn;K@^ygaXnRm^Ca(sg3rN0ZVu&w7hMUjM9DX_)j4`7-X
zKBQzy^W&>+9UD6AQn4;+Y{N<XUMI-|XXPN+3)2RrXLC4fm7vRf7_Dg<P_X#`+<V~f
zG0|J^1fK;Q8=H1v<SO1-!mdTblI4`*SuB~*8lS3O-Xn(zk(Nu{jLo-w6?P=O@Li>w
zah-gvi50#9ex=o3b=*40iv-P-H=`tZM@XgBD?7sGn(D*9G>KWIPH?U$pjEtIoG&Cm
z@7<uex_yFdxZtzcmMYhErK13Bmp0M$2;3rdLx0iR2#(c3e6pu|1+bnR*;<!YYwO>1
z9(3BeDGB;4FSu0dC1EcG?cm=H?e1<z8Yi<_YVs0JEBvop9OTGdn2uVnuKx^vipSVy
z77Pp#t>H|u%Q!}M#(rmt5ovi!ekl&C!!SoQCA9SQV4u}FCKOF1{$#_P2>ZciKF&j8
zZkCf;?{uw@(72Nv$mAk7oOR#5EE^4fB`kn12h#USwX~3~&9y@QTH4`x6lJdIc)J!_
zSx{T3e|DBmuKdf17@NB-sWnw^ckJK(n=kmWwZGYbM?W`UAfJ?Ri&f8fn-BMBh}yr{
zBk-h&h-9!bcMryS!`&it@`dM<fRkx`kRb_30w&V<3SZFXTUCq3LZ5C8H#wG#x2a?R
z5F&h^<S(XA&qBrpkQv^%EbZk=&m^d|l{V*{mfsBFEv^K57<zp_9eA<-$P9I`<T7dG
zfe-$&F7R|#p+#`*K_4>k5b6_X&`cxrKDWkL0~f5m-nQP&3LA42Goz_75VD(6FMI3M
zzJ7bPKY6N7+59ft=jL+LTDCA1BG!A9bur`EWTX&7_oFxIqf;b#jpN}enqf(1aW}G>
zr!);tWJhw<EPmhH_|o5}6oXF{&Rx0#R5&D<=~)L9PHPWpW?drZB^5;{6k(?Vv9r#r
zK|GHkv%dl*Yhr=Mr^-_}ah+~kYk?yx%^RkYGu`6_K-j{N;nN1=oJmim<QgURF`h#|
zvOJeBkHm>jiq|STUUNM+Hy32w2=%hyds3CLLa_HKA%|R$qVe<LLd8z#ejZSi$7Mul
zvL`K8>Kn?$H-XecHeRk%127Q5u~JzkXin3+HLoq)x?j{6#!)g!BEY4;O-J)xCc++6
zn07z>Tj65qscmZt+isUH6AV9EU;3%<v()qI2nr+2`D*EWi>E_bH~lIw#1=<TAM%*6
zgFb7pw!0|TWY@dM;*VYV6Od;_oBgjd>P64hr(BowFy7-zm_hKvTUWSafnfKW?}cfc
z;eO4_{oRjZrHsTyH?tRuW<iHomF=`WtwG{=K|u=2LEB2XolMc*=(dxOIf}xiE(%0p
za}v}>Aat3>XhYU?T2TA8$3F(dJg$rNk`Mc*K_tJTh%8<{k5^|?3Sfi{>Eee!{P@kO
zJrJ(*$U!N%o)==KkMpr=i%!brwxVqKigYo^zq1YPUjb-lK3?xjH!#aX-`4bt%Ew5|
zU&yB~aSvK~Ydj9oU1=x;wedoTJSP+45`i|v8cCh@Z%>k??571Ag2N5cQA1MR4zx&$
zLI9rNgWnc#HkX*rp0$yKm9v9C{Ro6ef>G<|`p@mAGHVo)-6lH4OSP4g`Q?)w5L|Dy
z3RKCrkcpi6l|GkHHrPzPwwakIy2rX6?&v0&;NlePmUWtBZw1NMuV0UVlNrT?<<Vbo
zqkpu!M#kn?cjJM3H&j9hsa(K)IZM+~;-bu|8zXsq@zWwvz&ZcHSSPY&*M7`Yn)ulV
zX}z^%5fgO;CDuW0g)bIy<wtDWUl5WGQD;$54?j#|82kLNAiJI10X?xs*{T`yw$u1y
z@_oEn@A`C77MU-;N?T?3EHvX&ilD=sK8?8D9m#*VfGQithC!;Qe6Ki4ifIYLk30$G
zYa4drX&u|%XXyBRzH4xqB*JDS*Q~E*tR3XGgb7K@py~pEm{yUWVA}<aOV6{s6D3fM
zfdYiQ4{y|l4+rGkp<>K@L!ZED9XZZ>Z=+0GdiCgWlhv<x%56D(z1K?u8))Y@#~!QD
z1dlvr7gm9aQZM(<aY+`}qfoPvw4^+V^!2*lhb>M^Vm6N)ss#~Xs1}TAH)nRv9)q?K
zCbc?$&M#22o=N0|jVEljb@?=Xce36{()oy_*Pyyiv1*GPPeJHgW<)^q@>fz6-luph
zzb}X|4ax54h<M1Tc2-}t5gE*&>TDC0ZkxQwf`x^C2~?ht`u0!QOvyacpvEEHS?89Z
zi!LfWG@y*W<r8i4<Tkk~zowQ}Fb7#D!{=frp`gVNzMIFV4Tkg@O88(m>&w@y=}%9d
zEi`=gSeo;dOjGj;@G_J~Jk_fmL5TDon0h5{&el~rt%h2nrY$A=RC)J-&a5MjLfM?#
zR(e}25d_gxlInw=p2l`|#X}oF-I3zZ--X{TQ-nUSKr=$TA=GPRiuCUB2YNJ(w&4|=
zt<bHt=hP0YKu$}bdZL%I^%d$NdUfF7U6Na3j?b3a!jx5F&LF?hZ@1x@xhV!M%3l81
z>n~DU5PGauJMdK-vPEPRe=FA!QHwqbv~<r|&<sJA#=1L8iQGyS_Yu8hfPG~bba=49
zljbs4>>`Y{zRK6ioe=N7Z85+Kj_kbp?yr#;^H}=>>V}f(dmwo&KP*eeThl34W2wVp
z5FIm5ZeOxxfAGNkyMm6M<SmseeQfWxzFzif_ktlq)=}5uESpA@FeU06LGjMkVPJ(^
zC^5O@i~L8Qg1%k<>4+xdTSNt{cst`BofDh~*U<2Mh)$v@s2?K`)p))rO{Sc5r`MC_
z2>VoCrF5yYFroT!2B%c;7@N5Rsq_?D#-j%9!H)Ml#HIId+GOK7%5llF|Ap-6KnV->
zBpoi8bQ&GMpB`A5dtwHnLgIeycr9kSrJ$MaVkb<i47<TIK5W{*J$JV_VWyV2YX8Ia
z;#Hvxp>u-@WJicB_C1U0TP<hWs)x3t<4wQacUER7+ZT@AWgp^N(tKPAk*vd);X8eZ
zr*BOS2gSD`fC}Zbiw;+RyQEZ}%`!_ro@G>_<xO*QY7ZjYHE#HX53XOwlAyb9N7_h{
zwBT$i$$BBY0IhW5pawB7vEz-ZcwIuf=*cXB?Q}fwLJg(Oy_GwNKTvHy6XebxZ2-T$
zJ#X5s`PiQ<peUsU^cxDzbda<g)Tz$^I?Mi!RyJqoy}I$aNwKVsG#Dt1>>!UOmCRIQ
zTAFnoOb7-0=njZ&bDA=^ACmV0OvZN8?d5i`0{QkT?cfwK4Gol*swS^oa&1^-k>0Au
zwTN=`FDs474q0n)=&r?;jqdPcGX_>aJKE90NXze>df8WR^v>G-t`GCDLR{mFzo{9q
z#F8nNN;`k+M$-ArCU?|!B5kAoY}YJJxm!b<0*(@|_CCjI;k<g020La^OXTjPW3rz2
zu6ZfMzSewYCiW`FaxLhv!fM{|@2@ASR`quoJM$W!#tA|q$yQdw2ohGTb`uw*JWZ;L
zR|cH&6KJVRJzaXajDAC)n}1h(SL<ZsS^5)RIaCVr3vSd!^wuExqJ6>FSI;47n^%79
zn=_JQj**FR=xU;?#k&3c2>i-GcG35%_J$H1$WZ6IYhDiLWw<ey2Xvw+owY`eEcRE-
zi4q4)M;{e07<xLw-jWcQ{n9LlX;!j-F1>udO|81$$E&R@ZZ8EWO1T*-No<VMt}@1`
z8R@X_lf@b<n)rx<>SFW+JJ1((8UUlIs&h79p9focY&SeFvpz4DKF`>+H6k&pg{yp@
z%y`rN=Qex4Al4Y}b<F)1JP^GUdg;me#mI>xijfeAbwYS>c&SA}3Vo+tHaL%eF7EDj
z#LyQ>J?~yu00B_v8B;65+LXcjL?c~++5!KKlF~z|DBO-@$CV2%ihRBSVcWwJ%h|0q
z$8_FUyvg?c9`#8ejV@>vFELL|FJ$xB-ex2AHW73T63OD{pB+#z_c!>h3${c#zfN3V
zi6rxM=rm&(1$co|9^-ml6c<&%W#M@wPa|n1QIvPC`01g6!1iPrrGr)uXRkWR@s!R)
zYl$6at6LA;&c&sI)38>(Fx4J!&^pOQzS%92E5%sQVarr(_2QbSrlFiGNc2eLL6CGB
z>q|;1i`e$gPGJRTlXFaMYR@Q@!>ZWT{AbJEdanv0Mwx0B7NtS|f*yPwBj!dnL%-fE
zi{74uqi*l>Zq$qeSp#{=ko4a_P8M#z*q-8ED04z5@w?xr)j*TL!vvy+k3GC(xz{ns
z*>wUA0v?X^rqlVv#J>wu=(UD<YqKfHg$y<wM*G%3Yx%BAHI&KysMv6Eu!p=d?|lmT
zhqf_6q~&C&Gf-<-)Oignh3u$4E$vrYvQ#~T@ab+5c!vM@N98nj!GeeG@hO<$@AD5n
zP1XMI6s!Bg_viTSwI>VP%A-BJo%bX5fsQs;9^AC)aEJ^4&y}DwvJ<)>BC7TGnA;Ge
zeB-b&y-rCu&raN)z+M*$3?$-Fe^*YwJ+alYCKff_nnh<-PWSGhUbu7KRvEQYzIJPm
z7~kNk<E<aEPFwAkaMxgUmm3r7Mcj5GZik*IzoNnL?aaM%LZx|-&lJbUKhkT2)+OyK
zo!~pXAy6C^ltc`0>CYOsjK^nRaP|t8f*{{G4gW&YIB5Hrs0s!{=gZkM7xv`69GJ{M
zX*khRvc8<f=-AbgKmHMG@S`>_(q-u)e*L+i6C?Bj%`$m#*AV17Ls2u~%pBs3SsJ2F
zSrev_XjvF}s!l@0(xD>OYG{hS-|`U-a;JvbudfWWZIZ<^7IykMx2&X|R6r9MMY2}5
zog*a<e3?HDO%M*<MIux#&P{LLHR{WjBA>=9IxkcXPIUBS^Ay+|jz!b1x>C)gUxAr0
z9qM1B5Df!`*{~!Et{@y`W9^URHg3XyN-f^{Klzyy3O1%)dN(i(Zx_w12~WuL=SZEE
zRbZO$a=|_-Dr+1u5H4?F#Tm1;U|%|(mTG#qYWGzi0&sy<(w{_&R&tXuu~<j0bC%nt
zVX3Lf^i3OA(NZd(P=6ff>#r}$?gTd09B%~<diIT9oTh+{rLIbUfDKPO_O&uD&EJg3
zma0{PSXb+h%@87^ku<!kb`w4v3XOO!3azaN9k(fs-&c;eAV+MDs4U{GocWt-WVLCc
z|Fjia98MJ=t?{pA5(6#asj5bNARE1i>IKLd4nw_vSl^=_4jK?8ZjW;n5@2pAB`cfp
zUx1%l*ExChkj^>?*$h4Q0w|Fn=R}h4=5>_Do-!gD>mPa61fqR3L>sB2LNIk`*jk~N
z@p%p*bx&G$b<!XWsO3mm>HsfF6KMIZHlfaQD(m0qHCg59JA|ivFtIwzs1T5j5CDY}
zh#l@|M4U3$B9HpasT&!iaX>ZkeCZGd?+F2mF4BHsWWG-bKAEuOC`eiVwdATUN%Kee
z9VQNFC^Vx}AD6(#$#{cw^g&E>(D4L-!`;WjtIoA_D?8m2A1Nr|p|Z1cJG%>BU7u`z
ztG0ZTHP*4(yYhYVjss9Ce06o2uiBce<8?H_RGFcF+B|F6{Wra??5DbM$?*mM2x%cf
z4Yg9OJiT$hh<O*PoaV#(6(YRbl2lJ}RDF5(whwt>1^drbU`xLhZcP|<Wa&R?WnD=#
zOznQoI*-FrQs{UTJ%}$RgBe2Rw)Nb%xVXrrWX@NqoCNEt?UtOz*Cu<(kHnFJ(u(GS
zNopl|^+)KXx?x$&a19*DNr>Qu1KOiAAQVXQxQ<zUIsKio@o9~T{^FjCybKc8WB)Yp
zkh53BJ1~*UfMB>-Pr!DzwtR?(-P~f+H8=o=pqEscgP>6%xrkYT^3;Vqd}b&N5N{DQ
z3n%m^@yR7wAxNC~qi6b*^=k)9tbl}RvK~I~vz@<Uef%FLiieAYmv*gbYag~#Qo_^w
z1RyW!D%wt*cwtA--qcN|QMOi*W+#y(E7A;O&7_JYua)=^g26!kA<DR6jv9wK8m$n+
zXbV;rZo}YXS8Lk@A=^>ylxlm9H%)gABz(oo8#?s9Hz!&TN9%*rt`1sVoEBQozx=Sv
zZD$O%Vd{Wo80(Se8<O_syapOqytDKi3R`+^m(!#vIY^#eAG|&YD+6z>zh{p5ZmiO9
zKL0sb7}Qgg1FBoKT$!=!N8BEoM<?ANMIKEOsAdq^*bN;l=BCBjsaA__vWPrmZE1}n
zV~LjRg>$;AQ@Xo+8~Ck9a&w7s7I~Ay*m66<X1dUgDdT`gmJc2v>3uLJ=MZ+;61^L0
znW;pLc=?2YgI736HY+ZR>i7XON(Sy`ZLvX?_hx-vGo~wc_oCMgb1f*8nujo+hn*}V
z#AnO;ozLYaD-ct0Tmh&At~MYnSI~NrtjJ5p-TLdma~R%Tpq7K9khS*Jo|mn}Ti%kY
zp#G5B3cR619_4U}bxH$UatbOC0JUXGe7CT+hT)k6_fBYv1o__<jcmo(4jVc$&(yoD
z8k=nd8mC_zWc;z5`T0_mB%}|hJ<mau8oy1O@_ADLfA^Ey_qjhGUpr9n=&@8SOHO|e
zA*5m5*syBvrPK<T?C);R)nUWmWk1YUd>z4}mca>?3<&`ZfEgLQRvvgGvvc{$U%~Xz
z^*Ho<LAp%&i6qk0<F0T<-ZMNIWMG%PsA`Ys;hJ>IFc+P&KqkmiFNExq>VO=Zn)kuh
zJOL)H5kVJa<z{8<j-$pv*X!5U>WSCzdh}C0T|faYPldpGxukk|$ZJ-5<SG6jjPmQ$
zi-_*+`Ed8g!Mkh6B7)o^UhMdbGEJY7Nf;F6<u`9GmwYTNa-XXzu@AcW)P#VWEYdAC
z<fyYbMc1@qAhp#?A~7u&BbXigt3Z7p8-tl$)0-Hwl#Smlhp^#>p-c^?8?n_}IiAEA
z#ZxlL6_dAN22DO*$3z$Av$~>}*;)K3f81QxyW3@=tJ2rQ{LCE*K!O1S%L_QaPMUIL
z4E<`?@!)qKxsX?>dvlRw_-Zp>kysSLtZ!vd@*7h`Z>OKVbG{;9kG_vdTv}n6G$<eJ
zM=$U!|AgexGPSIhdOz<w%knY!6>$G11A@i_L|8|P6Ukh%H*(W(2%5v|&{;P?0&`S6
zRxYaa3I&Hhnk4;i_#wVt8vOOcUzk{NqR5u6;Ze^_V4mgPqHyZMqj_^pU(&sRTe)X>
zU<^N#Rrehpg23j?gI$PElgZTJvNUE$+%p=k*;4IC%B*Z!hF)>iuIs9dyv++HzfD$m
z*)}+c7MhcSh+EnOvwJvxWXcLZCX^QqZzo4`#K(&7Lzg^^&0;0A2U;TDl=)-Id!73T
z%NT#GZZjpp!jSk67tp>}#H!f67ypP_@S6K#X4m6Yj&@0;mXVphd6%&5oPIS+>GYd?
zqrnW9;X(~w2=})}Ym!7l2Cuhfv7%NyqH%tN)5S#ik<}@l<QFqp>y()-G3(DwFq(x=
z4igrjrt<RfD{E_8lO;%&2;=aje(c6RWDiH#m@kZc_}yc|h!y%E+b%?9DK{@9I_bAl
z{85ujyA*E#nVo76z5t&vnG4cY(}7f)@>#D7mOItsBI6gMYL`1NWVpLh4^@(!*R&=w
zjpNK;SW{0?;t(|AyHc<)VP+LT_Y;F5M()to$$XX66WTAlOA`i=h~wtaTMA;Gw<5y?
zxL{?gH2!wL!tsKF7YwrujaG{=b{!&pjAM^~yut2y8@Z7pL|9>{;~kAee2~_q&jxQe
z4&{bJ-S#B_u*qa`)(P$%rZjm%L`&IZ)aOq3TCd62hekp_zu{0!+acy#>b$Q>Ov4WU
zy~HEFU}sb3PliMr^0+(SviIpVn5Y2B{m1Y+Ihp?~G1c;Vx2C%~_oe8~z>B=vamJHQ
zXCp5XG0*5gojeCa%U{h-3HRjYclU!}dLXUn2b{(yHhe*PnU=)1O`UZ?;a=IHqf1HP
zB>X1tGN58&{2`|09r?Ist6fz)Kf-_9FYp22*3zOv12^OOcvm+li|QFzD+aOZGS%WA
zSs6>@w|wm9R~G_#Hq1Ndrq^OjPoonQPR4jd)QJV)n}*+5FzCD&NnZX4&xVM}$mPFe
z?#g6P9qRcOXyfga7MkWKX@Wa;_FkFykxRj{#r%i%?00s>JIbnw#YTSw*I!JQCWLjp
zI#fWp)#rjwUQhI8aFIc5`cR9QKt9?b|IP*FN<6K@P>70Kr4=)I!bgcu1X5wi>50{$
z%5Pgkrb+ch?NdZ_8FQQCMO^a*!)%|nZ@JEa<CfP4=H*_G%QyP}43;jbWqy;`mHRp_
z$X7?u0(I_jxmiHCK&9J^qY?@ghZw!%SMUEVK3=@=vy1^pWcWEAEGkv-Qkj+Nd11!H
z7*|P1q*If_DWZCUU%eM(HwDjP+{=K);!hviC~a1X;ElP5`t-!mzX)1@JuBiN-b0Xa
z$~8TW&sBVur{mS<%E#P2UU`Be0xO*X&gjEcb3Cj(aD?-?IGvQS6k%$m5To(5+cta2
zA2<J{hm7SnSCLXoMvgojkJ#}JFcWTg>RzU}Z>WEH(!ymG*?6hh_<6}I`FxXgWcf=B
zzYPk=LiNX8MRAnH1IFy935~ignt#>tdbi_#W8_c<_m@--K%+l$6(#dKMuE#fsZ2{P
zK{+kwb5na?e?ZppQ^A82+_D}c20>#Yrz^4g6n7ETme~5+dzk>>D46R&9L9Wnt3HQD
z1p40Oh}5Qo;v$ZF16NA-V`Qeg`3IX4kH(#=JqZ_(_50oofjm4Rz`_ug^)}C(f8l^R
zQ|p`qgwP}EW_n*Vw)<DK=Y<wH|Izgn7q>gI5p;f|*T70i-}drRBzQ!Ui3$0Ps*CH(
z+Yj8LUd|~&0sDx=S#!-ss{y*#bHDUTX>NXkU`KgA6qdK^u+}f#Q$;0))SE+pV(DBD
z+dr?>m0H-%uyDWwj!p&CdRG7?%=7kkd{|Z8a>B67F$&-1mMOO9-h0~r@%X;``gMg@
zdjyo;Mm=YuByZBzH;$0OmyScM^Ysja#7h48{P$E=<#;(_DcMHfP5B$KwQG!vrWmB^
zgYM$Jgol#9j=g-MtB!$!Cn8H92aAh2Z-gUUm1>`84NOD@7_vZ&=*@wnf%}f%-!=Vz
zB}7|hy6plSVsvxvm4oub69Le{X^)KeS!HGA>2^ZDuugVPj-?6WMO$8iwFDIXo+H|p
zs99Q%MvAbuh%^$|e$9ggkEf<4)h@p1beEEQVW>rB;(UD*d6)PsN1^+qW`1n2qd0|6
z&dD$8RTj9b`|Eh6^_zVeYXYL!mMFM18|jx5E(42+-0-7`cRD?}e?oe%2k#1W%wxpv
zFzOb|J6H2bI=V{0-kdecX-{ha>51VDATq+xwoik+YW#Hh%<DAZcr|q$76&%=(VPEs
zD`tO^#6I;A5{DGqXJuwS^wNuaM=z<vyBD-9BwZp>`mGTFN0-4=9bcA&qljPZz$+L|
z);|<1lqD$4D4iz**m_4GSlizc0mPq0c&VsFU2<{Bf-2>*hDcAQ0$)F@zuZp&g0A<v
zCh@DC$|HcCvV|>e1^h5SSZqFp%?2<W8MY9ZU`kpClNZjv(w4RtodoxM#-dPe=6~fQ
zfZ-z*6$ccd*)C(Yocn#<cCY|HND-}M27+#vMouz%aW?jN_A0Nw)WM)nOvG=KpqGo7
z{FY;{E+}w%2JgI7e41CFTO4IwI))8iD<((dT53wmVBd{*--8x>T6+ctHQi{FHQBLL
z@74$7MNRvE4m<`^{3a#`vQFz$JZ9iMr$AjIN(T<4D}Q-;`N+?AMc-&D@u__=Q3^Vq
z6XQZS#SgS5W0LI4{uzHEGY<Ffjco0i8pkH0xIh+puzuN~bFujAmoI}Jd0V=;chu1Y
zzHS(^Hjdm(?dj?gaqEns4+QA7hek1@&^MwM?93I;<KI+N*-i>M9P}+84f$Q%1fJ)u
zBee2VY8=Ql0l$`7<H)m3$&;8Xbr;{3?Aw(h>T2O?m}cRyzzyJsMA=DaWI)}mwXmbH
zdK}qFvdtu3=5HMzb@@Yw&5^v8$>-)#BQrftqw>U(D9BAi{uAa3(k9F)bX}cZ(A(-y
zz)2}l)ZkuA00+@QK#KzomA`)dn&-7R3EYDkd~a9%!A*?Xn%Wv^klG9$ezL;>#TJyU
z{rs5JMmI)^r*WZnR?YFd+ycXstonE`U8gtr4fFNeW(Kd-@ZvN{qkDCaV%q17m+kR$
z%8eiE&XcVPz*FbeJ2%BDUR!MoY&+Z@Z&a&&H>Rt4YZ3~S$$M&tPE8h>5$Nw{v+gP&
z%@}_HHOf*1V9#uU6A>zcDt2APX7;<EyL-|-Z?hC=ooY-D(xtzbta?$0g@?a(r(=Eb
zhyb6J5Rb5xg0UBKAiO67cWM3MK>K6uOilRFs$wl?Czta0*%LpYf^V9ii}6Rg^X&>6
zP0d>{vZF^P^z54tB@ub7$3BU9ii;qGSacarbg8GvVyzATJ{}kMj?bh!KeLN|dy=Q9
zYF%q+vA~ZNT@brTXa{I{cu$8lg#~i(V>QjRt@jN*YJ@LQpzbh>i;(xWHwG*{0|gjA
z1i!i#$ZdOqt4byiM=L=y=F!^-cw?)rx22bQ0y1;)?L$BV45vR71!!GQuWFfhMGpc$
zcKuEutPVO#`%E`^lXw_m)|n#2e^=S<f?8~L8F8N^G-)zSi-}QWU@n-4MiwW((4p`#
z{!8gyr{~b+{cL67*4x>A3_?>AClPpQjPnswXb+W$sQNHT;qVMu%}*t~Y11`_)>N#=
zfkUxXT}nU=S5PMZX8Z0wCp6Ljvd>SGeG2fy!b6>Z(az&tpODHXkvuTZSl>g>b$x^1
zY|jF)e}UOvdF?96POzgTXELi#8cFp87rI<*)53F(C(f`NGq==ga{JHj?JC~#H$My2
zwn6($B7~D4jsm~DZhk*N$s6z6UZ+4EmbmqEF3fcI!vv=;_+Z^Anru<Ag98J%2*X+G
z?x|Fak9<tSiDunO-8vALm=9(*)Bp8lbRSg!`n-hwH-(g^DfS|B%5m@!1sgM|+brut
zvbBaD@?6cf_w148t*wPS{F&NxI*?lXZ#W=0xk4YGP1lT{`)SbqdWyre{bLI31YMl>
z0sgl)SDiu*vnU2-ei#sB@X%NnK_UI|jmtc;2iH^ad>>wuEcphVs4e<p+-ad;BLL`t
zh|{sqOZIw4iEmxt9g=A5E8;{^LNxvFfE;dW>6lF#yh_fQm$2VwXg%<Z*sKClWjVv%
zaw)9kotc*_Dr{(1s>Dhd$M{T5p(NfbMI!TVpVe_iuR!j;IDfmbT5-Cpf3Hz^h45%4
zdJoUalomQ#xZSB&7nU7=EsX_V1Js+thIxY+i78j)Ni05DXjv>dlmT;8je)6JzE^g?
zQ{=h0$Gi*OdU#S&(sx`CmHK>W3FYGT2coxs-l!U<C9ZdsFiu`zB^)Lbc&>VUSnrQ3
z7hd4BO?}?2$E45|z2Cqy*>DqMc<5X9YMZ<Kk|}A_*w+Y!^XupXxx==bq4Q*r?0`@a
za@~0~=Sh2!L1M^;N8t)Dgk2pOQ>NJYvrm_*>zdcmELs?$t(ySa$?K)z`>bI`2COgi
z`;4EbIJ`@40D&Lx1&~JG)MNvSG|%l&5I47zz@$P+zxpe_XWnRJf3KLBn8L5V2xDwA
z0U81~o|XMPHC`gi{k+(U;LW}qx@Kr%Y(xZ&jP$y9?HdyS;+bf`9RkC`!djp~ih_>w
zP^{^aUM(GwLYQ>=IkjKlRg1-*wceIOItk*-XHxq~Z$(<L3tfTk<H4>kV55*#(2&W|
zDVn>c@HQmfj<6>NZO^|?;-tBI4w#TWx#<R*V+lmVE9+!g_~6*PM+z~U#bs=|G5lk%
z;lvZcA1jFGSWZl_j@c9!r=lKH;dopoG5Ub7up9SS)o&#yUQ@3`OE)k%U4x~k&3C7(
zK6@-8{Atyz>-W^~jETp>48HSv*q4&kQ*K8OMsOHn|5R@PgyY?@Wig448Qv5e+~yV&
zZQ=Z<33qY#Xd(jUOX2e(UzUKexXoxs%tc4Dr9Sq-oXMP$;EtW&!neOzunwa7_wI&E
zIm0gKx6d7=RkqQ#x2W&qy4JX39}7~b;P3ANp)3xsm%Ezy;Y+Eg<groJ7xt|CX)yN*
zy_s-<0TFXr|C17|qv|xTwd7Pa$%_>UgkW5!(=fCnSxsHd86rX6eAo$Yie^*&{@UCd
z2VmgODB@IMmMY#rb+&JNJQg0L>uIh7G0O;X%p<KwW9Dun*7U`Z(sf)|b!>$39K`oA
zSxMqCN@6D33<?G-Q6{;CF<$`rJMx<{2(OWcI_*vIoW((sPLudSabzf4-PNKE;NVv)
z)pXES?2iZul26rX56!?AL-&byCEq*Hv5{ry>mLW_t$c{nxsjBULcp}bg}-JQ<KA^x
z1Rrs~ih}iy$3TeOd`*f_JdfyzK)5dcTQ0O&Ni$P1!FNIsBMD0Y6`r0TrXBue4{!X@
zXK;F@h4>NSSKC9r-0Fc2G7$Hc7O<?>9(7FZe)zV7vl0IIOHB1x6GQ7PWDvJn6wHIE
z$vW^;-4<Gzsz~Ema)<JZUuTSqB#&{YbUODh4wCZ>vI<}DQbTCOx3@U%r=(1A;;i={
z*L=^*oWjr>?YF$#TuIe)98R~qXuoL>{9#_faU^wSty^}%&ipwI4`ra@5!Llh<|@5%
zyY^TzKtm(ydi_%7EiaFoo@PtH;2CM*=La-YJehwB(4zgCFkSs4s4N7{d=-)-{Spy+
zXyDm0f*ib`_jv<wg}z&#AiJx7Z_j(U#}@71*tJq4g{sGH(m3K?UMd{mvUbqCZuy}K
znM_yBaP>!u#Wqjr;=i@vk6EMG&tyeYet<vsWqr-4oZV;7wMd6YncevJK)wt4w)d}F
zkxWqp(hKL>6mg0cyW4+2-AHu{)EV&4M~l`uV0zage4?ilO2sxG_Ct;yu2Kb9<$piR
zqM!BRLtcc=Mya1v0iMn5;~$rXnwpvlnj_cp;T-D{4eu>C!qhW96M#~LP5p}HOa7F9
zTkd?X!f;JGLic#q8H3@aEVo5Pd3IdL0f=>FHa+31^U%)(S04Q;m)p+n!^pU-BH6)3
z>BiDJkf5h1FVSKm-1%Su-6o#DFLpy&QJjHouqNoSm67*9%i^?a+Gm^qvs&{X&km%2
z3E@1?S&Q{MkAN^P3vEzfX_sZ3vw~7)O#M#!2rsU1<+9$Ssc&$zuDIlFywiQ+*qZ6p
z>AdPb`IYkPIZvna9Ro<z+A7c5O|H)WdaXBK<?xx%l#@Y%Wu_`0z@><}*V>r_n-qXN
z4Hk%xJ^bn>)Of`zx+!q0@$3DEWEAxYzuxb$QL&w~l%{<)FuR^L01nmj$w|EDS#3cV
zJS@z8skLIJx5^)C$0oI!&x(HD`}%hR?@#|(+xNEkezFT6;Mg%I`eS|v93x$A=lt31
zf33uS>@|R4SgEI2netW7rk+p#-)q44NAD4jDp+y`CD!9-U;WQb?_KLZlZcSKr-i&9
z4^sSlUj0)n5EGXF_+H>2{GkBQjvEZT`5&_m{Gb#yyrBX#CU=j*Nl1R~e*51y1)PYa
zfI69iviI8HS^xj%kxcKu*cvpm#fiCUjZpgMg!iBE!a<KZ{e;XS%-i$-{T`&}ED_cJ
z8TFRL{f;~jo%%TRKW{Ak7o>~dD{W+Ue`?&c`CI*e?s-4l3NSU_nazK#-usvP@Au$e
zasTT7(v9c0y(^r>&cKfN?fH}wdt;!TWHrJJb7YgdBet86vHqba<pw5|2OEYfT2BK8
z%ulC;n`oK@r+9`E$4;*o;opid*kJE0tXvBHa~9@gcf|w!O?e<!m!0J2_Int`=k*tF
z5IX}$AG3o<?lJxp2#V`O7hLmwJNnVqCp4dTwT5iA*t3N2rUUj>h3v6Sv^h%D(kWKP
zeIgj}N`3BU>gG<QRECTP^ATkB8Qx3uB?sy!@%WvLuLK+zF#00>q_A|+`>=>HHwIc_
zhs)_rfm|Kn%ZS@9X?~h^z6Zuxe;Be(rE5RaKZx;Ks>QMGxB+AIeIUMjo{7mzzet6z
z#@#ung+}z$llgb**JDv>dP&r~Rms3?@493`v{jYQ42mdg#C={cum~Kf?oE?7o0kU<
zy2>p2kduD_Jx^O4shMOwfhg|CSa&4yj<gY91h*Dj1e0xd0K5-U_3u+dfDujT=E|q?
zNgh{8o$s>0lM1g-E|BIwIHkSrMs!Qpe(=XT4s9*S`FhHPA>h}Ja7Uv*y&**3TCzZT
z2Q6T3OfOl}@q&|xW{Gs~^&n$BI3jD_0o+D-f@o2HFwkSH`xN1_F&tn*^#F6zr_h*C
zl2$4FTHIQCw(j=Ffk?hiW~mlAbfgk3kEnJdrVI@Q-J81@Cyma8#}k7mF{oq$r}m8x
zD8cE)*RPS>r}V`B)@U(JYAx$1Vzp08>l}+7en_^f$V_;HV4BF8%exHwmD(P0!d__+
z%;$F0Q#@3QxlT<sVfHV7fS_TsZ_vezYjK|(5R&eB@*%Os>8w7;*BW{z;a~uw>30D$
zy^S(!CDOJrl+yFqc^d71k_O4~jxj_imSoV5Yulqu=f|(nYz5h;_CiT-rTk*-SB-|i
zq+XbwM2k-Y3}k9g{XHH!zN9&IsW^DtQjW&cv%)k>bxAT}n?_FvyXb5dru>9ea$m@6
z3m<cHqf^i?1SGyx+fq`cyq?r1xJ(Q*&cny;<bF!I?HOo|?;^tDVwf7t>m8$lN3mV1
zu;t=sPSW|~ij>%cIr@A2QqprO^q4rhea~Z@VY9j8S2yH~s1AGkyO&8EFPWqN)Yr+W
zGWZ*!s<IiE>%X>@SkV=TD!A<I2f2wEE84_6U-!L~)tkf&`)Aq!XdmkT+q!LxSgp!v
zThRt>|6us>;!3(lmuE9k6C||+qAai&Of3J#ZLFCP8jjI!aX>uJom)w_A2y;Z^VR`D
zQj>K^%)(PFsOtH3FVt;MbbUeyEBJGt7o%0uuAqmSC^|%+!3PB;-Vcxr;pM3~2<n*e
z!h@^sd9QCh;%R*KFr%{%X{5Mj$@tYkrVvx+eyjL@>Oj-U7Nw{#5PV8yEkf6B&x%An
z;MNlC<14q(w{<RssBw}m_NU~KN<QE%%{}~fK{tts=Y$<v#9_rLKf(}$T)B9~H+bw6
zwG%4>8-HdyEB~=PrUO5^AsD-Ed(oA-t9Zoe^fT?qhRqPr3dZzab%NlBFYqC{7knn!
zW-?`QJP)6Un64W&3w&)QtgcI9{H?a<8ULJ80E=VQrVk!nPwG--`QR56|6mnendFIb
zD~55_wjR~Pr9{D=*>_($?8#C|C22C31aKtj-IIS)vD(lLvwCt@a<1ZqM60fW58zn9
zVnD~dp0N^cY$xgDkv#7t*K??n9g!5}Q98yUtVv|l%{Oll)SnM|+Q|a2BRIhv(y!Pj
zG)kvHPZQ%i-D18jA#EtTDjR?q@8X^)k6Pk2^b<~_D)4^^gEY|TP*?xUs9w=ye)OB(
zCw?7Hw4BIKgCG6)0q#x_lHrIjGiWdY!BK-GMC)_qHKbo=cyC<m6&mZPft=ti?K)6p
z<Vm#S;Q6u!FbtQ?*4l-El->Ip0_WLM=r9B7-_6!_8V7Ym*|<=#d}k8j{Z}a{c@SFt
z=N>NS+4KHLH`-k1vbs90$baR}N|^a^P|<xB@o}zVf(Do*JGg*8Kftb2YIeqLmetW*
z1a~d6gF0C-V`Aw%`V1(k*L86<_>j!4Se+)9^~A0p=xV(9jOkEm5ntDdXlU#W4}m$&
zBX)V%FHL2WSuWnG$8v0MSHOs%RrpuIJWfpaP;}x9_kt?ik8ixP@=Xz3c<p>Ln0^XC
zE<xlbADhKdt#9g8hAmdH{3m(3{pTZ@%NcHa^abV3_}KfBBVkK{H))1Li;EF&h~q~g
z%YkLHqx}`Lcm1KZ{lPFEjLZkET#SNFQ;Iaqv(tzQJD!@PLp|#GXRCoXvr35=bF&fX
zYN!LQQ|ET}2l(|}sa)^F{!z`13E+sRf@EQR@3{g#i^ROP>JyM$=&=c^-A&ju^hS||
z<Dv@+)^7Pjev~r1*cLk}%fg3-rxvL!s*fmyjcH8hzbrrJkMXMCY^h)=D;%WNrMs$4
zNHPembB{LXywaVm?LC6pz(O7@q;!ZhPfl0PLAPmO{wpd^8);HHh>p2{oY5}7cb3$J
z#`mtj;d-y=qw3bhBJ1gp`l2ff)Gytc1`B!xYMs?@#)mpj;h{@<Jj_r;1~}$sF$UP}
zqTmg62S=vb$J%u1)Ms*mfh37XSC~-Jal?a)eEPl3wcG%M=0ezDA)IZ&&6OFW00SER
zjOY<oUUC@R`yhzqv{GvJNyqOx_ZX71N@7X6H-RBD!Zsjhp-{&KMsR&*<u%3i!3DMP
zM(Pv0dAE?ve{!!SO#MhwT%l$jBBf4-$fPzA)-@{-@{M$o&ZGK6Sv?wTmRKILrP^j%
z7HFQtG5-7t-{6pwI8vm?EkIZu^+g=KWi3ueSA)VJ%P+TYkN)0=tTrg+1ZqsA+hXZB
ze0+l7OTLj;7in~EPqAM{S&6XO&*nL|CTt34`K@|N$f(=E%gdlKUxYjQ`WYsyQ8|Xg
zBBPxDa_By-(hWjpXS5;qazDSJ(}+V^!Z;+L;~VeU)(t!t_3r)R|G+s;nfK5EbM=*u
ziqwaz0Xh@>ejV=PEByM;-CPz>hWz)RtgF7D-y5UM_f%~5^(#GLdaFNDri&^5u}@BZ
z_iz_;$8Tou->6F3ofqQ%pU*1%z||Csng2$O|AKM{l$g&gs0*Lo<F%*G)k*&sBLWcO
z1&D4#L3tPM@Zo>q%YWfA_I>~cva6(X*-(pop@w_c{Ldk&f4)bxXSFp#2LA@K{vCe1
z|6+sTpttz<Kl+fS<l#R9_-~xIWro<Q0zJAvF33}tJOA&i_m2%}vI4HHiivA?{Wm=P
w4>X-Jp+fnhp`qQ~$@mg<10Qhi&vck*=4>SCnc<VWz+cc_%d5UDm4yWSKSy+Ou>b%7

literal 0
HcmV?d00001

diff --git a/docs/build/html/_images/medfl_logo.png b/docs/build/html/_images/medfl_logo.png
new file mode 100644
index 0000000000000000000000000000000000000000..d8e900513636f19620eda86e4254014ac09c3d51
GIT binary patch
literal 78055
zcmZsCWl&sQ(=7y-;O_43?gaN4+}(l`+=9EiySuvt0u1gUxNC4Hz&Cl`y8kX!Q`F3#
z)2H{^y;rYZJ5p6y<})GzA_N4)XE|9ZbqEN^P4K4)9v1wId`0Ol_#c9ktd1)L1QO=I
z4<tlZ4j%YNNLO_k35dFBq7(2JXe)6gaR`XUc%;83Fc6SzzH(CH08hwsKe#|5Ew7Kq
z%}M($yZOqAv~?sNSjBK-%&M;v5(6Ot@WL6k4U%-^ROw<)5~yKlf+2<$-t6pCu=ZwR
zJUkt^<C^Kp9_@Y}zkNO~TQgUC1?Ac-bOd_y{|a?CFFagW`d>Z*A&~xmf6;I-pKx$+
z;IMLBZz!MCrdLlo?)5j^J>oj&WW}=YyH@PE^)J{6<{~<nc0<+4nf4K#J5}SzzvF$1
z&?0VS@T3rGl!4zdHZgG?8^ov&9f2J1pzYVoEz+Q@rNdhzz95P&vi4GZqA;Il??DPT
z-KLI%+U*z!JmQZ>;NWr<F5g2dpO834SI%PDKMhGVSPYu#YycP;66IGR1IzS&)GmAN
z_n<K`F`;;C@3uC0!aGs-&u=t(jV94sjW$`fbI(TxoB8qzfgb;w2`V?V{Lqc=YT?8X
zs|VQtwz<CXMF#DNI%`oN1bfO=B87AhP;M)qzj)EPML8E52CCQM9nnTRI|NT`bkilo
zS{(ktd-y^-8gJOTr|;r`^zW(i|DO6QzQgzQrf|*MgS0pHt9G>c(=Wa_QuN`SDjc`;
zR_pTLuHB&nNVx-_$;gCTh#muz;Y*hAB5|i?Z}`}87o%mwY>-UH>EE}4h-Sp&4#-Kp
z6QYIm5C3A!v^r0@ZQi$e2?exI$oC(`x$a?bv=w%Db(?)xWNT<>;IlT4Tp8LGHx)kG
zj7>HYa5=kMPVO$bt*Be^n>Y7A8|UWetr&eHDoBgX!SgLyjo2<=hYx4QP12;(Ba%X9
zfkiY>zQUx~XJJVUbf$iBy>>`d$D>PXi2ebEd$apd5kV|InRBC`5*_VaYGAtLbEEd|
zAvrf&pWeafNF02cdqnJKNDNK`$+!QKABc9ipPjuz+T7WC#$H?Ty2ug||7WDPSfE81
zz<5zcTn<T&O5OT1MSQq8#pxh-^gtp)e+V0L;-e%rbL=bL(r`?P0`fJ6TvJvBLIEmX
zD_dgJFSBEq!-{~tPgr~E^`NjefcA6zbH&veJ6>m-Vwj`<(cEPVw7tnS+t5F7y$yT!
zZNA>88Re-W*;$>tc!;>tDhf9#>nW_|<s-={e%h6k{f(B4w#4ZDHIdA0sN_QvKPmHO
zN1o0Uo5oUZC`m7K$C%#bGjuD4Qo}q)Zp}zQM<J0XgqB0l2VGW?4&;p*drjEV&myO}
zTuFcTH*2AXWXy0GfA5P^r0#zhA29j19{$@Jf+DTvdR$)14goh_%<b<Lu$8s;b6@I?
z?h0fm;YY;szfSs)A%niFVo$j|8xG8}qDeNak8SP?>0>r+s=h5SDRx3dIZe?<d5#<n
z?Vpp~Bf{c>eo?bjZ4+UsLTdex*Z*8qE3e(>p2GanFYWf%ZV+J*_6}0!zZm{u!j$w1
z^F4V-k9WiQg(hI3*~5#|YGwVm8gsefl?|NIScN_LZ~%odL(2X{M}%rzDQ>#lCrt%(
zx)C?D)VmFN{{w-fOq<MV`gA&Mrcc#knDxG_sjOqM5rEFPo-dW2iEhMHdM#=S)aMAC
zT<GR8lx3<?F#0=7*2AQkbw4FnnB&s@eSkJg9!3GfXLdZSzlL@P2L7#(;njF-zJA+U
zZLWt=!^uq9#>Ob`?UZ`@H@SGqImG$YzBRPob`hz#`oA49bh(UBr7`o^TrroCh*cc)
zl2PLK7-Id(j!M$uRL`>b=~G89#A^8w9{Om^NsWwQWcn0E#i8()+k6yk6T$La(8Yt=
zeCznD{ObhIC-PP!xI;TvE0}h)-ry`<Ck(+LAw}~yUL3l28l+~*tmAIImc0(WPG?q5
z#<aOGw@>M!jWi<1Ms+aIQNMMfpcF-9AS^M+EhV06k*W1$>Km9AReNgMgHru2Bj4AZ
zn#kOsSR@;z*l<!S<znDP>)Ch(T|N!8h-Y;ZePW<!^F7{ihc!G74RxY^DKr}J@?Dqp
zd&>6ghz|@69g#$=_GD%{9H2g9z1FSn4rrtPeUtTPXPH*%@EgjKi@UWrp#+WsDTDaJ
zS0*J8I)j0DR}i2($~v|;gC<I=6jiNKC>Bl&{nR*%IcQK%LyDEw4!n+#OJ~EPEo>9y
ziW4MBb<vx8g}(IC7-dqq<IdzVE>D?o2MzGW_VAz{JnZgJW=7*Bt$2pqt3h6(=P-P5
zaq*P>4@eN{ibfpzXUm3<qsNE+wFd+;T+cCD#oS`I93gRtiKgtE0*$IgL#&LGljMD$
zOI|E~d)O&XTthUvB-!eIvLQg16PZDC{P|)p)DSYOlV+2A#F)}n;I0L&$sV_lG{3Gm
zw=$6tT=Yw_>?iknYLFKH9qG~a_u-~VkZ(tCN%yeP^KJ6;_@(cHjbj%KxYj%fGF|Ix
zo3lBO4)4NuVP?Bzzq{!9A0?Hom6<S|Dm-sfHokC4xH2cPY8;xdQf$k1yHNS{6b364
zeGjp~W^nNBs=UrXAM>;>-0HVmcA5VmDPRqi4LsehGG{D$+@r{p?THU9)YBZn@ai`e
zo@YvOf+R|I3(5B3^Kzn-{KO(gZTLy@4|_nS==)mnN!DZUTZ+dU-oL;Y>9n=AsUmEA
z=a$zW(!Z9krSq)g|E5toj_T33k@!;2WF}zBpVX(nvxi+~#U6qY7aD-OxUGM5;estY
za_57oJ>ve(a%2Nj-6?};labar$Ru3m#TrSn#LS=<r@+3?z4MJcNpu>0QGM9>)-573
z1W!0eTTznuRI>JO+|V@bI?l#JJ!#j0p9&-x+HZ((;GoR0tBQ@>*N+^nJbFyCo4L1K
z)~JlF#p3v%WXt-vXyG`%MsN^0hlm(Tf1_w%7~WY>tum1AVt@c)fmC%QeN|V!j}NDc
zm=$Vfa&X>GzKFkb-{-tSHMzy4k(mMdK=G59&D^7Uxe5WCiDk#yc_2mPjLmd1^gSMy
zz)Sa>z;9Yo&QBTXJ@3!m{x_9I>nLC<@d}gX$&BIyKmWEW-2XJje7>x;%)sf!kQel8
zZ#FtnHZjq>QijFF(TuFZo<50vxDn8o7=iMo6i*h@wPrOQB_oQnXSF@+uJ_<DK<G!S
z&sYud9VUG<=Ze4K9wp6-cSRLs?YIs)=R`vL15fc5udzsyBLr8t5ijCs_Md5bR{uZI
zGyxByS{sPqU{DE`N9~-o_b}Ug1Lk-<4!3xR%5WX)&TB5BJfKRkC;-jmYE#G%*ev2j
z)cV+dSeyED=VS#U&~@?knQ^M$oCVDpcN9|nH@PZ6S8SxJm1XZP>S&bBwKWq$E7HmD
zYdqbtWE&Z$bk@$qLt7I7f7Wrnw92@xB7NKyvY|6Z1`(g*%hLJ$9GT>MwEBS}W3`^1
z?!VL6gQp%f`!avGyvo=5`oU4cYF_ISwV};T+&jD(U0P(ndwbY;xZ`e7r&g;*`xB7`
z?aab(bbyv&fDDvr*j46l7DH~WGE}@@u%Dw!>vU3U$An17Ag;@pgc~-5WKNo;qRrT_
zS(V(J(h+@@5w+rEf9h)F$f|CjM^^0{^N*tq+tnGMFkps^I)ybZTHI}xzx8vr>EAzB
z+gFPtMZ>}CiT&7Z819-ni+WtV^cp7~6lRs0ujN`ru3ATPp+*&u?LvP{tp2oLB&)6}
zt0U3V_z(@U9an=S${Qc0mOzI6x%0c+P~4&L?xaT1AWtVD=#gOj!Poy2&U3HC2<S_&
zR7P%bio`WUToWy0Q+h3QXIvnTjMIKd(1<|~h^X$)+-SSZ^Ky}>{aBda_SI3R(|QVv
z;W7Jbq#QUpSa2~#5v(!l-|TiikGI;G>-+OnP(d(0FNQX<Vjr3%sBJ3|m~KIq8mFph
zPN<OF#FS8|H1_2H@uQMLx(-0C_S|hdB}7)jT1qFkL4A8UY{ClCaVYuTk~CRFwW@_)
z-^q|P36CXrhM|jaTMh4U9e7njulv*_c_n=KlTnf+=G}7b(xK-isoL(}dE5`?1iKAC
zeg_!7jtT0uf4ohvKP;5@$f+!5BhCt)HOrzSzc>c{<fw=`v4mCUMogXP0Hl7`lT$xs
z|H<2ks7+B7xR)oZ?yWz5zFmDT;)C3`?W3baju56S3J}+fN{Nhd()>(VLA9YRBN!ax
z4-351(Jyzxi>|Qx>yQ4@Y{m=nX>4D=?>%ufyzkMgd$|LOfa}yc>n|b0=pTrreXq&Y
zyvuEUU!%D4^l4)y!aWMYEf2)L;Uq<hS)<17Z!4nLF+q-JY-=7+V2c2RJMKPy3be26
z&)*1_9e^~0C`di~29=^_)}bEQ_*5QMY{jaVWnC(!BJ`;z#}vPOop2=U_o;C8HA_s7
zS)uS<Ppq3f*z4zUl!UU~GdTY1E?kvQsrc|;qKy4|aKb<L_5XP--Qw{N_!i5Rr@J?0
ztMcSxruJ9jZcchc0c#wCib%YLfmZXVtBH$Jt3nq$*S_oUl&@GMlE2@Q+DD0IJF|f)
zP+X-7ITxf^L!h0-6Z|&b4+xM-s@9CfHh*S(_5%dEmtYCwekPlxWTyF4^uU?a%EliZ
zWgtv43u_}XMBa(}@xHmW84UOO8Jwwe&YIm;K6|HyMWynuDD8O*W8CRHxhU88r`;K6
z%3Xb2?4zc+fV?hw;EitY5kB|CV}b2snP)T0#$X}aYw~%2XMFWTiix3a%1qyvO%G!A
zrDi_09Z+#?N(0%ds!xwJ74Nj#{?#0j(c@`nn3m7)7QK(?cEjgobnqek%SxNHe#9h*
zb>qGi=n>-4?_VzH_3+KHX}v_rMj}@24{QmoUpGZy6eU8UHYRH1!Teo$xP6FAJ}MB7
zW~wTTy}e0k__z<H*~oIkzDRR%vN^R*u^`p?<<mH{lofn#HGtYiv)opTRx>^<<ELCQ
z-1jr03(y8d6ebn{?p0v4LW}2$4y*7{U$sa85E@)CeL}gp^_V;ruMoT+V+r%-Zgf=~
zJ!4IFN|8NL0nsnoOIns)jgXikDhb44AtU_kj8>BqQ3J@qCo^{n!NSzP&vz(WSu?|%
zn$!0DghklXj$()|vc<>h1_q|O6j!Y+%(YCkb~SK?I=|Q&Gcf7}5iYb!&W+_uVqXj^
z+3SF}w_o6Y0U&P(xGf^r=5k7(+7Xs0OTCKxgsSv}D)g3~vLFJmO4B&dF^FaUgfccw
z>4?&pS1{|c=n;*xaip<sN{4j4SNx?%8oK}DnXj{YXEbIQU^JO($O_e*0e^_&7Z%9_
z9JRHTps@Ikqwv@3nF8-~K$vhjl0kj4qxfFtn&6sBeuqmD#DCcU_TV59P!yb=ZmhhY
zI0)SD6XeoA&4%(Jnoso5X%dG?wKQ2b;>u--k0=007{{uVGe0TGdCAlvnbF-V93|!Z
zzC%>?(r@nTueSTnysG7Cr!PHZeps<me`V%d;dZu3!x;op=n@jqFhf%8$)Yuq88GzM
z)4~1`qm#w+o^>Of5I*d6!Zq{Q7Waqy7f{H50THh0#W{B8a(X0hME`D~rp&;{V2N)L
zO^+NiD7>iv_%`{VHfadaW@h1*sF>WmR(d{;muCaVeAK!D0m^rF^W{!J2w*;kW%Ekr
zt?Fu<Y%2rSpytgwd-`VzDci*3VXESe#B?tyvf+FS+7%Z8!!vsE!pD82y54~@TpjK6
ze<wT+lhjIKZSL3d#od=;J>`Y71|E#i`tPMu;pFJ0lcsV^0|4VB`V>e3)U+8+3@`r6
zZB*Ze)lnKBywyJ)4$ORZf|hNecQ0`E`%Pr<8cQ7=^wIc)x16$PVq+4STZ~z+7(}}k
z>E8-dt7Bn@1L82lCI*IvOye7d?HY}pSC*AzmOS5LGCdC?Nd6Sa-ntii!zL<YV?a;h
zCDKcBxN5x$Mk*6$IgU|a%Vo{I6YBs$-24}>eU+d;ghI{x@^jO@#L1`2SlbC9#0cT-
zFZhuU5vNBqG^|p67lqG#CoR^&E2P2oB!Z3at<>Osnt==E5sk);h2M_oiOZe639~xI
zk{p;^H7%;4aO{d;PF7PxIZA5zm$_rjwu7IA@G}Y+IT$NtcEnpzx5q!Ie!cORZ5wig
z<9ZCZ)k(3g)R|{GmC#@n{Vm-Lln2(Fsz%#t4aL<?UUiv-(D4ibPbNt|7bvY26B7vc
zFEiJU8u0w<BXSzNz;MJc>bsmMChQ_K<dFL&Viq>N-`zt?NIIsD*3{T5pMq}6l2l3o
z6qfyzc@sVGYMn0mb1|m|DudPKIq22v`R%uVT7VbIWS4UDrY{+SUa6Y1pQ?$=w~T0C
z1z=pmx}*}9RKC%IHKY+pUYEt$hMWZ;yZ?TE{LrZ9*n7Y1m&u^5P4umy%rY7#@~7gS
z_V$j39-G0*O`E+vt326HDtUlGNWi;D;jF7Ee6H*lHbF%h4m;R0%C(S=m$y1s6BWzT
zUevK1PU7IT#Gphe_o)-!%^!X9<uzwK(Q*;m<OB>6um~K#<Xc3s>MMCzqyJE3s#CpU
z6n7fN)M1MKI3W_3J2@H6d8E^u0u7mxfQ1Qdr;g06oNW6`A;h;>88@5oyOQ77{u|m^
z$$NZhmR3t+Bmgb)S~t0Tf_*kJuOrp0U~#Q1uo6f6bY*XGV1Hk6KDK{%!&SAaPnc*B
zCYD5Lp2jc*$CX(oDJ7uc5T*<#&!CU)_s9I=?5GkV-O}nyOMLcO8Jc3Ez_djXokX%L
z>PfqYCQ=*ge;ua@_>e<FS^3)U@H{E|2SKkmx7Yw+k>ipY&u|<Zsp%<&J(}>Y4+~%r
zGWn*-odckRgfT!?M<<0C*o-NUnQ4v`NTM=yogK8WoUkWxlo&YtJ3exs%zG@-6O21x
z@@`iCZlg5TXp0BmG?7@bRI`b>YA!A<q`|L;-V9l#M_$zyl*4DOa8-DCArQrHrjS_R
zD2ds^&8w%43~tazzW<0bo&Z_aIqL?uBlWRFqu+{Eav5x@NnKFD1XBv4o``e_%*wVw
zKp(WH1S#qBavv9?<z1I!5C^7Qzgdc4s!H>?S&=1CJ7=+(btyBB?<-o$aoV|AkyoZo
zHBz@q>K-y6<vK`l98ivEj;E{JZgDShh<V5s>AwtB0*0{k^Oil*M4@aVHT_MlU1OYz
z7U)}WQj2e*XI@Xdc(=c}gSXmoFtuSc42)XkX;!A)GSA*LdeB8H<&Clq5p8R@(v0pG
zj+?oJ!@$f`+y0Y+C4RMnf~l$55B`G_EALxCg?!$k&y09OWc@cbQ}2P0DY&A_N=pae
zfi25c^8<GBr1NWk-QCuM5?e+WfW{{OgfyALY)MU3QJF65Pvu`7IQI8RH4GVYAD3;|
zqKq(VL!@ZPe-KkW=IJiBCKc`@cE=4jEYaI!&*dor=1{Q}a_#y1Rmibn*PXugBo6ro
zD#D3m_eyRRIrdX^c`oDlF1NY*(bQ{_N@m4e%A|+&O&tk^#~J=4m9aO??mU%HtZ>Mc
zU5wzvU_}~?_hCe;0l<QrJDr9>APy3u+9E!Jr(4U+-zKIs6GUmM)Qb6^aH|mXvcUo5
zu@uVVsm(!yoI?OO1~p=MY3&d0%Bht2MOh=8&FP2N)U&bk+c9_B21N@7?nRj7N%gL3
z>E`f=8DaAsq;*5ykU;Z5U0RFF_29G1sy<PL=!h|6M&b?{0BhF0ACBhFzc+H}HT}a-
z;Alj&N9-C48icc|9*Qm)^1}ej6&NK0o<*K8DK>oE<mI)u>I+V$O;fOpQ?wM^f>zIM
zGqcriZLTDgYF&rs!9I_dVz9oWuEfa$MCh8qWfpk|)f8_az5A`wf}1S*D&6}xDIV73
zcZcg_w-lJ5jG&S;HhlVvQSuNfH%c;<%?`7@CC`F?l7*}>HW<Q?Ni>;=Wnb261WEXt
zM1WPEt>&DF%;W}R3CtRay$lwx>i1SDwIy6d8ZPSY3U^k1_o=N6++UwD4*0IT@~bBI
z*QdEtnnK^nv1{6r?3NH+zw+9d*OAjicIB12j6{%CI@Zc7NHm!@{YpPIU{a9ZEi1IA
z#!DtS6Y3(ooDK>Nl_mu<Ms2nZWR_bA0+v5b7ZG$<XoMq3I?as;OzP&0*!mPCUPZq2
zE3u!Fl;E)U0;_VgKF?ftCa&K8=?^!{ET~+}`RZGD*g!>CztrBm$+;m?9P8esv3px~
zNETw=)8ne25P?C<P_MNw<65OSEAjT=*}${g_&+p)*TNXh;kSXMazoq1?;pozA+l)V
z6b3NJ&(=$6bc(ggaB}L^TYwz`qXxOkLWcfS^dI7t0otz?m_QpuO*U73Jk{>m`WU#S
zO0_oirJ;3D>Su<NJ7Ii0+gt(IapY^mw1~wmC7dm`BU})#`q2^oJqw|tb-p`MwFGsM
zha>85%2Ek;>+dSRj$%Tk|23{mc#C*5;Y|7%VhOn7BI>d11{ULh^iLYw5@&p-T!vNR
z$x*=DZe2_Zp*5@Ocn&S?+k%0OWDxORMVtm%rTxPzIZIX*Z2rQ-HDnS>;f85C*do8q
z-@(zNg>U!V9V{>8k7OsMk?RIJe8E&AE^)LxqGoECYvulljZYDk(d8FEg?+);NcfK#
z%>J3)Pjtf#U-ytIWsvI;Vm|nV3xEMhA?8r!NLieWC>~To!Y~oSn7i0_S`xL2Or+Ag
zj(1Sy&HD`<D`xjR6P;Hph?Z5$^>=1B1{uh5AZ*JeXg+kjt)%C&QLUtQ#+~OBf6yfq
z8Y*=FlpJDWv(9Lc&?CtU{85ZZcSOhAr?i=vIR1+S?T{k=eh3|1lX@~Qaxd8`iwJ^h
zDGS!sN{42OZbIa3osTTot3TsBI%c`E&hPbFyl5|TM%HE0{#4CHY4#(F2BdYOWrIj7
zMLPZD;&qsDxQ^AtrSRg9qNC31txFnxe8o|ubXMh9(1w8~J>)GxS(H7ubph+#vAnUp
znnHmTjSSY&nDCyQ7Y<TVBkXS6H5xO3IYK*K{@Cj>E<)WhG!0QR&byH6RFOB6b+k}x
zC^@WZ{a+B0-~SwvZN5)vrk1D|snDXANtJNKC;MYh9KEyXe;`M&D9N=9VV5Wj_>Q)y
zmgY=GOyKYj#ho}anPwN4{*Y`0^HUuBe<hRc_*>==DXdym(?kkUhnG{DGD}&d*%u=T
z->eilO=p5h=?uTb>9F;?@ZiJ|p&xm!Rlgu%COMDfhbzWmXx?nI8s9b0Ha)7|3mSt=
zlYA2*ybcre?>AEW^lSYitH|kx8<>_&dPa7wrrmz0Jw40c6GnqfB)=a1+GhBFFMqdN
zhFLVok7Ge$R)+ASrH)g-L?c9f95&&}A+k+*hTQJ4frVKlan-Ux<#PKy=MK|TqNOCC
zxw*{rM~fdKznL0u_}LoE?Qi=9kK7mSLwPr!0k_zydBs?tOtwmIi!N+zavci1=&Cn2
zb3W$?E*}Mg!#OA3mDXW9lf<BZr&w^qO5yR*l=H@bCV_NowU+c@Qwa<EoPl49@*mnc
z$Rw(9hP=9Qd($|x6c>iL5ymW{_R9(;$;n6xVm6zZlh@GqQ(%^J@}BFl*7&OXOP81F
zyrw8_QE}n{dxkA@g%o!<)k=B>4YE{f=V7K9`dgkYr&q~}+MGqgkv1zqMktu7ZT=69
z-uw|dgd-U=40F(iY5dTEQgaw)z%(?R`Ialu$--~XLYd<Dt`}r;)Qp7zgwLjdPH?jB
z)AzxUI=<UnI?X)6B>}9Lf_dJFzG*~JcYbjER^(y!oa~bVXxXR77P6l@B5Hg~4F+5U
z8EWUUeDV3x+?knPz`}^>AOwE8#wdb?jpUz&)cX*xD(y}a;wdpA4$CFT?|Yfh1kD~8
zH7RH(103YelGac$LZsqnGf63>I_B9)Ecw{vx%_Q_TDBu^(>g}}o(F8ZC8m3?!$rRX
z_XOukggOkkq9S8h7|e_>Ig8<Wu$GlVJ7eupD?=1W3Sbrn>y;HvUp!cVuT`b1)FZ&f
z%iaF4YE91GS;g&pfq6ZNr|)R^K>zEUFv%;QT9pOpP!+>j!w;4_T4?*i&p<UAe?c13
zwQmipAf1@%e3i671mJwCTzp-ZgKG_ywbIcQXox_+y%-I<0WUWE_CiQh7Ag7%=D*$u
z88KAi{M&lqFx6aDij{_a3O!a!=PK3@GAPScDrOm1SHz?%va9#7Yg>b~E6yh8gpg)h
zvllAA#K|yigh|kck}~WpZo~+jXtvqiAE*}vhEK}v3cNI#F8DXO2=bKj<A@SzBBsSf
z;!8GZqi9ORPH^dJTSwq0Gd2CU+^SL0&T;$QTrTG3U)8yStGy@m;Q&GO(1XBuJs6Z8
z)<<CfIc3Z0Uv|6u8n>d=vRxg8;=Wf|{P{=M3rP%DmVAY0OO-8N&-`6%vMk0a?&Q8)
zjZZkucycWOBSy+h4X3586*<OG{t8dx!&cYO-JGw4;9;rOf7>2!8Wm=(yF1J9yg-!W
z-h#%0l3b%pjkUsX4Yx9f{e;Fnn*ZdLt~>Tq<||%8)k;Z282@G<Mk+nO-%2|9__+^c
zu_hdL{c5^ZgwR?DxvLOIM_#FsG=>17+tfqAC>Ok*k}ZH09;he@Z$#j;Zc?Io@$=t{
z|F7z9f3w*R+e{%m2%J~!im4f7GS9VzPDm3e5%AP*Mp4mlZ;J9zZk%`yB$)2OBOB83
z>hlYk;NGzmf!kDx$TX`OJ4*p1+nrVa5ps&r8J@tL2hvNui37c-DJYZq$BDAfBnV8~
zFp^`sbyf7QIOW~7D0BXL7LF3-t>KN7!h;2QjQ?_=EzsBI@pxAz7w^@l;No>~w!~C4
zRaF(NTtnQM>5@2GFXlx9E1%d9x6OU_6e!N4kkExD^QjDVa%rxDTqW@C#cjG~m4?58
zN;?UwO}0Lf>N8#v5)Uap+`Z7Sf?M$Gxm6h!m3e>k&3@IHNm$H1(U<EQ7V1j>X_q?8
zAlqU*4JWf4*u-^M-peqs@|O4?^A~@;_%^!p91BC&YH)a1iK2@EOp`j1ME}aTR41<q
z98OIjQivEWS)psBJ^tCUAB-$VU@pti_|+~61ix)=SEe9*lXCt%(1-9e@T~1kfC)k4
zedgjSRBVjNL5iF+zmoFjhn;e2rUf42G(lE!5oLnh4)@B?q6&MhDa^Jr>P^k8J5g7o
z@Iu?a{RyQ9nlc^S#<uGDq%?K$@Cl2cC{qxIwwP{-hsw+lTVJyC+I_wxNQiq-JE;Ty
zj<@uvnP9X$_C)UYoqrtctsK<zWTU5%hL0?Oj{WoH-k@v6VDcV%Dr2hf7saH#M<c<C
z+mS;-OfMqwP1B0D2#DtSihVuADyw>J+uPpvRkSz1k#8ujDVg|@ytqeMwH57ul2!~&
z!Gl!_sQ)U5HH!shXkw-i^92n>Q)adsu51ea3bf6bDVt;3BmEFEB>vVhlQiha_bWxH
z)pOAE0N&kEliOO&N%~}?(rLHyxPhN2O=PzDxPas?!n5n9R+DaK6a7Ho6|5{aJE`i7
zym<9Ed@Obl(r&rz0DoG37|$Ji<`UHS&~8K6KmCgikTds%WqM0S@&ykJ0$}&2q{)^l
zjl}MR>$w|$yLuKXa?v@Ob+@&}6#Ksoeri(*NnC_f8|Umvx0uJAR?T<1Q}pWJmo1p^
z6c*`tbECQFZ<!)d<LrN<sZdlVu@1LdX_e?wzj=r!)}M@Izv&P(_aIkcM5RY<GYs7d
z^^cSDlY+tg@*m$GY8r_ytB}07j#x_;8I|H?z+{_Y&`LvaI8~TZ3%2;F-`ONo?Lz*V
zslGfvFF5MII`}$`P$`#T^<^2EIlj=`4#Um@{+B(bWd5r6GG0c^fEWl1*|!#eSuU6n
zh9>o)FMcGwpgnm=?9_qT$@OvO?AU_@mb(1@Rk8xMp5rI_t;h>H?-7Bddis`>FXS`o
zIW~I`YP$(8lCxQ=NrgIq1R^v1kIHMP+Yq!@L?d(Hp}slaijO2H_>7}(Q|JBQoF~f{
zfl!;*?o)w8a^$goJ@77v86DGnJl)n+I8_|j<XB%bFFin+SFq`D{&QuW!#nyPje+_v
zf~#|jczfL4bw4wEdmnx}8h=@p46)2`J-#viIEF4Nip)go5P4TqY$2*=fJ-fnmSo4z
z65CH@u#4C0G#iReIK1X^hnj^x>SfKcnRm&T5D3*`^hF}^CdxP5Uo5cMYc;3K^bI`t
zBRw@IsG4-j2@&RDY{IOXoaERU#JQ^+>|g~i`_9)VO#f?*@4=jokLZkq+slKu%P-qV
zV2QCydH9o42BRDm)_sTpgO{xNp*o;m`CPW&G6uzfCP{-FGh_ll<VZl3I$oT}*xZ^S
zCqHaVQM}~6X;rse%191eupvhrtAUeEvYe7BS~6LN7A`QYr13Fj`N5ZQ#Kv3=RLqLb
z)DgcE0T^JCcXjrfyH)x146CvP#t>=E?G>4(9(8O#^BbB-^0F{6HCkGN$L{~(=11ZZ
zCGUahWfum0tE&(y%LHVkR7!mXDN_pBilw?ZMH~r4LhN_TN_>IqA5DOrvXXSQ5hmcM
zgu7+!Or<xC4R`H6UNA$(UH>%Q)-%ABV5DX~TI#o|QPq4wWhZL07U*muBO!7+TzNiR
z%**pY^Mw;v>6K+B^6y64#7QdUK_UuR-JksakB5c#^Zj8xtxNAO-9>R^ZA8QnM>jWQ
z#iSuYafo5i0%)5SRfGjEYcs&fCUc&)CxB*vh$sq?idfaNl-!pDLogY+Ruk%nN|U{c
zu#)U$iXEqBlAyy39Z?RgBQ(n0o2-l;ny)w0PrjY+iVu`H6G6N92v0=l3j_dE_8q5^
znd~Srdg*~IH+MSVjmlrzyZZ1Fy@*@Yz@fu2a^APw==W94nx=*fsDIRfB!Lh&9mkPD
zpi~s+hy1ZL%wI{5R1<*Pl(?x2Wub4S!=Z92KQPNyJWUWQ_;{cy#L4p6NbU=NGNi@0
zu}YA}_<Lkjn7>ht+Bnp!D>0u%lyk){?%QkTQ=P~VHPpnU9>*v_5xCjMBJWL+{7_J^
zp~LugWfTOqCE*koX*>bZqt?E@*M*L({{uf+<6#B2o{MTv9R{k>!H-W_*~G-wBMJJ6
zzSJl5BNNGp%2n_o1b`QX=KVEX{nBb-^fc!A!PiLF1nXB>Z1s6!D$BM<@uq$INf7(_
zYE6!_%H#dZ5@WMh=b@`~4}(i)V4Sh0bQWerc!VrDXcUI7@rG;K?%h$^VT1*Y_l*C@
z6xFnWpM!^u^Qz;|oH<c|PAURt#dSL3yt`?sr$y~v$qh!5%jCU4k`#4v2puFKl_oFY
zvLIjy;E<Kh#p%DI<NwR^@<&G6fxq>b#Sm3oaJX%z6uZ@@I(2uYdnw3yc|fG@iZlmT
zH72o5sk{weW<C?|vrdyw;uS>qVkpswjk5kOu;RT5E5#w-^FRs}To(^R{(&kw8Hd<M
z0Y+X6b?%hwg}9VI#rnPsK3RbS1EiUiQJR@H9;KxIVKdJSUH!Kz6RU6-OXzs-z^Q*e
z4EBuU5ncEWP8EMXZr<;x<`J1~qF%6n!((>4#{0AkZm#}%|1{s!qlmi!&@F^YZFt%-
z`R2fqzV>gvehaojjeH+5%70mDwb)Fm4$nPR3hlu1`R?1vs5A+HMJ~L-wzSGDDqe8A
zGC~$oTA7nivrVp6kL?l{%kf8vT+OtcoISA$w)J3v$)VmUanI+MDe-I9-LXViL38<C
z#fJG_GPMl~nBs;^rcz(c7=!C=Y*N}LV$qdImHS-?`1m{9j^u?80MZ=jF+PJXS^fT$
ze*U*uxc}hG@dWw{BD_g>^@3rD#b6AYK$68{8H-Zjlk!f)tp2N&Ohq~17W^_;z%Z0r
znJF(V{~D2c49Jrrr!BJ<sWyQ$x$URbxpi+7RD*t7s<~5d6$sh)UgA~hX>)~DE&cpH
zmRG_?6{VGxw&Y`i>g4o&XQw~M{v$n{g7M+X>Sn{R(4)RhLl3;~|2xMCj)eDmexg&#
z=<7wv6Uv)};{M?1a2BsJ46metM}fjWVH(qR|H}^c`&e&EwI;=2DCt3$dG#b{#&A&O
zaKl;Y!q1D`E4)NxjFzbUndXqWMV`wNqca6KJkXN;;=l};T=Gam%z!Fssp;p<JS&%N
z*}`?}H=xjnZSlgtvO?l()G>0G7kwSt@*O<9&;<`p+FVjchG1{@e;t_h8}7%vb0G&8
zo8iPi2_<lIO28)!OBi#M$~r|Gb2Cg;HU&~lNWFYl?~KVN`n6~Sn)0b7dEMmnBc^eu
zb2YIgR-i0`$@ra?J%rD+m!lMy%7TzdDQXR&Uu}9%p5Ka3-nE9#3#^Kv*X3<nfz%wj
zQ@kz>kN=Ebqq#4Q<~1+rTai}WITOQT;F7FF-qi3*@Smu4#rIKj`?jE&^AMY8z2CKC
zO-1(v!<C2wSa?v>fUbLM=TbjBDsdVqsLZH5govEynwxZup-S>}%8oIeuG<3}U_PI6
z<d=e$D*$=V85%{+!Ri)v6d7_nAbva3u$UKauTFsgEvzZDkBaFH?r|woVuFl8vm)&;
zkX1EAT7@rrCLZTM<MUqC2*>SB8c`dfz@zm6%4yHx*z9j#U!3bNM2ir9RDU;Ce~9I7
z4VU&H!Je8lPy8HrX0bz`1WQ$#n%6=>5<_yh9<diwpBhv-I%y7}MU$D9IiKv^A9I;D
zLotc0j*zWW8ZQn3KWW3d3^##MFA)|7^yh^4tFBC&HP-`@B!M7Wi6+LQj4jl2uM3|3
zsB3p&54?P1W_p16=hML9OU}U;cAmoQXEW5ktF6-bv%lBFgpZJA8M2E#%s4ror`nTf
z3+L$DyV^pYw||<%)xJ!(A5m&SLkYB1Px0m&RHtCj`OM<#luUOZB3dVa63;)$l0%*W
zOeW7<t6Sf)lEn?0<k3w~!k;AEgVL;zq|#J*89>nbktnZ)UdM>ds?IFkU#D@c&<R?J
zBN2Tm$ITCD{Q6;K()e#Y=KO0LCO%+r(K$N)Rg<4?ol{;$2VrW;AqGGZfg`twsW#oD
zPnGn!E?wA`pNg8Qgf@eHb&ig?NSrfB?XApYHBSYTEB;lK7F|vN;d)SibGT+|p>Xg>
z_HEp^!l;A+Nas1Xt4inb9G{IysMD~Itt2lg;Z3pt4JpSrgQz;JhGPP3dCJCM_Vd~O
zP&)soX8VOf;oyX$*FD`}KMH@O23&k0{s7=eOF9!#;D^dGHP+}-kHKU_e@`BZF|<M9
zSt^RTiBY`%Z19k1A+lm=cK}s}u;a22D_fJUge>dbGuYQ#;BKA7kU|juITy697sw@}
z_2N6y*=m$#&Dm)~qUdE5*o=^s6jC#kn#!7vpmg@h{fhV{w(^I?v_l-9>b6%!14qoP
zTHJ>NW72MT-_=jnHwbW5zrd}D|L5db0I77hY<#UdUS2zTp2d&V3GBgza+aM}mCevJ
zo1+W5Dk*Eaxpe`WCNY{Nq8ATAPjZoi256IUnWh$_sDNrHH2euC$0qI&1_g6Z0ZQXP
zV+8RYNP22kqWv<bcXEp%!bIwKjglN>TH@2Yyn89^ouQ*j&d3XKuZ>bsu1!^Q7`j4d
zkPp7}qk^mbBjNI*z4Nb~n&#;n6@8b<50(d<H%~f(&kFYNE~=qyV(ig<z(fv8c(oQd
zH%UN%snifvtQ*spb1Li_Yg6Sg5sgMR8A79a8`cVt5XaJTeC0!+T;gXGKlCx0ItIDc
zDO1hh;6BtrDeFY46)kLd=MvOx`7NF~kT%v3+S~@qi+kwra=_6|6txI(MX;sEu6Q0!
zA=TuBbEiSr&5Y)L{L^9Sk%6r%cz2LM)Ksp5Z9@k}U8XM<N4=gJwaWsXYe+blqpnam
zMKJgX>F^^_h<I{o!@qF}tu#U)l3?$D3r)t#>Gr2Fq@TG_RVL}^X0g);noJJsU?T>L
zk2bryC!<<AnmwpgDdJ-`p(G?Joh>mwXT})P2zVl<GIN(ipKdwN4l4@VnAY8JAdgTE
z!sB<ETD(U@v-t0gw1dU^5vYF*@CS~T@BNXU(GxFg1@G@%%;LcK$S;EIFFwU|s^+Co
zwTep&p!tVD4u*{DmIalzq7*r#B&vydc+)xpcB+zWxxeE{jQC@%N@JdARL!5q?Za^k
z);r~U)s?zAWVFiR$H|Q_ZRBw(ff9dCZvaVd!d3HOQ8mz#_IyM%#Vg1QiKu=r%=vvd
zV3d)tfpuA;<&IOm{+>V7_3zc2i+7Wa&P2@8TQmqdblA0&vMbP#XY0Bau$umxDS_gG
zPD<QJNhRm1X<6~9`6~%F0bW1**4H2vny3!EB6*u*H+ktVGpr4klvYv(6Y8PKF{OW*
zo~X7$zlo^0CX5D@c2F^Bgi@NHFGuP5U21K;ERhC-(-Qn&T1d3~_NubqZ|dJoagmBN
zcIosf#%M8my)qFwljcTshd_5kYRHl-I$u^XY9lyXlkim*?Ox((>eXAbmeqN%D=o7V
z<-Y7>HN{hz>0Z!oQo-TB5U$!GFu}1a$e=e!N=1v}o-AYLh7}AkvSGx#$>cO{v9QDj
zoL4)(oVE`RfxYcNz_wwS-P21Wzt`LM)74hP6;W&(YiPfoluAAeow4ua;{*<v^<Ef*
z$i`U=vNuZ~e7qPdU_-3F#V5jMCyAC2bLOAAf0A0@za+^^8P6W(ytpGEj~xL{TqHXz
zGbXkXOprL6sSLiCSzOSR=tWiyvJt;c!4tn-*7rO!8vPsDzI_6>{5S+FzL#C1d2d=X
z8&Q25&Nz)rIm2;O`ViP|&{+zY(~GC6jMQh=UCB{e*<TT+#uQAKB|pZ*4!3BmPPKk~
zkE745&8h4}!B;Gu8kc%?zXzgMy$!rLQK*0`Hl<%@UWEQ3zZxDCs0Z<feFv{R&YMdM
z+e5vP|5^IiIxySz51HB%hS*Nm-&JC7qdFA2^frXpFg2TdW^J7sLX{xuys04dUbHLR
z%?--P|D)di3q=sE34)#pBL6w6Bca8VBzV40i2D`vqN%7AGj9+N`^$ZENW)l)E4=35
zSKy@SX-d&jq;*qjC6C2o9r}d6VfW2t*J9$EoAf<P`hEdC3?4a<?n`OMDYB7>I^Odz
z?)1kH>p#Oq|M$QVe@LVD>CEX7#<q3mBWH&VqhWzsO8tI4&<Ig0^gYpv0mi6M{0n7F
z(8?R1y_<otGy95@eCkH${8iiOO=7oTt>;SPQNH8ZrbtW&G_8Dg)T7W%-AVW6Jp9^B
zw#^js>ufN|r8w=W#6C1yBD_RIg0BvSwZ)Ac4EiYa=cSPQM5etewy;%z7<!Sn+4@Ks
z{LjE*kL4-(h~G5q{Foa-hSjE{bcV%EFgsl@ik{3AfmMMYJ$Q2II0fHJ1cw=GG3fnF
zY-~oXSiNqk&%mHF?f-#s89Wfj>T4p`@pZ*)cVnS^LDw#n@VQzzzK%jTfC}+1HPanZ
z92d}q;+BuHY|;;9B%GIl=9J@N9_8M}ePvu}1bvH$qiur_zc-!P=$nTBND(29R<+=G
z=h07NXR$^UT6NwL-r8RrohR#--PfQm?Oqb$ZaJ3gAuR7m)`7#-@9a3V8_|G8j_?Rd
zdOKkz@=s0BACbOB^onv4O}F&h!?kuPf5b%Uy%gNpT8rZ=tCTvM_`=u)2{}34r4iB7
zKchyKK#X+2OKXCSnPN-Tn-~1gAKH0F?{6x7C&?QBS>OjSF5iahRQz3Zj$h+1|NL^-
zUB6bj63A^0WfK|t`f4^}$a@3}>0Au&NkuZ27~^lzMN;Q^tiCa?bgz<1UP>15IS#5Z
z8!B%GPOXq_fpOo%&Be`3mDwItukB*tulAf?ZRj@`^Oeir_&Q9buW;ApQN?4ay}t_E
zBX83@R-U;^5^kK=O~S<YOHwRwAXSl^g5x*;mt9~ig6UTY&HlC$KT_)7Qo`K=sn0Ow
zQ)de_usS!TFWgG<f*8zQsiUiRi>bqmH*W51sf?#A3q2K5Fr~63NWeF8k0&1z=Y9<L
z=Yw=5eVqRs_OJ>)uMy)4eH}RtTW{;ej}M}S8!t9$_1#&Ie@#{%iCN*vR(_y=5tF=w
z$#MzO9~t@bg7@8xxK1dL0X|LkBilD{H#m{<*=018?@~NvMw~X?%w+Ct&Si%rZ{i~;
zj>Op@LS&5F(SP+z1D~-cxNzUgC;Hp~s^5n!*S(!{x#MhaaK1M4Je7p|8*vFYqnYM*
zGYUYAm)4b#2W%l+Hw{nbOcu!YpHB5DM`{8$GLk))!fec-t0=O7n4(%RI_N+$Nodmp
z)z9hT5A&fWJS~;-4EZE3Rq42{lDumV{$P`^Fw^w~%#@0sot&BX9{<imCGMeJ?7~g%
z?_FQJ-v@;%5UI=sP1GGFYRGkL{6E=MX}oKH+Ni;((ujdFiFOg_0S)%X#R~%FJD+5p
z_n@D@pNUbyW|b5sgjaB3xhw2xaM!oc^NQR|>}bTl%_eE}xxi@?p^-T!-HQ6W?|!R&
z8)Ny?>)oZ{^NrIX#;rioyN5Bj?h^?pkWsF6*O8pu_+aZmjxJ5TfgbX<r8pmAyuvVd
z#ZF$VN?k`lK*xi;Xjn=tn8Hf!0)2c5b9h2{Nk%Ip@7f5mmcfhS_X~D5wiP_k;X+~W
z;M(YS*97=V8cLey(O{kX8N<b)LBOtK$C10e?aQ3uF>7IN+mZY4gv)!?IYiecYr=4-
zbm;W&052x*)>9l_rdKgwtIq)$$WvCfO#6EsMTtCO;fu5pQE{9;#!4t#emI$E47C11
zNkV<A>z#-1{f%Rd-}GuewN)N|&<Nz<a4KeKY`}UON0hgUNlb4ANo$^ZyshN%E4A>v
zbiW^Tp%Z&Z(S~tJN*x;`B|`X<VOB|Gp09H*lA^5ohP+rtlo{|2Ul=Wp#$icA%Zs2w
z5iTi6zp1T79@iy>S;yh%_^u!aujriey_yf$Sf}Ntup-F+LeEwBQFhSA^Ktx_R43KW
z#2LaQ(gQ+b_56LYJPzsG(xz;?y`OHOq2S=xW!KrSpF#|rzT<^+P$RiBMrxrbbtrP{
zDCv%$2n5S18Rd=7FV2<8FCF_=g?SR^KJLKpx(5~_#_6My89}tGepl{Xx6@+G4yN7{
zbzZJ{pU*;ie_t_n9$>p3j|5FS9f5cd@_r+%1prY`Rjfy*TyT5)dn;)DUWaA~cedbZ
zDP}>?dONgO!u`%E>wa?7jKW9@<Fe{YAW{5vjrZD)s>}>FEy1qwpg`4jie9;g=Mf-3
zYx@2HP6tX}5%%4lW_|Jcn{MB>fdLa1ul~(%g)Sb;0r35y9~h3Xe{Uvk7qZ($r~04k
z0;~kT5nU>(U{9FD^NHgYtcWMOz;jI}IMk4Qx7JFNQjqc?u#t}8o@){*;y!>)9hnun
zv@ToECpYwc66os5r!m|qzD@9yetvHNK+tIodfd*k08O=<?i||8=gODgM_)fMnNa8q
zyWcTT>$?1Z)po@@w3N>{e#?%(Y?#)D>S~$rquNyc!Y2b=nGToa-&q$a?KYbm;Tdmc
zkw){Ad8g_VZVY{Mi}ja!#raHSNr2YGkbB<IxCCBNWiWisjj4(4gLbMW0d~EM!5rhe
zqij^afWIg3E#K&RrjJ@5DLNcA&6AtQ|Dl=k_=lg_W!&d_2FEpbsnQkq4F|X)ODL~a
zI4|@>qFpmiL||ZyYD;63rBVt@JkVXtST5Y{S?3VHoTM%x1N(L2jeZ`8K0}Xyq|wae
zx$VjE72HnX<1%h{Q5!#FK&Nsn%2aU&JQvL*7Hj%G{kq+1gaN<!EcBn{i&~)Ux?tVP
z!-uaH+wD2e<I2O(W(Dap**nblh{O;{3=ok~nO~pWd}5q{CI_!(nRN)Q@B5Pp(a)y&
z6i?<)<%pd{F{*Lbm+D*%GyGm-BP^`frtPO`yg0Wb`33opXY9p<Ic*D1>%&L?-O6hC
zfx$|5dvo~swq~^_$SYFM#?7hgz#Xx627<SMmmu36#NqHIRk$U`?96s<8?`NoOq)n^
zYI+L7V#rK$VtehavPoFJJfKR}rND}-1Ik_xGIr{4S;=68>7!7fM;u@W;y^za-7xPL
zuxsX?FzfhI^V{CT#rus8yMqDF&dx5bC(|0`;n45ud4F|7DTgQO(WN6={)adIe6E3D
z;TMuM-CM5+!**aK2T_HmbOW(gp;p}0T$Zdg4bx=a-5#O^<0Pobv95wg8aRMu!E#Gf
z4`fQYWSaXsbG!Xcas0DAft;h+-P`V{Dze%hIWTlYJmg27=d*#w0dLLgMf?-#hv#9E
zF0o51egXK-7Z)@5BB+UO+3|wAM1myrq?GlQMWm<}uaH$GYr4zw(Tvg!o5h;u{cpgQ
z(#vAR&G)jKgkLFH)|$Y}bk#hp7TOA5$f@Z@O5ec>n;U-o=kwy5T$0MG<r`|=>m`}L
z8wi(PTQh^Z1p}k3AD(@UK1XIAOXYc-3$?<<#NX0i8bt}NDu$&G<175dft;`=c{tMi
zCG*%PR_Mw5XZ-xeeV%`=<m&`Z)Gi&;59=yY7_?$8Nj`{^ME;q=f=R-;uPONFeQ4g_
zqW*3?iWCcUV!Ci@B%u1B!78D_KuU5wO8YZKwxjVUAccssNV#Ls3}-*thQ{M=X%zW&
ztG}JDE2)N-Lp%Rm-DdD3reb!^$5Kk5QdHV+rZCDXFGvE;jvisp!Jf#IHpJLs&&`xl
zxJ^+15(b1mL{Yw@vFcs3miJuxZGDOkMv=frB}I_@3Og#L<_c`bBw70WW)?h48c)<`
zUB&HcU%aFbGQ0R9UXohR7>WC5saGRT^q>~E|EQnk-&HC}lyK&2hqtS6tz^wBlaJ+Y
zL%?bqQq>=v4u8y{hR_*4(yky@Idyn+441#iUM$cynuk=&mSSZ-bqw>=S@zAqDA}^p
z1bS?Ed{M_2B-OAZ`vuoJIc?ZgJ|f?_RAJh`y(A=`re+o)S;M2WUP7-ko^$|A<j<Og
zZPx5=xU8MI%({0$4#n5^3#_ePS>cFMouHZb<A4vFqla<cr`}D|#3G!+Y|6_*R9v7F
zzt%(k{hgJ_8|fCmGc$O?LF7{4gl9TIyV*bHsO(qrZEea*%hIx7-y_g%4Xyb1XK#^^
z3YWyA0c`$Gk*sVrXD2Sf=n6n$F}=EY2cAHxtS`+CS12NmB(`#dw0UY}c0Hm6go<~k
z%k(Rh9hFY`D+q#F=O}Z0Z^E@`^Rt?BxHD5~8*brDefaD15YhO7H_lz)Hv-kFrGg&2
z$Lr_u4M$=U5`T~Z80jQTC<r+|7oE=3M8DN;qNntE;b8h9ur-5R03qu7A^J>~+I4@J
zEKQsvb{o3A+6`RBP5WFI;BsRL^R+VbK;6uwp4BitE2$@9C=APi2&R(#EHBGMJA1LI
zsObvoK(8(uW_UMH0-!xfoYURi>t}%&<e?*6Ip`p`a${maJ?N%G!ku$`&r|qG;fH%2
z7ayn1_cSaPWft!`4R#xNG8H|F8-jjyCkDfxdJ&|f*{n}vt<|F5Cb;0s=Ew)(ry332
z(f-CuzT&V3{Kv50_P4O#4FKStXg6WlM7rmx!G+iFDVR0lqU&|0Dp`Yn{siLeA+T5{
zGgLgOSV7SijX@S}YSOSKB5g-t?t*za3YZz~#W5@(A6v?215rMms}C)vjxVa=k)FIL
zR698*0IvXT;GBAU5|xD{+e5M-O_yk%$vEL&;hK$+T1Q9t3r5A9a)*k-t=G!Evb(w4
z`W4H;BYA2^=t&Kfo|Q67lE{OKPDyr7+!*tHv|sY?!a2%6`GY+2N0eu~-%WBk5AWuq
z7A5CYqG`8e(Kk3xIHhI|97IyPqRIRS^Pl9KnBv2V83~;zC8kwywh~E)V**Y19T%gB
zY|(2R*Ja}}JptJwE<Dh=kr6ofITBmyg*|dL>Z-#fV(CO!gN>%W$Tvlh9UUUHiu18y
zgjgU}5W4rP<Mc=RXU_~+ZKB1o^c$tWsSm?jiCN{&2VH0*Iz;hOOeFsVLP?D9*m#ed
zfDaGp$BWoYI>lv@GaiAI*4f?P=a47#0blWoFH>MRJVBVBQO$`DW!rpj$&)^y>7f)D
zRS=jd#(zO;M`Gf?6XVIrSvG#2uutz>WFyx0+HxKi0c2-~enN~?wi~LZ^!y|Be*oD)
zCcjqFie=AV2mQSS{nE7SgNusZYc-%ey}RPJniq_a>F3<_<~Lh^??H}yKHtJWg<hK5
zoyNh7V7n-YN5I0u;*i8)LA-qZdau2C>vPED%;WR5X2n6jF6)X;LdtI&pwbOOA9+jn
z&}E8@#WI!+&5`JEh^XQSOc}_2sx<kyb1`aCr<tYszL1oT>?h?uf`)V(0a+{yKMBy$
zD~j<m8p>iGXe*aPRMld5-2}gv^iPMlHGVgz*MlPZu`4t6WwcR$O_0kS%{jNlQx0O3
zMoIw@MV?htUvwi->Dwh-6^z8cT}!+c7KbPf3sdvPYp*>i*g17pvC&$dueXqhL@Pfg
z(}iN;OGR=bTtyMb!n7>R%)*n)Skl5RrmBaoF!Q=x1v||GpXUuBsR_Ez=c|czo~$m?
z=L1&0T-8d@<OYiXD{(~OSa#$)v04?(hs2Le2%4QmS0%><ujc&;D|ml#{X5^e6+f+m
z#X*Sz9qv);1O#Z3enuquir+2zc|*P!EG#SzNi2B9yZ(|(yy(9Bp64}Yo|<nqa!$8{
zDzJyjum?QyQ7DQQe}OdB3g4)x5+qWBV)0rWz^GL)>XgVr^~Shth9pHYw|33?g0<Bc
zvSl=~=4PJ#$I}5i{fO(_Vde6}2QgFEqiS`i05BG7^&6pJ5`OCt)p6kCgrfu1Mm?Xe
z*IqT$sy%Mqi(ce_#X*UYkzxz~0z0}Lull>u9j`=6S`Y-5cr7drQ7m}k9f~?9(?;!y
zx!TkiMPDZ%(Tb)A9LX1OI8gwOG|$E=FE`Ush-a!yIZO?j#yVw2mViML@E|b*&wOt7
zF*&|4&&Uuj*M4LbT&2>AsFc4{5w9$yrLJG*5bIWjTz67p;`@aG<eI2_YxN`J$bbG3
zCoe05#X$+QT6FN2*&~#28SySG&N4S#Eqg(C3@j`x4oNI%Q!`(;&iTVlzkfz43QvvO
zEtmU3<)S|neYvLag;=WSWkqhFeXd;V44$Z5E;|p&<3d_-Dr-1SKhrtAWWa>1vwhS{
zu6%X_n~?0mXMdxNS(>PfBh_Oeqsj&GQc1ufFPSrvl(S?3PBN$ixlYevo$m8;-Ld~c
z)qC@~mt7Wv#X*H~x$GnPiU#%SkBJcdcga<EtT?KI#UX{e?)rG1M%#~cym)08br%8a
z4g>UZcyBrkA2`xQ#2rpuw+rCaV_w|tk;;8X9`9}^WWsiqT0mIP#Jgd7`lxuSai%|0
zU*`B|ehqz~NW5H_VC9H)GkeudNRX2x-z4`ZQ_v!bhf?NZO2`2DDwyq+<yVuTZhpXL
z@i6bpC?YU$z&VIJF;WwfkhdgOxe$dksBYe%BVa}C{fGi}R0<No?@iIiouBEf@~geq
zJ?i9>-vO6hX48ufGK`Ophxi~4WzMykj1iJpK*BICfW<+NyKeZ*xaZZM8qv*<cEcN%
zxjFwxhlWcEMW}KflsWjGh}@7x>OdCD5s8BVA#RKCLOqTPJ2u^3*m>6tZ=H(c(O-7m
zp<kSK+6DDYKNX8Z5DS`kTX%1LjN9&>LK+<xLZx(Nt}c>~Y-Z0@!3?IOjj67)%n}bQ
zNg|j{Q49lS3TS9hQ)wzuv?=(&Jz};QO!b|0CuN9x_D5WvlbeTfpA1*3NSe2`xmmO}
zbdi)}{5g<b52|gS_NLl@RxdXH6Kr1ZL5DNXJTpG~?6XC~dKGFQ{@!Tn849DQ1QrJ+
zIRAd>zI*=g_|V_+M9;nQ6o<qocqBN&g?5!t-=n;X?k-;zz)`<mrV8koOa~&B?>J|9
zyk|?`=BiQ7sq{FnJ-ZmP+wQ&b6}Q}VL-~q23)i21`lTUQ9CBE&#CzYDzdYKy=7vYo
zW@o8LrvcxWCS``iD{@^qQ$Ag(a*cUe6WDBPFPFhfWI&1bk!!Zk?tIfxd0?KLZ!Vki
zpnA?8dys&+K9DYQg%4(>ex><YM~10BzD(x$Qk-x^M6@~VLAe`3tI=NC3r3!WTigy7
z2OD@Umy1yKvTUq@`~craQDhbGL53YWt|)hAZhG=PxBl#z4xM^*K36~9A=66<X}col
zfG`p8h!cMvq7Oeb3EH5%326YQdLf#lh{v;s+Q4%u6e>U~Cp(40iI8*tG>nVS$g{=2
zzx$T=e*2h{-}7^@IHa&(iMO?5$D>^qKG|zDbENCbhV~-bS9TW?H-HE>id9=bl14K@
z;-%$0N&OL-lZ5kBxn?V3=*J=B{SQW|O~_o%T0`0-CHOgP){-w_fSN@*38++}l!Q~s
z%gv1}$yb=qMF1C*GiX_0!*OI96b)nWx=6mcj#F>8UyeI{94rnxc%IjG948_fAAVwL
zjzUYk2MN}%U+<0OuQ;Q<^YRxvxv8h+3%iz6GF>FlqAYF!#b=IGv7+9q=*Uf&w5pNJ
z^G0?ilTR87s<1m6pu;YH+QkXAhoghH^)&wO9nk}H)bWO%On7iQ30u#;<;IuZPI9Y0
ze$q+*{!_3xB(Pwkn!A&eYgxN<l-KdmV}gJ9qGmCgSz}Qk10|vyNKk1<A=5EPb1+HM
zd}I_d85jVA6(8q}N}i2`vFBXJ2iEmPMrY5(Gm&1#G|qJo;N+ssq=M=18R|+~F~r>#
z<k8$!Xtj^K^P-E60*iwV`Fy^M6Ra5K_}%k3cGs<2R|JcP6<colpH)k}AH3dyEg#5v
zn_iOh?m3$9+si!Oh<=^zNV;wOUG*T2x)6z_D0Bm%>U1VvqxxlB7wgf3$uhOEoHPRw
zC40KKzKOs07QPo=p&8s~7yeaj$>+Uo$5zUd&&|;d|8dLp=TF>q-Gr^-eF$Jd5--2}
z@*$_wS;Jb*Q77=h6*;;QS7|j|4Ve#1xbA;T`qFxs%$1b7GLzN=I)AsHfOV6<WI323
z#Ij^Q$6y27K(e0q|I_DE>vd|9*^g)T<&aDu1kA)jeQ!O%5X6fl%>6E!oV%sYu3cw=
z#X$%B+w9=)D^!1?`u8n;y+l-7^IX@pk<AYiMCG?TZhFsC<J|AxOLMng;5v7n>d^a2
zB;H9#)Is-cASbwDqN}QoIk=N6tyc1Wrm@aV)CyNytr*U;m@Ea`!*k$}%dULQSRk!+
zsvW6#KaI!ThJN5JZh>q)wNk$GRbJ(;|GnpiiPOR2pvHnUHE*5Sc~mZnPa^GhfrY*-
zA|ZUcu_j%ID+;4Yo~+t$E`=&@4U#qc>S$u<w-C>YZ^|4a>!Tg?1!uPz)WUsNquG`B
z?Z-36BWXxANk5Z8v6<e#Ccl@7l9O>4O5F}^*BY<D9X<gT2NkN-Y8`*qQR+$%lSNks
z{l#(YG#U*-yt}~SfP!ycSG?zs|MF~bw*D)lTaM$fBS)Y~c#O{)Bu$(aL2~z+AV-<E
zuP69o;!h*_nj|xIQ)<pEvr};bM4O)>cC^b$+|j6}Ne2nu!%v$ofx_w-S}PgkkH2I6
z#K(_6ed5z#aZqAGD&BbO<SM7<ucm>I+-l4?nt;ULt}aNySz4Szn4MFFn*K}7z}ytU
zQ2tq2sfw#*dQ)Xg!(@&j_vN$Ha#E!VU@wE}F~>iitzl`ZT`?np<+&mx-3V2`s6VZm
zK7`=)dXQ^%S6?|XVH>L-WGI)*ZIx1#T3s^!Uh0P7I9MD|@NM5OZR*_oLhjsm5pg!0
z$Y5JO;&l@94#cFV)GCj)xtKxH<V3oCR7?q#dG(-{qCBl^&JwBts$8vD4?NaEpm>}J
zfAJBLZitWU$iw%JtXd~jHH|`9jn4@?;K2;_ye*FaXVbr2f6d$94HgF_79{b8yLT^g
z{9uu&NF@w6vL3UfE~?0Oz&y-|UUIH0PpM%{zA=aXic|VL#>~rj!f%j`)5;EjOle4-
z&SnRdu`zScMZAzb?;M|TFxQ<>ye4FQTshIus$1UBc*FZXcz$oRRCG@Ri-QV<LZOR`
zC~JsGN{HegR5u7#fW-mB%*M}-+&6RmUv+!;ypPg*k8|k`7uasRw>r{wBjZNEJS&K<
z>?)_cQVFAP2MINh1T3rI#YB@Y*R|r)2aT+mB5MmExyD4l=6aag1Nz}2G8RNDP|>=S
zp_!XZlA^b5#ZYznEjRr7trvpDL5BsYa^gm}>iE4Oz?oo#H$*J!Fl*(9ONXbXVFPJ~
z)oOz9)Tk_D4f{;Z>Nv{e3y_U!Rv)Vu&S2^f7<02S9QA(&eKuxOp-63?$sHby$r4vb
z&C%5~LCvMOlGJ)$r3hUqcj0dWc{4NBxyTK`W04m%8c)Iv)`P`C10>!S{_Te1cPpwI
z5gkZp$hY2YuLO$&f}3ytWM#T@_t`<P@gmo|V+m)Is5;wtM@6ztC((7<Wg`ow?mH@`
z{b*7q()_H8!^zuJn2SB*)zxQkz*yE)9LeCcnn^{BC&kxD;JCd~)fDe-iqAAv)lP~D
z+7zh^kk2*8W4`oV>#zOW%IQz~pMM35g9Zyu@ov2G$^v8IV$$;ql6XaXKk-k?LBgOv
z_z2R183O%5OzCT*M6*Z&nUYkaMBYMQo#o7a=9qjB-(gS%r^n#)Y;4Xs`@F`CO*3gz
zMAmxd;Kh;bIZSXFv|G;ri-QX2<L%<_E|x7P2}vIA=I^Q3>DWdI2LPO3=@#g{XGiho
z|Deu>B@W$*_fG>{yl-6DtxPD+5QnM@AgPmZJyB-bwWQol*%`Kc)=;j}i?o$3#%*Gv
zJiX~)vNdUp?*14FH70=^D(V@JPw{h<&}v;zML!EA9&Co9yJK;+ICI{O*S_|hS6=xF
zn}T+bVBwjXYqbIk<B=!`a-yfMya52xh)`lW=cZm<fRqrkCg4oJ`Xo|WHsd4x=IFug
z%{;cx>za_KiegOs#Cn*HN6F`8_RuwM`pwJ6mD}&)&6uI}9(o1Sb*TmMiXkGs;|Oo$
zc6bt498{=ODk8WlFjkNL;6Dz2=-WmK4>1IV-hI>0PwD#87e%mfrRPnf=<G@pu)`f0
zm`tS=O^gWdT%ksVNm-QH4y2nZ#_eJz3t^x__4GX-Nq=xmVmTs_Vub%Bxyp4+6Ec&p
z#ZaBWnQjQmlBW!pYkNq_Z4}c;y0k4-wiDr`+HXLCPA|{9^_LEN#WSzG(#CQe3|Mf#
zghCj4%_u6maqNJu!z>#INP=Oqt53?9rW^%NW*}UJ8YagxgqqA%IniZv)4W?*URCcW
z65y3zm4NK3Ak0ouW}9WdYSjj+WFkBmF+CS}W^yohQw5ctV9q2j4~X_bt6(yc6x|oq
zyzmC?1U69TAj9zR@H8%ZMD$vg!8SaNSQiiA*w$-)sBzm3?>>U_+IwAR+Zq<`h9Ihg
zCx{WPX|lSMuo~;Qk?cKeD%2^EzKOEB-PP}t8?TVuAf4)q^{NPuIfB_geIlv4^5S`;
zpI%x4Q+%w8d!CXa?$ATS-z0G;IWeDeUb=`n8^Knpd)Tqy6mJi$sMK}x=*y+Li;E0i
zaPSY+)wOPw3RJ4oL<%!Kq&X;KHD+?gs)q2c2$GiXnO@3uG>LLn>y$@Fh|5@>jidn=
zM&U}+6Yi&#Y|Odd7Umc%nc?!pbd?!Nkqw%DFD=s<BkI^(o4e3q9pjI|$2-%fTn3)e
zAcmocmpJDHEDjpf>-9GN<%Y_UPtk3{lHk8k1jj|O&EtItanC)M45MUxE08;%0r3{%
zhzV<y!)J=fr4}mFhlmAQfhu1s<BAA*Viw~%5K0aCOp;bA2Zu@#k^xj=DLIuV!Bxqu
zzc1o5t=?l?OL9^#huT(LUmT0FqCz1D_}r@F1YwGLPUD3XYOlTFmv6R{?1vc(j(96^
zEINHSDxgSLrDDbwt7nstG1+Fah0IKIE^u=nff_MD#@J&-G|BjL)Uxlsfz19Kw9l9i
zRKrqLwc@^tT3OR^#z@ZleZ{G&O$&1*MrodYH>H<YpE*2FsdN3Mms&H_L4-AH)`(dn
zO9FQsN3NHhsPJzii2M<-c*xMJZ+==F@BABJ(|KSmS+qh$6carmXL`V_p|S^H?vccq
zh;5v{Z6yqWW_(?99tTYCZAb~8>&yitb(KOXl(k54YU1BbEk}9xIc^X>i(8ZP!-@q*
zydwWXib!3NDr^2R;r>|yGZhxIq-!RYeaaW+7<$HOg0<v+eK&?CY`Nrp#{|7l1f1Te
zy3%7Gc_x$Q%z3lZh(z)7bW#B@K-T73li9bKEo<L5+M=4<w>w~Q(BRB7&lF7(0@W%`
zm~ynL0X0ht{HOvJ4+*C3x_l@IXa0`ysYP+rlXc!Xw4^UpkQ!sIv~<b)ch1tY`W{T4
z2dr--X@i{2B2;sK4~XS~k=YM;Izbop*^>d<939JIIlx=^NbDX1PWKr%)@rN3;$g#r
zBi=kt@$e6t@x=LQQiC#N3&uQ~lCG)8Y|uwq#wE=Ac(Y%Dnj0$f&ur5-V}<^puH<}~
z74u$4W@HbLU2jM{A!akf*0W=^)Sv2hhyr3wzFxPc=7S7{T&{=Y8*}X(<Yt11lgc0p
z%V6=4V0ZVn7sqVdlYmbm$#rDTyDZ&^=4C~Q%2doX391}<&`aKz+s`=6uYTtkDF!kW
z`UYg40r9}LIxR`KzG7*629ZO|SPf0iGajMsvv{?2`ozQ;R`otiSa8G}hGE25?5o05
za}XSu2blJW66KdoK9_Epv?^7iKnGN>3H9$&p|iHprYI9H%^_8%$#%xKYYKH}Kdp>p
zhGYO8AXqSFE#t%Gsp&d77Yr2tfJ7B@qnt7|pU0z!fyF_ELZQ@gTsKy&CiO#IrmTpE
ze2@c+{f=ALU$VT@+44%q+3m*hZoG+*aE0PU@)9lmROwlezFg(g&6<_fB%EbpKxBNz
zz~{#LG^m98$6QyJuH<Ht%>j%pFFgk+@=XFvMFqb$uB?IU)yBEgIpc|^tz8Zl4+|Ea
zsd;=n#2cd%<KLsqi4!Y%hHwO-0racRjQ=&wm*vttoFy%T?CZo|3y>kxl=Kpkgd{Xd
z`In73N}q04a|P(11)D-OeKTq3_f>P~zm7P2tzvs)?gkUMO_G4JkjMP@Pkm|x76%o|
z)pFZ)oR~^8vzjyth*x32Jh0gBpziMHM&XuI2yY;9HKlJCcqlDKNz)NIGQ`Juvd)--
zh1xW!e#yi<*<SmJV-<ucUB?51C+6skDS6JpwYghA=a?b)C~+-`*T8%b=4MLkc>A}{
zsucW3+knc42Mf;B;I~>m{F|*g`FsGLS48I}5=#h4kttn<$|ynwnq>CMKo%aS2b|;2
zlJMC?JUBU}$$I5$HkNOPXh*Q#BYSw0VJtr<JWVy~JCixOa$$>ANj3t>Zm0YG>Kf7J
z2cVOoB-s*uZ81(p+7S!RJ@?!gEDkD^i=`RIaeVwemSiCmQ^^cp_k2GO7W)<J*I(i_
zTkHP{U}q)v>pJZxl=-xv1EFNzf_awkY_gDmzIWv+)eF1tGm|=)&Y{#DsSnX#@Q(D|
z<Nct0+lfg*nsOvaHUyc<NQDAXGk4L|N_9D^gXaz(5%T=ge)h9BU5&d;fyDvEf>XRF
zzvx9F_q-O*dqM1oKRli4L(=XbOb1?NeZ3|iDcg20@dFRcFy{=k0+?kAPEE<m+|0B|
zSfvt^<hsnYN%J)~su*Min=~q#XQHK3HEyD<({rn1CAFsY=TdPS)4NP#(&rPeT^9lZ
zZLm1#P^whw4s}BLhL|)lt|m-z<X&>gC06zBN91yFLLARLI*zAhM>Eg?N=k*gx<q5F
zTu96)&FmOZxO$x$CIAZ3W#9JN#btt{<TgaB>U1Q5n9|4WWP72c?j#w{5ho|(>4N}u
zMTmUdb|~we;l#VGx%pwhf+JoL0qT^C-6-ewLNVK;+FxpNXbGR?XEkQ$l)zHrWt{Al
zWM`A@z<WNQKR2y}W&FjaWL)Ye=6YmH$m!$oejjd9Rm+^$q(CKUP1!tQG%pj;@B|+u
zIS*Jqw+$=~I#f!fX~*#bajR0I9R1?=E|f2eVsG{8)kUz_ZwQ*x&q7ifjl-5Aun6yu
zSVb|5fGU-%8|&uv+T5ItB-Vb{gdDX=Iq88Q378~HW2#p9_mCl0b-Y>8%sjKNye^uU
zyi-!=>IosQF;<byV!POp-$gcBh&%WM=p9XCSYbPp9e6CrAGkMKt+i&R>fpLdU6K2U
zgX54z*CL|-#3A`VH&vXNsUnre81)&1Gtmxw;GBGpWp)@dkZigzxHA|daAxZP^AaI^
z)>&2Q4c)8Le46gAI-DqRqzZ#*v$L`~;|=V%z+DG|oC~B<{uNjpbSMuE?{XYBK-H`K
z@kYVmgEnH!o1B~!MKl^<@t|?@&Fd=l9lt(<kTzuz`g9!zVJsR{c&ZW=iDg}6G5?Vr
zg|wZFrAFSwRGj8hK)-3(+?brC*^VTedy#^`Tqb6<uRND2LSRxSv(E?VE(>)oFqKv=
z(OAJ0+TiH#rMz3_(b6aQC)GuBlxeUyU|5*MJGOXhw0X-Gn)8n3)IkYMCBev<VN&EG
z{WB$copIjEKjCah;T+M?ay86xPXT0<^elIdig=VK)wf!PPo>7zzFi<>)@?|%GB^Gp
zNxOrDJaFfyH@7BUqWr$%MvO$q8=Q~?)Zuivcr{oYbSRfAb@a^zl#)JYz6_{|nFx5c
ze%}2AH)x&^MAJvRqS1f|NTSMoEFP1Jbd|Y5mSYq<kn98=lHZRZ%)vW2eHfTeRZBoc
zynJAzG$Lbe5ZRDHPUQ(Clj=TjU0_4|qllT2i}eJ}&D?izugB-}{#U>f?*YYvB;MT8
zv5ja(z1z)ue}bgzN^>*S-9d<&p&GIkR3=JYrE^x(LQlU>WaMlll&9mR#BTE5oM$Ou
z&P2?t6*SSBo2{=FG?O=!3DlxMG})%tK$8Du-h=i9%8oX=bznm1%D*do-?8|)xJbY*
z4OoTV02T)wD#c<QO`1uxIUyvIG7`JK-?H_Z_Y*qt^dmWMEsj|r2{vZRoGe{YR7DDl
zdy?`#J6M``pPd_N^=l^Zil~WJx+!6+&QqYD0$K7+LMZ3BQoSwL_49aYPgBn$mYBbI
z#*r*rqbB=_^P(aK|5!ij4uQo1#eyW>qnEASeqWw$aErw*P^W4FnAALzDzg#vn~hcH
zBIuvK^0`V~r05I8*RR>0mOOiFrAjq>7@80<q=d{NQ<IrzdpPJQ?EY(%H?~MWNg6rO
zWLrVRXa!I;n?>*$S^{{%o301>4PbH5A(tz3a1qD}6!cF4h2o8SU>}<M3Ej@*i44uJ
zqDqzMI26SyA&<$l92HqXh$doji^-XG_Bo*M=YjX2pCXj#*P0ZKo)v+Tgz$lV)FhqG
zYirBq`HE*i+Rs-$U9_J`mCKFg=Sm@mkhC&G6;I+|5hcB<NGl?Q%>S^n*soZ4Z2=MF
z%rm3v_~^Zba$zfVJ?Y~Gt$JagC#HffTETgL^8pG;A5Bh3pU-wM&(;isz9>U8GRHPS
zPaMdcg*ilYbHr7SpIn+k82|&@^GwhbNrSAIE=vb#r7TI@;%6X(&cthcnCCno#o|5Z
zPD}(~anPYqply5{hSZ_ls9p15kK>rMgTOXQ*iY#BjTNW>oiOZyxLcwymZ~>Ge`v%5
zT*f%K%+D1~2t=f_=sX(BrUW|wmhtpG%S1KDkSQ$*&|ga)=FH<2#}FlL;=ur`zF;dz
z@_a?`SFDE$;4*#0nVdXCJd`6AImvS82%iW+fyZR|WtUxOEhh&M3pSdqSXsP2fa%|n
zV)+Ep4S<A^G^@%oZ!yz;PSAo<&mhgt%E{ZOekFMkfW6HL2gIkT$e0|~xLJ(fI6Do<
z?wVas^!9qftkg3Z+>U2FLn?nztap-Gu#WB)QOshX>W$nykV1u%O7$yXaZti>oN3~a
zmgjirk)wpi%ITnsCeSDfhQVULpc^#CUFhM@Gz1SP-C-1g;|gi38kb0wYb;VyG^$w;
z(}7ZbUfIO8qfN~+8e02vGc5!A?(JF7?K}D02Isy9hkjmhQ|1oUZ1Q|FeqG&KQeGod
z=ZtxjCk|cV5iVi{x?piYuwaRIcPGBD=oN1bOVu82bPGVc(ySVWfv933`{q*lM;I$J
z58)~=Pv2O=C+qT*(q!H&83>x-_s=qu7?Tq69ax{)mO#HLTV9Vovq>p3zGITvNGNlM
zII>WO_>P3jZwe8pyj?-OF<Jl|uLP_(1kGH&6O}4I1dD?buImO~E+2r?MV{ppGNmI?
zwNU0q*3`ToaP!UUa@)3kvl0frbcOZ;6$!#nc8a!rs->pb(v|m~tYRf6xQ?_OCFWb^
zNCUBG8>oD!dbN(aB069rnN;f+l*2&r46|d_^<*+1bgWADfx(UMRwX87gF}<r%{qNa
z1!jq8ZMhxsqiAu->)G<72M`O=)GTo3#6(nBb>#0^b@bl2RL1+o!@oVeNpdcd4-V==
z8gvD+M=cXkj6|Dmjj0)onV6(4F+rP(AY*o(X9>_xtn%1AE%V4SBWsq92=wLdD&iz^
ziTYjU;K~8IPcYHNFsO)DM%$z=kP(3nCKG;LNB14Z?=RGDH(!F@@aWEG6pLHH;-Eyg
z+x3Y{ef&FBb2S1<aFuxc`hH{^CF}?EdPSGTp%=v=5%*`-#2d-_vmy^x_qUEo;`$M8
zAeBpNOuM*VZW9lfh)E`Y7xb~5<b5pD!$@Ykw2+3(9nR$bs%z5wnd_AKz$`IeD|2<`
zy3G*n0>$+UGqy09<75usFYekZXa^JvI&u1uk2v<qt2W>Ji(Iw5)@>B>;O8WD#ZIK7
z{HXGoNrt4Va0TIN_9-jW7$Y+z6|DeN@rphxk2XQ?%Q8FHNi9UPmGi7MM3HEumA5&j
zs{=4pG&I%oVP$5H(X}1Q;$8TiL@J`A&P{RB;p0T4S1ho6wfZk)VuFFiK?zaD^Cd5R
zc|ZwaDmaex{c(gWu&n|21D2J;;`T7|V!=+j?y`I~P+j1{0U4a64E<CX&9p)l>u@?O
zO}nN{50&dhbsMV9y~--BOu*`Q=*eUEPt_Gv=9vCn!>o^G3X;igNZnstnzN;EI&n*x
zcA=n6&ZcvccwWS+ae}Nr4aG>z#w`vQ7OdhGAm^SN6jm*}j#kQ>pi~6#a8gG+l}eMS
zOrd0{9ICD}4sbF-Pw5}8QMpo~QZ-D!-M-3EnE<Nna`2Cz@xkb7^)K5<!Mqlv8{nNL
za&P6eauvy_Zd+9rQ*|g31kI%C4e(*%n}Jss3)7NJA@U$B6(AfcPd26}uLO&O8eZOu
zsN>9<9Ek^WWP_{r3pgvODvL5NR=b$Es8r=73Q+`Ag?a=?sv+K#Q3PqQl~kTOfJz5g
zB@GZ5NvcdGDm3B)YFIpHbTuk*&PWAs8TFdHkBC;u(5Hf#4EQ1gBcrf&z?RG|65B>P
z5KLTd?A|}WnZ<*`f}iCqIpvgZZ`-`(sqxUzYPW;F-YArR$)YNa_yZQxOUg_WdZlk;
z?L#sCl9Un^c;D>PC|MQUkVHGrvDABK{y(tH_;`#z+4y<Q*(p<gUMj+-wC~AG0Fr<)
zqN11OEZxQLhh!@=hdf+?CgunyAVH-XvC8n<92(mK=?5`{5AJnud`p*58j}GhpqQBT
zI=z)(@u1NOJ10?EME{e+O@n%nrd~&uU6gf}Mb#=DSD`$)DmBqm)Q~Dhyi5YC6j93U
zL^_Xj`H0e=x^Gw?)sen{O3=q5gQ<d`T}SenrRHL48=CmWxK4#6++<>C;Sg(IFV|-i
zg{;8ABhgyydA2jz0mOn<yaGp`dv4uby6n1eWaz#gs@^zPluZGI*_Aj%21k(O#~>?B
z$mm}N*(L@&Q|q|@M$lHC#5cPqe{XhV{keUqL|o5gxmM7b*K#7jWRN8Y{i6-X@_JPy
zqb?sQ%+8!h(^F!y624!@fiRx~znJGixqNrjn)$`^F1@q^76&avZl#;c1tOrCkTguy
z1kVJ4Z)-L02Y9a6B;W*`Q69&UN((anP^o;iPgVLxQSHVe>X}OauN*@ChKgv#>o8V+
zSm6VX^lRyl#s5XIQORaNGNQ~7YBYVVRc~h7WEelO+@5J=t6nGDL}ne&>?^*X!&pS8
zN-S^F2@fC+3%mZ%V~+l2duHZw(Ci!oLFn+X0}eNK8=i&-nzS2Gk$_T7%3|Z7I|6}`
zmXJmy8zRnnedh<C<Gt|{^EuXMSC}(6ke*vLMNs5QlPQF@Z6ooz`0$|A(I#dWf^q>m
z!_}A<yiczx7p>Yo1mJmYfKsW?)NJ~*hEZgRcRv6LXbRk1lLw9@C`XA#NxZUjB<D#0
zB-L&rDvMHpEGMa~P0FWBXgZ_<mWjKO%A_!#n-iOvyT04|6>opZ$h5UfvZGqBea)s?
z57pJSl#f^S=LP-uqRQs#>l6ZmJCVa-Ylr$husC2iEQt5yb6+$4<9EI5OL4vX_}K40
zf&@(>0t;v)5&{AlT}8MGh%n|JX|+*pL(-xbkXWEiirg&B&dBRGGS5f60Fbo#>-(IT
z^AYL0RhnD{P${1>m#W;{NXBL@s#A$bX5qJ%zh)-~k%(d*s`6m*$gN?4{QPvQb`J^U
zyj)KuVJf7lBC@QZXbU*spQFV-VzS+uA~e5?LrxfnU3m}b8&dj2GX->n!X#Wp5)&N{
zBA+3Y>i{cND~{+HwTZ+K?**YdiU(DHTuAfz0ie&^ti48kNJ_J3*K_lkGC4B_$p+lC
zA~d9{YRSr27V%sNxr=U$_`Y0jhiwab0I}dr%?8i9=%Qb+k;?xCqr=m2rNZNU0hpJQ
z={KTLfFLOu?MG?S>_aL_?K+XI`-rI&C0k)@Q?v?pN_zf+sd8l$Gff89W?{2WEQdNy
z44HjR-(XN;oa<JBB1kF_9aBWkG2ZAgWv20nY!fFVoAHK<MY@nDh_(m;n$|=7t}&8s
zT&hBQsM-!nh0hkoSKJF0hXl&yVpsHdBblme!f!8t>MXZz-8$Qo_d()GPdc~jIOR!T
zIs7^2wTV|(meW<>lIUP&DoZiB4XR~aIx-zdn3h9a7lvqE3h*9`@(|$MD8?IA1Z9ad
zr3fD?VIYE~s4`6tRH!m3LQzr$D;<$u-*1xE*JDiK;&Z094Yg@J%9y4_@K(g}8Nofg
zPN&uOp>giHm&IUlz;IZFkPojt^%J{$zd6e3j-1^My9E#bDv_Ij`9e^Hs<fmiFd<Tn
z#2{P?4VFgqlR*=3Du2yH)GTG+R8Ryemzqpf>_aA=IWzs?kQT+sA~q9%gwXZ&+H56f
zwBo^B$U)C@p;PdH7Yg9IdGM$Qw2%j!aIk22_y*=WKRxH)|9u854hiJke1|%2Y{=Hg
zAVCH(i*xOEyM%A8kM2RjaVq!3aV}syCkd5`Nvy2Vtjx8hPzKKgXCy8tvyHrO^Z5Lz
z;;Mpl3ptLD|8F7bbtLiSgy}kRRPS9HtLKG^^MtHFK?PFH2ARXVWzvU|G)esti_>iq
zB`n=iE`B$h5U|{46dl&`b%1eL5${vpdETZg-u0dj_QLifa5{PnadJ*vYk(6)kS`#a
z;iF4dwo<O%BuWuDnPn2z9R&NB*4#kan4@!lGeJ~bsbaHXLa-T<O*@^Wwj>jom>ROx
z4kB_{UMf)!3FdmxLDHQm<)OW32<X@t<cekV^E%)Whvll3&CdAZuXvSFTQK7gLcWr3
zJCsV|O)8yg`(YS``Et2z>+J3a43(CxpCZGP0HraGq@+@H6fw%$=CQuBO*ACvhV$Z;
zAY>2`&^i2U3}xn0oGn)&6#LU@@Cp%H);iM6Ok9v@Lo%B}`>%+$sAWx%^OcIsnxhkB
zdYuv-xh%F~ar$s#Og-3ybq@_C;4>E=N#w@>)!krmKylcZnhl<P(R+X6jV<~#TRgt2
zH#E%sauxhy349m*9iAi0DaNj<02OO<uy`$pH2E4cF-a7xF++=Gq;JKDWO94KRF_gs
z4wT7SlQHQZbAjv5N+M872LFRfO-SxQVVXvzF3ijATn>r10J}$qU~+sErj{*%=IT|@
zUAZ#sE*`%(7+V~%Rf~rwCMFKM-~FMAf}3x15tNXD@$<5fA?fyPfYp9Ld3f<3J#X|b
z4n@4B3TP%)L?x|V!t9LZWT{kT;hk)5KbJ(t;tCS!5?r|&c(ev$|40bB%b?Y$Lbrn!
zC+12kSQv^4Q;f%t`%T6&B3f6*(j&@@Sm)-Z>mf0Ti~VF|btKB-s^g?fq9d@;#4Wc&
zvv`DxH_rKC9R2>j$xaO{4k!-GhwpPg@n0WymX2Q*3=dEBs$~euNW8f`_#V!3(NxPE
zMZjW~D@hiKP7a|eCHX3!YorTWL~<LFjK~Z^lOYIOm3`!@%a9q6jyY3~bhRQeixnwE
z9;#OvEUCjLRoP2NUUPt>g^G77@4*fnn@|C7$rWIFXapLI7SWlZ;qf}npHd5*(@#3;
zs8#42bim@EhnvrL(To|H{7X}-SpfZyIo~I?&hCD|$tRyXohvT>En|87>E<NC5i|<Q
zA`~2S0SvrlaB!_IWr@fbw~dC8l#z7fl|bSnfQPFf@W-Lku0pfvLAx!8xgfV!g*OE0
zMk@6vGonazMN-2Q=$L<`ge$iVDFh)%auv(LAqZHf5aGG;S;zA`aP9VqiO<=H<^znw
zvP_t`Wv*R&^uKWK)Vmzs9z{_;C&CTe_{ZDj(!WayNsEv(<>h5E37*TIoDzw-nJ0eR
zxnR7xhDgmWv$iu?_vUj#v}uthT}q^hS`fL5WGzfqj`SkQ+S8%q;#Z(hL-W$kfXTeV
z3f_z)pwM$YFXuYP=YyzPsI`xZBfbJ%z&}9p-6YBqg2h3LVm{x-NtUl;_DD9#BnShK
zM3E)l{e<D+@ynZ2)${#0x0rBYZVpuO3=sFXn{@gyy>(;s=Q0?=-^el~-EsVU5fa}L
z@H-XgbONY1TM$AQ+>-FO<{%Wkenqu)?V^hHoi}GxGwIKfn7=cc>Q)7@GI^^~xLjSg
zPKzKq$6uxvisuFKaL(@h0-W+zusGm2Z0mDA>B0-A|M)-u^T`cSyx5Q9*G5z5e!-i<
z;i_8^5#fNQtA|vhRE1bECe^0^Q8@+rh&=WA4w#Hpr5T=@lC?W#@J1q;|7%$bi35le
zeK}NCq(Z9|L@txTV6q4ZI*v#_2QHeL#p}?I!EXoPIuSGpzIJ0Md5$y0$SNALA>QsR
z>TC-NOO}jWjwiVVEDl=aO8KVa(4MHVZGr%}DGwS)Ih<eFMhW`~j<fvMLVnRr-S+lB
zrA`Q8&`oYb8K|Ul{nfoJOvj=t<1(BVt-=i!qpB=JujfIx)q^%#aNE7zcu%&#b=7`i
zGVF=!RcO8vO4Y=7^apJA6LGQ}cwVUb0w9HgoDfK-G$c8@G7U<emFR2@QQ6(Ybz-tm
znnvaRtC6YL`gb1&9M*omQ~vgEcP?JGW}>ue)xY{n$9uhz5r{`dAubew=L^8m^c;J_
z_v=ECbD@Xo(svzM0V)>eU81^k%0F=Z2QUBVSz3$PG^!W=UDalRrGunHHlHC3(mixY
zv`H<ZAWhw|<H>ZPn9A-4vLqz&aDyD)QaK7^<pQj&j=*Y~j|xpc>NV=T)@eem(}t$V
z8|X!(6T`62=wqAB-kY{>uV1+CE8lt=SRAyd6pIb2no@z8h=~*zqW<>WFzk+k#eRWE
zE2>tHx{UE9ZR!m}BwRaq^AR)wyE5BBr1jwQfK?#i<9N3oh4<$PxNbG{d{ntzG@P|+
z&}iO==H+`}s8WNmu`U#ld|A}QTRfEgz_|_r$>!K*hpEGyt!NcyN0hEJe%_F&idw>4
z9m_#wIs`+d&V+wiOcaoGBPih|lztL9qt~1}ahZ*Ve;9Ds2iQD$;_r7YJ9_PZ(Xp|A
zC99UtbSf2ytHVgNXcqEvNWgg{U{^l%BG-{E^(5))W(7=Eg;JHF#B1sQrN$3TbPyKN
zWgXKTUmycHyE6G+o0O@Vp-N(<$~+_n5k6=f+*NtUE-E0;&4GjK2>Nv0N&!mfvtB+n
zy6vd(W#3p@9r`h4@$P!7#@mesv>Hulb$uk^F3hyL9-7*Z;EX<h+xD$*`N~(m{+C=-
zg||59P$-WzDRFv~P;N|ys<*2Ao1vi}*q*%m5v9VKALL6%{Lv4E1s|UQ($A|W*rI6y
zFCv+Z;(d)O7mh@tTLC_jZZ9Cv?RKDE-;5-@84AVSFf`PJp>h|EyMlOq-N--%Qt_B3
z#M?)}nPp$`3)4&?R;>pk-HtHI=KRVfm5mq_v6Dolqj?#xS@@aDO-718i|FXRVDYfP
zMz$hOf7{!37nTlvhEytVb62mrEn2(?*eH%t1z0W*6baZvB6f)`bS^7aII`w*B+4*)
zj?A6y>7|H}4)lnrFztBC#3TRkT{&X86zg0$WR3w<zFJv0M^~Lv6{vI%VN|vpO~xWQ
z(8XitoIK>6BDnb~(8>rzBcnVT8MzyVs{g%s$@srjhDRobhN>UVJM@;Y(}~(mRK7Da
zP(u>-(asg%RJtWh&fV@awr$z=_RoFpi?6!!$}5+F#lZy<^jyd7iMq|%MhU8Q9d~>`
z7zT^|h9~{$%eM{<ul#(>@*(x`86XO3;QbrM9uiy`@7G263|Iw}ABp6-2qGWv`3{3l
zvx}s=3xa48@@UB&8f$~&){rpU5Csvse{?<PSa&EAzF6I{h%-}J3Q{vM8z5btlCRiL
z5H|~HrfU)C34%DT@FIHJ7R~e|K99>v%xU>*B;ISzKmTGMEFKov9*i2#fB%2(yy9(d
z`+B`QeH+ak`KGu$^Ww;zbi8H@ya0Wry$;@NzN&c~n@ToJDpg?`7DYEq0|jxjP@eYn
zm3=q0-zHWOQvE>_gy~#eu4}#$o$Bi-<txg&iKKf+RjSIlsBXO?u0|ry<LtYNX0M@Y
z+#9a^Di|92XFfD^<I67octaff&2OH#gS2-1uGjTn9fZBJJ7I5_#lD<<`{fc;N+pz3
z`D(=C$HcoPmvlP4C;jk;Km5wsXP^BOusA5dJ5JB_6!FUUT>YJhrTFXW`o1OJ{fts|
z=~v6um4DW1_nsT$y%NZud=6bgf^=8lFJU>78~Sv8ilp0vR<jO`#!ghfJ7IKD7ly}>
zVWEaZ+my`;gdbMi^scy_Jt8eu!~|p#+E)ft{gO?%2uc0=OlR`T4XEs#By%A&LkmI{
z^`n8SSUdGBiPiCCP*n-fKeEwt#=f<+vHfnac-UYSZwAl)(1+SEe#G^qWn=$FP%*}<
zR!oOW$5BZR14k1yEtQ2G3c?bap^G^CMZd2!`=a`EP?375OkGhEhES=Fsf<RZimYjx
z`Xef2@#M84Rz<R&JQlKQ;$If$i1MhA(Uc4YJWml#%jkoKViBV95OfzU;;p628r@|}
zz8;X`t5>XDd+kdvzPMq&)5RB0G)5}kHF!h5uUsjAh_HBbuh)s&?Iu1b8qjFBp@pVr
z^ba|`AX+_Dt3U6~yEnZ3>tFxQ^De*q@;q2P>^SM9)m_hX(R-LYlarpYIH{vy7}z}C
z{fuWm^SpXKH~e35JT@8eVf5vW;r+S{h2v`c1ss9Oav7SHi_k@-+iKRJ+1P@VxC@3y
zI#3<%p+%~NeAoif9D#{0L5U(&X+S}w`uZx<u~M?Bnl-AIXqN&cy?VLnznk>cReoF%
z(JUwVNXA5FUpP|b3hNmoIs6z+%%l=VyznD8U-;p~#8tKp;KK;3cn5Iq#6+-e-MTy6
z-~RTKsAg}Vh5UI@t^Q0>Ko&%ziu@klKmp!Qq7sd2v>+muDc)H!x-h99$&#m}DTJ=t
z4T28s&s3)3x)=uNx^YzZ(<O?S8In5{K~#?N@5cEul7AJ#@-Rcw^6#T+`I9~He))>8
zT)F|iHTyeVe6chs-S)cIUGUj*&b_79YP_ZAcb|Y)l^5npzvn|Wsz9k!c5-=dtl9LR
zusPmR9T}>g^z$EG{hg;j_bGRP#lwc>%a{9(m-8J;xu{-c{)V`!Elz?UtboOShu_To
zet7h#Z_Uh*mpa@pJAjjKx&%$diy-htZf+O4%}MCBw&Cw%5{5?bKEmO+4HZa*25MPl
zlBY8!E?W)Kq`MSA=HAahPOiA>IA(H&Rq4u9{SwBKA|9$kup{fiOH&(YqL%soC0q`p
zo1*+<k}H4t6>s?L&R4$ib71lC!4mHr(0Q%9aD4Y$uY29EgQE91K05SwwBC4HuGu7{
z*#PdNxz-n1={}OLn8s2$oh1&_H<jw?nWO`#I|)orRnt)0n3GH!Y-t^GT&0Q~rH)+@
zP=)?uhUzy)^KeuhLLc<#B&&>E9JN}X>#aR<@|6=4drgA>@BjYj))&3#Mc*s0TzO@s
z8@_$}_MLC&_Ru&zL`le-(DeghdM3qEzQQ}~ad8wK$M{`O{MNU=_3;<H-~~Sii-!gH
zHxs}4t$!a7O}s?scgr$`EOz{Ew+a^f9mPdY+>y&|`)s?BJ05MuXMm_}9C*;{MbPdv
zQRVK2ZhJdgx~5@lQ4dOG^yzvn{M~eg6qP1orkiQ=B=w&v0u_E&qCY381w(G5{7w=~
z7fVs=(rQ_<WUZ9Ysuz+}xYBASChU=}0g%UmRyt=4H(7jVKDYRi9kuP(8<&N}!v{;e
zd%+9-`@eUsyWoPK#c}-xSh4I`tX_JfQz|~1v^x}fUEp0*z(`mm3}nq`9wYhUO($ly
zL}j$AoJ*2s>FRd%nb)R~J=KjGgt^&~{d1++IhR9UZXQ?#Nq4l`Lm%!J@t7ZOS1LPS
z`RPyJuX1mfT_(Gb)L#4A*S_zVqu1PZ-=^(vZ#0`HNOG?j-yz=aMSL{GY&4F;=X5)r
zv9EpYvZIzRUHqLh&pgxS{XGnzuH$osB%M=OD`LiQ-e(o>LxFrgU*ge{#{dl$^Qa3^
z5JMP-(CM_G)t<z$8GWWR=+k9rUiOjq+Ia7@Wn&fX(v_|zkt!$~B5<mz)#2~W6_aqv
zb#WY!L~N{JCcw&+1W39faXs0R^_W!+0hQlNbw&i$SrSYJYch&HX*z`K7fk~h{&v2R
z|A{p*9~`j6yAL?`qaPLiwJs9y*Zo%ait5@U{v-;5^TK-T@wDD7I^CYgBLL{2`V~zU
zWM!KOO-eXesG?6rU<J-jJuzF=Ihb-*n(3R%q{>x9E4mDcB@u*MD#WZ*+!_rHebsN*
zE`{;R%>TRSziJO==6dO+mv-Lvwhyjbw4DE%^@7iC+p+!ej720uGdhdPAeN;<32*QM
z`gyyL+rD-C(srY9>J?X9ap|+4{p_2;;(#LOc|Fxml_v!fsA{-D+wG23ybl3d_0C(S
zc2E6H7{+Tw(}Zp}LWSFdPP+!}?lveCCt(y#%cUZEa(IaDC*5F$aBYz=r0MByKuoGp
z>TsE-E9T|0p(sgPkqRVcX>JPiC<<mt_amivMR*90RFEeTg>)qUiu6TvO*sXevkybW
zt6d7k@39>H;49y0OG6$kAYk!;arwl=P-kZ5#Zja2YTD^N(hGtDYqpWNda~6Zi&V=5
z)nbq!@pABDCQZyq`AA2l3W*$GB8qk((TaeoI4{VzH06~`KkzD*|3rK6AJ3eac*tg}
z@BGL2{{0_rx%ppM$clwx4tYNhW20j*B!bG&yy-dw6+o^xK0bc+*rKtIE?PAFV^qI(
z_I!Zwo{9JU<NDwH=ADgZy&R%XUd*{fglwf+4VSN6an<KO|HWs4#eM-29{I+)Z~Xh+
zcisDjLe8s%sCJvRCWO5JiFX>>%`JFqqS762Ao(_s09(q+B}owp7>6-S#G*cOl#|UB
zME_n9WlU(O5*3J!t)v99y_TgnSJkN0)$J7NO0%?nuS&^s*_F(3@-pR6l-?0b&nqM8
zR`A_uK%LRgROln#{_1yppa~WS4J`5QCy1N%OYeHuv)v##CvLaSid*d^#P51;h@M$t
zewKb<RU<Abs3C5+oTy{rFy^`;&lh@7ENmj>^3Q3t`Z?-2w~1gcI6!#MzrO#;x7~94
zms_pYkwfT5cF^2iE|sBLE<+hdsaU{Sd&Iq*chAygOD<i#a`|VT@r-9ofyG0P_kZA{
zZ@>1Jzj#lrK2r(0Lbx#Sa57Y>RHCKJm;L4oU;4^Zz~Vt;{rdIZ?SH)Ke<ycOzQjee
zTWx5!I!K-oOik|Mt>!K^z6jXj#l)lD6q4ai+^Zq_kxAtVfL1T0K&qdtEYr~_3R#ji
zByWG5fjh43u$|Op7fAfLrWkx;W>y<enFT?mi%PC{MG49r9!uou7NmKZlHqPHH~O9Y
z*kfLE-gy(Y-|j&MOS}&;zBe&(L@|yRg}vT**bSC|1I3UqmlC(fD4lV0xhYmE?JmUe
z*0Uxi8t^dVUGI9=qDHItPaE#L@2_3zjTH(7GBh*{xm*DXsKU!7To&_y<XamWs{SZn
z@Ghwo3Rl}k3lA+m_VG`>>8C%w;@|3xnW3QTOFyC@-cq?7k1ttr!=Jz4FQ0<H16%&@
z0YVV&&P_Yl?$|x`kFDCSmquZS^m?MwTNh2t0W=!TfU{`R>J^KxSb0QgORK)^FFNh5
zk0Q`;IW!3u0aegLjugZj%BoTF;VLUo>1tK7tshlBSpXS`NvW_m$2!hKA?ZGq_;Hp0
z*0`r+6+2MX>_jxPNK+&tub-BIx>b&(dna)!pa1)Jf9E2wI4EI#ybm${Y+_;)E;hj-
zf{QM?XzC*$S@+IDu5`o3%^Uxr=le%R(>1qLECU}Jl2i2%6+9B|NX+6F6biXx`B3=p
z*IjqrPoD6ECp_#EhlPq_snk^QvC1sTwC_&_SVghBeED+GD8Ul%1Axd^-?C-PV|MSD
zd{3iMKLhPgB#>t14g^6LW@^)DpmOdy;>aUDzw*cvKKbM)k48WL@s;bnIR57-D4qsU
zsm#c<vI@&07p__g(xj2haNsiaheFbELG~0Rs^|_=DPk#f*d^D&Q-r1gRI-4E%KaDB
zsi<3koLhmIme6lpjz~Oon>(`fJr`d1+3$kIK?_T~7PD~Sh3AUt`xoEvhPVE<+3kFC
zYO49fn04|&%t$p9W@lk?j)nOxA4TEmEDAq*+ikb~&kug^gD;<R&N&;vV!xwU%y&>Z
zF*0bQLXwDhT-d&S`yzZd0~YrSS6p#L+4ud^ckI}DQLENE9d)GFk|kB!5codS8?~5H
za_4D}dhGk(a^X9_lG*jAmwxi^>h<a3>w9hY*$~C!5fjZiDbk}zo9D7(21RmIgseLU
zfoV&|R5O&=bUN$nO_spa<|aDxK_wnKYMtYWGFYPaGACs5wC4?9<5kB0?!pWI%T}d2
z$YF`sVm`3{`mc}O_SU!l!(T(3JHOUyKf4!%Cx$b%LeDQi1<AKkDGHx2L_x4R@Pl`?
zJDsOqeDSCLWzCvZcXYem8Ebyte<+s9(+(lNC<>^=kjgh<vJWfs!Z5UDBkw1WbeA-n
z)6bur-0`|@t92UX4(+zO;P+b4Xih<^(`c8f)&D#C_)|XlmJ8o;<>3CWedC9Jx9*b@
zx9uv>Kkc@2uk7|Jr$kYGIp_5P=UpO7%!;N6vV@~#Uy)xc;yglWURHfR9l1>McxjqO
zl$w~8QWm~lVP1Az4;<=>e18<xrR{`{++NJB`ox?5@iX5Bi$emIcrEsbkA3X@+duyC
zFI{xoy|>-4bL);*^g5lVpn<H)SxmwpMDi^Gt+>$R5xTNlPahhpEZ#XeeMzpA|0V8z
z8(8cYc!aj7<HV{!f^H26!dl5u@v>YT`!<*Ne&DCy`uw7q#`J4;Zr%2(IPR^%ziY}v
z3f*20YPA{!q2Cx99sTN~9)0SE{^m6o&Z{8Led9z67vKHtrzUQinZEb=-Cp5oQCNIr
z%-Sn~^>Up1s=lKjTpp+%-m-pjEKSX#R4gRvL^{AKsbnQouJGfEf;t{rm{H-1+*~)u
zsFR<JsB@3!4zF8v{7ILdd#+4*v^YdygR3m|85dme&SSRi+Wp#gv-Rgl0!QWYd8be)
zA^D>Dxl{!7_d?F2;N_e&y@f+m@ALjGAdQrCOP7EkDIq1@-QC>{f^>&SceiwRw+Osx
zmXMBRsb$IE;q!f-zktIz_s-0H%{B8{y->c<r5FqX290R~Uw)Pe4wrHYN<Z!p_VV3|
z07AG(W=5t!<@`}1A7-Bi<3Bex42=jcK`?Cg3%I#1U=Z48>O^(&U(J{L`D`DJBF%>&
z7i_k7;(0A!91h+65A%&$*G@Kh1wKE*M0{p;g|8nEdhY|D&T1dV5QpDQS8(mL!Q_#i
zk6iu;<PLABjC8R5#_Wg||EzV#jHY|Nw?}c9zmEaKU0i-6v3pO}!}@&}kBBb}sbrIU
zY_YY|{ce=C_wWJiJ!*B@?SV4DY#0+TA|-MU_Ig?C4LBY2+H_kZzwv!2IVANH!~2Gq
zRENPin<$#@mOtc5)A>|!5F5uv0<Z}?g`Wl~pD(Pe@&axHfRbdJPmy#wrj&s_=~=Wk
z#O<Q}OcI9_F-B--Kg((62@+1K=rDa6h~FV;_?;k&?vVb2kb3(xL1vns1BI0RVBxSC
zrQdzyEG(~aM&Kl{b@~fbtU@s8^QTXc#<_`KYO6W-D=rJ#lBPlYiogDQV<m?Y75?Yt
z#C3u(jjkqiRBM?XfW>cHD_Rb@P{SJ%o{fLub7=+IN?%-}*Shp!B(3`Qi-?5&=Ybm4
zjeKnYi+v|>djlMJqNt9M*LgW%1mZVv>S~`q%bq)HA(V2Fm=ML8C=b*j60J}#uF*V*
zs?oGVge;@B&1#K|jyknS@=_4VmZ%=`J5n|B%N)O7;LmgXa}pOk+_ja(OW5mi)|^nw
zYv+X7(QOr`!WS*Vb?Dw%?*8R)-XSJqYTC?<Chzf2(DPCW-&Vh|*dEA;9qIY(%h{P0
zr3Sc3>8i74xA1r4=Y123x=L9_mhY^2H0y0--BX97Ue=QctBA8%AC%kHuF!a~+S@w~
z9Tv|*Uin84@5n#jR6%>72y5qU59e0Rt2MkHkYL==0+zq}g<?3=8Lfv~jXx;b?GCQ(
zI>r0VNX~9wo+)?uXMJWq0|;X({_9Iv_5}mIg_w`7Lf$Q~sPk%jf~AfOcFVn#EyT@z
z)1X-Ow7?f1Es9OG!b5vhcprCVczy{~Edi$X<IzTaf#E$y=YPe;@YZ2d$eSvtj4Ze7
z(igQCFAdw<D!uwWC2m01H7dNPC8Hlc40vMXSZLS58PxwD4JB;7uCCXmL;K>nbpBkp
zokxula}ozNM7u?Vg+S;l)*^>fQyvKt#2e2^4-)6(4;^Lq-@bZzL+}vGAOftxVGo3z
zIDF=Bv}YiFvM%kRT=AWD+X^>&cJ<%=uf__To9QoJHZO#a%1ilH*u9fnrlZ{3ulB^C
z*?;)*MZ3dx+6nk&c41?_anHFar67nP2DZiuGU|J8hYgh7+_d(b8Dx1nf?!rPnoy0q
zucTOmMB`d`Smk0vf{bn#+EYp+H%{?|cg3^*+bl-9oxU)qx$AZKm;h1zvAxa(j|YuJ
z#TSgh{5J#vcfC%5Zm{s_tQS|y(%Wdy#sCuB+V_$luK#oiatVEW-1T5T2ylWF4(IVF
z7TcMK_79kfY?)DZ94?LK1x^J0L*KN!3VU=C$nm6IEt{T_7jIk%(d~|!#FT8@JkB`E
z=*`UCd@7jE;(a*-4nlXcalIBw*w5L6FPJ3=`%<ZXxKco)2czeHv95MSm>+hV^TpF}
z*%4sf-1?U-9f?(~gsx7-miO?aPPS8$8FU>!RV`8Y#nBnWAfQ$OIf0a(t?jFXZXkHC
zE^z)_Y}0S|-@j|4&?KYCU82H#lxi}B7@C3TcItwENu8yZ;hEF7DnOWfpuX=9L?`fj
zo0;J^)(3d;0!tfmijSf4kA1Vjh>>6ENhC-ABaPF#S<QJl@amM4h?z9Rl4;!t@$7sj
zO6I_l7HvdiBzT#+s}!(KuXi}S^K}piT2JquVJ}ZZ+;Up+-K_$uurmL-jZH`15|J9i
zx*t<%r?>eVw)38iz@UqLxB2Ky4*2=hO5`DXlD*d-g>@g1dGpt4MlJ*rZB9LsE*&*a
z1NX(52%%Rb&aYeQY`OWWW<&A8LUdUVm-@(au89?;b<sA;X2N07b#HLd^yYoNUi)lv
z?eHKR@LDKv{kH<ZooC5%JwYJ$TG$LbTG4ROW_`e@o7^5Xj)8~31}26^)f)}5K}KCX
z2?*DZ#2SeB?Yxu!E@__6HoB2Fy7rV<g{q^PY(}Idfl%`BpX0Q*Jx1Mol~vJgD<(%=
z2mU!%DU-d>@{H95Wa1c#r89TgL+H1l+U$P?lV;&xYOgx!<bLTdnEi_mdMK~CHV4!n
z;1xw+9OOW|06plUx7XuCAoP+>?m2kaL@u!wbXA~PRRr%?2!Ad{^ljL2Nu<Ki?r}Pv
zJOz9=K-hD69Y@Nmo45A{EiBoIqyueWZ(@oyiZ^;!e^5kldb+R#^zuXnJzWELUG)|+
z`m18!(cv_+YOrOdolFaO2|~4YcXuhrw4|QFMZerXQdj~=OGu&_FaX5s^!3}vTeMcr
zEy}t@TPbyB@wd|GvMMqyZ836NoJcXdkwUXr1Ngo7iyojJK$-9L-_NjGMH3=PRaNn1
zEL^~wRUTqt))_X@kJUc<4UEQjIt?0u{J`Bo2iUHrjf<`!9HETS`74f*h8-qDFefcm
z@*wbW^Qa+ogtw<2U^-)Qz5cZSrKhK3FIKit%h>y!tZg<2_*UNj+UP7Z#15+_y2lux
z8t5<38cW)i^$B(H+>a+;Q;Od`{OJ^Ul||USg~+~Kd_{p}hbJ3GU#UkgKLtN^?TxQ8
z&3fy*9g7@6%+`6@0Nw0%8LW~a`iNebc)e<^BKqE~XhUMhp|v9G;Tgh^d*L)T+)8t_
zT4_Uoj0ijt8He@d;|8+GT|c^0_h4tKp&d|howG%oC8pL&pf@4eg`BA9vf=+aUv7W0
znAU_813Hi0OUV9^QEuS<QG~~Y)F-1%h<+;r@Uc=Sf3D)gX<FM_QZRQ9jtH_Jv+aV0
zhDmwsy`v^|=rG}Nk%X`VH!?Dqtf9Uht%)z|b5fMBezSybi_!K2L(3oK!1UxRC>?GT
z_{<=%fa_x63o!|Wk41%kN5_WE$jv>*>822Bjv*Gjxv4u+N-ZS;Y21JBTb)2IM>$@b
zu>C=yW8$!L%+Z^U4%y<$rPydK_jb{jc0vj3RuPQvp`G4O_n<&mTh}Ey@|mh05FNE=
zzNS;(^%TaPN>`O?#dGU{#xo4a&LAGS4q(N|>lb6i-anXq0!#J2q|Z}8c2Zdgy7M50
zRVS?`(Cg2*7Z|wC7;&Wu^n<l)$2ajEPLumkr`3kND$vU_RO$O5-tMlPS9>if9Nl`7
zkUqJEBSC6aNcl2)2#)qv+kU1UMg8;Al7Cf;-_m3bAFHIn^==`1>*i6Pd?)&ip)+X5
zq6!45c!8~dVeh{F+u@<2O&0sgWRAcGs;I2i?VUVBSmsr2Uan2o2G~PUT*R{eAflL4
zJ*<8%y4)La*i@KONg-#kd{GIun%4Vh5=4LhcM^1c$;4NUeJVz6^F<;(Q<5yzS*Nm{
z>%iI;Q@}?%UmGw;agZ$Kd2G}L-Sl*wkdq@9%sc+qPpEQfg25HXQ`P##E8G3A3}FvA
z0Q?~G`!`>t3BYR=4W13WPX_0D|BZ4I^E*zMv*#n1f;(x^<!H7e$&ABvUlo=(+>WE}
z@!jptVvly6lj`*zCrmT)*-MRxGvZ3qo4;~xPgGqslKA2F(_<aA$hv=HcBj+8Wteb6
z1@GzRe4~>=e}_yjD<f%-vWO$Z5xdZ*ox=U`ypHl=d9<e=h=~PnfV&~`yXU9wm+J>Y
z;g_&FVp8(X1*jkNKf8H-^-kO7jz2@6gbYS4kOv|O8Om(gYaY&KPgl8brksKv)&_=T
zjf0C;x@g9H3>nUbt5)GB=#X(o?L`&D-X1;QFZEJ5EUaI(I&C~U_RjOyFWN?CTUa9l
z#iRlRijBm258KVV_;<B=Q|o1b2<+y1^ZM&j_l8XxaojAj8(w0Kk~iOWiG6w*WQ?_|
zv5c9OM}@yFi0J_lRDyK76@Z$EtJQw(7P2va69fYadT+8!8bWutsMno769-ogNiBA+
z-oyUlti%V3bxXwIi13e!=d)}txAk5dfmaW$j;q&Rp~Ebz(@3ZRlp(q4p$dcUHJS;;
z563IB{;O5&T^C|{XHz?guNB)5T;QekzFb2Rd@l6_XCL6{%-!nNqK<D!rluD1<1I(1
zO#j@{l&zeTx0@~fV>zxlmms=i@PBy#8DXFkm3v#jMZ&2y-sSBg_lHE@8}<eU9Qgq{
z9Ftz_+5J*RMMc_Mli!Tjb4_G#8%P#w4LX&dT2Em9+vq`8$4j};WUWa)IA9$dQiO+!
zN6ZgWk%tv5tLNk4AjmF<xl7H8Zm_%B5n>=43XK>!ve?L*oUDP~3@aCZd7|*LVHJQ1
z$zoK068c`z+Q4H`1D&n#hDqru<=`wgTW}5<pmhDq!$8a0aO|MldGFF<>FKf3$N(XN
zLt;X^O4E-zaI|&7uK57YES2%PAnrME&e*I}6QP$-QG;cXUHIzMjZN?%+s*!q2(T`a
zr*Z|@gEBPqc5rwUbd`&x{}Q41a)(QG%Kn(&X=)oTO2;a$&MH=rIC#K?H^AX5Pjn|I
zK>o6j%98MWzi-D|XY^FOh+fI&B+LLzQnWFjoJe{xz6<${62Va`Vf18P<l^X7dJELH
zkn%og%!lM!(AmTY$szcFZ?VH;yrCp-M-gZkHzp1jpxN2B@X=muLVKPvdjla?n>wuc
z&slFe5uP%tHR~odf8=;7#VLNxQh15fY<&7_SoSoNx8b>{1A035N*jQGP4NYngef@6
zB{Zq!qf4|XA>s|@#nuPV8m9oe@&7CzBvZb4c2~@mi_Bm>CWE1WzaiiFk`14h(#528
z1zFoa200WV#E28Wa#1+HhSBJ5c0;>(^}RtYIh}??h}~Arg(%Zg7~W*!WP}#(>~!ww
z^)p;5aCH|yE~<<kcRIkex;KS>GlD5(m(9MCN`|8a@{2Z_#Z_PMR6tmm?dAI{z}5oE
zw7yEuZdjpZ(XA{9oc&!k4W-0R0K-GzjB)3&L(<GFPpAD?(ADD=0{{Z%3w;ebA0p(Q
zPiTz1ABz<I8s(0V^#{NwO_>er#V9?tJbKD@pH=8?x;)FgY`aw+Ix{kkppGk-iwEc$
zh!K2f?K`wHtm&V)VrCRwqd57{3dN(nB~PSqQ=~RJO$I@;@=86;YYutXQQwfu-Sy5e
zr}DXrR?gl3MEMQhC0o3>pYH4#iM%|<d_2-6yL<(*NbgX-KpdcZITr}SuG@uTY*3)#
zwo8EPT=RkAKkM9|f&FZfLEvP|BA*$ccwH+iBdxo;ZSC#;_Ag@KL$qpzzLW+fDP^5<
z&n36>j#Qu_qcq=JD(W<F*Vzn%!)h1g<IT|#p_ktVez~g*a*&tU9#58nde;VtB1;cf
zk2M5YDQG~gmfy*=5WujYzX6mKOdWmC6^okT!IIgJB$R%2Cx1Ld4_kF}2tH%LwT5Oi
zFccccY$$@~nvd>Jc%3$%E!BI<jQq};Bh0B(>(goYToQ#h?PYOdh@uL;i#4libb-tu
zno~n1fUa=14!f?=<LS1s^xgL{!TV^cf+4DO=bpu<`{&G~G-}u1!`>YtMe#6H_Dr&Y
z0jI6aiVYAm`HEd2!-Nl$qY<_GJU!RoXi2cpLU2~r27MK`t+LeOf_>q=11kQa%UaHD
zCNM>OT%*?-v{l=A?#qq4a92<mh^VvSdr~u*<f7GCo2B3A)6Z8lC_c#W(MaHVL@L{R
zhb8b~4V24z8~g)9>}b>NAcwu(YquM0`#EbC5)j0A$Q0y=5Cq&$F~B#zq?d;0DXIEL
zPmA^SAiclM+Sac$_6R}uiMd;JwzjS03{UW8h3?s&=pUh~l^uS9Q0#EYNS#ocgdgu{
zWQ0&D@2XhDQ;Py0cPWix|M}%vJE0@v422r|`gTN{aT~6=!2BW0s_p&@ncQ*n;o;#E
zYHA%Kq4w_>IemiT<Kt@$TKtD!NXf}haAcik_guXS#y#m#LP!EZ6&x76BQE~X0O$rU
zU8Qk9+z6m{RL!k9b?;iJrOelzyRVKGiOouypg1(CUU%?`im^x%4SS`^?J1?jEY<~X
z?ZmVKD~aL%M=wK2GQET(1U*Xiwr_{~Wqw-2mfD^?4*bm+2~WL>a%Vlmy7fcY)P*f=
zw#MR5;L68VP<zwjalq4Vno-~|%qr*RH_~||XH=&b*if}@Nog67f|<g^j*2y^H0wsj
z2UKZ6F0vcjbh~nB(tWuo6$4Q0(GQVZmegB(!(u(k)tZ%k-zlR;{YXlh4txyDR4baC
zV`Q#T!DN(_y>4qQ4q97nXP**$rmln2-A~sqMoUDVhdt_?xb^s$&@`nAz;Ew5Ig%#N
zG-ISb_4-+R|9hY64<iM?ERVMQ0RF?*t2|=Z)vSn7;sK@6b+nfMZ;313=FBrKFW(IY
zpm(bRH}FRpACVeIqmHq%O44UGpg$msCr7pBC&kkPP@<V7_%0OLI)4v-n*nNfJ8<dr
zJo9DCOj0sxv0p*0J*lA%)x7AA5mqh?sbIuIlf*GDIp&)DNv%<(;~k(=eJsPF)0x5F
z))PCV=SgOjq@6IzhXdjw`zUxCqs$LZ&&Ysr<6dB0?2`UsH`)wfykFW3d^ocUx~;O?
z<l*9e!tH99vuq63jKub}Ha)-Tur_rZ#@P+h?)JTr3h#qGe|gyzIW{(_|Ng24i|#bc
z1~`tc0Y(KUwN_{3y6LVFs2@8Lg;v%(Owm8$@GO1GB_YMBEL1o-k$Ep?>_I*^m3fc<
z7+zpgfbAl|`OSCXW!ZN9Ku+BA3~!+XNef@W<bRAMif}TTBSz`|z${(7xC8~eI`bZF
zq0ZNCg7z+X>{{bX+R-I@vzGV6%+44eAeh^*`2MS0edg5MIOc1L&qgn&9VfL9m+yg2
z0@5kN`dueT=)ASJ=f3M(_bp-IVZxBgTWiyA1MegjIP>$g%uQbI4~yb^to>n?Mm>O>
zVjm2A#nBL_5=$3vgs0x?5mGQYbHYEvPu%S%akaY?asO#2v;Rx-cln2xq%lcn$Vz}9
zJ61zeM3dHatij&<mVz2(fSj1vhYa^Q<|2Dm^3otWl%-NJYJy0@xpaIMf3d<ehch%3
zqgj{y`CvY6;N|I1>X1-lI7`101s0{`&DwST&M7pNMN4KeE9`^Q)oNcc-8Qx`h`<c;
z>ujwxaQzC+$gtjY_=ha0{k)@Uw&UoY6trl|tvI?%*g=kCv57M*{3f-9;}f!>u-8r0
zDCG+@2mASZZ<TmYUsTv|&nuDFBp8S$`G*e>Gae@p49hw#fF74TGgswCGa_G~_4^6G
z^0)W3C+*ehjP~T@qz{*s8d5>mE3<)@Y=A?{*3H$`6%}`OGKn!SLG}u#T!7^cC#pGP
zx#|AB<(@>d?O(j1H5;!jwU;NO3qTdcmM~6MZfYyZmJqyek{YlxdJ*8;Kimza)H|=z
zaCCil*S)8j%`P`m`B<zS!Z@P>_VnXbPy#<gY2vm05Cz{nZXtsL`u87rdbtigDOXNB
z%-ua27bWb(znAWnMjATC#>PH7`@{ZXeNo(|2kuA_@9hPWhE3pbyqnF(mpvT0UwHS#
zj*>ah>;`7r{A_s_j^8Dnu=vN7Q;V;j3|E!XTWvZ+b9jSx08@Eyqlw5H8MX-eJ%*i2
znsR55fS}+b(PyY8gd`IDU>z8DFZ<O}D!DEOJ)4O3pN+IeVx96>w;`5q4%@}^)$K<!
z9bL7g1}Z(t!y~gdbrCy6(+6%r4emz`FDu=COCtGTzqhwfejO)0x6MmVU01nY4`(w)
zg&Y%6Cw8AnT>o-(`{}9^p2Ww0yuaL;8wUH_&*wSF0A#Qq02DTY?s=Q?`6y$_=p`b-
zJJ-*(R+~D+e`I7NUsdy?14{`t-lbypRhL3c8td~E4TZ~NP&RNK#%e>{h$rvdj6J^1
zk?vrTVChw^TGXFOkzh7N7EMnq2>!4n&8$uheYI4;8$BIsefT=?OITmM6{e4=$oH(x
z2llA@F;8)mE)1&u{^8;|{+s`=l@*s8m@_ri=7DQFNAv(`8AI8N$4aG!$nv~b*DFY&
zv&G^50H~WLIO5Yh{m7{wXSyA+7<jo4-2+Sv9X}e?KmJV!e0(1i^t;4aN1KchkVIUx
zcb>p6OL>A<8MAyqP<}35v6cv?{M!BB+s}w{BIcyyg=_D!9cPU?%^u=gLBF3zunK*k
z(%x^{z&+E1_-J7Xv2k(LV|)78Xj+LMaqBTZUnVKjEb8%^kr4c2QW(fzsGvHcRz$hT
z+<O-MBwE(`Y4HIoxiVOF)aFN6Y=RbMQCD2$2$UkToAOJC_vv59Do8Y}r$~8tjTZ!+
zQ7pO<$R=Y&56H`3O%;)w`>XUUuUC`NY`4_)Vn!Hr31$T<u9^Qa14s2XFK2ky10Tqp
z+}&XBWlK0c46r6FXxmibq7Pp_{tII+5%nl{pDdI#%bVWwH9{h)1lLfqW@-_(>Yia?
zVI_3Q-x(v0qfv7g^HVkyGlCdSev&+IWA$R?-7l1xJEuls+>$ZlgX>4h5bJzzs<!JB
z{KN{qkrPri=G{ywgcm-dlsP9~OlPc~$Lub*KV0R#_&d+=AMkmB0-#J>YAH@Je%)?`
zROQi+`jpd~H=c6L*A+)3R)U+?ky3*94lftEL3c>Na`%0{a=Q*)Z8DU{eO|4XbM88y
zC#ROP<=Y|4BJL1FHLZI^vw~-3a`^Y=N1>ukZxu?)#s%<UkGDY2qUu$!@cI>``c|d;
z`KFH2Dz*!2dZ|ve)S`s8;)6jC_^5%{>^JR<AFpGmk--y-O!#HGZjI&yo%gjF1p<p^
zO|l<dnY8{;xPQURkDgY+2O*?IH`E{uhP|$VBHzHW9)FnjL$2RBpUu*Y!3&Y(vs)2I
zx%=Gcy0|2}diP=4`i&ok#?`M;p<C30r>D+MNB}?y1w;yT^k85H?&H$SjnNaVD2<Ky
z#by?)=+W_U^SH%Cw~55wE1#~C#iLUZ?<%#E-imFxC17dv686{aKVZ{mM*7xxfcv}x
zZz`|-vUAhPzOXu58o)=z3x&rBL)CJkQRseig(b`jLpA-m9{Dm!h~}E3{BuCwu?1gL
zK34KOn%d`2$>Kck@S3Zy{U8}6Dh)ICym=V{jkS@Q-^=3TWBnICz?3{XpOOC{KTbK8
zY1z^ojqs`9Fn4KIZA0Tj9NF7$mW$$juJk~+Ey#G}4kq>3Cg|4M+SVxZ5FiIrvRB0a
zG;DKNi`SwG7Nl6T6&Bkg9Tis=Yd{|)lHF6yaC6;naXzrUZl&<}mt+KkH7^-<qApS~
z{X;vzz{2Vc^fte%cbQ_uO;Igb#rk3mpNnp;bfQv=2KpT{(H{PmL4K;xKJ{WcdaD|#
za*C)f&H9(7@NRno{iL8<vph{PtZV;}mFd70hA&mi?~16Xx`h>V_v7=&s&d<vM0k9s
zKWK$_3<-h%Y+kO{NS(Ug0UM=pwbdHKB$1Z%ujaS18`(Pe56+(hs@4Q>xwnY!RplC(
z@o36%5mllX%@ti(zvZ3LFws?oeD`C~ViWRkx4(9h`u0sRhWH9&94)W*6FU0o$KPW9
zn`uE+(Vw!Ej4drm0v|d-qE##E6{6BzJ9mTP_<TqIQnu2~65tm36Rm!g4i)=4{Wrc8
zBA)_n4CuF!eZORB%QoJv&fNd!;y3LE&=BamzHUOv4*}GTKDVcfP&K8_tsHP56e;`9
z@>gc`7z{vA(Z<-StP-9D%KR#?Y{;qAqbjy_=ZZo6gtK(wN2yDES~9NM`R_ZjbxZuE
zx*uzWwnKL*Tdn5~qom~}HLj^O+L=oFtJU)Yf(z{X;|lBhd}$5mSPe^`zEeZ-C({OZ
zDWH7X?Y1SWR#<b>Pbbr!`E?nzfm^3N@+mD*-UNA3f3rfqGkAf+$=6ySx;2~EUF%*1
zbwoj+hfS}!ZY;?&D?rvDe_blR-+zAs_?$0hjl62K3VC_;rtA4k<={c=jBL0Syanos
zfKYud!;std7)hhaF1~$)>WZsTs*ZuLRa~KQf*?baIGXfN+8m!n)ZKa_jG$5uS&5NE
zq*}Kfe#U=wo)$t7jo4^4GL?NpEe<;QnZL-)Ei=|N{uR3+o6j1b^>*?g=DV;_`I4=I
zdM~I}GyG-u2PM!11|p~S)VtT!@qT?8T2EAh2ko=#M4zBD<p&1?9AxN{^)Gz%)R7gs
zH3KwCK5w&Q={IdXq;E&?o9No3m=;f{Q02rOMy~D0{ALQ$Nn*cQl6^jcAL0{SlGNxV
z`NgJ(Bt;qUIooxjLb@#>Y*geN!qMW5!B@OJ74jfWU+F^txqAM?M!m?dNcJx@c)Vme
zYUiaqmv0P=Sjv*j2%r2zwjEx4@p$3S;aFK(ZFP0f5RD@Em2QyzdNm{P>mLH{S5r4Z
zP%m(9cJ^w!Nrz^TMW@=AU*anU&9;bSUh9y<6SAazE8~nxwUAN?6Q(}~p%S>k%e1*Q
zv{wD;z8*Wl`Tgk?%jV(imtnZsx8+iD7R=V<?FKw@TZx%%sap$hOJW6<MI~GlT8RvB
z)BPd(I<apP)LF(1=bHs;Yfo4ikR<{rA)Gtjj>z%)jh16B<9ENvAM{QB4($96RbT)B
zyHfslgD;+-qXglbWXQ1Di+b%(cB!lLYrtg`&2CiBy7KL(r}~rg1M-qO1JXRRt5V2P
z@%=<TV}W~yE*h^LZKaY8HSL1Tg#5%NP=OcHjHfZmYStkVPhMCwtDh{OB0qK9Gw+T6
ztke+IW#&M?*WlEWHIzqk&DA0{`0P1@BgJYo2!I280Dg7wE8ZT8aF7=ixZ9Z5eTm#j
z+B#&XN#0JRvAMgEeG+*YiFuQ_6bZ@3Je5KE?<_3sZIo>g^R7)L))Kw38%p7HuWiPs
zPYg1>0wFq%=KCvRPa&o*?ff!jh{U|VqkL!n^HH4oFTAP0n5DvjIrX^6XDZj@>1N4k
zIJNT?z(;Uey)du?w{@@Q7&Ma%)L2Yua!R!D8Ttmn667<%-M<{(N{8f_%5=%n#kkXJ
zNQ*-c@GUI`%c^ANlFA5a?czm<<PlN%SyVMdRq5Zv+KN$}TALfD#H#YN_pV4qM*7a|
zx&1l2<yq2ePOCKxIIXk)o*Fi64^%iNE+X~k`&n)=;ZjO$1n8qNg~T#+mBDy9tVma;
zP^4Ogg>dip@3{#*QlQFS?M?>2zROtVd@!&4$z~EosU^u$Ch<l4B%|QP>vz4F>ojLC
zFTpgK=0VPSjMw?Pk5H}S;PWssA4Sye=ck_VT|&N|SMn{&YkXQ)%KkZ-qdvBmd#Y?D
z-^F{xO?9b<sPpdM(TtIhZD8ctw8{L>;%Cp`WWfWf>y<KDRBa>~QIaOap>jRR?n0YH
z)P@}a#AvI+T(y+XbHu6@sJaqDG57xsfc04k@<cT13}Q!@jcg?Coc#&#AecKfeCNY1
zrG`N1umEUK^)9(L3GgNKx8Yo0g|Lxb@Z+^+>Yry_{P8G=p5aI15KemDRorKwa|;ax
zf)<x<@;P_}0>ck{ln6Oh7Gw$NEem{x?dGsWe<xDy+Jo2HInqq0Gkr36c(Viz#q)LY
zSf>9WUCASzSG!p}&sxDUbBd``1>jHAx<-ub{o6;tSwaoT<Mf>J*N|y;Xyg@dD=6?m
z%6S@3kgvMmrNr<Y6&eDdN?v7pyM3J?q|+?ed8|)-y=U&3lrb1fd3mr0>)P9@FHrg0
zYXOD3<e^v;&qd3uU1F%tY?g-fR0!`^86cR3x{6&JZK;UQp44ODLeCt=yvYA`oVXcf
zKcIm0TSaLJ<AK(ee6AkuM-5t8cd9gk{!71*TP!#7C)PzywF1on3^w8T!gNjMJvZ{d
z_Y)l+C$@fe1#N_p<BOTW9s^xnDs>_V_Y6KePSju8JKx+o;M$nDd<Co<ro!2958t|!
zeu$&neHHr6;QWZbuH-#@T#?<#MPwzBs!Yoqq!nT<a*EJcO%lRwBOY5Ks(E}-ajYOe
z4L!I+V7Fv(5p6kyPT%><Ozb!2`xxz`yX7Fz$uG+z|0>Who^GNPgw~Hzuux}HGD33T
z8b6ZkKzWjUL^z%OA<y^-YkGi&X8peh5p<<&{ql~2?0gskd#FF#q@qXXeOLV+v^R_V
zpThdA+u$@WsB6kCyX?z?0bR85h5C8OuL!qF{ay6wfkfS34{a4lC5vooH@vr*zQ+2!
zg<F!DVn5q!Pd|D07WgFkFP?vviAu)#J2GU?tOc3EnHCfe>XVp9f(S(lhU<}2_$nyh
z_F`hidpEWb-pdg7C07oA06d!nSKAorHMIL{`~6$O=}%Mv9N2;Dv(xo~@1|~%gXEoh
zm9QLJIb3m*clpPd<0Ci8)e{q$X4C1KdKATp&8tK$XbLlGiH3bhrf9h=74RTbQ4FFQ
zBN3gHnQ-Icwl`UKPSeF=&mtM0#}+DtU+Oqx8X3b)3%suvZb$0x`YpYUwYe^yJB<O<
z(4b~*!}5DYzr;LB`8L9zPF_m%<328c>v0dg)(>x!L#iUu%z#NYg*Iib_o#z4X=dpI
z<AaWoGJvl%U0tf`s*W`uZnimVjWBx`+i!=hX~%Wng7757sn1gPBeA&fSA|p#IVx(5
zI}Ld@oi6guUrCmJIg^+EO1&6yidPd`DA(;J>}vZ@h_^LX<}c`Y@%h7}M3>%-XSP0n
zJhx1}yo_}1Pv)g*oPFvI)=x9sZ?`l5CKk%#n_c0wFl~=PC&$duEqW4Q@=9!NG7{8J
zfmTrx`wX<~k3EG^p}#R$Nyvo`CRjxD-k_tSqXON5<@dQQX|q^#!*(3$@l6D`aA9ID
zIx{zl*r{0(SnCpdG8X9{wC1J1mz5Cg`OZMK>zUUw*@^SxL0Y)t`>0r%O>q_ci}@Ur
z>(wH2$op5oS`$>TUb!i$i?7P~%HP?z3>^<{>T&Y{H@Dr~)^CqB`p6IAT+WY;fkJn@
zx31|A;LB9w`6yOQ96;tJ3Z<gI`u%<q_Sj|hwKs^j6BIIV)~clG#(#@)+{RM8l6Lf!
z`TOVD#lFN(WewCn?RCGlV`#%S($bsDvdBuKYE^E8KHsA*ey4rRp!1a8NyKL~&z=nc
zN#*z?YCrHQ{JhO?Sj3qeD(1An6Pkz9W{%MLnTJ=f@~LtY``fqhFb{L1D6e-@P7XQ<
zjZZy5WX1!C)u!0JV_gJ80+boKEfG%y1hN~<s^h5A(Ip(Q7Tu<~Dsehjtn>8NIBTRd
z6}RjkeApic0`g9hR2>8wnwYB0gOBNHTc<Ju+PjDh)^xBI%^8U=b@73Us2YY;Jeu~h
z6Y9R`kuKbSG`?sqz6aw}>qeiR4)LFa?W6!iA+cApo2Y)+?#B#hS^xTCZo{*I8nLY?
zwIdQ85p(rdRhN<%0@da<D<4GZsWus!e2KbDYtRBH%l=b7*}KJYad1HgJ}H&OVT|Jp
zv*u>&JEg+98*U4%IV})>N{+-|-I>OjC98A#qcp;Qa;ZY!1+Mw#n4Kvnr3?{mL}Sy$
zd++g&Ox+}T*78|^wi|Fhkv^cP3l7B+>tLUb?k}@dc@tKz;+xl-42Dx9a<WM)e<S@N
zTOf1zX;44(MAOIK@#Wk&7o07sO}wK42J)A^t?HCQTA}-wfZwOQ((}$KH4XhL(V;Q}
z^G`!rIm%zdjpwf}LcLSsrSjE#Ik?f2<U{k8u14y5?rkBw+z5W7-HD~4IiD_86ga#(
z(t(tK036|TbS(?RSqod99#DIWk#gH{Wfj>By7*WbzKwIL@Fbs_ln)grzn!OLHM^+~
zh$ij>F%ta%k+<zLH=H3<B$@d3vL`4<-pRC@eRZXa^3m{8=mhlbu}go+!+Jpn6@aV*
z-K#0o0^=9`UV^uNNY^PR#0YEXsa;4EM7c;;ytdeFgzC>{gCP(IB;=&Q;&AEXRje6r
zlr@hN?vWgo+NMoix)FpVwaV3Y`h$gsY#~Aiu1W{i!LgZ(wEbAABNzC=^hhrGjD>YE
zaO6eM*p>$reC*DUxe#V4-Q{y}Ib71VJq?7WbO41ttltJqa{}Z<n~Wvyrxlj1V6%5*
z#Q+w-5ie<&A1j(kv_x3XY!Co`*7CC4qkh`>mXeC96b=WEMC9H@U!Y9umMdy^v7W9_
zKJHg2zi+c)C7ImVa`I*2aVRUj{(WPkqCIY@W%P*eEDHbuf0fDkKOG(jA>2Q8S(zJx
z-l7v(Q<s!qqFJ+f1oNSOB8eVvFd~UB=C<1*Tog7CPMrLLe3U7ULH~y7uNG~E09;fX
z-Py_6nkxZ_fhATz>4ZmItml}7Yl*`-?wDJyxBbJRaBm$a`{aa18(vQIca=yQi})G1
z<{>*1IN-4DM^J&du20G={=>TW>P5i9gbw7A;tN*KRdyTBntaxpP*Hg=-a5u*i;tu*
z4KJHkD%(K$qhDjiW85l(gV94Gx9M7K->8-=LUkYuzbkc5DR~9+KGiGFhCi-Pc4kJ$
z6I9)x@o<Z*X|uEV_Tzk<#ESH1;mOtiFxf-?@1OVipvp7zr%plG=~wJK3VV{dfZst`
zw5M8BVAV`BpCuE_Ii9Uhd(P6u>TWNkxhXf3i^d`Os_A|v;?hz*vA^NamH(hC1B3y@
z3d!nfAV`<+;lKQ@AfqQCo4lPpRM_o<5Al|gLZ#s+n|y#}EZ43D4@BkHY-pOOJp1P)
zm*@90vv!}c<cPuf@1dfqqF?xboALs=*g#9ml|tB@N+lI8#3|L8d#bPr=-cF_m5q6V
zTT8!YuG!2iWU}E3+@&>_E8SZ;*^sJz8p9D&8+gJLgiHwZ7{v-6IM%Okcv#~P_<(!*
zEoRK40fPH^1B&#R#<zDv$zQ2%94zIej&FTd-juXQderg+KY=}h(P_N7iE&q3QJJNG
zk+JjNRyS6h$OrWL_hD{0Wh%x?YEwci$9cz>7LR$jQyW7Q6%c4_=oyY92qR4115yG|
z=$_)}%r{80-zyy^eC<Ia;FB%Ewev8g91knG=XqBwOXKTtjAc#f5bi%N_~dqgoOF|~
zfQIuS(^zfIb)V!OHGPl@R{E@c6A#TunCBvar$6GyZO+22v4QbsdF$ZrO>+qwskBdM
zPx+ZFy^`aBtg_4%S|}vmOE3YQMHcP_{-mX)r8gVzU&-T0)fC%OE*whQ-z)!krJJCW
z;K_M63}%qI6Zu#wlGQZQcGoN+YZMo$agE62eONpFYG^TXBu@YcM7ey|lkvK4Hk14t
zDFD-cZL}n`q5ZwJ=eW?_Qm&pAbPeL6ASXZL{xauj+$7h|f)L(Do1(rAhk<)&zp(<X
zfO!k2S>cxd6rz|-tcRQ(8?(%~qv4J>DWyN8+f);fF8?-CETgSe810yZ&)5UyD0G!#
zHa+U|$VCo!AqsSFvb~CBK;bThv43R=LFfC7J}=_1^+dsdRi#;j=Ggnxlk?R^?^sZ#
zOCWU=Ti!^zaja6q@<6CC;h>ENVhLYx`<un=32iwsTP4kX^Sz~icj(|cj`4`m7eYw%
z)2{lS-Cu>GE{*frHhAv3d{?e*LI#y786ro-|2v_6z|J1`5wbk;Xj`qf;qNjhq3IE^
z{|G>?lLqfXELA6xl*y9uBCr+EOl92f5>$1lRhUgF<f7fkq)P5=-#1gq*0W)Vx2tE{
zp?pf&5yz0UjQW%{QVePgOdU66qsg<Hw;^#*@aB24?t2>#Hroh`q+ME9Y6u-o#I9Fq
zq;Jr{yK`o&72Q)HhXqKoNa#q@ST>J4dKr<>0v%)T*N;xx5V*-oVZR-VfV!LaeAsvI
zXF~b7;F5jf%a+AcTzRKR>`>v^_DzKrbxac8(*POXe>R<&l1W+zyT+CW`^P~=mnN!X
zNVzIyHKbY$7sY~yoN5XKGQph6+3R(2tR`8zaGqbsi>OlYS0Gb|y+U)ulrvbo^ds?A
z1KB6@)Q+gbU)l2dK2bXdb4Rz1!q9a$v;XgdY3U<226Vzd$U&k%m#{!x^gf}cFHiCm
zrd>>Off0{tgID%1foIKPe=FK4x4y$8yMvuEZ5Cp0zKXrLK31~oA*7W2lgeb)gDxq|
zB$nn4yOA;zcRiJ%lja3pu)HD%MOsR`wAXj<#!}Ow>gh5;jdsf)r+&%fd(%ihIF1YU
z9R?zh(tV4<fS!rdn)r|H+J{~)PwMiYFSr#2SI=&nfz$lq^*B4FPtJCVJav{n%=K(-
z1}yJ41qjY${B|1sv29Yfag3P7xGglw;;jmkZLS*AEZ2^w5eu=X*AB=2Cf(9b_Hz<H
z5vNB5W5EOWQh~~cMI#!QGs3eLuULLub__3#gx2`1_pEMZz0N)AcIDOyN6yGitcyBM
zCim}xQGDvpJsU;#xnh>-@g2X)Tbbhngv6$Ir|zpu0Lwk>wLRT!!X^SPI0WHigCze^
z2VtC#4s9=+B{)3Zdj;J&6dc+^1yxf=EO5p`$respQlp3ivVuWB9Q0ZTx}lpfXmzNA
zW<|~uObMZo61hI`2d1KX4}JCzo3uT$uGO46Wi`lLmj8U@r*u};Z;Al(VBLFi@6;7s
z`9_454tBZC(4%w~dKv9=c9A78@nm|2TFHs3g{PJqVyZ1&r4}T8TyT@);^g_?HTzcZ
zw%Z>t=5kuE5TtWjm+Kr6AmgF{f%n;B>q$S9c8vL9>v5fIZJp1#I*x-EskKui{iNW*
zXW0+21~>#y?N=X;!#b%bLBqR;d;_8U{E5L5KA)M;FE?5o80=RXP)h+#@mnKmjVAh%
z!;jyD17>*_-b9s{;zUxa$PMizj2CcwnNN}6{-O2OIMuAi+YHGr8`(sAM<@T`Wbby`
z6<R9!tklLKbQ!$n%+EuYHS~r$-7ynBq2Ay*vL?NalUd&*IZA6xu!i%CiLM5q7W||F
z4oJP$Bj63tCzqJXBIkYiHekc_mws;}<%`Ku?HPwqBdLZXg2MEN$hFEvh)Kt0^6AyJ
zl^_BItXxVI`x~dP4w69zHA!{d!pPSxwO-UrjAX8Dw`30^u<!28V(G!>gI^_cW1O68
z>Z7V~YRnw+Wteorn@#E8aOvXM$u=%1<o8&Q-{9kHc*mO74|y&fALRJ#=LM1g>4mm>
zr}_6X@?EE!0V9;>8xAO>XJgkBoEd7+>D7;iTgSmN%8FN@j{O#xcNU^GL=xo<{Z<vX
zb}FXU$gVIYQMNK>zb5)AGwSOvFcO;Dl;*JiuOO|nrPeUaCfP5@7Sq$mKkGfYxpV^m
zV%J_8kT%<8vZR}m>#n<Q6bF|RQm1MEJCnuzMJ(lS+oTSo1K_)~K!`S}C#=?Moq?;<
zsZ?0hMz?TioD22s#@tXu9vG9_TMJ{vq{0X|gpnr+AWUO^C4V6-BLB~Y>F}+tOos~I
zWD~jRR0ByxJKx#^LDNpCynh2`!(Vz+0qmzK&V9?>-Dzf!x=bT&ns#QkMN><ZF2OX_
zPal4{<>O4a2Afg+x&(-?;4BX6FlR%jI;(i=#<STQ@~mDvlO({-haTheJyiU>`*`zl
zgR8ZA<G0PATUlA@%&lLy*#K4I5cNF)YS_tc<lGRebnA+(SQ+8h#%X7vAKZ5F;i;2a
z-+!>~71^v#^2=}`%=qLP@O>2J*E_Pbu-6qU0_!$9CC6@ElabvkOtG#gmTQ+jwaV97
zaT;Zm2pi_|5X-05w!=G^{s)$XU})_#OLhHM4tl?+hx7lxv`@%@ck=E*#E@$~U9f%W
z-Ak9Snx7*cBFkGG#0|E4JC!4}hIjrlU1y4<s~as-D>s8g;Sp(l$21ASQbPCc+U>4%
zxb7(R${n;nhkjl%^B&0k`hm!Xt4fFPye{v4MFoMMrAV7r?dY3V6u+dLPpy!^!Nk$0
z+nlT}{K+-Hj~VWt`Zu+i)19)<{Ibv7+D(v)YuL*vi*-k~%J(DdXM5*VpeMo$@^^Eb
zFI5<oKTj8Ax_;_C_3TIhY&Ld(FtTDK109LRA}v*J>vxOTTQ|ZT>lhZRx3cFX&7_;E
zfM}%{0x6lyS0zu@sJ?8cR!)+oovx?AxGbiYY*xoZYJ@L~jmoed=l_zB#xS}|T$nmy
zWj68)+|KqfwW6^)Dy@NWyqjBAD|_}DQ4=BgWDGMnJ1fOj2XFe&U0@sh-^=+3M<g3L
zaozJ4Fn#iX`G48R#Kie#QLC=)>2{6s2kj+cjpm8WhNay{GZ#f{l~6QZ6o2CJb@5@A
zv6i)~Jrv1n$98zTB?<&7N-sfHy?XeGu;kBDRjTpd>GuV3ofK7zs5X1t3uBr1nc|aR
z{>l(rFBg#23Os2gN_b^XwuAN8&qvHgj<N%Sc8c+0Z={QIpb~8>ONFeZ`Bt+oivqG+
zP~K+>$Iji`HzJ+g`sDYDOnEPJtGkLFN9%60XMp5qf&o;+5kih_+u@LRq&#FR_B<~b
zqeg|QUzp<yL#Rrz$2H5>`=nAhne{2t%D)$^9R-(TsW567&n53UPt`N@)iY#c>=oc>
zbWcdRo;R5{Gh?A@CAzVtrMzX`>L6xU`X$|{qK?23on}d$rD~CdWG1r{hLK^bN{>38
zIf7J=xhfmbWsNnPorsmlHit9i_P(x-4SD)7UL2T4=!XVfi<eJNeHG4&P;Fme`X#%h
z6%qdIWp4jZ%gK8%jMQY)$=0O)H;_$teh<g-Znoj#pI4k&UdfAG=PfvTQW8r9N)|t%
zs5OAS5+kT(x^g_xqnfJx+XAr#YPIz0cTk=qrG$M?$GAt^N{&&m%f6elGIJyL6=KHc
z#yS%W{iEKF#!cp@{m^g7=JB3;1=+&voJ$gG|Ku;+d#<IDO7A=;EoAljSf7<UZ=GuD
zUvWn(O}A#H80Kgd=3Fd*eiZ8M0WEpc`%)JOlWV)rv~%7OEue~O#RxME)~H(C0F1Y3
zC8|eX?6hjT@9T`NG9UT|b~t_j>30wluwbzmc-<@})HajM9<>Mrt)9Eb@3E4^(0qH$
zkDxc*o{UTUy!J;trGaW27_#uo!4wBskZY`gM@Q2(eJ`03$V6`2QgRI$HAfKeqLWT@
zzFPS8@L3}yh|iII4P};Dlv3G4<7$j~dy2~|6TbNQmp<iz&EVVaZw~z)$BH8*Rb#v}
zr^uY_OA>NbKWTnNIsR86RxRQ&)`Tuk%0%QL_aHyDuSSUaU!S-}ovSywOjqlsC(GlZ
zlt>8qn%7ti8-5Jm_Lyji>TsSoX7sR_I-ACMKSYgo%cxqX{=U-9=%!Kz@QTX6j@|w4
zzrQ)@-dJlPZ?#!#v1&{g>fCS?#$7zZoiU{z`wx82DJfmPs@aJk^qB?yy<6EDewW7N
zUKi*fCM>Up|G4}_@ypSIL)hG$8d}%{EX*HLKUN82#69AZz|Z=c;t)y87OBS*;-xN*
zxHMT&vdi31xFSXpzTBqTPCSr0X;1o9Es8nC*Zi?7L|p*^!OZcT#<*UAtjy9%Wk$RV
z`G#BdkL-V4Jd^$3nN_MXqQT-af6kDyf*yBSP@by^i*$NOLgAS3qZ_!53zQQ-;;`%`
zdrwd9xgw8_xK>=(Y#(1JjU@0Lf4hEZ=^HQ&9xQ#Y!|JUMnCl%E&T?IM-|;@nv@ZG3
zXGT+!hV@euNX2uYqlaLG$*f@IFX1C{NH{uD!I$%ybw%0Uc)|1?H!gPQPV#P>$~G)R
zegF;mR&<R`G}^u-{{nA#x&?eu?RZ)ZTCU2D+sMlp=C5+iSpOPC1+{E(0}5?49f86$
zY35#y=W7E!TBg<XbTxaqtY+@t6Wp+>Nzuvx4V*ZPlB%nu_70kg8?nU+X8p|c;W>i{
z_X|J6728%}@TiL2T;Xup_2Z_SrET-**4xr!iJvHw!9U)zPC+*u6RtZpTw6DU+x05Q
z=8oO-HZVi-0$^@=5C28eBy=4C{HCV%UIO%2xrbFdQhyz2A$Kw;DkwbJlr8!aWF{zy
zzU*>}TwH~GhgUBOS@G>=a~JqXYiyxPKoh&;Y;Jw0^~p+v70-1^1d6KE{=ClH<MNB-
z;nk@-;u0OCM_l<Fm&Q^pmi%D=V=}B=r`#HpR(hPsR0t?8IL3Rx0_RFs-|>7aZl<6l
zol)H3s`Wmx`s69!Qux#l3h$E#-SK3nrUg94-rCYlW4c3Pgo@GL-Mb@7Bobj}%OzI1
z;9eC}SVAXW2S^;Ut1&=62RWnMS<PjhnKcKCc3es$G7&Va=&~^1MDZKFZ#OZ~gqLAr
z`pjvT%q5r2(yJn*Is(rrY2BwzP6+5Rh$#PCq~N}^pzL7vyMr{Pq`Wx(^ivOGJdB8j
zBNnT$>tH|1KQc<}Z8`M?jO@KT<|Ut_GR3Snzg617TupnrJ$sFQ0GO0gw3^A0@?t*k
z+5KoF&MR;6=z1o8;KH4@Z%<l~qKAIKpLMFfu(W{@w0zQRQQUCI82WGWPednO9=m^!
zKHKx@&!YH;K~i8iLWm&f4%oTlQJ7WL)2z+f^EnSHTi|?0JvvTRBmJKJJ{D03ZI~f)
z$wN@4qtdgHsvd4<(J3WbWnGzTzSKrA!ut1Dd9eO`s3Fse#7YBSk$0*ry)Kj7aMpqW
z&%aeCP0fCdry&;O!iHhorOnv=Yb+kWZ7*Q5x4MT-g3!Qy?ht5<`1^P2h;(k)K3g=Z
zh`{x-<Ir2VRFmOyB!B!Vi^!P&LKx7~ZCdfWO1<*Ycdt_8B%XgK-6$6ZjEo`yuk@{4
z*8?%A<LI2O`J3~xd4x#Sc}fw2Dp^9#UlizNN&1%(L$duMKDK-vHU<N`P<k8|*>>mn
zgbpHZH3{<LBH!a3YoE6QqMh7op~kLleU6k@W85VLoA+rV&qGYVr7yBTkCt<{AJ_8g
z%|=^#?YU2s#D+WGKE>uz3G1NYEap<_o2dSRQxh_(++d9Mu2;__BPM^!GsLbFPq`e?
z0w&m|fr)%zYC-5`VLoAYuRBI|?~+SrN-l(PH+@_+IVm<4bFUq>(nM6VkiAa2yMVfb
z|3j<&#{No=UJAj_mebt~hoA5Sa)nP_PtjVUDqWx0Sms;%UYx)}TOX??8X;aa28z8F
z=j!PNQK}1XqU#I(Qiqtzan?)HeS?{@L%8k&qLzsC7PLQwMA7d%jo(Qs<A@e<MWcyU
ze#Rj(HojjER9dsBd3mU9m~8iAL>tS|nSH#?cDr5i%L|y<@Dn=mu}ktkI}zP!J{hD^
zx6PKH@s8WfEOzxL_a>z9{VUVm{q&6zHYODw1UU96bn1}UvvV^1#!sgflDzG|F=-yB
z3rA?iQTHNPe<p4FTqN5ZXk}-87u}3Z?!Ns#0hk>p3wnf*I|KU{w<4ilLnB`-Zfb9b
z-g~tU&(p6#=4l9O<uY2S6_%qJEv5s}M5&2la8W;1P?3#Ue=io**28SSw+ir}YHm+J
z(qQ+)`<nYTk8bQg>K)b$bcu%d5xpB9DM0+Xd%gA(hgMc1FXg1hBEyn|2A?ypQ`9`|
z*C5oif6EGGd<>Wi(QqkgRtxY5ZNDi^AFo9_``H>Gqw=8)L|GJ>86_k?Yf--3nK}A_
z{Xh@-3|!K#kDZ|IYwd(VWR<zxNOM(<xoMlipH89ln!cDLQnKhBp{e5;S@Dv}kxVmc
z(GrRcm6}ByH#|*I{8+WgrS#tlWtR7EGx0u*nU?7k;A-e>WICzxa9Isijc3ki;J+#0
z&UP5JgRa9EVGA~8Isf(af)3v~d5cp?_$|i!c~$QkdIWTGy^L-cdXejTQ4LYfK+EHd
z6-p>I>^zudsWYed^_x{*rYBOX*!A4DR-MQK?~;~2z>RKg{SMuZgtiVLYHi%6N2zD`
zbP{IsjaEj?Oion#l-C?evq$146rg?OqG8Tm#><tWf)>_cSr3J<?x}KWcz;D)9TT&l
zW(FbC5C0e=!X>*d{$PwM-KQ+7Wcn`Ia8Qn+D$%|Uau?o__vq~KKJYp^C4QNG$_=kV
zke}b}uS4tO{p|h5rrIv8FdhT9#&zALgv7`~m8+A6U5{cJ!j-kAqI<1lm%aNn^4(yr
z->F$b$Nk3cZs(TQ8;?(wi{ZIb>5s;A)xyXM-EaYzIF9xx>Gb-{2l#}N9l2@EXj5mC
z?P-J!(w1ureVMuQ@^B|h|CQNAYFUo=?BAQx?M)Cu)>g6D-`8nb2ljD+9Ep%p+MXx9
zVF9-pWr9KIU&lWL<Wa#ZCa>VXf4^ZickobIF)n1a<HH+p8T`<ZRyXnFpnC2U=Rbg|
zi)(puGx83ZyzRWuq6+izFHp`f^!J-Y4d8%(yg@w4_SzLv$~}QOouJ(|DNblj(FFz=
zdIw6qt$qi0trkD=OEj8QE}DU$bOIYQzhVJ#FI7hQ9~!OOk&URC$o~TfLHE8*k*p<P
z6-0w?sv-q=ybu>3@}-K0tOqixdC6SEi|-xrqyMN^yZ`ylQ;ygQ`zXHio$s8mWBc|u
zwCCne?)AE3A`w&;iczF8m3Ji4rM%ppN$cr#dPuxo@B+Wx8Xo=;dMQ6Sx?;_*KKaQ{
zK4gP9T_YD>c;Ufe*!VYm@eCxVfKrqarFcz+C_`>E0n>`t5E`?lW@czi7+x*((q$%y
zN+xDqI#AcSP?wqI8N!*ewUfNUIhV+n0=-myX0BCvfpo!~BNE}Hh|^ET^YdRk<%KWY
z#Ta|Qq&tYWyyY!JTeseQB3d8bHaRizEcC$#9-89G1nqI-18z1|5LTrUib}OIzjFDC
z>kc~TkpK6Z*Zr^0f`h{ngd^SufUB;O!Hpx^|6u2wc*|rGoG_Qx*YpIh_EO+Tz7Pox
zJtWeIh?Pi}D(__r1x*=apkQDN*el}AhAWntne7m!@+wuCKamB)c#Oyxi~`oB1DPq+
z=i}k3oCr9A7Vjs+tUW*Mb?+Gt#CNN__s?%V<CuG4AHgqw`O712yY<%BZQr*21t?k%
z#;;yOHOYuvCI0B-Q>F5by?z(X%Jb;UrJURzS|8G=)f&EPxLF@ZJ$#ez4^5wc{`n8N
z-;l`nf(yQPWHt0Zi+|};5~FqrsZzkP^6l!P6FRb)h|QXq$qJ$kyRvL@&LWo8k@6HD
z$b+zm19{<G2K}?yL~p>vY<;<;(5>H<en%o-`<kvbKdkQP_qtz-67i|iPd|On??Sp3
z?|8>MYVFC%1G*wPdB@J(Z<(E)J{o<~I6vaL;0O|My<Rr~SXCtAdRz;`i31Nf;KxTk
z_Nae(-XH(jMsRRgLU6=;AK0)#dhI84pEA+wy?tjKKW`5UhUY{L+Gz!qEfQ=Bss=AL
z5vRP&lu||vu__;~s?Nt1eI|-@nPOwxnGH<Q1ZD<Wu;dHI+zfU@B4PpPAVal_YgF#1
zryfC>0@W)BPzBX+K(0Xq4d_Fi#nAAD9P-4@k*a^*P{{xFO{X1r4=hn!_doyhxSMag
z<IP*Q-ut4s-(RQdMB(?RQjU}xstLERszp(X5D{;;*CCU#L^I{JtJkdl@G(z%%Ef1&
zefA>~q=TmCrpNq?P$52t#3GrwV<cUwWt^sYUMy97vXBMh&0a%sG3zqZh$tK<&jubO
z+#)mq^F`Byi0H`oO+>7_DCz6Ff<9L?FW=an>-@uMXPmJC9)xN6!Qi8x`OMlIuDa^1
z?c2BgWqW?^APNq{pG&FVN*JgrSU7P~%@`Vu8jOsL%&u5@z_*_K<fn~4^ORHW1_y^F
z07txg!G;@mt)7bcTekP$oqM2CokBD6lnkJQgiGp{#!aPYW$s^NrVO8|g`0vhElcSk
z=@Kb(wGB^=`7kvmXRAQWV4GDbQvYio9yfkoKcyfmy-!MhVjQsTm`(KVqaQeAq<V3n
zBy%)9$5E@v1q`tsjCj3UN2}@Uk82!y`AH|SB~zf_iYu;Ib@v^2{`I}vw!X64?XE&X
z;ABpv^dIXtP2)tpwt2W+>W!PkvRbe0TE1fJpP&BB=Y0CCv(B1^-vhq;?eG2@D$+mm
zeXmNytCYD>vbJIsGiGL;HdL-4WlbS!!p4Ll%*-cIP6dMerd}90RUp{`;w`;rUX$7-
z@+F^ZBE+q6H~P!dU--hG!6Sfk&N=7kn{K-4J$v@-egT^4msQC3O9V`oozPdgz^z78
zJyvQBQELtFI^xJ9ztS8U{af_^M&RJ^D25~60etD2?JMTP>gh9a`oHh(q(@JtRn}*9
z=u02EcsuuT3{23ZOMz0Pa+NXI<VUI^1*r*wF$z~mZU`C&v{Y9g(oM#VpI0)Imub7s
zn4$>kY^*6!jkv&t%9%vfo2Xzb52){HN;yetu%wDesIc%oPnoJ|>k!vfaj<UkJ`8zC
zzCj$1RMHFTK74Xy<&LY*eiTNCQhLslpZw%1s;<Y(&rY5>H8u0n+3A^MkYs(zb?!&8
zN|&L9(uAlJj;*PTYE7g`+D6jYv1<A9uOD{UVgL5-zx~@g;rER1e*4=Wz(36M(MNv-
zo_7t&gz0o6p(<PHzq^JePfNVTM{{jtIY0UPB@&ej33c$1aTo};;>v%)B+tywM7kdL
zHm5SZIFY>%oOaqvf2ZKH-v;Ode$L%@-*xuX<m4%FzqbN~FC)LND%^n=d8^feMr&BT
z#z|H@HoENURjbzgt5>aGI668y>qyw)(FjMp1{+YCPTer~*nZr3=RFa;Yy!g86ofFF
zR3J({9MqW#FcqjgVpXO<Dt~Sa%*IYB5b-Lbpi#7nHVyHTJXX27S`=qd%^C5^auJ1m
z@TFr?O<%2wJZdqApX|w4`F)jIW=a<uv!$nwrJms-D>y(kJOMTI|29}3hP^&43z97(
zp?G(*-ucm+PknUc0+Vm_^2;x;PE1U!MIwFP)WqcaxtZx>qp06NGqU0dDtJMrP+e_G
z=i$<GGABoI)Wu(5`{=T<A3f&KL%;BMANatv@F)SAoolGhPD$hF<v}Gl4QB_V$^fE@
zrbts((iF7-lRjjL)pi`p_|`rtTYEDfF4+3Y1#)HO)_!2rv0cxZCR{4)LBNSi53i|P
z(Kr6LXPo)s@51jF9NhzF?%2Nd&AWH+d1}&+TGd*Jznf4UpK6s53Al;A-v;@kWf)f5
zt5&YOa@DE>KF_PYA02YYvGcA3rNg5Mj(8DYzEf5^vy&%I_vI&c^u^KBUJWJ_59Sk&
z-qJvucBw}=nwb;o>_Y#j-YyXFa&2xl#}dXZt8y%j8Bv%(D^*lTm<mH?VTO1Mg@tmk
zoOp{mh)5M(w<?<1GfLSuN2jP~ZUV7r_$5^kFsX`i`*;FXGCTVzv}6xPz4`9y2Am)E
zJAePq^^gC(rDqV~ZrZe|GBY!?0$;vx`}XbYQN<pI-=`^28B)Um3Q!^+DVdR}A`_A<
z%+Ad!;-%sjNE+K~wc2$@9e%_={N0B?d^tQyalr)_jG(3TZTQDJ6Tik2kURo1i%4PP
z0_=q#U_tdN`frgtwivOj!86mf2~@W8yMj46-&dzLc`C>Yf9tqfsZXLR|2p5c^Zh6N
zp3L)$;k@(C8@}?&E8nvD_B&pKzWf96?_Q&>Pd<Lt3jP;{o@zfx3zDyF4GryHxpMUn
zR;^m`FW^_N+Pryl7p*A*92|bn*zbw=i`P%A?FjawZC&~Ids2Vd9IwD6+LL=|T8_~_
z+sE59GFAEL*Agn&Bn4d`h^xocs9ycP35>Gir}gDom0KWPEtQ!j>O6J^V3E4L*)wLM
znuU&h*3r%Sxo2N11tXN-SF2vFe#z_{&>)32?<%@@M|cFwgGi3B`3rmy9~^(#W3Pcn
z5Jb3FUww6La{KlJC+6o*nVXq;@zm7RGo(yg^hNtoA4D91P7jKdDVYjhblbX#L9gFW
zf-u;L+h4wJ-NE1d%(-9K080Qk_=it9=IEmZ4_|@qfoJ2DbXY26i(K=_yv&->Go@=A
z9sm?dVdPJ81<VTMt0!tK%Tv=5*P4;78Ycg(r%G4CH0S=kLW(PK0`&Ry>tA^_JWBC_
z4}9Q=tFONHl{<ItdJ*UB&?N4+LSL#J;J`-(tRkT6sug3cR!>GohwmC58U1=#t$x2=
zAG+-gZ+OGRLlKSb;PBgGzb4*)zV4m_J8|tj+k5g2yJfX9B|?}>aKIN_nUE7nDMA3`
z1XaOQ(gY(*8)ItYj-~eJvVu^t=4YWzg}Pl_!NhD1BvVbk%#v>*wJ1l?v?vP!Sb0E}
z2htF+)JuVc$=6#!Gc_p#PL5_|Z7Nn!r?xscV6E`Fu*{peWvD98dhXhZYaWTpKsRpK
z5bhisTQ@m5`ONNo`-PL!lPARe{>l_>`f(D2_T`#<+<qUr{ho<f)~YwG)b=pn-*oW7
zhg^K*kw^Z2Xo_5N)r>Z7+}Lcl+b83M;@SA}ShQ9gjf60YS5k#q6-q_GGB1unJIVaQ
zDEesgJYJ?cA`Nb1l`ch8Yn7`~m=cfkoyfY|k|g>;FPZ<(7r*#bOQ!l6PGJ7<nrp6k
zExIO70vR7l!PhjwB=a+oZlIblP#x$R5pj2H*|M7&&HDMxTK)2a$JT5)<5jPk1qX-U
z1NK|uJ@2OOL34AH@7vk)UNgZP-mch(nHWvWI3SVIC1smPUFMO>+b0EOYdW183o*+F
zMS5)=aZ;<}T=|+bqty6x6=PdAXPHX25zZhN=4)u5oXFnDw2d?>S4tBBZT!2S$=9bq
zE8LBY=IRNTDyp@D18@_4!Xvy7E5jbD-??AbSoiPJ6_rinCmq^@hXGV+3Qfr?=ccER
zj*{dxbF;J0Ky&drv~c=D^|0-$w5$ZxEk!9)LxV2*aN8XUo{G@&9QW{B+<e&KM_l~G
zV~+XABb6HTaDvRwNP@?qnfcjhK0Q7R{38R8EkpHLM^khNdOnqvfs_UEwa+antBDxr
znF*Pz)`MBJGDQRQJ<euO>2Ae+wne@Er77R_jTgLN>8iljzy9?vyXBUf{tTZUm&DOJ
z`s(z3sq0a#Ql&H~G(V#PM*r`~@X)Shqhr7D{ootRR*(Mdu*06P%lUsD9%<~C#QUks
zcRaPv`S`B+_~c1h38z^D_Mktvi%K{3e27v|N<-!5BDJPeOn``2GE*nF9BV3yK3-G$
zz}f}nfXP|;fPv-mxwPc_X{TKI&trS1X0JgPOaQBNjoQ|#SCcNKAL$5Zq5QnulV%%%
zM9k6TOv+b4i>FAyb8=;+w|%$<e>1c--SF18KDG}J5r}Z-=H?E*d-LWeC9yoc+iO1?
z745+|P<ps1Q?lyj6Zcin6cxaTO)ce!3S9%tp!xNxp^@RMpZ1Jr|MQ#Q{N}r19|QFb
zM&I_qsDS@~$>gy<57wfe;80Yl2jLH}QVLPWzc58V`Pz_S!lMc)K<d&#2FKSiD&IC*
zV$g&PlW5A`gMQ!LxNa+6d$+cGy`Q03|L&z|DOe0Ic)<(mV`F14*>d;hm*ahNTom_L
zqt%4_l#h%GxLQRMbhQf2MpHkw8oNiwmVbYAsCChStHyrb_gXvGuV0^ngTo_${f>A)
zcln;DPN(w2lfpk?Dw4ruf=U-cm`9&(#5}EVl@C^`8p~uxPE8<Hu6PYEDy5sR)11o+
zb#imkwWeoTAYM}eFe6?mY}XmBfK|#-;oP}gC`h<XCy`|nv#oBWDqSgko2q~-pGpDJ
zdZ`1h0!F@HTyWnJ56Rb$<chGneS{~kKmCY3KYS?6&OiIv&kovh=bcB#QF2DN*Lf}~
z*~cKc_^LTPnw1ls2BfP^^|VR3XYz6J)VrwIeu?VkXODaAQQr`rcMF;r_X~xx0nPFF
zV;q$FaJ0v~!%?NK^n;*=*GgS7SwSs}_6v#R;;ESyDOS9Oh<DLQ!_bT>rtnhQifgu@
zAN-E(+b6c|-o3lCuLc-V8d@^H=ipoJ-1_3FiOJLPx_S~`Ut?rmr-jmx>NV~AtyBUS
z86HhqL#-{fdgD7Iqazm`@|Yv8dH(aCKkfX#4i7i>E8_jPtEZp5Z9aPU4iUU`LRNyA
z2w)aXzw@a5dPusI@RtrMREe6G>*9@xVb@&kN@Hp^uUW|jm(@7X)qg;fuPqg6(u!<)
zQRerxIh`51L#Z_2AehvKZ?0{PI_OH(wPG3hs(>u??UEljK)UrQD%x~CQbAapg02EI
zJ2PnE>t$YB9uUsmFkI`u?VLY->?ZgvK|V}0D<7NmI%jsf{Zmo#J{AYU7ELf>)g(Sr
z4GgH_RJYqx#A^#+;CGHZ-@5_LrB|(9weo`Hs}KCq{zAC-hZ}FaF}(Tan?3wJRa4wn
ztEK+>IBAj9YE{M0<NL|}8o`U-+sEJL@LPX<^Iy)-&7YVi$>Y#p-lFTAYGYFctXi!~
ztp~~cOlIgds^1&YKD}Y(isip}<6GZ#1vof7jM#68_shSy=ZU-f!3TE6{;BtfYGX=<
z(32c`Xo~9K&(Mx_wvVb|p?ZmH#Vd{C6}G`awrI7hh}is!HpnW2)Wld+yeb!0YISSL
z*S20|1>%)9;<-TNY~atO)iGpwpIM+)wmx5ok%^E)bQuO{Qdg#Dt_yHTTzoG?_b>W<
zk)D@%F|1@$$uhrl%}6c%zyIeIkNY7!2;6z+oz-ivz2O<Cu1-vn?wP&z{84EfS5i{A
zsBS4}ip<C=GP&0`dAYiQ0h*H|92{>9Lx0n%RckI<wsPe!aUh)s2Zsj<>H&PqEx$Tu
z$BsSEO`_<<{ciWMX_|zADZo)xQO`A~Q4Q!S5pbh7)Ed5~*{FZzagRUx=P!Nf%Web*
zhlc_C1@ZpJO})c+OiaCPdzZg@Qr3sIr2)(#_4JWsD1wM0muWF+wt2*{F*Tc31?qiE
zypTOIBTQvh#E%tJFc*0+jBZqJesX1MmKo_<6>I~nbUtudLhG`U1Cgv5@j|A2GZF@C
zayB_g)J_n;I}tAhS`qOAM>no|MAeJ`>dc20&ODaMHY^YO-LYEo(~39yH{-8-!gX*z
zAV2PJHg9>x)WpQ`_+8HI_u9wBQD=zqa4ATNa&ePb*HiA%(zB*zQoacp6t-}meQ(*w
z^8Y^Q&_jQLgu7p~HgtG+@s_jRvSL?f`-yYYb0_zE-P5R7Gu}JCr_zr|0sE+a>rhAE
zFZBT)85!NtXf`&D42@lQ<YOOu`5(RTg<HVE;UUC6PrP5dVdtuQI{yFK(}BO-+4I&;
zi3(8K5IPQ_hvY^J*)LNLrqO}+rDjpc%(`HCmO4ZzlCNZg5y(05vaFn>QNy`B&V0IA
za8>cS$U7KiBt95yWg@Ces#oTOTYLnQx9Jn<;&DS##!B(_alN+S1{_rYPDZMDoFSRO
zNRYy45YLZ>?f+QGW<K?<*BtvBSOk=h`^~R?^O!x8lTVYJ|8c+HJr;>}SsM2_sIrbK
zA{mu!tcqYzUtG%3?J1uw^>ku8f*`!OQm_1E+45CC`rPL}w+$Q|9%8)pt#3H!-Ywhz
zsMGG9f$ofF$8o%zvH_^@hL1jA^8KRE7yZBus8p-T=;+vOXp;W%&~S6(afcr9gA-o#
zqB(GIcnGjh6Ys^h-B!7I&+<2HkN7*bMgAdEvBx^XgLdkv7JlT@jVWyiwAxKgCl<@5
zTE%j$gh7{!)a_Ao^3Ae`GV;xvvRP8J&ov=4D?anUE2DC?0+zY2R}_M*RPYoprIHle
zzk&HI>+8)(*G>Sy<Z-IBB3=24a(bz;0zIlC8z{d+MrlS|k#EgoFcbi+@}?$6z3G2B
zcvbJ?XP<d|Nriszzy9msySD83Gi2~ndr|+1{Ww}FWx~@06>cxWiA=0YI;z%usBR-N
zHIsQcj;Y$z1n1t5JU{%_0b^sAed_%4w}XSj!-x$VHh7m@a>?O)cJ6s5P7q%)J3sq0
zCX)u0R>jF5D&PQBZ&elGXtsuAtzPRlo6RkwLnGf_zH;?<U;CGT`3pt?6Ali)1NLd+
z{mf6dKWB#wKDH&U9k(M1{SMV!M&jvHJ3q-xo~}@Jm+4MQjBizDK~&5%64C)xxv4oP
zzl?ATCHXWt@|>V8(b^Y~tKMSD5m>*kDYBu>&bl0yC0<s@<IGY>jA<FH$`!e}*}`@|
zqV|HS)FibMq{wCoD$vSDrR$-InK~L#bt_*zaz(zYgL%2eo83GTMxR(Y*7^6*?&f~l
zZm*k}pMPH5j!qWfJtaxyfxRROq7+TnB2sBVk@Da6RC&kwxp}2<(WFe@XetQ9|Ebq1
z7vl3PU-SAm-so~E9Ue)XciwsRjT<)}f!F8ryK}QIZMWM`Kr0RME_FVtsodWhnw_cp
z5fZO#wOX@{M(c(~tNHE2R;{_{k6-)RTV3?C!*7dymUzE<<-Nz=)nV_sJF5N3HqrF=
z2w%7JL*HsY(Pm#oy0jQ2tBF^|1{;F4t>{hQ6zrXNGb=DNep$)OCnSpZD9gyWOuXg;
zQeDw1uj6cp*EUEWNGr00zL=TWZlF_?@EAN%<f|f|aa|yNZGOh{Rm4j{Sk&>zsNfJy
za4WnB*6?o9;4?R@XvY5*%-!DZ&)of79(PXRi5O*)_Q2m$B+!dHkPz9@($^h>W@cw~
zo~{td&`|4=svrET=gAw_9sc+&=*M;4V;p{Oc+Y#@GrVQX?Q1>hoxXebuGh}Z%^d+$
z;+$*KvuZntkIiO_h*%&APd8hw>qdr$HXX9|p#ONu%U^yMI5<2=?32X%-K%Do-`?%M
zd0Q9Wd{<l_+XHo&MPlh9nZ>bCDLpDLmx8BoNtiUXmv!{AWV}!)gP8y;!;;MO&^6F}
zX_W0EC6-y~wJv61Io1+y7SQzoh__h3SE*~TCn|HroB5ZGi8)id()e>zQ{S1$))FuJ
zxs>8fmG74`GC@-S7K0Joegt|j8g{#Aa^4NIcM3Lt@A6tY*WhWNQAtPj8{zi7xT}Jv
z;(iy}?RnLtzSr-I*3j_X%a$$sRFuj~4m<2HBHV|iGM0nGZ-aBrIcLT7S6_V?`gH$%
z$F7}c2_fnf{Y<&$A)22@Mut@cG_7ki8vRDIv1{4z=rto_qu)B{(8Irf#u;bq1_y@+
zh<%cH|LL-wFPVz{_igP3f3Pj7uvrm68_2|rBunH=B_R#*lDU}_Z^nI6H$IRokC+k}
zy)I6?S%B3d1ulxlDC!tvi8qDZ2P?9uX0sHC*QOm=6SDfuLB(rL&qd-bRP`Xj=AgS4
zvCLzw-a+C;6SGP$BK1pV=onQmnW7VAV5i0k4LoQQmGW2^0TQo-sXLjNyaW914)D@>
z@Vykx$$cbUG%e$AOaWA#`FT9|RN`Q@yEQ!W>3*DEbi@%y+=Ybe>f<^*YVqbb|K*`u
zw(L4O@c8R@?%MghBuOe2KTu68s?`b%4Gk#*ruKuaW~+~W;Cn|$#(sYAp$Grx;j30%
ze%whXJ!-l+IXrr?&k^reubDddwrTd^9dY<4JEAa{h(UK4LN(VD6i5}ACI}{q*`xvG
z(aS8aw+xUOm}MqMDLh!!hANq!?eij3DL<LlFtF+q?6#KJ9{}-!RlKl}c!g2CWm9t=
zL7g>E$Uc;1sZc8Km+6v{Tp;O!P-IJ$tjPaMfmk7@3Re*fu^84=`q1d^gx-#up}XrQ
zsIX}~*IA`>$(lgFYt)Ou_r3W;)*kSIsa;cFTXWc9Qy>5M$J^lGumnIAur_brJc{b}
z<jKk1f3;)#j^`lra*yk7PNDC^(C{z}<KlaPtk#;*$mqyDtJbW(Y<Ohk(|`Wwe||kU
zINS&JDdN3K%HW4T+O>XX6nt)nY>Z6C0nEg@!9k2O);20K$wKHeUqv<Ryj`jIDP>Ub
z=Nd>G3srQ$nxYwY6YJwO$KfWgmsyTh+ta?hWCoUn<E!TbHJdY2vmst<YL<hhW-0gL
z<7HNcXSuxGrZyGY$1zj6gL?KdB;EigC{<FwD)Jd0agsqLB}oBSp%1GoDU6AE5R<pV
z%-uhSc<we3$&9Li)k{+Jq4VC#<tr}f_M^Xl%<%B-|M;aZxfBeCC5iLSJ1@BY`s-Ks
zyYpw<efO5P&(6*sSqXe)xgwJ@1!0l;r3zTJMqLD97!5Ut?pU{O-RD-VS@VsTyyPWI
zR{h?&abwl*O*~E}z13+q9i5+<c#2Hq8XPbDD2ap@R(93ujjMy9)?F14JG~is@9I~-
z+D)z>AoeNZJ^#wN$M5LC-{0L0Ub3_AGiveIMs}sjRHS-k8mpohUDR_i<9VAuW@}YQ
z6UA&OwiFL#b#0k=^?Uk35wFz8;&ua;6R%F*EuXVitGO@NO79Z!rZzRnvbG^m7_5>7
zg>CG4>iu{z%2}D7&Gu??peGf+GBpcTT!V6b$^1+Uso*O5eFG%l7Run2xU{03u<PdU
zKzrv^AmbVEd@mXvS$1``T7O@)TD|@YU--f<aB$cMfC{*}W5<r8rl+S~zisQ*Kk4^+
zE2#1nwN?y#4$Wo*{l3)wr~<9lkU%nS4-b!AweFyUKfZj`+>g#U<E;-_vyq1j?W-<X
z)7^U4)B6*<|1g@Id`cyWRt1bL3#rN`s(lb1wW<sRngb;z?gt!)P&9)vp7hf+jwE{X
zDz)FRdg}((7{0brtN(D>`m<-iVNvWe#Cs`9+-rY5`xiU<{ztcT!`d{GZih%038aHW
z(<8-~Pyj6|Go+IUyu2*3EhYszk5{mAL~<6uL@*7-<zCLC*duiz$_D97t!C{2jn5a)
zTV)CgmgV)9h*wzEJ5W%=_;zhyUq!W<SvoH(sZ7sBbxaCaq{`&%Srap*7%|=5s3H?w
zV!Q)Ek@Ir2Js%MCpnccHuxs<i9V1nF*_u_W&mS8bp=wi0zD=Kl!(yNs(D-oVO*h^2
z{(J7Z=QO;-8Ugh;#v8O!sj7ttm~w!r2XLd&>aJY9X5+z!9`?Smv9aqOZ7Fk;KihCn
zclY#*lF3~!hUuw42zs+)O%bs$=|VC)rN#it?e}boWh(PwQ1!>6&K#b0+i@Rcr4E2g
zj|Z~nH|Ioa^p|32<SPfQ9p1oBI?Dx97O>9{@0WkJ<7rzv?1P&-m6LbGRhUaXrFOeS
zyi7N?hcr>X+P?H4F{)LCOl4IZS*Ct-46rP-eqZyFJ&2!B?K@DnUfPOQP*S~nC0<3k
z1BEnXIY*dDR-P<mpQTG!W)aRRamtvS4e_cRUsAg2hSUA$DrkPL;0aZHPu1@l#`o6N
zQ)nf(Y!!32{bLGSzw~)mPuXEV!KIg8+Ss&d(@8hnaQ)v+Pfk2ZB#B4k0GXXh35Q__
zP4xd(k%*f^LsS!ba`o!fmpt=?<KFtzr=B_izemW8<Nnm-+NY)yJKn_Sr%qs<xdT|I
z?Xlh*_)!-EBwZHcBR3(Sc<-y>3CAK~$2v;C#IaO~5LEpPXXFft7d$jN^8jLeOo9eP
zK^>y74spG?({GM`r#`&w-^O14reA==zCpYf-zJBCb=S5x?CkRQZA%)>JqZ#oD&8&;
zuTr~Q`E-TJ+ew)2G$eFVY)-by?<>p1YyGA9%iMtru;3SDaNmkovg{~kRl(G(PY(*E
zvh?|>8qTudd@i;gl!bg<nVFc2$1j@AxlzTQ-O3z?a(h*~K+xo?iI=J86lmq4|CdsW
zs(6#tPyvtmJvgwjd#1`~-}H$$J?E?7;IN<Ji(mZW+Mi$clRrlD^UJ!O_R&a04P5O}
z{pV`E0U<SEK=nJ+YH43^qp|zIwFi84Zr9|;j(+l!r_Vg|%typJBsXsKXKuNo)eXF-
z%ii4Uyt%29t8)`0L3a+k2uH`X4?OOv;7Xt+jg-kv8mF5c6HTTE%M0-^Gu$vDUsS%N
ze$~k0g=jLXqjkCliC=-(uR<EufK_X0yV?9fzux#z(h7e4xR=8uW8?c}2d#aAct85X
zyN>G0>Swohf>XA~HJDBUWn%88=-Z{zkZO@i^=eKtr6HN|u^RKS=C%czR3lTihRF7&
zbnn;HY@f>V>LT%)$Y#ibtIYNyk7`!BS1fQCLspz);N$FP+5jxwOu_nha|LXB^#)e)
z;<^gecxL#^Bni~~0P0*ollNeCWdcUR-UpYhn*Yf7`jedEb=WWQiBEjuaaUb=<=H!S
zY<pguB<qqSY0*7O#W#>_)gzgo>3O4Cfw8e=KVP+C)fdy*`3px6J8XXa`t=V>2}*Ls
z?*8WI8$mldJnhfEOiWDtMcAKP!8_C7btl0?Wy@nE-4s7QAp%A+rC1hpD^b9uwFshz
z*LcIU3y#JQAMAv`X#L|lDumQ83sfL0An8h67*0YUs6rQihu!shnhve_iXT=!Q91ar
zcdb5c{|m}m^2AG#%okmB?=xpaaKU!b9NE?PVK(ugk0eEvs`@5+nTR*SubY^FBT&UN
z80h+n`hp?{OtA^V;^Znp-p8+Y|EA|M;btabMTAEAny4?GP6Vn|ky5>qm!g`vEFV^8
zL~Lq2515*5e_rM5750xWP5hTGBgvIt2k#f5OG~Q!UMe5S3?Zv1=M<WL46CXg7z?H^
zZ>H_D{_*W6+zJj3`zfdf^z~O?@zmSyxce2m_w0UQr_)(msi1=fNiCqBzg6A;x2fwu
zQwhrXk>TM>SFc<9*><~s%^TnN#`Z&5f^sAJqmMeQvCJ3g^U|4#H~Q0ij;YK{R(Y=j
zEJC53wAJFJ+QlT36ese!I4;#!XCBMz6WBNy(_M{AGi+MdnUqGmFipC&D2Ek}HfVYV
zRK1c{&@b#m9E1?HMqxH=inPA$PH$xSKk{bftE*o9?#_LL&g^qo^2GbajrXpdN`t@o
z&3y2tZGEkF+h|87!X@I3RUchlD5HxPLy{H7NKJ5()Fu=#0mW7U1KbC}T6y{)eY|@;
zoUOIYvaUti%43OG<o$W+Geu6m>a`7~Dk$9rqzmQXD;r#8zYjyA<xDGIE=`29QoMKz
z30-2c>T%U%fjs0jKZTX(=UrKui(0(>$K60)dj8qR$Kc?wpX2RsfBVVTUwiFqy1nkx
zg1|orS5?pmi@bx@qIy-;fYu7QDe!U6*s_ry@=AE_^5tvpJnO8pcEIlldGTi|yC%XT
z<?N1^`Extp=uO`{6wFV7-$kO0a4d;Yez3k)wiL-p;|W@`6jdTQN?ezUywDDTtEV;%
zQQ6G&XOUE)7%Q&(lUwniP0!@_H4B-ek%R^Me`VNGL0D<nfL^`XnH?IwAg+3!nOyyt
zTaVvQBB4E4!k}5^OnAT(W+Hg!wx~8X8BslE-3TGVi-{gnH6hcpvPgQWDph9E1)Y*(
zGjw(5A^OkexH3b+1AbG0Mb|wr5*|3735eo_*I9D}8*G)mXO18j9x;0+0Tu*R83hal
zmCTIXX6F0pmV(U2LT3@y>K3Dh3e>$w&tbvi+DJeu7}c-WWHa}!fQjojUHmm?Zg$x3
zam5u^+<DG>-}}94HN0o{&Rr|;j;h8{R1-pYG$E$?<)nnk6pW9JZntxEz`f(6xaXaC
z!n5bz@ve8xef{fS|E(vne|6HSC$gD|zh;wLUsIjBw;s&z0oI)c-kS$6>4Q&cm1tTP
zX-}zKnq(`VEj0nB08}JlRZ^A-HOW_#anR41^6l!0y4qftiuTIlma2s;bZUGdOC4Dj
z6a2i?6y>EcCPupM_3&I&en}u?`go-M6KaXr_WI|axaad1Z`$X_ktMBozk1o-qtgk0
z^_{cc$A8^v`BP~P)h<`1A^SwUsu2S5O{A>1T{L&ZnV&*4kZpdTo)=@1*kVMQE8Pr(
z+sON|maxIdEtxgAmvo_8->y-=EbGfFvkF%FV`RD9Bn%L8A+1O++Puz-K~}}nGB=C9
z$)su<=t*7i3g@Y+gHa%<k`)oJfWQ|pQsJ;X=)oHAo}biZ|4ko#=gBvLgM&i`^#88A
z;reU;;*QOCoP_u6@knY7kE&mx`I(w8=+vV+s$lX5x8{b1TEA%2>;GOKuK&+bM;*8A
zq?1m1P-!^Zzw}Sf;gh>Q>g~SwDYdzs+>54=_~wld7fBXL-;2npmgLba5;A|SG-HM2
z%Krp*17@sZdKEP<H{qG&6E-vSd`K|`YMCxltIF(h?faEH#HFFk&J1Vn9DjqjO3HVc
z><q2ExnCRpQg3MFf+Ju5?mJ;0#*!x9FZ}fGqi1{YvCVVg8JqhfFr8MQgG{SxG7H`M
zFQSVDO)7M~5b;K20x=g7!3xUk60^a|_hDu(nxF^C*;bUgZ^-<S<)&hlCue=T#vH7A
z^xDvi)Sjh@Y8JL?m04RjEXYA6Y{Db#d&Pa2C21W{MYCF8Xmbb=aR8|?JyV1;Q%w{C
z+;AxHVKj{4z{<|~8k>9ZC*Jz3AG=m*4h{=(?z!i#zU;D%Z<^S-`_xXia~$5k6(0$h
za(_LKif}Yl2c&>%Ko1SgG+M1+)a$ixA9&!3OV+J>+_wA60p51rcs+^WRIl6qht}?U
zo>-gNg$j2H)$2T3`XapjBXkob;FFrAU@BRv(N|zirifIJaYDzuP{*=V=CL8l5*KKn
zui2T*&G}fwjBQMp)+O^8kuXI+3r`iL1xY6DfLy>net$GSSB4-OS_$pe@;&X=vi~;+
zt&jb|JI~n+`zV&Isd-#VE^nDSdOl)r+Sw0U(`gmW%v=@ek5iqKt7<W;a*IN{F(_Qf
zG`MHB7cP`VYSuj7UPbn~ghDVB6v&O;=j)<rIe(8qcBR|>ge+XNh0il7LRR70{h6IQ
z6h*l56|-DHmlUuGs>-&tCgy=wgIS5mg2@?#sr5`z&#JwIGDA_I6$M_^LlL0Q_ZOF6
zx8s&g7oG3?ybcZnxcK6W=Wo36=8dm<^(!~;-m^z~eprp-cr@zuc&bdaLYbiBG-as}
z)u`V;Os3)~y>2`<v3sZYidX&l`~??WF#rDdzkku=zwNXWPY=4&e^=dg&#{fE?clek
zQF(OGoE)LzMV~I3kh#!{E)|qd+U*2ga9cn~FEZ=PCe-<X4W!Z=gZA*6e>BDlY3KLa
z1Z{UQ0ixM@Y4_9T!6}9We}e!Qo}_ggvk#TE5Z?H_GwwL|(jV=UO(&Kt@xJE7*H*eb
zJaKoIy>ud~1al&UUdka!sV*~9y>;nAP#2OSFhv(80HAQ7oNqE>y)VIP{hqn+ci{b!
zPk5oJS{J)0mf(P_wz4b`Yhf4Nua~wHEF))4$i<Vl$6_T;w<K<>UfIvdf*{QMW^Sv<
zRho$aw?1E)FXZnf(j@{Wzc2ZDYszXA@9d_tS6=!3e|O!7931w7pZw&qyPox|=lpQR
zim~nOxi<5Ipoyf_>U26hMslR_DnX(|-!G4oq=m~dNs>OL)1F&))32`U{>l26&0cun
zh5aG{Z~pv;o)xqwKGK-l_T=X5Zt&Vu$gN#e8ajB2DZgu~f+X!sUD^DkQKXr`u)$NZ
zFj3dzB}bywKHfac+4d<{8IP*ik9p4ohUVLv6V1d4o|8<~c*cbp*Mu;oZE2Fv>oEj}
zMZO3B>&4H#{hu%X@jf@EELq}x<y+p@nC!^c?dnyYGL?jEo>GVst#l)y$u|``N?91q
zrgWQRu$VE_YEU+)bPH-Vi|8{dG3$3*eBaux2b6Md-ZcbhE=*<%UX&EB;Zl(+ULAC$
zx6K<P06>9&nIUz3yaM|In3<}~ZW<eGl?!ImDo{X)Z1s(je+fDRohFZ_X9~E&rGjRo
zz!P=ug_r*F;xB9m2M33};=1duORm29+M7>5<BW}d=-t-q_9yYSI|#|PNu(P^ky5`2
zF8JK*_j+SV6di}_p4^#lue<ri>!R13^}21}{N^{)o4<Pgso~_VPc(OJc~TRVt~a+E
zJ!@?w!9)i%r9$QBl6jdKIjXFF$~Mf6wT)>K%rYLNDJ!d6iZUc!4@C{fg^_PpaMQn>
zt2U~1ED5YIwlJ0YSR7|{yeKn-tIx|zaQsmFdM2<{7Yg!I6<^ZAtsjePl9!)x>W%+;
z>8391L-1jVV%yf~YR|7fz9#|}p|c=Oq-t8N;_rlR?I%p$nJxy!4Y8W0_Gl)}f~o8U
zvRJtAAc3*m+{_9VV+-x$&9r9uz2ekw5mjyJO%osFxwr+Av~z-ta0_ZzW)p?tIm^;H
zN+_DFW$DYRU&ibsq@7rpUd2X^+gYyqM-~NKx;W_>s?`qlIA2DQn$FMb;BfyyzwgBO
z`1rRxFT8x$t{u0<QFJnr@6-GJ{xW=IM7&74(63f-e2Z&H%1^3P+mGw@J5TCQ?fLfi
zKmVb-`qMk!)R>(*#&6GqoSs3Nq7G~^Zr@j9AyuFA$UjS_VVqS{7dB}EJ!q26ixw?2
zP{=IuQjeKZ<jq{HOH7xW9h}^o<}1Rur_2~fV}=@)g#HAt5ZWq`fCUxnP~)^z)w7tG
zhdTO#xzE=ymcC53MsK|8yz?$S{_L~&nL6-GQt{H@e&x<&&7RrhtrKZ|XfF1l7fYjZ
zwc=H#W@Dz+Udfy>ZJmjXS2O++>H;hBZ9x*+&(`D$kgG;>;mX3kY;e6X;pP{q$cU3=
zkL6k80<~;R&`b=Rls!)<q#elxGXfLhZ`HcYzE8HNwCh>H$E(dhdDSbaW^2^Jh-##B
zoWM|*mS#Qh>tS!xm9t|vZ2I^2@0VrZ92_1jHf`D@ufP8KxmUgF&#$S~yerVZd8h9M
ztt5$8^!mLpO^HOc3Xaf^7RN~?j^aZ_zx(vGJ$pj6-~I!?(+=6}9EAM{Nw$yoD)AHU
zM{<K)M#@agwa=C4jitu^XHtWtZHStWD|Vc-reyt^nJfzHmlgW>(k#MMz%!W<T0j(=
zt?JAPMZDztBVV#o&7M}@f@c;rrv1@4hv&<ISJnpo?j6gXeahYRd%-?{B}u#ooH-uI
zsDJFPdH$N|eh_vOAG$cJOH@D=l5T4L#F}TaHh&;<A7}o$s1a?z5fuCpxe&IE^%yYN
zTQ05Xy1V!zv!5W%nmpjDXm(aJMgfoqV{skj3`H}s4Z<oAwD~5i@V#tDB74r6DZ8kI
zr7X`>C1h;`nKe6^8_aev(siA2MvbKFaSE`KP-X2Krzf}k;%XOQ<>2t3fP|9%@|V|6
z{>5LM`Rl3a-i={c*@BbWkzUkanf7Cz;-J<+A8?NpA_<HrsYXdO){SDnZG5T~D)|`q
z(9}E!)H8_7M6H*qhBD}sK}I>csgfeLRBoPyk;kU!v4>}tH&sAG+VrE$E(dvSczp~z
z3>o?^{j>Y3u}>CFh-4+q12|Q}rzCZbpW%5d4gA$SVE%DK-tC{f<g%Tx4`7L!nzsiK
z4j-DZw3ezmj}%D7L8qA+^$59{SsIpPdF?YzQ3b24>6Qz{OR%5?3ua)*3?)!d&e<a?
z_=^V~^)Aw0vN?(*5BkLHjMGAsCS=jrP*AG5l9q*A080BSv74!Tp>MWKq054@w#wZ4
ze`OY-$jymJX8RU<%7jl5jVdxz%C)09)z`tn;kUrM-~Dl_TYULB=bZDK&6_u06E>=^
zh-TWS^t-(^-Cp18pszORqL!^y0r?naLJqsCRp_xQ2!9Ax*Ai%XeW<0=5XN1t9KodW
zaG}e>3O(2ebyIT{TWsr4Wn-GuQOkDFD7vSlEOKyJf#`A7glI8Kzfc;p^v>q^GFFp)
z^82a@f%KI_OEqPPaQ@!wfZv%xyEB}D#<lD2+3=3r)~)~KlK1y6N#gA%Yy70!eq4+r
zzY3r-MJ99vv%ZXE!B#A#CA{3+T)bQgb1#Lw2@r##Z<R5-uY}(U>KH{6Z+<>jjoTTZ
zrBzunXS3|NdROKX4ZSsFL|Rhn_P4MFILsmo?`JoXkfmd&qynKoQ|0#+Oi;z=Ds3y3
z2k<Hn!NI}dcfyB1{NV|_xBmMb?|8>=X7}v*R<GOrle>3peG&9}Ee|5ro|n*Rg)rM}
zK_|jBJb($W39Hc`ys}<}<<TBk(V2ju?hI5#q>dQ}VCt~bu&;U!=}2X;yeJLfLO$jc
z8?$5!C^c+011OA#RtslpnB`+$wv8|vm<uTOB+uhx$bE$q1}_5M?*ngBv0pwGdBJPq
z&8;8d2G_$9$C4yoK0g<9lj!g`^^p{O6TPhea4M`_LN-H_hJiF^TK#E|3D>fM%}pic
z)n$hM?a8;KrHkZe6syRH(P(Q!n5;m$nM%!$o6j!uo2dAavb0_Cb5(ULSysxHcp=lh
zqIBcwIe>YM`=<%M@2ATrX2g;W*mH1rG=VW?-@0qVh7CJ6e&;*49(~B6S9JI6`iuVL
z#1rGFAI_pW>?e5tRha5~I~i7BI}4F~M`3N?K~fKtx(&M1NVq+97nA;_I?A?(Hv?G;
z2a$#GK^7+H(wNn3p6;O1Ekb4@#cVq;R!TFTD6g-vLaKVt$}CQHb3DrgP37DN&yOKM
z|2Fe+))2)<PKW-V-FWW!&L_NS{CBQt{rkj{93(saUJxhA!6{yNRADh|U@wfpSVB$^
zMTMG~I|}{?uu8L_Wo0IIvjz%<1DGq8mG*sLD90S-flb!GYtB#RGs$cMk(q+cg<Mdq
znSw2yX8t<MJ(eZj*JM7>S}-GAse>wbQQ0zS4MfI&uFd(hMkUZoG18C`2L}g-hYai2
zuP4*$t)Cnp-`P4~Ea={Q&tL!g)?3$#P9J8_pF0~w)NBCS^%k@x)iXds4(gD2sA$7J
zgi!)RNdgtoR~A8~b{Rl1=bvR&s4U^~lC=$F(fVf3EPuYRa&B>4VWnqwDi4{|FfK08
z(alULbebUeNWOjWh=8f`RnS4#ckgA<g!gUSdnfy?)z9xAOOtqek>8hcc`9`sCFR={
zbfKiiEXqyM37L~9NK=Zj@V8>HsE<OJxu7K=Ik-W=X}iGee4m#>e%Te*=$GaETzipc
zX5Vb~S@!)}(#@V1&mmLC=Cd*qAMh~?I{`4t+A_3>X3i%s(zFJanTpo)1a8{~xB4=6
z#OvVjFyK||)}{As?>rUw@}a}g413GY8Mu9F7Vd5Dg866`X8S`hUui<G)_`u1K;-ve
zIr?x9pfsP9dTJX3GqV9s`nW~6S8;5S#+j>D2`E_G)c>V(8zkUTe98dv+Bg_t53FEI
z`I=Bzs<0LHm4Dh-B_|mm??S6Sf5@Ju_v#xz_1?SS?H^jQfmTb?ESPd0B~gR?iezR^
zgv?ThEDy<&y~98nKPi;eAOI9~ac-7gOw39stY`4xx&r34mZA9hX119}G0Qya&z!R~
z9gD1=H)np9nSmgC4>B?bnMWt*jBbw$y56%jBS{l@0eRPv+ynrnpJ2f^(<bMd?|BdE
z7jbZKcwm_2)6W`?x=&;s^z5P%TssVKG>VKH@s|5dFM@5|Hj-}&vr!j(KSI?z50yp&
zjkFCx(lu#5NMh6@m-_9p#EcDvm>65!KpGV+SjpsU&1NjOeHG3y&-T!r-39~!l!s4k
z=|f8yCH$(`9DvN@EOo$@OwrGq_#n}b?Rjmec4t^6;D4GX@t1MKB}=?ZPMuH=Z^FA3
zs%J_8=&9toZ@kP?h&0(S9qp|ChO+d>&kvRz(_CozYwNpI`wj#pfhaHX0Y7R2l>_@4
z(#k%^D%`BLvN<=KH*92PnGdt~U;#50V;h(?FWb*I$76QZVp@HvmR@!?1LA)ECi*|z
zK1`FkBVGrGhXL`HZLg?x<`1gOP4Lmq1gz~(z%i8=p0m6TPamzq<GlpdM$<4dyAztz
z+hMFd1<T?t)TmZ-EKMpcRjUe=NmrWM%Eh>m!Ld&-A`7q-!bUaA1&db4i&*6fu#<h=
zY$2cggVb&;UGteTBoa{lf+=k!K_737>No13zj_Yp{q9&42G6_xD<5mX62+2JyzhTM
zu#rEk2lG+vr+o>!{HXCqKwj2y!Qb6*i1nowO(I28hz`VKnJM-DAO{{7lfcY`*VENz
zJKknFwE%@QA~0miGP8J5jb?>5Aiqg0`Kp=Z;N-!42QA*sd{Wzrvu)G`Z;ruCLkWFO
zLiZQR1hlaUm?jgJ-?Q()&2P^3smg8+4vz}l@Qu$rrgh8aqk`F~p|CRtel(}lph!|U
z00I~a130n?u$A{<SFa5XyrG|19f1QnDk2!UHiQ@wC1@#^S2J#|N^Pp8v<+E=$O%~L
z@{tO%IK*WmmwwBPX(~OKL6#{|L>^CrK=U`}`B<Cc8LF|8Qk<ydCDU;vpvqOEDLTe)
z(wT+f<`AEaqE}9AzWYnKXB(CvmYzTEeKY~;prM5N``JIdG0|G$5V{Biv!>I6T3z77
z7yv7%z`a7sy)N>;9tF#0heC(~d6v~K6lb2YOuD5Rr6@nQuSM~=MU^ZD_BW)fXP||`
z8&p(X%7W09An!x<X2(?1pa<1H)WN~w0U(%(pX5co<zcT2RrGy^NvvA@dHo22Hj+_$
z1`dnn;SVb*oV>aLC#<N$0b(ASB2r`;A^j#)6ItE%3Fuy<`8{2nL}%-=2|AQiZ1MHr
zVvn}?dRTP)%E#qg5K!kL-Mxs^FU9U45exdx_)WU=P><t-hZ{r7$H&K)WK7AD^zl;6
zn;Pc}voQO_&d`W}wU<)n9GVr-5G6Bhc0rjH#U}B4yBPP1MGUQSQLpGCX-!6@W<HSO
z1i<9J<vn;!8c^XFc`Cr*quroTdB&J|gn5+aw=36Q&3`9bd28Uz&1=06PE?~fuH4TL
z<lx}&U?7oPZk?WbGITm)ULPm6Q4e^WqWKjG8LfUjx`)#~R1*mSPf-5~@O%ap&eb?b
zR%V`pE~H@^>Pq9oVp%?}wTPK<!deGS8Av-g+94$`cC~OqE@gRyV5~sCh0%eT@r;4h
zP^RFKQcXB=^HimWGMp%QxaejL9>~r-G+I$@sw4j7PgcO@ae#SPVpw{!1+p~@FG0nq
zXeTS$o%szQ^I__~vSl-F7QtuC(Rz1n{*`i}h+Uwni?0`3B>YxOHsQ<qS3>@I!af!V
zRptbo?OY`4!lQ(R3f%q{#otTKf{of`gU1DP4rbrNucj8&sR&r#4^l_G4h|0??m6y=
z)qb~oFz<CMERI1Y=m$lTO`}wm$CYHVMS}A19<JcvQA0HxkTR6$_CY_X6uR%NB{v0g
z4=aIU`;JPhNC#DId1!%bo!rZqIVe^NOJRNP^(xn<&#Uv9bD}btDFs@g>cuZC`!Q72
z(mMn0+SP<5h$Tn7?|a|-@b~v{uE$a+TnOe#PPBG?>59=1Hu`yhC`+yS^19w8AWF~V
zO550_u<fGj9>BtiWScFlH1o71$+Pz@xk6?&$|IP|?`QsCk&|r}*r0wBkrQ(v(m5kv
z0d|%GmUQzUPER_}KhyOB;fUA4;UPq2dgkCTjt^k{$fH(&G_{R{w*0Azxk$bV5^<t#
zY!7@dfQskoGOxICpe$L`96@*87GPa+IeFSKrbwou5D+>z#z~WAB(pxe9LlP=IFRMS
zM2{TYjMRF`YSha@^HpgVBLc`Zm+CAQhTqli_Hlv{J-+Hy9PvI9pq6u!y(mH}N}H?x
zj^*i;4g3Mf{hb-?luIu3<L=ETv6m^GxiV!=M)E$^Ew&6qF&F)^rE>w3s$)MB^2%1`
z1r(L39Q<yD&&+)^w(E#pucplfpNq(?1Rx730{LV9zWEGgUf>hFR&xy!92_1(B=fU}
zcuBMp)h?rE2}Hd8l)ACeb82v(D5o0T&y-r3AS*}xR8@u2B_btmBb4%0C3Q&w3m8zg
zqVRf==VD+8%qITDac1CU_F9$}p=vSbQ6tg{2TQi1&^*RW_?1--zcaNFr1iYlM?Y^`
zoo(=AuNr?t9hMlDq>s1CD^xFI-eYXc&XDx9ECm~_Ckrz$^|t!YM&9PfQn{-#j|?7E
z#{i4CZ40C(2iLKI*9#y^52Yw*d+|a(Pb{umK)A)vk;P-nGAWw(@<6V9TOwTsxk<?u
z(V%zjywoaMkhwqCTCNl^<NK6~hm)b5NuNR{9UL4UD#V?+HI+CSmT?3rrPomH0=h>N
zO1DWBxq5g5`rHHV;ay7$(<DpxG8a~qh`q#VNUcPT3I;>C>K&OYSglNHR7guDAtAGR
z0hDS9*bgea)RD?XtE3^@tW=;GScq(SVXPyI94C`A`Lppmp~*cIF$j-6YuXDo;#Nzl
zSMQP}UcVK@vM;vzOdcHI1>&ojoy;PVh575!g+jd_Q?3<Uu~Shg(k^=<_xhRnTjhYJ
z(i1uOe6I)D%ewNc(XO-c3$l1@neS5GcYt*5V`0&zoD{NXXpmVSO{yQGZZF0Bwj?CW
zQlf0{O&z2`;r|?ee-1S?aRpM|u}n-j#p~ek5F+TbS9(#@01=_0MFVq6W>*px6!NH>
z9oWbUUxiSCx-V0yRj`g<mf38+s0}pVF=P3Hg^INRV}DZzvGaabGJP4IHEBw^L)>B{
ztV1|ifz-=m9?Mm*Eh?RA`KuLpf}h_9j(+SQik~_X1WT?l%aSDC<&`L&h3XxCTRh!U
z#7kd<<#uy*A$ckaPS+Y{YL-R0<67*AQsi<GIu9+c<g#EhxyWmIAMY==Z)y8Q6t>hC
zxg6x}eFaxsO|UJ5;2JbQf)5UZL(t$JYzB9CcZcBaFhFn}++7n~g9Zq0VSo_a;m-Ho
zuefX7^9#=DQ(aZPd)MC1K9nPkA~-{XZW^}{-*_z<s#(5k2XSzR*~09gvgut~xno@4
zX39Z8MP-I}F(rGdCeX{VQ;rtyH~+7%uO?acUXayd!w2qn(ww`}8Jg(A)Y+@2kO`q`
z<@D+X9TduQ`pTOFD7LHG%EKs;ln}pKDbdJs+1~!YBU~46HUFyQxiqw-h16gh(^mK#
zjPT||XJl7<JaXg6Y8GlG4$DgfTcV;e>8S|E45IgSDf|=@Ml$HmarmoTRQfFwNQ!2d
z6;5pd446cDSFJu8-jz9@aI-|wFx4Y|AQ{ggSEJ#Y3U#Qa<NR&R5@gTQQkz=cB`L2A
zHyaI|TeLL)$W}I=e5IVMEEP66x}=me<yPs~`+G*wOPHIUJ-b?pE92=)aM#CkK>=Z@
zc9-uFsxKD|9&&TRMZWVq!!AnJi!7KfB;g2H0h<c-?8Ss!sifv6B3$I}o0g@&zb8b~
z?qPdNc)BpOVexQT8c^kKXt9^F_K?_wWXZtJZDSmrpB|w|W6Z<3D?#@Gp*fUF`)QYA
zNITmBad+P({j8feY2kf6jA=Ip50*G{j=Kv9?7otnbMdEd8Li;s?9ccb)Pjtta~nB#
zbK5ZW49P|v^LE<P_cu`B<PyRT)Fl2$t<+~wXjhVQ!M~O|Zscssdb?}u$3Fp`tAOxL
z>yORBZ5Ta*H`ouNKf=v<FbN(%zy~#1KD5(R%#=1J)6W$%gPUiyWq*7x#Q~H;UBXQ3
zoO0-Seqpv*GdGo3Y5`@st4CLCOF1e1NcYJySQlUCWq}X~1S5M+o^r0eVN&nF&w9x+
zsocRjy=0m;R^?q;ZVe7T0gZIWM23FSKX?FlnP_mOPz1^n%{h)195J!cU$~Q}UVY2H
zrx3qq2xnU#1%W=As2TPEYtt`YHv7a_sn&`V*t)6D?8J0bTZRrfoKaWI<WtvJFEH0n
zCQf*9RE0wZb2W1+TDq417(yOrCG&l)WR^!O#ISMT#g_Eoky9mXZ#<gG0s><DsJlO|
zJs|Btxl7JXTxFUY3($RBeaf_%v$y6PAsRBXkR4;2OsX>N5#u&XP^)L15i{Y^8i1Jd
z?KzB8PTFc!{QTS}o=q1>UIaMYHAvZS-SFCpKGN^%soI_(<>FFZW7HMqez(g9T*?B6
zqtop$SBnBWO}N_~REg({>XRfjIrK7#@4MJIysMw|FNXYA20S7@-+EH`aK=fz;nG10
z<M`wPC-?*-$5Wp~pAY(tj|{rw$x`UblpGfZkx=ag&~4md5YrQE!8@p=LQYI3jMcPi
z=b|jZ(YWOdB5s(2b0wQBCWnAuo4Z!^W!}AcET*|cD-REwfN7xMid&BZA34Hk8Jf(1
z<s+#&GUVHgvAkZF!Iy4bJhw|v=C_hl#{>A^Q$XEm6OS{Sojp^`PYJ=XNMmyny)s__
zL;onBe`;JVmtL6J(g3iicVok%Pl_}~QisEsl|#-h%GuiAqXI2^6xbVmlTS}z;){B|
zBHrPLbR8Tc+I=&`O$0=SYlDa5zp?N!9O^t6gFNLPu{A6LTicX3Xp*W<$Hwt?)TMW7
z>M0V?j}}?zy(WX<#D2*Lh-X*gt-cYLLQ!ExC%tpbvAVdeJyO6Xvnfh)yix8LVhWF!
zNUDxfBzCj<fKtpaWjEphu8SodnIUUjgf%!+fj2)$Rk>@cogr?@HzrYip@8}D{<qv|
zw{h*H*hqzWX+4C97?P(-YxGtTSZzMW$L0jKsM~p5zQ_7Td1qD5Ue9x?W@$B`jIEww
z!}H9rc%UX^#>}*)be$ouNQ~y8HrHbm4$Z9Q0v7^|8lq&%%pG*tOjug?Vp$or@%TO~
zWW}nP(^u>~-rrPWBr&oB8i56bxhS2}aoK5~HSJ_d+1|#%2GlXsugHgY40d;q4UE&_
z-yJ16Ey#kOx2z}vB(e?LrNX36c&noxlcZC7;+!Iu?I7jzD>*y{+^VgT?0)LogXK@L
zcgz&ubQRd(V9XaMuRW`eNc`t*J(yMcJhvJRpGz@y5FMR|WgvyzE2Crw5Qci~cd|4L
z_7IErC)Q$|l}*LVGPfVCD%eY9{I)rvW2pJApC^jFLS$HJg!OoTGQD)A*qvRvh<W-C
zmz>U)fR3(_f2Fc0YY^^L7}chmvq6J&K}SwpogNO<&<&M|vhF!>sE%66o%`4IFwfM*
zY>@9kvJNFG0%aoQR-!>+(TS3yy?h5bJpWLrC#iO`p*@Di6li1@BY3=4;z;I-i}L6!
zLQs`1Qob*Jm|9H-U=cPNmwisuT)-bc6%%iio>9TpAQZ4b9XM%6eytTWzc<fP7B`hX
zBx0#>ef|KlE%*6yre*+}oww<sc)_7iTs!R`g!fC;JJ0hYVxkE&FF7)Rl~pu+9xr<H
z$e+kmN(k@7rG*tQWr^=8Ra0FD{8=zB<#epusRlmSB`HzcP1euyn{1+TTaf<>D5$0*
z7%B(}k-5I{-}@|yv^$bcqtyW-{A$r!$fGsn`Hm((sekKA9L|bLXXDmT>m*8(4srE6
zrxZz9t=Vxh+&B0=-sRr7u?i<X;oyGKF69F<n*gto+`nz7W%`WD=8eTJDsJpa6Qrkg
zY_o6&Ti9k=1g@#KWBxkyrD7!i69Zjh)EixFps<ZIgO;e1Ks8O|Hu4gQ03FO_w?2V+
zH(ltbR|?iCA)8{u5a~f3-~}wfo02Ihzit286CAo{6|aDsu7yE8Km1-=!dO9^d9!v>
zsa^d5BVEt5;kf!+7|5kirh;bsq~p{;&zg%W=Ki}ysgADJZ%^PzgJ)s&QICj|;t$g8
zGC^LsJ-Vu*^mtO8GpjCa8@J}0kv{}%sEK30pYq5(+{f`mZ_{mbfE39b>}e7pY_p2H
zpQj;vUim>c=e4HrDF2S|(|+>Wzb^kyt~1YRT;7`sBbn^2a=TAv3;y|dXh(<fLwdxY
z=3f>MS=Dm2lh&vixGLs`nrp6Z?AcTr^<~x>@9aIl80Q~Hi+d`~o(ohm=0<V?s)8hl
zg}s!N1^>8d_$y^4ZW!<#A^%LF-2m9x(qrMyoMb~BpW3%CwHAc`dYzj_MN_3U<=bY#
zXtn`OEPK8BRrKh-C|O3sU!{2o?{%cDH}EZ=-)N^^_uDc08*)N_QAA<~wo(s02@Gas
z#IO7s7Fyxr9wuQ?2AREla|`bpUCGe2ZJaWD*O9HI!6RVE+KUrbpeS~wUV$6{>V3{1
zcV6~%hC^c7cszDpT_Iwz%wE`3D;%UGla0Su{RSQq?WJ5?uqOTnG{xi~iq~;Jl8=V!
zf<=GtOs^DAzNv~y;#<|t7$Hyp0vhGEjL5RVn~$u2H{-d7`1~BV#({Y$Rmw8^l<Q3Q
z+%Nm)z-#L&XzboQvw8>6{m^W-8pz>i&@}f7=I+nWFNE!b231qPCcc$oYw!mJ=<iYA
zl;-tFTU0&$uon*o%LF0~s4B7lX7{TrNhmDwEoHQ)oxmh)wTfl3s4`sSqq#hVMu*vc
zE3H~pJ-;%I9^I*VTkjo@X<?etaUN5Rs=Lp1x(TMYg7s7pISrjPcPzh-{kcj~q;+-n
z&f1Ev={5jW2}!+I*nW4eie{51Zia2i7rBh1@d;ymJ}YKkT$<G#<X+}FB|4bxGmu>j
zNQ(eaV<KuiXe$h?&eTJRKQAVfNt3nMgPkpV`Pfh_G<D}5vZq4fiVpP5kaxRp!<5eM
z^qv|qlQC<3OByUIJe|m56^{*F_4`ftcW)~gN->ON8M@K^RLr3Y<>-2gG5h0OIiy_0
z5z4b6+H`UXB3OApXrNx4L;AW#s*R2R1nZ12Ac<Nt#0Axsi@uTt5{E2yMQk!G$3ik(
znp_H%-#NL_O)$UGE18fID3!Vui>TOcvTvN3Ajowxy%q1|tndsHd08&+N|1tYdji{<
zpKCgR--A`xZ@a0C_1kE*h7L*j=WUhaZJ$zx&~VJqHD)~A-q^%|ShE6;#bw37qD#4>
zrxjY>x~p{pafB^Z_;~i>q4d8R#!v<={mci9^iexfa%T89`?LGUexDS=z!0LHMzT1z
z%4w-EI0p>9?$dQev_Q?17hCXAwo0_4TpKI(I5@ej7iwP0_{*DyC#xAz3Rxnp@q@iZ
zniU0yMSOj|R;eD(S;lfm?`(BS_)dcbpF@kuoiU*=g)@K{ytw))C3}Q5hUW64-Db`C
zD?69CHdb|g@Obj@X8Js>E`hU*2D&w3^60piUYFNzg#XeVd4`e8(3d{l4!AxG?dNpa
z5U?&H8JKaRQfkG(FbbvhMLYe2z!qkPdeuT0aUsd#O4LFrZvjNw0cqcumD@c%e`2t6
z?mj&(2<CQuIe1S9ZaybJK9e+`OwZ4Jq?VFUTJ&9C`$9%(<Vx@gQ0WfaR&ZCOH6}>_
zA&?bL1Hq(D>hDvVPN9<0)XuGp1O!J_w{1sKX+^cqxF|((h8(ITg9V?V`_eO?ulX`~
zG#J4ah>S*+o_(f^Of8AL4CO0t7BacvS1DI^g<NYGKgNg&-)=J}LULrE$z5jSn>)^_
ztEQ#Q4K1_(r8meyvRrQB#q7Tqe{S6y@mP5ry1Ua6`ETq0>K`6KCMWGdwvA`1;Q5R~
zr2Lt$eEDi@aj-wjh6w@v^B6WvD-BtZ2>NTKaC~}2LoosY@=2Fc5*W>zR8I{XxFryZ
zgUsU}h%A0gfUvu$TVkdz@i-(pO)FY^*hS~bF#3Xc_g!`nTLha!9AW_ZUjb2YBK79W
zT(Rea&1*{8X1+Cafo3=7hnQ|~&~UIY%>sQ=wxlHPm;j2(pD3e6kd8LjTx{M&vXMae
z6Kr0(7lJ)NO9{O$Uj4I;tQdl~NYfMr6Hc4y&dk14gF{C}Bo!>@J@3Ve5;3oL;+)BC
zv1N|`_0auX`?D3))JJVDhgpJ~)S{Tydtr4vhK66;h>x~tmdTEGy1ZDagE->Rt9p<(
zds`45sXhGYM$6i}$9)!f5dUAFTVLE~>a78^c9bWh<&vN*rz0SgHbOHZ!NRv}w2#up
zR$NHcViO$EBIE3ji)n@}2~;SVH++QqBQV70w<@(tzbVVZ9t&npIDd|!kbcS2{JC^i
zRpTr5@<s(j!1CplRBQYL2wCD=lTrwX33ox_E8aUU+^Sg|2~u9zW&|<oCvI+&d@92$
zf~b9#`<9yQ?)TAJe3B^OY4AsrnFB(#O~a>Ro9n9YsKS+CiZ%^y!3-YgPrMA@&8#XP
zO@P9ImL2gO9VWdYx(-&5qu9>_Gqve?HU~2n1tRE|hR`>}QuPr@=@>1d>#XDT1x2S$
zNN|328H%r?{o%OakC3$hwol}*wYI*A+{j$Kk#|PeLESQ0<76uQyrCQP|3#A2zY>xj
zM{*}@qnw3o15mG=V|GQ9wi$W1c?9+`zD7sA4AbgXSqi7}!A9kRxm?9h728sK<^B~_
zhVinaxi`rBEEvqX+Q>C9=0nMxl>}E;`6+dFQ+14o6io%|i_$Tqgd=?ANhWp|RY;Be
z%_T$MSvNbY_zA%eMej98Vn=-GSep#XnACSgDjo$K0YguvR~z}22O3pq>jDDxWpUYo
zhoQd&NrjwSQ!R}tM@Nq;{VYC2B04K}FWVrX^yKEZJ!{PzZ%tjZjxMEaMXVOk_1`6m
zNm}i5?KmC)PUI91>r*jZO2(j%4YpEng8i}BU*qM4*o{x-ey07Saz}LjHSy_sz7_?J
zO~_)!BWVR0HD}*87MkEyJm6p5(pLmBwa7?6axoI-juvOuK$Z@6#u3$<e`JBPlv~EM
z>dZc=A*Ef=G}`pB+Jryd-TeA0`OT-q4YvD9)?3OWP~9@3cOkd#<|rFOGwr*6jd)lr
z+V=^+=qwA&M+$ay_-v8ldx!o-?7Tew6OUqQF*p;4dv7%kD)$!ngX3DM>1~a0Iy7~u
zn<af`KfJ<t-I0UAAjdZCR4ge4r1Y#dLOh4p0x;B3?LpGodo$leZEoSnr<j55<P<Vg
zrE1|N_aYTUnE_o(qPV^-4hqq&7znF-Q(1B2QLP|>l85S{zu6D`iSgjF)$;0Q&-j2N
z03Sy!vKBR2m-+PjPG|K)9zl!A)%8-6w}`&#y9d#dyIjKh+Lv*~X-)OM%E^GXBKxR`
zT_IF7K1E70fy@C8A_VRC2kNSeD}s>6WZK%rPA1n%ekzMtQFhxgI>x9tsJq&Vt}jKw
zTuobnp2L+o@NS7ayNUr$&B~|Q@alQ`=l5o1T>xLIEdfNk@{b_hiOg3ixmNZigzike
zM0qgDz(vrRNvp4;kLR|7*v$@tzHSA1V@Ma&W}L#FTtkRtX|pds7QKX`YN3dM$sSbp
zHLu;keB((xCpEl9gz2@0-ryU!oB>6N#bDMaWVKEa(WW9S+JEdv+}T2Md}IKVUZB5T
z4}O5%)5&hze}_lf7^DQTCJh6({@aJe;U4)OCNnx3uD)T=P_!FZCfN{E<GT*3>cMVm
zlDkz^mk>Vy>9agi@OdY?V<QpoG4Y!c68_rt5y8_j?tMzg`C2GnDy9ZzUUhPwOYplR
zm}}Bqww)1QQX+qa#DewbKEuAU{0FUi!22othP_K~RL<4hM~gSK<PlPb!S|!&b_|7`
z92)8FwE?-S1Hc93^5}(0vFdzc_q-~H55~udFdcJ@Rs`=#vN%rE`Q)$-b;wt0u~6Sl
zJ^|GRzd^DHCEU_#=gLuB)~WR*z{HqqOkN)SDlQY_=3vcdx)~3u^r?4q;7lg*X)SJr
z{X>B1fmCNS&2PLusYR>VD`c$jbA6F0{<ujgF=Y5&*~FBg0QU8nxg8_h*zMu1<Wx3T
zQyl*B#gbS4TP6RXh4itfNZhbesSK%D+vN$*Vs4V`_g7Yy)xk@NLM9EkR!9%c$-vZ?
z!EQXb9cU^$_<hMQa#t7h-3evz6_*w->H8G+@A4=~kdCD|0<kAuKMON?m6uzlAw}=w
zsyx1~ZorFM$<p(UcFnRKGH12|B6Eyo#a|9&aA7uqF10V03WIu5r<`=9Z~Cb66hN$o
z3wMo>(xm9Bxl&tOtU+yD2h4Qb##?4?sWf8yI=R4Fn3j{{BRpxEP4TOGry4(l)z>iQ
zzFj@PFWP#crNTXy^P{))a{Fh3CRHX$#1wbrvn9bVTzW+4QwqNwkjL6&y|2>G&r|gq
zu;430uq3kkZGE`&>kNsRnUIB@cB3xlkTJ58D;<5K7CO$oyP@8;KqK4oPcSq}m2xv)
z+)`Z4Hmo6!y*`$8!IIstHik6K7VMHBR$miwL-5t6$hgYn=PyabI>g>X^1<?Ks!EvP
zUS%`&U*x;zDEH$ezDTOtCBAdp(?+p}oJ97cjm^go=lB~p<Hb(oHgE;R^Ogx_5o_;v
zAhjvv*7k_mpOef`Qun`5Ue2|D@LNA2BPtf#WP<wjvJYV6=XR*MfGAs1{leR+pJ|iv
zHhSfF09eQ5s4hVOg^5G&uV4b{j3S7I4f&eb^7Q8>NCm6qedrhJA}SU-0~-DD5S;S{
z*t>I#ib#1~+{b0Do<CwQ+v_tO1pncLbpj9ZPTdl4V|gRE0B5uefz>!~cj8xj3AXf4
zI<PY2$piv~q<2j7`(bo?Tf6BU4Apy?Y;3CZdhdVHBh3>8+mj~&2Fo7KnA_)tnYno&
zV`@k06JogO?6(rI>9;mDIM2Ec>aI7GLf;Pz>VGuMK(g61Km2++ntb}9B@_Cx{oJpY
zJlvb-?4vaGAh%d%iDJp!W0N7vj=Tt?>57S&7eYiva@%%DzP)U*G{NkQ=}_(Pgr)FH
zu{F(bV4oEJ^9i3wJ=8QGT_gGB(b-)Ji~RKO*<(dkha)D3o8dBnQ-^zhM0wE*r+J%n
zY#EiXL-kTay>qr2pvMw;HMEPna$)vg!37m`{M}NSX}uK=xjo1ObS}_SsbvUX<Y9dI
z)Lw~km!!VTRL^#2KS_i(AJoR<I*PAGy!?hRRA9>SepS5QJ`I!@o|3$0cQYBHbdS4_
zQtVzBHf&gC$MrZl(tyiA5J)6dgZ^x(=*hC32#5uWnfdz@X9(QL4=D;9mq_~A9S^ic
zRE;eU+dfA(*pk4y<LM9Cp_}ia0t{Hr=+bd7;b_2BG)jWf&>kM3d0~1zhXPT4Ig+?a
zyBM<M3L%xo@LGko0YK5IoTL)NXe;Fhlp_MWL_NRUZqhuKix}OEhZ$<isDjogXZK$J
zD!lG^MRh!h8Bjz{m2`1<_ss`aVoB@gCQ&yc?2m@c!v|fHP(>#d+T2%NNyo<nxLR|j
z{xKVBWB`$D?_ZC$h>6TTm1^A{Aqui#$OYb=3BlPdUNmO;taVZRENJb!j>l#(0&9)y
z*v|<911veU{C`x(+bnneqYciaSoN!Zq`Jp@%rX{7A27K5{3>xCiq>g`+t5}7$_A-Q
zTuCjoLH(EHcRdl*wh5o>c-`GVRe>I!cL`m_l)<Qv9KBuxB&$}{L8myR<;Nv*IPXG{
z2b0qN>g5DaV(3Nv4$CdYL1!$(;XIb*J(6Xu!b-OsVy%7!6JG>3NxbJ1Ys(s7uQ^*H
z-Y($QYTX$uolxq2J5ip?%K!dQP}>|pb1gdQ>mpu?sg}o{!a_uJt{r9`n~DnrujfjD
zIz77O^$?S5;b)H^+X~`<rqz?c8-g<dGlu^PH1uEi>&uuykjH_IaKeu!Z{Uqj^*RW|
zNITF#wJjJWzdy3-@>!io45zcy_$OgCudPfmK=dP>u}&aEY%AAs*0;ZF$&8y?`zmq-
z1C#D=TfamOq9ZI84x@iP1Sh*6_d9bXV*$VZ{nNPq47W~jTRiaka^D}sK8BzC^_P|M
z6!Gg}wUyy*keJ^}$M;3|_jO~bph5Dfi_ye_Ioo!d1`DeYC8NN}gSxRnLX{E9%M_dU
z7iFk#%~HyWQ=KvoS(N|QC}T3`cq`1r6NH}&KXGu=lhBZ94;T(KTJL|jFLeR~rP0fD
zqUDV4dq|lL(80M8DRUp82yvjf7ggSllIdMHv6o>D{;%-*T#Ub%o_O!iLrF<|o3cD1
zV6s3)<oia7E-eOZ$?V87FW(G<bRs3)^2~Xfq5F7WY~7W#&6v3HpUjSO`7U-fh4A$(
z84X{^*<|BwnH!;MaM}iyAys-Kw;LfvAM97~zJ1<K7I5TYkITA!{qj6peoKnjZ`{`}
z@VYjW|1f#;!QXR6IB4+ieGEUz{cOC(pCM4x+E>vO$GC&UsC^;>xHKT-cu{6gewUn+
zBrmO0*7B)YVYX3X;f=LXeY^wn%RhVPAq0E98i|t@!*W+Q9Z#&`3n>Po_&SPsA6aj~
ztHE+p8bYP;Kx%lBOL6!Jd?GWvlO#f!sG6m$9NDz<Ie!$p`dj{t@gEAh*nU27Sew^%
z--=r<)Y{w1)q%=<sX^sjPasc{!ZQd^BNhUt<I!D3{fIM@RoEG9me?n)%U%k_)V+@m
zflt(UotEV1EDt?{&5(pd<!58`h(@VOC(@lV(;VM}1{hlOYzpQ+(w4G3(iV%IU}5(i
z|G*7ADJ#`2wdFi%65Ze$9wNvTyCk`$dfuGSJIT-_0*P4J(rOo48|DIh$NR`x#DL(&
zBEHZCx{#bGGZ~UP-3vzZ{dwisv!OB{i2)}TC0HVBR%&7QXmz9`1<0box=&vNAo;E;
z5W2h;4slehF7P}OqS<CnR}ANLZY90ILvM@elSIxYqKtsr^ywTMXh-gyeLNBrV8s^R
zuI4}eCnF<@&5{wsrqiobvWVhs@=>A=g&K1}3mZikj6P0WGpaPHE>tCT5V0uDqCoo5
znBjSUYr64%1&wGHLwmfahHW!al;I`|+79rqosQntCfw2n4Ky%*zSv)+kJ40>nR?jo
z@!kKuZgR>0h<}8C<D=0u^l;58a@JkN_ZRlP%a=_6*8l@mL!667jRF$pxSNwSE^F#f
zp#v)LtsG_N|A}>H!A%g)*UR|ocwn)Jr=Rs}V1Trg&t@&ktc77dztq1=pT8+{$<|Cs
z^0(m~sFYr#@8M2g7r)Hfp|S`)K!J1+@PoWMf+XO3@i>Snju*i5{jTo~@a3PZ!7?>m
z&^p`~i$9j=`zxJycA5OeA@tvmxM>g`XXl(MNcALUZx4yjv3XJp5I5u1?=fue<|~r0
zuQmzk!;JaM_KjEV;s#dZny?H3=qFnJz61w&M{J1A)D@9cRH9ja62^ef`ZKRo1WuDz
zIqARVoul1wo-mXhd?4qOJIn5>^VKAKOPLS(OVMP<d|}l|;Xa4qu7P_n`}9GrikZf!
zQ?(^ks+=6crvp_)neUDJ9hdtPfUrkTa>0<go+<C(OPn`dKXKqx3M%lwskls?d{mG8
zWmPiazRq-=s~cLm>y}PzUT1fJzOIrv`BNY25h5FQeDueHZe6qAxS83wnn<!{PDqO<
z1vlU?8-qO(ykiAKV(;#5iyJ-~fBJOm$;o-CwOC0yTuvYCae$CQkzmn|#v{TIFt49i
zStP2{<I53^slL2Wdal4^z<%L7Zrf%mE&5TYh}CH@ts;%}@_`E~bPS>0l^HZ+{-Kau
zqoww45`-})IT*ggn4KkSF3j`9a&_Eml?@K^TpbbHhzP)YbO&9U-W~970yiHX#5%1S
zg&wN#d?Slmb~%{k%d**1&m<#p?Hbj68o7>_%sOT*yEu#8W4T2wVGN3HCdW1fYI6^;
z$)|c%U%uI9!_%2dwycd|m=%pqUdz2%jJ62#a|MORsihIo(C5AcE4k(JrN9ql^ij6W
z+5L^a9}@X?&JhIjANPdvn~31~B7?5C!$#v_{7~47uNtK<x~Cv^XU97cV-DgXW#N*9
ztA)(#H|%fkUpHy3d%OugZfBx1Zk-T(IXI^it_nTeF6%4|8SyCR_WMAjqnt1Ql^CC0
z&^6?dsMOV`6s1};tZd%`FP=@Mi<VaFT2C@4w)Ibb?v=`GGo9b5DBg)zOk31#;6=He
zEzzsn+HDDNo%?V=X*058^y_`^?0{x;umBM>k#7G8R-~!Vwwh?7SX((k+RUbls+tUe
z_%rEzwBDut3H9ht#N226%;tWn8tyNol9O7K!b^bU!NS<MzZ6r<fYr=62)JyFe9@;f
z%r)kdM5N_KEN-#3qm_HLtT4D=y1P4nJdyspRo}M_y_~M{I_rLxHuSrZbUmz<>^?$A
zQ@w8tB$2|+Y_6MU)c8g=29~dqf)vM^sVz<D?J1KiM3oByvtkf)EutxP{b%!5kw>t$
z74W$zm<+B?i-4ILR7Bw45~VpfsdEOR%j6&LW%>*sv;L8L<u!+qQwjh7RhVFZzIeJc
zy4MoBDQREcy+{<!t>rXZz1F5C9nqH)l#@T4%6>~H?Mq=6aS~>OTLKhNPVz<El_-N0
z<SE0#b07eg7qgC502jE-RvMb8-kGPqN5f6)H=f42AXw_?lAwqP(mismpt<LBwh0do
z%Nev53Eh@)_jx~9C4;-#Y4fBUwD8~l2tYYBa#!>JS2@$;^9@)RX=?$x+t^J)7`v%j
zsEt8K<i2rsL}fj_-51^an&o0vI1%^Y=?Bdr)$sV+EWe@wpa>@|55DY<WM?uG<FJt^
zyf}IT)z@?=)aXQ<eIM@bPWt1!nU_pWVNh@~5#^&3#b04NfB$^oQj-yjVQgZ+{@n17
zAF~=eJkOI?tbRN048a|FxR-zC&VEz`s$I(na4*DX|CG!b?Pja3<SecF0z<PX4OY(T
zWtG>dwTeW5nNF{FcZ_|))Eaf&zL@ow9{s)dZf*3y{%2}<l7@=GH%N78#cZ>N<d6^{
zowebYg7C6^UBCm^?fgv8jRAuZE*x5ZWbG9eH54h~Z{kZk!c47P@f!Gjf;iw$es@Cn
z@9&3EMs<4Y@m@R|d)RloCLZqlG+jw&upUI7jmy3p9a&K=T4Dd1_gHvF_aF;aJdsr=
zEwl9%P3^Q*hRU&M&Y_iNh3uuHT61L0=3iB+=yj#dFO{vRw%{56gP1}l;QetllYmv@
z)HA93@yyVN&S?6rEcP$r9;y}_Q{U6{=f62R-1Vp;k9&aJ9YY%s)qSFRD}`FN>QvG4
z8cQZ>eEHPo^+%}G)429w4|1KNhI`Obkzxf9K9tdiJRL!K0z`-ec5Lxdu3_E)<;T{!
z8brXyC4u@c+vk!G+?P&aD@V&HemB+s4$G(=+Qg*-w&X)IEEOW-K+JS)0kP)UEnNFF
ziLz=?;*w}R&Lv^)44)GFWcx~YKq&_2)!{{bs40o^gk1Zx45n|*LA<H=9TJ28RVul$
z7~CBMF)q>Rip6d))oSgCf#G2L4+JN&qZjow@AE}E9<|#|w10AIN}5d&Fx!YxK=D2l
z(S1ywkz`p_ZA#(v!jx-n=f{LQGafLBJ*xmsv3D}7LZrJs+TR9U?I^<9wbmD(Os+K^
z<E!Q3S54{3rRVAU!d$^y+QZ!c)YSw|+Nj>#(3iiq@eAFSk4;Xx(im-=6~DH9#q|A_
z(hKDVmR3rt^dvMEiSxP9POPbx*&Y+mBWfbb0aXoB&9ybyo~_Txm6K`;*_x(cVva%M
zOTcQQ*Qw{$moD0ko~_?*PWE3$$4DmK?>{vec>eK6C2JDda_A;LOm;T&k0Vg-M&~M$
z%Tn)vf{n}kEefOBUn(79k-Da#Tk7UK^@GKe$3PaNICem#|CG7z4TOtLYZgZ;y~16K
zI!TiErxR$!oY!3JQ2g~w?1e8g=Xh%?X}6rx|BUR@x=(4Y(<|rMHSW3ZHx#Ef7FHMv
zD~vM&rZq=HYZ00;mzBS0ofe78v~%6gd@EN<31HTz`<(_p4p6gmpSLZ}L`gSlu-!Mx
zzgNkB0XoCIMS||ONb0l~V}ImN&qViS9iK}c67+qVHwz>oat6}uPh8P>d=^hBi?Ii9
z^};so2!Xpg->`{vfez#EX1HTZ;xWvjzrsDw6$mD!1NAV}KU3DufOYY~h0wR1HUYeH
zYTF8Gm^+5WDJM2>$5dEMo`C5qTZhxtCvdq5{<y@%N0rDwa@I3_R9R=jrE_PL`_j)A
z!Z5JZ0=hQ-<A(s-IA)g$-FAUf1_CbW97al@EzYK*4?u~kdbr_GR({LrIPzMr*!CL3
zsUlDwt!C}^T5cZ|NwymoZ}-pvuI<NMmwnnK_U-sF@krK`F+rz=1c~;|-y4mnpUx>%
zKJ=j!rCefbKiuHNcMD7FHS0_?9c@?5UR{o33r+iYJ^*DcgZn?wXJ!(H%)(5n?a*pX
zbI|qNy>He@rDn=&rB+d${~w2$=XdasgG>79KV`IGfvYZ}S-&Jo&tLB9q}1Y+=$}fi
znoBG=t73vZkf4$i+6*SHG$?Q<fo`@&*fYx5Z5c<+D=aMNX(XU1b@n?V{N3>nzj=Y{
zC1b2^SH~0u*Y~2=-{VB%cXX4Bvkl9e;7-ks4$LxW@E{v7y#lj~E6;hr(Q2|k53Eft
zw(N&fctkuz(qk2EBnmE^k$5%>>cjCiYh1fwlKRXx_`XNglw~=RV$UsSvajoC`$Lq0
z$E02GS*?L>ll};7^6rgwEzPP^dOLPK;(XChq)q28h&Z?y3En}d{ukYfOOx)QhcgWS
zP6Q5)Y2HyG#x^j9ZwF2$MSW6~Dwv$LQLwbO$riKQQEq~jx2ne_;Lz=0`xm?Oo-5=>
zSB$6nfLc>~fo0#RdKl1(?7FkPwq-Z{FO=aIHt=YmgPV>~4{G(g2JB9+tj}1F{A&(O
zq+C?lL#)KgmMf%{>-PxJG$HIJdY9@Z<*{07&Tkf>`C5!%`DRmoHswR{=&38t$E&hQ
zwGOx8c|Sez+g6UaI!v-1*m={dHRgYRNPzW|z)nC`Ff=1*4>JcR2Hz8e-@yAE77sv=
zbFI^r9Igo_38OfSljARyqN7e_JW}WL<2Sd@cyv`6G859y+VEKkYqv<nOmc-oI{)|l
gFJ1v{n!8s-^FLmir>iPO2=GT<`ioSpgmLKq0Imr0i~s-t

literal 0
HcmV?d00001

diff --git a/docs/build/html/_images/medfl_use.png b/docs/build/html/_images/medfl_use.png
new file mode 100644
index 0000000000000000000000000000000000000000..c212557711ce02f1b57800e49c69b632737e8496
GIT binary patch
literal 1136827
zcmbrmx9;oQ`X+YV7{&ktxORU4yO=+iDV8F|oO5Uf%sFS4uI$V41-bGS_zt|dzweA^
zJaA!nZ%IFCiCp9gZ+hP6)&FW}{J;Nq|HHrg$3On@??vHf{o^11&Ho0T|L1@A--4F^
z<A3>||M!3V_t!r*HrV>BsJr|h|3sO;-u)ASs&U=^iT?hHAn`Q)TUN*A68G!B4fzI|
z!1r;P4}Tw^j!)fn@jnp`|2GJH^*;tM{7;ky@05DjFYx#J5dV?D{wMJ6J562g=ZRc{
zemEQ@{|zPHQ)IzWm46}(c;D4+4*u|Y+K%rjOtp+XXyITC`8VkO4;t;bh?n|5>*Bqq
zBVX2f9R9j(g!(u5-{8M)c1`0h|Eu}$mSkMAeEF*h^oRTtW&a6%K_Bk}W&R#7_%Oua
z+JEN307L!{f1h4wf3;b~e>|b}tndG@f3)0n=9=sNpS}I7&;H_<c&gMf%fT^FcKy`_
zg?|3J$?X2C0msO{8p`Egm-+juZ-ZSw{~F1k`$nL0ud{sp>)gK&+{Urn>gm61Ovho!
z)4$j3?*rpy8PEUnuwv}~9^Bu@OkmvqMelEe{a?-K+v?ZZR{eGC2l;yxZ@ZA!W%aKs
z!vyu$`1<%?2md{iwTiRx{OkPxYEk~0#(z!bGLE3X|7^|v^RNGPP=7Ib_s;dd=JD_A
zfNk^t{oMaF8_R#%`2T;p1N-&evQzwjclY-d*6se+W(5;6y>nmpf7XBo8+@z5%qww{
zcgDEZ+h5x~8Mkfhfy{O97j&Gq<udL=#*E$gZt^TI;=KbC_MdwAc6Ip*$~I1*HD0H`
zc1BTOIaq!A&jr8#Y6TMUSIgT~yv6@Szkl5k!c9X7q_*~G-8vzeFUK$Vr`c}Bx+Qp*
zVc><onQsXG(()_^HF)!70$TI~6}(#=@S?CM`|YRmJ?Q%lG~0s2@3LYkVZII4V7f33
z&bpfO_=KkW{W|o=b}iZyN}3cP@OlM#0hSd-*K0+Q!=BUKN53mVx3>_|`kc5DbBY!?
zg!v(1ywE?HVcQO(PZJD)=GouQ2E9k9j-b)~)tJ8!+37;^rcBSsjLN79>}L)f3LbEu
z^^^|vNaVG|5rOuPq3jRX4qUQF19?!e`(@5m`G0%XXUcu6(C5n39R%YR!I_oyY{Rr0
zUWx`D+AM=*vrIxIOOX7$lx)5+6xNuc%bZ)YEB>9X-D7ky6vOXW1w!J^IU{~nHx)6T
zuEIbNPfI?k)TK`$9S(TU#!hV(y9|*F-34*4W1&;QXc(!58veszS&cEi4wN7*W2g8V
z^zb98jrACD(Xeu%n0skC)41dM%(fotmMMa-oK*zXUCia>P2KTZvIxhO(|m{i8>SFj
z{4@Vnr<8yp+GxVz7cNfGC%>a5g`u(kh3JVI>Vksrd6je)20Gzc*%$L+Tjsd?&c%Kf
zqKiF^In?FdqEw=lG@CoSf4&XIk}J63p&c`Ex<-%qx-%5wcdn#9@w+L6lqE)s@?_(U
zh?hRO5iCIy2-42nV1d54?CUbTYPGQo&-|H%Bp=e^2;t2aw-)rQl~_}KtV`!-Zm@&R
zuLoq%$twLSL;BT3=1Xn#gO-viPMRCmR-r+Lh^bcL)=>71&8@!e0d$07Z2CaFj@xXJ
zPmE%4PY=dSE5;TGTBeckHng9DEEIbI?L#vd4co}bnC!%k=#2AwcheV(c}9XiN^SZg
zg;Rvq!XF~t4+x%gax(OB*)j_1!A_@%PYbIHG6D<CLFp*P+CW#IN$W*S{$7ljZX7Q8
zGPkDI_uT1n%ADith`YHf6aP)^fJnia+}?R&C`<BLf7Bn408V-BE>VkuE2x7ZrJcAd
zY3ya;=8>OH09Vc+!-8b+CfJ$n5JF=HmM1GbEPMBbFhqat3-N2>yPfn@TC8Lb6A!=5
z#^EZXZIG!?jn51jp1F{7m`x{J{caz=CX2pg-A#2L7*K@vn3{VS&J=+2z!A3Br`5)5
z0hl;T`5CNjCvrT0`|@|yuqyE~!W$!<$0JY{w90V0W-p(a-#RM<4dBV)v+-M0tH!tX
z<`a}0AmDn?5Y1oJ2P^?QgHPO5plrU7?>FES-w$xyWRPtj1qn3<b#Q*j?R1-h;6%Yd
zo%-FSpRJ8%d;L5aownAdn{#%+xn9-VeW6r#UDcc&^>!-TK0Z_-)7?MQhS?T5p+?RY
z)dNTGGMnaKI!Hz^%bYCDwQmZy>+ox}1^hVttijd5O=Sf<8b<7}SSA$1vJ>S_hCElL
zDP7fB!C(Vfy3Z>(n{OqWF!%}BqTHR^$Sa3)$<HyoLT<d{;G<nyw<=yPQzYp{ir+^r
zyRY{I3LdOKQ@QBhsy!mQo1cKzZ?yYS(0!@9smrMf4fW7)_(y3;<_9xn7~EUgDf3ba
zv}Jz1;%9fKHqWr^D>&RSC~-jEt4R5SW>S`?zMSy)otN*OhZXqlWWfvJVBU(Nfj~&_
zy*n$K;VM!Ds5V(joaG<B6`Zsl6GmW*TPo$rX>YO?U6JTGJd?g%q_B3wWi;ba8Y~yP
zOSDrr^}rZ*cj+l#c`<4ID1c8&d&;NQzyjgTa`AIeTNw?tK51F@9juI_LacAAA`zL^
z*GsX?8?V<+M9Uie;2Y696em4@@G=;<KHQ~mi}uP;c<##gq+c!V<sY@z25>M!AXx@n
z0s4H!kM7Y76~LNuhUQKgVuzmwG8el`$b?l8)M#z}RTnqbFm)!Mde>;8r-{!|oAa#J
z-LGy1u#3PTIH#vHD@<Rl=9W?SLBYJy6>JSyg$DF@YZrE@YC08Xxv9*m$9`q4s{7Aw
zOm_Tmp{|_~;tVN&3=`P29QRSGkCr;|oe}REeWD*jo2ybk{YCB(ynBe(yG6>qgC?ir
zcxUoMM00wp+aPY+2aZ|QzkVVj@60$#1%m%dqOPS<g6&CyBVqP#+B&2z4Sczt(aKNM
z*(+YTlR%%_b*?oHeQ*4?y5`AE{$z)zXb_)Md$#+#GLRX~r0^AIafv>J&cSp?j#cQL
zQZZM-hsF!-5{sfva-}v((dRB#m1nfv6g~M$`Fec3dD($X(1?^RcfX?*TxS|SggP8Z
z;P%<XtRh9YCmKSa)k#N7?qGT!Id{jVu}P3n8mC|~DQk9ajfPW;=$Tjv1=@!-R=Km~
z-GARKSS}E2(U7XHm7}hCI}-}p?Nz~a96Lwskam~of)D|WycO`|D~`x1-pd&RmxEL6
zt%SYYkSFv!o%G!|VHmysN6uD%$xX=w4)?hO{qTdM5D5K^*OuIkt;fL|E^jpV_o$<-
zGZR;<8Ahx?wE~sDJnC5;CGzf?K8Q19Q^8Ge>~{@hJMKm%wnoc#NQ31;GkDVd`B_EB
z^rL8cPf8cyu9lgXvR(tM-}kUl_Oam49+rd>nnc2D+3l5Hic_yL9X_GLuImH*jhdR2
zgALxs2lT`Z5{W)e?1N4T+6KnZ2uWZ@W1lzAG%Z-HtO*w1?$@m1w-0o8J15E1vn$aa
zIL7F&!DuWdy%Af1jXtzLHOAItT3gg1^FN!AnTmHkxyL{IJX}33h&f+ZC`m2wpxB_>
zizpS$6H9$5=iXe#qiDpb6A$3P(cI{5{$)w{fru0YtbY1s(-yVa9$m3K_>SfYY%AmC
z-`3bvFf2MUK$m1Pg13E4kto#(1;xK+-Ut_&0}di%i*W#EYkQCmK?Vd*5tJTcsYS<n
zxzgB`_~pJDy%+Iz!BZ?(y{S*Hik5Y-y#rXMQ=q|V{N~(-qlDG*RS)PEt|o`r^q1XD
z<v6PSJ!MxTj&KEQbJ&JvAHx+jH(@LYtF{5h>uhG(7yo-Qv6d>jqz0~1%?q7P0{t|r
zqD$22qeXlO<kA)Hhh~6k1Lv8e@LK$c_U93%U{ueJ2+cp?v_D!#-N<c~G0W(BQHj%n
zLDHGtNm$;3z_Uh&b6G8)^6FF&%*=u76LR^JIdw99SNphH&fKZ(8NFV4Q+oqfmNQ;|
zwtYPit?*wdIQ2UdZ(rm!_gH7+q4h^gvt)2z^g+e>p5W^IZcm_li9n=<MyrW0iTY_N
zM1ds;STE%taOlyK#UW1tb?Wc3ygmDV&Omy8Ht)X3TIv9Q8d1p~-=o4=Ma_8_g%G0{
zrFCno_3g>J@jF4(a^}yeZ3K4pz^QZ_mbx{&p-pSgqV>jas%4dYq77dFpb_-N^Zd5p
z5EmMS*t>sJDg$Q)yV^*{M9lI?FKHLCj-j+lfoQW)XvpisxBUmWr&*z$ivT2oMs?W+
zikK$DwSPmU5Ij8!`m@b`*WzEucKN#MY~;H^ASXic?Sr0k7$gL_E;=D+z`AgZ<gPbo
zJ?8lZ=8zt1FXaNrMZ3o$8KyK!dv5@uLq|<VBdN2sGWftLT|nlV+{mBbw{YeD712Qg
z0gnDG@uL`8#=R0wCfc%VqK1S-U5%-QGU#V>i`Q04x)e_hST?#2=pqnRWs&b!a$aN5
z98)G21DiXP#T=(Bm2Pr>c5vFGbEz<A#M8d9-&5pqksQkhL|z}>JGfW?DhNssI62^g
zMEo~O874FiGMJ-20My#d8pTpk6e{TJ-n+W^wCBzu9(r@{P*EyDo13;86ax2*4(D#^
zdT&X~kMJqKpEz8N<d+$2F|ClTgwNMgAQ(!eRL-eT_Ap$$y2%;X%0w+*ns=+z)7HHB
zeGg1*W-&)d#rT5x07B=2IvyPfi~ygJdoh8NPM=j`sz$x4Hu2=UOi|7OK(p+0pu^JS
zP19O+-cB>ET|;kyZY*+ZK9zQCE8AtO$ONi`8V@;MJL_xR`JJYnS)Tm03-JWwbTSJN
z5npN$;ZZ9JD8CL!Az%!U2Fe8L-x@Wxmyo7omFp`Kw{-7!M?mZz5?>D71}@t4<sqND
zx_64V3QUeLk}?4Vg#Znr`wN-CJszu&D<651gq_4-t3b~irkEJH{1t3-=&}K)lN!+M
zH7=wNk@mA2!*~vL+_W@9(A(Rg<waR1O1|!LQOiTSv(~pcx~ORFF4%$`(biUsyOJm1
zJF;j7!?X(Fj&=rhK)_$i!-lUU%f3&v<zm~9EVhW3S_|3E?RttFJ1lHBN*`hslY{?$
zWOMQla1n6Qm%`U@F)!j(LVc2u2=R70$x948tT1>@V;Bwrw)}p`K)qY`Q<6UU${~29
zWJ+!NaIl>LOREh1o@Iqf>t{?ynT9uTUZ$vwY|RAj5LvlhC?&S1%xW5<t2u?@Jby79
z7u{h>@BAre(ESOX`T4pFn6O2T%}P~^flGNT=hu@hHNXM+S^FqyaA-aIuMsfb%c&>;
zQqGI}_<|Z2IGZizCwvMyCwUY#e2NIPoJy`_ITpxsZ~$R6sX~>XU_5>d@XcSh7d&u%
z(Wn?XdPLSFJe4q*snEQvkfbw(&~L}?8^20Q$8}m|V{HAVeTZ>MCsr<K_I?OPy~dH(
zmm<J5<u>A^yStbcD+)VSPOH~<-ar??iPqn60CkY*J5!OE&OnKCXZNU;YW1j++^_GO
z6V+4jy47J%AP!I3#-xhpI`~HGsoxh_njmjJnS;#3t*KQ1pH@vkKHQjU$LnOj`-}(*
zZFr-iY=oepTbjq8z@5^9)VRgPP#On($kn|qu@zVzlIzUJ$@$h8Etr9aF!(ot?;|!o
zgrp}_F9n+hu!v}7?yva{ef~+P?9FHFOCwT(>!8vBzq-qk<i#5yFEUziFLVIArQo;R
z4+?(v&lGQ{|IP}c;xerMdZq3lO4z=9?2wF@v;pV<JjfiSh~K-}SIq~8jQr^<wzya#
z{2Z7?h6I@NVKYQ6N|C`NFFv2iUf=W`*k(1&>cO+~y`8*IH&gi4!mlTom+_JJxuWi9
z%2%qfJ0!6DG~N&g((zpGPmXc4NuFJ>4JRt*=7KyDh`Tbs$QAaFWt-^J3GGK?)Au%u
zc@Lu?r)CJ4*;fZB8%*MG#RIqK7e;VdEFZ5b|5#lr_Ph+U&;um~9UYMDHFP&BTUzYO
znwvxX#AMWd%ip?IrPeE*A2xK*VGk8@v+48!@Iu-@@yx49emki%9wqSvNRlP8<iqOy
zbTO`ulJ|;2sYo<y4UB{=9^*~koB?sn{057|tL+^cQx-udWz?2s_A=vlzL{?g?NF{|
zk@BF!F@sG@7qH8|K17bWu;#66&ORp-ENElxIaElogHTxG3)N&^*blbfx$GLxLt<hz
zft3elk_I9avzOCeGE%5FwtRo0F+JdVmQp@YhwM)!lJ3!m`Mu&vQ#c@?rqw7J8v5CL
zND!Cx_kEH{Mf|FZxU71Om*jBIja&Uxg4|3}T8Fc_hILESkIPBc@vq1RHm3-`f8F)>
z$@IZ-e=?G(P%y{W-a0J^1J>|22jy=JChqaw)MF@4>akI7ndmCDGMsFz?hM;TbRtTC
zmg1VeJEXq8yOVn;_X+)Xt~uP8umK(->YYY07^vcryj(f;r~fuRHz0iNMBar=vsp`B
z31TpCoG{>GRcZwmQq#F*3$7hzu1CmoBn}W+8cS#K``6ri-a&^7U&|%2FK@UF0@S2g
zfYqCUC()RdQ_7LLe`GGqs@8_qzP>o9kImFmJQ`bWdD44R((IrUmU3%k!&7ivE(!zt
z&I>f5yOn}%^m$ihvxcq?;39sNDv}<O4{f@Z!l~c;+{$@kHzooTZeLqzY?`@54w?_*
zGtxW!mDw`PHyYwUD}^uc$srm55?`^PFQ9yfo%NE_XRa|p;9XD1JyX%#LBk{77`N%^
z)>d982{Q0px;do!%#~Xx68R$~$6)fPukzMGgx63I9Y%fnp@#!8hk4QyD4pUDdqQdN
z%lU=c#}AATkE`_{d~#<_<^0cfUfl`R7C&2rYPKU;TOHc5qG}hBT?A<}<;305V^OpW
zK~Se02ENy<bQEEV6|R<+S4#wM6XgIOkDj%}*$l8bL%RauDa}l-Er=H1J-j3-D(!|6
zh_=2g@xv2Cy(C-*mXs@h=zSt-+UHjjkx8{HPPOPrj8ug~(8$xS^;dK$AKRH;;jQCQ
zp=L4Fis`e@(jTiW=u+3Aan;4UMz61~Z7Q9=KLBv;Wn)#XW%cO`rXtOvyw`|^ca-a~
zDC|gS8yY;KBj381$Ci%DOYCGm(gP%lTglqRvOm7AC{~`-Z*OEGc%64QE>0f%JLGiP
z_~(9bcCnrX%3kqad`@S~iiV_$EC@avkXl~`sSXcIA@{L(l^l^+V+nB6lKA90`S!cn
zKG2X%$We(9lU%vR9D?6%HlZBB<1=nb(yj=aAI0mB>-U<@ho}qPdy*j>ZhQ^I12pqu
z5Y8F(@^?||eFAeqbM$7uvwRny7BL`v+UZ;!(;)lM(9)U*OyF%FFs%eIOmLhW<Rv?K
zi$0k(G6m;IY>&YZVQ7xpDtSbD=D(QM5JJuP1_39)H3&Rl2>FA)ME9Bh+0Rn(P7kMy
z*G}*-cH6;we<7CWxUzqwYb|b0G}ncv?8&skny`UW;~8$r^o6XP#x{14!NbzMe(~~1
zkN)*a(7z1#1m1Q71wf;la26vkn6Km$o|Oi$83q#4i`&PBeSOugpW|5U@TvzV{&L0L
zPO&m@lW60vtvjF}Qg4ve+m53M{32@SH>Hy;OdpLaSErGR!A*&ITB363^jV@cVJKNt
z!`AMstOCpSO0qEvW{Qa7;8wi)+f?h37J6SB1hc_zqYq?HL1-K8Gxht_sd^zl1n242
zwcsajLB<PsF*G#iEAhmN9af=ejdT4CC3UOh?e}pPqD2(!*nsTVlCjz&+2xIlIUshJ
z1eTMCd=LgB9sLg~pS_sB84+J#u>K7+(;lc#<GWCen?Z3{K$A9l#RiA{WHh=I^$`__
zLT3eH3`2JGiSggJ%=66bM~(LIk&Phs#TgBHjdE|L;%2>d2l_PjjCg0#dI)byViQT>
z{Fo`wu+h)@O-?dKIt`6;Kywu7JNp|_=F?Zo`Ur}l20xamqSe+}^e7fbbJCu7>jJP8
z4wbF`a4-I#`yBOZ`QMgp2SVZx+iZ-tH$$vt9`C2=<Qwu{|7tJ7EIJTc15fGBoDH5s
zyv7H%OQmTKQb97a_^LlJXSw>2x};BH8w`ed`d)t{V8cQnk90iJRrn4-YH8rL(TAu8
zC;!T2NEF~T29e0>k0GNdN*g!cqG1l=TeRg|j_$42dh)Y>^Yb?Hsm@o*M;3arnPuJA
z!1459UOJ>XS>k`6@0)|*fPm|Is2*}O<Cj0`C_`d<eF={#w@{GbmZf7g9jcA~8rjKM
zMi80R2uPiF8*bB%ccNNeH>^Zn(<Nr5<N&+N`LC3*FwJR$HHebfrO|kX<fO}=p>_C3
zQjracZhq=k<dPEa=kMXn;P7t!lurD3{vBm@41itOk-iyJ*MYGxv*$1zNG`xb?i;5z
zf%$&trQn`MU~1^@A%NUApYeG8Xz=LpcNS?rO8|7F*FT^&6x#HxIiKU+KYVRBbT$<B
z%{D-mrA;N$2S`5^Ta9u<(XTJ1-iw!a)T8F&Zp@TVioQDR89Ktxh!1R!_C&h*hoV=p
zKeC3d^Oa#AGq2~k>ys|%;+ibp5F_;3&-HpFBzW!=xG@fK946d56KvJ@8Un7?A>~;v
zd+D;YY;$o%^z*L#!?Ct?b7Z=I`Ejaw$-|WT<UsDr3thcLc0wD42k1ar2;888iPopE
zYjEP$i_TV+SqMXM3glW(E+*eKPj2fR?yvKGp{<^Te<&dx$88h27W#!2BPj~?3mg_E
zKC2{@2h~Dq_;U+QNAd!ctpIn!iB?i)p2%#?7Ij)Ym=A9NKT%mY6F`r<;wL}avqFXG
z1eZ5Ekg{{Yx^RlPc0DUww(ZTD!qZgymEHPR+`J~Xq|_xkeFBfd`=+xC()X74!iHKr
zXq^b&xHd;k=t{nW#e?P6A8=RRys}p(H-QU~P}N=L#Y%LcRzFmvvkJ;#XeH8Z$&Eww
z+WGX4TpjcBnqV8-#hd>wLQ?h~2=M5b3LxKGlg|fOqviDm*)On%^@E3(zh9&BrTQ5p
zLw9T*u*iky(w<Zr8;6qX_!iS_epm|4h5*xHT_IlnK!e!0<h#T`15(VppOWYiYR%gB
zs4YRvK|)`?P_svfjITg*en~{#Q1**>pz<5L1jQ8p?!NA4{|G4S7alLhh3}t8gSxLz
z_afgC&o=_WwIGIOn=xwXPz3hMpyB26_YZ<^^Is1DR?IgN``(;;Yui`-!tk}hy?LnN
z=%>nx&1JXr-CUff<lg1o!y7soX*F4L(hek3z;&&mD12|TM>r{38+V#Bf5mWqbSHfp
z-(AN5d=xEz-6m;)&FM*;Y>8y7lE$7GK&*3xWjTX^0av5ln6<ZW1f)>{`%>&(?nnRZ
zcuCEP=OzH&@dlZC30zdm0v|w>>4mCNs>-1;d`)iaPKdJcHTjPVcAS1O_GL%R>IICL
z=dtvWvt0X5k_Lz!O)1YQP*=t$=`Ex%wgbzWK4vCZy0$_l`;{@1h4Rsr!XDHinkMk?
zH<VVM2_zXR-u@hdmbPMPOZR-dv5qCA!~~Ld3Pla|sqOOhFWG$eN=VZ?(!o98A|N-l
z{0LrWZJMUV4&r`BH^NakIx@i4q0XKu%EhdySlNCW?N>-UOZb^_2j2O{*0HcRF<p43
z@EN+wVJ_Gyz;S17o#LI_BX=e=6NL%jv1%Tik-yF73Z__uHGm{+pA)|dS%Z}UzXn*T
zHZ_(gSdceHiY4?<_!NtT$7FuZI8-w<qQ}u)a{2Wc!gOO)_mzU&pUFW0BB9+8x&l9t
zJSk<~`2pD3Q`H(r%x0v^UZInIrFDk34Kwz+J-B&B^_R7u5%>Wdd-^L|X}F%8wjUnO
z<>Dg%?S3@Y0E|<Yzj0k8LtJ8qFcv7RCFSeh)&eT(eOG5!<~u->|M0u1Q^Y_ti>3CV
znD|$>iuF_z#eOyL=gnEQ%8z|LSV%{8T;d=OE7A<II~hRQ27`7WzwOfL#4^*_4y@G?
zsi)#`OM{$HLi^U8C|xfo?+9<)ozhQ_NfK!nsWLj!{sGO_v(C_~-KTkz4zf?ykjw0!
zC}C`GdPn>!m@E$l=i9=#k2m|Bf*^|fjIGS&PExs!PpD0_EK<2zwau4Bi5IWNe}Skw
zDKsA#E_L~96s#WBuPzK2*5Z5#Aar%EI}tvnU&itJGI}Do?H{{Qi~~(|hWX_Q=qe<|
zU4@r^FNy=82};wal$Zi`6UbiQP6oUkuCEjM-OXJPo8w^pkvQ;CkZ^ozdX%<rjXel(
zZ;{(%gkOR06vFu4V~Z~H8$^^_C7M<$5oWE|JtY)m8C|=UWSG{wV!10n=J~Ui-d+U<
zk8H2zk2~}9tLOaG(0QV$0szyCpB+m3Ra}fT7iqV)rO$fr(g}9PbRKR3l3H)Bizf3B
zC{9xGCckxO$&fC-w`B8f{#bl2J%Fdk)i^M3+<A*i3rm|SdJ}tm3pEEYv7bI-qj1f@
zG<$a`yqt_g@H0v7jplvcYwFD_PeO>J6EfY!qwCgw%@2V5XK4oP3ikB_=#F9vX?ATd
zy7=|tdI7PXF#+?N|Ju|ALWe)|R?>8OJ~*_nv)Xb1gq!>2U1Rt9<rx9Y0X+gU7*5is
z6)P~~bV_B2cXanwjQuRy1G_ShA0`in^@W~ke>A7j$&|G#chCKjJP9#o1RlY;e!Owz
z4X2(ey*{1Rj{rbBmBVk70bD6tPQ?N2Y5HNw*dxyRd4ppvKb0B+chP2DzrGvqzzia#
zXbl7OfOfc%XX=6LD?qOgX=zxoAUF9S{o`afO89ytXTtH#L}Z5ATg&nGoP!BuoLx`!
z+8SWMuQCg)Ru_0t6E=n46D$1{!3H4lFyiSyURkK0Fd>Zi2fomh_W9O_XE@{VMQ)Ww
zuz~=AoE;h<leZ<corjr}5?<Cr+`8qF<YXWP8yLf%$z%<+w#7{42LmXB7x&pGuOD~^
zLygh<3{h6hMD8oL*8sSA)-BxO!?;F9>*ouS22y2As9KT_)}m|J0?Fe>!zV4XAm2A}
zxIFl&=HB=W{g-5d8?U)GxuUX{H<k^i5T`|&g)FJ@qR`|v8T!0}rj9{^8&XH}fw7Ak
z+sVXxd%((ZfJP~N1zQMoDpYAdcuI}yA8pjz;s#$IIu0DJ;PwIL1{G$C1K*iXe(Lr7
zM)MWHWsE?~x{LK%$X<2|A_?dRRzI8(h^=77en8|r1mVhl`6zR)6QrbEV}tMjt_0v$
zC|xC_@K^XrJq+A83~yO}(NK22T~;5yYRz3HQvRCXS(y1@w3FTWzMX(%P{G-JrYDiR
zIKLt9<z0UI4^?>!Y(H?GCvK5@a4P@+HO6e3kn8Xpax7l)gJugu8TGUCRJW4L@JFl}
zX#aqKgwLZ{kz<1%flivcNjrWcq&+@LZQUq30EKA04_O)4Lsw}6lZc!(E00U~aC@fG
zdHXz`&+_X4!p}nzNeIMeUV$Fx9@&L_uu-_=7u{X2&Nv0^@K^FO*|T4FY2SPNSr}_{
z^5VQ#kTh5FhNXRw%Rq!z<zpWMDiy$BbAXGsapfsjuCiu;Byus1HBW#zh1@Q1Z=pSF
z-ShtbqOENeH+#}^wm;18jiScniaW&r{Pa7G7<Rogpx9}^9%$2>_rHUBAC%^liOFFN
zM?c`Z1l%0wY;T@oQsh$7H)usAz%SwpIb+<hvDX&lk=`MMvtFASAW^QV=~(bd<C%qm
zcEFZrpmqIw&${BQq#@bvk99}9wYiP`o6$uHzL{IvEqi*t;h(Pla&0)&1D1qaMbdfQ
z*dMo0@db@r-(y{;j3i0g^k7q{v749lC=>N!&3<H{Plf?SOpBf<jmzWs&N0Exw~8O0
z?IDl*EF#`HsTLG4)Gn3Nk2#I@TcC5;bZtD~RsOo{Pn4t5js81>WGDAH*zeMK6gaY@
zPP{p1@7QAo8DEa*Q#Eh<EL;IwZUqiH1TdU6Y~>}G6o%I`;>%9%qz7ow-GW34D?P%Y
zz`aT^>X2MCw4D_L^`kCzK6w<!He&){P^9>z5W{U++?fZ%d8&C<1wR~V7+XHM#((DZ
zUsf6uq6rgU^7PS_nxyXIy`J{f4*tlt(z`y>Z^C><)g4%a*KtCf<>egG;WvH&3rAEX
zKr+RtN?l>>PZUj4xB;N)W?q}6<80>zH1~xBGTd+jdtZj_+1;zRUCzr_tQK(<zk%~Y
zKw=y&q1|FP>9<t+`Drp>&j32;g^g*N4%-@Du`9m33by;p;`u+Itm$niP)d%Z27NV)
zjRHR)KRiWN0KabjIrEwAQ3nt~<}ig8K*O^IwnnMt2UfByV&e?KvMDoxFpE>+j333<
zh5Ay)1U>Tuy6sPit8Gq+#06*DAMkvbCoFigfDP4BGSMJOKJPikY7gwVad}z7Fjgt+
z;y>}ZORrB%KZCrp7&nhs<)plx(vy(VO>tCj#w`;5g>AF~Ne+pC6}?8=H5}wgKbv^W
z0_|n#-H-L51&(pq>jJim096%hgh@-s)h@<saoX~{B;Z+y>cVX?uE>l|w=oeZMj^YT
zF?^45z)qtJ^J;XyOhgc<^cb>MvX5B&q{oJFXFHKi@1m{)L8i`6voqGZY3D2qxVNqY
zn5tnJlqv8gxO)M-E<u?uBh!(3D;TlVl6!?~Kz#Nh@?@M8-KkP^`B{$i(;ddU@wD1%
zg33!xa=5ZgZcFEcPp`K3Zvz1;%CKIGFk$FqXTWZZ82^FV7vM_oE9WRDhbmY8vDynt
z7<5WB^otv-R%h=31C7*nH_+hO$ImC|^-IGAR>;G-M(Qu~Ky%aj=R8LQ6~>27fe~!&
zJB|S5vJ!tfsf}tU1(eo#o0Vc~w=56GAvkOCXOke;a7LrjyG<4G5%9)$sh00P+8_?9
zT|P_MIIU{+4FG-W9+=;kjb1GV9OZNw3LdH}zrf34_yT`tSO+Ir^gehLP9v602SEpA
z+_40_97%7Dnkl*m?eg27`ddz!?*|0IoWmBbO37w?NQ?-1rFqm7)O-ODSX4~{G1B0D
zKLdj;46iv}qA-;^XdJJsWMM%D!82Cac0T!?6m@$^p$Q<aX2M<c`vF+hl|cc*mf$3?
zWW6DRLQ`&vm~CSwl7_A-$mG4TRQW`t0r@L5xuXL7wKKFSfN<l8qA|mxh^^6pydukf
z>NygROYsJeuwtozQ8VHXBK^ZO@!EJLPj#+jxx<!HUX{lHI)#%&r!8Lj1{do8ivG_<
z;c6lt!9vmGRcpIrtQo7_qob;y*~0-PV4sx7<9|^arF$ZNW>kDVe!R2cO|kV42;u-C
zM<AcFpX{g_tPKR@uVMoWx!N(}iU@x?CJwG2<y#o`;`24t(ftYc2Fg1I9j|$ob>5A_
z3WJqt;iHFHs+7*|ysZSv9mjVCY2}FelQW6G=b<;4{9afh>x#IX*#;a+sAI$Gf#o#L
z)vue&X4)EN-!b;+b#6;v4PSsWrjKbn75yWbj%vLejOqtc^pGI~^+d1tvEi>x+k;h`
zrVj%KqaiCZva(a>Rl2|dG%%3Gf_>B>(_=&)?IqH&5RYx8-)5LWkhMQNOr3W=ZhxYO
zFZsr6eEHF@u0hTK+b#-}O04<QjuJ>LI(YT%!z|I&5^w66kQg~?{hGB0KsRvCR{%Zh
zUhF6^$%dc!5oprH{bXm4y4T4yS!?H!KL(pUEt=RDfHQf1r5RMjjSXRhE_rKi)Nu~K
zc`MNe93abu9iTX`EdbsI{v2%D@A-(7PTOH;)A8q|U-=jN|LZ|&j}k6_A*NKp#mcWt
zi3@}C0H~h<NrGqbWPs#eU+L_bO_FE_u0W<ScdHifBzJ+x)mEs!`2uqEBsrp`vo~y}
z$u+iJ+BdDeKU-8u_G*>l4DhK9AC@id<eT##q^+2>UTLVdqZJmwlvZ$QQX?-<(y-Oa
zs$#vKo=UuVjx;O1*U{7ucLPhU_NAvH!JdocVO@s!HURR0a=i|xVA%B^u6uZ8KItyk
z_Z9UaK=iuukL`aEa0|9o6!(>52L!?m_yE6~RK8&cTy!uiqj2A@sAav|vUO8o-&RDJ
zXl^6@5PoatRMTt+ZtAXHngI+Y-X5YOq`rlh+ypGdIea}LPM2TQ7xx4;zT(HOAt!c$
z`%ll%%uM?$kdOCSmK(3lIwb^WlLb@gFx*QB^~%7x^i3Ld@nqe4fDDY$wdNn*j9S)S
zUZ1{jJk9pH67$}@3cbTh{7^_%W?R;ZIP75WF#q+0DtDRd^MD5}#y_|#XE582`ksfj
z>H?Syqi$oJ%E^Z*KEc7SBG*gsaKlRPq&MY!0a6%)oVGqSCP;kte;9Xa2WWGQQGcd6
zJeX+vtRz+_ulMH|VZ*IEja97#KGLTJT@&C43sovRMvqMZ{|&zVV8JpM+^+^W2kM=5
zVd8f212dqeBoRfYpg!0Enh`GsUMv%S@jtoWyrtKmyP`vG=FYg1pS@QcU0lBm_bN|t
zG}D)Ek>EbFPxj8_;$8%D{ZUAAqA{NG%%*&T2T;fBkxEBtS2`Hy+yx=kFL#L!h|9W7
zP)2e=SQJjztcw8N<cj_MQpUi`S-Zdcb0sP$4jo5;CevnhMAjScL7NiWrJWsgQ3CN0
zuDBUH1M@6UKZ3m0Y#9R%{ex1m<qE1vG;h0I<=)wn((qJe`f1Gszu{W$whAVg<TOy)
zbJFLsX8Fz`Y|?0vD@&(%rPwG0L4iQlfo{geCUTx)3%1p7M@Fx^wE|N1MQZ&z2%Pa6
z>wtiPB<9J`r;z`V2RSN5y!2W>X0ckR*|NIVl#>A`T~qNFweBe{S>63b)_Pihy<T5Z
z@vQK1z;hI$<P)cmL%DwBN-EKSeEwo*zTD-!zhQ)Pvy*f`2B?i_&924F@$1>1G!Z6A
zynqwzS$jXFkcyH3S|r0il&W7ZC0)@sVw8$)GwOg&*a4z{$}9kjb_$REW|9nO4<KXc
z-WnkI3Vz?&eT((cXMKgOi`HScK3|4}MK`_tP7id+n+@XTBx@hg1`rlssPO44z^4W>
zq_kI<<<QF6U1~u2_yQvp(&>>kQgJA@(0a4$<o8qE^-&_#Eo_6!AOqmk{i(K+=ZKR*
zF7)?|@80mvgOYiWgT1MXrKoRa@|mnd13CbNO9eF%hYlo_%QEU$F2XWTWnsNjEwsc$
z)fpke;7&;6`{{yx#vTI(6;(y@1FRqJF#gmKz4<$@0CL7Hpr$MUeE(e-@=2?b(#<jH
zv)h~YfQ-yf7H-auhCY@X2zAcjJU>oWSoQ?;7_r$+GSQ~=f~Y@`Ch0+a1f+uq7nx9{
z^iwJ4+bsIv7GY5vyi`#+0OPI1bMt)#c6KyOoxq#NaY3P^Wg}4|(j+i?Em{f;9-EUV
zAv5=e;O|l9c5XQDS)R0e2@rK|kja~($k^5X+FgHQRbM@t_e*t5KGToPO?PfAaVgVP
zvFUQZ#Yxdwi)gJsg)0D1l^6ryPzG_v-}wYJ9KAbn_OXjy4m`KktRx~Djd`oSzVHC_
zG5VlBqQmSPJ7xY#aR7=Roi^WG)FE#qJtK26Un#vMqE#7N_VC$<gRT0Z^jYpgb>J89
ztT;Ru#QH!!d~u^5QDtw68FAq)^wsk(Pxo2|BiBDy#WogvC3QO{cF%*l7xmr+j-ES0
znC(#fm1;!TkLU}*NA>tm?>D)n_;y1}nt$4Tp4_H4p0^~OFpXp}qXA43xRnP{10Lq|
zj$?ZoN%)+P)wka<?5v%t(-Qds?fH4U3=if0tGAncgF`{_$udDTgkBkRz`*Io5Gc0*
zV05n7>UBltzF0N5z(*+x6=adSDI~u>l1>44mdTB4O&5|>j*AaCNc-Nu5mEgYp)Nn|
z&wb3YHZN8xL7|P9idzXP<g_`Fzv8;Rj_)Yhdw3^;*0^!HXgTqxJ`QAFfOFkvb_EDr
zV`kra4H)2YHysRbKh3~`8Yml+dK=g)F8<Q#j3}`9>SCC;c>=ju)Qe|T_C|EuQrcS;
z$T9e?!T>8UzI>c@%{-HSg<Sh12?`?_94Jps6BGGFe*2&7(&zV%VKEE}g5#7L5i8bh
z0`tpOHcC#DSl`nO#NkwSIS^FilpZIn^8$IKULN|d2y}ras3~@~?NFUPcGb^J{;90^
z<>NgNfeZug)Bsp@E+Ic9EOqfMhqjXde02kC^@q@c9@hsd;8f_1r-(*Joj|g9G2^EO
z@BpOH0)=%8@NdRqX~LjbFR)a92<$MM-2PRquQzdm7!q*0zs)m%0?=qfl481EycuXF
zZUm_Ci~)Z85o=oF1Bf-vxfE3+iPf5Y>oB{w>DunP2;c}6p$dDF*1E1PxDU8Sg&KkC
zL22s!K9e2r`v)LsBmtL7Tu;?4`^1lZ!!*C*!?y<@S}N>JG1VA(MWc$Kf_&;W8X&xG
z-mc?!vmWIRr!w;7>=XYm(v!ly3INna58(zXSO6#w`1OFZ)8c1jfErhp{G378K;Typ
z95Q#B1B8-HH1(A(dKYu3cZ8dV#LYB9eU7Y$#E1m?RD?Dv9C5MkB0Fq6P~z1IBXoLV
zEqAS^4BFY=O=rAF+^&~|0o=@eVEE9B)T+<+9n~n{I_LEBi{h4rqK7`3FB~7WZTYVf
zT)qsbLTueB06gS{vnfDs^WS#hmDuDU!x)x>+yyre9RAwh)d#wTixB>5-iQGOH6CBz
zC_aLlhC4WrhC^J|&c_Ctmq}4A8825HOW)2+$4!YlU~Kyr6M^B6xWu^a#N?rx4VKIx
zwdv@zTOc6J=yT@+Jhk_F;3-|8{-GSM(|htuel&;>XdG&&JGjSy0JLzs!k}C-Wud?u
ze3f~)KXKaA>{es)igf5NIA8t9u4-9a&v~0sCu|M>A)>!7u9KgCa{omb{<ta@Kp=#D
zssJ?#FdpxH!Ff=c<Z`X|ORcj8vnwhJzxp*Onu%(qoD30Ec}~A3@y7AF8}<Q}t|-#_
zFN6dm(Sn<L&*a<<VX(MJnf7BV;`jp-95D^Yk~nuXsJx9(8Rhn`#%91<qlbsv6R+s{
z^4a}1cZ9Ae6;<jdnO%Uc=xlIIz_{r01@MGW%-Wo4-P04g&i%?fu21mGB&Hj_raGy2
z8yj<Q!bc5(JIa~g*MHbK;x=H=DxW81$PT$fz_<WnMv}aN@L=*G9F@u$d{It>I$G?x
zsDbR7{>XN}9?Fw;UftGP(^`CU0{)-I2=d9~4tGBqERL<`u{uD`Od_wU%%rnX1E3a!
zO4oRjyb<Py`~)?MM9<EHpT1ytV+NP416<lI5`+rmL>#sR5MdkeP1kC)iYvff{o_mK
zz|2IIepEnk0jK<4Hs}FB_03w-tf>~o&_4h@Ojn@gIpuh3mbjoC`4U!=Zw104_cVXJ
za&*3>)~e_xrU38+u=ynRtZgl0E}mpeZ{e%j8DE&dCE3#g3HJqQk69f*>K6D7F(4(|
zTR#)0*c4D7>PgyCxb{Z<cf2?vZSl1wX<5LT)iu4kA+fg)0;N;PsiFyG&<@%LpF`%%
zeP>(-j0G&4MePsyOrnP>t|awQ(xl6(LovMFeq~ILI~<1R6a|`w#=eU@M4+~U#ou%&
z5rQxaCt=JbP+wn$gt<cJLP72NEONXFxQeO|3jHdnTb-D@w!y{BZ(AlX(mZP8cJYCO
zLLSi321#;n``#R@cK;32hxIL2E+Ii!Q4MZSs!u>B+W|}h-qP>i#MlnNTVL0wj~bBm
z(}z;-YzUsjV@6Q{Sk;q?eR=;hqI%f|&Cop__U}fo#dR-sgWIsTNZSQ<x4^6YsJ@2+
z$}POT0{Bah`B%h)r8nj4K1f!xzHZ;JH!?@Jlc{fx=FT@LIxm0X+#5UuLEw92oGgjK
z#rCE|F`O|l7Q5}C;d28RmrrZhNh^$H?B|zuYjx!%s&w+<N!tEM0-$S(x6KtS(#hQ1
zdFGDJpU$?kAIKVxvAle(UjlFjX*PnNrdvN0C6w2yg9ldw`VEbpZ-u6y#Te0nr3MKx
zsCzwSVnH_t0=VBLFffPSq2$}8x7eBppC(OER~(s<Uu=X6uxT=7K?NW#w<O2-{cAHl
zP()+K0VqOP$P_s_Wv!hq4_i=aiRRi3tTbO`unRH<DsL{QS+P(MzND?qbSR^xo>m30
z6gMTnJLq&y1X)#hoRT7^f>*mQo`8WuztsQNO5`4jHuLnxv7c8$!QZd~go4hfWe)uO
z50lzQ&__(8+fbUt=ej@w$ExOyM;55|U&0b#Ct?K3(_Wi9egI2LhWicF^i=*7O}k~g
zN!2g1A@N#F)<rIT({~<0L>iy%3aDfXfYDDARFN51F~OCdRr8OLpRe7ZmM|y+D3>L)
zcca|PoAg=c?IQp>mqeczs4q8zn%JoVa0y;@urCq#sfNG+KiLs~LG7z#Pde{KH()8>
z*0i$(g|jQGg3{&LHWVOJ+*6|LmVp}PD~(JsSy7tVM5|TOC?+ErV%Qk$Dhn_+;+L8>
zxYAE;22by9ldSq)Jxa!B6_r%m0JySIj`aW|kO2J)Xl+zuXp|xeaNY+z?XCDzLk=zq
zF)!ZCRZCF3Fc)FqB;|o)Kw0QQW~l`#<08Q6tO242XqvP%DeQ-IiOF50d>eN_TJ-R3
z12$N+5yc0t6<9Vv8rG9S>WkU?=uA`h(GuMN#la#+4m9vn3MBZM3XhE!>NKWPY^m2P
zXo{rI!S77;y2pm!&-`IlZQXyF%pLH(fs(G}t?Q==JlmF;;I4pRpIoKBIun4nRa29&
z#hd5IJM4@4QUew3v85>UgT!<%<WWEuHztI72m#j{^aI-)RqB8fb$^+5{Yv1j@p`Gv
zjTiIs55!{p0`fj4-{Eo<)O#58R>9~hIU#F874dY4_*27ucE`<^Vg-~FIZ+48n03Qf
z{z@Uh%Qo8rZvu;>Y$Cvcdrw<s1^fseltIit?p+GEYVeDG=brnB$EgBx`MZ0W^8GCe
z`uo11&ot<ly(6d~45?3M!N(+k6oZP&Lk0*8OdD<r17h&?+^^oQ0eYGhl+IsJ066t(
zmYwz#WP7HZ+rHdwvXbx5v#fbufL%-<xiQ`t&17<qEvNz5x<qp1P}w98zD<w$kdUb6
zBw!d5tpW%@jK#2^Y)`l%wy(NRzjADvvcJq{sfb-MVmzy@b4{AB^WI1=fDBwC(_~bl
z*<%w+4U4lBa4F`kzV0d?N%8+8>AJQQ#iHmhi3H&h6qKNVWZ#f1S;=4Do9eY{x@wHX
zb5GboqTXM|zGZ{lp8IUy0~Rw-U+T~2?lOrgbFfs5;zO^IUMoj~U;mw>|HnzXi2K@h
znPqB9uaYue$v+Ic79W_@_UiEuKTv;-eQ_P-53&$R;lHe6ZHF^O9b8{7*e&~XzlFQ}
zyc>G`HS^KNLv|vf#`jl;l*E{g?%#KOU23jci8QXzJrR~reoIyI)!CY+*%vg1&dUYL
zVc<-Y-#A-GNZh=>)3TN!nK<e#R+gHS&Hcj2hBmwZbwoa*r*KEjeVA)bWgiuVwsscJ
zziiK$3m>pFXHm?rwyDWQ{CcBva`xr@OIBKJpNYRVO4pZA2>KM)yZw9Lkq|x2_6fd-
zQS>IiyfdIgU*e%B_H;Zseg4q-M3MOTh7)I>PF+cWG34Er^3Gd(7DtNTa=+7}s@Ye8
zy&#%SaZY%{w(Q%*GtJwR?id=p)8VtYz|YQs5QTR+Ih)C<T<>Y^p=hTmM#6b0Ny4U`
zytDRB)+L}WzZXP{en{m*aXze58I#X7zCKLN+te?SuP>j*T_e1buiucu2TN>PUzWVY
zWB6%7vEdFJNxYF~N`3BvOGlR<+=YF4zX7y$Fl&i@cIv~8&cH;A#eHb$=cu?Jvnrra
z<xQusOrLCZEKP3Q`uz?wy=F@$TghH8w)dHbL#X;94`b)wj;ZZbk@;oOgT14H&lD$n
zQgcxVUAf~2yj!v)EN8;)mqc&Yiqod54n!oiXRK}RMJWH!aMVY!P7Kvt|LCaklHmyd
zvBTS#WJ32kjr4b46t6d*TMiQdYW}<+krIuA@amwHvVrmVX0EbwxP=s(om;v36Ah@z
zm8V+$xg)Tub)g*UbhtVj?$+w~$PdZ%j7BkOeiNS00xF5zqip;#0;)T&=a;8~+h<Vr
z<Q8He5|oAhuFIc->0Aetw5NxY?7iRjBlb|WZfV6HjQ8CPI%qy^Ex(4|*q!%~PtMKq
z``LHkGqRmeC-vK#)`3EINlZGEhj$IVyVw_M=sx%UggfK1be+tcAp_*{kLqwc9$Ghl
ze67wZ`t;VQeYM00Kk1umC_su>PBU(!5D`Y|4N5?MKYDUI_Rq8qDbi*^D5sj`dmO#o
zp3klpo>v9kB*z4y{L)<SE?*}-c@06%b<Qt-?aGMCK(o|@U!WScUfVferZhF%bT$sW
z!iQm}Ud^1z4${rlC;~vi)6Ri7tt$?OWbbt&X_k<Y!@ZKlP#fX12$M^L#IY8rCLHjB
z2%<o5f*GsFDgHdh&&|qAq<1Q%k9>YoGt7vFM44nu%IG~=Lf%(+&X@1_R6hXng(I9N
zO&kMlcJ7_3WOT5o<WLiz;`t)i@$;156yj-!>qfdyA_<yFN}*!bCzgh@DnQHyAVS&o
zPUBw485O%<vElf`3^9w)#r!mLNE6KZ9qDS1j#RyGJWaa4aQZ&|F`L@g@ko<?Sng{S
z;XFh&Iw|dyiZ0b``C0X(wOdaxc|byCi+A7diMB2(G*Li>DbC+QEv>BIr=+Eu-c()p
z1<lXxbDFP+WzvU#Ms#RFfXdytTg-APCWtpuKfc)NMN@lV6=o<<h?Mt8A!c!JJH|d<
z?-RuOh8Jypj@^YZew7g`(gg8_*5{X8)#5<4obQMK%5%K~3MD4&<T^=j*Z6#Z$jd;e
zCWh((W|&v|V1A0%NVpFl+<kx*5@gBiI((n1M5>PFR=Yxz@Hw=~9JJ%SpZNYqx$o=f
zl247;e*4o!dH55&s_A!tyJgQ_KkSVFO9CWs{(4p7SvVgPq=o{aCi<CtyJT6AZy=Rh
zmqHE(K@3h9`1Tn?3IW4g8A46Y7t#+p(6IN1TRpsA)9LL)v2hNCWQ{fF5WZ9**$-~t
zz5uTwNecTC2j~3U($QrVQeKPAtYm2NI`}F*UX*0N`;b2W@M}=R9m0gDkN$zM%$Liu
z293HkmuCG07%H~Pk>p&AYlO}S@BSmo6K*;kTZJS~Kvce|n3a`PGuQ0-rmV;@-rQ0>
z7S6)KH_XXio!lb+aJ|>~Z}I4lRNvLX9d!KhR|}bRCgm@oa8o0>b~)`8p<PMeOmBMG
z<@AU5WsDuE>Y^YJD2a$cQXzc<qoY%M#6kiwgUdy%SzsX~L(^DJe-C^1{n+CjaJ|O}
zOV>8pBI~ZlD=00Z-#%iYBxU(=XUum$Ct02QRr%DOw_g}K-u)3@SEH8++6>(#=GoJ+
zs7VE#nr5T)Z_hR$CQ_lXmA8C9$tg3tJP+)oM6w(|x}FmJrsp`+_Os*m{A$6L>{}zQ
zGjs)+eTmIw<NNLK+)+I;pCfbVSZ<1;OLziV+~aj-xDTB2pv~tezX@vX3p5f`VGJ4N
z>Dy)#<kaW*sIZ=0wdC6Kd2(0Z`XLm<$$qFWyL>n<JDua#sX-GWX#4tdR<<>$rJkz_
z*Uek^ODceSW4na+p-`u7-<m}7xj!D>vYn{P=SMA{@vxU%oMSqL+g=iXE~#fspX@lP
zh!oO0cC3mZ{rH_F#VdQzgBjD}ON^-czMU(N|40DV1zl~w%<)6G08k1_PTI7W1g~yk
z#!|`ltC__tC{|oCV!N|B*gvdf)Gb@zq5VY(<fGmPkY4dFw3u1$eR$r0a>Uo;;ZQTm
z@ZqJ#Ct&xqWdTAR(_~&e#qaU!x-xkg$33#)Tu7-D&3o28A2}{P&I9wO@mB6#l*~I9
z%2hNMO}*`(Tc>YYIdoTDuY&bKgmoyJO=_GdNI6`8gX&<$2XK5(x9wtnrrQLR;Jj@W
zz22QaSsrOu-xYfAvAnlsuQQ<qiY@rw!~46@-bke&MkCT>_m_SB?srRDKN~x~_dFmT
z8fyEIMh}%O`w_lBp1d!?lX|{7vI#of{0!Dq;52p>?eR4%!!Pa;;XD+>^KU8y>D+@T
z!|&(sbnHR+^Y**kDNCX)B$*jq=d;Y#NPG6Pc`oYJ=cz&rK9v-JG-K2STaaaYk-R1;
zF*=(oD2WgP#c>P!1TOH#-)->k-QhL_9SLH{2F=GA@@>lX!jWTzWKG(yr~`>$DQwT5
z@U@Tp(5l9fGm3APp;dBIbL#o#W0#Tq&ve05CU2EuyEl{lIoA#}v3daYnD&AG-Yh&T
zZMp+<;`}O|{T<TH*w5o0ndI?v9cVtke;-6rPfg#}-#5SV$i9U9t|y66#aLPe<mJXR
z?!h}t@elc_%c_l|uk&hmg|Ux06x$N*nlsGf0cwtL5$=l!plwyyod4LCrr(!PKN{Z6
zb|BaL)qlH_AG%<X;PJtd*;cJFjf2KY2bhgNRRp@Rn%VTXS=fLRk;zTyug$7I8~UUg
zYx86}7BDu&P8Y&SS<-B#WX}SOIZ?Cu9_?X+Eb!q!e`*3Ubvv5c4$OgT7vhLmDFF|+
zeCPiDl;}NIZ_^SG%o)I={3Yq3ZAnShh!C@YG!GqUG<8Y^_51mDPQs0QtPRIrL1&xV
zaQ(7z`Jq6^9<^*?ZjV$f^jJB8y1^CG7IPa$E#K0PJ`cO(xs%Ah9wP4u=4O*mpZXQ=
z$kboFmS5QMd2`TDwf5i#LC?>UrVgWUBcXB3usj^uYru549uvODJge0FYbuFHQxO58
z)9&cYLexo7zzIzoDHg8~kV${?(o6Bp0RQ-~u6|&+;JUT#ell}@^6*QXy3;nLF?%kk
zyKd&Caht2l+kD@ilC-(+$i58@&XeTnm&0C27&nb>5k<B)WCi?t_c@g>p+k9~Ql)>2
zJy4D)yqpdX{vIXwYD3FJ?M$H;0YE+Loj6vG{gQak!G1k?BSAaIccAs-!5eRsJ%7*A
zwq@zqij(EaviMYxI7<9NYuU4N$DkzY7vDAGs19;f*X!m6o!pJRsXiU~YVTrKV2_yj
z82=8WK3Z;eJ=$56KCZ4|rR?;i5*{If;KeDYIuvw5>o2vDzufb@rvz@84|TT0LNtx9
z!{AL8)P{_Oi|^Cm*I_<);uw8VZ%ZRyj+lp8eZyfajrVF~5_H!>>aXuT>f<NBEI`O!
zDxbrREfL&xZ$jZO)M`?y`{IBm5(0yo?edrFnkEyQPj+)G!3%!82ylw~OBqv;@LSHG
zV@5DWYqe2#Yi7ZrN1F+2LRup5ObRA<%JAMf<(0Z#Fm}1kHJHrOIe%RwhXHvG?8w(R
zAx7{v+0)VQbmEUcU^CLwn(>2|B(F6ww20A?iz_WTDgLT=;J5n*Py3!u^qg-B?YAB$
z3&(49?uqcs?nO|F#af7(_`MvGTXRzVeedv-2*@+CI@)u6hK?+t6|37?utfBL%J4Mv
zuG>nhD?cq?en#5$6@16T?^R1np{w&q)}-%iO7Nw(!<@uWAxT}jPS)>lxRJ$IcyE4{
zRQ#p*dKpBc&C@QcB@6+y=JZEp;&0y~Ak6`4ie}~q2q8KHtq6D0C6Xx2O#W8C=cHLj
zV3cDL@>i<Be)Dr|8wy44rKTWG5S6A5`sLAO9Y}H|H6}f6-@OtSCijN8UN{lTtb)Vp
zQCYgsd%-B&3!>jRCU{0D+1ooEq`h-Gp9+%B2!9cT>OeF6>qtNTs)~wm_Wl*sUBtlg
z_VBC;>jNoiwiitD>H9rxOm90|V=?CC%b_de;SiZG^<y2D9#k_~V9C4RuX2U{=pms7
z^o!j(80h=YWULlglWWO$EED_ulLw>@XT~8DzvO_mingbo<(eQ7OO+a3(Y2bT&B@{5
zw9tinsq8@XH~lSk-lz&wAUIsPU)f@bp)~g*y>2||r_lI0?<TRgMBKMux~Uc2I|qSz
zJ~H+xub1ELeZ2#Ygm1=a0jA@`GrNqDBnQo<XbLh-RlC~)lAK~+-i$}-sV9?B(8bGu
zcfGGt)}|q&-Ju6sF2yYo4>!?P3Uf4>GU(e|SgIEN%a|XeK~KL(z01@4K3(e-OzM>W
zVWXl?AT~gbN_icb180FSp?oF9T+}CDEweMfrD8I-wau>72q_+9gpWLjS`ro#Nfmu4
zg0aX2q-rLpntuhihb`}GiLysW#Xm0lYWA%Ac%k2|xwvHnG1T8J16vufPi&LNhfLQ!
z<Z<LPO~+5dw)P_cCpBOy4Vr4h_s1t?mmUwnz9`|x5p0E8QN&!1NDs>b1k-z7POPY!
z4-Nbu1*b|m@{pK#-jOLu`5~|zFs@7}ODX$3M_l;WyESRFgTVzrW8S$btA#^j@%w!e
z09D*URbLU8?jh;O2?l9FQRz}p-z40;%+QV}>Kld<wPH$`MqCn*e<S9}3~1KaEA=z5
zXGuMb@$$QBf%a<)2omh%=JNi`&G&-qLGt@)@|$nOe#%WZwgJVp`DRCk>U8thO;-jg
zQI4D@4l2>Br+)6vT4m&;O!B!<KgC&`U+azOA3*j+o76jf^6LJSMoPufPXJ;Yt$GC_
zP4Fy?bmj)5h*4$jd$>X|B0NK|j<DUJ`NV>T!{Bow{=JPC7r!1%>SwFQ{H))`dEUYC
zIVjWp;?1tf#l7o6_q<w}_<X)-*CDurOkBF-3SGfq6DNYuc5Yw3X8M^hwgo6{!-D*(
z?|Q#j3Y#8ZK!SlMsvBD$D7T=TL5d0`dP2T&{+htgZRe65g2PW9y1u`CKbLKU*pSX1
z&JEriJ>;-dMqIuUc&`=F^z(Qaql*hYO~Uz_G#_gGd03u0q<}{A^mAJmGy(B*nB}@7
zBzN_1!XBXan!_x=$&Ev#mh34VpAP=`28Lt?<@uHXhLxFOsO<I9v#{x6VD~h<sV-BV
z?Eos>vKDH2@8PXPZ;sJGf*2#>)iL3Fd#(02xv1asZT<2$!%&{8+<Ga6(U|#7dll?v
zNj(QU=Hh;CUHj5k(755Ekb28O`LtCs{*g@f_1&wcR1Zz7U)_mYxH~kCk1{51Ih|@3
zOqy(hdGv9Z@xWDn!B)(JU2IoiFwu{a%O_Xw7s3g+hQZGHXx0PXMT{840#S6qp4QO1
zlyMD6vwRx!<GwTB>3It|(W+WgP=NkK735$~sr;zwMQT6CqcX-{=PJ6XvVvFAW3k4l
zD7xfNUZxHk8}!<SW@nH$eL2%Me+-vTS3NPkGM^fx>cz`OE+dEj{q(sQtH4hLNh9A}
zD@cg6mBu+@$o@Lj8+~jJL}!Um@^7&fjM^#R$uNEXx5hdjz#g#a_{qfvfX>U}h{_;!
zhy&?Mrl0dQ6-Vt(q3W84<RFnqN_Q1`MY}?_m%xXU+tgg_Hx@SOS(GZsi*N0fp3KoJ
zjOEFV;d{<qz{jty^zH@jTY>PVFs*;4P8YU8Be+}C`bYh>@NE5!F|%y_pmXh549&)w
z{x0=R_@h*OK2ja_^86vZd)~6G#JWJ3o#m;vb*s`ICGSvc&+D}P<MJjsZP9Stugt^E
z-PZ^mO|^rUv8Y7QeL0;Cy1)#a*~6kD8U(qzE{KvvpZ%OXfB%UUHAMpT0VCEH>h;VC
zX}*0gnQ@4keA2Ty)gOwq2!!sxBaM2vAAi_}GU`A8I!*5)F6Sonyiy1bck2}RU#7nm
zeG~@R76(Uezkh`5o*Z6$=qhPTR9`PuadWnW1Cm8K+sXrohBdYiXI068Y7WY;%o}B2
z>qnP%6T9{HW*1J;a^L%bp#8{mbm!^f@>`r-w=k|OT}T$?HWsFV$z-ger}QZEjq9AT
zJf9BabD@tZ6K-pNLMtcvmL<mu6+s}f{PcUf8Xqd9WS+)Z^Ijj}YI)-2d<SZMajwRQ
zK)z|8hJXsr0VMbMcYjyk5*r0>%q=f}>NCvOTeov81ci}F1--wL_txdAWYD*Nx6^EX
zAoaifj-(4LZ5%z`^iicaDUF9??$gWhnE8Z#Vcp_zH_tQ}X=FU5!S+6N^!b_}d{j(_
zS4fRz%VC(oxwE;}Ep_a^U*j%j?9Z~)z;?wue+<;{nw!qC?1BB*3*tM^fp_+@4KI$Z
z7)O3OK8ZCc>G1}oyt@l1R{c$&>RlfmjrFXq2CKh><id0V;;0nXP`326?Tx?1<ASN&
z^>$}j7LqxqllG8ivUS5^uZqd~(_hX0)AOb$tj=D_kdOy&_E5nZpB=j?N#b@QA@P)o
z3YnGqU6ta_HAzNi_nMO${pHPrSDth*I;k;6mOFpauQ5GcV~x_o9!RT>yA+cFZvStX
z#wo=z%q@h8&#qNH!&*t6n9h<AYS0zCKTjmR-xbEAXXy5IJJheHcZ!DJ%X43;z3Xxw
zR^P5{1B8;Og)YF;2;SG<RIy;hiD!lDr0=k=B4he^JQMGnG*@=q7X>u~zb{GXGml!r
z)EZT~9K#CA8MNo1MP?(A3b@rNr(5QyXhBqX5yt0m?l~zrX2Z2<-8ad@)nkD&YL{q^
z;jM3V-O~yFl0FH*%o9$?^TX*2vFaCajqK;RAH;EeT{?n^FSKuPRDL-8l<@s4Xo{aj
z(9}edP1<Zv9v*xXw%V+O=DA6VYuJKM_oLEqzTG?N45a@W!SO<c@;FK|;UTZu#-byE
zQ@w8l{-xg}1iONLI45n<iKjYE$e^lD1Z?v0|I8JRAWKEi+ghpj5i7AD=aKcGc=>@m
z+S^;t*7NfasNSy(u>mR`Lk~#aj~=c`%qHZ-;4TLM2ctaNs_p`;+}<R(RKFcw69kYU
zw_Bx`tfG>i_8Lu(j|Ig*`eVRlz%Rkb_Pom_@}SGe6CYN?o4&Q~?2W6VPoeqn1Z(vJ
z&A}l)-p)~RePUOHpzd`OE3q&)=rLj6rcdHcx~g;gQImcBRCoKW<7gxOvhUTQJgD;T
zo!z7tMLWMxOL{!}k?mJ;=sVmFhu2Z*9>z86``_gkwt$kS!&f>3$=Omm$?Z%k;gpk4
zp0ph{2!VOaXFaRlxQVKzOB1_MzeaPitUbxyzZu6`!Le@X{#4SBuZJFU^+=b4r=Rzi
z6vgX<@fH*SWd2^YIpz!3>IRnmV%_eu6+hUQV6N9^#%GIz5!0eJ?NR(8^el6VMuU5O
z?Yj!CYzgvuwjS>{P)37O+R0jX+8a;RZ&@A(kAB=D*DHw6Y1+W2(D`<}TyS?x?a%%S
zpFO%i$W6b!{jWQ~{|5+acNp<#$GO(&kWLRq(Ds^EPF_P&PR6LezVng&v1Gfi3Qa=D
zV@<Mt>SUj9YZjr?#=M?04Io{h2E5$aXSnNSg*3|#`VagfR>`TSCKw~39$5B~lZ06i
zy8R7~90)z{d(%uFd2@f@va{s#l5)$6XCVB6NI?eHK=}tb5JgMdixQSCuFZjHF5ZuL
zA|sM6n6%Z5=*Hc{ogcNyX`{Xedkg=4t)%<h0a<14odMCVy)iNDai5Q0`{D$dszCl(
zxIs_1fH&Tz21#f<jvt#Qv~TS7))7e-H+rUh=Ed#)Jf|MZ&CiQitUK*TvY4>Z#%k;7
z81og$G*foJoVV<>LNlAu7;YuF$$9>vSs^!h@}Szy+E3lX2#aPm!uXK;rlc0Blm5sv
zF@$Ol#-O6RuUL<#z`<KgIpsy$kNxLUQ{_5>D!1o?9h6S(*i>C&9Ikg}tIrUoWFH%)
zT(obqLI31D#9<pl2^3%OiPAWS<A~-l!uxVWQhnN7_f&oNfX~rXs2tc^(cS@!zqnHq
zSG0R(RD0EixV=gfTnJ=;1v%{%gW96DhdTK_x=CxD{yiV9M>_T4RcnXkVibSj_I8Ha
z*+L#L9U!j&BcyKfIlg@I6h+&zK052-Dh3Uy$5)d~>z=w-RBe@{=v%`<f5%byW%=01
zL_}P#CxB;9xfp~6__qL+AxxwcCG!DDN@3C_Ot{bIH$h|h`GX1L(}361_Ry#TM*11`
zSw1A0<rnu2Ogj5Dd#10Ebs?ZJlI%xQ$_uJwKX}8dEzvizLjd`I#AD%0>)k-K6B8GO
zd_Y31EN|!dbg}8*m_=HDmD=w$v5e_xaLYY043aDkm@+t5MNkJ|9Pp85zsIL!>e{P8
zUcYx;>G{7Zdeq8~0BmDqc17$^-hLR$={`SDrT<OUAa2(c{eb4rqXMqA{6NbGP;n=!
z)aqP=LXFRDmt~LK2^1^4zQXX5x>chkm!z4y6SJTD?`uyebNxajo$!s_IMr<_zcRn{
zbuN6kow!c-41N2rXdL@1WusFkU1mt9PVeNq&(}n4ByZ6ZJ|j?B5Z=b95aM*#7u9ND
z3t$ZIIxu4mQ!)e+aaJn7A>egX7zhJfuJ(M`MPD~FjK>Rvz#=-|@R^JFQpN&J7U{R%
z4M6*rP$5j><0!9B#45Ng&|<$B9;*f59CQ0^;_vT!0Gj^5bh?rXd&$28sgW8RDA(3H
zJNL&)h6tlM_P_i%!%U-q3&pn>42VL460?f|N^Q3X_|JCT?gKUNG12_QhI(m*d*~F&
zRtLB0EiMtuNt1$B_OhmteeoOj%qsPh^Dhm2mAW@M09d(iJU$?~(bFJ35B98U+1yKJ
zf7OaL{}$jt7P_1Qu`Rn8m+%oJQ};LMFmc0KgZMwOXFLh};gr*dG`dTk2Ji1m>Vrb;
z{inxuzRVbspMGkeu;2%L-gBfpUc9KO6P63h*0_YAhWqUk0!>=~G+Aq|&%O4m5&d?7
zZ|R%MAK81J2lMa-9_>}XZ3X(mM^bWbKBIx(f-mY1KG;w~K6_m>D%SxIeW}U1@wImr
zAL#HfoA9NBSj(9NC;QRmgWG4*#pz)QcS(o)mbBD5np!Cny}K_KUx}qNCS!x>bYE|V
zi!BkF!|_$=xph6J>+_I&?xp1(;MNs82gq+$qoO%U#Z+hM(CtZ|H1SOdw*`-0d6Exk
z(SJNUW6sFGnu%ZS1lXe?A0gMxw4wL}odts_vOZ3NjD~DCAi7EQvl<(NJUZ8zwKRV`
zLMDRNTYVTP$kME~l|JJb1|stawZ|U-rbO!$?|lJLS8ZmSx2qJIkr*!F#WP66o-1q$
z3h2<nG+1GMAAT(qG#*?@=Z50P9$bhs!PzgAAiz`JA<J{zuVoG@`d@q~`CiA$zysaB
z)(F9PK^Grra)xDp?K#-@x;RXC4Gb7*hXY89%?`rc?`INE@*gY9|Ez=@>CSlL=czqp
zzN;-)eTZbKq)p=A(-A76`y0{#y1^ZrW-JJ0-~gQ_j2CVD(K!d(OU8G$yly`o-0183
z`Gy8IuHNq-Y>X^UD+8UMNU@%$k^ajOkbHqw^32K`51mcsiCW2vZ|p9WCAD|vs+gy^
zNMnO1R`yM7udg$=TYkQwe9ijTV>VpK_<cPDdGd9AzgSpJjfZxGf*W~#!&}JE$S%-i
zA`CWspOj~ib`FKx`P*Lu&R~7rftEN*PX|w)(eQlBVKE*b%V6gl*^>S=g|Q2raxj9=
zaVKQds}94Hb3S9c^`{ENecLDF#Ebl)&CLMze!!?lnPQs1^_}hEPhu2Fc|G9kfxppC
zpA+(7Xm5j|d$Xgu!ZtQB=?eYHHq8qO!^1l<TQps(c$%o+F=$gKNiyG#!%|{{HkTnO
ze!k+f%DBlaEM<^vHen@@^>-=6H2|6g{<$;&D;xslvWa3I)7*jO3?}{B(!raf5SdVD
zv?sB(F$0dTul(LU-N%RjOui~z;Y9GN9;MzXzkV4B*ftG$D{2H1_0)n@ihY&g^(Pg%
z!IonL2^rzOmROV|$x%q5_9z+R!_5W8N(n5^-cQ@MwEm#E-ciI+yOzhA<1>evw$nsZ
zGkt<m>NG)nGRo&W^l9-yxhMz8@6f8>4jvKbabBSScPP%mTm9N>A9VRF*+(dK$WDk=
zdCL{}sM*c)<s0@S4KE*)P-W4w3IRfJGaXh7_eFQ=@cnvoJz<9Z3!aMCi-;QtE$xp$
zI<x0C^+i|CtWg**p+E9#ncK0%c`VDn2jTKE>Gg79jm!KvgJEVo!|Ep<4Veg}J!EIc
z#|!Pcd^yhKWVG6LM9BfggiwOev8+P=pUR$JuU^N_ny=#sN1mB`pTCa!+OH)@zA<F%
zPvtUB<zvp8q}RBxl|RVAjyA^u`OmPULbo)Rc$s9Uh$9KjSn_x>P1Z=2o7n31HH`>{
zDK71M2JJ54iiHxM(}g*<#LZus`&f-F)ZZj}X7`K4CEhNu^PSTV5ApoDbKRwEgAHbT
zzp&4z^LSQN??gkWqj3&}4>4u>d3#bH%~P01$BX`Rl+?pwj2-R%HmymdF$grJ$=ToY
zP(7hIVjjb^V28s}ewZPT>JysZPx1ql(oN^|#^=N2V4bgR0G6~KiMtIVp-;qPI#v0v
zf7+Zh%$=4^7&xNzS+?ZCoo{H8zM?ybfUHXMr)It_Fwm3Fz^cy2L|s+KQwQjc@@@z%
z&~(Rf=<4}a71DTz5>C6%8k`l9ckL}dv`+|;!rl>5305k&5WAc9QlYprm_`zd1{1_7
z=Q_`q*r+(EkOB~~-V2Ylr{-r~031b8juY<XAV<C8Y3K~FEg+KCWZ%e|fe6m}R?Pj*
z)2>nvCrFxKj$XLt(Q=PgdX5&nQ@DOGqaE_k^J4F5_|0&BdvwH47VU}H4O*==&p9(D
zaznE3QBifT19`hz_tPnjJRoupTC_f|;fuzz561I7g{6)ChU@lZ>sVDpyAk45d_ZXz
z>S#cYDCA8{#)>|+?3Mi##{B%<KJq~wrnG9Ky)>HN!Q(*(XW})8iX;hlPKM6ztgiVl
zi?b6{rt2Ud8jT(la}{2Yyona-W@F8=0DWZGSyFDEYZkRLIQbI7X27<H8-^kDJI4hm
z6vSw=tgZ@}G|3ZpF3KEo8r{C6eQsFqrK&vN7svZC&#%(GxHV7f>+O3D1C^j}H20u_
z`mHr3hBV^j@?!H~+HnB+mMm*b>V)?_c|(3rv=?A$Ex60_#0a(^SCh3xe90{h+wP0X
zdVsk1CEG5BA&CbIdaJ$N<?8?srib&}V>nQgK!YmX$iVn9+X=1`T2^5NRGVeTF+~rm
zIk_)B3>fAR-<wm+o-8C~QVSY1g)L^wFwmpTQk;lHgwZ|d`;|s=>4d#B^k3zC1E-SI
zf=|PHcmzfd0(G&c==I=Uea~Ks02-1qN3r&Fn=kZtS&RxAH6T~=)74N$>)SWC_d~dO
zzo6QTf%@%Bt5D-MVp;BY*gzgjnd}Stef{(|zr=KWKLw_biL`N+>N{(AKk%=Ky>#j0
zHaiF9UU&N6q^8l($lZ0H*$d_y*OPFF=xYe{lA*%UR||}*8G!OJ<SDjcv@_`AtiD^q
z@8(AapZeu^^14?WX5E8OU|R5-IkGIZsmNCZddWI8Q?LXJ*{f`_+cIkbqd7G-)k>Gl
z;nQT7;Np<_ePMEVNl}9j9f-U6a;N=GC_H9#)~-SH3{L8FhN6dgQ?grago-$NzHKu;
z?BWh;<rOCM)V^~=oCrPto!-x`z#`2aayLws_!pAl+!5j4%p5)-Fu&k*EJIZ8RgfP9
zdBFn^w56qa#@9-eAWFXeX)ZF+pc@9?R7^?Sa~nSwAJl}e^+x4!gluqeOBD>-@s^|R
zadG;C_S!L3)P-w?Ws=58uFXjHVKFOPT1q&KTbon0RR<RB#MmjDt6P}YC%a%GzD(_*
zm+jL+EPllRKhkLrK9~n>JKVrBdhq2U32*lJ?N_j^{40DTXo{+vuY1sO1#42rbO~Tn
zI9{JUI2dWmu8O!0bl&h{Yu*k$`{#DF`Hu?E`<9{16;AMvVIg?|%+rCk4<eYF%H_ES
zqF3_J9f-VCAmAoND!c|b;vBXx`H-$}v=arIEd%iX(HK!KQua&bf87N!R5D_qs#_6N
zmkTAL^$0L(Ew(_mwudvEkAnzO5RcE)>c|xj@4Tw+@_QAQM+p8gnYEhpQVxrVIlX;L
z-Wsg(RO$FZ!2dO(@%V#CQ`JWb%+8OZ3v3Q*MxJ4ZeG-Ou_1=@^B#_gnjjSVlcLi3|
zp(8pD6rMPxMxWa(raBN+jc#YKk0>n;jdXo~?S@YIbK)NCMtLfrPC)1sTK8*_pMjb$
zxnBn-5~dO8?X$r!`RJIeeyJ-ENUCrPJ-}Dn=joEj<Uo~Z$Qf(I+P2^8P>CBGB`*k2
z^x#PI?$bR0CvA90f?KQTx$-Ej)H}c)<{gUWq#J1(f!wRBouxtM@D}+SYrJ6S^+cc4
zTvCq26$}38`y?fk?_;-Q0+B`7%a?O4G)fAIE@*gGMtx|}Z+kr$_=ddax2BqzMw7G!
zJDk%r-RV11-<cc|2i*k|3s%NF1zlUvo8E;}33Vfv)+G?@sFQP3dEQC1uAPoRv;IQQ
zR4S&pzsS?^x5e@2J=}M6^%5xdbl$5}Ms#uxNaPKr?@8V}3x-1Wd&^Bm_aDyP+++or
ziZRI^hD9V`^Gwex)Rpq;jK=610fnJK9aMF!J>tVLO>-4?bI3l=OX2lHS=}`)r0O3Y
zQ+(sc)*tWH5TdgKndvL1pX{q)(ThI$PY99K$642Nv#;#_g5n$>7=*#&avha&S!mS#
z$QwLpEZpdu0`}o%7?)n}j)*uMFIZ&{3SK7$%o165)G5iX4ULQ8+15M{1u2xD(h;^2
z(D*S*oX#(LoMra<SbGw%lnHY!Plfr~7O~mW0He!hfp`Wv3o?2OJaxWk<1nUGKFcyx
z=0pL54vn-v4R9sPkugI5*sUR7r?iLZ@|ZXvP!_M(_5&HX*^ds%CmWL*TQcNVp9L4Q
z^!2u(o36B2G|91fd(Lq?(v}-xK+Qa1piw=JXo)<|tbIs%@wS@uh1h#U!+h8~>yFjC
z9kyQ*&rvv7ZN9<CD;lf)*lEGuw<DOrg)bHIN#$#A2gSO!BnE(>Q|~3L;fc;tP<&s7
zzc-2q0eszIjXstQmS_S|6IaobT9Bd9rHBJGg&@X=C<MbT7KP&7&`>*^f#lK_+ZogT
zY+a|j3-eQ8V2;WyecCS!rzT3!v)G0iN&r=}8@dwvltrK(L_Z8(STp09v54byf2_Dr
zG#bjQx(965+?PC?CBdQ$dPt5e`G>d$=5{b?mQoh>Q{(2p=;m8%=Mm&Q83hnC-!`$3
zP>WVBW0G;tJ=l6=AkZ|oQD~~!vDkhmnW1L#H{OL<prC=rJooNE?qY6bwinb8sD?-s
zgL^JyNY^<zUmmq~ujw_CL=>&yC$+cRwk5xwdt#lIj8-=x@4W9rW5xp9QLojL>T}sG
zJU4#*h1~LqZnbg*(CwWpk`>X_gP)Ggi&P58Zq&M>45u>Cc>nyWhmd7q%?9Hc8PqBE
z##o4f7ByFHFdp0wtR%h}v!B6gf^py>mUqwvda_T{)ZrT}AE^kI%Xmz#aLS5)UOnkL
zq)&yjGgos|yaE?(o$0VCeji6Mu&H>v^s{s^I>gfYh?d2krLr>2A53dih#)k?I}ZOi
zS=BOxc(rc{z%vr^aFIzIfI?74N*9eA{OPxZR4QgagW9Qhwu`tdV^s3CL-`g3h~D2(
zhNLsW-49Zw>|L?fiMsbPxV|@Fg@zL+T;jILp&EQhPVI2zLF+2k1}^8|pT<xlHeVov
zUjQ88P2iRB0frpyKBPH!RdU012L1^IPoUlpat$F<%n?lI1T{PhO7`>&mgJsgFgm{R
zs&S_M*kVX6V?~v2$l#^@Xt*rcaq~^eKxQHz>hkgO>l9Cq1bYh)C4Eq%&2UNQD%ZUj
z{&Lq*$}aBwhj%zA#&qCH`Z|{tY_GcLIkE#2L1Z`EO8fp5oWtSOzrP{tK@^p&_y&+Q
z{%{Q6zNzey_7yW1F7wsTCuCv|K=?aK97#pW{7VaZ6hFL{5kVePJl5}6{ka(EA4BVH
z!W`1F@40%K_G7YguP<zYzYBN1({DItdls)e>bKgQm)LQi(z(SI_h+-K6Ga$f*M<0c
zY>04u&qZG-?zioBIZKB*r+n3{HZ(WrQ*KQb>2v9WLNae}tM1hrEH*mv2LboJ`${!i
zTgZEtWRF!6lQF_#{y&l}oeZQ;r%g@62HAm&WZd)J$1z}^@mnw;rU;i_wYE8())Cg+
zot|k6#8i(j#xrgMfXpqCEJY|@u4N7nWrx;ZFYwcu^Jh=^>(P0fUb1m0Lmi|K4_Ld9
zcg@FZkbpP{d3d$e42AqhFbNzvKF3vfh~P+ke%k2uUL~p}PQf0X_Dg(j;%&6Rx;{>A
z*}Kdoa~8zd4<J!D!F@r^t`3^3wn8tL`_vgy1}LI%I976JW0u`IpBLq3FI8k^i6hQd
zyw$@O1+MU>i#i5`mGd$8hLCsdt`u3(Xkz8``EW1MPQj~`Otd_%FSD-<K}zi1>AW3P
zE=aBi0j8|?JG1Lr2ztTgzLKk?!!gMn%2!?9o|8H&=n%p%cpE#5s`Z41atXaWGMG1r
zYG)^^HMje^Y%jrHHo1|Vy}Ph2fJ?(KJp`Vb=i!ZNKX}Iq^k03ZHQ`uS8a%V9I?6Kk
z1eKOGptm_&5}Bh9^j)|L3!HDw_DZlf`Hev$bX3wu_SrWw7-WNgl;2?Avk(1wdQh4^
z%qRIuc}NYbz6BT_Fn1oY=TlJIopo(97dy>p4dJVGnYs74=r?G)r1rePSLj?0=U7Os
z<y3F_-CY*Gg5kKpt0TT40F$0=7KxRTUp{}cdqax#Yi6Gp@MD&MUVROogRG3g2}UCo
z>T?3{(dY&T?ql5(fw$X02w)|prKiyt&Ob8Qg8l2H-fMO_khFe~!6{xZkL~wWj?CWM
zR(z24H8AhZRP2~Wu7%ATQQDCh9$uo)SXYF>882q;H|M@I5zGfzbM3HOj=GR#RnMQ1
zg1g^Rw0i#_FRN*`o^4Ie7sDHKZm!VwRLyEcL{_e!{GO^zc-9m!$j<Fs_+yc0*Ui4d
zb2HyIQ@pHc96T)yHM*`}U@3z8S(7k?RJ)h>fF@2uB*(}i+5`Ex=iPqAlMn@gzTasi
zUI+cKU(hfvrBBo?2aqFzEA$0Anrt&~X+_3fr6e+8G@o1TC^H>XPngtZ9)qprf7i1T
zlM&n*v3srLu@8$wf7drPQ=6<WSP@y67jin)&Q#s5=ii^xl-O$rygv2r@*fZm0_C-h
zb6U#vcp<k<wc&+gu{jYmT<w_}+j)SM8{dbb+6dl4Kx;4SoNxJ7;54Vyr?s{B+&+74
ziOu)C0Bjw7XX~f)_QTgGyRuq*9j4|Nu|IvG5eXRo#eTj{m2^=nnYa>;{<;x^#oovZ
zR{LQ+?%p-RZ;`K414cq7yXQzT<F-GhA+*_tk5#2f^1aFx#94K8`764bYKzyG5dQV4
znll5M6f%4Wp!V%B3$nz+Ww~gN4>7srJ?9Qz@q5go>*GX#R#JNqfic3(?l{YI>%z;2
z@kuW2F<;hX0(be2D|WJo^D@)Fr|3#KLF*he{q1Cg=qWap^)J(QWC2qjOQ^6ir5wfp
zM?KdAkbjF<9|22z*7y2Vl$tFGFqO;#GE82;qS`Q>IbP<0WwTWV&GwUh4s=5GRPkJk
zw2MJ5RQY#j+#fgTt`;yjfG_-+F~tDtJo(<}^PLn!#`mNF@c1C`z?p=2{Z>a#L14z)
z3*x{{MBxl*L`b-_qRly5KEwwNB+50kfs^^hLHV*`y<B2<$FR5|e&&0Hf3BQy9(PJ~
zE72Gc5cbL$zP2_}eofgIy1+uX_lfrYj<q!UlhYo?#kz*4K{;PH_;%9<(}$dPs*@4@
z1R>&ocL<I~q+gG}gLyJF33kle@HxMzqp6d7UvfMGWR9gw)0-Q>+bqTX`tJiPt#m4g
zl>qBu04Fhn;5e~B+Ht?O)|TxmCGV|1;{80Ff==bkK;B?}5gvHgxT;1m0yKV`)=fS^
z`F(h5y2~;%zz~>gDnJ#4;g{b8=W(%J7CpIFdwLE}Ql%=AY8<m~dqcPV8xpIB*h$gv
zcU$)(U2tX4s+doRXnMUj#p1Zc;g!Gw3Td*rC@_EUL>9PN_aN?AaG%Q>{3LxGnKebX
z-A^uO{)wuR-#AzJJO)vA8Ior-@dyEd*{G61ik~Am-=wPc#C_H~lDStOZohwBP&@0|
zpyL@jP%pE$R*#lRmy7DJ4$w`vSafx4;a9lzuMJZ%sBd*k)+6Fdm&nDz35H9ad0!})
z$)Iyxm#3$_M;N;G?^ZHJ_6Ahbwz|+)fn$&a#r3uSe(rj7f%-0Xy-dHvmBwJkdN})O
zBi|?0d6j%WE-Skyn~<=-wc+GU$HPaMgs|Lilyj^!%0$22Rf_8NU7>8M9^h5T;ufMF
zO@*9#je@&G+JROe+$Lw50JGq82XI@^AgX{x)g@#L8)9}1Z_vw#j&Kpc_XnDO9y_)D
ztr`)Y;3C|*x>KGjQFH^B5kyGO#*E{b&+ezVP6Gs=1$Mb&!rw!LA;j6~AG&-AtBie-
zCZRSr-QwNpntGt>W5Z?l*I<^VzAi>q@T>m$-F&|K&7(LBR~>$S{`K_xqvc^+YN+qb
zt(wvn{8(Pk>CKHS9X8A1A;2MgFDS^O05h#F)Rv?mCt+J`cNa-ien(?4{~XvLi)4Yp
zm!2N?)`L`DDVnG4baRqpiuW6*3vv|!j$;OB{7FQ<RQE3y6yJ0AwWrmY`LgAgwpV@H
zLf(x=gm8mP6{7YMW!AespQFqSo$!ZPeO%`7IBT5%mxMiKr=er8XcfVS<t&0V29r1&
z6ju-R*h5tGHGX;}t^o<g$BzuH49o*>RdsaY*9(FNEx3mwR6tt-HrqG_-E|V@bH6;F
z>qv-tyI;LR@Ua>ICp~0=5<(ioTf^lhw|WO{;1~s-q`tc3RfPGtubB6cvRkJlug@aX
zMKdJWi8w|!Y#sR7GM+HLqKA*MtLdNJ?|gpJ-03|KP|#bM=xVo9&h+F5d}Q$;<d53L
zM_ixurCe723+i3#&+nI#1?(Q8Mhahkc$;o_f=K<ZNsrv|WgO`=tVI9Lm5>iL>o{KJ
zAAs&>2iJxa-XD8+Kw(@9R!BM9ZFdF$!G|4uWosv2OScSA9)4fx1Nv}<;Zo{=QYo=3
z!wvi$NK%L>_TGD)ouXB0^C51oaA(EL;~-PX-V*iXD>{1rl9-@Hqn<a^FM^|1?BH<w
z{I7gHPf<`X-L4%iF>GW`$7@l4B%lwxwEE;c^egrQSwn(}lYZ_^!L7Qszu62wPY!(E
z=`{@HbwBwF%on;>2>k?Z5MMcIoX&f$*RYS^sm7|dR~+`)WU~uI81VNXd_EIsSI2ja
z3B&KkKOlE>p81&~<9tkVsM!thVJ!o}vZJn`82-e!*JsrU!20}(t?4*=PEzVbF6h<*
ztw+?cUtjK2snBmQu1#9(ZKzcq-<E;N;b(3i_EV_?KWk(`{~2yAB&-d)709@UhG}Ps
z$M8<y7{qmBen5M_<cc()S03`;$X9^)C?MrRRafi1uJPG!EJ&yk9)){xu(I>qzz`a<
zuUHE&J!ny(GSWA-yPVT{(ckrZKNfp0;s;<Weu1WM5!Ollc(7C3!dH0Ve0S)qKir1j
z2q{Unzc0EkKZkGcr!sovA(b-5-aWWvzrsk%i1@QwP9Efx3{Z<B_v-{*VWX8r+mg@c
zV^)fpe7?E_2HzO->Om5|-RIjeP$wm(rwWf^n86l7!)1%s?U1m%a^CN<WI8p<2gCRJ
z1PyA4lY$tzsSpX;(7k)r8bGOq14`5z(9mOmj_wr_2~5wT^RlW$o~0Wbs{_)Lrkte3
zP&~2k)Ux>XYaa5@E2Hrpp9OS~-*61&kA(wL93DDkL*vB6|8!SEW1g406wCG*2zyD)
z@9||-Q|O67ymD|=>eK?npe(`#ON4kTve-?DMP~8lQfT*jEc$B1HFa|JcZ4f59)M~#
zh(f}zypoz(JXGr&{u<R2-iyx{bOC!_Y?Vew?=~LJWXt~&tbr!LS0g+<Pv_@4u~N$#
zHZTHbikyX7No>YW3Mb$*_1O$hXe*z@dvA>g1~Nk@NNqTnN#+>af_4MT!-+ZfzJl!a
z@eqc%4&DGe$iN3@>nnB0G?0X%(FYH#7Fo?Pj5*l)JwCN}&#T!W|A}b*)!2{gwJ1HN
zJSR}9%>*c_;qH@EYAI_v>PzL+!-~mjeM9;I00?)2e705EQ+)20!9%e7g1<RsdW%DU
ziuGZ%xx=ln9F{?<B>aHktuj5u`g8IW@EN@W;b-NTXRiY05%2QR*O0*Y$g!mqo=MDp
zUgvOE;ggRco77{5$;sdfS5JAUj(l6YT$a@e6aEK$-P?Ono#C}5smt-{Be^Vxw;vp~
zoNDxX$c{v4Z)&Z+P#3;M_Sp!=d(k`2Keql229)UzT<0SR6IvddIvJ^Bk0kCZNsqqW
zr`zJo`zP%OgN5Gx4)qWm#RMGg(4Dhc24H773(<K#de6zS&F5oQ(U+586lVTjG3Piu
zn%i`Dca!C!bQHZ`L?jyJZ)vsUqez{_gW(^K^<2G9b^%>d*^IcYbpenPA{8)onpLyg
zpzyZ_GIZhXLkVNR7#rE_H$2A)#jHanGfHvJ-}MH;>?||QU@1rg#_gl{W{$=QaL35{
zlFJR%8g8HS%Tujz{T)J}=b#TL{8;g|nxm@ek7<vn`v}}vTdMERG5@1Kds>U1H#ip<
zzb<rOcY32ZNM8R2@d?O?y7;|taQW39Lf4=R>03E1AFTB7EI6c+h4Uj_c}zbEKnIuT
zm76g!DFguCftYYM*+8?qm=f+q8Qf1h%E&vDY+0g`2JebTea25Ra1Jdf&O@b+Wbsr*
z8?AQ8L*GpMR6jsXM^e_3$U7h#EIGbf6+aAKenM^8_850sP>OUNT)&!oDU{W7sUD*u
zSY~}qGsaSqc=_aIG6SJ3fNd(yxHFV+z0qOs0*FshJx5ib8r}7~X?_{&y^W4F;)3i5
zBz(dVRvc*sa_;s$=@e|lJnst_+f3j2&c5m$46)*;xj=BHM%R6_ZL?(L_eOP2_7eE#
z;nJ{genI7^Mw%Ptk}=s~3e$S`>*<4bhYTvxqdPo5w9}U=j{Vhrl!opWzcp+ZkPo|q
zb$ge;q5hLFZ-m0WkU@TPPyqSaeTh;F2zdVCL&69E#<&RT?3ko6Xgk<={h_7p!Q1ve
zRlh|C=&Y}xNf&2-_Hj6$u!aKZYw4LD`hZ^y^e8Qe_K5y$x4Tn1--~o9j$Zj@J^2M=
zso8}aL<#-$dli=3t%KB$z_7F`R|06cc;Ce;3HekCd0mE;1|-YLopq=S@aSA$gPX!i
zYUpXft!66U^xx%rI#bECMS-`h3)<l~1v)2}?}Uw)!mGMt1f%8Zl=5w1PpT;=u<4L5
zZdwX-Vu-2X;dKX8Y0{)Rki&TaN9hfIr2RfRtj67EMZJjMdv997NaJ0A!_<k@N?)7e
zAk=$z*5V6hWiD<ns${kV4PCZhPbk#0ixK&rqn+$10HwL}mqGrlE!s`^Fw8ktae>`D
z2Zu32fvr|Q>ZOHV!0&MrwKozJvVft+pDLp#?#oHKPh>#lc>tNyUVh{4MD7uTb=frT
zLfv12`(>}UV4~>AYgw?Py-~Lxy&}8SZlcczUGTMFkYi^|u0m%)?YJ*A%)%$yb7i}M
z;-}iOnZGNaEc@SRUSDTjcXb^?L&ZJ#xvFC(eFcrH9Z**JFY6E|5q19L&;Z%nY?5%v
z*SEt<)B1EX^c=-&`|}R3I>+RZ*<PG=rb*l0zI`wG?Ul4q^Pg{U#3K*E{HoJMbC}`9
z8%INrSy*tL#`Jel6q-FX){eoEKzvBjt)mND5N%Uk3)#VhM!0B8g~{-s)t<5nfCs>Q
ztb(U0>_MPvqVqZP%h-F89~k=l!!fLcaXreTbtYZPAqBm<suR!~j3URPYt4(@{%J<R
zZe=8KIf}BAqY4D%)Wn`HmwZg6*Pch;PmxX@i=Z)%z*X?ncKMZSFkZoc^ryoF;Tb~v
zMPyD(j!iW{wZ8G?cj(H*d-7||l~U0BMkj7{&!7fCGm+TVbZy0W+3{3mlU4&$bQpi9
zVDr)xUKA<>pCFCs^d;nf%`q6@p0{|P$t>3RYqyC}pn^2_gvPM8_M%L8StZ-KgiZWr
z>`70f|I!AhKkPNnD2lzp<13Ok4wsd*Y*lPE;3kIRj}d*fUg%KZO)vTJLkYp_##0e1
za>CM-+?JIdY$7!{T}y)KDvg)QUV!H&2YT4=|Id|+J>x)cG7u5?5cyu%ag;8s_|#IE
zjbaj>ANU?n-$gh}+-gBezm^4yLyMJ&lVec;eEK-X&YmPS2K=({Au!wM-OO9=P5pJg
zdE~!iy;yl>A@HIaP<`aF(!7l)mhaFK`0^BW$$!j#p9qlI)jE6zekkMr?`<`S=kzEH
zii@xRSh}vYMU^1<N+9`CP(*?tDj;`60TIa{Pk(CuJ^Q)421LS4PlxKN2eu&v#wDB;
zHfrOes}(OJ>I?c-d1ojq-(s%?5siHffa=@GFJ5`bxA^rb<fC^F9qU;>om;ZRNAw#q
zS2nu8D9%%(_q7{5SK;qa_WCLN7he&|AzA*RRyqVdMPf5KUh<a>4qXN9h|gcaRTWs>
zly5YEB|rdAe!L$*4FDFdGuuqp2lW5?_icvGprinwsKPZ<SmP?9-1<oZsXi(BpjW*k
z(tpx2)PqT-zq{E!*z+@$FY((7JHy3#4uuEFJZ{>zoGYtcf<8H4)XwhAqdg-EWay{0
z^P59Fr!;#PK-rU$Q0`fQ5Exp3k;&d}V{pW%Rj*p?Jnu<-24VhRm+R~NDxOAiJeCa-
z;oP*HFSnNW_|tNEq)oaoSf*<9mHqV$cigGnIW40t&x9r!Um5pA6?QR`OhF%hzP;Pg
zm_sUm6H{Rhk8XKPPv;x^cx8#XTr{vo&x(ZajmlfI3vxH1vjPU&{SAGq^{xa?+;A8;
zBP0<-cBDdtUV2kqf#pIDQb+|y{-HfuyXJQUH9QS2U;s;^^Xs1OR#rr-b66R|3pAGs
zXnN09!qjI@`8f3+tkBgUcb~6l{7H3nm#h<MNN)8hr0s@RjI`wYDB25gpo;1vGKh7;
znRL9#tWeH*R<uveynWU4aOv9i2Kmo(>0W~`2-ldyVW==Sb9`#>tzQY9CEh&r*U|@F
zU4#tcfS3JAu*MNgZNW=qW#q~ZRc0nxk>`yP7t;l#m!4Ut7yU;g(ET#s{KEy~t5c1`
z5FaO1mr=#PAF<Yx%bqCQ0oWIAgul&$5YC{Hw-2=%YPn#Hz5@3fp>~}9P_ngO?x9Wi
zV@^XENtdbfuPXGA6u*zvr=qz<NW#yhXwWHed1<@D%CVEgnD>zv{(OibCig;*;2|;B
zPJNdB0_}}Rj(^F!0vn$T`b&t^j1c_DA8$TuKM)A^3lB;b(8=Y=t*gPPX{GYsr~F4s
zt!s`>Jd8Gz3)<<?g<Wy`81=7O;8zf&RRlgJFK9F*-(H)D$`0NeNcOC`r?;1C@a83R
zP;C{WYK5l`Y6PS+{a_WEu3yLLBKOzm?iVx!#tL)zQB%Q3JK_nysso4rNZcKbWT-ZV
zCy+3?Mh>`$6L6yLztslC?4Wx*PMlSA9n;Of7~Kt^h364Y%Im3K+HcMsM^q-&%h5px
zaSmiHbZUoYXXx!7>|CEGQ|3>qQ(5l#tq0&!bVwe9J|~D?0ST-u-GuVP5Tw@Oj+j*a
zsq9X8HHE|^1za_A{V4Hq2N=o6_j2(%-|vd*_t&Iip6v3QV(|y4Lgl_51Bjm5=mLnL
z6k@-6W8NQ;;h^V_H|ducANFqlEbqkZ#XII1)GsJ>*4Hj(F5nvZj()#D5v;TyFYjr-
z#D|g=hjSC@W`n4LezL<9Zn_01{#US?jA`3vc|FXxb9X<CnbjYOal~UmUvN3O_dYm)
z`Sb<h3!rXoXc#mw&YgC3p5ASz9huX)YObsAG|d6Y<eLExOuqGCC<Kn3x5QKN;Z7_G
zO;oVg|8labco4<ZztM@XRH`=CMD^wm7hB)G=?5(0_BdKMY1C}c06nJCv$m0$ECHe+
zdA!>gW-5uP;?dpF*XR*ku8*6fZkq7?@X#YWDNzf+cPcvT>qLHScLJVBW!fLShXYbw
zs+e2b@0<tA>9#kb=^&lNXLhWYP>@obxx8PWa(K<l4C<lE`45WrwqF##mC(3SSRMRQ
z`WM|cQN%hG-R_Yk-K)o#taa&uX?!jD9?{vu#HX`GUqYouO5Gh^LCD{Fsc?>m#Ehb_
zKV~oeRh5&d==`pT0q(xy$18C(wo}7Jz&%7FacA+^opZ3x`#5RqG{D}H_ejVI$tL}8
z)Q|jpA8{TOab?JHIZpZ0X=*+_(ak4IZ4BM{4~($fHSYwNx7}T7y{C%=@;$Zoi?<H6
z0;)+2&3gu#gwQ{F0A{%Mkq0Lu1l#e=W6N|rR7ni66UxXHT-xt`J#zIuRrc>^N$jjM
zOl<q<d9`C8UyLJEzR%O#LfposSn<!NY>I>C%-{gv*_ZGK-a!r%6zFMT?lv3U$R7(K
zg4}3~z`6Q^(6f3@-L1B%t>*BlnJd&Ipuct|E;=4o9}?KNDjm@^Y*>5Y4wqA<RYx-<
zdXt)Gi99RlKrjN)fJMA1>(K-)_!>bOhb@uDM~#DQA{~b^&!H4}{pu81arg7{{<)DL
zyruFdc%NBNf-d}JeRGd_8;evu2E_nbz36muFB4>jx}!!zbKL;*@SQ46FFwkr>upyj
zpb*<ZRtHt=oZ-=`@cS*hFJuoPvV5ej%c!U`3VhM{B(vc$lxeUMc}FFIfl`N2-PWF`
z$5@l%US@YE(7rAN#;J~qwyTgTmsiKHL!Z3m*86qsM*n^Wrv<I*hZh1I$XwOWN2(0x
z+XuaLwlk_TFH-m-dTLY1+h$#11>W%vWMNx%AIt5agmC&`zR0E3g^u<fZ@TZsM&`)T
zFPijRoe+w4<&_Gr7C;Qn@xhq<**-msQz;fQrT##*1<mTyNY^)k&EB@rd;FS`f&*=u
zU}t{DP!4ue=W=`^3-7UzUz-C3w@WQC+!M@lH7L<mpjYhogcWq;Pip(gsl)b>&gxf!
z_#QS9L|(WEpv|K30*`Hmlo|Q|=K%C80H%jl=5%8mH{)L7o3pb4qV#A8f9?(&4n}>h
zjWgRoF|%Y&p{v?CJVVjfDDEi`3l)E@BD-MxsQX9qO4{Ek?7UKv)ixbFx;uosv+<br
z)5+c1tCsPF8+9sx7trcNbadnJSNEca3{Row(VekAdZYayFAN6>iOHLkp>b;FW{UR6
zs0(DxH5HVItne7tB1=#@JbFlwvxBSmdmrBbrzsXg25(iYmg|i#=Cv$kpY78{KplEG
z3F%bL2{|2M_vVXF%>R)_Yqi_w9MS}P-!%*p6v>b>+iOU3o^LoH>Z};Pk#eEcf0vFF
zTl9CAy^&*|cCVdsm>9=1pgL2$PQ2N!o|E78XZJjXX90@Oj|#2B>-_$`8xdl2=j96B
zTLA@boK$E@q9$-<CneL1%(hED2;h5Pp)8w9eIEoUdnN-fwQ1PRM$r7Bq4pl+G`Tmq
z^c-c;9ZE)?2C_L~AdvLEAzW>;M*%cfD^Mbs_OM~NYsf4}+LS%03mYSMkPB6tZ`z~d
zI+Y{C>l?9MN!zay)bAF#<^?gTB)AVaRx%2tH-1;pp(N%u?f)79P$y*6@^@HVpPN*n
zzudBt9w%*ng3HsLNh)%gPVB+;fCCOYAA<BK_I%8GxKQ0q0C@Mq4ATDI@ho4V>k9f)
ze9}Jfi>`Tkm*=c|qo*2sndKX8#gSo<bIb`VEMI+i^y6~pKF8+oKl$@&*#1D?VgR1B
z{2(7E$bxHN(_&;%q9-KpcJqrj8T-KUl9o{nBxibPzqcUJ5rDU*i!|i#SdX~s^r${5
zIt}j^F6j6WT5bGGP#&w}rI+gtq5oYThsdRW0fvSa`8MPgt_38Sis{QBm|HxV{%b!5
zRfREG0ZLYWiv#WZJK7f8$Nk8Rmlv6k<S!n=mj<gbe+&Sik&?_uJST9t{;*<dl){IT
zs~vTCN$wFC9_c{u5jN<9cbg&XEodke$PD~6pj63izC;Wt!d4Xuz(A^MC7a+Upeu7H
zKlT|B{$B4ffbvXkLiTq^=XDyFFS)iWqq^k!C+}n={@d;+yzfI6Cm|GWic!<5D-Y@!
zp>kag;N-X&1i$Y-NPD>l3OPx;=1u6Irsv0_z9Dzsj;;8+Lz)ys^Z~dIE3xUW-T@4d
z;vH%~(BE`<Nk=VDfA``2+7;Q&Gpk#K^q-)gCJ32oaM<{8Sr|CJjnn7syV%jt1c_@F
zDtAk2f;3bHv{)5{naTcWCKLrzZN*y<5goEM>{X8c(pKlR9c8aBA7pasS@PLeu2yK#
zjaE7w`=%NQgdD^8);GuL7EVo<&VESqk?W*Bdh&1FF4Uxi4?;UkL0rUU{@&A5;T~Pd
zZ%yPbA~m?<0FnID@yTk30W$*<Evep5R~kpS8;PCAjIU_IJHf|eyc4O<FFhxn_+);F
zvEQC}fn#(z3kQz5LK^*qpltX1a?dHqe<|VFp|Fowa^Ow&(`73l((|BS{S#Ce%qQ^#
z%9is3m$T#Pwl4b%gm}IReY{@R@<iG2axQ+hn#V9l11vaZ>xfvxJdcQ;r%Z*u<q4_b
z^>Ahk&_tafKGlsuA)w*-%^Zw0IHI=h4*hBWfu8jPNCE!bKuaSu>5uxj?85*o6W&R_
zc;WHAoTAMzoDZz6J%BU%k5{iD%jX-@7NUtz_|~AVIxWDh@K%oOB5fAtLgQM}zQp$3
zuEc<r^?j#^qR#W=8dFTU@JuM2&&%QabwGgThVL*O&iBWcMT2j7hg7(naJF+-WBUGi
zCUpc!_}Of&7Wt2fKb+qXrpBrbnmX^YM29OakwyqLFu`5=`_s{an<f)KIeJMSWZ>I2
zOn1y2?G8K_k2*<Ld}bfeM<E_^X048o_qDS4QvAN^&Qlb!w`D)K++Te>o|{0Rny5;$
zujkS0%Eva&U(En%%^=7!rJRFq?)nBGcUN@NQHzBq=goUj_UFL%`EYl~=Je%cg}s~F
z$GA$BBApKR9;;f$?hF}p+^&21@t_uHbfg>EhVd0OIqh5vRFJ&S?e9kG@~Et|zZvZC
zMqwQ5_<jAp!%saa^YyEILS6dVb$0Yvw3Pvgkhn!~edCAOo^k{CVqg7aSfs;hjPRL)
zd2oU3SLQr=0E|#BFZ6uvle{^?7&YM(tB=T8Bfw*w^lZLfdOx-&HbZsed>$Xa<qo3R
z{YwnY<ynT{pl-O^F{_pDJ9#RGk(OYGgA$8PruKQ<?sfejevPOQtqhfN1(BFW2Msdp
z?-ca{UThj!umnll@$h|RPeQ^Qf&7c(oJFdjeYxmo5Ive30K8Z4YOst`kqxD^EQhBE
zFxg#v(l_iQ1&r<GDCl0wB@%7?Ei!hLR(>RDhVBHzk8{uN(0boX4SSs+0Cb3P1sjm2
z=D^5mb94Hmgo3LoOEkme(+TVbePI;4kMQ^uCbchvB-#zs2t0gA74&>|-n;i635VfZ
z-`t~qIw$K*yp>L4Jl>dpt|Mj8wzMKJ03ttO_tEt@^gF-3rvV*R4?3eB{G;1O4Z*-r
z|G<P|q3rep$;yK%RCD_c6%QYo@r!)}9%IjbRm?1ato8R&+^2T9ZL3gb=MPTAGX<s(
z28jY0V>*o@|F`r~^=eCe{4KFSktL;WphtYOCL?+kabG6g$pP7Q#Gex}0F~?zD`qVY
zQak2fj;~6l^!KR4$?S&PMf`L8koaMkz!Ylm%h0WQ;E(B!x~!?$`h{O|htnf#eb5tT
z;!SF_+yN}vGy!c+<{Fefm=6>hz#g_O5x4I3MaqNhRBDL}n;r3LbZSeV-Ue$q@?zDu
z)-#ZU;c|(4{aNXu1)YX2Ke0Wmbt;Uxu(dF>P?!~tF8B&!zhvxpnV~7=B7h~CD_OV^
z6;cMl@hh>9_oUj4F~BF5TUF<-pS=geA-}Iim-otcr*1F956?UOL`G+GJ_`Nx1B%<N
zRjLvv<N3@_`o}BA>*wmp?Q=Bx2C)a)(6smb=H2L>p$(1o*@;vRJL1h<iVEW`%Uqj~
zf61Io^j!|yp9cwv7WZ(nRo0i7rg}mObH5k;tEDH9<4e9xpaMQ#Lz|A8RtK%2s8gM0
zpigK5r^rgTo0<DMlQ5OspgG983((W5Rb8orStlqKf0tpX1JDJ(Y&Slw9dSg<A{Q0D
zRrhVMqn_sBN7g85MwKx8G{Ekb<T$&_Cpx`&YQPu1<sp0YV0A@5Kr+}lCJ!RZh9&Oz
zo+ht^MOBWrVBha^AdD|b!Yz`=UB?G5I({XsE2$c5O0vjEgrPz1@+SrT^-3OS^oQHt
zcybQH4S`UErhLF&?fVsJN@&<0AscA{vDvk*I2}6!ETmEG|9V$KQ2pK`SksZ{X4b8@
zuc#<HZNMfWi7e>8Y(g+`JuboEV!GT^>wU)g%V>{2@o-e$5X1m*5S#uzWQN=>?q{F`
zUKDw}I2P!0L7RIwt5`li4b$w~FJD?YDl7K2<ETZ9FC@0cJ`30;b=2I{qDT5V>{l^D
z^9y~HAL4O>rZ05P)qTg2ky~G}JqeNngbeAO6P5x&vLM?UYDHz2x(_kd4D<?7hzL&p
z(O)NK<C5|CU0gzJbb!nS_V5dnu}aBhd*)>BRFAuO5FX<DeTwVD%azq#*ipOkl}s$p
z4zJ4T@teP&Oe!0AWY?ym$npGpoIGBji20n7uc5Q2M+99S^Y&AQp;UP;Qbyzb2KyL$
zFzJE<(*2<!H*)LvJ$E<!bDLgXH7%<5!gwN82xg6;m%zTzqNi@(s1uMVU{<Gp_U*7z
zpKbbqjRGaF3T->6A6-YV$wpgZpHz<hlequ`ym*d?o#^9Gz(OB&J-32iQhaL`D03g-
z2TXNeo?QDImAjeNn)@#{&qn;g|BQ2h;K(13be@PTcM|1t<}c4pORx6*_=}8-^8OZV
za3KaD&yhGeBnN19nq<v)(?38&dSQf1!9Swew+otXFB#(CAU--Te211Ncv1R~+kKpD
z0xu$C7DRtszU^|qsTtu%Ui37dnSHinn4No2+4Xqe?%$T`F2r&}lI8gd)ug@w?*PJN
zzeZj13Z}S%vZuMfhw+}apC5a^Kv<H6APrNMh*!V!^QWV&Z?uyOMmpTLm8@se@)x8a
zS6@Svv?$ZGbov86z$RqeJ4_z?<k|>_fU=W6t#m&kb!tInuT4?e7`fsMVm^JO&#lse
zF#dR2>{&Ua!b51HG|Qb6$=ZH`%cu4j`12{`=&=K)5s^~v?}w7uHDlj>SN&jI&{%u;
z&D&BbRCse{os+40yTue)XY&RE3Dbw~Q@5`H@z_m3==;c#+~21j;}%FRGK<MX>Dk8y
z9*ftUC)po$8SrQ<OJ*ziZT@}~^3fO(!Ky+WZW!h=+FZKy_y{PD%*%(uL6Q45{EYSm
z4kqLB4mkCXS>h~SKXv9c!~$w@ZHZ0M0!8ou$Cmdfi0>QtYL?cEquHI2YvO~BAX$DE
z5_lEl$Nw}7)cLqEOJrUb!_O4dch68?cbLEQmav)-+S{QZ!^HB&vs@s7alPdgxwl%7
z6P{l#?A<=vfok1yr(Tc2b`W*tmf81Ox<&j0C-4iVycnN?oU(-p8c6ZhUC;V-xK@fk
z)UFuoiRKJ{`VP1%Xh_U+{5Su~PZCoR6HW}83v8Pomso<FpJkwo?L?3_lp#%glE36q
zW?iK<XuBm>@pEx=yZarS9GGwgbCG=hYxEDQkFh|Ohm_7(zjlcT97r7dSML29XX+q9
z`wC=eq>Mm;H|OD=>`G`0y!pqK2TryP74Ol{hpPOZd9CiAAliho@WQM-$^k68wORZU
zq_m|t%~!n!!mED+|9U8n&$A8j+$TV|+XBT$;KF)o*F>9?rDv#c)nfB$9?FZX?2*Y$
z-t{Ossj_v>iwn0%R1dUY2#1_-wU$_$iQ~cD8prZKR<$B+p~6DXTeWjYxUdE!6&!uS
zFW-$$`#!wvMSFZX&6*%^qNUqL7CjhkLGUps9cDQ}k;|U_{ywb~w{jlzWv~S!tw)8u
zTrmjc9oGMEs)2-&%twYeKXZ23$U>+(#BoP&dj+75$iZx=d_FT{KhI}5d0aN&Uf8|@
z!*Yyo@qu==TR~+!4ZbM99Qw|<ZZ0td%GdDcd(FAR_iI0ip?6Jhx0jFPvVM~pg>QDf
zK5ei~BDs|QE<Q6ccXlQEWGe5>a|X$40RvXC&Ry^YGwb_bj#@_b4Vy?<Zqz*64ynX#
zyOp7{d8&DN6t0DPlEc${I6zzH2r38uaD>1)Ig_Yqz)CWmdWNQZcoXExCl(n|Ga?U8
zk{}=iMzBL+AK7?&P9LIqA-nkeeVSg4vrHMSB8XMXjVU=`bGDgTi(<6ngc<U}=UtBn
zq190H$`g&7H*RyIsHVqJd#6Zsn@EmIe}>p`u-_1Wx2@{?yw5MhwxkNwQ}I8fuU9d4
z+#e?8u4VXLpgmARK*L*Y*W+^^f~dTF##p<_?HhkT050`tcU<ZGX(IoPoWl41iH`|T
ztwE8Gzx%)@abEV!3-IMWp4E*z^(ii=JU&#F+0Y2?55rcn&vO&74cJ8q)1=H(+~a_9
zk1PNrl`~tN#=?&y_Gy<;*$&ZEy1G^?ACvBz*YD>wsvoUE`yBfjJt%8}j9Q;8DOd+^
zc?h9;S=lFgyl?!Wp3bJl-LmhUK0vByJV5MTL&8CcF9brbrrD0Jc$SHFqCNF=Q$Rtj
zti+AiZUU-hNP}L+l54EZzf@;pRz*ttcQt4p$|sikx+3cl{Qi`+CQ1-8I?(7~9^sw9
zkL8)_3m5xhhlNH~qwZF|`j_&{&(e?8Ovd7^l!>h204`<c^HZ<WW!{u3ai;hq1Ruh@
zY{<IDoA~ZRr5DHVB|%`&V>nGv>4B3F_4kw(pU2zEAA73)m1zGfKXLwLP5Yqrbx#i3
zh0KN{Ki3}E&VNUblaS9GAdvP2oS5cs&q<ESHO?OP&I46Mdm&5S6RNk{#wOpsUpG#w
zf}lB2^d$#dTsKSfp|nf1F`O^&oo;`KOYvp4U=n_y&I@v1hwI+vi^iY+F!K`y1$gzc
zaoZl$|JV1Ic+zolbCgLWqx8pSstXZYJZ%Gjd&5jGdVcpwj!JQZ2K53NTVZPih}Uom
znM-o|n|sj4Pc<PrQM>pqR6KX7t^6<yuJY8MV<q-#Meh%wA&P}tetN}g26ibQo1ZQ*
z1E%($B(gbvUPV|dRLcJ|AKE4+3R(P)0tx43(AQat46-t6Qq6CH^D0O_8n2UPtLTny
zux*qd?S|SYPXUxvK5z(MXnpDmaEU-jHul6d$8A)7v+Xu=01jp%@kzzwp53Q9L$?L%
zgNJDlJ%A%raMC{mrNxE;Jqp4YppY74^;Nl$N9KtRSb$EQWvz5?y*k~|JUZy%6V=MP
zgLN)uNhi5%+?^b-(tz%SY_4Z2zbAWGxGONSTs%M0eDvN&7z*`Z*{{7ElF4XFbKW>y
zG3;P?RR$9Gb7Z9bMLHG6bfmz20b&K`U`fcMR_P7fG&wn+6(F|U4wW~Q{Gdgs|K-Kx
zN)!4oEoN{w$+>X*Im2~SZCpI{B=SuF#-1)mc4a*b(ns<8o&H-mb&!PalYPRO>oU~-
ziY*+7Eym$NG6Z?@(N|V)Db*VG9%!wFui**Fz+D8x&E<f;`g4Nu*67d3pyP?1H@oIO
z?%>HxmqHAs=0`-_WXRe`pW_bPo1Mv`<cIEnbxmixl2G)>GM1`?Cj|5&@LhwFQZIS-
zdUT_lEDCkc2zTLaX0Rl(^X42kFLX7BurRdb_UB$+4&~2LP-ZQ^fM-ld(-$o+WUcjd
z#|WT(mh;!(XUi@61Sq^*%!jG*pP@zZXHLnPS?Er>`sb?xs9uu$CzcMR^e@83FQ&{y
z0TwKd*?~fi;;HYZg_gAwh5C96nO`Jg+n~BLOrqEGcZH7k@@q2;3zdR1pw485<B?qH
z8=cv6obZqN)8rQ|Wj-wP#|}CM#A+QjJs+eF(m3N~Hwg9)bdgeM<#t0%C^is?$`N_O
zZKx1RqM~dcpb4@Xtl!P7t>x!hu7I4E1gLT!m(!lCLJms{^CJgMO0e}QO{T-nlTkMX
zLmV2s<LjW9xfgxw_6JJ{lLB|fq>q9cPh>^8^+Ryjll$Vbx7?Ot7-!T<aARcDndg3P
zY;)<Vl{nPd5TK=!n(K3+rs=&0bJps0i|kzobYm6nQM}uSx52DeY#iTV8LAUFJJ{=(
zXZsP_A4dE5aQ9pLIfunldJn;sZ^7RMD*)DDglT18h0pB0am)|q$uWtU&AuNfNyzKR
z)W&>Fk3Bl2uoSC(yS*WeRTb4ViNa9dxG<ql&buTxMCc5LLfv+O7<Goah{bUj@fHVG
zM+G0x%%jNX{HH(g3t(FF3ZNY(GBxbN>!xb|;miF5{{3UD#v{2aoyQ?KP_3PfmTmGS
z3qId$Qk6SE%?F><`+cXrKVme!dWB1R%LHj|IbD)v6U7a_ETJGJ0|k#8;>*iC&%|~i
zLsFo-^uX#ax<b^)^l5XjM77YyP6PN}vQuf0gCtIkFn_s_GF|S2<b4mC?`lIW76i6?
zw`6uopFmg}UzkyX(mbeH%g2{_t5tpMOA`i0-v8w9T$KmJx8m6&*S7cm#Om-F!IR9)
z_WAgEq*PQ?d%BBsX-Ug>=V4uYqi)ov_p^Navk*?_X@{>L0t739fcdX-tNeTRj+cDT
z$Vs4S=u%Gz{`qHe=VCfRTOc-?`99DBXlGvpegzef4@%uXJI$e&?jr-$3~bNMUj<%5
zk}9D2ZjO8=o|>Rg)LyRm17e<KI2E2)x**r*3QgT{UlyrEoPtfRR{21q(Dqp~iQS{e
z(ztKhOX`tsSM{z%^=Y&A13H0Z&)sg@E}KpkYVD!f&%=QF%N%Hjjsg$Lbt>P^9TGk&
zN}qPcJnm&20}4h?f?Tazmi_rE=QU0$KJB^)c~u#CRkWilkz+z#@Bg`M0bVTtoXdw<
zL?XG2oyw1Wtt0NJ2-j1@n*GE3PHGrWJF`KOjP}LohGU`0cw^1aN-RQ_&wX1k0T7gG
z{+ZPTL^&8~o%iGJk$MG=<J5j2z9B8*QzUNAcVe*$smImD0;HkMfPN#hbG|`X_6l2p
zOk@3(n3f*712$tWszw~LMt+iuh@;3jj^;if+#L=CDahkP!1e#4IkG)To+4R5R^pTU
z&5$N;1GD29zd1=c8oDmPiH3A`SoHU^xt`uUo2ytb=)z`V$U5>NGUapgSvCf2tif~`
zavJ<eMr%MT9>Nc)SrcDhcn9tY{UZzX70nSx20=^U3-vA;Q&UU$ejddd=&qMXZp>b?
z7Fc^33t~tA<>val@p6It=N&U!XhQi$JN<B%s%1FZP*%j(nAs&uHy)phm5G_*8EYgF
zBZ9aVyMqu;o})$8Tn@6n9L~E>^@|VvICm1d>0@#JNMtTV!{qn>7FTk^{<=B$KzCOx
z1ppT$d-gYUtKR7Zw1|`1`e1FXo(c<rIq>~*E%?`a;!V<03WQN8(BhQZ%BlwWz4{U#
z1jw&ue>VqH^0)=RBkOfX?(o{>_?Kf2!#smyacVpljg!`3gdf;FPhh~1AmotjlgRQK
z_S;{M44raYDlndX-K5WuAq95Off&@F)Kjo>;+0MzIrot9x{K%Fd*FR1_F^qSgoecK
zoJ-CbY&gqRIG)SsJ|02Wr)s*l_)$kXi{$hhy;wf;%9n4Z2o(1b&7nLJkwcbZUgTFQ
zm3fGijWLSZ+V6Q?w(5>DJ>YJQcE8<Ra=1v0k?BSvYKS?M=cnt>AVZfoD1H1bQCW5|
z^qA5Gg8x<B`0z?yXxNPPcNzU5`g|!nz2GANsj*Pp;4917WJ`ZwFe4dNZDuN6<x=n_
z_+G)%xy7Y1jEQ>rO(C*zwRC(j_9IOf{R^lOLnd`O(Im~68xOFQN*T~5zcgWsH3pjA
z{Zo^#EM!=YhR#hc3BOdEpULb3TtX1!cPFS&O(Ggt+94O<CgLMvzgFy=jC$6ePwtRT
zXhtHA0a~r4OX8VhH^%*S1#@kXq_r#>XZ4pg5g8lf-xp={q+Y(Xl&pWdoa1G1jpzAP
z?c$~SX>~?ILk6O}U*%UmwBwKt*9Wc0HpV(xH%QG|)jrIFamXxX#F$th$e3vG9?B&2
zUnnKrxO=WK$Nh7_H)aTWW0S*Mlmr^pj8t|3US0OYrYD|OaX(sIr1UYvEpyg&M@#+s
z7juB&;=J~~AA!7Z(f2dxI6!8qc6|;}j>~Ccc9xJ1WLm{5lR7lHL`{j39}DPYr7~Bv
z6#?aUa10WcUB-7D_DNHz`Oz9qS!(wZ8oOQ(1s@)TX(QQG6{`R$Py!iCxMjQ9WeV%j
zqb_$+0xEyC{IfWMM;-BSwKf7jHco!&dQ;ezYdw#f4Q@OVKe5*B-@PRB0S`)iN}N~^
zf6c0c0+iU+OOwve5A?KckMEiLtfgF1&a-NzW<sX0!g?vAbE{(}SFV0KL#z<qf=KXT
zKRi3FsQ1qost*oJ?u-S1x^c#nni%1{VcI`g36U#n63EC54@2E{VRC%N`>%94QQH3Y
zJB{cIiN`Cx66d&&ascjZVxBgB%rc47gC9U6L}L#rJo*v%U=YA9{X34g6XKcB{rP+=
zyUFhai9r9W60U6d4cDAKpQ&>yQ|4)}V|0=Ig9%9$?{ax+MbD)*rZ&iFuJH5kcl1yK
z#qTLUzLai+ty~SEcoOo7bJ3U_J5{N=0nhoa$bNPvC3f%wjR-LnMw<s$TeFTR6d0oq
zBs|%vkUt_J09~r>8P2V!a*P6*@?|K9JrDDm+Q7?r=0=DCtjV#nB-t&vn$S|Mq7FpC
zIMw@6wj6aOzp*thiOg%3z;DPcecjIXLT<0209FfOquXP+BEJnD{_BEYf|{OnUb6S{
z#Eav=YdN+B4rU@}1`(QQgCl{bK=eX7!2F2VOeZ`yu=%)$GT1AAugk07pNmbIT=J7r
zi1y7GeWFsY+a2CGeHSM)&mlSt@eRgUi~fsIEGH}-w=~3pYBDx-Td3^az#U*w+CJ)^
ztnM5#_+-+j$EnF;?qvRL@vy^o*iVZieWKOxMRehE^zP2m_EjG*_>?Vta`%~A(B;yf
zv`LzdUPuNE1JpvU?BB$9=L@mO?ne)(Ue5onQu0>L`eA_7Mr7wq?@Ll7Hhu{8g7-G=
z=BRNy;$GO~pWltl!W{Ve93t|YDj3hY<e)RTE67i4()fkm!F8>DVm++4qMqqKgCitf
z=#^!JD4l5b36j8OjLzpRS*%Q651O3TsUp^?UanhparY!FUQlCEm7d&#t^6x-PK5e6
z6It=SZoe^TA&Dnw-^b=fUi9v^;qd@u`T#sHS59Cg*TMRtbZO6U-%nIY?;c*nZ+~l(
za|=e|gZAKsTSY=ZvsIrvJNIMw&3NgEA_5o4$FT*Z?|S(41%-hm^S?`;Ilt=OOxq2w
z-&$aqGj<XU<L|AQTz9F*YqYtp4oMh<rcBh+E;baV@RK!6JT^awubSS~*KE`R+463i
z`fIh=*@k|QZdEVi3y5h3!A<CE-(6`ZJQFA1K+!!TYXW-wD;l}APIF`7Dp=oxU+prE
zqRzFj=H)HSB}%Z(n&hs@aKz(0j6Cjx*dM^PrJmX1-`k?kFkHwidq~_v=0!1Qj8f-N
zsfE7u0Cv!yGOIN~Hs55>37r1<B0I*}cWTE&J`2NNWu>01H1i{V7vi}nYokR!kEbE+
z*wZlCvRHWw`$o7V2W4@#_t)3C&F9%>0Fq~-*#U7+*0d@E2L?=D2{cr4CRN}F$9L}r
z)gL$}kZqek)hbhDf<sSy0{t$!FDzeu4Iq<yjfc8U(y^|=eSmHfaXf*Gl$f#knm)8I
z)LT=vx?1}<JAQzT`hFCXc?dHV2Q4<52CR={Hik91n=OqQ2fe3Ik#9rzs%-6abw+Nu
z6(<u6ePw32eg}a<(vf}*cjNi+HNopgmizoR`dcJLe#mo8U8o8OiLNVQl7TGgXDcEK
zw9M_dsd8u<r4GFGc|PJ0R5oI+i%d@Es8;28FW*V7{V@*B(DKU=<&!)ckvWkKHv=s4
ze2PC3_31XRdmM9*25&7s`%t=?dh3p3cApPVObQ-=PYbyEDr@kNtNhZ(@y>oDVtHk+
zNwaAhf1J8{!Zdy8--bSF_A6cv%P$#`fxuSaGfgrZh|PJ98IB#K@9A(jnl00yPl8-9
zj@(;Y5_VAjfpJvVJP^P9ANDzZ5pzT`vIi0z!&1zsVDb0b`)8H>bx5U{>b++KX-m(I
zG)KD|6cXuXU%lRKy%Qv~EKN*(P4~z>HIP?`j>mI|zWUGcj2J>b9Bvogx&9&3i~(|>
zewCwqqmlK>;<PD`PNFHJMZGx5e1-}Mc=1t$)wtZzo{zp3Y5hxA=(8%mvGJg7-eKM0
zaC`l-=gF?VJl5S1SxQvmU8X-i+L^c<-Y?}f9qrC&Q6oc$;or;Qke|Ta%j9{UUVeV}
zw2t!nZ=S)uo88?G8%pfXyT2tHloj`A<u3|SqlI$XQIGk?+ecL~C~#>7nMW=xU=7d?
zK|bxpekbNdfCJxa9ef9M&#9#dx^QBpRt-BVie`!|xPZjWXeQr)-2MDg&f}N(8mGzz
zanQj*7q{8wPVWbZ8s8(~%96S9f>k1Cs+uM**Bl6)++XC0KU?1q896fOp2#8=+@%s&
zgP|=RX4|6S$NO8_evkptFVcD&nL^Jlrh;@<^D5hAPSBWsI<u!|$-<;ud+yq+QMa7;
zc?qJ>Q|D70Q)exryHQijTYl9Ah?;4F1b|*R!s5WAA+)|(vQe)P@_CnSS^vtQIGVwu
z`<+Pp+pAUTQ2S=$5nnI|v?0u+_Z>A0lN!7R=+5`ZlI_kg-Ktb+<JVT#tD%w#g8U4&
zZA06ro#bSF0WmD|TU^It#;_kz*XEg9rkYyl?i2I+kRK{?WnTX)yN>cuDPZJ09CnRo
zjI}I~%SQ~<zsJXRvhh|$4SF`Ow~!HP<iQA-od(<-iU?$U?&8ZEAk%3)e_co!?M$au
z%2)UP0+FL0eWm6r$E+3I>*$)zQPknz@5PU&(2mJ;uPirCi?w+pz+1PM%WPI+-nXHo
z_Z-lw=!$+riD?fRNa$RaQqD9K37(L?!(1N!FcrIQhuULBlu=dJ5Ye3hZBx}RWtoR&
z*CfU57noi!@{oCqL?aLCz0=|l(?TXR9u?dqxqU%uasPah%(YeygCqf9`9~dt4ouo+
zl0Dk&<Lx9d!wiH>@L4Du+_r~(Iqx5aueAE3Kg*}Igjpgx6>j80X1U+tm(-1Pp^~?`
z?N2!#sMBSCCb{k1vEu@b{T)d{=CA`vlE*u``8EvC-al%8CAr9Fu0jdy%pF`A(@E)T
z-O$6UN%>Q}T1Nwo6y;r`cWX5kj%qY}FmfGjHviaAOw9ry7aLHuOEOE55rW4s;SctU
zr{{Y!D@S=+8pbIFluo9REF}LP{R$B9Gsq|09rbvOPWowi(MS4Vyc#-vKXdGW=MCGQ
zKLr_~5m^>df!Y1!B6%n)tIw?;uG!xCD^T4}1W^I18r(zm9aKkp%BD*{Sy`2a&o}X3
z-tPeH)}S==5@5Z`#otr?xxaw{1)dpSKjwM4X6IL>Xzn}A+yzEPg{Em^Nvc@y4D_sb
z_itmIj_%S9jf39a_SsUu;(WC*rN|;O<@cIoq{wy13XKOOdkx2=dsSTdkXRE<1_vL9
zd92aadrSSexT&)!_4^jJ(BlD7A;_8P2`&)S-oyp*K(ChT^I|YiQU+=OC9a15gWP#h
z<=HECWd&0~xgj_q*E<Vh&gWuX)68jdx=a#s4auRTM~C0f{CJoVv=s?Cghe*y)j!FI
zQ`oOv38HW9{$zhSh*JXY{Jd#lmpyXNFL*gI&xhUy7t9fLsVQ0?#%W14cNWAB=wk*y
zLG2PU!NpQ|-dDLx82y*L-nUJhT!Sp8&TU4c(cw#$Oprc}Ve=fF?>(HnBia}NIlISE
zkiSTHgoi}N(&3NGnZ3Fv<@PXdY#Xje$LT0n)c?F)k+<#m%d%HeN|O2B^PyammlEfJ
z%>(^#=>3G0^ZC2g+MG566e+P&V&&$fs_H_J?+Yf0YVS1$mWrE)-Ml&9l&nc1&v@@t
z^Edk8_E%Q<a8Yy)KD<?($@-RP8%Lqx=sq1kHvz?f^)lEkNL5hg$xQG4OA9)#$T`3+
zptXw+&x`Vzl}#wn_L@KV*UsgCqgX|+@`{!iNQQj$Po5=C1|$`}R!(GsOEW-K&LZpP
zH~DZkD9n`hH@S$sbJ(Ejb7#Ey7!jfY6_%VQKlN_+;XAwa>|i$X3%tnn*$b8VVU<$w
zl6Y_$E!cW?cBX#`{n~biQjXoMYM+ZT<HUj9+p=`a1)bt!GLB)M1e%=kOJIg0C?w$r
zk;yHgjVDH(7mJ}FBz*O)4n~=cJ!oitRHZ;yt$pA|%99O%EEIiA7fEUkZ;W;xqbZN=
zl><P#&_%~pl36UvWNSWb0&>;xRI8XW%fNl%D~6I=1d=I3%Z45epus_&Z#RxD-qAi_
zI)ZgxxfNg2@V$iOjt|01MXxQgO1#BG+3IGZznw6cf&X>(0*k-9N}I{l>G?KJGKi|c
zYjiEiC7&Z&U=?x<4ARZ&erccBX`tS4S7flI+^Y&t{6jUT#N|9tt3ZD+Z~O1Q5FOrj
zo1ec+>s89@<qR|^#~7S-?v)dtG{lpY=v~x$j#S-K0i}{*2BAVo5*t&xLkZQe&U}Ee
znx5wkC>hq#H_+2-uJrV{$s|iYInRsX<nwaR$uTW$Acww;Mi*2`67MfgBLN2<G>2*)
z>hs|7zI8eO+4;rs<x2ZGeI74+&vbS`i$-RA2-oS4b3wqls+0Za_mFWiJe_aTFgNYB
zpD@aZ-QL^;(jUH4op+bss(_f?8y>eGkNwfUIEMRB9M6Xa%c+Rp#)DD5;3PN$XncQF
z%V)xMm7Rksw?YCq$N=r@PDZCr`(k~oq7(Zo{4U)PGg{k88jui~4G>&6ujP!CxBR6K
z>TUygU4#T34(|c^iDdwcEdO3Q&!J|QLeZ8Cp1V4YpV;eZk^lp)g_ve>5(g6FZN2iB
ztTC3Ao-+{yW{ierBVVFOTI7Adb&p@_QO@r}K+tEooN&igGrOrq=gDAZr+!d6BSbSQ
z+NfHvRhFH=Q@N?Pfhwet0GX--@w~;mQ=ntxZJaCrZ4<}y*D6&`jN$Y+%|dYyMB*u^
z{iEHvOZ|LVQUL)(+&y_+*G26alzj2xv{uZhd?6T9ah`|NN~u-C1GHyNf=2W$Y$5@b
zF4R*5ksK8sxpuIT2x3!!hNRzndvKSzWG3|aoL`Vo69ck1gKEy(-F`iVw!bI@=dN@v
zAUV}yG?INNS&n~SCq!Kd2OL@?v=PP`{AJaCG8l?vqv;ZnS*;QSjCilwt*5BEJoW5B
z=luO+6I)vE!Tx=D^G{a>SNx@g0*wtVaC`!~-L2}#ijXoG{F$HA=Oap5cmt`GJY;|3
zL1coSHa=nWcy~9nFiiMfI}~*_D0e&C(y37YdI4{vUd+am=$-ybkCjeVw*O&e33Wk_
z(sN+lPPqXCp}qtj)y6@RM{iRC(IWT57nknB=N-B9xl@xV4@8|%6)i22@C~H^a<+|K
zSq5aNlRUX1BJoV-TT2_AEvqMTvF7AYotzdUO;EnfV`Ujk^q;&2^A(^A?)TTmiO)T9
zVe?N_|JV@E(8MTE96gmx#`j?XqJSvY&@di-`!pVHU_Lxj5;sTi^`}5qf(|*6qS2>;
zptlct4&9&oJws)5d&0d%n;(bxBgMX6k79qe3WP-Q?{b;1hwZSDzE}BLm-XdG?xZ*b
zN@JuC{jS_kJf;*N@kf8J)D~rh`r-1T9%F<GA~rpRryA9y&%%I)i620%?0uC65ulY{
zu4L(Wpc@g}u^P3{#qGp5-tJrR$&-D!$8J`mp3O7+1+k;a37%h;<3t*jl^)P4nI50<
z@%p@uUta~K`o&py#290z+7JJL56(sLl8LJteCYQjqkYVO`8qvf(5ZqK>})P;VPM@4
z6UO|Epwx&!oUb*(`!6wrn<B>mk@tg6-}WuH@0-J3bY_I>p;N9&vV4y%3|0Dd?A=R2
z!h|rJ%A?!A`g}Og2ISt3I<+C-`+1@TMSEj8b;I)Px%6BA4Hs7UIQlS%iQvJ6-?<r{
ziK#SAGQT|+VAkXXCfaHL7m=2Sivr=IQxE#hvlmNy<2%2aiV@xs85z`W9p`yZVel+B
zUxm^F*eqyz+bA59k_<ndx3fPiNwe#B+xK?K_GHA?I!I%_k2C+e$=*pvud1EgRsuto
zAy0Ti4el!o2A$yYdlUeCFqa{CQHM}mHl2Wm<jJ}Yrl9PWYqMoF87X~Po#Hz(C*fZl
zk9UMQzeaQD8MS;fHxg!9mxFq*T26OfpOfu?>yUe&GQS;e?~GI`{a>0XcimwIcv%p=
zzSF?lqrG23tRYii3DrSGgc{6Va&8nBd*u$Jrv{7Wp!46o-vwNpKg6H3L<w~%_Qng^
zehTWE^~++7uE%7?Vc;Q6eafNR=aeHCiK4Jnr`6CdH+?@62jlGN^0M`#y=ULuOq23|
zxtpBqbY!ur%1m?tP0yo1mo;RwYo9Zs079&{Jbz*}vra(oYJ2pOWYlfV+IhD>&ro#Y
z@&mgHjIBZhpbMgqteftJ^za6@ke++LbJTm$D19HlHLH@VtW(g~d?_g-u+J2&cF<@>
z&DPwKbdBaem0gSiAVe4{rqIYvH>7T%g&}L+F#Gbp|HsiFT2h|!G`dd{#)m|yebUYS
zD9(n$-nx5Mc>19t%aAkOP`{s?-x(5)^A+!C2sX|)FA5*XDFv+o^_JzLBLLLinR`Yj
zNPi97@9+EYyZ4~of3L{l;h}<zJHPa}kw+hO&Mg$7Kkhu>zv7Jh+BkSd<$(!x)31mr
znnUqbfjJ=4H#1-8-0UuChm0jQW_Zpoh#y|Ph&RJ++kln1eQtZ2)Cv7elu38IO1)6c
z;5KP_TIeI`0LEIXeWE}g5g%@^&-q)nxOU2!k~mraS^CIz=>uy};Zu72(b3k~pZB$S
z-7zQWw4D*-6(6~?Tr^K!?6<NWULs9--n4c;y0=g6DoGa|7~ifwPq2=%x)S$c67R|`
zLo-o}(#&ff&%joI(oQ3vjr$30e;h<q-^E$eTSVwA&P+xQvpPfW>0@x`@4ht-xBjhM
zrJ$oPhwsnG0_c_vpoXdLFqyJkJOj1)%kYu2*N*GieL?aBKOiyr+_b-B*Vn~VljS0e
z$Ggpihn)wG&DSGIrETTyAwfe`^VC1xgEc<x>DW^0?&yN}Z>QX{{^mAISnz3PfKT=G
z?9$?0VD75F!Zi}9E4170(M2-aeD9&j>Iz67f)~Bl0&oU>zWihR)!9{Fw9E3;6aTp!
zEBf01K)*NMyQ!asL0{5iPA1uEO*$LDGCMFYpP#0Y<yC)@G#R}XuxaIRb}zbMEW2YW
z;$6$Zmr~+$v=x|$-ZP>oypSG!d!5M+ok_CMZN+}kFm)VukLZ!sU{!Ypji#@SJX&2s
zpn3|8Cih>r|9*oTinm`T`e7RE-lcwVb+|wV)01olSOUZ3d#j^ab{i92L$qhl59mlp
z)BNqY<n!oiPxj02g512?dRCnp0Xlw@mJ3cEMWq7^3hOlow4Pam_h8zQOyU^Cln0Kq
zwyXJM18~axWMPO$(e1rr$DPz5W2Iffv(>NM<18=W(+C$^IKEHx1Q!W5Dr&@zg(AiQ
z<n2$*I)DEv!cqHPty`+kTc`Lw_vS{TIHf)zWE8)-Ta>7$d$yE8Z_`a}Z<pvaTBo<c
z*CXl-9jXyl(*U=Wq8mQ+g(We8{f>wJa#z@whQg6tLugCnZ&VV@MwptAR8v0Sfq6Zy
z>GnNI^@lp%&PMtK*bDqDW~zkV?dUMv>V3lM*K}0lz9Ud7pC;Q`3roJfIRomQSMU7U
zpV#hM2t#yovp2imE<ITec8?57fxXQI&Q-{tJDQ&8n&+}S`_1uL@ruM7NG$UVj@Ww0
zgwKbu&ElOpX7NO}e=5N^2@#Xyqk+JzxHB2K<1SFIW{;~ytBik_XqlOODXqV<9=22w
z8r=hQf4WAes==p6o32o{B)(uODC@N`QL7Xgb)XV&%2MWx+{?H^3xb=7F&A)!Us;)1
zSbo)*Ke21V&ZM^T1?iomM*d|*zwX^^y!)98h2e2Zt@)6{pE&&d#S0JFz1?b2iW(l>
zFlY(mh=7~gMDn}Znlo@GE%nv?eW+jEj*=75sZqZ4{d}%UY?k)RH$uolJvfV^+#2mH
zb>tq1NF3z-6oFm_NK|8YUL>WJg>>4kRwFP&s0A1U(bs9)f|^8OhP5)G(UTqt>e|e{
zv+o`s2^zT919g>|qgT~A=nDlW36_UeAmWihnS3ERL}H*0IQY+Xpq&IW63rSxAVvG-
zQjz7XK*bb%ZNEqA8Y+^i-=I+=37z?|ay{FZL69cSLM>nmTkdmzGM{bDt~^9kfAfXg
z#~XSzrd}f=i~#TwXC*|}kAei{3s^B>I|aK{oS<y+!D8|r-XH6|QDDHBCAQiw0;&n~
zs3jH!%GGjMf>Rw#tS+&@Lf?)=R>~(~dKl(QJdn}XOh5>sYd^|_2b5hG>AJH>XnVkC
zE*p~eYx!{ukq}~-<CxNSbOTwxYv&tY29#k{qcQ0F0xxqziS^P%M}s%QH|v=k$vy_b
z@nd`+9euC&Klei`b|`(_@zkNw!mxpGJc7_<J&)cEEb599sF0AzSaWw^ED~khHrN|r
zGKaHeR=oXf3v{%4Xv8!5U*FRFt`#B-K$Wd@Is`?2Vu-VPnw`brb*3rf-&vUAVK05C
zTjV2&4`mp7M;5YXuL*9yIxosHA%-ChN=k<IeopQT_~APUAwvoxq;4KeVTX#fLbO5E
zVK3Oj=?hiyhYc+?)#qoW<=?c0Ae`K(y)}pBxL)J<D~Sw<NE?Ie?N>$?u8+dl>Hg<g
zJLntM9f-iJ9R(dXW=IkuUYuw@AWyC*h#K}KNYmZyF8+{LBWru{IPB;db-v<DdOn^N
zD<&kuVC;p;G>m95Z-gOZva|9uFUt;zDSWHmmfXLmo0Evn<$`x)antOi-R4Jd^Npti
zkO|s;3dZgN+k(GkT>Umi^Ya@$K49L#E*^~30ve<K@ccW;>IXTDDG~-NAdBTU_+0Z#
zFkOKEdSl642X`>)eBEU2;v6s7VmX3BWj;#f;dk;^D$9V0ka`GXvM3A+uK>q{9Q2|a
z9Y*Jgj83uy9<7f-!LrYvB_lKL<4~{szDEseb2h@?2a=PGOgk$UB<HXL=cabPy(f$N
zfl8pfu&JjjR|Dw_`Kib7u;e@VCqrYD!<$`xA{G_1ceE+jEqqfC@uuiHrF!c(6EyA%
z*4s-bg)<8=)%SIV$Ebep_cLvfMHMf2kkz4tUVMxqbM6laed7+vmioy~GHIM59NqE+
zGmtzhKw9}9x-8+fDY-`dSe0|<loCI`pk8U3X1MD#W$Qh&h!Xtik{S>o)^&s;*aw(z
zbj_xJM-tl6bq>09>+G8m%}-)~Uf(MyLWMZfo(m`s`~ez0gwjIppJb%osb8Q>^NT~P
zY8$lxqNU39gVhRcT8bBuS#93j8yI(X#O^QPAT22?Beih}>Ri%na^y~ESFref4_xO<
z;^!^Qv*?;@yfs+h4j=pS_^kJ1eTHY!(IVw?rJ0%s&Awdk#RtO3-}l#hV(*qamQC?<
za`Sh(nqkbt#R03LWA=saDyEcwGTpVGjZRi_aqbMgF!z=TXp)oVhOtTUeounG8W@-O
zc|=D^EsBnwc)g_)rK5PahyHHjHMaC%uQfEQ4``nQ*L(c|9}Pv7`<8$B9DD+aE<tNC
zMPMX+RihLf-_GZcdM+BzyVg$qmu1aKPp+U#u2H-}N9YH3xVSr=<0NR^U)tO@b{G1=
zgFX-SdqFcQ%kf|X0<dJC3q^Gymc+#9hsN%Uks1S+fb0wJ{-73eFK>&D^`#uaD0)`n
z4Sb4Z^~!%@NRbPWZ<)ZbrXs|t<24p1y{c|fruQz)+pE&;FJzE;z|F0#a4zf98ePq|
z<?jsyt>ODtj>c_YqX%|J+=cn8)6YFwU-fsLzN_*rKfa;9Ie97}9q_sO4(b4CT>F})
zcT9jT0Nb*90Aka7bp`!-H0!O{-A^4;$bkArDDk*C7%eWS&5i!mCO&`6lC>YiUQPHc
z$Qk_1#a|Dg{0u?vhu4&^zWdauO<j4EMtfJRFs93<K3)9W8mM3RJ*Go^=9``QQ#q1l
z-;|uV_Wj$_N4qyDBO2c?v;yd6Zhe{^hoWG*qu&ngL-H-xaaf3KjE$4KyG9mHJjz15
zL;jMubPLE*Xx~N5_5M8sFoPsJWYA}hZJqrx=*m)}OMp_7BC|#m9hxQGyrw5NCGafB
zh9ArL^#r+MH(XVHZFA9o096w*Z}n#V*xL=9qy{#QB4Y9$3^xu|v`-Fcpp)nlk76nw
z@%a>d%bj2w(25%u+WB_an!flChw>24g?5TKAliDzrg!<IPoIETI@hf4yS+VMS?bm<
znm9tl)N8NLALyCzeO}G#GNB&39l!4}gHL1z%NSVRe@tE1mZDr5eI;_Z6eX*GB;ih?
z0g#OF^s}j+S!-tM@2)N_ML2xt3p<=P`7KqkY;77lmQzQU_x}0~;xkOMndl{X5T#Zm
zRb{T&pquX{y{1q2GhjPLg0sIfTQ+;DlREGbgcjGl=V^)Bx|>YhzYS8=<OG4Qx0f2$
zI1CDOTyDlP+TzccGG9Kb(beA2uV6k5tD*G8i(XFt`Qxv0BNp2apZ?!nA=Ulwy7?!7
zuf>n~kQ+~fdor<Pd>3J^`8-g-zP2Uks6oC_fF$>PF(ojSIKR8D8`2GM9&Dchj4J|r
z7#N?(SpB5404>)2QGDf@@P4~;EWMJWsy+9!{`RH&jO{`BJR3^*WA`=wZ;rZUrp8*>
zBjPU?-gJ+a12T&3o`r8ebUtXt#lWZam*Ydh!h%^W{!q#rFU@fG{C!T;GC|J=Hi^(d
z5Vj12vhp6-{J1dZpHQerj)yzxH5~=!_r5aK_lhEd^M}$G*|uk)u5s&vjy5_-PE?uS
zp)~rse)6?hoUHbZlL01rJRtz=(S(nt>in6A{(MD(A^m1Sh}17dGg_A&^9QL1wR`@t
zf(`TU1ipMB_N4d?zq$RO@8@U7*i?zMMakMaOUeD4PtWMe`*d4Brcs<RjKvJ~1MTig
zYC+_P;A}L>>vUaV_Tgz6pjObF!CR{bM^{zN6^u@CuxY`5WnO3)v2~Y<|9-amk&(?U
zHn$P_;-tOFHT(L>ytR2X7&`UC{58F8GM4g;{2i~tVn*HAj?Lkil3x?U9sucg^f<z8
z!`7jk&yuBA8knD&Yho1Ym-}49`Gq1G2Xps0XWa&ki`&!b7#(2RdN<4ucZh1n$myQX
z##I@G#$*<5?`jT|L+rON_xx_;CN1y$OYUGriPiHxdO$03J)?~jB&FX(-NBDa(3E)V
zklba^c%hC{j_fxr>CGlMF01|-k7m4ZIxRfCv`nISyT?T*LTKlCg?xYytx4QJ`i1%i
z(uan3dv|X?-KsIR6yOEcFpn?CCw$mALR9Sf&N17QMC<$)3eX&|KjUXl(c6G-s1N&2
zB@^c9@!m6#cFh)EEVJ-|u`4|9JcxV5?#aPJtJsIT8NGCTM&Tct1tT06^@!6GDCOV`
z`na5K?4XW{IN%nL62to4bxU;X`U<?LY!MLge5&BTjo~ogGn+_%TU4O&D6jpN%B}i%
z)FBi;o^uhSl^rk7OjLc!4HO%AC~S+cy>-i36AN5dkKEPECBRj{Da1GQ2L-Em?JDN?
zc%1wyy`85ZJ?=Auzr2t#9e>~X9FAqE!Dc$>1(mln&Uj!H0lUHg`;M81h?lyod_jt@
z&b}R1j|*XfTYJ6H1JBTy;^Mlb*g&^Aq2gvDFMFEvsFyVTJwAA3{0YDbxkPuwZ35l#
z`vAW!M@P%U!UP6B(`tIeG7bN(`he*Zu7uKDQ$jv{XW{N#3BK2L_wo#GB`tqG2Y3aN
zHH1b0Mr-1O8L}@eoUUI@<Z0OJu2<%I`?yq}Vu`*&SkALzw{BfNLc3oSmII$9Y-_zg
za4yChDfQ|V28q7e^&JKS<2q1Vdq3Q$;lAnpNy#44q+zeZc}a;09!gmFt=8srOgYPM
zXvtkA*CQG2+p_U|++j09A!oRv6ZW+qk~lt_&9H59W0(9U!YA+el%I7ic@*XdDzb_C
za@lW+M}j{>JG4X=+4+Y3?v=FG%_M8&SC8UD*Yq=%r~CD?v4x+&iRkj<qYUmZ49X_U
zB&m}nf8QkV+KDN`W!mmR*M&M{T%)i122MEdbiai-IY3L=>Mm67(C*oz5pnm}cP8k|
z#T>;C7y^3b#0|WRp7RAdWBO-PspDu1Gl!9DO?};u#FUs6;kOD+d^2-f3qVvw^^;Up
z?9EZAqAE1)2~O=|y)1%)L6HfE_q|mI5hf;sh$Lx=3KgBPCS6dX`ttK3z30JMTu$9G
zs>t`ke-{{$D%hHKh9hbN{^5X1KXUb<-x|l1hnn!%H(#qD+dpSm9*S1Gx|5gY+`5?Y
zA1pHSk`<039=tQ-^Xn1{5<KQ;Xf^El?@yh6H#FJ=D)}9^k~oU{4Uyz0QG2C!2Z-sh
z-b3d8LoRdFD&gKgV?K4k?*~{6@!Ftc62wy~eo<4P^gkuP7=n+0+w>8BK$w(qO#L_`
zXc)p3XH=@<a*Hl;Vf|pk0<uhC1wHYh-m`L_dT{Wsdo!U--}Y01|J^2kA_Pes>8{EX
z^H1x;WtS*zew6vBQu$d@kA26?qbIX{lu=w)lDL+2?5-{3{0-fI{;=X|!^rHH?N^_d
z@3t@PGnp_2*V^LQ$-G~>y$sV-iw%q)FcYfBd@h$;_%JT<thRgFy%p`<0EY10P=)un
zwWD`05n+_@eUNm1jzlDfNAFG}KbF?#C3obra)W`*3PETlJ-#Lf!$Ym8#G5<Hp^s?a
z-;Jcn3iSno3vgC{>leNr#mEdAV7l+a#bB^S?^zRfIdM59?-A~LgZt+Q^xi;$*~UO#
zc*H=2xm7Ym_nyk3i8E<2gpDmbZLM^e!Hkc0<m{^m;}o<slP^*;+^O(Idi;(u`0|kV
zDYwJ+1E4Ut^dRY2t#^AsVy8RKP$Rv4Go7oe&)fxx8oi+x$VH=CSgUq|qk7UAobgCK
z<;TAAb3^RzG;eUMwCj6cUBl(p4?&hnkmH_~GrwnSstKnnybt__oI0W|1NDU%!MfSA
zl-E<4H8s3bo*E03o~#0dx4q!A{F0643N8Y~+`kT)ZIF0sNqgU#-RdYkHyT$q3ZC!d
z<!~lN$MnzvQrH=ZlMk0`>jIsU4`1mSBQXOPzrNgdZMR=Ag^v@jP41fCuTt~5CF5<F
zD(qZ}@JKKZH^h192aq7fDR_S~S`!0#A%s(4*;i;b^g$Vg^79XKSmRitb&veKjo+u>
zxj5hE=>#XDcRgx^u(kD)2>FQ#RmhEg5q95CJ576FJ6X36(dmDDL!Eg;ExQ_mmnzG#
zK0@cLx(vZbQt`sRv!MZaUOiVr|2H({x2a_vSgSG&QIYUfzwalq_GQWA9#Uf36p2@n
z#9}Snunlcazr5alokKbmHtwO%0-SUf(a9EQ1D+h6_-Q(Jv7GTh581W9mpYQuXh-`_
zV&v{!3!c-y^v`!_;{MSa;ldAv%w*5^o1*tm-s}Mpf2-6JF^mS1G5FQ~ZH4a_X-!lW
zec}SHqcn2`9=w45V*&MuZa${h_ZJGGe^sq4Jc9FL2~QIfu`Gb@amGN+u3h^R8qFM`
z0YUf4{p}KFtuH=o<d{;q&X7J~P>j0X`EsI?@9aVmmy63DC2GXKaB#~0L?K>*N%gsV
z@7Kuv>5Ec@->O4@2`x{7exH^-*6|;4FFDIHS2n^DEXvqt^LC-~Tkzd@L?dvv^nJI+
zkLy1Ts9=?iOSy0F_yV3nf|KkCPTe}OKqi!)_AUyzof@BKz{COn6rsrr1)JjX<h~)V
z@B2^j%k8gqF=flEozlOt&;&aRBLzQ3FxL{@Xq#ew?oFl#86L%KEcwHIsjWiL%BU-$
zcqnHsrq8VUdM}53Z^|msdtOp69U0QCd7G+zP=Wo<NmO<&E+Nc@KOf3<O3#>JgzfC@
z8?t_Tvd|Iry{g5Rurs3HGXaBTr~>vI-M8*f{GKK;NNw>MRsrxTFsD|r=OxM=?`Q)N
zPA=K)!X=uwhpgLRv}UH)Y({w&rQIQUve?Nb2|}1tr^NGhojP*o@{X_rux%pVmXkKu
z-y0!2x3|HCPMp=Q{^*fVD?SRM(&q)EE?0N2Spdx48M$=-hFwq1ZeCM$_uG2XSBmsB
zzf?T)Ex{CqsqB#>YB_R^h?uo2y=b4UI$Pg^a?`S0|GkFvM(t~)$1n%-O*He^1DIiM
zuQ54A`vrPov_O2tEyjt)6OZ#q|I@sCJaNBgg6zwku$V$RD5m1eha0ql52B$ks^jJI
zt(&fUQu;gk{AKpipA7b%o?J%>J~oD9B(qeu-lil<VeE~Hz5b%_BjZ~T+v6qbe%<oU
zAMO!(A<>VJ2tZ|F=#qez_b}P#O9M159jQ+V0}X`7h_y&lZlf3m+uf*mtPvnBIl9>K
z$LDa%2i$?y0iGD$hYrHSSS5ffKnzDbjie<BXB`Vvx}#hxE&cElIs21+yzgmq*n?IG
z_wSDmQ@8m-wcVI1*<X1li-vVoyPCDGGq3dC>j@E~q2yNL6~C<KN!(87I-czJ=JrJ(
z*BkcasBVANczzfm92<1w##;Uyaj>Nx>PEZoC6tZ#5>O5pKhIpJoihia8JwQ_a?s)l
z-#jSww(}@4!DmbTcH(=wqvtKV@Ht2|QoGPr(?T{ER7o)s^zw6Y_KM{h8P6Qr1-o0B
z46%a{5_3N|0t)0}M;G$JaB2nmNvU53_Hk{gVPIYFa@v|2V4!kzJY+&)TqR0-MB)Q1
z)jmp;+_!ZiG)SvKT@rIt+}ma%j>I~{Bc!Mwf3;)_!vTK{dQ7X6@Er2Q{dWRX$^7I3
z*}V%{gw4VKU8{?e%3Q%C{7TRlyNFg~pPTy$x0WQ>)s;`4jsn{BP09$I4%l1X;BK>?
z?#R+C(o)4f8wYrorI+aW&F_o#eZLt6II5PwKz=oD262Sw;RHv^pW&_MyJ+Cjbdp@g
z^<Vx8CwTl_GW${@JlIH>u72Mi2!cHcd%o{gaO;&F=5{~c^Oaj))yekQl0yUS?p6s<
ze*2Aci0$(sR-YTxX|~@zo9lIZxgGKtcOeoD^GKj?uA(TU6z{bkTJtO}vX8qEo|53d
zA?rJPXRAEK!=+|MoGk_lz0cY&9zTY=%%e!DNhdVqV=J4hqD1iD*@LkbMFe*g;F<vA
zq3i>VD*>7>zM+8NM*XyM16t5f#sIVmG+<h0g+=|_u)N8x)<R=`^$T`!O(Z-*p8rhe
z7=RmYH7Z{Jt_eZ96<8rSJVyyi%jJa9D&sZzP;IPSpssf6pS-vqK0idu>&Rs49+7cW
zjE+jy9<2XmNGP2bF$?ZJ{}#n@D9Y7a6=(@@M3cq!Fh;ZjT8=71e@ZW;#-L^Ftio$2
z^C)0z$af;aT6#bg=K$DTwk^1~<>UGd-K(7U{+Bx#QzXc>X!%gYqkES4ewWsAYipOP
z^KD4O(pnLVA0TMIIvjnnMkT+_$pdUfL~)`E4}!CtQqsTBJh`3U&^FhHwv(ET)&lF(
zm*TcBM|c|U%T$RDHb04XFp|7iy>9`c_F&M*;IiMgZ-mql^XDhDyI~KT!hz%ce9rP!
z1+<O|m;FO6n|9|6*IGO4`_;?#c>?|9oi1|jU0!XfvH7<&wS+@!>O{)lAUxe*7rks}
zxmoaEbJ(iy4GueLtECf1#Am-dE!7=jom0g^KEpb4sw+aU^|itF7!n}eJ${*qUx$fQ
zUk&E#U+S=RjS`|;L!=_)JX|#O9*6yeH^#yK9Qm7!PKAtg0gjPnapeH*`38@E`3p`W
z+_$&%cd+*wPV@W5H!&+B$y|HREFG)cC!j=TVf-Y@*!fYbzd=RCh$jOv8xb_!L#H|C
zT0X?=cE1OSM!ZcK)RAr)i`tveeI9a`>=DN7NSE)?`33d);=CvJ@~N8wa{4jlK4E_C
z){9UmfN@!xGi?s5V>3U*M_@6X`{7%1R`Uf6cJMy>q+-9&S>vdICCQTVc8{U^^XA{z
zzxfk<X-e6<h<VjD$SNT_5u5=4&ESd-!j2A$B`&K8v9{`y>X=>VY<u{QUUYP0poUN#
z_O=1Oz$If{2!ho$T9_Xdez!FZ71>uAfT^F+Y+<SQHaNEyHQxK4=5~iMWvhYKTP7VE
zs$k3u7f3F~BTgv2oAmY2j@;K(P3^)1=u<SV1xNVDYyA_%HIJH6pPws3IXgnrVXalS
zWT@g~eB-bu8g}YIHqSpHztc^>nvsz18T^C!uxxHBAQk;w1m_jiZ@|y*=l8%sFZT93
zJi!?vk&&~`cN>^N<|UnWqa?T*ajM~XvKC@N;;p8oEN?9Upn6azEdG$LXEBpqZt~Gl
zHj?pyS=T<`$<h~bB$mXy!Ltwl9xs~}d&<&;i+lwK&tNpa7Dkb!_Ec#5?%sFOQOiae
zCh3zB4Gfb$(ZV|`4RNtvLvRd^Y`_oN&tJXr&i&${=(@kIEWAHz=wCc9e|mrY2~iq~
z&HbFw$@l~%7IFqLkDUgddC8lB3>8==uyb3l$&6=0;KDWEkDwnA?VbLJUVAGJ0V?=2
zn`{N_(Ub<#fn4|Qz4zRbDi&}CFZ1u;jvfU9n2dTif4=hcVQx~GI0n@Gj@X2h0qx_=
zcNTb=pz37SZv6s{qkfZUQjpoEX0TFA;wYA3wpT8;SD~z69S595GBNMytXwrSt7B5L
z94^&FfZ+(a59d<?v3TGy9#ah3$H~o3Fq+%bcYIlw{%CW9!d>GT?SO*|E?W;ApQ$*X
zBk?zeL8g46VaB$bu*Pc#jxFTq7f*QDmer~vmWxC!7#x<VRm<dO$WafoaWIh<m8a9?
ziWY*x8l#x8M%$U%Z&DT)#W}+)$7MQV^&6Cf*C=7Krd;IPl)Mhd?(}@mIwV={1z=G~
zFD)Gq9=s4Wnnf0W%@g$Pl5qh=u>5`&LlM6B@@Qnxrw?A1q4=K**Ky((XsERXO2fC=
zvmt>{)yWO@dZ1^suX45iq&%=^@nLvHW?e(^?Xk?A+=k6~?&UAmETMKq;NRZPT47IB
zEF9kVjUOG!^b33L4$yxkd(s{t!+iYc_jtn#+3g{!uiv8}@GDn#i|da3;gN&fPB5T7
zyw4@bspkv$iy>!=XNXbuMP~QtDBL!<4Y&pEaK{GJ@O1yoJo!c50*RpQWZN)G#g9N#
z4zc7OXXT|MH=c_*2cw3)dIj0GV!$bFXM2C5kjw^rh9cP3u{;=XdN{{<PfXeAI~uA~
z`OoP6wu~iK-%PM6jlC{@`lrw(E|onMe0t^CU-j(y|FX=}`1fkW1l9rgJnuN|d)ah#
zm?^GI$cB&SmuB;tYY*-B2~7P{DcSV>y>soF4|N&CJFj5jzxq2vH)T6Gz3OgSS07sc
z>D?@Mp&j2HAWYfZK}P&m$hV;f0wMgvcke?rj&d^&(W(7`U^xEd*?M+iLhtIo`%=c&
zoQ;jSTxi%%H)%@NeAr}dH?kr|O#8J^-6(wn#JUIPd*@);DM13|#WRH1*Qal!W}DS!
zcV9>U4Ht$nwq|gpK}>?*$mz%okXHYnVtjTjcGPq;oWIG33%{)n6i32*-}5KZw<Ee%
z=1!K79!8<R45xIz`g~$F=}Met9Zo`re4`<V%N7mspx9bn=01QtDp>o@V`-B;zg&p@
z>f<#st5M(g9IzQkIez)0pgCxt2f8ioTd*-0!uhiPzTIOr_nR%^_@HXf=dY=IpH)0+
z(;61%zfSM{xDR4@!+pQ!`K0bTGjHNgYvCP^JWGDtsmFnU{>>2kb^@~F{lw@)0h4)9
zC-!C|_dfXIaqyehH6v}g<~nHq>Sx#!jKTb2+8eDLHUh&UThG1&bU{Gx@}3IQQka|!
z@7Fsw0@J9ztt*5H2{1Z)ZDF65NI^l%Cd>wh!AHY}yRfrkUz_=v2@KMwy-$7qH~`su
zH|~Ngfd*=e{NR8laVN1Tb+|!y9a77}&8V|qFD>rH(8o&tDyF%o5ekj;N}5Bn9n8@O
z=?7ZsZNM>r&a}^>nd`sn1^pUa=iLMePyRIp_>hy41ZrxvpXa{k^gPA~2U1VpEbSic
z0y4EF-v&&|b{FQ{NoX@?*@JOv*&WU4egyOJ8(o8|tU=c~pWqOqePrvS^4GwUBMnnC
zl_><FB-@9ER*Tf`b5wi{PCLlpG>Q0Lh)0cr@KZ5_wl?<SaLq^C8A497sY~-hY9?WD
ze<Ne2ysL^^q4M9sy;4WJFEfV>Uj1BRt)L1hzs(M7ufN^#X<u67{aScU^Sd~*UEF<Q
zPho8~q0a7fUt#idaTy&{injr2+uK`TEH?QVU9Ct#2c<~jC4OBKLnu%uu5?W$c=QKf
zlWBX`A>|*Q@%cMbdjl$J?@pi!c)6b7i#?azbKTj7kYOiu8+<RuyN}hZ#5wENrfT@3
zb9nXYlYkj_^chxYid46`dhLmnyk7^6G649+3Mzlt0w5NJ2X-v595}MCzAwzzbRJ(q
zzCGcv(x=6~RFe3Qbd6_WL9Kj6n}=R+f<Kcl`;qQvKEVNq;x>{z=;Q2zRTw@WC8odk
z%PRSg_IKH^^69qwq`)=g64W?H!+<h_c-!w;c9nCrz&E|u{Mfi(qPa0B_;56cYZ$_)
zKNW+|u0C;E@FiaJa)rI~1kAwI9Pe!Npx(@@hcWiud;Up9i_1^=BiU|0?Jh0Up(tN=
zM*l7m9~a>y4i0#Jg+i=JB4n4h(y`|{N#WM~GEEiNwrnM6f}G{@^XptBUn;OWvJ!>M
zzMD#QCT8xDM1iCRt_Yg>5g=@#TCeE#Lu%kixU0<UD}{E6916$}HW7z)dNwhxz`jU3
zX)J9aP!y6NYRv3?8gzX8Tm~xIY`&k0y}KQJ*L7$McTWYvXSe-2T)7c52o3Ff2WW@G
z`}hjOcSPcd?9U8B`M(!uA_^QS5V!X0b!aZcbB{k~Y<9&hdJ7lL&(!>--rOM5u8)W5
zC%EfC7Po$%3|d2-T%{O)F>vrk83plZ^CknpT|M3x+lOq(hdpr|<{`2A{WK9Ok%xkk
z0?_psz>6Tvs7FHT)P*Y0*n$XA<p&2-CL5L3_ENUkw|e)@l4{*Fe^kwRzf&OvBQnk^
z$+;L>01yrg$&y8~Bgp_Ngx^h?g-u%i_Rau2VP4lrrYemL`pj)j9XhORwUYk6fUavB
z_Gfb37{o_S<00V!^VhT}0cDbz2#h@ewYLbR5xw%8Gsi3J!u+^S+lJZf8W=9;PyNi4
z?wgZM)Ol~S<s&$)Xu6%lq*wg@bbVk0eGTsLl+AkGsR1S$1<e@3(<+s&X1gCfJQyx8
z*NzX!VQl0JF`!K@4LuG}W1jt=TAn72GR+gO*0QK09=O1Nr?pQXHWiIO2Z)W^KYpLl
zmHjqOjBji~AYu<z)|>39q&cn$&H!9nnmsT8RP$kpzUGi9d&GXC-lwLShd(XFeZxcN
zkpX8XTO{)G0Q|k>FCevp&$ds*C4v$UFjbI47EJWAz90KWxn;`Ka`(~cVf#L@)h}ON
zHAzU|PMYz0fj9!hh_n8sWc8Zxh$IqDDw}@qLN-56tKgwH`xe7tqbX=6wYxMXj5P75
zbjSIBq(ZTbht*Xe-+MTE?KxI%7mp6@+rEKMC_6r4j3*oHm4<0hF>!z5WBVBh0gc$-
z?^;0QE__1QA3waSCnwD&i+jb7VV{Rz&zzVK&5|n5SE}E5=5jz;o1zscT}1en;BrVI
zp4T7e2jLCveLL>qzX({S_@pv=R+0#FTx?a+>-9UoUMZS6XmWJNmOR|y5mlkH2@5Iw
zPSrZ$1ux~r>HyGqaMQ1I_tKU8yf_MySY>UYsn#QubWLO2FV>m=(Z7BCiC_MrM*R0(
z%6jjy#3z*ggmDBG`jlsBFUs+FM1!PVd-w-WPW9!5kR1Ye_kqzEjkr<G*EM(Zxy|ma
zJ}Xd1+Lv3VKKI;3zJFVLtGQ^PW*f29+t^RJJu@9<pt+?<QTAr8^!7U)-3DgR=t>8S
z7x`ZYwho63gYw_ufhiaQ!}Fpl%m_kGWguBK>NvBi(|rn#_d56ErL9-wf5P&v@2im>
z=ir8RF&pHOLM-v}mM2&(UO^<B?F||x)pIXe)8FmMFQ&u4&bh$4<OzM|ya4q=gYJyw
z!F1O4B&fJOm;nmcckO+k7%D&!*up~7?frE|q4k;u%bH$$a*8kDj_@ah0~qtP{7hMg
zXkTeg(`Qhx`kyXE1R^egb{`oPcO@ow@!-y4buQgA;~X7E#2G~f8tB#9&#^No-mQ9n
zRjE9RWzP(hYO)WgVi8U|>s=7<;TdVxDc3h$g{T18`KQ`#f_=NNpIy7?mad2VTAcdR
zo>KErpjDw;nE^#B3L<uNE86F^DE{#%ekmQ^Nk5b1h*F(TM9F<VPQqipe=g(-JepDP
zUskayC>Dvuvj7yz{;ph@LN5Vl&HR!#BzMxIf5sY-iiKg%CxZGDPUYDX-xQzAn=Z=<
z&&enl(jn24&Iq4U<;mTZIzB3QIcqDQcQ1MC);fA$>-KFNJN-KG#*hxos~W?b@N^0^
zMwZv%$}+)%fuoYx@ooS6@Kb-{^gyY<-);f!r`H`no*w<%$KSohe?`76UeEKdgBHF`
zLpPEzIi#h`ZyP&4MbC`?zAQMFBdeI}n9A&DD-s*#(y)lb&>uRebHLDt0F*k*;O>X{
z^l~n!u20%+<Ec&qRd3HN@I_%^A_yGQ%Z=B>*W%p!(V*SpGHN|ySfic9`2_P&mT<0A
z{ZT5HaFYW_@GpUsAGxp@H}_VqKNGJfP2B(w%sWxP8aIw=JE<M=LO8cts=5W5=qi2q
zQO;_-4tZHR{0^1&5JuD7i9bgYtx^AQ4<Lj;IgWGXWGnk+r{#Iu*58G@{Rzk9{sp%@
zU}O{q8YOUZN-FMK0lowt62RyvZNUUp(h1VeV$tHDS{W?f27Ox}{a9n%<9&Av(4CVM
zbh^{$hc{%zCn+R5ghag1eE4~EZ~j84xfjt}?%Y#5<@H~vI{QZ%&wWC!t%g#hp-^2M
zuXP?ULvUZ$&*A>s0u~ORT7MZW-ISJQTcX^!F0boB+jh^u7sOjcf|UF7@a6J}htSIX
zy6<vueBa})a=ErKyZ#P0PJR>(9A9>iLWmkZR8%b-Y~?7v5aT~vcm8!SPjKyWxu$TR
zudi8^(3Cx2Rd{@<-}UmotW&5phmi%*-psEyUf%Mt$|OdGu5xvdf$0=fRfS_`^X=J?
zPiV#<c~m%=^R`!TLduf4ow+tqy+`mxDqBQcbZIz{>==DL`*W+Kn`PcD^0dF~UR8Ss
z(x~&^x%|qS^jm)xdkq4CMYV5ot$XNaUo?wahus(zd4)H9e*zPmH!gh~KI!JbkyGtg
zV95s5W%-#*Zrt2*3|>X+SujI?2ADP|B6<)E|Li;QvU3PUJ!DbRFwPkB8%G9Q;<j)K
zn66&|%oWF`W_AxXz&WAhh2H?to_+Cqevh-O3|mv!9oW#^<2ec^Xn*grKMIqW<6pOf
zre=3=`|4cXhCY5N-n9k^iV94ojD6zy7|!bRs9m;WcJs<`znW&8tEXoG*9eJuQ6ifB
z9z<$ZBNlsoaL3duxK+IFSN38ewpoYW$%@54v5Nb?weK^<Ym8I_WgMh$+Ffp!s->NP
zZw|d5qZ*65Q=s$!<^DN<&7z*FGYLCVQDv+Xw8D_km5RVY^=jWVlM^?6wzSwk`o8N?
zpBsX$R0Dtw$++iP<6CA=3^EAVZcZytlHc9d%F`lN2GFa-KrhmN$12m4vV2JV&Hr<D
zb-na)ZAchDvspU{T=WGNJ~5Zpk0@r*?`G|L0c0slbHTfPc?zT=zv>3l#s6Q6a3byc
z0RqeKbPw+8lFT^U(n+iI`6H)q(sOYtrF|k;XvT+)ILypJ&i_8$eBivjpRj$*uA6?s
zW_vAzcGZ0&#-^=9%ZWAG%yL#6eAwMYclT+Q-n*mPH!w)8+&pgMIU2ACgbr!+`224?
zOr|~Gpc9-6Nu%Eu_ME+&D-Ol7m;4t&R5V<!JloN;Rz>KX+=X}oQZ8j;qS_-S;pb;t
z5~3=`&l=vinXpNMftsQG)WeHn21F%vEIoU>u=4ce>1&s+v-i6FQJtZB*q#fnC<jqc
zxx;=#A<CmWai>Vj`<VBA3mF$vIj{Tm>eoIkZyDQ(;qg|F(VWIc@Lu4!wRHi!&F~b|
zfqft_yYwALz%MbAk?<|5N**B$O)R3ghi*s@H1<sulEe8(K3y5qWM7A`qIPxT<NFYF
zr{4?w>x0>d6UL4z1PvWnRlUFPfqlKBs}SpeUDq631{yylVgXL%^4^;^gSY=7i$3}a
zkGHDfnn{}x+Lc%ZZS6kOWZ=T)-Gw;=qclrCkoG|)MO&c4{k*HQ#|%eSA9W7;uc)B$
zvkd%xnk3kR=_UAh-nv^HNwWvqX)pV)0)}Qk%j2fFX(Le5XyUL9lWv#|y7`rqB^V$v
znXz47nU-dra;Hu_cQ$|8MuR!JpHo5G3uNhXB!y!s)h*d~7uIrtCt-cLvJPY;akhDY
zM>#q;UNGutEgU_&b`A0#;ZnXs8`{75b}7!|n_J6Zjq`h0)F*!kXgn=W&FKeSlIncg
zccV5GWqQAq87@Kd;)U}J8h3U8$ACJc*Oeg6p{ov9i3hniN!ZcRVzH}k7)1U#&CyH3
zeknf+#t903oRE%Tci4El<B388-f}3cNiy%JFW@b?q!e>?4R=FFgWze_%_#A5zY!#J
zHJ%q3qF5F^8i$$&Cuw^<>Kk50-g_k7m6<RqU6YWZ&~H`Gk8wTgMC`}VHy{Ha13uHC
zV(1o@puGkw>|~hN)<M!f0G_*hP~O#~yjW|wXOooBaJS1UxE+=*YWM3$mq*Z1_t3P~
zM0^mTwAM^q`PgSaO2qF$8ei7#KDmE0KY~WKl!@xy7Ter5ECy)jCr~%(-cSAfx!<^r
z8OX6eT%==lcxh`Le;%Kg%<7;H@>g>*D+X!4I*$FAwdC!GycmkLcyWP_P`M}tgtOg7
zlcZaI`I?vu7jMma?knW?v>f}Ouds`KGRt{*x>D&ByQbnE2q0$8N73-uP)k|lF>on?
zpN<fMEnuroLF-EYQ+n<vrEB4BzlY?lFUHvxu^lN?zS-6pep%c0obY11^8?MF;Y&2;
zCC>|cMXSyC&YDoE;BnB}@h1dFb132JN7kH^199a8j!kFZhS1<c*ei)Lz*<utvsP^i
zN3@6Mk`{Zm6Y;Ppeu)?sSOi)s#(0N>bx!^r$!(pNqxbmGP&xVXu)Uo%YID}0favH?
z@2I1r?8X<8ju7g1kpG^``Z7#bBj!O|1w(mvDNr2XGOk5xWT>!v`M?sxd^{sasf^kl
z-1@4yuY;mPw>;p+yub4XFKv#l`xL)+TrLA;2x~T1=k^`M83kEF|4OXhJ#ZJY>@oof
zvUs=?J^m`eKZC8L@z^@4@6C_AdOniJ%N_`CSU3_X7dL5@JS5AKSwZaPSh4W%17_&2
z3F9&PLg`I%=h=x)|CFOID~$chgS#B|`drT-@sMET@7s4qo64|&q|^<=9`}5=ZGFD1
zD44D4@f-4k1bz4XW~b%-a-7`WpuWRO+MYb-kI#d67}#p0u_fC30_9;GAmnvlV5c5t
zj}>!>I(oj~&Z=~xxAJ99NJ<`oMHdrf`Whab1isIXcfiV-i=;`9<@L3u4$y6w9f@Fq
z6|?$e&?HdqZPefQi+|q(J;yr`k-FHj^HZ-p93ZH_`6rYp@QfJ(R)=l;@gAM*T{_e>
zR7hUn^H<B`vVgx^#|O^^O7vhka*!%MQ95t;H@+VeW_JaA=)Z<DK-b~xV?V6ObV;GT
z`hq4(!e204e~#``gXhinxF~RkJ%*B~I|E>tW#kzs=_E+9w+G-O;`%n4RqUX}#98Wb
z6wVzqUnVwwlpSz$6ZNfn4a$bj3By(CG@)gbT({4DL!|IuvnK_btezowhy%*-^^>Cg
z$zPjd<5r+GrkG|be+BOl9dwYyqlFelLb#~fUE4mNy<H|1)XThU=iq&cC;IvvMsa8u
z#)G8MdkxRGP}3>-0xt|7Kn2Bb6<ANq&?ZG8yB$rt-C<UF3vY;1$i6F=RRVRw&1gnD
zTNIk+>5HRS9mTQqk>@{LhrK6e3KPI$20wjP7#Q<QU4wt>Qk?N&j_OS`mn<caJ0NvX
zrmuljDA8Z_sr)hu-cc=LPSLYl(2K&?*2sEc88V#f5(IfsIEmH#`rAQk{-bOuYtNL}
zZ1=Y<sUkN~dJZTa4LHZ~M!W*ZC_FQ^)l6zll^Ckp&Fy=>z$oT+hqx=`<@R8AMVOT0
zFSaI+$t0XkNP9t#f|66F+;6tH|C1$7*DH@LoFGhSQ^<=l;&Yy-5-K~5bA+^Eg!T&>
zYslotvb-)b4TThbu}$HUcX+OZ`!A06fR5jDl{mOEYnoACOG7uQJ$`6o&v5g)-S1E9
zGdW}m=F&z;o8WasYPUx*IiYZN2kGjMH@ET}=CX&@=9Fkom%l(y1B7b{#h*Y~igpM8
zDPnkVm90RXZ%a9BwyU4DZ``m{xCai~V^A_G7|Oj@@+1b8=F^Uz!_~WrR9`Aga$AYE
zV?GhfevBG<SV`8z<>Q~k6K%!SsZEAJ96#Z{Iy=AJxBu{}@V}CK^apZZ2Y43|aa-cC
z<o7hE1ca(BWWwt?ZoY}&pFpU?tggqBu(``|CnPKLYM-1QpsQ$qg$4iRhXgh-dm;+2
z>xJbOgh>T>M@74_EpPm}3v<mm+tyt&QE3?XNii@Mi;s^i-glZuY4iEneHUb*KV2W}
zQ#OxYBb0bN{ip|<;Te3IKGx2(E7rsD4yT8dhoI5Jl3dp+p|1(n9@`d#m5sXcE%lfk
zSScUOk$7i)*j2fA?)-vtp3N5wTeRzH=mp5zRr`1s%y{&vLBDuQ>#!QpER`Bz8&CI4
zxISpRkL=SA?(FFO0VRhw-(wauk=GE^Wjc9mLZalfWGNCi9iQGX^);$@2x=3O6D<1k
zdd@@rSP`eqJh9@Vdwz1Y-vjaEvIkClZU3faY!3|mVxz`Q3K9AOCC(`9nsOHc1$Y*Q
zwfM926}QC_m1G<Hndztd(OhI7f8vK(=R~QA!9;c7MnjT@0s?O^s;t@<0X0@oHca|&
zC{2qLlf1?}=W{COp%fVGN5pr**9^+bnSM)qP1L>t_MfTynP%JKUEHs!0zay+7~%s;
ztZTmy9TR?hFFS)Nv)7A!^q7ziR?WWTGV@6ik=nyZBNxdp4;A17p5M?2xAu!3u?!4_
z*`~{^{ezv62kljG<aX{7x<~h!VL!+*gm8o&oX!*Z=+t5S+&=78SHcOvISdTKq!+Dp
zU0O12Y!@r030*1o7kSZ1rcJJC+`~?Kt+Xc%KXX%lF`k>>;+wVgAy=6d(E{DxmB*=Y
zOU=!@&#5mBcr1!3^h9qb;Iz;Ql3a5*kK*%~&-)^$AWk9*CXhb+zW@_m_(uwblp7Ef
z>E}U{G^i?Lqv_{{>E0iqZhfzD;4nbYBs_B1{i+*3A%iRCb>A#sd0)j0)Z<a~$p%Xw
z*>5B+lQNXrRVbcs&G0xV*lF|SdTSp%QF2F>B--p!Rnj?{sUy>Tn68Gnc@@t3L(fD-
zU&Q0Z?2^SFkqGgRa?fv93wA2aIMMl>OdDo=k&oBA?A@S-!LE#@{^~%#C-4K6%c07B
zr{Hwl<qFZBx@%7Jec&8b>63dwd+J?^%%=;lL;O|w(QAFQrW}q?e|AcLu^0LdTe0u^
zut6NTscHD%Xg57T_NtJ{Mp(8VJ(A+<9#sB>E73QfT5qWqrh`n*0}(`;QTCw$LvEv6
zU%OqAVRgbg>AfAe_Z>c*Fe+i=zG~=u=LtP}HR`tU)OlX18*l%)?{QNCKq(A8gE7=`
z>ZM0_KtFqg?EvGPp`qyZkL*OcK;Wch#~iPxVS89w9|w>we4Z@YlTvPvbdb-3(b+L!
z&i=mqJp@6Goe8VXD1>>1^!&d-r<BD}`4CGq`X9T}uP5{U3eFIBh33(bf;ADt2sA%P
z+XLv)fFp(P8GTE<fIt+mpR;pKrSS5?CD~ZE-6h;$JskKV<j^>DaQ9mu`iq||=z{ca
zV>43bJ&k_$(w|Uk^5<q!3xC^RQCy2{&%dvTll7Y0&K<)$j{S8&q$|DBjc!M1Yw^3p
zQ%QBBkPsdxMtNvrV#+Xpyk?G%M$dYoRJ^Y)3i~IWtlZfDo+XJ+@N=a@Zm+g)_nSDM
zAI1cF-~H`e&btYzH`hMD_s)0-e*ez(U<6EItY2gY=ofxh|58xvIFXlI1P)23knp_-
zXLJYSJa+D{%1d68fBGcW$%Y!qFV<>UAxXjbW{a1h8Xx&es80O#D;QjI%o*&mv^a{g
zxNkvRVW`mS`}}(K=B*x9qLK=velBo=_qdCX1Z7x!Gd%6X8zb>NBSU1sxs37wZWYFP
zs*@dlp(qMej5F8oU*F_aeP6?-n{SgPw~U>VPCCS$r~j5TS$?NNw7MYNeZW9mamAl*
z09?+b+A;r1kU4<;a9hKVRNP=u&Ry<eGUvZX+{vZe9Q*)|bX)iZTjy&&mF2q?zS={f
z_JKH|08(b}5vOm?G~KQg1Mo_&9SV5%7CcO};9EreE^|oo73>cnP>D&kFKtJS1fc<P
ztERqFuwYmXfSdcfcwrKh(D3&s;d3HZo%o@ca&0AW7KQ#SFl_{3lU?Jm3vm`7N(iH9
z&DqbHQh~t^c?nh>)IvG7&9ccQyqDe)>t1h`d=_}w6_oI){m^Tr`=*s4v4<n)hE-Dr
z21ZFA>b&m(Je?>HVYL1LKm*Ni;JP-!Vy}M>?hHp7xaJGkEyXk2CJZu%Lh(bWgf)lO
z)gb^EUn7#VCn7U(UITY7Ke2L-A*@c$RQldm!Nvnlfg(^TBbUGP4wY$7Mu;Cs@QqhM
z75wXNd+A!xxk!7Rl5X@Ht6OSCxC%iZsDtS$yfXg$W_?L}equUPzSsBTdeX@(w{CBZ
zo>>hP?<c5hOD;cuCnUZ5;^Lz`@A5x447|PAd*z;ErBq>u-WL)&;Kf-bw>Jf)n|c&K
zv%hdP5or|k+i&Y-<suC|#t#Hk!1F49nr;>9+C#O?Pc7EIu)<VTOHing_a36y-LH+R
z{wlp|&)`SZPte<84n%V|yJZ>$jiK0tdhBmbl2Us9f`iPezy+sz+#Fm3wye_0elvf*
zxa8Z2-#}T7JGeypjge%ySbCBGG3Ej#Lu`2-Ywhg|dJh2fMue|>4F7JxiO!~FzVx^X
zso_;i&Yj#$A}88r<;hId`SNuXfD7H1gX+aX<>MQ?^0+mCyIeJ>bVU6|_95U?S7!Wo
zr%JoYxx{5<&Rt?5`_0C>9v<)I`4#YUkSoORAnfC<^l<GIw_o%3mjWLCGxNWl+QHB&
zJX6$@O!CART2-l5>H~aAA?{Ao!Gq2BPqJRAb^nZ~iMkcc)8{qK8cbAvU5f_mhhT^{
zab5)coFImnoZG5bQWPOhjOl?z-u9O`Ux#nH3SfQ>6_o5R2sYlOw`coca@TcqOz?ih
zJJPlxun+#33ti>9N7AzR3>@BizPi`UI$Tch+UlUSNwcrU;JQRU+Av@HGiy;CB5rTh
zdP@ZI4T!@5iV2WidWhUzU~}a@GZZA_z$AIzq0@uc=6mKmQM_Glu`PKyxn}~ef?zPZ
zu9op4D<Ly4-wIvL-K#zpI+b}}-l3O6rWoJ?A7;P#d)qfCd|e|6PDl45?*##6eF;hD
z*MUf`&FhXT)?n@!8#SNWdm_|%`^JM0wK?@?c?7|5H?*}c4*>ZGw|n_GKUCoBb8gF%
z&7}ZU1(K_0SMi<|_^m&AVf^ik>fv^=PCY8ix_RLx)1N(VVgrj!JUqTaxT&S@V*!tx
z;HNTE<^8GApkx48TMO@;&zf&l#E4k&x0B-%r4me!4{KmgmoDjH*wYNpVTE=r&zbg6
z*ke!EXA{=#c(Z=3*KbN&({l}tfDKp6zWATl<#DTr^%=4gbd<6^MFgbG?8u`_%Ge6x
z63O1B)!KY|zTyvPNeXF_0-Ul!Jhfx4?36wdz;E4KD@GQ${i3K%Y{Ng2z2F6nb>H^y
z<7#=&q_o|@U?WvD4&6(U>APMTEd~$kUeCpTo)+wMudDQ`e!MG=qI~b&MYutmPblNB
zV}W}_`O-8#f_WoyH~#HFQ*!sL)xO%D#iJIVg5Q=TMdA^M{#58w=5gSZY=zo(Syv2D
zDi((^=(e|?^x!l0ILe%ct`)^XQ((VdVw=DmVcWSNm}Enhb*B4jPT^o0YV+hx_*_c*
zq2QWLANN&33xr)f_RaSeSE4fYPGmq`GZ1`e(U>GqKvzcchUQ*wCaBJ^m%%-seqM9>
zT?J(E=dH#BFeBU!D}L3<E!H)n?1%4O&elc~V_Wtr`w+n{37Q&akp@r?3rRfso3Fu7
z9;NW={Xm{7Wtm(|9tFcJO~iEAuH5en6_s$i(mB5`;{DbRmOLZ)=j-+auR1x<<mE%?
z1OJguF)^O+T7+3$4SACeFsclMYu4=ka&C-%J_-55wc0bcBMlPXJ&S%n{3D^?HXLfV
zS-qe6a1gn8KY4pSmrtYs*P0t41(umUL~DDzC;ctJSBrT@&~CM_B)FHv1N^Kg8|KGe
zAHu_OC9!V6uPhl`eh(i6IQlWx)xMZ=K4IDL2V4g@3z|5bGQgap>GP`7@aG>tqKV}W
z?Sd{_+_)shI3vZg@tNTrRI;CgDOfJ1U(Pj?gh%X+I-qZ1UXx%4KCLWrlV9S94vd4y
z{jLePsvnMNmjWw`SB>-Q%d5OeJToa;r8L{<<Wom*lKR?bK2*T7>2~=j-a&et<ZM4T
zlJ;Fx2)IAAbAAFy^Z4GYCfu@$@vz3Ce8iyT`vtkDr5ZISFSzOzFCZ~?OTeH#W20y0
zkg!kL%0{S0B+~UElW3u@E-i~bu38H-!BV)+C5$euuu#MxD~cOzd?By=1MewbK2PrH
ziBPbFQFT|`aJB=-A^H$zku#|d;7d})2}1s0LW=^&T~DVOmswHOuo$E=N7nZQJ$ql`
zTw-Qtw%!v^OaXZ(z&FE@Y6s<WbKo)a)0dBnBfFgqSH_gfgoo&D{xzg~-8kp0<Dm%p
z8{!!SPZ*s7z4WKo5Pgw5ykB0f(1)}ix@SH7T%F`1h;v!Ue53*P%Heq3i2LgtcqG&l
z>+g98hxGUEGge|yxevs5)}h#r{6G3LkBYy~YZaLgDJlu!Az6V?mC@m5&QJ5h*YWFb
zG61)h`Q+wEw85G)pwf|DkMuhsU;=IcN$+j&lr_pRLDSQQb5#4wvx{@PiL3Io=8oAg
zrJJ>S&&lvreFN-Ir!ObiI4m6Y--tcI8F9aXO-fgj>w{wn!)f<(YyoV8V`vXm@G>Vd
z?bjfF!6!@JZ#H}faR?Hwk>k%WHWD7*Fp}50A5f_CKADh!jDJy&B6*?(%NX1A0s%yK
z?rG$_p;7s}=}KJI$K%7K9uBr3?R?(LSNdce;#&1<2qFpLHB`;E&iP{RSby-gP)%9}
z>+A97M~GuN2$2!Y=OZk0g4?VHpbfK9;|2D5;{5ngIVQGz>CVNbdq1AqvXVY78xAWN
z6=eWlFgRDp&WgTy?BjXk>C1mTIFU?$bDE*<&Qfb%v$(x`M*TVB{U4%xUWz{{aNkC>
zJxX0bdUs$jDOK_Qofw7rVQ#{l53(bL%N2F8lG~`$#K|+(3{eqK1)G0QX(`aAji#~n
z-2>5yfHd04vR^r)4rJTkR^Uo(bQ=3JJLIbOA@&uI!({0_^4MMpKoDyF+!WoRFL&g*
z^4Jl=3J5e$YQ1=uNZKwgxA^MiB1V+?J{!(dZg;{bIsS*erflQjw6MQcSHY9XfOY&n
zt6juSn%~#7cpBJAq<a{#A@yf$2N;)Heedu6$LZ-B4;#4J&wD*~)z`v;1uJ~IRzQ_B
zQ?jM#Xay8*0H3c<`5djrl{pyeGw^#%=%1eggKea`fpG}(=ZPD76Hm!+M{g8h?zMLw
zwcKLRlCLk__Y}C~nfSt8bDjMDJT=sJH}g_JnO*)yiA=lS)U0w?H6v=^=`hTb&2t=C
z&{zT}%4s<4RDEHCik62?CB(_+1#@yGiZ!lvTC@<L4Wi1?$qO~UdeIotHfZn10z=(r
z*oV7-Vqly7MdE$-yq{(C$Y#AXYxX`zoa^m{mA>gdS6#lZ$hiki5^!ItFF7PeH{Y>%
zBF^{g+y#4ReRvP1(Cw&Y-uq=;`$pT7r1xRJxJq^kxOKq4g$;M_{nk9Hwc54p{YS^?
z(H+7sm;B1s@RG&|S(k-iFwYSrO9L{AD+Y(i!Ln#3FU2b>tx)Dfi^iN|ARqmN^Q7F}
zNpOWnL|s#07+;E`nyV{e-pp$aF0OJfe`{68Ff5`TjaeGMJ(s$?{c{kkr?jCBJV##6
zU4Gb?LPMO4s}Qc!F__NotASZJJBbH;Sa?tA7Rm^1!R!ipSxrcWkfK9&vwzBREcTbx
zr&NQ20CO;>bNdEi`Q3JTbMMi}`Wp^&(3m&5_o_e>;iN6rhOms^PI%n2XlEb$?BO^k
zV>&H(HT!<PPhWj+=FiO*(1_=NwOZDABJ1q~cM5*@4bSWh<G6i|{jB|JKr^Dzex?ys
zp%g9Sk%Pr&*NU>lkzKjSb$O|boY6ErbFTUY>cyUS)tOH|U%GJ*qf0&wD!I#<OJijs
zV^iqUzApM}v#83AKiP7=Rwk`tdxTQPaNlRnc$#$MGXOTe#HZ#oS4xdmzskgFD;0S-
zoZau%8W(*&FT?O6pa|930WYmLO$X!ASx)J_x)0o&IzoCn{i>V~IO;^8yCU2-612dw
z3)vzJfmx17Zv_6zX0n<r?gZqqf)96I(E)_7SmrPA`t{I-`Ni^PRq9ED9cuZKNeB=f
zuF?mP%ke}Mvh9{||4;^X-k_uY4(?4{S7E>Xghb^q_4p&$d;90c5YjBw@x-Lo4LZ0q
zN=l`fG5CUL@&(FOg-`#U6XADt_jF!S`aQN1@(v>JV5UUYjIh^`54_L-(<Sc5j=-aN
zwm3o<x}ZhKD6Ro9KfzJ8mnSz+*Q=b!3+L;r#og7zr3c|1s(o(1Md)S!xU;1hEJe|B
z5u3hM%9Abe=LUPCl*xD(#l1)M`(rNosAc@Yd-rE4xP-$+aQMI4Xq>KXxXnY!4ty0~
z>7NotFczq?ew1f<!89FukO}{oXQ#Y?G4%A&-?{zbwqYUaa2N*Ab_G@!Uxw&FuigQ5
z<nh8R)bB|im5wr%mU2}c_QpPqpk;;__m_l-^Q<v<>(UgR;sazVp1%U>0^JjekL=oh
zi;f4xBEUox_}U>s!#nmK#}J|p!M3k6@_nrK*e7b$-4m;)EvQw6cc#v_mLNV*Av)p8
zV0;b5DnqX{ur1@p{}|9T(}Ci{Zw4*gREg^;kgi+`gaR3-g1~rhdhY#}Ww=8kYO7A~
zY1im|s4lPN4J|e+Z@l`LP0lrH@j<8`{oDZZN}(k{gv@%O^@qgp+zgOvii@9e?taI}
zL*N>+;)y4<_?-059iuN!Sfp1WuSe-~leCAqoElY}vg`bAIP@^KffnMwm>L)5pN6)R
zEO&Z+Xa!8X#&<FB``F0G6xAaP`6YDpi@Bi>&EM^cc&1I_#_#Eh@hD_<A*tEVP_zD9
z5!7C(rgK_4)51vEC*2o|8Sv-9RO4XD+`(G}vrW!>vjnsMtq05f$WdDBDuqG;JpMZW
z*8Q<9sjw3GY<;d;+Kj<OoE+AiAWGRZiu$g;dkn<PdFpb*4*Y|<_eDGc?r93&4sEmV
z4lwWB=shq?r*hb1@AF0CPk|Y`KTphuXA=pmye6PVlbb6$SHL%Kct)Oevm-yRp>hyC
z7^K%#k(z&&eZmn6^*<0~i_ec?@ybGLVcW$2WLPV{96FhAP12)z>`+20%sJ|EVS3bF
zM_)XhKz!>L{U+oXwQV?b$^0I}YjvrvYL}yzf4#P4ao#f~dAW$F0xHp;I~<ZkrtjA?
zEP(_;T~$5|U@oGb&>!Si3LaFA`PfgIMV|4mx>?K=Qwf((gx|CI*g?#W3<f6%Fv*GG
zI|Q(1q#sa>Nwh19qeC6M_%8WU+}-`C9mJM{&U;%Gx^584#&XFY*sEJ#2l4nhys5VF
zW>UNjjnKm>9SX(6vtD(x-|XmxN5iQ~hg5o=g7)`jEPH^G`r&*fFH6zV=@Jb4((~0|
z)?QQD2f3Os>*^S!y&Sj-?N~gTK^M|L-iC87vH4i<O`^TRusg4@Ac41^pdVZr1@sKT
zTWl)I8>vJa^XBM5i39hkN170;c9N_At`S+4Hh)|nC8A>NVIK|8fg<ka@#x)Xrw!s5
zGtG&Pcs}~=`pdDkNoap0jyG_&McXqFbsn59DML*D!_s+mtEwzf_%DG<@KF#%l9Iz4
zC<>Bu`1NP9_PJw^dsa{u0^MC*HS3$R4JDrBRI{TO>p{zprh&shGl4gM3YNi;P)O<0
z#Lm60KYpS;2spjouGlalg^wg4{+npDQrnI?Ls`g!WaBiin?Uh*xKxUGY$3OV0;v4b
zn2f;2__#mHe0;LyP49yy{;=v=bn7CF=ElLU{=se`Va~H3o049+=Ys&G1pkx;&uyo=
zOq%kp!=x7+)5{$$Y})d}IdFAHf3v$}tAad_X!^~iWTDRooE;rk+9<-)P!v-krpop^
zRn7@CM$dGBn=EK08m$?Yt)UR#YW7NH5jrChDnTK?W+(fz`fB!+3zwCcB}pyfFRvn=
zT8YiId(_v|Vnu+FU_vGWo(`s%jt9hSDEc$j=f!__`7N|>HI$5`yN_3Bm#_vtdv~9e
zKmDh?RRoES?ufsF$v)IFwoRh@-begESDhhh@;a3!01~Q8@2C{+TpY&z*ZQCT=4qM2
zs~5<BHd^iPw?Xgxntl57w8|jg@4%olzqZnBF{HX#>y7sI9&|rz-km7RnzK(O=*{FA
z*FC(FeY)yxl+6NyJm}V@_ui0%1^gN`;Xn_323wTVA(HBwtAa2Jyd@)OAS&>rSqcDf
zwZt?okN9B!>11X2RgRrM0q#{Dgl$|l@2Lv-6WG<AvFEqyJqE(}FA|#4aQH;z;c!UN
zTXru_HR-}y<*g_WRU{sk_zLf~kAxo|IN%zACnH?3_u;$>h8EI+1*G`Z#lF_Jlz8YH
z6ajzx;Pb0SBjBw9fYvn%T16+s<}wv0zK{KzhZkIlM@Bhw=dYBWs=75vUzK;stRI_&
zL~;B1Fv#Z#hP99P+Y3t-vCerpqaUimg2f$R0DgM#bA_*;!#^wC^$nH>z9+k}JB|c4
zfrwCi_kFo%%nBlbOuKLILZbMoe7I$UTXVk8)2mheFul4!+-x1-!UquE?nob1O4pZj
z_5@PruOR7b%zj%_v@i9}wqH%|h;qQs2cE#)FJ`Y&-jLcdfDE$NX^v~%DXUohtb@%)
zee0Sn(49BjWN(S-DnhUuj_2gG)WY#eJzpeGArK0T{ZJJiHc{rhTNQjo45=`G-@4Pc
ztJ+WLV&fr>&m+NR@X`uq^fXggM`lhh@71pw+V4S63-js4u$Yke456~KIk1O*td`Wa
zuzM<rulI(N#`c!{>i+4TRQFvC_I~|9k88ePXN|ij5BUVzydsihv2onc7cp7=vJ1MR
zL`MD!9w#~>hZ0)xLQny_b(}T+l^*mxH=}%+<OrGLDNsn2yl)32iO$X4;Ol_ggFZjJ
zK960^%jhUT3@=`>W2@qTIl|T5{k)PFwO?yA=|n$|-KXBq!?&gxW`Q?QacradV%3V#
zA#Mq)X=%R`(u7Bym?7w>nI9-=KfcG=d=fUIj+=ix)B7BNe;qm=K1X!DS_!(1_Vhs5
z=&?^e-edPlwg=0R4RJd*y@cH)S6=Ny2|-%z{o%2|*=%x!Vh7#0RTm&Q0@p=1cTNKQ
zg54+##Gz59>k`0zI>@G2IW>^MSPKzVGyX${BI3YFHykPg&?=8;X7XoW+*fAH;xKBs
zD%;17ska%t6!ATj2IJ$i{dHqU6q}fGMD7{q@EASqKbumril51zb`{^zr?4aA=&D6h
z+&_qpmD;>aqTVR59<;$)gT<`zdl<1#!{*@q%Lk-+W$0mz^?G1`Odm$`{Q3^1?VXCF
zm3sTy0gpZSX0kv{&JBhw7)1H_p7Sfmt%w`$>bYgNdf-s?u(e;JPJNk2=~P?papA|L
zX=~lQL(VB;NBq?;z9y<^f8FZYgf^<dSv%q9tRp>8t#-nFPx=)zHh$c7e|EHgi}tBz
z^f$HcCLi3kST__U>E^TZ_DgK~#F|t<6DiRY%b*rmhtYKS{q?G!6X{RTu#uu9#h;;(
z;Y<Ov_v5b?b;bx5pQrG_JjV`(d#`4QOSu1xW&Zq?KZErxGn9`fwA~?HL0I4w?32x)
z-yS0MCnf>H>l(I8mZT1;ZlAPF3|s#_u~|a{vDbzwcBAXKfX+O+Pt7XeJ^Da=JxWMb
zq539t%A2bCt8&2P!(xRI3weqj7JvW$S!Lk3EwPa$52rnLd7`)H0M525{RstyaDRIH
zpC-c%@vdv_p<em(kydF%<s71YtAxQiuo(OazR(K*)Xi4UN(ykWC3wJJj;%tsvFMon
zv3cT^LE}{6@xUzU+9#785%<ZdT2GGBXt%5l;UwR$f>6ZT{l`d?_zAzTA|eel)+7Ir
zZanPLE=s;U!A;OeT^BFv>&5@(z_zs0>#A&19+k&wk<Sd>?NbHgmigoQg+3No!>(ic
zzDEDuknI8S*?bH~4JCEfm1fwrRV+xx&8&-#)ZDq&xUl*L5^U$<5;)*#Oz1B8W;yb8
z{`A7lR4;GpaIC(-;ls{u@5AKMb37&#6_l7g`Rav=T+ez_olQ?j=Qyo6$&aY<E-jL-
zrVBA95Gl^@DDn%l7z-miR41gc`u6`cm=j>yaKR~p<-QEI{PE<E7UVW3KIZ{6YG~K2
zc=(Fj<+<l=Mg4mA)9ey?-wHj3_cLr_vEV~BD*b_o&xi+M#=9|!9QCbVysV6xO1q(<
zz5}5@e<Hcvh_9pObAI!~T$R&9tD$2cBNRqM+sAsfP9YQcYGWb|8L-EKLK(gk48TA{
z4LpS8)7528eNJac=luOy3yj`ZEpgkl#wg<Suzw=EcFcIs_2@4nd^!E4Y}YO#<q<-Z
zS`V{V$-~u1Xg{vzpjO1SQ(&wHdHafnn~;uX)_dybC{jpF<JS+*Hj_8vU~y%y-_sR%
z#ca>g0BH4;${$L(NS+=c;n>V0rUK5pAG73YgDRA@wrcWabp7c!uMu>wK5l2N8Sl;H
zomjoY?hHpwl>PP}_X~V+eE+&9rtoh<3?P2aK!f6#2SOm&=Q!y2nR|x5in-}+a{LbT
z+e~~cBtRmca`0E0))?Qss-~V}pSyt*$=M^gySk~}y2cI;1=Hk4N5dA56whVF63e$~
z_CNlKxEp!Yj9Yf_f%iE-tJx}V+}|iiBY4tC&a0ns1a~m6dw>GdUgq~Z5-Hw1<OER_
z*|tn$ERbXbZ|`M!Q_1<wD=jB!St>Hh-6<ROr`wb7<8EF2JiE`P`6@4HiLB*if`QOk
zWyKc93u!E!pZz35`I#uU#!C}CSLicSRtObl0}OxvxTkmgA=Uc(;jOQlhrBPW3my81
zwt~(d02&JJa3F+<ay!96yp=JS_qR~_L_I+E%p6|s*!=?g*hZAKgS(7yyN6H&Uwrln
z?0r5+kR%+w`>kRrRbi^h>-X!mfFsu~Oaipb^tjgdGAEOUc>I>ztF;%{F=eLCPCx3A
zr!Q1`!hO@$ydMd&E70ryb#?X?U9coN%5VD}x9;5jNHc7T?%;vn&y;BJe2sR=+?e@L
zpaS5MppG=BEZb+zh;DiLL29ttW*hOAmoI*v-N&jyu6$ZusUG$le*A5~O9Tx-!OwPp
z*!#r_=@`dl`qY<8ndHRgCR!xk-ie?oE<~B?lima&CH939Q`}#`vFxXVrArL=>m^QD
zc979Qvs@ydDR)Xp>esLOXP^r&(Hc*PWy;DpWq9+CbhTe#7&hTeJCtvE$b0#VcFxAo
zvF+gx^<IPIP&fWb-J2ZP<GCF<%3R~&L~^(9Xx{=A&x?cB7%R7iL<075V2SuXbC++x
zhj-sSPZyQB0J72c%Xmu><rzastc_vZiymbQ>odbif+ETvtl9bQ$2YK;tl5hVf8jsn
zGqawubI(C(g4Vli#Q!Xs##!Ot(8l(LPYfqaJP#bLgQkUVgNj9<$7|)mij3F{MZ|Ua
zh!^M^$lFlYnZ_Ff1EJ4RE~bu|sAU{8lG?x`IDT*dxK9%l-XJCu-JB8-<uQN6eqjj|
zoCcUzjOlWaHBsO;t1w2t%BvDaw`JQ&jH2UO4*}T-{k%%8(J1r~XFnvojI(%sB_c%R
zaQoSJN0rha+REs81VzK|57+<?y%1ij3RwQ_E;dlD;}wj`ftEYY73Xes7WYE{UnHH-
zHrpf!WZQk>0hzeTnBKsba0~a;m>i3CqxVBh8T=Jmn3D>JJSy7Zv|kA!9*N2ZLQeh0
z;uSQnW(sS$Kk#h=9Ac53Sf1zl_x9Q@HOx4t;lv(@a4OHI!JGuw9cYKx>tUQljTg@v
zqzC_#E^1V~OX1{akJn^9oVqUCrJ!G9>$7oxr>(aK>g?h~j{{lmXOX`=D2nOFBM;lb
zd7SO^W5V;|PiNVkq<ywE_L9rAKuv|$t1lL?36`W!?}2sA_f@fASGG_8pVRuenaI{=
zG@+b5SiixA?x)yv;~el#u{+ztlinlWecAZL$0xqTS9>K8q@Kr_aY~t>mwo6yztoBj
z_cpth^AZndKUl>-P51NuB*rob7uQ){C~Mx&k*w<35)2x7g;OJ-S`<1*H1gF6gH}-e
zyVBQ~$|inPJ{qveKz+7u`aB8Ua*dRRN5c_V+>Zz0>fTn$nS_!qKVmeCz9#PzsI7*#
znAzItsg2JM;uriXLFJW0Be!IoP|4a#Td#&H?_hiW@xJ4^6?|(~NCC3dz(2DY+++>$
zIl_bdgCY+HNY(a|O;~XR>#!ftqb{w{f;@eC0UuH>^JGgYl_t%4&+IV3EB1MVAG}2)
zknXGC#bB>lF1>P5oA35%zh>^(Bi!I@1~`?+07OC3ZT6WWt+5G9i17k|BjA)bi#)*E
z!I^ywX?%XT{Xsj%&+f0{iMRV<a(Q7N*Xw9!{A&`yq495O0dhRzdB$rRGM+m^JyZL7
z4rd9=l3l#SrYD=zVQ)b4HDmmiSh6hdamsaZ+7CdWK*SiGzmM+kKK6*22~ljpR4E#%
zJk<E_QJDmr$=@qLgg5xPYC8sxbLsn`SSAWYf=3<)S@c_nL#3h~`aDFXH7n@b!wI0I
zYN?v+pu`&rZgUZ3s7lb}XvW*V>&o;`U#NOj#Gfx@B6<{`2|JUZJLKGR0O^I8oS?6u
z&g*a_5_X@#k^GmZOM(&$bN>^-^ax_{^K#si*Mbz-5>uaAVsKE0w&HTnSuCKW_ka41
zyQKXYegQzhq5YWqYir<cl%PiX+5FCk>&FhDzWw?C{(6dqsI6vCN>jg!U^BlrgFEPp
z1b%~QKbGt34(BCMwA*c-Jjf@j=~05Ij&9LH)y|IWnFA;1<b%rN4gPsV<-K1Hz|oIk
z;XB@PZvJqiksrrjLz8Oy{!-{<tM9x3UEx}s-}^1;(WeMeJBowJ&l7_~pxB2-Ovrtl
zg5v*3PVLn*%=7$PjEoQFx^+TX*CRbZE%Bq&t^)Gj`FwSrC_rhapK2-x7}N$UEt{PA
zE9o}8XG39*RqdGz9oK#Eu8QB=1^Fz3L{(G2Zz}fF^Yz+mw@<xan)u1Io%j^<!#(7E
z?Xsor44BV5pg$*g^Ikuj`@CVE;$F@(VfIYz9*4Z)kom=m7Y*~vxb900fCCnK*V?Bj
z{6r%{=hnx$k6{tsnlMiiVzXUAZ0W5jzLRJ%Xk*4I8E9Wkb~$4k@}Gi}$y9D(NOh2t
z{#PpU1wWz}gcRu0f`Gv`G4~s7S7ICJ#uuSu6b4vme@tU0)auvB_g$<UcPOtIno$ZR
zx(o&qgUX$f3akmy`RcGOS#OABSd7B>a~b!j;{1Y_;pYh+EPS+gA+b)fw%)c=c8jC^
zXcjZs{(A>ph+VC)2Rc%`&UN+`+DrlSr<r#5paKB#Gp8Q8$RKgU_5wndr8o={+=SVR
zPgnM?Jm25@+toJ_+IE`cih$}I;3y9SpV19%^skBwze&1~0X728euEsYMcn>JP`b(<
zs$Tmv1a8RpW4Q*=lQ7UjTr3Vu_r*HNg$77m)m^#`$uu55{Nr$r_VdQCENlO;uMxHY
zgM66SM&FkT|31S+p#7p3tbAXrZK{`ic7wjLJoczBuSuMh*ZwzwA<6Mk<*Bf55Q^F#
zeyju2)Thsn@_z3g$Wqt!Y`NOAMk|#-RV>Vhv+kLKSEw!MnloqrwEK5L8%$#5=)-Rn
zWV0ZfqM*35#VgQq&7e?@#PanM;ShK7Km4CA1nn0f<KpZYMuH4(Ih^-4C~l+NJzn1f
zSL7hxhvh7MOj<SAj06jdxRpSc4837}c-;oJDuUS<UNNb1k|w?>6+hUR^C|OP95b>W
zH{<=KyQ|$RXZkv#=o0g+ayh0340uFt+!?C14ubV%&9syZ)bP+kSprUBP0TmA%_+|y
z$MVDJzg61nM!|F$nCWsj+r5i8g%hia+t)l*@AjN&$_<~Z&?gog1n|@6@+S6)^fy1A
zo+(P$&+gP?@dXb--?<+Q>T&zpX5~#}lV2*ouT|Z){DSnneRds>Ajw$89?hB+B-8gy
z7wd?41f9UsrPIM^czUYS1Fg>)h#}^i^>z1cEuq^3b-+vbYx0gp<Z|l!C%5A0mptJC
z<f?Ujmy3MY53nvzt`?_x{%0(wYx*S^{m4{Mgd$AKQuk;d(c{0zGovl+GyJ2LSUP)*
zbCo>LZuw}K$5KH3(5tz>NP&0!8bEv&YOP~;c^|JNDek#<ILCDgYSPCGnJXNezgb7{
z<nf2L9=G3n@QIA%QJ@rICpf!#4P0S{C|BfLc*3pO@<4)^U1w9L-m|owKt2M!0Zq1^
zpt+L$SFo(k<Oyh=hs-Sd0GE<6`WzX2%9nhdkZ8D6E8NNaDs=)|>;fJqrOj^2L#+%$
zzczf#`)b6ioYK><Otiv7KL<)`JOZ$$+;c^K747w+0#PTsbGNUMa5O+K!=<@}-yY$Q
z$oFM%AF4mm<D>7-Mdl~u0r4$Ih&2SJYx7;3lk?8k$RLGfUl_;jQxaz88$im!qDt5W
z@KQQ&9Z9o0OrL9qYMCK0$mxLJU|c>uef(kkqse0Ov;6c42OiE$gFxQq%VBc7frnou
z!SUCzH4-JQ=ZzK|L%v$Z-6h<YXGHGd=3Ia~1|B2&_NR|x4F;JLpQZ!_35T9KZjCGP
z6@Y*6&gy6RHfA+r4B|y<if={tC*+&eanA01!xp|_yx&LW;G5|av@EILKNo#;_i@91
zEJ{BCkn$;xGNn|`8(n2^9kJ3z3;GomK0YjMMM&+eljh-|%<cWmmumTy(O)v+azycT
zVbG&g5U31s2h#^;{)1pb6c;A<-sSPI9Xyz%c>^Mq^z*#CPl@WZRoJr#vu5-VPav20
zQ;5uqA2Mb=(Hf9)Dg*Qw%;tE2*9#8(lMl;d`ogX6>n4-eeBM2?&3laWRMPn@XbC$#
zZgF~!(s<n4*8dtLy{{Ke!&MW{;DO`F-uFfu#=|}a*NT2&t>eD>e%ek_*70R~Y!`>2
zN5MO~N3n;<KWxcBhT&OE?n9(_Eq#6xWp@2um&5NH1pA}Y2f{>^1sAm4#XX06+;}Kn
zg}mfn5WBi3uC{ou+W1JPdtiKi)6D5Xe7sKK+<dZC8AbjKHgxzM^e4CQk!p*Tu4u9e
zVS`6pqUTyVq;<K7lDouB2w?vL>c~>DVD4YWh%8!ZpF})V!kyQ$Zd<!i>!x!DwUgOn
zc%*SHg>N#mtM*OMxbmrfH~PslT>>p0_N|cE`IVo)X92!<A0VWU;C@!+c&7Fkr1oDR
zgeEsWpx)0XJRE^AGT!IMnhC|sT%`+<)i7ZSW5%}daz1{e1*2q@o)rAg^~{rY|16w<
z|HX!Gyy3}hQ}<vne)}WR4SjEE*T4&I;`A~A`cuW9Ox-pl?bhSRgx~d^nL7~j@eQ^H
z2e+wboD^4U$@jM_T_D}B+G$<L8LrF39$8~u!pJgz_zy|NQF;i;Z*kf;l^`wL{MSn>
zEM`&dhBU7G9)lmzxEB&NM=MqS*K^Nq;^VIC`79-WJDECK&)VmCrGhs>?npw;o4S#-
znd{dmzSehQzk9$ReHC{Pp8AOB_ZKZ-@^os17J($z4@(|4`E$Sj@9)LdykHpv9oI_)
z;o~C($Jh&s<_wHj^8N+aQ?=)%<mqn%aiz4Jsee8c%jqmFMR}N7$p`AS)9laH+`d-N
zI5^Tp3!R|q9xNJlKiy0HO@@sKTAQ`5x69!f2hn_nJ|$BJ2zM*3x2<|`BUph81>~4u
zoyD0s$Kq36?`qH4sOkGE7hs2W8Uo5_XT(8oc(d-io%_>?QIuz?e1#qpqd*MqO>DW)
zdgH`3`uAyTbzjlDGgEvW4j-J`chp(`iP#HPK-r#ls*?C*c=JiaFqf42=19onwAQTi
zzW779%x}El{ks3i#tij)?%FU~6#^=6&Y#nlTM#R=S1ko;nDkJBD+4fbcv0u?Ga}Qq
zKc?o-i$p!cLV~>ZMzsz4a341Jxx9vBPqF|CBUf^CI1gv{m>s|!QBX6cm%pM7rH7Lm
z;7%Tv*J;+sX`7;EEzxXQvxs+jecM(Di(#q+_IVrKW^F%Rh@n4DEu<iMUHIFjzCP4D
zK-&H>K-T99RZJb811S)$j|}}nYJNyTMBO`W0m<0nmQv!VErtsjrrKBb9^IP5cjlp)
z#r@BAa6K)J@;d}Zh^mKUB=$+au-l)fy_?0Sv}_>*vnu76%Wr*=m8;@L_vX=u6Va67
zDG7|~bjVx+MsU-hj<;7_WIVu2xIp8_HaMgg)AZRf2OA%S)!r~{NO_t^gxU-b-YbsZ
zdHJGO>UWtORhcYiozj!IqP}m`Up@(AR|Wa0>SS%iHmb4qISqnLk&RO@1LxcMm*njs
z`KGUX>;j*<)+$7@*ByB!y5&OJc76G{&%wroBXD;)llP^{L~7hkJE)D%(&1)B3j#V(
zs?PlVe#i@v;l8wrrRb@w<!e%FPNvs-p2bXR>dYyP=>8!}sL{eBgg`Vv<2a;EzAM43
zXyz_I8q<k^$vEAV=P;$TC)w=Ue+r-D3~E*1QveAo>yLMC2Ox1hbF$-ZbCBE>f8gxJ
z20OvQAn_rCL_3DPIQ<&m#+TY}S7y-|18Xo@pbtZmYY+!6g?2#15$5iKo(#0F1m{yD
zUKMh6_D_YRa-o~8TRxj>#-Yz_8l7_@5Rn6@H<&?}6LvGT$U%OMWQtUxy7THt67SSM
z>pM=o>APuUHyKESDB7tTpmp9qE*efabX<$CxH%-rPexa?o=9tQaE$Y*Qd9~>Vb~|0
z&SU+tpM_xq>hpA-tO6D8O?)w^jinx};&`<+)7#i6sAgmy@LEHVg|C+!aRdSX+8$4r
zP^ia<d<ocy`tSx*0J5ol^9wcA?=HEH5`W<qu0JGoa}`g5jaZ$izZxwq$*SR~Vq?Zp
z{r5zgPq)98uYjXq{TU>khN_{Xs)U5Z;};gO?LOcP;>#YScIsqY*^@WJs+{nfWBj4r
z7tG-Oh;K8R^}W?*-Ml}XUK8yS`;AOqdwyR0rY`lh@ClJH?v-D9cQCq7-ts=HTcCh;
z>0OuE-L7T)nOnS}gb=^s#oy;j%F=Y%o3AA_T+?^br;o{Yognk;L4Yag%UgsK+|QML
zsqn1T4Ahkcg5vbxOqdS7@~h&|&yYg`(HZxce~|5$_?p@7>#58yZ#(Pqc99>hzux*j
zYGd#~X`4s!`;#z$8z<#PPh06fGOfuQfYTvrbtd)MFRt!ekNG(s22YR!czG}oSniW8
z!#+R9m%>O+mcIB0CgIM6DQc+@=4GF^D->pgalluTLLajLD+}I*6#Nu4V5ih$pUj$~
zgmOP%%eD=?E$=UQ4WlEM`m6qx8upp^3570SeGrH2`$-?BaMYmu&42!k!04+$NUeSB
zoTUjonviZ9D*Wm`+{qG!(C^CAm493h*E389yw7Hlzrez|iAt%A&c4&)O?jzHs=prR
z>3i=g+E%7fx_#l$;z)uBGo|qB`*$jN*Gq%;sT%&TkKgZRg*trc5l(Ouw<&G+J>?Id
zH}CB0c;B3)FIrL?c$Rb<an<<siq6Dr_EKC8@lSjoF5gr*Ph;as&wZaIw7mDC9%ry~
zK_45jH4$s3phH8)R~KoYA3`Do_)k?Q8zKdw>cdx4#rYaK)D5x)<kJJqybAkvAy$gl
ze6!nf4|n!xLRH)`5JlN*q$fHv5ZQ>hXg~k~R@Tw6&fzk1>Z%aJ{nGCOrG3P7VAtN<
z<itH#tna#zVn3hXbC!8Xi2$tK;Ghy8;EXnaeA|Wa!5oy?x>>sSMw!SvUj8=8q~n5=
zC|ma;&K?drfZ=hTbNrGTL#xgx3symSff>afYArqxpf?{@Z-EEh%tDdEkNDP-1+g+@
zo;UlMxvoL)r_X?9@$^`757WdLVC?wA{kp%cps^e<#H0Mjd=!N=;QdPdV(>fir$wk2
zv@}{T*qU6)Vd|ddz+k0NsCHAHSB`R)na4^-s6bOnBy;1)x&K<o&TxeSv@^R;)Ewx5
zqX#YGUrozgAS%<cGTMiPeCetsz8A!8bSl`E-M;&za$rfmiE?${LXv1x60g#}YEYJv
zQjfH9phwAq_r4WWdh0#fp8J4;=w%p9^L`tQq0r_6@;;Hfqu-qNsIdFnY%r<s^eVBM
z>Ul#I3mx*)%WNzK7tN?|26T5)n0KB6067TR*6O4%Go&w}+4Ar26B<(|e>KSH8R>yu
zoEoXD?6y#d>weiXSNZm&_VFk%HOS!NRk;5)m}Fz?dn&@c<9vcTG?^C2D)xc2k9Y^0
z*~bO?L~s&cbC%aWMW12P(-9wsKDoXs+KyFOYSsV2E86|3b0-Yq*b=r18&g&~zzz&n
z3uf0n7oL$%v0P2gKpnr5Jp>2IY?|5Wp>N5>95%o8r#_sf<+H-V*oKFg+%p96ZUkxH
z4eni+;%7dQFc1`-fnIC@?D+({KJJpys_7>{EM2%84(4262x;5}cB)UME|+7lUf?|J
z^4yr6Z2%tTeS^Vy2M-%cu7$haaTE7@2n!-OAzXsv+2$B&mqM%`vrKfaP{#cE3NouV
zwlw^{Z8caJ6*<pAX?7<NWLw<?^5Wy1JU-+6%^H>#zNXs!BsE8q9~C-v1&{_hc4M@E
z+UQ`#<Ohx9(Mc1lR_p=W$+Gp#xcYhHDm$aO3U>We_jNz-%gZ*t(k?Oa-J~+%6nzF!
zRAUF$sV^A3P!gN0PlJJVm2RI;(OdTr?DNyrlh|21nJrz8tqFFoOKq~&AR~)$WT8ec
z1Z_^Ceur|8%-B4H$af_966vbUK6(5(Cixl!JP%?qLe2cb6B4*x>tuAl8IIEyw+bZl
z_h?c&Q7rnA6>ibc1okVqrMO+_VxlSGStpgrFc+prcm3D&m_4bMyy6>KfUJ1+E_kr3
z5^By*+arcU#8Tbo2<8N%F(wt@HDq?rd=R1G;dqcKw?^`MeBjB>S>pujNyt-f(L<!w
zr;>L=lsOd-F!NarDd(6WDUv@+*vasua$7F?7b?M?znrrNQy7K8jD3Ruv7vnDb&T*h
zRc+w@u*I=RFU%$D05p|E*dctN0Rvd|Py<4IYxkNjcht_HVgWgqfyjlXzhYV*U$uX;
zc71w+I{11$ZqAcg<)eEiYCeM<Jh4=w7QxYxKMH<oT(r;otn@tnLy%|RJfvXkdwf%$
zz6tk8@sb9(NrLz|IuK9nPwez4KG8t<r4M!QME@A=3IWTgVdc#JMqir4RqARiC*qz<
z7oPZLT!6dx(2~W48rhIQl7^`oGn2V)1n7HgPN&+S_pRiU-2-iq=V=xxS?dL-+u@Z#
zmL^?_ojN6=--q))iA2D7q<<aHWmrqA4}U#zVbN}|Xun>^i18##)F$$fMzm$IzfYXA
z&F6Kid(5aDWGdT7Z3m1>JAU|DWeEtx-@!Fe$4HhE6kX?j-(P^oB1xxCQomWdFUv*W
zV3BGym}1+8hmHa?=RD-dYhQtxb^B};%Rf8dnRl&pDDD=o$?R6t#R~v5g-^0n#jOc?
za^IiY=05DvQIRVpd{jVuKlQIArmCSP%gAUBWL-q|<9-^RLKM9^;{-vbERL_y^X2Qj
zkLM9b(ZIC^ncXEy*i%B#pjt7S$4C1tA24b;liI5h7NpkD-?<{(T3u}OEc|RNb{+|L
zWLTVx%3tF;uZM|8f6{gi9n}}9jhms&{#oHOR-bnjp`*%NoreQC;M^=;NoVAE{?vX`
zG2qc6NPFK%2xp%&0qxo8c}sv&#IBzcD6N$h&kJ3iczdI-c$z4__gUn3gQ0VKP+r;U
z?q_@M*y2!G@$I`TShj<ME3MX1gXdK?+3XgaD6{9c=kp+}E_(~ZYn;cgq}gtb-$E5P
z5jWhvQ(R|$bs`TI701cGRw|Guugnxp>AK{rR$OC6tXXZ5e)>MEc%|rxyk%!fyD!Qr
z)1(@c4h|RFb;lb9guov4+IQe_KWI|6FJL0Foc<QhzIQX8?}Jq3%TKuTT9IGV>xFuO
zDC`Fp@n=bW_5rwuMQXA#40E9(v$Z?;Yxwtv35Npa#HYbddqWS*>B$?lEvSmoMTN4=
zHD-nNzWGJ!Y;;M^twl=wb~z>Ju5;;at0s6^&O>f=0ipB6DX32L!GD}%JBTj`A9x|=
z!l@4(q!_E$8FslN1Fs?0OF<kw1}y+^I?W2!Ov%n9+xz3NKMWseyme(-A0V7u*SE}1
zdH9eq6p^A5kLI4pdHT&q{zcinxbo63J6SS>Q1(JSK^JfIZ-SSsJ6`B^c}*c2laS`4
z^W@mmx#W7s`kdVTN>=lE`Rn!HmS__eH#x9swGOi;e4C*=I`!xHCs3M6JM`(pKpfGI
z%6IS;fLXQ-OCe?GImrBz%2n3zxZQcsMD%Ogpqt>dpQ<mitJNxL0fpY{4!_7;Y~u_1
z_SPojnw#!p9lC^f;=LVg&w;f)nv7;=RSp8ViM_D0Ll~O9TVLmE{2aJQ(4Xi6seVzB
zd4_jCtd7#NdA(n^^!KtJ2R49c@X021sCaW}I$jx4#+}3^-p6{6dHbMx;E3$&=^o#l
zKh#wwFdJ~Uq*A*J!MI`>vJf?5;~Ci)#AhF1^5LhT`_z7Vp5^o&FS#bsk)JebeYm5$
z5CnhvAiXspk$PyZQy8=WuXF8jmxCd+K}L!&uKMkN4}Z2gK=WWI{Hgehu)d-^-^QNS
z%Er97<#1~-*Z&?J=X@LM%uP4QmH#9t!#j|@D~9&n09Hp?l!PSuv$|kY_t3uldV6rl
zpJWYCn&UF(dmIzRj!7Nl+YXgG{PF%^D?rkdv9QvJQciH#&Jw-E-sSKUihvMj4lRR1
zFFL*XxxKo}*V6LQp1--Q^Ane+1L)FrCI^Ou*1(?ZL-)PU(%6}WzM^wdzVHEDR_`r+
z&GR*TA8`ZyA~0uAdDZrNUh+*+A5#IYcX5bxLe0HQ>6u!~)9`dnL$5fqX!pb+Rf&B9
z`1(B_bu{jXVhwMpp8`5(+ay56HqyRbIKz}|x;qP@oqy!=vvqdZuP|yxCVVxd%Rciy
z_p~nm^rKtG2n%$GC3V|Z6$I+J$g?Vnh~K*XI#m0+NIu@(!ke`EtCHzr<(9@<V;l8K
zrkj3foB{^TYoLUe9|;vp-wjXVwwkZ=^9tE0)_G}8*3<42z>Sa6rb0Q@4Nn%S#pzl}
zJxik5Hpk+@km8#ju67g?`$+vl>2;ol(X{p*P7e{hy=<5WxZmzM#sMc)9Nut{{h3F(
zv?RiCzV_u}BJ}zLHtUi&<sV1Z*V&)DJ(H>5(Vcs`Yr-p{&<E{JTCZP@!JCz|gA*U5
z!xz)4y+l0sbz%}|*W3`a>xoTZ)sj#yXI(?2#dUNXzEdHqsO#nQG`TQ0d$@XR4vDVZ
z&=kME%&;bV&If3_N_056$Jg2oL_aXm-lc@efbtaQpsr1d&mlV3w|q<yC_?X^Bx^9a
zF#gI-^Whe1l`7lg0#2D9`V7G9U-j^K(|7(G1AC3oFO63n@{h9B0=mr+EhGOW-j9$G
zi<SpYOMFaxIyrZ}%zR7*5+3fj;ZNR5$LBq)w&F_H)Cpv7qhdbA*$>_CXjVU`eirUa
zLCN5D6I?zJ8mJTZySEAJ$r%GQlnhyqChRIOofqVgEw83%@g013sI`n&@Y)y1oNj^Q
z;&M>g1o(qnPshYLCMMyQ+{(w#y;Ho^)s3g$+-eG$9-{IG0i%FgSPALJR{Lfbo1(Xm
zBH9%McMn^!1t@Bsb`YHE0sT7>3AUCJd`9rnc<D+IKEZ9e=<uU>x@<?`$0rMY^D*1V
z2@kEhSqpZYQU&8!><ikixIm&61o<1S+ClhfQGd?H?e>+5FB<(skQk2grZ)B0VIWSH
z12dMwM<C<4UFL{DvR{{nlGoM!wa9<M1tSeuu<CSRl{R!;YvmoUh3q(Pz}>gt6;wor
zy1ZWS(<dXN&tO_lr;qNF*KI^hAc|Rb&%cHG_(aXGy^liCuTwt3DoFkoGzVYArPdK}
z+mz?H^%4G5c#|Oq`+nQML~F|WzgvqUrF6yGbbtBmLsNpHK86Q4)E(?QddXj%?e1kB
z5m4C_mJx?AgalsIgXM;5+#4S%P2e~ANEJ>+@lG_Y7UeltWzNvf&g2ntGVFsej}s9C
z|CN2NQ<dta!>ePynL7z^gR_l<R{2GE`GU4DGSs<0VUcrg)1Ig4<Ml2_uFbqoJp-N7
z%(ti3(1#`}dSuoe%2}^^nKmhu;18+ir007y_DSpm`?u|)vV>JAXE02qzqZd8Ctb$y
zh|!3bpq_dv=q;1ujUH~#==0+kKYs2{JLzmQ?j853!6kJy*+5a_$qB~L`-}5&xBUKz
zimD?;bd<1g8R7ucx_!P+&JpGj@KUCutw$Z1bYrFPAxF=!8dlj_AOXg>dZunn)XM3t
zeK*k*IZufQ@MJ&|CiGIK^9MI8kTS{IS@K3_W!`5O?K$m)-EqwNs47(ZM9Wt7S?1LH
zQJxd|_x(i&)^{zy<&D4^1(S6z_b8-*O(07houb!5qaY-*%X?>I=Ih_02_T)SKYJxg
zUbm=TJtxha6uj{LJ{2hl*d2aZdj?Dln%s#{rE>8?{8G;dbX$iJF}2YasK`38B`g}u
z(`*U$1Lt-^uqm!957ip_((>Mm>UYT^T{U%xn~;W6ixXavptaHg@BdXzmx8emR%;<!
z=AFUb1mdbhtXrQ#ow$pEETqcQSd#_H_xA?tBeD6QJc8zd7JX7}_#;2?gXjBjaA||)
zcxoNGIwNoU1k*F-PxiDN4p^J8@t&Z5*H8=0+_n{Wt2go)4eWRv&*=p!RK+m4@pr2s
z|Hf8JM9c4ZqJ%xR6+j0i-a{zAHy+6f(Gh@|`TFYXhgi9~p*26s4|+7M)?$1g!CdSN
zpzTs(vf<a@GY*`&ol$v-UhCsfyGJz7wCw4}S!BE1jaazx@{ld75u@FIfL7`J;uvW4
zSoU~ip)}U27o$kK&zF1Z?$HnIq%F6Ez3U4KAW)Sv`Jo)y_j<VO7Ot5GGmmvnSM=2m
z3?y`lQy-*nrpp;|aSYLDtW^RjvADs4?B?mciUtz5Cm1N{zA+@1sL7u?vCzu{8GO>O
zDAmb}cRcs)M~_g6mUUGC;eYQbK5k$?><D^Qa8=g%tF`8`uL3Ty>XC5dZq8iPmr%N|
z)jJ-KpVwv2>3`X{D9+3B*N^3ORSX@#&yZc|>$=g!Y*1Vo8&fX;TL!XXqJqMlPp8Z1
zIql@6T$GAfhBDnM^oS2lkGN9arPq#@Td~mX4l0EX9NZ=F2++ui>Wk<RtO+>{q34L7
z{^S#VY6`MO`rZ3LoFXtn|74|XVKXq#bQ;21^{;rMkPmCqEjzn6?`+-V2S#smH7#*Q
z^4;EdJ|#-9pT?A}tec1@*UESQ#~F>Ld<~^55Z|E7KLU1Kt6k6G6cKMhtM54@t&;q0
zPSu>@$|b{i>TsFPw=va*URkspbO1Y5_Cj}95}z~dD~(@lQLJ@?^2W^lGJ^8UTPzt}
zP@hPD9=2-@?LVcx$;0Q5zWGeUCzJ&*=@-meEO92vl!n_vaa8NV<t92LV38mHtN}RM
z^Fd_g7v8zb*QD`_3xonu7ohN{Y(rsNr{GfBMI;g0lvyjp?@~K|UiRa(hQy+l&$sjb
zHTn3$T*XsQEY^o-3{7Puxm^}gH$`e3J#m-Q_eMTCi;IK0s7_juNe4dJ6C?PTM62&P
zh!Pb^F>m7!48Oq>RDb1PQpKzHiG8Ur?0o=FQEsjVw!0!+NW&+6Pd}t<hTavR8;V(T
z`0%8kttE(k+gln(?v96nYtPX$q91~2odkollr4MIY_VrX*n&dpH##EEdiPs?TBbj>
zNL{n)If3R0Eel|hcdSa}#Cxj$)DGLUqH=Q?^D6~YH3|y{$Ce*BYJIJ)yIZ{O{)+W<
zXWk!xigRu`?&sn>qJ(&&J{tgmHx1kU&s2xHKBvzZ>3`!w<$u#bJ~`_d2Gx0V-(+5*
zUpd%ZqCck}aR#2Qllx5k>ekt^-4*(G@)c<>UduYWC4XrCy;+O&KIK!E=oM6?L+<cR
zbJAD1$^Rz!&jHDVYu8X7@s6jKCILu2@iuAL3c=tPH}|7R;yz0pHv29*%AVD7j2dRc
z_WjwO;YyL_<R3u*+oPG%Ha)FYE;(}#G&aLI2aSOf2k*iyymE#Aa82w0@aY4`d7t-~
zUD2C!G+nuEZCsN+I-5o#Q_~VA?<M=(5wwWoWTz{Es@g9bZ>Tc*@H}H5)A1gYm{h5o
z+n^1xr*$aXAuDm?;ae>9_XuHMOFj`wuO0ubM{)w76QqIQmY}Ld!LV?-qwCWms2dK1
zqmNP5J~eEe^#JnVnZ!@Q8wu7Fn6b^{kJ-OS#(eTQJl)6JfyLf?a>{~qrX0K**lc<?
zEuL=H?V9u!$Xc_RRnbX_EX_HV$F_1pA*%`J+&12#&w2r~-nOLQcOInnj?bFNyLbbg
zb(KL);SZok>qS~>DO>#1T5b-P3wYLFPD~@@M@_M?Ba+L(`o!DL@D!&B*4IWd?-}tE
zJjtJ9a46RJeN)&%n2G+Y3-trNsRzJ%8taYj{DN->_%z=?4`9_o5(X~3NT+xBIl$`Z
zK94bJ$iu}d9oTEaBMhJP+@PKRc$@nU3Zrfh0|?Kpp-Tl=Z#}PogWUk&9dR}hqX@i5
z;;<Zu6whFYOg@X$@9nL`cv}Z|J3rQKFO1kutAxvs#w049#Lw-z-`I^LXt?H~Y+}x<
zej)d0*JrHg%qVGK^80+4s>FFkp(86v%!7=UeVt0negzFF(ims!7y35M3fwT&hgacu
z2aN*h%V9HRjnK0k1wM<TK(6y89`7VFH+s}4^Oy>6pR&Sw|8OK259hIr_#$#<65!gv
zQhDvECMPtK7!xC9Cwb>bSxY+1x}#Uk>Bval@4iP*w_D?El#WDe{sju!n9t6-aSFi}
zQEQXk+!cvhq*3}kdZ!t@5y-L8=7MdGD{N=y_40@m3xbP!he}+bcH<150MRYHxg&b4
zJvbFl-<Q{cadNbtl<?W-Hm@B<1Aaxv`iSrF?T<?pmT#lq;T<iC@r@Gh=)R6D(u_t2
zFGzlW%#V7nJn?Mo0gfU=<|w_*-@c=QtT&S6lRbD6aR$jNxsoripJ^acP8Da(-30tK
zHmFXA*EXAUIM!ga>=C@iaP#+IEo}6VKb*!n7mxdu*!#N&`>(o13BPXeXvJ3=edW;L
zcp9TV2c0|9+R8K!ZbM7$)#~Epi)|ILm!!oL`Flj|`bLkG^0}k-HGQ@@nbq)Ue=So@
z9xne3S+E-8rJ-&4HtrEV4fONbYJ?+(ExA0v%ihb(95rqBaWum%f@jFlOTtTW%0JBe
zn`gAynZ`9NtHOGfGWiV+*jg$4x^EDh`jLzxnWIseE2#(2N<_2&5u)@%l(g5^&E|(U
zA(h;rJ*yWFW$}B#t}jbt&X)NLP^578sqF)Hfl!gSZsKG64W~Wpr~R_;<MCwRtLHy2
zd*Io*OGnC+1@BA#zD{iDEJ3lkP6Tf7V59ONIgc1@M~(>T5iTt7m?SvN5Z7h=7GsaT
zb9xDY??R(A^r#Q$sP|>g`IH|i#%5u!QmIwDLP~UlIc3$pn(L`7hmYRyNUGxTyQP<j
z+|xwO-=}n$OL5c4z6aV8%{~jFPmq7^zuPGksMD2NxdA!S8?A{C_pMOpO7Gx#V2HqO
zgE@>p-B(LURG4+7+qJ_u=bA9Qw1<n7HMe?RxbwqIb;?5X1RAYm`iN|~1J=@<wl^EQ
zU=B7!e6wEIeuG`C{F>xfjgFHnhRbtaA6ezk8V;W5?q*7s3mt&*qI`|$3TkyTD!1s&
z0vcaE3#9ik&KF0+O8R;R-{VhPgeM4Q-0Ab-i6Bw;X9S-+fEfhm6&(e>ZAq64%or<L
zsx`|wjxABq?ySLMTIT$=(3<b#=SdPOcfPf8a0*=K?$E27(F%<-51>vG8KX%$MEI=0
z?-$giw9z%Q9KrMYGOFK7knZ^^`?{G2dB#Ag92sR?c|UI72jidEFrlZ*m|lR4S71Jx
zJjM>WTxQx~4=`x3u}-4(KIq=>j<au(^%Yu_-~qh=Z#ud~0$HcfB|T+QF~&R<TfcQz
z;rMq*ZqRliSuAqrv_`oM-EJ^N5@AePxJoh}^(f3kWFMmmuhK|<MIH(gVAvxCO`RMN
zNOhdzsh~Y)Q;E>|-xbWf9}xU0k!=F{V10iSE_P2|8e_g$&>v3ZuX$)i@A5Aa3_b#u
zcW)H0ESLS<Y+n_${f-D{$hWBDd+FNiwm`XwU^F7L)kD8caB-(sW|V!g%i9aWFQyb~
zz=1rAZd<2Fv*J9EK@2&^YlS{Mjs3mv$y+ccG!0-FRABxMqmCcaDX_nXG7FR;CEloj
zL@YOf&@{J6gp4^n;H+lgrIGvm&Y5I)`8AU63ghXM*fQ~+y1`#+#wQ4v38r7Mf3cX9
z&VBofm!V1iR5fhutICh8;S7l07(yJn>_+GkJW6U9SktX;OEG*p-_>>a-1(u+&BuI<
zf*0tD=MmfM$MrPi>eb=2qgkMe8o6U7@P0eKw!4?=X9>EgX~-@D;lU@T0D)nOpXblR
zP#<B-?;Vm{AU|M^f_887eJ?g_PZ+qT)h27;Y7s?*VJc2OI`--(zGBkjz79~rUloy_
z9?w>fnT7wsMi#Bm+IBB)!r`On@%sE87G8zu#!K3g!~Ry7c|))&n+l9S-uLxa#5shs
z7Qh0CEQ&rj@WGW>9+#LKF`AYA>_)a7b&XYi8d1IqlXg}0IpgQ9I=y+iKcS3B?AZmk
z8JtQzNZWL!io?99(i2tG!378!zkO8ufYD4JHd=V|>2thzlysXKY6k2EI}I-Xp~Et`
zg)kkB!Vtw#-=#B!$!heI&VqP3KGPVcrYtBFfiWT|+gpX>Hvhc^HGV#|%dxLN9F@LC
zn<B$})qDRSdGw_C*d|suV=%))lg#I=={Ka20J_xNe4}1(o%COi;UR=80Mw#d7%Zt<
z<G}Z_+jpPI7Ek-TL$=iaGH0%WRMN;jH@F2q?-Cq{PQ{45&t1HE&!>{``H32pd{1)7
zNF%J}tbWpd<D5IO#{frNQtv_`c;tL{zQ3OyPZj#AxxNrB><kr?x=n}eF5-G|dwgHO
z%$TSH`{uV{2br0+Fv3$__Dd!@7CJ1*(mDp+DPW6iMF52va$&_LI05l2THCKf67CON
zJaNM*>elz?2H=X^d$mt@t1hGT+YW5d{=OA7?Xnr{JA%~sPKWRJBhVf{*~SzqH%Jn(
zN!}~*)rAnB<CPVSbMD;5=j}kJ&`r5&Ouu}zXn#(!DzrcTc8yG{qTk(iLo;U@$N^^F
zwybM=&Q|Nz2maIg<9be^qoI0~d2kZo4R-vTpvr$5D6<f67Ty(7O9P6tpVkrufvm;^
z`>USk$T%<zHK8GedcSC7ozo-XLX9y(4|+pS7_Nm)FVSQJ2;4^@n_f?W`JB!RFZ1-r
zh?JdiWydpAsz+M8sL-OWAS(+bp;_YX!}8beWKE}8%a#|HquS6gH@E939&I&A4pfTF
zBy^5vpKI0keOr&bo}Zfj{%xdt7=mj#KeauyRu8wk*FFq|CEt?nv`313PiRy+Tt45+
zhtX8(IGdj+q!BQRjByJ0k2+!xdosUYpU-7`^w1Z+fiIWot5AW;$-`Ob3W|Wa`Hi`*
zd%><;tQ~@jEUCxV{AQ%z!;?vZ*`f#L9C)Ybvbjv0&8@H6>MX2u@=~v_fZCcM<Q-^-
z7%izpt}zC)%4kbj9G7)7A-s?Fbv?VsaN%9GAtwN3E+Nt(4^jCX+8U+5?J(}4?m2y;
z5k;&1MXeq7#5f!Le0BGb_MIU8b!UYB_?^yG*&kigQTQj<Ti5har!s|P2|`&*v|0E#
zx?jSydfh`1vN|}11ebNsKfxXr{ijs+W>8mB^s`SnXYhO_4ZVa1^jh(}adqogAn#>?
zx10NRH%k|2$)T9UPnfzNj%Rc7)E6qCpypH1-;b-QnBQ|+*{?k<v7d3$ha{LB+nG7U
z)s^&(pkqth)$TC_9`_%8wW2O<de5!C&hq*6TiK!I@=w0Fqk_bT6`4P@RK1|tSIQdH
zi~>hR-aerR+vwZ!h{Di`u+xvQ57_HvlhaprD}J2c-`42y$7+e-Mq!;r9+M#wz_^xN
zOoZ?SlihH=<-`3Ab1==-_u15e$zr21zrTKTe7_XhaW7TPv}Tc^hh>BFX98kv?@X!w
zx}_<Jj+5jo3$kn}t{1d1ln_=78D?BxAqInbD*U0h{KSse6a1K;fv+7I_{wNihid<W
z)4QVw3IRrO83_+A_vbfyJMi3!h`E~N;$gr3kg3tDbpxWUP&mauWBkc~_-2AR6OfbL
z4CxZ=CA7-}XNZ1~J)EaOlLRRa6Z(E3d1fjVefdztowRAqbuxW~-4eR<9?=sLP1jGp
zkq{#1@5DJMZn0)2Nujt>IIRTc#??Ul8SS@p{&_@;BTiiZ(ws{yV#Xd<(r@4Ei!2UT
zEnZC?o=Xv%{QN>nt{pMA@9dtMKz5(fE9H!NNxb*dog;rruc8s7&GhnVU!PBOto8x0
z*X9VO{haw-e+pdE_>@$NhRZ#EQ68@Jiy1olpmn*VOuBuS_*o!wKmXah><Zo=8Q&Fn
zo5(av3t${{>J`Emov@=i@B1D04R8Rk@!}QOeZ#}Nq9%Vqh7D;%=9yPUhNx}j`C<j8
zq@c|4Cfc0LxN#I+Ey;QmSdyS5ulMupue<PBq*>$n8P~FL+amf&eZMh@*2khi?d3Zb
z2fxD#ZzU(##(<r6C95dYgBpmMiU)MNV`F7wCpT6yy;dFhev7l4eggn6VzU&c==v^&
z*~50RsS1AfSS;r4Q<XEjj<<Vve~(gO7QMG`CVf#W;L6&4+Rlfd9SpCrucf$otZJ$>
zXt1!6+eJQ0fID;6ov(1-bfr_&qWM3hNis<Bm+VPOa)>u({rR}{`x=R<^^b^pwMGvg
zB%Ja!Cyfv*0m;K@F6CL#zZwDS8kHipM=0SI>p>3!RmZMr4a&_Vzk9TBEKVA|Z=~P(
zU3{ZoOlz~wI(`7_t<Fu>0_V+kJuRQyuX7SH_s2qQJk^3kQ=*#>H#n1`E3zw&I+>z#
zg%L2ppR2-#JrJl$Gfei@P9K?eW(E{9zfa$&C5I5!dm$ucV4~bH8f*T}5aNWcf`*mX
zchu4ShcmhXZg?UNaHPX|#%O~lP3~3dKW;YBR8dyACl69SKR%7WGX6E$igVZo#Bx1~
z%*j=pa)$wl*i-@t771-w$5EM~BS^Wu?#04k+nT=5Gd#cHgRAM5L+s(ue#b8R|KV+{
z@P3mkq^zqaCg1s(E&d*~uI8!ykG(f*QkGk@MSo32>~m8gJzR={iU<fQ$Q`W;NZ$y*
z{)}nnx4Jr2tJd0Wo!D>iW~Ow~%=z@s7>%!qL(+&C(MxeYpHR_!RqeBIXmf6TqQmxb
zy3OusVbXOR`6#`sqzoR|@=c6x*mltU6?IK@ns2B%1Hz_un=M~jmYYYh&z{BCd~qyZ
zyXIAIc6ZJKI8I=mn=dn&3=Ziw{NeT-m4k#4uJPe}FL$&<^mZ`t5`TME${w;u_Jt?E
z1amw4LY2fo)Qwdzg7;f-ukPC8OG}4hgJx8x+;KVW2DL8t<RlsJm`Xz_5Pf~)X`tmX
zmuSy%DIU(D*`3CB$ltEjexV!7ya1!gc|zONCsZCeB~>Cp)+EMK*eHOeM<78{Rv|7n
z!Z6h1nkeM8l$GyX;v2X-`c3_4<=Ym~KH;`F&KB%Bx&wd&2pl~9{gzZ2UR9VrGQH-^
zG^S6N{c@9_NTZ<CDzpYZHqO4{ieU}rR40~J)SNWI0SCAt#h(tje(lq1ovO#<Z8eBx
zdqlY^7>rpsLx(ODk0@O}cSLPfGlJH@N3cNHqh-g=KIQ@CUG4qpwr-uX2qelE7}S+G
zx3(9N$ev3(z7wzuN;H@b@R>nVn1X=t&H9Q7-~<u80hQ>wZwKJ;PG;g-G_A64_Eqa;
zr%kQZbv5MJMcShMwe1Rx>oU+KzD*8=dICyN;n|XD;SW{mfV!Bc!2lfVJnDKyQ2g;m
zzgc<UloV(B&U9hp&l)s{$KBcbZaJ;g$Q&iOKH?C!^~iFiV<dP@Y_xj?hoE(WN!R%O
zK}0pTvi=f;qWNG*yU!IeA6!g2KrU|<KM#=@FF_|GqJ)OVV575x#%5FNygkzIu{$Gl
zry2kwPj?@&6+e|bjOi^I*duHmw1?uwt3&wFwxFgO(q|3i+(#5s^<oHn`Q~4I3D{By
ze`cVEO1m4NF1h*~bXMiO5&r`%HOS}YQ+C5?ZsD1D9(q5#fC*v~Z7ZB}GDueVub3am
z)8rsA!d%mR11PqI=!PWMrPacTU{XP!^n9>5G!z3@?!7ii9CN-DeA0j^8O_m^^aP3&
zK$PDr{RX+E?fka~_(_|p*x9n1(pzWKSR9pgA6v%x=}p3gL$Q{Bpp?m=j`M5g;^0`#
z5js(_jh31-q`AsPn#xDOY}~G$6SWRZD%f?IV@dA@D00-8v0^%Qb|O4FqL@jgx7jc$
z(CR3_*^cy?(aSbBMgE*0uGV`7RiCoul2t36sw=k&=G#qcRtPP#eRhpQ9p;~G8>$5U
zzNH%9he|GYuC}LYais}?j22q<S~;gDTYKrHuOR(^MLw@@xA?QE{m#rKEw=h7L{B;B
zBn07Yt;3k(S5LV^6~eZQSwO0TAs*M7>Y_-@VvaPUt2DskJR-}EmZi<Z$pwN67*}>t
z968(i074t%{W#~gS0#5g?4G+Etj@re_ho*a7|0>LA7#!oPk%rc<cQ0<3vU`kWALca
zHBocG4dNVNO)m##1nc{91ry`|+g}HRbijMZ3dsaI0)oZk-~cM`Aw33wr0sKH)%Lrs
z)bK(2F;eNgCGr3C9F`tq+o`odw2{ID!55BCx-M>3mayD<J*NSxGx;N;4d6qQ2YFt4
z67;#^KX)+ikqe|WcH!f4Xx^WKV3Vz!xVUIGukM0mEei8qe-)q~fjiRdXa0O_Jk{^3
zn~CPK_5JDDt6g;2-kEsU67x=lDSIOZV?XW(Rt(?)mqe1dXm)MA3Sdu(=X|=00>|}b
zSg39XN+eqXl~#WzL{(W8p<_^$X3yEu_0FCo$9VVZ_AS0dJ>ct8;I=^XJov~6U3~K5
zb+AOYZ?IgN^=s*Aafou{8`DEH?BR)iK-#zDN<1DwJ7VXod%hxG4+e<t(PZZyrI?>f
zhiURmF3m=*hg+bf)eIy;3&KzJV~s)~)GsDBF*?wMomha11q1ArKM$8CE|@7^x^<+A
zI~<X9ss$GK)1$h+{AzC5bKow`L=TIxwYWm9w-Kbk`<nNs_bhJCH~o4qj$Dd(^s-nW
z|3d+qr2~{uwTI1iqwf1YzdynTb>9GKqHQ9?hT!9Vq`nr9!^Hv+K@cM(e0VXBlO%Fg
z^E_f4s2tDcwYf{?C0!wYHd-GWVDU}}@*>Uz&&%151!LmuXvHBXl)j|v+B?Q5Jq;@~
zOoC4CrSr8Zc#oD^AE12l8Cg)H*k8O;^tje%xb>*w(JNe!H#n$&r!!#2InC?IffjUq
ziTbO$Hf~`He2`#;bfuHNcxm?T_h@h3N6!+T0D$93Fv=L8$PZDIFG#>);`sYB3}e~e
zGY{u}M2AEJ;N)|o>9O<z@?C$?i$f*tuR-P3Xb?Nack#seT#ZsmG_kF;;Ce)(8o=>4
zoBI<OjjI=#(AT@3G|W45HGGoSrxI}EmmQ7Jx%%8#$@)H92oa#~C=ibj>0_<U>6=Yn
z{<ccE@sR?HY&#eB`r8PHL89&GyteC<42r;;A1rz3@68&VOOEsKC<^5)*R~hmhj}&V
z%FH0vy}`a`y?#A53I@51rjE)A=jr8r>dkFmKi^Lf>Qv4ye}U|<+4{Y^h3kyYZ{}+w
z?IIH-^&CfB9Kzscnlp1)>$KL8vDz;Y06|l2IelQOVnrhGM8WjzNl$9p8JlX+dAB|j
zRU>7vqs|w9If!F;J^BsmbT8}MU3NCo+4Bt)SDbnr>;hVHMdP6;eJ3)FMRQm=_xG_S
zlN}4_n~92QyNqd>2eUWEP!SF@s@Gy5D|Hk_^ZRMPYflo3w6HoPcC<6ZOg0SQ3e8pi
zx+95=W~t3P-MP<~PBI^j3+h*4G=a(J_*-Y1kbLH6$PacJv;a1lYX?%D&-yJrZ*%9?
z>}~Jh%UdH>$D2{)hD*YA+=|E{fk<_n)2Ne>Sa91%Zkpwu0i|A6BDd*A<gJSzVtAw5
z7;dQi#%|1UUK;tepdd7CZqng(pxsT;AMd4ftBOOkKZ4S801c#byr!B{M<|cI-jZGd
zw#sTnH((Hjc_pX-c*EK7dcGnTztxvCMJM}9{*)1b@;h}Ol~NR}7l}~aagD0F<vzsP
zGGil4pV2Mah%YW0SBLVpKKsWvxU6riE;OLJy+Ylhue?03ZthF!=jYx!u|uAn>m0b7
zYCNh(Mf|8~(H*b(I&C}Y=7OxH3Myp)>z{Fb+DJ#(WMFDZ#pzvezG#=ZCrY2JywS<F
z1e!-j5aSJ)5X7_TEo_#bhkzJ&_zWKH(E{j;fPtwNc1jhNiLwRbthwm6*zYNXAnQ+~
zHW;z!23s`s4NFO<E0bCE=uMa&?J4+ht5{=+2yMxi-#~}aQXBFvsx;3JZ9Fp4H7n%F
zK+iLJvaliUJ+O)$5lxT-AtaKdOh$o>pkjZ2y-YW}dTVsj3Zs7kE)sfbWKOFNNqvEp
zt<oZ5cBzS)O~0b)m$y-idsGnD-p#h)_Vzop`V@PfEn^fe0<j8qUGgku03bCV*H<sp
zYApD-i3*LH7(LA`d9}<^g~Xti6g0e(A}-(ri$xoqZYX?vIUh4yc^BC1cxO2tN3AaX
z8ABPNzUjIKm)Y5D&SHPpFv$)NaxGUX5OoANaL#k6N&J0k$tY@`WN?cghJNM1bz5H(
zar@DM-VWzPF^@hrronve&=BrujQucQ_K`!}8Bmix3hc4jSe-I?wLz8Y8VSi%9N&#u
zix>O$x~cnB;#c<+7@DWRF@Vox`L6EJ1@O7FX}w(1N=J~5IQ4zhF3lOOD}k-?d;o@#
zy5AD1LsJ52d{7y{tbA-@a{z==Akmm9QJ>S{ZtR35VL&TDUf=2+%v`9}<jI)!dl5Ya
zGZm?hl8gluThF61x`030aH0s*nF&sK_fnj-{1OzT?Nl6xGN6Nb?Um}ZoP%rq4iFKu
z;EP{Et3hti$quZE{EmT)%*udQRkH7Dt_|*{2bYl;67LBp;MxRNNtgo?*HHnkzRVYp
z*pgS-Z7z?O6+Ned*y~^u%a*=GYe}{jbsK9kGWu^9{B;J*_8d4zC38+P^+1`0s!un?
z2VLjh15);xxwAe@Totiy|DmT&3{UWgm@ImR_Nnt;)EyUzA((i3SrYD3b`<s9pf_Sj
zo@}tjWF(ignK;wbr1xRd6eTv~8?G~7PmR9GM;M7TzW%CZh;X^NwQKKd?}-d;raYMX
z3Nsu4CH(C`Crg}%S|~(t<Wv>e!~5IdIQkA$Z2zR^d+qzm$ZPw*|NrkZ_#ZU}TsYwv
zZ<Cty``8uY+NvIF{F62N$|-HGJsyvLVYc5z?w&zhP57Jo7Y6DE=EiCaiXkCe$*1p%
zr0tW>&l-xXVw8Vb!M1~~^Y1Ur=Ka|v;OOaFSaGXo@_GPl;d@pAmq*S!y<+IX?<$e{
zR~SEJ<?r_}0`v2E{yhfYL^cQA&*#UVPEFS0cK^;rF;KYb`?E=k;_vSHyBocF#Xn#6
zdnt9$Cgtxve4hi2ewi5(>w61rHNfT}N03K3Jzss|)ImhHPAwoW8Tkn=;NQ(D*uOVb
zQMKP=nH9KRS1at2R%QPe>(lQ)tOp`Tl_!6(WwqkaSx>h7ofpU#xMBjE#Xra&`2Af$
zz6cKv*{Gk(=bND-+xJN^CjBdddi-P6ABQ3tHxxntsvr-4PJ&1JbDqCGH&*|f?~7k>
z*#COBf8rAU8!q|wYWpF84ZhkGFT9TqfBipy|BC+V0?3#d{|Aq1!eB+t`xm2{Vt?2D
z4r-eE{ro$qX&M&k|F%*6I}88kjcO_ks07mD9~srWvc^>YM@O}td<Vo-wIpZsr@{Fj
zjl%!7ePL3)!l5T^&Z~XZ)vq3%J%2fr{<n-7M*3IwcUb%m8&+8TEBE`h{*M?rzoI&c
z(X9NHeZSK1KORa+8L!*+t8Cy3fW9=si~b9l_-6r1<XZB1^&ZZSTmSuZ|COC&3pnSn
z>374HJe2Q;63XT;4k91PQGeR@=flXRKOOfYUEN=GL`Ll2ldAvSI*|L71Z_e@D!4)Z
z@;Uy62>D~b|1Z7wpHag<8k*VQ$rEmuKj}|kr+r1|f9^*9QqL2`ZjqyLw%-9ti+?TG
z;GX=*wZE^I|N6|>|K~#gkz4yWm%~!bztV^~5Xt&GU;cDOe>}&oBE(w1_d$02M=$l?
zeCyvngnuL4`=EU!{Xg-QzqZSttf~L_;rw@5I=_PFf9}lwCuiwDBN6^nGyCVo{LH{#
zG5a?*@PGWo|CnR{uEG1qB>w-!Was`cYW{X={i8GJzw%^f|Mnqpe`Cr0SD5U-BJ!V~
z>}6F#asB%`{697O{%cRQf1?JVeEwH!9-{A7(&|tDs9*c+j|s~D3bj9U-+zU%iC`ts
z%Kx!N2`jB8mJ>P+h$Si$mkzFLp$9;bwyN&+bygX`GxdG-#tsG9AO}(Y_!^sk_|tKc
z2E*4a{^Jbm;`JzT=Dw<NSkM8vggE|SDkdJj{QW`zGybe4=H>4tY~uh0Y|Q%SBkBZ8
zRAg>mHw0d%)p7TzNFWBqMNj2QVls({9{{FU-^u#d{xksxe0^S{aQb|+*);-)G6w)V
zpO`12Q5s=cRn^^1a$^&&a!_|DH=sS(sw(eHEng|;>l&aN$MX4c^VcroB;%4@I_Yv@
z6+yMP08(O=%V&MvT(0V>Muom4ZWoDl0JBPmX~HnVhdzx4$vs3IV|C&pa^<*e7poPR
z9L-w~T)3iCs&bI`)eZ16Nt(1Y=N+}jQ9ExyKCwA(>hx@g9V>v_B41a<`cSVA+WM$x
z%EpmqZCjxK{c-){Tu4g*%LH490znDwbDD}jAEis{O34L=`@AV#vo~woS)ZN9^@0bh
zeq^NBFuGOUs&_~Ic97+x{Iidpe2?Rz^-(+h&9^=CjT6IXk%a?8ZA<C=`s1$9;G5;<
zC4SP9+0=J()xUQ&9UjhQl!F~`)mGa_{O4ot2j!sc^AYXvr_1-+e(ntCf3f%?PLd=(
z_shRLO2I~OrC}qv3gq3+zt4z#+Z3%GXOt83!UKu(ua8SM8=I4+HL!{Q^jtMGo2(C~
zw_r(gL2VVAm%Bp^K=kuQ2Wl3c(ZHg7OTYa*xu2_3pDyW818zpUXlLA|fph#m!F+Jy
z?Miv&>qmE*F2j%{2^9+L$C1pzx&Uk&>CYetjUj9J0hQIYTd<1#046pNc<6Ol-f6>D
z@B7C?IftnvKusXsiT@r;gb~sw64<@*2P3Yo5lLl4BDl^kHZ`$=praufkA(xxLyzA{
z@|yN$3kvb0tlsN&K1Rpq1vQqF9c(~nB?x5XWU*nIG?Nm}r`rvOeHTzEwCz;A7&--%
zxf=F*!i3AMrJ5;D2`wkbaH~6xmt&oAgVLq7r+UZf9vIo*5xMBr&OUAn#mXcSlf-#R
zLZsdA_n?ZE`hHAB3jY{}cK`?x9Bqa7%`&XPUlEspkYhiBj1sQkZhF@HLsEPkD0Ap6
zyom0nI@F-OdtoF<>_$TE#ANTbnsR>XNwr#*<+FfWnn*&KKDLZNHJoU@yxx2-e(&w#
z62nK`Ono<0AWk|ed*Jf!o@eQ9DK`e9;-1i(y>#YIID<;&1;4>Wi+M@j@Va(BY<G8s
zJpJUk4;bdLCRvtyg0P7yN$r@Q$mzLdy;}V4!$#be0^tcNJ;vKAMh|qy$1Zz(G!rhb
ze4)9FK|eG#?xBdV259^!ZQ7uqNy7|R!_ytYVXGyRyDp3C8=auH2Z1d{7N*ZG+4A{l
zlxdA+z9Cs<iNBJ!8buBIzti1y1Se4Jv<JXr1mx|WO_v-?&8YQ1M`^2b(*SX!+@7MW
z9Yqy)A}_k896%_c0MPsM$?(ST{s2}E99nE0GX|rKNE~6D0Q7j#@<!MIxO*igd-)k&
z6ZWwC=-e8J9@fHnYMQ^%{wEl(0Y@kLa>7VCJ<dDV%yR+Q$CF@kpv^-y_12Az!6Rp1
zivBJFpfQVemSo#JmONte$V=Uu_=5;W=QGBeOcyk2jI>Tlm|&?X+WT-STO6>ZBYU41
zl8e?#`#n1`yE&(r{ozL?GaF6DIVdfjHUQNlnPF;&k^+e|sRCB8_@YdaGc;u?R87$q
zK3#X#9u;p$$8pir%zmjdaT&PP)!eJYZUU6aOW*OzzC`J_M_$GuVQS?PF`k95ZRp*!
z*V+rGGf{QokE@CZv+TY(qa6}_xja95G((;=7K#A`I=N+mS5^!IHj+-iq$;oh-mLeo
zKKq$Ffq#U`GmyJtlugwv*Pl+fXP&S!UEe!<B;#9h-IWpte-D5-$bRQxd^JzB>z(-m
zA$MNqyHych$c>`D60cXaKHn;Qu`7DWFK>|~Oi_lDXBoxV;p&(V!EOuCw|kAN7rv!7
z%Xk8Xl(?e(d)N1`Ec>wH_)8m!EPv6qA)w{V<TmY6v){Hj@Z89o8UyK_PF_9OHzLLL
zHM`l&-uSV1*Te=K_>strgT2X_NN}v-h4c$DjRr)K9tsRa<s!}`88R|1@(N5@Zw8R6
zehU06<6Q}o;A&iIwJSdLC<LvNZg5?fOXK)w@*s;3@@g?FT(2yOsB2Je;%wrDdOSB;
z0?7R1R>+9Pz8i||SXvSvr`ezNvjXW1Tzez{F#IT<JhbKp_FJCCBbNbujT=-)hCEX&
ztIL)5Ps!ChOE3TF24eJ)8CUYB2iLJ+>k0wo9aM|PglaSvlQ_KJG(ft0hEiRx%1yOk
zyUTuNC%+S$Rd6|N5W-hOhv_*;lG#_K5TM`M%qh)BUswkC5eJwuD^x)mm<B3~hbAvM
zbx0+hXnF5tof*)2qH^kStIyEX8Xmmz2+yf)^iOC7fW3g0N+Tn2j>+8#jO${IF@YgI
zS1gw=KF@V~sRNYwr7ff#sEw&WPq+gpWM8Bx2n%kLRN;m@n`6ga30i10pbrdCwN9%$
z-W#ErOo!tmeS{GK>X-A9*e=2cXyL#r*R>p1rc3g9hxthJJkO10g7&V36KI-dJUi5x
zqo`ebmX#XL+q?(C?UDn9rc^)G4o5Cr3+{d-8rYBK`zg77Yv<}ql7v9QaeE*$iJ~|y
z%#|7g8aVmmj_#kyZdfd8qg-MuVCVN5c34Zvhf^V-f=~w__Bvgi9=gHMEyH|UF2=5p
z<0M?lra2Pxk7#U+F-nYVi#Z<5NCUe|3%<V_Ri2P~Q7q6tt%`OjKdR0MTkZ8ZJe!0J
zCg^yss8FllG-oMFbOne;tP4`YR?4lA?%U0j6XCe)zfca{TbzTU4d{MzZI_|Qm>7Tu
zkE{I<ZAiF+6TgDI-;^MZc2EGGk1010AxzOgJ>2iDo$ry?I~R~NvX&;3#ECOrbaAI&
z{l)6E1K=d=k04OluI3K3<4R>1hPUW_(a@<|j$L<cqjP$ubh;Bjmf)a9c$uXS*U<yl
zkl}aOJ^hJ^O^wG_?1Rf%=Dl4s5xX&|)OB7)<5}%Lc%5(C+^R~N^&z@A*{*8a&*b4;
zM3zs(r)H>6Zc+)fSt!%H;ZdChGiy7ndfD-UO5?uoL!GAI1JLx+bi|X%Kt|&1!N}!A
zP3NGU4|R0j>Cs$jX7L=WR>;$QOY^D0?++~C9gsO|uuGg5`4aE6$wG7fkr#w#%e}4=
z+8|G`EtUlsrQ<ke$FG5bL$RPkSGc7+1+W`ul($Oz*EycO7;lPp`eo&omSIFg5U_0R
z60<}K{Vg+$9?|%QVO=J+O(<Cw>u^s?Z4hK-ai;GDVC77-anPr8Pg$wC>O=1~Dtmr#
zKj<+eMv+qOlLNQS8K6_j??nsuS$bZ}wZ{k?m!Q!FUqG)OGcQSoW-*Me>vpQFMn5^<
zh3tXqkBi^Yfa-4`M^yCp)cP*S$N1*D6M-`*UC&Enae!Fo{IX<d+8r+R$Qz>O0Vm^v
zOK?Ka<d6Z(E6MfQ1vEkZCqe)){znZvWc4<rN5RDy7W4*=(c`6an<H>rV2k&1NGy-!
ztB^YwB5N3QoFIT^px-1>ihiIcMSVUFk**O8$C#UhIBAwd<ineIH+MboSB^#&Y4YgO
zB@l|ac1K-;siA>y|C(tu3l;l)_Nh}Du#+w!aV=)x3U2kezeTg%*L@gCK9{3>N&di!
zlj(j)hUcw}*!E5LnQvdOl6O4|HN|G6s)aK=PleG&W01`tOcMf{6E)j{NaPsxsDJig
zaMAsj*XW++htv6S8qNAkVMl`m3q-@HPG?yn2L;rH;#ZQD>DXRMj*Zn4x}yDj?zgK2
zHe3O~T+o51itUCwYQGymK0>3$$t&=XG(B3;cmrbTqOT?wwXqv8stdEcW!fOmmF{U$
z+>SBq_Uf$3XqUdGoOG;1)mX~1+*?FoMTM1)2h_3x0-1V$_5vfUj_Q_TC3*|I!v1-j
zxm0~OaX<Gfqe2a}(SXu>mgmn$0PaHsX2oK@dS9z4@zwDR=mty+*|ZFsRhU+}+ZV0<
z(efMkPa<lvHT!Gzwd+olDDYjb+LF;hqcI?PANn8hKH~)O6_<zKQfVz<q4T4veN1a+
zvpFP6!zQ}fYab;GEy!@1=0YbP(Q3cz1ZOJ>@7s`6W2vt|Q-eZq2WQfNnjx2-Lu+Sf
zIAC$Qp=x8jJ#2Bjl<I!C^O$h8x+dhUSnf!E(E*W@%S)Y;{U`i{ily?f*n2Q*Brz##
z3zX~$hN;(-gKtH=!D0%%X^dEP&7b>>fqceJ<K+-o!<mg#4|IOp^)A|;#`_8_Z)Zc;
zP95$Ndl7HLT_2PRo!93C0Qm5z)_G?<!p-X24KNJw*DUM|Z78yb6)Z;xqk+_B3O@w)
ziFtj}47{ps?az05C1|@aC6u*jY9GMo;DJra1v2IRUWj#qLC`dLSuSCEs66JT;M8Nd
zHSPV8Y~4)Sp2=ZSqHX>L>jzd?o}e__i&nJcbc)czWa!}|KpV`H2rqOE#ZI-JFgA~K
zl$aaskc{1f32(bh&Hz+nmkY<m!Y*EB1HP;*T`-<i1J9qv;FMc9m#}RI7|?Pzwc0!M
z5QtH8^Kg0w=7j~DS6XqOrF}Ew5Y(kaX06@d`yIDz;1%A>^;%ILvp1|6^9gi8Y0Fx;
zMhcj=Ce?r43!VfU)oKSzP-Q>;6@~Se^T1kB|L9-d<#eErWtX&%ZYo_4hN28=O>LD(
zDEC#1zPs7P!NX$hHiN9La=_35-DEbkBmJ4dV}E8h+CzDcGcRmEEB<EK4!|(0X2YPO
z@NoeOcY0{oIo$rz1ujzeo&fOIDUW8oFTJ*DZsS0#3XVi1$@iqUG;6$JqD>1_s%X22
zAKPopzb}*ks;Vly?q-l32KNf?-yV?Fh!S{|3PGXw^I&UNaolbfF-m*^MsYrS-%@Nq
z7jC8XL#o~t?vM{yE^_YM+Qs$Xm6lYGhSpVA9;!6HzurW>(#?E6A4`3_9my~W(XYPS
z@G#Wv<HjR*!@q8m>rA$*P8b;&TK&yLv#wGQ_5ZUF<)B7jC8sEsAyy8W_!B9+KYela
zK$;IwC9v|a57iY2eC;!ekB#E_{4htM9YGyQ+&(O2#!X}|{Qq98Xap~b;SnYQdL-aU
z38NbgfBA9Rk_gnp+oc_MZI#2<jRaa=zyS{t7}s)Ipr4O~B34w<o~*5|CsrMxSoF;7
zLGah8@3*%zq>fr7S9x6<O4<xR*YNXGY##@kfi>51i1ctbdb4yxjYyw*e;|^V1kzg6
zt%l0O2j;CRWB?~Paj6nZJtPG?Y<pe2CejHFV(O@NV-`$-OtD6#DBGlHH+FY5-Y^<7
zKuR!x2Ew<-%R+yKv2>_72!h-FQcJN!Z1p~whp<IsO0L43?z({7yML#q`6-<@>$8oc
z$%uN$i*(0RmK`8|3y60bBzB}ebRy}pO#zZksn53$!C?T*$Q$ljAvNFoOap%9{$6y!
z7NCN#%cT?p>VDnRV-iz{*ilpxPmsaI=8}QX3&9^y($qc*rrwbQvNOaW&%47})0wrt
z)O2DOAg^RbFfmDY#IV{2ewAV+#Ze?OR2Rh{yxwwZzCTsmVAZ$B+ovF)!8vYAO&GQ{
z>VtuFh&zEGmK~u7CL>iY_4L|L`pAP&?n&&>^BG(DIk-NLp{+nKzIzf?jps3C+$B8a
zfdA3+IPj4V$P0nU$iPq2=yWnXCd>0H=pVq&<L5iNVQt(q9o+Wf**Bc(3V?KR-_E<~
zjrag`x(qpE0N|)?L2|@;r;Oq3`@R-EvyHt+4t$Erji#aoGcO`~*Jo&Mb><_8Vh1QY
zfodB-1)Uw>(p-foD-e<2?3bVD1jV4p42T){cYr0<BNncZ`b5yeESmuxf?=R9izuFq
zanl@Q1#R=FrDNTwJD6IiA0e^Ig@;&xo_%{At?wyNVu)>vHrm!LqTN2v8hd-eEWTxl
zqXIbRb9lVkC9C0A;xS^;($pZsKb3gObKl9+zZ-}xCi8T03!rOm&R~f-$Cq}`WWWgN
z@glD`Vl-tt13v|>o5(Z5Vyr{wU8V{608W`Mp2}=mZMI4F1{<^hfrnyov1{7mg|LWT
zcU@P!yYGAK8WMU`!Ip)nNO{{qL!lcWCs)T1nUEiLt1?uX#9-EuwJ&D7xJmq&WQY`~
zk{Xh@T6V4X#>vVWWi?+nuj_VHuGuVP6zzJ4^}*ieFwKFf*fJmRc_y$FR(sFOp3hr~
zOXn35Ucn!|jWN$)pA3kDFSl1B#D@b~=RlzLLUBBB<%@JcsWn(TiOBR%jXTYaaUwUM
z!G%5D2gB2xNTlt4enh*K#4g8Zv-yOwT3bo2F}%cFLPK@zjePJs*uvC`iNCg-M1oBD
zXjvv+hzdv@`~-=x5B2HQhO3>zCrVeR=aE^{PtlQTnd{wvg9h33+71wWf%{Ux9i`Jj
zv4SktQW|4IU-z>TugJ+-M|g7077dSJgxTgE^uIeH#=akjUE2m{XA^E~bX4wlQ9Aa$
zBt7pgiBI58AHPrNv{x?+e39d@txw5Lx}cyvTAc0U2=B+wZlTGJ_p#q6G>+$aw|_iq
zavu%_(hW;JX`q^PO=6_U{o)*el?tf6&pU4?FH@LZpP^-000>#k>552SsYJA4bjUJG
z<N=OK`V<xdxuS-|xP=uA@B0Ow5GGMVd<twFvn-iVmp(CiQa<m@9)rVDcDaq|Xf3xJ
z5PSqZ%d&Pij_yrnOWsAZpddt}Y(!(Fo2y5gx37)5_-vhs10eU9-GMrslK68!fYmqJ
zq-?*An<KvL17JD%wcc#W+XKw)`XO9bCb2-ip<AjgQ(_jGJq8*sTSWvbHcLcCa&rkE
zy9582cu8jfixpmhSbean8Fq%C5>IQLK%n6_)oLz&0r;95rS@tQFHlFb*xO%=jB1}=
zY>ws%)FR8w&SyZ6@;LBl*HHYXP%1zTpAFK{A@>23TlX3fnK2>R0vXXEhHz5J`M3i|
z;vsxKAFvFGb`QX@>4Tx<{n44GX$BW%Lc1b{djX0Sk0K(2*r-1X8chWST<zth?r&SS
z7d~;tD0%os+{3lw-nQG+A2w>4diz-6CwJ5DhHN6Hn7)?DN!1sbweqMan6(e8aRb<|
zSiP+(VgisGMnrQIN}t5Ju>n|2qZy%%xrAoxL8_t0=4;8M`!Rn4%!sY{LLBR->h6$P
z&o@1v8i&MyMtYZdiT1rTph)}?IC$)=v<h^707?;hmA4PT`L4QnEh#F(P3-9-k8mWo
z#?jAc>9VhnYlg5mE@<8E$}y@8Lz<`LmI3_W+o@-eN6it7bg;nnT<-I5ix4Vo5{J&<
z*gQhDD-(szhE1{UU$oaBb{D7WCJ?&57DQg6Z&U{!bGual$OVbSc~$Xw=AorLxb-Wf
zW0`(rQG7qW*YCI{GgAX{%DduSW^snHo~seP{#Osd^DZSXTB9hg50^{xx~?t-!+vvG
z`-irBh}Sj`k%#p7!`i@jmIavaeTJ~y&iZ4fVJ*Jm_gzaju@hW+>l%?U4b)l(J@$!A
zy#DfhAZ87@BrtK@_cv&9wUy-$g3sN}U-+d?A5RtV`Tk&7uKKaH{ZCN1YSx$DPUA!r
zk|uhmcJO`SIHySN4Y9uQc%fORNaM=)xeq9|phHrh=@3!!0HWOz9y(#CxOXj5_F(#T
zwVLK*U2qFHQ{@}9gBY5hJMa!x#J0E`81LHWme{LnG^F^E9C@jsa*6l4u3vy&_+~PJ
zi|O~N_z;2ckIQhEmG9%m1{!{uz)#Kq-%aO#eMvDry|-%inYTml9{iqVitPCDnY|K|
zZv+|R`#pBxJ&~MkK=uUstFUTp(6gWgXXn%=ypjD>*q4%6)Mxj?1?Q%%+aO_`J5dOm
z%dp-M*{4(rx?qt*T9s#>>H)#uuUP^Efj1=g*FdE>77U<JBSUv0QfYZd5_v-;qD|hS
zxsNYoy(FE6ZDYi1ZT-3{G#K2ma`@!y6-^)IZZLN{|GuKA*Q0~ybD9C<NydHeB==XJ
zzRlvm2)S_I1pWT3+mG!|<RgVc5Kv@Ihe9++|H-<lf%?vcS)F*EX4;Z?cvzBjj4T*@
z9KIA+gJ2N;z%o{trCBx~G5g+)@cEGS>6%gkHitXkQyY4>S7QJiqdFg%p0X)AL<-h*
zWF>A_tRL;>h?LC!(ya26#}_0saPM}zxi$wGmlPSTFs+M;ycXQ~96Xi#UV(+CC42om
z3#%^cv=4bcmILH+W?`#tWCozXi>zS4Y=6JD{lsb_vE0jw2L?2}c_$CVLZ}rI!~@5y
zV6_d^-9zA!bpDJ;JaF>n`oiySr<|Pn-~tS<i0_Ce7+cO!yCjGPZb<3D91{e60s0J%
zrgBU#UmN>|8H;>8x#Z1EA8K{705O3Fgn@xRKgeu~sc)WFmd3*1^jIs3;BWB<`r^!1
z3qY_S2K6{Ua<rSIZ6JLR`Sty`d%0YKT80+dU+s2P>C?ca`|}FpYPdcd;q3x?h>5RH
zy=T_SdmO<<lsNGuP5|6INb3O6AABEZ1pMOmgtZvAc)_r?0}*B+`qa1j#F3;OONKDn
zlUyD-<l_5$JW{cDGulQP9n<YE{g(JM00ae+L?VRV*w&=aP)^Pr5-D#kMNoKnw)!$R
zpm&qBqWDxF-$!<o?1gzF8>J>Mug}&75CoWOa5nL*zp&x{3K?qBYo`CmyLHp2%C_f)
zwQ<VBqnSG(wnFVdA#9?pUUi-IzzJ1J*ro7#w;Q1Q6DewLwiXjo)C~$<WqrilGq?qY
zgkEKdGXN=9>{cn=9}s_qIC>Z1u9se*ct4_t1aLq&!x}iz59)kmgbj^zjON=lCw(c(
z!EoV>u674Vo;O3UslHD__)H?wAr#Ly?=k5jfhqUgjrfH;<qX@@N_6AR+L}%^%04Q1
zeVg;`cu$YcY1UQ&gZP3K>5cICAj#JF#B>JB!1BuG&gc9`H=h$ks10vbOQ$pJKvg`w
z?;lH+?>6x>?en?mW-66s$diM5`%M%hQ!VkRgQ15p09_2OM$^a~j`Rtbd>}~jo9WsX
zt+j1VPf>jxvjkM*mm9!&Joi`%MIa)tI4=z2#i<5kfzJ1I>`MZC6Fa`)DTRK(!R-q^
z>>eOMfc`%Ch~h`{;}R)b`Hngm&~X#1vL}O&$P%I>Z8*7DhvmtBttQZ63D9HjpOGh@
zrUf%ko^JKFe!`>Vj<ebj>~7hP--ev5l2A*S?1<>wKwi%C$u6&h-0E%yXJeCJKoFCr
zd;h~La{vT4A<tkaspV?38g?x`q_Zr=pYsvE@0z`c2%GSvq9Mk)WP4^bUA^xh+3I$Y
zi?X!#AR=J~)PFz@mIcMyB=iwCQw9LT9ee9?Om_8kdzFB-H;RI=hm$+S^0`>NuvxW%
z6~=`~w{}h0H4&=T5e^`^rV3<3>V{cdSOKR|0-eMoj~v)Tx|tOD^)ZKi5u!>Yq#ox0
zDX(545culwE=z&4U?Y~qT}ZfvS}k$XUQ-9wsC+K6-I0yc*0q)FaJIwF@rqlV4EHHT
zNRFLsIki(GJA?q5CFw%bowfaH{fg>4vznx13$JvtJYdsR*@*2kIH-_Knxuv(9xR;|
zfmR7yQha#k0aTqDVMdh9rbRM(b3S|yTg1VT)rUPSOC6FQk!0I8^R-clFdU}Kg%Il@
zlpTJa$_PpbE<W3l@2zci72H5kjlBRis^Hf}{LwDsUf2}6XB^-0Q{<G@V+axP0G&;#
zyw~-_uU?o1<}o?E#e6KMcIhkUVf!0WZS+J)(IeyKSbAwfrzJ980Qg!%*UI8Sm6i-~
zGesiOaQxa4SU+XRW#L81#e3nZDK(DI<!L1=bE$R(&kuc(y-N7++oU?NPcE`ScQ=w4
zZ%AI<!XB)x?WcO)B<|<Kv4?=E&z#m@F5G4RJZ{LC2H5z?v04oT>JoFF;p9xX3ssgI
zamOhJH|Q~WMd`Qz0|rnQf_qzm%lJqBEJvmrCaQK2h!2ozTK(q2!O{%9gE#d%5`X>>
zr1M~XPQk-E^ZFAc#|Yw>c3V<IF$T)UHjjuG$nh#nas<w-%__ei0Tu?oLnRKBb?CPd
z8T|RxHn><6y~1}$1>LkmLJ?I@s_Pdk0E?56{j;!7qD7Xsu_R<As+*WkE6@-LvV=G|
z@(13J-+&cn<8<nT6pUQng)8<B=T&%Yx5(~-c~-A$U^|lIaubB-HTYq#P2!k?VxXes
zLF8IzKF1|vbbk(??IOISTK{6#lVD^g6S=9O++|a~fTN07&3b!g&FRA-bXJt3g`iVJ
z-t<u<;Swy|x1K6N{s~|g7Y$`LQ-4UnhPcvP4V34fn$s7UmV?`di0r?%pt$I8T$^cN
zdpN(484P9>7bg2Mn_o{O1B#f4NVe`IQMr<DBS#QU$NG(GHdWe_G1?OC^-LQ(b&YEV
z10N{@>UF_c$5C(bO9bvOcEMj*FuU;g3o%-bzg=u#5br-E)Uq3TLp#QI{0ZK`jk3gT
z5*$qf6hVSeWa-KarDbbb6mcV-hh$ZeX+iHL)S7@OQXH9m465w2|5;D$ty!PCr?8F{
zAHW3md~A7>BymOtu+Mi@vN4DBo!vPQgJiVD(6;1k`14@WUx0#ayJv)HONIiA2M*AL
zk8g-CdYU$7u9kMu@>1R1_<h!+oTMlUibkV4Q@6Wb*#luWZ?gheqK33Bo?YFpfOthy
zN7ehOEo^8~8isSrB7``ml=@t`JN0>zYm1>;Mv_F{L<Xi+TtcFz^5iLGkGeG_@2R*F
zppl=`(w$F_BN@4}cEf{~L#E%*7Wj~)lv#F}3H2!(tN<3R6vRNQ#MCt8B#O({D;6{`
zKLL+PM)gD7EaV+B-c}ziA?|3m30ANg$RlfcB^=i7wo+0gXiTuoec-*pHyv?V-!L+M
zzb@oC@xXgdNe-4FMDeX{DrWbXH``~Y&pL{`+>Y+j8+KH)gKKTsN)W#(yKt3(5Zp>t
z<8($@6-ub_hKq}A@Mj={%;M2Br@UCoKuC$MM#^Gvoi?Jr_CMFg{Mq6^rZPy!Z{5a{
z>BNLWY$S=J5mjlFg!m`TfJ~bcdpoXkI_$jgGsSy4%TP>HM80u+EnArt`_mk9k_+~2
z|LXwIvncXHk;7*RK7ib*yZ0sgh<@u*nSW^RdSv*6ngtvCRBG?|PAtrmla4R`MnYSb
zCQo~6-XopdCVZMmUn14(ink;^159YBKlha~Wnd!mh`+&mZj;(G%5OWqfZ)J{ks}ID
zCT1X+JSpTpN*k#$i8|(6*EE;_;l^HAP!`&n?LI;U)TYlStVw|U<aACKDq~V~Bp?6X
zlbrQcT-5Q4s|#4`Q(2-WsJ)-=vd1$GXS_flF?EL+%nr*$dsG>xgFMt{K~l+#XApb)
za)h!ZRx7M(3P~vVb8U?J)ht0G9<fg{A`lElz;6S*!fgWZkq=dkK888~Bc59$%>Y@_
z0)FQ`dJp=Av>S(sAg7QJAN+Qu?!s%A3&!b3H>YrP23>rH?~25(NQD|I5#6UG%fa%z
z5=ma(&nGxY^0Yo#t#u?u29}ovsHqRk@)A*VGG?)~-ng(Y-E=>ljRU01Q)Wy-Lvro`
z`EE{TB9$<v+V<^b*#$7*<nc=}Am9+aAojio22lt&xs!Hv{X{g(!H0giO9hz1uG_DA
zmKi0qHkaglie9ufAyi6gtZ77i$wl5!QxF5dYSGs@U<1}`=W5HhgY-sL0l|I9cI@=d
zb6${sWqNW^UN&$)US~<GUPAun&xu7<8*;Y8xY_p9%@12t&nu7vcUF{cPvm8c9iM{2
zfdRo0?twd{(WBMr<tTJIRHVEq+=jV!V0Cj|!G`x?JaEMXsF1U+zx3I&kJoMxKz3t-
zHRn4*`KEy-^4#v1HltKzf>QS9p$<gnWvBp1?g_Gv>3p@lJot#=-9vCpy4}EIgm3gN
zMC4#sD|<=X$15G0nyjfE^LX@_)yAmJtM|pY0zqhaFCEn4woCXPuRj&*{rX5`XfJBW
z3tz)~Ch<}P+_3CKY9`d|^@1-g2+Pur%yY|tT)?{2D<QI8Okq3^RJXs_*)i<Q6W$~^
zGGSJZN2^EW-2q~4@0BkKaWfs!IycUzHD91)VL00Tg_+sN+{2cTy_MHA@rUFxk%8Y?
zC`{Sf9MNJgGJ@yBy3^07CvzO(%8Fv-fS7ujrh&Wyu{P8FR^`OO@t%|`$(5$|^5WR-
z`LKf}J|rNbPQ4p3waH@=E05?zEEu&+IJ)8h!^<l>;p5Xh8`jhG((qu(q*f_qtUjoQ
z{8sS)xjMhmTqjRM)J^=H^E}TMnYjb%H<=Ex^sg{yrsig*j0Xz0qi}QHxpicUMA-Gr
z2gIZ{>Q{CYplvuVycHDHqpWLs`30k+SSB<UN6uG`Zk*mgQH%F3MS<CI_saLkR&r8B
z%&{;VE>c7Vz>IwyHxntF9EZHnp_E^&4A4iGNuLIj);a19*P{`qnPoX=d)B3IC&d1%
zj?igxQI8nsT~DgEsRnV0wq6D(F!GSFe5a0h@J0|V?7cJ+BYuMTHMCT}2};D=K*{IZ
z<psQb;N(I0^?)qTJGQ}>yp860oVjXHZjVSds#in}XN$~q_z<!WZ()6uNOWvil1lPV
zGZ84L$d*!Z`cC@J0(Cg`nOLHMeil+fs*156B1Eu9ZJx_s?-{D5UK<(sVl4MMAIa+@
zBCpIzX@+d!zo?wG0}}zOPX_{_zJY*IPm*m`*N!6D;)85eH)6qJJ;2d)znLZJgG_G&
zhoB`~SxA=c5IyGDB|=p&vz+@~dFh|kS2t#+W03jZpNy&nw==m9<bAh@+h9&-FM~>a
z_~ljZ*obi$Y!^Asum}0vw(Ecp7gzvT{_Q(y*DI0@^8lvWzGWZIGR}qNQ{zg?cUDCR
zYra&X4oYy=k_m#$H-1L(2A&Eu38LE#bue7Vhy?nc`R5d&F@YxhMe<>{l)`XA$ZnC6
zbn6)ny*+@(W(;SX&~anXSqbwQ5OuJu06|3*B>0vKL;yM*ezp!X%EZXK^!n8nstc(Q
z-L_0~r`*2bg%KBor2Tsswl*=yVpCUM@u;L@SOMwq`8)tbGp-Mwd4Uljr50@+n^HiQ
zH));@omyyb5pH$DomLv+1jT&cnU7PE-ZfCwo(TpS$v!x&M)ICcr6-%2^=}BSpn{(~
zsgH|%4Cu0cBQM}eeghxy;-5;Ooj3D7S=BDez&|^f8JPGIik?yfPxM`k0E-HF_*ts*
z)D(|6ISiPPmrqe%N)Rz~GvE;~u9t}yj_q9J)9qxt-dpoocSuHTt<*borRWdR8G&bY
zd;lJKW?<Qk0Ui+IyEl|calW78%;c4zk7ujN!UtuwPkmF}XstfboX)O55U*cRp{=vO
zRWg}YubRvJCO0V7*elA@`P~PK5(e|Oh3|mxTO5q;!)s~5D<O+1W7gzVX!{AXzLM@y
z%rxsff|tIH4*n)>wr<tJSUUUlcwtxjpau3ZY#Ji;L9k<$YM+}kK%;#sMCs6{`Pf3T
ziv4)=SYF#)Y0iA3T^z5owog{<T*!_Ks=0}Eom7a>r|A`cezGw<R|p*^QnkDJ{z_AP
z@rG~P-pX*#O8i;mMIpP?mm3kLLvEui`7A>Bp#=yD5)S}Xtr6*;bYHA#{<n%DW}hU&
zYD%-~^7&mbTG&gbDMe6J!s6}s&<=!q^@c0JLKD&&l(@3j@Of(wr=<a-v3&bT5gFd2
zCdP>Iz(7r6zKbvWQUG%>GOx`CRd4kxe#^$&JGZbmWS5RZYd;>)1h>i8lqGBTuixuT
zmg+m}%+bfJK=r;$-f{N@V+M5&>Nm$$QExGThu^5yYO8IyJ6Y}?k#400c5HEHQy}!=
zrc-bDSlMUdx{@fY7&Q>aj92>20B+6$Q8VUs#M}R<6ifNrYwKgbcc|VkO0XiqTVihj
zV4Sx|s{H^+NN|D5+^yg7UtdX31#FNnLE0OJL8E)A$}vV!9SfJ}2JRG=2rukGMh|{r
zIXFwR3HHsbJVq4r4=*w|=&nhPdGtfNo*+n6htWA&IPAUg_?h+BoVc4Nbs6yra`k;z
z4u^$YoSdDubD;MnqNw<&quQD`gD}M3cbpUv)8t#JxFKC=y#A6N^GxoUAlZSWGl8wl
zOi$S`X*1mtA5)kthE!<a1pE<QGVu*jYIsBUr(j-N^v!s-Pd|a2%pXcpIsL6wzG$e{
z1t$wCoyjdqwMktQ->Hf9igP}WuPH@r={C-F1@;jORS{2x-HB(>`h4=sx+=R4{WD*b
zb<{31uj83BsF2e@=;v&m<vUTyiF*<{0|g@SCMAX{iZV@GRPOwI4}Jng<2yw0lW9SK
zlj!_XAX-hjU~FU3-j}rZmls6kQR}*svZGQ!3a9;%?i@{-hv#ly_Z4!P$;jND?$NN%
zH8>AIi;FXIPLR7t=X`c|=UvWRxD~I$s**+4bH161=m!6z5F#5*4I{d2vNVBD${vW3
zMJ{|H{ziw1i9Q4qb46Bzi^RXSo)jGn|57aN?u2%jbuac5MmuxV>b?Wn?C26XT{J<G
z9KW3+IMh8$g?Z=a@_sSSeY}^C0P`^VqT@0~Scd0pfDj(Beb-eVW@>j*e@XL?B6tAS
zJJr+AsJMSe#U_3M8XD(B`Law#m56$u1*xBkAUFfJkBCFrMfi(j6tm>-_Z2+hmyJ65
z<t4o95G7Z}On0GccOd8lrPjkXpJ~BQ$gBC@^FWuJa2WRwIQKc!o;q`bt&@4>PZzO5
zq0L*{(q_~PW@4Txhv*|4`Y3XyFs+`pgb4iZ**WAgaCEmu1t3a)Q0IkDST}!vsWC2A
z_0r{AJA$f8Q7}=iiE=YzoR6|xMxH<kM!C$?XP=HY&-IiSx@KW#-T=9ncGVOOx1(=*
z2Aw2<AH;|X7VOTp3xG{_uK6A!RHUGHVDUB@O52{+``zkuz3P+#&8uY=&z6fz*Z_+A
zzzL6Sv3ImdK0I;_eo!Qb#qsdDuNiLsA{=%j$sJHDZ!>@60>W?2iyJD;=*4$bNN&AD
z%CGIU8x@aN90DNhQUj;m9R(Od`r{=X*{2wiF)tHUhW)8ku$A6=mFsWkeBtHwF}clx
zme4!qAf4cq-au_q2rCbWp6b*Iw}(T-!Ir0f#S{N!|HBDS-*_#lrY`lPvVzm+b<nut
zx!y9$!ML9dpgObVTz()c$Xh^#E!+a%uhRt)BCP12GFKeSGHl_yZ1=qAAgqeKbAf)=
z`_~+$psM$;f&Ngj<+4k&{br!GpA58y{=nk0+BFfGFgTx2OvAUgjiM-tlhcIA$p;xy
zih(uujd-fVez?*b{g6B=L_E$%dNJwi0J`_I))xaEaTkw?XK;7EGOI#V&6~L{?V3^D
zhX?_o(p{aN?6d5eT_;WMvgi+{-T7fQ9{hD6c`GFcw$Li0kLREyel2<EKTGAH5`$O@
zC(}$WZ7+ch1zQwQY^+w0QL8PoVs2lVm2x9W(wo5#h=&Y4g-;~l^d5Qu+J4XWJ?}S(
zU|ips-@A|ZtRjSzR;c}aV6@BTo=2(bW<;MMnFEjhI@2i}zin=#QX}}*HFXB#osf2}
zlCL58J+n&YbNGQJG@tPpPqLSeJKf`^D=a`L^Q&ZZPkuHw&+}?TwxbL=WQ1FX2l{5m
zv`^v%e7{~bNnb9xdGnO=bbJ!LUN^)ohg?FcdmuVTO#!Bk;8i_ldbUD7%@vO`jf^D_
znn&j2kGGn!kG>u3NCoB8%f4eY=xF1)2rV+uU@F=Jgr%epC(A-1DgA9pKRQbh2G&8&
zcg>j&PjA#6E}^Dm-8$2K?YO((rO4^NyfqYevnw(2Qb8cX7pnz#8#3=Yk}n0PET5=s
zwe{+fJ#$e)JJh(^Jd%K`gHLIE7L<$O;H{j-I;nr%S2FSMs!k*AQcN~B&u2f-7N{v^
z9DUCO=O+jzi+9P&Ks;F^O-06l#y*dIv5zBl;~2f#CfmS3KO)V<tBGqzhqp}5+0`m4
z2U>I3@dt)K<XOgkgVLyEW*r~gxyVl#ksWA4xY`0{70C*6PrQ64@8EXo(A7m$--*mT
zbk0)XSQy)8fp3WT@L5b!3Bi7fp(?yWY(Jc<0g2w}YI)@)8DnC34xuT5UE%imddf;F
zZz*J&CFv4%Z?vDd;0!{`^wXkN2o5=)gLUJK3v*NxbQ~a3wF7<mnP#Q;CNLFI)TGty
z>D21gZ4S1mEHtTXmN}`N=u2C(XtWF$2B6r=5`K>Hx1W!Bp?BO`IfKP?{vwhg5SCWz
z^6hV&n@{k~p-+)&m{dn;ppowEa53Ks*hA|H-fINfR=S}|o9T@tMjB#6gG)G}z+AyS
zK?yzY&xWU1ugD$Pq9M8{w~y-^Jj7Snxx)KRffY9s+vJf8WHPGtDFp9P8W*9RCFycS
z@CK`~NYz8Y70RSnGtgV*O33ZvaYZMGv)&=GUhZzw6Q0rM`Hdgi<A=L$_#+tRR#6~c
z+B>?IHE`TxK9hLieW!lsfsT-4To(_5lfcXm_esVOv8;MlKtBeeNakik)(Ojx`cp|o
zBFEKveCLbtqHQK&(Y$jWuJs)?ppd}RVL=b>)i+RY2yA_t)C?rgwNYKkR6$$mkj0~Z
zt8ZJ<`o$U7RQc>Y9i<_6bPXm%?M^#RFub%vsXu(_vFY7)<)pX@^w0CuXLej~G(YH$
zAMr+FMA;SUD+47JA-h58k!KSFRD;0GV_&@nPz%%uuNXWY&NbS@&MlTX2UAAln4L`Q
zX<poIWeP61_+H<^AcW@w5)%C_7l@7V2w1`syPq}}i9_9aTk=mExmeTqYE<b-G@^L8
zwcon^m*LYnc=487b)Z%Q`$iGr6D3+YX{{S(`rWiQ5TTu}q)$T?SI;nl*MX`n+Bg6x
z9C&HO+x@tAY(;(TdK$iUAF>>i_rLT}w|<;S$vno%*f*V@N+=&PNvK5VV4MoVgIFf`
zC^6%<?pRc((rBr>_44?#!wcOzlz>KKX&7H8-a`=g7T+2E(~ZsT;~(az2+gZdARiK(
zd;LHyD9DTK4cmL)OyL=|gQ(luKG5f$%_;1XC;D;%7vYvIoFlmqXriITZ`(QkNDOc>
zqMH!-{rB5Pq(k-LTjhuS5KSZ>iq`F7D?_1gi$3?yCqA$mOKm6l^D2OSs?3RHDhJy#
zP<7ku*TaR2583vt98ggx=TgX=^|7X7zQDv^AIOXN=KaBt3LJfjTP{2zKX*h;etK$>
zJ~{0|lO|&+^m%t=_oS&%Ef$Ih@@{%DhLBvtd4Z5RHk=I}8J$6ppP0|G&dm*aLfD$=
z5GkX%ySKZ<j4h)9L-gQTI7Ge5T9osNG$LF8+EIvkZ!L=OMR!SLkvV>mQ9gUQ2td3?
z4g7f6*^u~^79nc-;Xdrvi4g|lkZQrcSXi_N0mOk}M84h38Mpe}#b7wmsp-NBhB^$g
zZkM|~{oaW(0eAVua&g?LJ2gk^x5C1Q{*6h9H(5x0R8D}Oa#AcP>oGeWP8Y;VA=MwR
z6+um*H)s~kV|`t34Cmpvhw0Fx<I5t^m4F5AgKG`R@wjjw<_c};*{AJ>7i9DlJfGL|
zC;vL1_oZI6eA%$+TK7jN#jN#yZiyEwVw7Mx?iKK)O5irqncHr73oq3b>*5ZtjJuC(
z#(02~L)Uv`!E{@#PzVtqR`ZR|F7wGoi4wHFN+Cz!-JZ5BF89tkl<pB#ukm3(GwcJB
zuc2BR1gdl&v1o=q!*Y6M0*d{Ymq&k2K+_n_(A{Eyyi#p{-DXueOaCuZSGKMw(rjM|
zM5aqYCS?`{xl<8jkV!z`>CZ}ccmJn9yLOdZP%twxGGYxySxG@^S@Uk$Rm+wrz=WA0
z;l>S()SS=t<E%hqUj9lubov=&XFrV%ZeP@}_NIyWzdG%eC2?GB0$NewC7@#+NOp)8
z`*!>}j9`SiDLEUb<P|TXQ1(M-Abho^uBzA?OJ@K$3Mz5X%{jw@$IL=n0oC6KxdFZy
zv%hsu2lOShtrl|VmY^IRp>(1K<g;K6#u>((;EPThlJ85$!vPxLLdN$a!)vNmlJ#*m
zZ*hy*RNSvu!{(j?Fwknb_@X~%b}F|emmI;49v`8;>V2|Tx^cO2WS@Nza?9BHl$3Bb
zw#RB~tW3dXW6cIsYUuA6_h!Vs*)#bQncv|}@`pk-g)QpnBl9`1(Ev;oRwF6Aqz>H{
zb3>y84`9U|hL(k|Sl*qk-*ne%>+bX*`3E{V-eMkK?ZRDTc1W|7>>|C#@OakfXdhd=
zMRnMF2Qh|oa09ClKnRv5_21;1awWCP70jdUERyNZp>9#M3^L=^*`7gI#EmiEmlvGi
zWjk|U?*$6@FpGo>LC{J%166>Tf}w`r#}AsU8By!Lq{7=PhFP;xQZMlrELKeUrrtfi
zMWbN`OR74Nj};DE^L2UzC__Ykw@=ATdLsMeN%`kV|1eaOjWM~d4l6+ymT#{gwFo`m
z7ECN~X(H3Vt@7XI1UyI_7oKny=cwsMWRKEUhG78HXVkt~f$&4^E^-nRiXlr@P#U9i
z0LfSITPGd6!}6Wpwye9G*@VXb6F&}DWq+uU_bDH8?t*52jAzXBDNUb)01TUXm3C!y
zKa4;vs^G}+;PhQx?M$J&b`fl4y=4ZVT2O6zkWfOje0CXZXSBsO=T$U;DOLW#|21UX
z2R}+JR5I{)dk=<lgKDT3$zM_0>^%lyN(JY4;feB1K5ag+MtfJkDo{U%oD05F09Pm}
zgJnm1r*Dk+o_Wzamk5F+(ETbqrUwU6etyBf$bH{QvO2#Ryo-&P)*0x|>mR-Je`@&+
zFz-kG2YAQJ#8+}oPE4d8H?lu4?8lG5#;vC8Q+@wIbeo1lb(BwL!|#?+21|oIwks$=
zsmSFeTVPJu2bbdWi^5xKqF0)KG1<{-t$;>L!UeWJeT5Yo)pHzCTA>y3YxT&yDMBY}
z0%kQQ92=tXGVCcNkWyYJPve1J&#d&f2GZI2rFB{0l%?01lx+^92-TSlWqogQ^*HAG
z+s_`(<5mtBIwXMM!I=LcSK(4?AFkWeIxS0eOSriwW&a<eUyiZg6Ne*b`KOEV-VRuD
z|Kkq8&6AZjVS+Mg!9Vqmn(_w<!!pq2XD$KW@DhE3uLDSoenqB&22uDIM^B;anVb&n
zIT>d0H+q=j0#Yrqiqzwz6p|(0gZ_Bpa~H$M5RQ4;w$A~;y60}MW@yA{e3ixg1NPCE
z!@*S=M0(Vn$CKk#Q?k6)Z-3vPe`EN<N|ee-f#O~(rHJn~e{kr_Csqm{f<*%;7~7(H
z#n$#<Gx{GJQ`^r<B1c-6Kn!VHMXxpW_ccJFn-7p;;ti7JC{bk|e77&_JNWpVa?2vt
zX7;eIWYDj<e{JPTt9^ad<oa*r_@_Ic(dbe^hCx6MzdW_=aqHa4G>~NebJ<r=HTz>e
z3SL2RhS(<PFss{*sPg;!p#=63@8dFrUCw^vS2Ek%mpnF7R-2r>E*gO)szg`oyKDCz
zf`wX&)_`{CaKEC9IA5#XaoJ-&lzi_j?DlzAzWd!IWf6Y^=ops9Ubsw;R-5-w7C6ev
zDP03*y1*ar$X$mW2(b8a&{4SB?^iO$!>a!LUG5CQ<s*}O0fQoBd4Psrgry0pV!M}S
ztiyX1`)fv0pL<JjPe#11*5jw!_I>WA&23Vij=q004d)h{@U=ui^J7$QV^d!4KHUM|
zLl6!=*dkKq|GApyBz@G;O4kqem{#kXFszChfaY7zkQ;ZvXA+01W`#4tqy&KvLpyw)
z7QejSk;OX`&lKuzRF+>HNxd8e=yiYu1GbqP9e@H1X~E;{v~(lzh|CHQBQ8-;j%HA5
z*tBZ}U-0nAs-Xx&YX+VF`uw()tr8+C8RK+E6fXhL<7DoH>HFB73|rn$hh(>8O{c-P
zj<K-kAi0>i3lGl`JF()Ht0s(UcxdT`P!9ZyaJSu@P(CnH0&x7sMgh_zdL4da>G9ZE
zdP@2bD@3vSC$xSHH{iGnb_1$K8i~g|l4STGLsbqMO1hy7rv%qhzru}{9pD@FjYve;
zW%tn&VTZz-;{m{B^Rgp_y7xOwkGX{Ta=iTZ%u{3ULi{4|Q5*-_Z-f-u63`ILG6s3V
zRt<dc=R;%f8w&+S{wdvtdsajwpD9~8Vdu@>-)}^_LrHj$zcShkLmY~O{hnDP!5M<_
z!{7L;z--@(S>2dXjdob&)vZ-W9lbx0HPw}#+qNKpRply`uP^p#poDJK!^ha~zW>bp
zk-A{=J7{`S?;#z|=xj+704G4?Be}gHh5FUd15WmiOUT|2EWY%pJCn@KzhQ-D($5or
z9}J+8CJnkv86cWkV81I_-M{jcTKm1Hvh7PcC2tY4OJ2+!H)6~EX{YZquF78)YwsrP
zk_=}TZ|@z>_i=8ur`Z{doCM+Q#RQE=bTxv4*}Vqn3^f$3zoSm+$1O=FASA;}?y0Kt
z2wH4B0OX%-ItBaF&_P*f)1_ol5VZ4_Xe6pWx4SGlbUa=S=|}A-FtsH=JucwaJl^Z>
zU5B)%Se1}d`bSaV2TctmZq)nx6o5Aij<%+3b)4s)93}Iv&Rg2(I$+xu^9he$0ihX3
z0FgWp@v=Ok=0{rRz;9taUcRz4m|e8HW$oj=dr@Q{9`Jf3N=@MA)o}iy<X~iaa?w`u
z2Dc)svY*R<Xbb2@w|4EMfv#)Jd^_D;T0DWb{_hG%Mi}9jglp(nWG?eV{rz4o{jz)n
zr5>~dRYWj{dGAZ~d`=nkA~Sv}&3v@;<hJsK)uT9Na70B%%}|c`C1Tg8c4hxK)>L|7
zcSTh2K9%Sm$Y<v<c=ZwKXMQ>Cf4|)BRj%bl+9}8Y)zIW?N;JE)&~{d_^+Ux|$feS3
z!o-{R=fb#XIM6yhZQ}w?z7h3`bs8AdP$9$2s<O;_VrS9LqRN#0V+_AId`l+e9n6V?
z@&o}|qD^R1IkY|&)eR_@PktA~_6l(R#TXuc74C_8WGP3oo(WZv>5UWQ=6V-;pH2C<
z*@X#+Uf9U&KgP%!3=o@S17>9XzM~E#A#^+^5OJ8AM&h04ssBcv)X8bfU86-(^vw!4
zd-`R5Iuf<6#YtYx+W*53hlu3Q$pB|q#Imd|(Hh!bXHd*d-{HlSY|5F1D$nP8$baYr
zPoB<dMm-vm=3PNpy$D^vVlb<F%IALk#NX9Zc0%U^jPnZi{?ow|S&4JQa`e=_D?dI{
zq_5GM&VNyM4_#5b-_LaUo%j4*oo!O`l9FS8kb#-XEbF(7zVHQKs97^lddH`ZVQ7s>
zDlTrlf3I~hGv-CPG0ZtgT52Stg%lX>3BF#n`T{mgKZg&00OJ$FUjL2pz$h;$I<oUu
zeC%#Is}!7Efv0(zdZSv4`=0Hai2bQPX#3cJ;-$St6sNmfe|%A-uJXU^d&WB*$tVf8
z>8-0x)}tKwuuq`0LK#)~9EMdv$wKw{ef|aW*#Yy}lTSEIlIW41et+vLbT=l+BZ*<m
z39qk^lKfxY44dbT_CF9IL}dtv)DTa2dj|YVec%x4?21G?<{m7K-;v(kpDL;8Mf1MF
zyCS!R)MTuJ$O>H(;o5Lz85rsFoZNns{pQ%@vk9Ls0OrqMF0hyO9z8d|J_E_2T>QWN
z?6!G`_U2K8L#pTwj(YUOyO@80JG^BNeYnz*zEibd9ad>$HafGQ7*8K4GTf7$Hw6>>
zyKf)IGdMMQQ1kQt(NS~5lvU@LtQJouxKNzEgK*fcI_#i8Y5cNtk%Q|hUNwUL&+FA|
z)xVTe8=@Q>pz7pj<zC`XqZVgMd~^RYxl_2$4oKO^@y9?rxV`m;q^H~Pkg4!5cs7}p
z=X0ImuX$UbAynw5{KN1Ay)qlt7x2dPx$j_&-4%dOCvIKMMB8P~-WRBhe4xzst%2jD
zCB1brX_D#j`i`&?lRl~Xqu1T!OduT|2Wm$#VOXkgd$-v0=9kChTk&tbIXhZnMC-CK
zX)$(S{aT#6i)$`uU2y!7#g<@46}AZB$)iH_awjR5(L{AG)LQ;wT=1s0&K&2f8jmz^
zFZZCn{q~bkDzzXCDc1d5gvlZeNhK{kM_rowR$K?E0bFw<K>0H{%Pck3&nCts!fMm#
zs)x}@axI&N=n{xoq_X@7zoQ9379e{G9$Fgg>iwqZLFi5?8Poq>lP2xouiDOdl7MU|
zwZNVHzU~|VL{f{V{@=BnWSL}E>WTXBZg;q1aQ8XMwL#u!&m8hYNxac0DX1xHE)VpJ
zj_9nb1}}X=5iEdU3|A+i6FsmBLw%WDVTlKA#a+X$7uu?nAAupTTfgu6mqpw{9l*GK
zGm0}avR^%dQAHL?0m>Rh@EaGxPLf2-G!+<G>jb5puX4&5>>FaxSQsRRVWjhHu9mFC
zydZhYbnPn!WOJ@9O)<CIAZQ8R?qC)TCbOh^KH8IT9ftr&m!>FP%~?;H>MH7e_yzeL
z!V>h$D9)?;h58%$TNR5jnG`u~e%eJH;AJ@VNjP;MaIMey1vx8~n_(cB-fwz9Z|t`7
z+p=-AziW*X?W+Y5d&q)IdBi(XT}qkPlieS20!$5}2{3p#&yoDm_@Z!v`WCtScqFLV
zPwDe`APdmxWn`=>AhLRfr~{k=)cEru7>d(LLn`xojyh;`X6e-zM4T71l27;>=jN8%
zxgYm%y+h*}oPsngFpp~54gYMDeV%QrdZ}!zE8*cM+<JE-birmQ^n~a4Pl1m_SLj6!
z1Nh5CKlfNk)TM9T$8YuP_gmTZCa3|D1&jv3=oYd-1uzGsL_9-^UhB15s&Z#3&85$?
zVLjh&hf^W^RSRKxNVO(avD>jn)dMfT2^k_uiGB4bAC{@$b?XIeB$1$y&S#2^xtoll
zddt%t*vwlzyX{wyA8ad?pOXNn_$d{f^YLPBir~;gVnK?J{x2`Ds2fI;%MkRE6HM5{
zOG4Fj^;7&p>#3is(&(7+do3?2_NRxmc)wfWx30l%o-CNTp`Ig`E1gMme80;+>k&E=
z<E4OaSex7lx_%*gwtH8g6wB59v5${~I%RL4U(di+=U+M(j@w>XDpV2kd^4W5rnmpX
zKbS&QZ0^~=6<U`6vKq*vk+iA^n#PIP6vT{fQ<0?VyWM@?c0j6KIkV0w^9G+|Td329
z+;ON|?xjo-$yl<}mw8LP|0%h|7r<m*Vi&0edK$H`z~I|7l}D5>#cOj(E*0>YcM~0g
zF(Or~!Jlbb)h}NDFsaignD<n(=%~L)qq<psBA}_<u-x&xl1T@wVJc=Hul6PSu+4sq
zDxeu<>WF*qF#hL~oe!zqpmo);kWYKr8k5}|C{td?^C$SLfB3Mr)<y82#xeDh6kJ)i
zraAd$48_X8l{Ug&0gY>jGE^SA`$vgPSIbJxw>s0D@PO`hYK1^Jdgr?xwr4l+kB9CE
z!LECi4G+Ee3MY5ncjMms2opL<aYqGwZZ|(@Cxp0GRQe~9(E!tY5Sp#yE|(D$4&jSL
zT#_!=%@){CP1h=WG|P})#N^mg(3pKFS@A=3v*e2-nQFEFJZ2OzZ|T#){&H+Wva+KG
z#l{%N@3Pi`NP33ArV%wjlvD2!R29O$?G*v`l}u=-M8Q;Li20~W2U6)hA6Hkt`zIx>
z_GdBHNJ!(>t0Ia#VPA68ZF_iJ`}=Rb`?kBB@wMA=4ajV9e!SnWT7xJt@WURvvCyjl
z?7Zp9d_#v3IAQ5#WjdGhtLL212fC7L=7Pg_`|)58Og;uj_s{UJ?>b?>x_MXCYX+U^
zI07{WqIp$6towV!gqA+||Lq2UNWt*o260$jQ(Aej*EBNp4T~P}`+ZIY-WZuv=cJ|K
zDj;+>5CWHMYrXm;?-_PJ>r=40W!^ewLeYHCC0}GKs7MaAKJp!8f_zi>%9@%p&-hK-
zS%fN?2gdSZc1ig(C@HG8La;WUq2;z2voFEQ0pW84)wVGDZVm2Rcj<)#W4MKo13vcA
z0kxGyYyBQ~iN?f##5~v+M0n4s6dJ{yeg$V9_#g8&4#T^F0?!HE?}#S1DbnfcZrpYQ
zi?X1EXmHjQs9-quR$EyM-7xScy@cn4RCbDn9lQ_cQ&$r8m66)o?p+xm<Jc_6N4l+d
zAg^STf4S)|TD${{ZofANOBS@oZHg<7In&ixZ0#R5CjiQyv}kExGtxm%)cJnCl+!i1
zuLnRaPn)EQ8^OHw=c({wR4E(r!cx+$)Y6!6wty{w2Bitzm=xOwoE)DY5B33k_}8P7
z8^@wv8m7%77LCV3zJx^Ctcwx_A7l>d1jXI13GV!r=XhGGs_2NB``uWJrJd--9H5q-
zT4#qtd5GjCAV=X(Tm>jx4|T1h#rSR|sgcv86M{!kzaGgL#T$q?f5*-HYsEY25zS86
zHzAP;qQZ}2YUd(6pIY+mV5iz0Y2Dg_H-r=}AX+~*E-AV^J`FS;&=kUI#GB|E{4@uy
z?TyUHUqK+;l~;-|j8*GH%+n=Qdt6lR-b=b?Nu+V5quAa(<$m3=M;_qrkDGIkz`3#L
zko|}YTjsSk-B$cQB@kMVy>GW>poM-s0n?;j4?F+1Z8WziK2!J_o)>y^%b8uG9*<Cn
zI<wi<BG9WH%XC_Vgi=x)JA(|vKqizBnxkhdNdj1%??0e#*#HjFXXKMXM|JQ-cK=*}
z_o7LlNekVjIed?IBzVARL&)tOUaq`BS?qBJ8PqVy*6h}D-{z_mS4fcEPg@ldh>GYs
z1qR1pWGJ?kWK`mwQpNoMmtU%Ql5AT^l<_>uydt<9vjN-}EZ`@>Z7Ej;8#PI<b;DLJ
zK$mlm<YC?`V1xr3*XJmUyOSTUCy6*HLloc|>)Z}D>p1Hsdyhvp-qiRzsB1!ZJE!UK
zHGDpb&Tf9<E*BE1{~vz$ZbBa_3t6Lnp{-N1%3g$0B91pejgNr3#~7Bz08+830)3Tt
z!AMu?bunX^PD|YtSMR{i2i5flk3J5|<^ko4qn^BI7qQtk)8k}TI0GKa<(n>3g-)xS
z8c!!WmU}+3-ma)|&y1T&<>gE-*^Kw>f>*~hLRTm2#fII8rlJDJH643Ncw((o0bk#A
z>#$M8H<R2MD3^g_`h!lUQB?6yfjv>G9DS0z6N25t-_OeoSM-;@)lPHio>?*+@c1N*
z^0~8ibB*2?kLQuufH;xjH#EBCrvbhCJES?r1(*~t6Uk)7?*{u~ZYukkZa}w6N<k=R
zE+#6j&=+bxj?e7bH}2*NUXrkf1_}-B=;U(2JO%zbr=VgsAa?nuXQE0h*Ll=)8zLdC
zEnP*m@p%d-;V_blkO|IdVS#%oHb&KbTV9-VT{WPZu?3Dyg>>@q7((0PJRQkG2P|gV
z0m}yX1vk*eeepltXM5ToPvg~4<#)g1)m!v_u;q5RvZwQU7z(;Mv{m9lT_=q~NV$!p
zcoH9s2DyF;SDwG1`QxVj!BI61{Ddp|eEah<PJ0oU6-Bob^(LE7aBe9r0%SDhZcY+6
z4~s4SL6G61_uJQV*>EkmZy~B;6`0VPeB!Q!97E&^GcCndTxqEsB#+hG3ARNlDTiG|
zqiv;5_fB59<$qm$1%c`b+=z<hKfJKXpG3r6JhvU*OyT@%zK!YdTatlZeZ=N?!wgrO
zi-$GC)LH$wt{{{Rtkl_Ihry|`Ss)#RFL-y~uQ2_?Ks<!|QK78s@a8$B8u;%La6LCT
z4br?B5DQ2@(%b@<`j^hsYZ=TUs2LF08SgJL7Mw*FeZ{2@*R-BA?cGCXvLwpNIr=2Z
zcoHc{jwIKpaxbH9w?#u)hE^V4BECvV_;C1h2Z{V3$N2ljkTa>RV5f^;<fXjWmz6)%
zkwnrZAtsa7c^d^|LGo$qy@+EiMz~6l*=og09=E{1*B!A#nh_m{8_ra@Pw{wV5ZJ@;
zOs4$#bLzte0KDn^TU6%#=Ixmhw5I#po5h)=G)(xqBIyu#E;A0nBb0wi3<A#vL7H5k
z78d%>Sc8u{+Gp;9Vl{(TK_NpJeSc<S@CoRCJ_m(NLY5o1n>@CoQ9zY<_l^w#xI#SN
zr24Z=q4k3DllNpYF+Ihk8bdA$b!bv;)Y_=_&rtT#eEppSV*&=oxXmcbeYoJKJD%+N
zdo;l27)WQqhm{gOHxpwk-xVqA%Ry=MY9|n+Ojl2dNQRF{*3_TI9)9jz_5rOCZsi&G
z=pYnvWsmZJltJ$TGHah8-h{oRjZc&1=H11oQSX(~uC>Vp{KU}kv%fg9`E}C)tV}Tq
zxGiNpD&hF3+h^+Pkg8gMU*c07301cx1L6e&&veOF^o=Y-SaU>~aVdj*BUH4w5Arcx
zj<#NFc%E-CcNb?0{t0{Gkpa(cdVkTyxevJqol=221_?P4tS$DJ&pQu=%e-1sV6khP
zAjYQ3S@K8>jv?6TOsz7+ak05$uu1Lb41p4B^t`835#@1?`H+4+n;cA&WB5(RS)4zW
zFY|I^L};=*#~kx;f45D8R6LGk8~bRMQTGBVqQU9*rDp6fwAJ)}=Kz={yq7a!W!>Yk
zqfyF1L5y-EwRU^M*52S6Y$4E<yv!b&_HR-TVC3QR-Ck{|y?)M{N3rAHckh@NKJ+cA
z&aycw+KREdiQm#3m0wK%?yw#TgP!lPkPAMi0}F+mct#nWR1?)Ex0xv~!>u`@eu1k>
z9L{odmfE&GBq#q6zn3p0bl#76@h%6<7fh6cFQm8d?hCKTL;M<mO5~AFB&rH^Kh&sb
z;V_rRTeE0m6R_ni`G!YI<-ByJBN~GY#L@4gU8w`U8!}w*44Ec)^z@7lcSHgck}vb`
zNtP_>VjPmnWBHYyzEKr8D~=+Qk<2h@^EkC8YSOn_sJ0ZD_js~W*zMH|mL3^g_4zxO
zattR$KPFHYT+`tFp4ad7CVe>j`*a$?bv+zMQk%m=_q!CkX2}FHQ2S6C;b5d3`Vga+
zFoDsJITCLtz-t?(Lc6Cw4V+J|PW|m*x*L!&%dX`I<7ju+6R8<-yMczZJBz;gWtN%G
zh37xc1uH9AkDn3k9kQueR4<NIu2er_V%#hRm5)r9y$Fr)3)v9pmR0S`v4L(Zkfo5Z
z>Bb9#tU-nD!$G4G)3`JKuGKKgBChkP`=dW4j;fDsAb!bv35I>-T(6+H(=KwWN4X3L
zK{V7;%;kkL9bOVqh~nxkCpp0;r?^Ls+Fk+y$>sbgr?|ZXQhF#eN-|5`hrvx9Xy{q3
z%_ex?8~GSi4b(}Uxe@FQy6fqL;xU-%aL&+OJ33lF{{6}34eQ36*Bf<v%Jz*%3d?L(
zd{5H0$%=)zJ<<3_ngUXg-`ODLuEFP|aiN8ktGJ-+L<y}ZWalY7TsRI8B9Ube`U1fq
z9QFZm1gbTl(cl_HlmdcZVhHRP@(u`lS%oyP$L8K#hkL17slUA)UeWcy34gdXZZ<eA
zJv8I$!O%uV-^Cl4dvrig(jm8~yogu)a6q9~LR~`Oi$o~MSD#;5!FK`pIfL@u{h~G3
zkk?YHQ8}D4^eQ<)QVnjKTyVO<>>K&AU-^Ac>SHN&$_$i@KAZG$dbv3}Opy<T@;bWU
zI4l4VDu4JriMJkvK6T}N_m8hh?DP*x;(c0r5MkS;5*-Di?CCd}zkcqOnQ@zc<^a@t
zIX3lJm8=P-y>PFi=+N6d2tMt7c|B?#A^KU;Ko`9Ln*#sp4u!R%Yt1R?ot0^Fcxchk
z&|kN8Ju71bjF|3dQME_>D1R`h@(D;=ickCcSSC}PYYkkpu};BJyK0Xcxx^UAg*mg#
zL&E5E5nQ3@IPZ48ez!)0Z^vzC7s<=Pw<m#p16MR<r<AV{x=DBjDvTvXwk{!1UTP06
z`5n5($?^7loa-fE9ED_Hp43WobvZX=7@aBnp_SOAWc-RAFe!L`7lnIx6sZzsoJ<A^
z9$?Ub`rZ{e`I5*b{JMAe`I~*;{QR`)eRp%4I~CnNU^c1_1o-9@=rzPE=@vL4#4mLd
zRIz9DuW$(tPtVb+F6;OyNe=ScX5eRanW3x#yfr;BB=+EiY}@vEei4qa8YwNU^_Zz?
zH_S2b5}mV&#gAIveDXrc7?<puMmUZfE3-4<X-oQUVUwD2vcn_eoj0VT@nmj9-Ze3c
zHaUa~{=GXt>mo%q0b>@QV_N$}qAj?)A+V5QO_kl~T!n_^W8-k?)~J2Haa3~Cnx_I`
z{zU+v-CzU<q8z8Tr1|!}e7{jQgSh;9KntuAqm*W@ATk#o@ez4_c{&+RLMUCQITXn~
z=jrhQgyb!nPOVZS(}K0$ksg!#!P8jUQp_Li{i(PqPgZ2|T`)YNJ-#IpFoV}k7L>#I
zWGM?h|51-Gz^YP@U7KiAy*xhkN{72BJ8~(C*!4F`|HR*>WIiiA8=n|(%wJrA{p}I8
zS2AM6GhYLN4_PUJECPaYo@hHIcl^&g30h}#>`cYJZz$umZ=7jy+nQ?L>Df80x9Jip
z#do&cR~Ixlr>NhX+&np#fKL=z3tsK@wL75=k>~}KRd5N%eUmCk$^Ff(NgvVW`$%*}
zCVO|cIqq84hqq+f8ka0G9SiuwZWPlT&R&u^g$Z#-a!3Y@;SCxO#_fbu&i-NXfc+jd
zO@nCK_mXe-f!6wLZoNMHbB;YGC>H+t_CPfz`gQDZj^F+cqHjDW1LVdQ4)i)K<I&Nu
zMTji>8XHsH0AoW_2Wr3Na)gboCMO4cDN;lhixo+d_za^r4N5isjfV!mIf(TBW*)j9
zD%pwrJrw*9vvyp#VMjDg)R#jM-8=HNj<s5VaJWm-h<Tm>nZk45<!+oBjWX(zEz9|*
z_S-X*;B531MJK!>5kT8FOR#b8A0wn~!jXH1>fdU8`i_Batj6N7w?rC+@|N$L0{j;g
z8y<eHJvV)}pX=pm-}(*b=edoYzHr`!Y&ajZvr*^*Fiq&aZ1lNU_4H`lL)RDz<Y+JN
zCnt%oJLaF-4&B!`MdNtRTc_$lEdI1{S)t%1gVp{L57+1Vv3m%l|Et5|s9eNCiMypA
z!s`bYS?*+9$X7YIe;4ZV=yS+E(?e?%bq|8`0wLaM>6zLl=}$Yopk*+A>iTh5Q-$Or
zP@u6)3N<R|Jr98o#{u^+??2o;kz9+Y=AbaP=E^35ih4!gja{*A*h)y7w>;Fh{Z9wI
zcV7ET0~I!V7E$Y7uhZfCxCdaW7s0DmQ)hewkPf7aY;?o-S7Uu>TURa|_!T}RjNki6
zmZwPOtFRPqZT~IlTS4@_i0<nJcR;>zJsp|-`(>SrbI&rLl!o%+vuPhmhnghWlOO$+
zU&_?PD8k9`xDy0-3yioQ>!${$u4saVd3A^Mlibe6=~1@P*E{!@t?1e1i~IV}5jRd^
zK4CTFxT8v=<cou<HthAIH%>fKGd6;F1wNP{ygT=!!<2@(yN=tTnDvtoQ)00QK~&gl
zq~BFNSqXtqy;P@(+HZc0Z?J5yGzu0Yb}gq7?roK-xsUo3@D$O@mMWqXB`suDoXl)&
zMH?*u#>n@8ig%7#QfUllz}<Cg8w|NcOIj4)5gWoY^8q~Q(~$l~C@H_(z2|iec=sH#
zAkpl74X0v?9UWd3ii^-ytEBzXLq~coWFrlx6`(@5f6<y(k`<%(G&%fU-cB@a(DAt5
zmqi1z{eWMA*xX+%`elO>qM}nmb#)nd@kt(!?JS?g<(P-IUuPxC3Y=q{$5?=26uT)^
zKv>D@qaU4j7EEQt4yPWh)uUpSc@1l}+YNH_y_n&7E+LC{VbYI8x&QV;N&zCp^f}`b
z%$fY!(C2kj=-b9=J6hl`$MFQMn4uaf$0Z+95T-i=`RVOPP9B8>@I2ETu{DxFwod%Z
zdYAw;JF9fb&)f8|Tik*AK+h8bFA$_(ZZ^(g<Q5hm)z_q1fr<~101`t|L!3ll#h4ku
z*RSNm{uB0U|B|wo^D}EO1K9J3I}aePq*4ynK~i?%%Q(2#D@Ud9K{R2ipbHbI-8d5)
zD{_}#w=`dm5i{+cG3_8Fg4v^_qA7<l?~PttGu^pF41{q-<)J}=PvIC5#|67j?+Upx
z<4mpca#^ROt)RodRO8+?%?Q0r803Jw<z=fmJWk~(7G(BM(C(qx4R%n`ZP5Cipa<WL
zw%s#pwiCks8sCKB`XOsZeu%BH`uPk2U9jH0Qw%v=DE)rPU<kyTAidFW;`zMO^(el=
z?gixKT`YVwIndAjiDi2sX$F0Mzvk`BU=|Ky=+%d~FRFZ^6_5Jod!W1f7Rq$8311>|
zXW+5IuFb=?_Ja>TqL9$~eWsoVCbs=&(r4`QYeD$o0c`gZ>WhbmkjZ24w&q@41`+-!
z8)Moiz-No=@?jQ#UmQ?lW>Ip^-;ZnNH1|3T@*r}_h%rJGKVemL^nXg}_yAx+=kH68
z%GAXq^M2VDuem2X&ZBgzXj7mH2o4vl_(vVMFL)z}b>^bHt%LK0=^AfD0;PWD+O3c!
zkdzG%W}*eVTi)d!7KBYS1FYd?hRt-|H@MKZn=7nYu}hvn>p_O0K9Y%!gYl)3qmQJ*
z@%Ib~6L4tbZ%`W&Ao1x&cDfv!$(V0rRKPS$dyxZ!XTY8vQY7?3S-kKs8tfY2t$s=Y
zgjL5bup-WyPv@+?PdfmF;ixF$PR1uxs@te5v@nr@kKSw=$buiriZNSKy63VNiIPDE
znF?h-o1mR+p^dr)+hixPDfVUL`r(22;BPdmWW4O}6T|s-FMbkX1c!@b$<RfuHQB<c
zH`>wkDtu1LuyDFTofH$mbhj^Hb}MGtchlKtl94|3>bj1B@~CxCj@IaxO?!uXMGY@;
z+P+c6$E$|)q<&fW6K3CShc!)V2aB>{j+00d+G+kFCfP1jAX*#}yf)M6itW$~4hUQ}
z=Dlyptq2QYbb&pLaCK<B#L`}soxY>94>>bX3dZn`2zGwKm(NSI{p+bbtNLXk+Nq*l
z*U$nm4|1bL2JUP^J1>R0U@*Oh`wXHv;AzR}_}O2gQ+F@T30vYwMNT^KXJ6RQZ4*8Z
zNPi^0b@eoNuZi*ch^+f|cY6`lt4p>L-b^X<P=FO-Zr6ADrFhpDUMprX+Cu^bpPJ6d
zXWw`%af@8Qbm-?x&a$D8FG_!)fkZ~v{y_~Td$c+Rbm9Ipy04yaUZqcY(O`l^Q?U}X
znYh59>hL^8U0q$==JWym71E!%8u5(53r}Y4KK(%vz;TJ<5JZzBD;>+)+-=6oRj;Yp
zB!;iI%@t?n-iO?<c_pLf*Yjqf4)m6jDLcJs5J{&(+Kcx?z8UD_;!I<EzFgj7kj_>Z
zd{cmwLHbY4ZkRE2R0fhx6|qn2`rYZ(vP0H?UP2N=(gE*tK3pxK@gNXJa>viU&Bz@M
z^;ZJ(QS-~QI`z4fiv#lG*Aq{C-V-9ARu$(xPrcAY8$BDTjB!idCKjL!d)e!^I`FC6
zA)p_V0eL4QZ5U*pgs*Xc&>m2tu>k)&>q2h4Cv_*=F3jy(DR3Wxm-hQJl+B~p*60%@
zH(mod5TEGpAx6#{$i+37^joz=ongdB5Y@KTOVh?rwNFM9BQNgpYS7ss!VFcUZYdnd
zyRUOumd@L9nFeH`=W|BemuJVABv&{3MvJDVBA`QGg!?+|<L&z_QRG#n{Me@0H$guy
zd4^ee(;kz(jYRwkyHsRT=$Ekh)>Y3nxyYan9r-J$&2`&7Tv^<dzRfI%leJ#M>xOX#
z2Ia<+r&;v_B`5;TF1Qx_$O0;OMnh|<DY2x(MnYJv%|DR5_yB?$wvTVvs=Uvu(?^wh
ziEj70`=-E&`|9S{kuWn?Lzthx%qd!G$>&m-Bf4MC9gC;yTJYc@422tzj3~t>%*lB|
zb;#eIobNRNAnR#G@#?HsVVOvk;3)XQ4))OA-X*)$Xa9)V{UW%=-l&W}N6}{*nOj51
zDq945mI3jTTlMiEU##Z!;E$z2J;p_bTi<re$)|Jl_G0NG4>t|3DMpy1uLpx0;03vm
z+lV(IHxLgvVaLZ!j3<1{=P4y?PRIKgcqw~12#;6`^6e2S*275Zn(*p`NT&FxST26X
z$JS<#1BxpU{<~ZqpiaRzlq9hGc;=<_^3&>fkK>Lf*$d7u_Sjg5A9R-~42s}{J@n<m
z{*;xTb3NZG?ta@b3_qp&X9;{K#BcqxYct_#1~CdJ2-PaQEUC&pg*a6aXEyZp{eeHi
z>C&#x1hT`LjF;g-er%EVZaB70W{RR18f8;*#Wr;2xL>dJQ!P6DGP>BZ#E0ya9A|sa
zxPRp=@O-zLq@AmJCK>R3Td;%Tp6x16;6E#uaC@G*D|wT1vE}$?^>9{{D!F9uP5oov
zE&JCwX@%IV@JS)vS?y0>We*MOqaYA{NA;|cQKvi}Z~bMIu;DIXal>Jpqv370Fdjo!
zi$^|gJI6R)BD@w44&`s?8oz538TPs?iy$olw5MOm$!J@|$1@tzb8vYPpT=u=CJTxc
z=7R>h%|B-#KSOwHrF%XU0d^=W_NwT5m+9l<b$;dFU{{}6Hsuzuwm+eD11QXX%X`^4
z#&^DDpqtmmZxe7tQ@%bSf6d?bs5~4TGY!u{Cd&xmQc1(N)_}Q<v>zfFa%p{s?VN41
zX^OXhvgk(t#=~t$&472VjrmF=AQDU@y(k((UG5+dzarBW7_$FH0588+pxopTa(&9c
zjHXVuk*AqK93^=SS%&$gbHG0jVyNQg(>;%#HKi$U;F6)<(KbTFgYB9S#8)7EX<B^v
zSCYMJ8u-<Y6BXVZY~+dg&f0~ff<J$pqqrOPZ1c?Z2$X8FR2;02Fen#eOFF&s*T22`
zr6`5PD4<t4U$#3>z*@)!(s^q-st-^GlrugSv@4I<-Dith-d5l5VCK-v4XyF$WcT6r
zxIixh`YXe;ZMoS-T?Y^a0X(fM4RS2r^$FRBNvZetem=s3?cBIYTIMs>m041wq*c#W
zlOwu-r3zX#K0Ub~lA)i03<ptPd7ZYwwmXYr2U*4U-8_Z%r8KHN{Ru&dYCUW~OuFdb
z;!S%S0NI%29B^L1X+HR0Ot4Zz=Ad|#s}ji^nA0QIDdrgYI={;T7#yW(J<gFsdv6BW
zvKoYZ)*LpEC(Ko0+QNybc%ae_BvlF^soE9H`hEDK1r1d#DO)Rlt=k6!0iUx5DO9IR
z%T=u!nG0R8^n;H`?=1cea_SGVwi#~1g+H6`JxLdYhf1rIw&iR#?_6&E+?zF#H<WAc
z@!jRWietkAC~#;<3IeOUmMI+4k)X#58hVh4Tu5!}aE#&3Q+qkO(N7w5-PVID2{+vC
z4J11j>>k;wOR@Kl8~>zdP$B%172m$@8Hly18~h#GcSjGZ%S4S==)fMmk!X(C3bRv@
zU(l$)24`Txp+BPHbfgULj^Fe7Wq~MZ?7w=MDj2<Q$=CP6hlTkfytNn_f5SPZcYJtv
zp`F=YzdtFj0Q!4;9ne8>ISs+$H1eF3)CY4+dcMox4ab_p;1)e(dhYG}(fq#3J9mn!
zBS2%ps@%;3S;){aa=sI_wF*Sk$JomC-3wB)e=J|E4bfb@r1$TWI$En9Eqo2(&}=nu
z@A>yNJMTZ~;1hN6MLqM|5MGt(mXDtFOoD!R>KJBOK99qf`T}T30+M^6EqDXbq$#Uj
zKAyLM2Dk{#i@}Z+j~(ng*_)L2=Q&n2T7WalQ~zN+RNq16R!1fXgWtn3C4H^OMf&Bl
z-&?T(FeBAMH1)*Hn0GK{;uLTj^F$72!mntr;SSHPezmpMAv)Uij>*6Vhi9Te42)_{
zEN3tme=5FXz2-Jz8#+`Ul!fcHmk$svBV2^OyTywT#AOC;rfuPcPHG5H0xjgn6c)PE
zQ~`#ClwBaH99?PI2D;F?l{$R;WOQiE@qL8?l#n`wx3C95UkcwuD+GsZJ$eEIxzD<N
zH;Bi=o$rG`Hg5&Pfs6>DO--`zfu8iH1C6*8+<q<nn7<t!9PM=UIowy@>yAEr7(jo3
z!(+8HA&Z`3UdbCI7qXBb`9Ny*-Ey5QE#)`kzSR3(-oZ}t^XqEE7>`PM_I7ro;5DZj
zbu!UflF65%k&|TGTubun{Q_KSZBV=G!bD=l$xE`=D;bu)%yGd6R;u(}nxpbWCK?H0
z8xQY2l`@)xP+r6eYCTcO7oJuL2GO)fY*l-waKk+Evic&|+wN48A#z0y<lP{Bb^sG}
z68P^caKz7NG5iMYm)SU6!|T&Phfej>?SW4#X$l4l$`IxLTYWh|pgt7!j#ge-(<6~B
ze(;*JS_gP~TO*u6&@rms=Jr#~!0+|OLF4)#{SAH+VaC{$_^u#8ajr_t(J<|O?^2fs
zi6c93TosWE%|GlLVn_EoG?q#1>uw)!scou6wyUxRxp)rM-e<jwU3gHk{q7)ul9l!s
zQGEy!dYI9<`x!LvFG9bA@nzA`={>jVlloiPo@5ckV|;SdTThvdr{SE5E5!;~l9F3a
zS|A+<coTgtR-Zm~7SlYv>|TAI!;Aj7LRR$9viH|(%<f9yP1fn*3<^L`e!ayhgj%wK
z0%bwoYReXU|0wH#`O&8hsw&c5V>eaVCysX5<WtoZ6rP0O%ZF)vTVc7@;A-a6X8R-X
z)B1O>?<TtJ_I-MKVvY&%8j^``-Znj)nCcf5%=dbZbW}phnB`4XUxd>E%Brqgd}y&t
z>Z%0J`Bp$#{&(ThiK+R`S2%QxUxratbsStqdg<kH2kW__H|GcEnKa*}CA~l9;n1x&
z8w_YXQKzrlYRReX2vCnRPV!(FSFd}Hr{;&?E*;NTsZ05*9vymg;`9sp96p7h3+fwL
z2eCFg<UVs<UgV|yPL2jv@~!nayC?|%r>+7Zl@r`fhZk5aXX2q%)L6QFfpTJGe&=L*
z6a}5<PKvrnIkvYHr+%Nl4>CT8LQO7Y4wN7;ima@!`5hJ%IChg*f)^gY*Ra%`M|-Nh
z($o{re9}2=9MXmBPG+K^@AcqXtg0AY5IDM=rZFpfh}18~_MmG?dK`~w9{8)V@5{uB
zl^Yr4rIVj)*WZ|OvH|U5q4%iu5Wo)158~gdxYzD$lercqd{}?aHn|@IS^}!nP>yhg
z%h1}&l3K>u_DrqtqMIr-r;y#ix2EmtT%D!24FyXB8}cw;tZrj#%fXdzL3~F>n139n
zDmQuokwj=SR+p&Tc<}HYpFShy0>=&U7p`?$Yrg2C<=mcT1=+gAI~)zU(uJ)j;`4O!
za}%A0y}gOHOS_l4I|0~>);&xv$dPmjl>z^L6+~oiHmNp3&C#Z<T(<R3e<bTRd|FW@
zUc~cIuN~XInG+kicFR7<+;~Ps32ol;G$wG+a~V>dBVQSQ2mtbC3444pPc&qC7AAH2
z#$U%_zLfgU)%57~7xv}keF}f>r)FezxRSgc6Ie}jU501bp2UnhiOfj{i(mA4@mKR$
zIs$p~fP;$J85XeAUID`gO04uLo7f|T*eKOd7v0Fky2SZo+PhlsZHoS*`4yH4>F~7$
zwBCSpfWXa#&splM!IiIjw~?AuU#+-`UPFt@3qEy!oY5Rd$=-ers=Fti(UhH6yHuQq
zMSZd(%3vfG1lY|xZk~qbv?pr<_EtQt0-$N45-8Qj#@T+d{G@CjK;iA28$)mOq`16J
zp2cG=(?lhcHqj@43`IHaibKUER;gt`<8@{AcwQs5e56Ouh?yrfo`b_IE`GT0K&g!s
zad_@oM>i)g^Z0H#DIb;(gMl=7)qB5<4o6@qO74-~`sZe>FqI7!Wg)+6ZF^tmaEh9O
zpMW^3k5cfUpoy}ap;LXoYN+FC0~AANRllJI)T)vya5R!3A0mNA?A0Xm(g(~>`?MSj
z_^ZVP-ShKOFrmbr!nQVit@#1hVBxxYdz*pX%{2vWys=kfCHGCk_&s;OII6uT5d&}K
zYc>^=x!0h<zv(4tQ((acLby@1EJh1kYH(p&6xsbxRIJT5Wzzb~7L>hj-&K|*6DtIl
zp4)vNaG}tcj}-Iw;@d+gGYdcUV=ImO8<gw=4n>BtTtnGCdtX7c4|iyC18u5jBR4;}
zS+?Ytr7%}%%0@qLZZlskm$QBzwH{i0T(=Xzn?J{`47}YFm38p4LEqa!wAs|<LwKo}
zrMse?t+e`a>QrpaRFh>b0QQ=oWI`O!0Vwc9auYlkP8PAT)5ADYIe<JzAt77FzlWGk
zlV;y%FHI&@6mlZCDXqAL`BL^OTm3+WVxpgiD4N=9e%w{grXn%vc<Hy_;kD5(S$m%3
zBfsU0F#x8@{mcg`V9Wz}IGYl2sUG``Q$n(WTKB_=O1G3!v7ceyU$5zF(&9J7V3%Lo
z5+~AS^B}ca^p8LK$Fy>T-agq!#gM!m)cNe!;70|=HQ;~h58$n6ep<h`*2c0n3lyEU
z_Nc^UEdiIeHP7zzlLnD_7#KT9LU#5xp5oV?KJNNY)E}&0y${9zomXx6%)aM5flQ^J
zK4_%x{#G#?zxis(mrT9=mcE{*C?+8d;9QlAtPJ|HdrtGRuZIL&a)KFHk6IdsV}R@#
zqJ>gu!lAge{s6calL9LEaEu~NQ!;rL?FZF^4-;{>9E^L&QgR%9IOjRqUFMz#coPWH
z&*S9wItAq;g^QrnkvN<6E;F_xlBFyk<MUXh*`Qb=96r^NRiRH1B#WvsZue_EwDJ%Y
zTMI8v8rasPVU5vHiDwd4<xE%je*3nDpBioN<GDcz5hEq$_Ijb*0ZHvtfi0F}?hC`2
zpPvGz)&s0#fAwkgKI_;UDEFg_YRp9_XmKFv(`Hxx6}*U#U@q7*pE;*w>631AcE+fB
z6IA4Kd!p5q*Ju@Zu6WQ<3%UdUG35p7P47yV9x+z_&*R+`WNJ#2@ylZ$&pj;Ngk)H)
zTV3lO)@)TecN=h^u=`5bEoXiX6Z{+BDejQELttDt&wO{&P=Xx{K={k6Uxywvj&3m8
z9?I`fL-9`<O5|gYL5I7scw$RU5bHD$F+i33H-f&}bQX+P;U4RQ-aAJ@Z$b(VJa5Rq
zLNs*7f9KTWm5&a|Q~GSNELw+OwlV;V6Q?Url6gE{<^I)BoqOFs#>>9h>usM-aE)>|
zN#N<zVdvfG<Qc=0nxP=F2Ss=}2g8pKVLU}vsImRw)#&2}tE|k{=Wh2zgAMANR(;6|
zkXT(Cc<gw32iW3YTZu}3G+W?_7aH<ZG{nd*<Bf3irBTaFY(`>AxG3M6o&o%WtSN5U
zykFu{csk3yJR2omY2CQf;c$&EE7gYnyj~urtxxdG#_#6a(CkshR;AM&B!d=D?ST(P
zKw((EskWbz&PuljJwQxT0Kkl3yZypSkA)hGdE|X5<c}w;{OYD?`0sHc$@M8A0izIZ
z%J#bd&fD8hl=9-*E66QUy%ZT)#gA*Nh+B=8)n|@pgnf6_<fq>3+>3MKZ~~Ibp=0%g
zqQm-48T?BNnfcq6u$vgB_vD`8XHK7u(Es%IM>sQr^;pA{FG$kC6`HxT*-!Io=hwE|
ztZl75eKei%J0$qfSp<;J2!04H<W_Vlmzy{fH*m`<qc=D0@d2!0Q-+(%smA_A;zf`s
z&Xa<_+Qadct+OPxk)ilolR*LCueu^QrWg~ba0~xUD@Uhylb~G(<ihOVSW)}#q{C<R
z<JK!2;He!Bt&>~({3e1bcGhJPMyRUMxOh0sky~Kr*7q~!27k~>`I=Raw}%?<JJF!?
zDY~aubteTwe0{J*6>R{N^=E7zz=<ii-6wiJbvqBokvkQRePPac8P`VBt!*rB6&Isl
zxJJ9@@db2iYldlG4Z)&{f<&EdKfxNYY?8#>#QgnqYmoTt`pmEiRkO()m_whnR2s>t
z02OO)CGmpZ8|jC>-Zqn-JX!tAZP60{)%+S>-X576R(7;l?4CTtI^g>oA4m|pffo(E
z{%n$q>qq)Dr|L|<HWtje<&!4o&J(`uxBV?W`(3l6vV}9516uKiZ4jO?KD?NoorJAa
zk&Pec{<!@<Oy5~AHI1DVWn}cFFSSH`XS-}5BTD3yl$KW1J$EC}C#TGv3`Bp`<fq~a
zkAXcpF1dt`Ul{cIc00>K2CD$4W2Qq4$u}~KyO<XI>sN)x;WznY#o8@V#V(2RCXtuS
z&3QcTkEtK3P1RpTYx8mo5EJkVK!LfzkR|27$5Di8RR-LyqC7Rikqk9`HjpTxUwNH2
z05}aFzmawfqH2?%HW-s#j<0<6xem&$qfeH3Gce(#@6&x#-*12>AGxD2;p|@fyV-H`
z=H2dDyZ=<r6{__u^^E0inxH0j_|DU4xqAaz>gD#?^ZuTx!WmsV+fw<gn_0!3H?IKo
zI4S!YsgY=)bLA*@H6q3PQ`apJ`*FbJLM7t|)!H0`!r=8cdY_<x({e@2Ee+QB4vQ1o
zK{qseq^dc2p0#2x4GeN^W`wsQW$V}Vr+k0d3(zR&r{bOu2wQ49USU3>9>5X2EtTUa
z*F_#qyzRvE&v8$!uAx%Olqrkv)4E<N_b{F0AVlqi#A;dZIe|4Fn+0=T^2ohQ3GvXa
z!w^U}ic#Xcz5|6LwxDo*@N2feDa4ENfHg@P-cc-ueB7OTGUt6y6f{~B-rswxoxu>$
zaHrL1zr#Z32MnbsxD>VDq_IlH0tr^|r}+Y4e_!CI4pV8gva~sSonql(N3e7znbPzE
zi_pb}iv1?a1QAbCqQyfXKQAVnqKZjO1}lwD#yPW#{l$r%rn;O4n5@kdxbLw^Vz2Po
zAEm1s?dMalKNzdC4CZ0Bu<S|`V36ZSdO88p`w^DiOc6b#W7rp*!-gAq2KTuvW#_5a
zC3Zw)XD<}93E#b@NvXHB*m(`u_&pdpXuq2cefU0sk8>_K_fy+#&My0#;exQSK^<q-
z6lZw5AyD?mWF1X~J6U3nve6CW7S`17_@ii^vUz+}_xh1_a^FMqZRGs92E=P4K%v!B
zZ+*COd*?YF8>87(fU5TVE>EAjl{xEfb3g~Fg3!GIdxpK{QCr81`70_zIN1Z1JD8jG
zZLw3`znxmLbT6ud`fY4qVz0kZMY;|?pcT*x=wOo2=7-?piX#Ab=%d^|&L+ROrLu=%
z^9F8CwIGr`jcNw_oR*yOe0m7hQ7)1J%RZjZp#sA!r;Scswad+FZjmU<$*JFe#bA2*
z$SizQs|!Gj=;h9%kDf}#aZC?jK_6dtvNMI__V!HHm`jaHc#h@(yMocIcgIf8_P_L%
ztIham##j2GrJv#=S#`W4i86{~XSSR7M-$5mbvmIYK|h7}n8w@na?cML`>?va?_`K#
zOdmmoMpC@AK-^Wvlk7o%wq^dO_*Fhhv^R`GDC^f||6NR%EP}M$d5|fA66v6{X{Ziy
zv7Q<9cDHah5JpSlzkEMguwEzSg>(m3RB>($zDVoPm-Q=_VeB-M@goaX?Y>2*WI_cP
zpaPtG!T%i#)zCCxg(bc~6Zo-7qEwW#p>1pW2$yAY>+gU?ir38g9$D~2AKPmnPqPN8
zz-brftOD(jqRYjOUL%~a0vf@1=~`(wu}NP)yktU9T6|^@M`a<=HE-$8hBSQb-#fGd
zog517T4U8{^ZTGZ?gCjApq@iV$H%9af?&H09&C=Apn5<L#T08tKJ6<0J~d4<b;y${
z>KtE7>8xB-2zTnq<m}*VHj6EVUpNr1qWpxtrIW1h>6cuON_XLx<zhHGQCJSgqw3vy
zCB5Ubb3jq!$Kd){nJ>Gaf$72yV{$w*+La3Et%s_+Z`aXxnZ0Q*oq@a~d$&oFI0s4v
zKrE1K;N1gNYZ@dr;9uLZyglGx)3_1&&ilw;Gf{JW0m5H`Pjh2$(sU1n%;)g~-_g6r
zQUH(4U;DlUXv`0>uwOSRC30`$o7cAu1*uc%#vOhYN0w7Hr|iP}ODnTj&Ni2;nO*?!
z56p&Jq;tEy8V(6|mTCC$c4y1n@3PA9RG|%*=_VBUp^ishvIDH8b}vgcDQY|+2f^nb
zFC?OLXBfzS-Dlnepy!LD@e#lo>wYrUhnbU-m3d@WF5N3vql&6qZnqlLdSq1`<oS34
zs03Fse~uSv)eR5h4*O|xc6czbS8~T**8YWh!Q<o`XWTYv5?<9iDI?B#nN_itw%(h+
ztn?j$E00;WC1wk;yn#eYZE)AO{p=yW@@yg8HoBS}*7sLF_Z^f*Es>F1mIOLr*QGZP
zeF|xFoaOJCz9vFn>E8wcw&v>lvwM@=6*R1EHr3gB#W4@rQGIs?As=AaAGIgxx`3RG
z%nWC1PS&Zdxn-+T#IRE3Vys>&SloiBZlz{>Q2OWD{XeG8tV>la3&MX1WDp)j1VknQ
znckF1nUs0>^&Mo@TGhR7SKZ3NG!@R-XYYtFn*H9MvfEx-uGXK-B3}^)@@}c0dV?js
zJ5#}5@<j9bjx4w7;_0p%`I9-p|B*M=U9g(^btbkGm;?F`xs>kdj&edi&E3cO77d{|
zC%K<U0omD%+pFI2G!{|&ty|Rf<;I@-25RRyKzGrf63KW!^ASDXmeX^Wf8pM!uF&Qz
zsR4j`XbVmAy;mn}Dd(M}D3lc+JxI9f&lCPD_1xcH9tVJu93GdA=jG{EUJ_KNZUDhe
z8D!dqFr|G?uI`02VuvF=iEd7Utch!NqkGC8k#&=7`9P-A$0O0~D-+~P;%j4jqYKo#
zZIxMp;GlouP(<=rH3+qN3QAW4^UXXNCzOqXI~Sq%e+-qOG*(Q%_yddc)ivE8?=)<Y
z*5Zh~XP@nrN%0N7CFQ&X34%*pT-2dOD>zY~fm<GU8lsrtdVykT=Bo>)OW@eOaMBnl
z^MQb>c0A_@#W+k=^B7$t(OHs%W*Ba6Zh^h)-ZJ8W8bKQ4jAy>JS1|<@90<c#Vq`xb
znZP*%buj{rG-WTc2Eg!60AO^EFnT%daPoHHNK4%`T@cftL}nwSC&H~K?6LSWkPaVj
zZ$dp?WC@~r$xR|XrwER`wO$cx{_6|F*4ZIBrQfgR@e26tO7!u`-OCZ^VoMznO>6at
zdq+3g{8aCU#ga5xxt=3hYO76~A0C5r5PskRXX1WO3Z&Y=z#*fGc<VhaU{gk81N{PX
zMr|g2Zsy?-p!SxIwsCYBv{>B?3uDgVOugSJWQP)Ky?(+u|7Ksd_KEA>)qD~Qhk_CP
zA|!yu$b(hCG|!<7qY4q5tAN<#1{pM<;2(g@p?)+73@OhV+VI;Go`t4Ou)JdI^q3SO
z310e)gMOWNt}(wxM8O+8#lLQFsoVw_G{v!`>vu$)7{Me!T8gi$<WokoPhwcZBueM#
zu;-t7h|z=h3yR$*gOdMLrtzt0!3RL}KuuXNC9D+#K?tSx?Rkq+`J9RSb#@$-`Z6+!
zlGw8~GJR>ikKcL>*&yv<4`I3{7)Fr5vE|aAf|h&GrY%8EPSw7W<Rs&$3|l?##pSfi
zXodGnqev1=9zXo17R7LC(2D9OolZz7JZ(Co`zOc$yTX~N5*Z8hhrjc6`o1_U*DHau
zD_h<xEA`-ope&ctxX4B8&F!y#7@Lz(At8g~MJ0SLF|VDnmrI3tVX!mp=oBA^zGq!-
zuyNb2gJ5QgQmeg}gzwhRI(5F?4*P3R->J<=VTW7&J6rd`+5QE?>9z1rIOwwFu=o1-
zV`GuH`&|Jd$;5Om<?*ppy#z*()_kwKt&4D{P{RuuB4*StNTkJeiAP>P8S@bp^rhyi
zr5<P=k(D1+%z<Vr;2I*C&e;-Dd(07g{ZKFcgsv5eCQ^NUy5LGP4rfuQ)}PEUDEO4*
z);<hCh9E52Q&>Z!hCtExJCys*{1P32d@F+4H^V$RV0u+80Wxaf>qS>pi(3Y2jEWmh
zBz`9;+4=AzBZ$J{f*FFp?T4J!>^}GBK}1|K)-ZfvU-~^B!`#y;<{(hYqf7OsK4kq7
zqn|Nys%3%xsmgP1j0LN)Hp1ohQz&CTy5;ldA7nhD7#3`>^kv~tS=_g$|7i%=>!D_g
zAIEuPUvh4I_tZmyT{ND4jl(5|zF@$;@2XFFI?r?Z+4P&;f7liQTR4UCM<&SDLR1Ob
z-rv*fLWqNO>>MIF{`tlAkir7h?}g=qjBxCd3wl|ln6J)eu;q~9I(l@BB&A;DOHzMv
z!bW;yA-&oVV#R)nGmh`}bzzFnmV07=hdD;|XD_u`z9(hhwMlpC0DSuMQ!$6e|EO=|
zm7JDajXD<Jxqq{T(BM6htfLb1RwBlkmVcy+M7iIyxE5P>s6Qwfr1w?1U!I6>4bs+L
zJ}H_hYBwBj=^4CXk4|ZcG7ZH_1udru^XoJy((!G5-+0y!0{p{XcRY2R4)O2ASN5`G
ze?t#XuH(n(q?MWLRxI(AK@UfqT0w~|D9T9A#j>~A-$eI_dun1ZCEZ^33#+@p@qh<;
z`<AKQL#XpJhyewPz2Dg?M63tri+-)xpQyucgcS`|{`@kISK#^H$Do)f&Z=^rkS-(v
zSM$-s!kX>v4UbHclB(_G#v$dFS{3_n(N8Y({Pz`uZv<7*PcD%Du8I!S(ch*xTl2F|
zZPB_eC=OYV^2*Xqk;b9lvgn5&{#=`c;tTFJ`D2}_$RX_GFFBqs^YhfG=L5EFkM8x^
zy3J-)(VA==+v+&ntEEik@RdI20q`-w?2vTg(mm{-ckD2vp$U7_uK?edd6qyk^&T?N
zo90g~fN7SmYAO2+wQm*eI}yGVnFP!2LZ9>=x*a;aks|zJzhd<&)f|ZtTbPkV;l7<+
zt0pv~bbMRC!Gg7zPes<$lE%26(+k0S_0uCm=J=4#>u!t_kfF$Nm-9k#1nx`;2{Tz0
zgTdYg-jTcp%Jhr;n{XCJKE(L=Hgh$|mx)I(2_uhz6Ri{3lzeg7&pC{0SW9Pp4o*d$
zT787I_NjW?M<F>LAvGmtu)WyS5`(_fHm}?Z4Q?qYkIEu{M(FzX@f^Y`e!b!tlwe>F
zK)|g^8yig>yBfZzT5F!v+lPt$7}2J#RurPx8j)d~V!zEln>X5c2s^$f$^jpd<jLo*
z(b4Lk%JHH!4v!?MaKzb~+m|6k0WF-)q9X*N)!@^=@2nhp3+;?FX;=o<2a)Q@LE!1V
zi7b$-y1zsUHl*mz-oK!pYv&t=pm$J$!tvZ5H~T1{(20&Bxj3^p7Gg%rZA1(=)JHw?
zA)^OZiaIPXg(fz)76YRviwtnerD1=>W3zj*pVXozN}t}=lnUdk4=9h>3Wb;VL`<ZT
z8#qZJv*0k?#Qwf}gkUx%of{)xPg)3-f{YG|a9dMc9=xx4>5I7TP_&%}!VWstN;d~P
zRGy9fRu7+a$?q>TkD8i%deC66`#d%feQsxW?2BMrvv0GX<@i>fw<Tx9$EF<8#a^k@
za!$t;7bd>y>R+`d=D2MPJw3u$*O<dyE?K*VPI|sB$XY_O#J)G%aPgLxmv6{I<@3@h
zR-z+`{@Lr%$%(lTaZ)b0AJht!)E{c4XUgRGz0V-sXgnL7CQ*!E@S`?g*mf#n9@1lL
za@ExF#jR^r*_F@Vg{|bNB+N#r#hsih4J0B2?d7#xrZoHuUPy?Echt=`@ng_NuOsQM
zv+HNDkgN7ihx5Rt4{h`h@8t;T4ZdhZ7R>PZHp$NwjtB9*aOetE=0!UGc}&TMpNHgW
zeZCQa&}vG&ugCryWCI-@lp$sg0ocQMCXg^*uJWN*kD`_?>G+Ce6|#jq>*Jifs4aU<
z9RwUGVktXgxun;iqP!Y#Tuy}-PB;un-P#RTK2AC`Yg&La?#9?%@~mD58Ku3$%e@ov
zD#E^71iDrQfT&z|pATRFed|RT@EpMGj4^W^qsR~dDfs@1<34eerd#yTgc`<W>Cy>m
zo?qhr*(z55%~AbU;OIql^zE;P9yUm&a|0w|@Jk-|{V*)|@^d@$@quwpm`ig#wi76J
zKYP9Frr0~ANTjpydyI*##T3)CnDR0f(?&iK*pj3-{so!Lc(*%`_&)Y>HrtpcD26h@
z-*+9KnBhT=O}0cwCZ(B|W^2<iy3yG=`1!B>{B@jv76|l3(sdsya9(y5x}I#}*d(JY
z4uWLa@8rb)Wys?|cFJm$!0f56{i>-$XEbB~_bPyRuD-KDmMHHFZDa~dEwW#EKVj#4
zY4#B$F$sAg#w>A)KVJJG)l?l&!iyzxe=7R^p$gNatux@e`%eUF02>!<r7W!q-Cjp;
z#usG+tV)<O&Q6rw8k?tLl*!Kz3Z;95Ig^erTagZ(nX8GZhS;qFlad7BRe_DOG_<x{
z&DT5^{j@xcWqhF=_J2#^xB#;nb9|xSIxBaV5}=tCYM^D4?p-z_Rw;aVK)i?Tw-D}^
zTDJ7I%{PnY1|O($tQTnL<)3|3<-2v}v8)RB6^7;;?AKxk&Y*{yWAi8by14Afcvn$Z
z%cV!3lzNKO;d_|`nN>-A+wjvsUUT3rd#V=i!<oIRSMJ9-<OR)bq~rds*tEMIhA-M5
zQ5Ckda(dhwnckAy(YPW0itkkvM{hFNY<IsF9Kb)Wk6-iW1*`V9p~QRm2mTD`0<uXv
ziBsX6SUL`XLV`Nb?eMt;JK5sLya+iGuWKz{bZ}0*kuKnsy#57Vd&2F{XOM)<nZ!8A
zfV_0SuGk>K$R)|niTsK8&HIr*2`2RSrSoc7nQrTCDXwgK<+F0lhep;<ceM&(wH;mN
zLO>LkQI0~dl+C~OpW~7J2e<w;`dx?27p<QGD)Aaw?rPlq$o@k6`7QhuvdE7CV+`@x
z82NqRvi(<m6VWIWE`G9y$jbp%L<|F-_59<$Anja2^xkzuVbfgD1k1w+Cq(SzJH}f6
zfMSjZs4{TzPg9^}=IPJhno>;w?n@!(_d5X5_!22rANG;ji#>5al)s1E@NV1;rRp5_
z)U=mXP=m*Q%7yZS8)KmWREEDA^=}nio&=arDEjk+ZJ%oT644N=4m9uG&Po0aXI7()
z4}HQcRMi+R((A7Hf#%bq$luEy5Y`?~-Xidx3g|YZC@!RLar@p5sVu)iHf`44&ML)v
zt@$c`!rP?}7V5)ZklmsBx0?E_;QALytm<;=>W3~UUte@!sRLOqGkZgwA=u7-O^4S9
z=YQiGe9MpP@e@<rk7J&-#K$p@@soc2)*~E^o{5c1Kya_Te7@e16-MQ;zXXaWx+cBf
z%^ebCeME{_Lk!%bIW*|AMZ;5B$fpWMf?ldCVWx0YRnKT9@L<jctv_OTd!NbcrwUl~
zZyf|zKB0+hAP(C<k+#wd$$ofyd_zF7Wc02!Jy}&n(b+Z;#}mo9XtU9TguT=Gof&4e
zld+MJ{3Bc&ao)rN=cC}ErMIUNsL4eUk@;(U8*Z-}Y>Pa`_a`!Kif_W9hfZ5R=?NW#
zaEz75)7^TrqY-ii)G2V1&Fwf{$Gy~!Q?Pq!L-V}ne)V%L`%<4T$~RTcULWa+zOa;;
zyP_4!?Yvh89IVt$&m*R~K9jwiK+|T#pJRs*2a7hbBkn2WZ5f~{LOwc84uo`9G6yG>
z%<+Kw9@jw%{Lox7LoM<fl%s*;iIlv~)w^&Z;;9nkrG@j-8d3Gy7)4#4`=fUI)f<&f
zSav0mBp{q8-w&ouB!Ph-QOoaO3hu7GKgIbc)h`}tIetLP`qp`0lUw^Ao)+|TsRL*c
zYDT=vJ>xoQ&qTgrS;66t$~^8R()0X4z|dI@V|^5>NQ3OgpPYB^UUS>Zm}^Gv&t)qR
z50@fEgq}mxd4g!aoK<-krw!%ofGrFh-B*GGQ?K~Bd&Gqo9_O+Bv>V()JVN6TTioji
zb^!yKp&GO?bd$~O2O4$(Zwh<pm0)7T{wm}B;{0x(v{;dmUesGPUY>QY6hC^*kqhc4
zAER#)F{co*p@oMVu@`0qU^Ya;wLyoIcfVJnYFdm3eJkdp(rppqY`s(DTIow5#r;yK
zSt`HotKo0;&WA4jl$UV7g^#=f7A+)Wf=YZCd;mGScHlFejXVS`R<!H<6e<pbGFdf)
z3l~44^|bZE$Ra_FWe)oybvUgW;&BPLc}ooDa_t){gCKel6{m=}hPzxUeZpDKNnnQh
zHz27G6D7*{mG{EG*OnKG(Q@BG?RT(Vu6vheWve*2AYHC+Z4z+@hy_AwI@J>5%v{fE
zy{~+~vpRPEuYKt0IGBQF`c+FHV&q|l51MB~?mS**ufoWsSCD4sBxFfQ2eu#Y?YcGh
zrD*Y1OBb4oF8+c46bd-Lc;bz9-QN=@(xabQyFdMmUS7G*mpOKU=^Q#$?&33@u+La6
zLL(~9qWPM=N60nlTTrRMcBsP$o;chW3~}^g!2STHyI`%EIXJk)Pp<w5y;jiJPpTAA
zM{MQb2NwM6P900B-K@1ep$HS!w$7BX_2By=ez_UJaaAi?^Xbml9R(nq3+)(M%-Kh%
zwTgBV&-I;yiN&NNab~}4p@sb%bL#!ww);1Bzj%YCL3)3tOV*NQRE-PTF^_+{fkm7e
z1!mm-Z2#VY$RVSOj1^GCM)mKkhVQ+%f_!n?$A@$54=qP97tV0zxi9~~fS<DDf_vPu
zYzSsKduMh*U;iVSV33mo<aB>6qjWXw;dzH#IUG-HK3^(VjtN74(3#*_`;r@(w^>%y
zGc_qanSJjyhjfq_!8KI%&W{Y8CbnR;iOD6J7w!drbi5FU!_zjexBCxr1$@Y$595p%
zgbb_x7~HO|gjM&V*W4hemO?#<=p@Lg<Dj1?xz)o1AzK-PdJKk8{T@D*nNlAp6%mYB
z`9Sr)srk1r#@vKV9+<%t$pFshc)cs1?V4Y)$0iT@37Hf5@Pbses{0L%!ws$?O;6RE
zqd?ki^T5ew+oxo<Q&^ZK8hM{DQu4C5RT{#Gi7oZKJCB51@q^4~Nrxy2UbW}$cP{a#
zjlY6jF?+c8y3i_;Vs9ctEEgz4Z3WrbXIJwuB6$E>;U?h8=RND$v`Wj%quCgWwStLw
z`>^vOsW#jooU@ly-^%Jv^>jZvmAS1@2soBzUTVlvs^7J?(r=<r(i7wjWzi(U_l4O@
zYa&QJc<Fg0q$6l$6^FV<zDb^$FH|V^&%Dpy1eEC;dz|*m?$ythbRxUEx0emn3D)<9
z92u2fzvqpdUU2_o2z$Z&-t9=*<By(Jzh4jjyD)6nU&8K$vvR-4RXs7HCvcpPWOnr|
zlhiqey?j3Ksd;+7P4;)+YQ5~-s#-z&{$@bP$w<;%_hI>|DCHqV%P4Le-XWvM12kMr
zC_IM&1`g6l8IFh%e=)!DrPQ9H3sqcrKg%D~<^IATl1oi)EF?qX`@($hWZYT7@jRr&
zU|RwJ-(Vb>jp7FI9bPb+R34{XncW<yxkt~(h4Min2Xb-O0iF|84t~h-khKaef*O>S
zuv6bYAuELb4)Gct4<$iZR+|}&a`wN?AzYNH9*PdB)pmaN)5(FCiUS9{!(g|_aX6dD
zo|49uyg*zX6DY!Ic6D~l)xz!d{STl+*1d%Aq$={ORZmSp0sL_91!InNCBkukqW{#O
zZz0~R^xozT8}Q;`kd#HYN9DX#kirQPN_!xX8UA<4o9%}=hqLZ3UFl^%*)%@b;^?|T
zH08f&p5+Jla><O)JJ0t2=A)Q&-nF4+(g}b!h@AJL@s9sv6%=Y^$!&D8Ph^EUt138j
z9)pwvp6C5CdaLD{N;uwY5omN5lg(IMz-UqgSv1=C$Lr@4u@ymc_?{j)<i@0sm$&B9
zUODQtJhg(l#G=D*jWdakf0jqzp^UG5Jn8vok);yo8c>+4b7qNvJK`BlMmLttYhLbT
z)D~x2J)hM`^g(;rS$oz~s2`U*!nl2<V8Z<MNx8rB6WIHi_sxS%&cYRWz5DH3T(0DZ
zjYVilxQ_9GEX}hg*d)A<7#|biwgbqwANSTPZZ#KiP(IVlMgSvAFonbBluJAqcI=<z
zCD6Ta${b;MyodKn#C~YqdL-nD@a<01mCdiw*Vl5h_*FVoRx-9&_gFgA2@SyZY8Dc*
z2GuK?YAUBzqDu|XYxxKCd7(|q^r#eW$D7~$6j1dauc<|OS$*_<)F$Cd`sp~7gL?Z3
zEc0b5K4@rDD6EaQANQ0B9XM<?6pZe-d|z4jeF~yXe?_MFAYqdiUP~K(l_D+0AYr6S
z*1VtrH1(rezd>I7iTODc)FSv;CwR8;_4mWJ1>9RCE$Fm)>M?fK?`WT9SOIk*kb}m9
z9xX^G*(1DY*pGmvFP)Rbx@ALQb1Mw0zBwurD$`hbzmv;eX&`n5H<MP3-uaktrHRQq
zNO<F!OD{#UoOHNm^*|({RJlHkx_)N!s0x%-oLBB)5SI=Ia1Y5g6FO3od!A({Hy+{z
z>DjReE=BG9MExk^Kp+w4;l2Z`(zOP_X+>P%{YE#&wE6;q?9!7DUOt{OdVOb<2GJz-
zq;-||*Qs1+<DOA(L6-V&fn-MJ>n|A@Ulx^y-Xa*S!)v-#Kk;|Jz!!Ms2@&mN1J(Vt
z{nT2fNjh1p7zPsGxz9qxq(tiF9R-uPUg~GWc=(N}D#T?D;f{lG$Mb9{9CNBJ?B1T<
z+I<l+zaNv?M<a9v`j#o2n(Wr6W-P8}C(HUg7sfMt`uZr%CH>};$C2ys&4(_^T;F;l
zoFtx(1YIO8rQF6(JQF7{mZeOa_HDono2)%dQwT6@8bC<50$e^*kJ_^w=U4$0fX8y8
zSXjX3Qb?$Xq&QZk)YkVR;f&uT9CY?6^7K?ZS&v3CV5mH^`(xvzy$0n2<IRxG-I($_
zP`O~VD+8YxjB#&vvX?Sx^yA7LLEIz*7<uhAA%XbjV3Lh+<w<*GTB)3ZYYMeP%qhp@
zO}wVyuQpqqjS67lIIMu7fCO*v8;n1HT1U4^l*PgU^w{v$B!>^Ecf!Gl_azuiBm|0)
z*b#-q^<aez0wf4u1DSis8vW+P89(bdRKGajsn0msR_c|hQGN(%_ZM;AN)4uUu@ezx
zS_jzzky}Ikw)V~yJPlP&oQb&ZLMfkCp&}sYlh1d<6HgKOj_o|M&&cvTF~=XACT9VY
zUHi13SFSF;Kh6D{N?DMLQ61x7;b_^DiJ&fgpB3Pu3G}NFWx+gfdSgfu$e0Y8Pl8eQ
z^9OvIXeWpQP3y2lUH9wv{erkdB%yaX${c7hzc%M&AjTUHqg}u54G-WOH+K+`AzaIk
zvKTNz!n@r9;401V=Y1~sNIPizqlfc(ILre^@L+&P+$BN-Q-ZD~4*?2aVsvv}dBqt?
zCl<a|>?GN{7%uunY9%D=qD^<7mbG{d^k5n|+Tk_sX?wT@kR$Z=X*@m*yUdLv0tpbe
zIy(Ai#kF-nq#{+%Vp#pK&Oq?x?i&@`hCOGhzsJ?feDIc-i+Y&B)W>V)R6X@%$oxsq
zTuY|x1JLcS^+BTf7CrY%;_t>f=#pHEb0?0pP+Sh}QAY0WKsNE<H^KP$yMJ2YjBi#`
zp5figt8a;GYO@@Ns0vQHq#OM>)Ydz^PBG-cFWc^Z$6&Bk3~Qy|7Trqsg@maYsYp08
zv(JrJq>lT6=KH(x`{C*~+<1{<E}_Cm-RYj}V_GR^K9?rjYiaJ}&-?YXr>jpgRLZ_c
zB7IirY`Q%EII}#L6F!Y+m^n|FL-2PW213~68)A&o^A%#~{QMQTSKKW5^;TbyZ-&?R
z`W6tucTrQO8$8-r`X7~OuF}9&VLk2oB)$ByldWVauD;*h<l<z!P9ekG*OC{{C%LtY
z{?;_t*H-7y!2JLR7s?ZepqHMg_Uhvlb>0)vZ1fq+gLMBHvPeDXS4t{&v)q^P+*>u;
zT~8aGox1vP?jwH{wD)e1Wddqk73tFZ`!^rHA7}YhWAGlIL-HQ%fGdPAbYf*3&yKbH
zk%E5@Y{(k$6vAGEYfE_NFVFOGHl|kX2gJ-G?=6VzW#7Z{zM)<K1sp%FFVfsKlpG#P
z+_wdwbM~nzt;Cul#c1wg{B_q0i*`V~l%#~-dmfCgWjJj3R*+<fS3oW_zSyigzbT9}
z6oh+KkxrI(@J}`DPQs7w>DTMRy;$u-<w#W=kL8MnmMFdDJ#r8__G?AIb}5~}roTf+
zgX@9-YU%{J|B_D4e*5CjIB>Od$}^-`5t)U?<o+b}nsCArVDLAtLUd~;J}A=4)3Zag
z?5lG9KGNKsqHTzx*tGd;zHwVaQn-19yM}r|@*wk}(G}zoGe~ogi@;U&mbIkZFD2N~
zCuD5$;GoLX$vvgP=q7-nCfJRu*NM--QJ#r!yr>R+JB_r&kjEJZ$WYEdpYM{2QwZph
z@-FVT;sULbP+D$|M&bV4-}Qbfxx6*2(;zbs3k;~(B3HuiC9e<hH@q2vvc!V3Q}Rqt
zEN#uB@;Ag01vC-LEJGWneu-XxG><img|fAWdCH;!9aF0xe@=ifk@w5IDc<kXdDG$7
zjtHq)m`ah>n(}(AMZxy6HS3xZjPby80>WOf#`g5xiWOSsK0|3Y`IigGmdQo9blV}h
zA3cAgZUo_6P4{!3^+D+Ey5I0JGe7=%ra%lvj_C{la?;b_-W_hA?F^cI)R9l(b$)d3
zWBCW5;MWH*+V6zPtQ+Zi42|v@qBPC`><;<$&LuDk>iwnGJ0^w)WAAp!wKn}``sY-?
zqlQdlrq*k-%I$@nkuI?giUN!{0&=#*Jp@v_Ouk|??SnZ^entMBI_Mx^sIzM~)RM(=
zC$4v9W3I+puL<zHLkF2U1TuG$0T*B@zoc2zc&kK=LH;~!5d-Z0G2lS_hR{nHdvED}
zJoQTDNjWq}8<6D%tXXfEkJd)D<m-m<@SmCDwq4`PD9AZy5!1`PTV8XA3U)R;0YVDE
zcJO12c}?TjP!@z>bcg-APt4=K<M3}knXvt!Nw#w!s2^f6-*?*}BOZ(F65sBSB%H^O
z3#$wt_0%j4iz9X}X{Sd#uuy*Xq8~tEh9;}ohv**;1Q6%$)!d$<oS1fnxR0+9h}U7$
z(O$S4=ucs7UxbG{^KYcn`OV|;KFs=hgWspK#a9$=t9P?<55$R!bFg4PRTC9jSjJF(
z;TGeaxfUHM8z+O3oq6f2yGC5WSwY_HIzhM1oM``!zT5@$S~RxWJC&qgje}mZq%Zk^
zNLkzMljFq<Bi*p&j{1R_2M#EDf=oUl)kId}-|xF2A;1C+0L;Evxv~LxzvX&Ba2(T(
zU2S2SVn$K@NX27}ehCKX>yj#@S4_tz#+R^T9G0WW#`#1dGQLVyGj+c-FiRgv!76oT
zi`dq=S`c4U;_lTk{5?zA&aU|wFwBub!f=wIeBm?p5gW&T&gjZK)S<c4t-*u4*{{ku
zvCv_jn(4RmLrd$nX^$(h*1h!5c+T4#Ap}uD9P56rr(+>IHaf-2+7x1VKvI-t?lMtH
zc{58*?^ncoj%o!BC4BH!oDKsd%wL$nhmTfj>0jc;z%ukfMrZRlQ4^LcWoWOs1*u*u
zt|bNH#0e2Q2h4(dK&YPEm$DGrn#EtUp*&F36yZ~gm+?A3^aroyk=vmd6qbj8_);Q&
z4kwB}_gVh9<D>lTp_@M>zc4SeFG{z+E#o!(oqv##JYF&A4~PZ;xuxEof~Fq3JH`Ad
zy6;qd);WwX9;d$l+%YgO4NHvy?s)#Z`VwL#S85VcA)JeE3(pR*{JUKfp^4ZMROI(*
zOc)3t()-1gxqV4p_s#E_8W61UhnY~(veNnnvYlH#pC!_HSXp$|bWk9wWgDt%?7CFU
zj_R|yIZ(m&Q^8U$(#09Zl>PE{;8uEDPfYN2aWhKaFW@&6SLI}^6<U3VF$uKO2B)Pz
z9rnb#(~LVL0p)fut|$mDcs96VB>#8ZF2@r=KVtq~V9Bk*k1M?U>ufmG2Z6Qtn&Wkz
zGqY>!_ZE^V^7a7nf!L)Iiw4I}V>`UR^_QEQvCP_P<{)M^TAm+PTL9m4MUo^kjx~1!
z)9Q!Cs;7VRUg6_T;@vl8S8$sy><A&fVQ3VB&1P99@&6{hLfEfGy#71B(DFy3y<@6p
zD=9zLKfPEQbI8sru2@y}Gxf2T)xXF;lo-rsUAnE^k67<x3mVHUC86Am6FH!+uv6SG
zikr<~xc3+OITaXO$`|q6i`j0axQmsxC|v@~I;fB8a}~%3(gFjfavp{7HCk)G%vqS&
zfkI0XL~)bYivbG8hSZW28<VFWy9ne-P~Ov3-unUVS2>iqM_W9lRU1pY=6o?IeaxGQ
z($?FWprWE^06|dx1YCz`*Zo9SLh0~w-v06Pjs{K-3vU>3SZQsQNROsDl=+9*57tDO
znCrJg8I}-9WGNpzZn{IyIz(!!AJ{esnIOUWFicyr53)y{9_D|X5NLVh44e<HKX`+b
zP4}i}t1L*qty0vCTInfya8K_AC{i)N`+d92WwqL8Zx3`sq&<D_8<HVg(%sL$HfV2D
zi!j*gM|1n!Ala`^{PB!s{O$k73gVRy4vJY@dY3E(_vd0(<Iy+mbPNo0K7S?4a4J|?
zuRZ(;iisXhFwtdM<M9MyKM-@{rJFXJhLpE@VW!rgS`$)HhF2KD_9Oo1ubcG56B2kH
zm}ItXZL|Nt5lB65aOE-3ODLm^63$ui{y>`)uT<u24TGuDs2l0l$o(27BAQ7R_tP@u
zR9VB*?7QzmHW;k_AuVMN>2e5c{l4*TNq_{>TJ)h1<q^aj0y>Is24y8n%OC1}t?N_L
zYW<{l!sCKeXE`k1g=nKK8^$Ozac*pJjq3XSPcnvw3+zO#IoY|JuhXN9dT7rWDFD4O
zZ~!s$^)3tA9D!J${rb9LUQ~(7S4O@El0dFSFBe!my!~`O-KODGX=g4euPIAj>cc3!
z3HEbg$b)llALz0gUVfP1K-4h=9yhHl{Y=)yR@hrWLYTF->*Ilrwe`%84&qC<RUEgj
zREhm6<(*2Knv<S&k0CjGiZXpWa{KsoVmZ2I1d#oLAR~gtP)G7*0Ru8Iz=(MjoIj^U
zJxy!fi4))~EVYhU6~VD*3r;KB(=h7R-PFq!31%w!L>5YQ&Ct=}xW{>|@RWr1V9StH
z9}lpaJvH<7qZ|I`^gNm>M!P?^9g!#XW2xC|uLe`KesyBMDpsUsO8KXv)08)WcUzwR
zQEITDW$Q0Cee6hek-A7XtAPKc*?QNT2?W6PFNEfNS>s5<6Q;1rJA>IJLkwT4Xt!9#
zdTamrEi*eRLpo*0WJ{#>BrhlgiHv1&_P+c+iBeOs`ikh|HKlG5KO#EfdqdWuKrN$X
ztQ$=zKXv5f%a4>InpJ*u-JVFq(cB~U9l{j-fhR-*%^JS_{u-ji9<o0!PVCwk)^|p=
z4PD~==nZaH-AP&=u3`BO2>*iH)eb|6RM#swx0vzx=j6c|Khu@J(g}glP&0nkmAP}>
z7qe%VPu7tzjNoTF&_E!@t*8#=2|<JQM0{P(-VZCHp*8DOL`I?cjG|?yG79$l!zG}f
zYe4LPj}n382A#X9<+7kr=l3~bL$fTy6Kl#!<@!%z+dz4|w(bIe3Qe$Tx@HNWQ)TOM
zdx3Z(bR;kj9LeK9@F#mn57%GGQ!m=G)a4Z>(rN-}R`cv6wCiw^17ayLAXCd3nG<V)
zNdOUN?Z;Oi+$!ir2Ja|3NSIc2#KyuaSr`ac<k$xhaLvdz=-;1$Kv?YCF{g3x7Z4b~
zW3HsCBrZL>AN<vmh@iLQmp@#aXmy2ee@MV0#=suE-mayC6^X0{Z=6RPDi<Ndv!R^r
z$Qr`?+d?7vx5n4cbEx*3#P28A;cHFzBABM%9X~0~$KZE=P~;5M3T|gQB;-mmyWh;q
z-x!=r9J8QgTQ}m*b&c=e>f&XyHy(b$c$j~^_wDwMqcrG()ZV6>>7vKYACBv5GA*H1
z#X0fsmLL8tXG|EP;(j)#1>x2^KpZAOn+SS4f0QA*`Ez8D-{b8USau7F*8pH#<%qFL
zqJvZ$@XKMQpL&%>4N+r*2}xrBVqC(D0Xj-kufB5gkw>sVHnX<590z^-JZUG0%JnE>
z7CXZ$hhG66R}FfK=Ntj>uUf(fk@G*6nj3A+{K5Z)N_ab5mm5we)xIBCm4H(^Y@PC-
zEKO(%R%TEb$gVb?7q??Y`+*zcd+OnRJu5eldTTkSyYBs7&ZS9rh%G%ij~F|M^rc6A
z6Z^;e3~bjFjwXAalPefXeSJo($oJ}l!E==7iK2-45J@Jk0x3ARjXbjVOR;Zn4A1KO
zwV}6ID!8Jg_R|w}f&h4dRa5pGkOA;%7M&qU6H;F`_q7JG6W48)&gJqK)pbA&(G~+V
z^lY-`M%o@xe>L`&Oh@34(}oNYiMKbXu2;zb&%baVOGDkg4-XSMvC9D;F7nuQlmmMO
z6uGwAOx+RI+mvoM@e@VIpU!dpPx;%oeE7`)i#k;`cWj@(t()LMUU(R7@gv+C*S;j$
z_y=-GSx=s-AMq!~7|*HvN-rjvS$z9w$X`;Z6HqJnq<IQYYS{ZZ>4{~78YD^BGpEU(
z?cirz_LJmvv7f-Duxu{haazyAe&fypgvo0D>JheA7Ut@A+JeN85Rld0UhqELvgL92
z5te=VJaYYG!gT9)rT4@djI>rbVyza^zV?JQP~Xe#7V~RFayma+ep*_0eB9p`drf^4
zI@G88jd<CZ+x=+SLNy9t=;C=*U8Qilw^4aX)d2eVK5_Irc>mE{hHo)sBC>geK{Oz)
z?&832MCAL<;K)Nf+|<Ov-!<_-qGb?52(+5c)e&Z6c*IPq_v@o);FX|ZOU@c(C^ErC
zbeq7JyXz@(&=Ax+8vYr))D-!1q?IS;*Lsdcb$WIPLv`K<LP-)82PY)uu+t#g`qkla
z@3|<`1;jD2&VFqP<HDG4`O?=*7(zP}dt0~sB1Q2I%)2OOw(NnssTlL{>J{}%%_X`$
z()M*gVm>Et{#jvKG{tTgh=;&DXKGNaXFqdWmK@hg>za31&Sa4K%Kp=yGVWSQ3STd)
z3Zo46`L!<@y=%ruRj7BNu&t!)efi#hh%A|Y9mf*C77@dVWe9*w!~{^^o`)^?;NhkK
z8ii(oa?(hT-tnt2hd~|-ym`M4RRb~FNOIh{?^r|*>U=WsJq-TKqdrv$qI|afR03x(
zPk_1K-CZ8&gosy!Bxp5AI!v`?PK+!kDLI$%7wmi-jUfcj#)$e>@?nY?&Ak*ml0jMw
zC4b9gn8x+_?SFoa_?(bqdD35o5@B^8gU|JX9c;!A!JiT@T$s|`D`wrvVao(9&i&f>
z*_KWriKUju(>)GO&qI?waEuLtruT`_%Aeko5arz4Z^m5H*EZ6mO{n#dxau1oK(h|o
zquwHj`afS8kyh{TiQG>pmjltGE;!v>`%AO#9a_doBN3xWDEmutx5oyIbo^~>aFJLh
z0?I)u*5Ol8yCb~(w-0U#3Ixa6LWOkrpuA1*g|>AsWY{2+Jw_@Vaoxz<l+O3&^+<3r
z7jWSC{*CRCVXad_-F)z_NkFsWiH7Nz$924hty;nf{T}(@fgDI5;UC$esJybCd)+!^
z=Fm2U++3awluBfkF`O)hm(E$a&T_*Gn;xb6GQ|4>f1Nd{!rO_DbitsqD^W}gQI#|W
z<>i3SC;pT{z>&CUgs)M63XUzy9SbTcj_^551FhQ&ffEgG0&CQ0=h)VPeoGU}CiUR7
zALM4%<b8Oljx@*;A1BR8{hTs9jH1DZt2y+u?~lE$s(<42gZKiA%VLO4p{_-}2EE!<
zpu_H4gCSN^!YN0=DX5)rt`+&H!HB-J==MtT6~i1ehr=fn>jKKjE17G`-Pb?92V6n*
zOQnS-ULJC#g;Ey-#ErbBt6Ss@^8QNM9PK9TPv@c9+RCA*!}p#GU$13e4f^WK(jz%y
zvQmk0Eb)7pN1|~*B!6AW{rAI<hc}FZkIuTTY00kfJ3OkP2738D{9s>`bY<iS_|73Q
zes=5OG`i~1!qy?}H~1L5j+gh~yjhQP(D^8r%<mcp7DE*{?N%hz%aQAh?Ah~4{oH^3
zfc}ZL#tO%PM2of+&;Cu%D((38hj84>_W5y*`B+Cnah079W!#L&dALR`XiicV9nBVM
z!eJ&slg5w(PvZ|dxu4ly8EjKLK63cj50RgldZ_NT8+|Wpv+usFmrtlVGc$EMn<1|V
zx}B>17x5JAc*kdS%vl~o^X$@vFFL<6?5YVZZPlBO#0Ai6s``-KlPAFF=D}UQDG;NF
z;<I)6v(*~qS3U6Tr}MtW;!hX>V#TZ1e`HkWOtBET@pP#OY1>e|xoAAA+yQ8}+w30`
zV$_v|3Kc`JuABk{@S*2UYp{~X@}6R@{(kKzQA6OgE<AJZS0>Jv<Ow3SB7O)&Bmd>d
zNL~s?88Alp(qmy`RJGu5n6=?|j9>Lvz?lmt&;%cq9xX<V<m2-7KE~R&+@SOovPoH2
zyBo<Ji3pgMk<9T<g!Oee@cco((b3y{Y!DE|)s+;!h&sEo(e-ePS>JzL&yef@4J~4Q
z7|xEdT;?8<K8<=6xidIw{*Hy*IX+nkxwh9&iu!diez_Ez74f8y1CAJVJa5T%`kzOx
z-2>D_KPZ34Q3yoV|0>bVW>n6>FLdsm`93w9%28-bV7)Q=qeFVf>D@{!eJxPPj@lW?
zO4^|3hBDgWIg@V6y$2xqr(Q$s9Y5)~!cP@uePy`EIK1TJOM^l=$y67@-XPxBW{ae*
z50PUU(6d!DMxn;J<`f4I4E&;lY<2~@S((Yft3oK82_?dl@%U~q|15fw9~<Lqq!8IR
z2=&3EX!rd5i7t!iC-XZ$GfXgQlQm!<HK(B+-RwmVF?`3_a~o72<46daoTY8IcVz~@
z+g|>*k8VQ_`ExHD@u&BG`yFM(_>QdkzNdYUOaOZkez*;UyooqxiyIop1woxY%9l3G
ztZL;*z<D7o_M>j0_w2PG_m{PQ`st-z9s!s6rG6ifb9l-`y6jK<Px`UBUteVLL_`Gq
zFeK8<K{$h990{~y)LOvbH{9sB1((6*z(iQsy%iq6#v1_}{%U(KEcqbQ=9QSC!Fl@+
z{0)7&#eOjJxSWCfJ%0rLLBo#Qkn~xVPurKdPDuFE3vZru+8myiK!#ZQAst3dBN@dH
z;n*t}5O}cUHL08HPT!-(9*tZ$Dq&Hv6p6E)`}p~wF?vH(bufDJUyWy|U+-HAxi4W%
zdqvZIXJ{Qk2O1xY-Z$^y3^&`8X5wHgpEzYcUTW%RqQl-sJ^Is)B9PKmLNL5>*{|vJ
zg#w>@&+h0g(0i(D2x+L9`osrT1`f*nS6zq^#3{i~jA`?g<n>-P3v~=os?brx4I6>5
zcVuq+DsqYaxzc<qMSB+?JF?+hgCEORdmYfplL=^98*2!6N$Ag&!ER1CuVJ9<2@~!J
z$6~$+mN!pV-CASy`e8QXe)zu_U17cbr5PTGDi8D-A$IR(=n;%fMD1c<Ddj2fEvDps
zw{$0Z*!MtGtauI=70{dQLV%EdRU3#y^dQl#Y-%qrJ60|Xg=7lF7MtJ9Ss@ayckQB-
z-M!bKCI-O($mc%$_1r+6Ps+$$0-VSd;@1KrdvsIKlcr9*fwbL-wlS(h)>8L2_2K3b
z1AD$2cbKJMWydDDp7PgCap<i-nsS@L)mDm!Sdy0wqeV-69{9dHgH#6h=yqC*csxbQ
zk=LG&Exdy5{^1|wh+hgRd%y8bC(#LE<GtzMlW+0_CY}hI&fGVVmPp~k3pkk99<F^1
z#OemMHjY>iv9mYp;W~7q1kK&Hn;^nj0uv}Wf>;<TJZ^otSZt6XJa!MeChtWH1HtgS
z6w~*v)njDG7%j>iUa*IA-B;%WaZ7$5$|Y~aSnDG7eO_)qZ6qmrsNQP9n|I6`*E1HU
z2OXEyS>6{Y>Fl)il*y$<jIYOvXdNSr=~X(X;A65Se9R(=tThKyh2-yC8IhHS8%J2_
zscF5LG10&6@viu1$xMdgM%ZBK%6x|d=S(DF1(ODJC;j=OG2b@;QlOlrTDLN68}oi~
zF;Cl@MIHKqtSV~q!^WB~_q%9|T7zS^Xz&4Nr)IA*T05REsQn@`R&UmlZr**$5UfO2
zgF0C^5TEcx)BA%GJ9%Hdv4I)wn`a47Xr`M;)a(EF9w`<ncj%S!Ye*=7rPn#WTuft>
zKI#FN;qIaq_+I3=3QY)rEB8Uh_FyOdG`trE$v1O5<eW&ur!0f0V9Uv7p24+i0HMdX
zS~D$@->>oLizgj7=W}sa<oij-xU8406x9|ry#%D~bc+ccr!oLtkb3bkKc{IuDbqc;
z^i7G7=F)lu6XJG1K_5ud%3((I6FRP@MzOsJp7yyua9Enzan~U{!}wG+G(uo3-*sM0
z7h>ty*i(zoVF3`fWW`JQ&b%oWcQ}jVxGu@|e);(D%O`SvBaHY~ss7p$$Z&D|yuHt_
zI-FY1sj}O5tli7|5m&PQ++0~mb#@sJG%dW!TOi#}QxT(04GrcTN|JrTZ}$q*zhDE3
zH5*F-Oz`=cugiYTP5X&IiTS;5MYvW2sZ(Ob%#`i#b4DC>w(p}>^0S_j3FcghuYDc(
zwgsQAg*ERh9RAP?jw5UiJ-UeS6^Akl@hJVCm!i6c`?c_6iqiZUXSpgpfYnvodZssB
zaM@3qoL3V{f_KP{0YTy|lYEU}k0dq{A2^IKS(OvXuV>vtU99}}vyOLuu|u#oEKa^B
ztz{1libI$Bwz{&PncHO9AertiMdALgkbYEB=3z<?;XSB0HiRzeq?z+VxG+!vN_u#&
zA-%yYC+&xfwPNqnUpk^RG}`pKHko;ZO6S1IF06Uq57LWGw}QLslAL~qeWUK{VW~eF
z7dJ(n$7fcOqB^kqc*x`L2?u=P<#>sr36Fh;u<n!p*vT!@nY_OUvOG~@cK^6#inncT
zf`A@hul;#|Mu~qCUmBSyB!c8zz{1I+>QnpT-5+9(U>lfq?prs!{=DYoSeRg3-Nn5G
zHsEagg!1Pke{!5~_oK0%-lJO=J(Fy~SiA|DSN_VRHu2Ca$4eyvd>I@%;5J5NlxL>k
zQ&s(W^3FlOn{GpJ;bVewDgqSZkbf-e3>tZKoOO*e6{y`ROPh68ZLcMYWeG}}STSAr
zK!f9tRsIl;H>Jo_>-}<<iZ%^tzjDO8^onosad@GF>Ugicg0a0LLE<Hh()@%gpn0a>
zPP|h;b`$~6%X&@y=<9eXFmO?YJjEcLp}$x*s5}2O#lhcy6~G+fi{l?JQD0MN1W)4U
zWRc#RF)rIRpdnAef`NquQ=|(z-(7$(#{SG=!0>HMz-m+)4-)fOhqzWSq{Dmr4h)$f
z#uf1sX#V%>n%@FM0p2p@<zrZAQZswPK~#W`t}L5-v6hF2v~)GGhE8%;D)8j-SsAf<
z1nxADkx%>Ec<>A)j1I?Oa(m@G_qQ40@O50&hp()6FGV|!o|XNmOv$enBI7yY@jyQ5
zvHe^?EC&{fCR$?__fymTBogA7t3-5}qaUw8f2=Xcaw9cZ3i0`EdS}tzbQoA?SaFF6
zQOq+xR-Rn^U818Kk$g&YwdcY<H21^pd7yst@X$p`BfR_5P>KbbQP<8J03Wqjdxo=v
zn-Q%GtQ1n&%wPlQj~oL>JCpXi^jn2=bO%dX|7ka!&!bezJ@;@p7e{q3cr8J>vw45w
zK41TPVVt8+J{|C11L=x~Jx|vCb^~7+G&9w+l=n$|nEXKV=+lZcvmPVz)%F26igSbv
zy3=T%F~1>CAEv-QguJGnF-_;v9hWA~X1*jI-va6a#~Y7HO&aE~eVFc^oVR>a?Sz92
zBtWmyT<I?B?+SF6jnF68a&IpDUKojx+xVCw_K0VrWyoR?OaycYlqP;16DjbIE}*+D
zKs|iGJHAe6H*>V6)W>Apq-pO84whi=jV9-^{v-|8I}uDuAZ_p0vV`$h?AjM4UJ>}@
zzQ)~6?pw#nQME6(-zbr&LUY-^f-!Zi&re)n3DhFYR9FB|WL%8~ope(edXlmqxupZ(
z;SQB|FSLW<A~`msH(?E}E;Wy{5<yvv?ldR+0O_ppH3>1eYa6K>zLm6p4mg}T>BE|_
zpp@+iMgm3PsSA({AE&@)$u};6Ni^uL?15FfEy?}%whKQOk!}4=ta2qMBb3Fv=vX&U
z9Y*&06L^wrSfAB(W(I){f>tL@aXoyAAW4|ZO?<T;+F>8ak<=7+oH8S#r<^vo5mXFV
zVuXlu-+I%Xp0HgYXX#>IXv6@>)h9w|mn~$&Nd$;e124LNYOh;(H*+QU1W3&EhliOG
z943>5_a~f9DVE2m`Hf$x^0YoYzFTvTmAk2*!TbwI6NeBy^aAe+f{BLrX_!pN-DTTp
zdO0ZC*i-YQen0vebeNpBZ^$)nlA063&g=G@V)?#Q&R3ajovpXuQPCaARUp-!wcrbL
zN2|*=eSu^{)iJ3V?o(R8f4_9unK=+IWs7i!56mk-cY<7gd>k3>zPRYBBoHLI`){FE
zyvy*0zss-4<&C}K)1&+(H8i0)@1DhV5|c>kHL);Lm`^`3gp03@{gc#)_3aj2{~LYb
z_TxbR0I}AAY7c);o8P0bwr+-<VE9pe4KwM<sZeA}Y|s{AdK2G8=bX09dWzBY#H+!H
za`<Ec9%;-kF2uHiN5B_4sQuxrvphjP6&uU?UL@S{|6lu7tBrbB7lRAK%CdY`_<2v{
zY4rZ&RUzDCNG`>rJo`vKYvhlyzF<F;Dp%Quh$Z{_r8jB0D<K33Rt#)7x!EMe?Xj2L
z*p00FNm1^M(?8h;ACYYrkUm*;F=5=G@Rv3_<(hb&M<bBq;X_2nqdlzQzD=L@J_<eS
z(mmebn{=yXdEas>*skZ(LVp7ncJMFBS?nOWIG)S=jJi6<R<ZARJD4xysbgYvv9V%?
z?A<<%iBTLr?IQmAXn?&j<-o|S?VG<Ro2ovj%tBDiQ1G97Kprx_a~ct_%NSJTy+ELA
ziDVnd{}CTSMyG6&bV2_e@PKwYAJx_i+2Wf6AFbm<2;QF1%-NRr+00(Ddlr~a?!Ua3
z>wm?|eCF8eeqpkga^D4nmDgDgUR!}~c9@TFFWxk91uPbM0qe<{895+5({K)PKaPhb
zJZ8VVu)+g~g-1dw%IkADBmm4v@66~dmK5EsA|UAj6E27wTi!9WQcEuYrw&kg+G|dw
zL4Nc5z}EV<ovHFh7>b$)w{L224Fre0SJJu40xSItf9*jY#UHxmY;XrEOsPngEb)lB
z^R%qRi0h-BIZJoE4mqBDOx~XxtIbqIAy_bhcwcVHb50yeZF^pZ*WLU|v+=OHWfj%C
z00K`qfA(*L;Z!o$ByD9~wlLr~)<n$&_}@C&If$PL(J!=Qf60O2ZV&C})CI6)_u#yJ
za(T1T`k?4(dTq|+^XR@^=2qMvb7<I=1A<qOU^K#}YfO!)V@uBQwEqH&U)FCn0S-qv
zF=9J!3PKb@1mAD{Y(S~{dTBmjcsHOfsI&KTITP`ncmc#yBht;WTSG-To#gcVSs&E~
z=(>PkVc{P5Ws>!TAAs^lz;PGU8*yt|$~o_M!4+WK`MJz5#MSC=0EJR8f?oSc3QiSj
zL(<U86N9IFIx&g7{xmB;Di!=-+V7CGQ1)Ek7C--Kdn^%{nv5jNRkYaL3h<N8*sdkS
z&UVT9hi-peeQA9^<MgdMbH;uK<KK}U*T^d65+y?7me%V^a^9cm)P^Ez|6&W{7~Zj_
z*c|Ti)UZ;(OcjrkCU%8m2E=-M;`EqewnFw2QrMmS=u+I`@koFz$-ywpVro7W`3dfG
z%{x_O7T&FdFbFKC)aeps(9RWeV=X+9zbIE(hR_K3E!wuN6ale%^7dnBBd9(^<Vxz-
zlkD$D5$$}S8J^I>{iWqyi4ee`g5e9#udDoMu}joYkUa03Zop_M2QgP_vh4PfV{b1o
zU)_dPMQC;{0shUCjb&D<yWr{>Lfou>AC`a^Sec-+nhU;Wx@G6%fgZK}L2rP>{u;v&
z_P0?e#4-S5RyP%u5lz{=Wk&<X(9=7<BRdLMMK0@fZ+~I+TR}@Qu|3&8xp6>~t3Hm7
z<E&bjympI6LQ~@bs9G;Xnf`{Zz6(h#ywark%#NWb*YK*G_TNDZ2i&M>*Z9)&<PBuG
zLsLP)dSJ}j#3$4Ymui6tZkCkO^L6!7nWGhvR)(Nf^=dCpkq4@QPS?fk;dyKT+_Qtn
zQfJc9gBdL{9kAZVn_v|*q|glUKcdd8TU8{9!heZ*cw`VzW<*8aWENx;Mfml-IaR%?
z*X=szdL0mw%*cox-#$7-u&{VOple$XAz7FeLgyYMI7A@UlrI~W<f~vG&f6^D#6e*G
zb-+W>&@H0S2qQ_)ecbOvqDKenh_B&&ZNyfmb4ai7J42T=z6Oui8}*)W5Qz<j5seH%
zoF5v|RXVUN5@Mh8slMK5Z!qTdB4qc6HBA;{p7W29-89HYtBjnC*%z>Zmb<8(ShRF8
zzr^@X{Q`Z1zR-RKL*ybAocsVpWxZ9Ft+?E{hf*RYVa<m~(!$l!{38a$KIKc?OG?H5
zp?S4>d)Bvo%BBl!SNV2S+Q`efAS74H%1q!JF_ED?F5k2{9k2sAE&8)>wy}roDspI~
z&JPutJ!d=3o3wp5Hgeon=emSmZxp55Mo+Ct2S<dTTn?Tit&9f~*W-P^r~75L&1cj2
z_L51D)UH-OV;(?AlNt3pQB%LKden=6DDVVVLT}z*RNx8%e=xi{^*LAR+klk?4Pazy
z&bx)8ETn$8$6RFZ2v!za4-u|-7p=}8bAw@sum8)++Lh6*a(q5HK&%Gf%;UtpekbgX
zjAd>^^-N=Vs$ERJXG?ns^9KY;x4OE4a1(q6ZWW*tPv^aqjN0DG$gm?z&)pI2w%IRz
zwLp#>mM1UYV2Jrbf3c6H^&(}Z0tQ^!K>S*2Tla+ynPQFz@c&q%j-6WPK%5~GsD8Pa
zoucq?WL(g+qg?U#u<03xUtc^1tmF+;K&62RM+Ta47RX#~&tyAa_FW&u@TX__clkYP
zkPSM%?{kc_PYmJX%W~p(?Dw7e8EAaio1!kM-zT~aeYHA^jh4ml=W7~}2qiGjsWJbu
z&P9SqWk?u@n*%tACyV<72^<(50+)iMe`iP*?(laA88iU}PaYLIe8BK!haVlkO~_7Y
zP}p}Sgrp*gH%0ads-WFR`uOlqiyZ6g6NjXY&zGJv-6^r0VWo;=a=+H6j=?rDxn6WN
z<ZI<#e11o*6D4X?O?3|$l_!|`>e>FWgh}B?*oY>zxa5dhNcsLw4&i5>Hn{JxRP*!j
z6jiuzxtsa9rG?j6D7<NBxQ6fRrhjWt{q&x$b3?BQ($Z=Dk%s>2UH9%4ZJ>U)mfY+&
zi{v)cRnl?&U2AO0WZ+gm#&w!+(+z5n%U9(7q~bTY1q*X!vh*`0;x{x;Hz9S2_M>2e
zgCDeuTZh>*d3i1w0wR6c+sv>DZ2IW$;nsc+Pu5-Dd}^Nz@i%cE=Vf0CRU$|k<l)@s
zX=!0<h<g~Ye0z`EE@)rqAE!EP@d~Z3tKcqj=Y0Y>rGW5G|7=fc`4~E4&r#og56y&&
z@#Q;ns3kh}UT)f;?wNnHeMKtvFjyIvG&XeX{V^1^W3=#ah}q}u^}ZkJ_dH^^$<$$n
zhM<#u<ZnTTsC6HCDX5pI(}%Ek{|tQJ_?mc>prwPZ9CU-h-xrdSp}LF%HLNvbk6~$W
zGSvW80?L~|zBgU|oCM`PnE|QYZ%W0X4Q@fSwHSmt!^h}17vph>?L~atx;IlU02i0=
zh85fD$gVU?1`cz9`mIJUeN3<KS0CKath8q({9JupBJ<|FAF~I0<uX-aVh|iI9zeO;
z&yyC+nc#XQgt~uIK{}-Sgf6j3l2cf~yBSzy_z0i?A56XSHC%Xv?d#F6m-w(5Ip?Yy
zefnHFSWaZ=MTWVYY7h`3=O5JWxwm(MY(m>#(er>5J)I-K1-B1JD8fCa4Oc}NA`_Kf
z-pNV$kLqERRI>R@)LG{ygh+wBJWWz@i6^$WuK(xNV@C|eGL8Pk?~RW4m0rjG?2<?G
zQKrE{x0V~jNd^Ry^o*_-kqS8)106tj*M5SKs-xZ$dx!NTux1N{6z;$CoHR?_vFm*}
zHPeXR0U~RrV?E|*?EMMgIO@$WFm&Ud502Xr&V$R^s~|*idbh2oX?tj}64vDiL2Umq
zPi@oUvdS#P4XO-RrP<ZZ!TYOFG9028h=ObX$qkar5mipSeDKD31+`0@uJ;|9Qd;3U
z^+b*r`ml1(_bij`-UF;{Lja=^Un3IE^y;PUMDBJU)?*PdGCT$j;)s-o?EDGuUj|i<
z$AK0FFx9(Z5Q}O4{eKU+Jn_87eu~r`e%r+M>K(|WxZfjVDb}EtL+L5s>&QXiR!Ix@
z7gc5$8=M}9<ts-Z`KvOtkpGxgISAvf#*-oSlA%YN(Vo1`s<)W0Z{697JTwFdM65f6
zNC1x4AD$XY2`C~?sOv&Wx{eK}-{M|<sf<BSxvTwnJZGKv6)zLM5BBKQHm{zxm#SWG
zqE4a^4yIaqjBGeYUExxt$N|A|mliSvjDC$gn0)~!8#U4E=ZU1!NVx~mn_ibS{k&}C
zAvP{1u-l92;U?EaL{S@i=A1BnE3jSImaiNh{T4FPFcOHp^?RRmPFHQC8#)4e7ZgbH
z>Ll^^hE;Lq=dANl)&dkq7fI&=kJM>C{q=)M%>9rbi5V}CJqb*a;$YP+H#?b&)=GU3
zQgGeLZ;TFi`nSghnhv_t+{5{bMjU2$bx+a1qx1z*tVMIEy;^0_KPr)vKGn33335NY
z3&Dk2Wy3~fnd%&2(CjcuTNhuz-M`k+T*75oC1;<O4q3%s3p9eEWev^o*5H?zoJ@&w
zFQ>^**&>>FKO``N@408RWWYO+Mq24Fo3`2m9>*W!UAM3)tFfa~yYFV!;WU4!u=<9_
z!~Aq(fyi|d@>>;#02QB3+thcAZ76mf<I47OIT`yc!ods!KdyF!{ZjJsK!mSLKZ6CM
zi&b-}oTG!cZk~cCPs~2H8O&Z>QEr8_taSP4J@+PmT^K$f=YAU=x7%;5)$qh{BB!`k
z-<}*`1(P4~wa(C~!G4s5C-$#f<}2wrb=6};Brduc(Kg&%gZTI&5KYPN_l*7wL_%US
zb{k*iZA`e5L68UZ8pXGOXUt4HKf0gT4%iKAp{ofQ%ADt>=inVDZ(X?vk5e1;REyM#
zxE-Fry`ule&X+=}+3v1_6dhB~>b#HFbE)UNsU=(XQc{|q5rgp!=*Jyv#T*;08IWuv
z0lvO=qWAMp-kIW|47Da@tNuH)DZX-af&_<N2`l5k2ZBcGMZ|HcHVe)qxwNOe>>uLw
zv!8CwEobS20Vcsfo2{h%G9M-GVQhUC{U${wzPqqbhVMmysx7(QdyncsR8`Cy4=Mk6
zdp}a|ts0N$`cANcMvUXA)vyO(0`_6>4D#W({=jcY`%JIL9c;2}xkc9`oBx(q`T)%!
z3t<kWM@WVk<&}o*t5;Dh_tfl)V`^zM-09;b%oL)nQ@yX>z<j;(>T4#4HB->&70Nog
zV3T~gyWiG6A*=L~4s95;9GZ$eLT|IJRk$dnj`?=8_>n-EcC0?-z575{C!I;QR$63i
z6t9-o`lALN1#x<#dVuItXj9#qJ>1cT+=S_d14NrilcAT4Rw<#9z5}(i+49luo2^&d
z@b{B={@I;_Sf>*)Ezv-YX=`ny8DwMM(tMp=Ly58Q1B)zj4EcFd)_Zmtc6p%GQQnGV
zT+j^=^ODSvsTfb)gz#dd2#zY<>xJf6avOn}O{w8F8)^`oJ~q>-JyJpbZM^Ys_=b*E
zfh*&~qa0aM`z%6SYPU3hxn>_9N&`5xgc3ItY9M9@i4qA;GX=D4wYQKS;t(|UZM9+3
zs8R$;1yFFfY<(Fmo8zt?2h;J;Q~|*KC{EpNYon3ke#LFkq|uAK?B|0xNFDR;kNUO&
z5Ss#>{%H2w+|AHGxJO)r_dCAGWT1hE`7#?Mf(FFWL&LnWXO)a89k-<J|N3b_QW7dO
zGHmny)@Lt49eCtU6FK|0x6NH@m;B|?n;Z8L7y0q;2b0HPMNb@18J&es1KeXDZL=;u
z(NJw)BKW9(FtPt3x`316q_yhNI<%4?p<!=~T~?n;XxZz}l^c<eOHAP-|29Dj6URUN
zsGHnTFsahf9|8iOD+ezlzrlTE<BVf3Zj66UCw{VH1(1W}IR3T+fKzQyo_~G6&#0f%
zlLW){2szm2-Z1*N!%ol&&)41;iG4`1Fn+edL*%dAWX83SFjo^?&-d}4LgV|*WLt!L
zSgu-h%^Kp5`r=iltp&(XuRxz@AML|eEmFyONe{&L;Gwf>J6c#wHPMFQ{e62TVtKgp
zm!B@C*mGN+tG|+Zp1916-1FL{*?dO_e$rkpd$Q>Db0TfuDgf0PG4`awa|C~rnBd4H
zDoj8<PNSM5<LM>6l6Uw0eR?o>QuR9cPERSGZS<iIo0-2-NEGZd^4?(|Ovr|T1(%F;
z^4_&I8ev|NEIWD-zkVY4W$4AhZ_0GuX#XjDCYm)tL}Fvfh>KgWQKTBkU&MYN@Xhr`
zVq_22x&1yCrecxZ-#d1I!3AdpkJNu|=#UHf1<oA)P&B>XiEHh_2Fi8c*?2B*nI4y5
zW<Tce`S8^m7BaViFoy?t^GCf@`^C<K<|;rDm<5g2f=h=2+g5-M>oD8jjtifp3l2~1
zVI2Ps_r)A$;xkovipu}?&5rQQ@ZShpfsb8ywe>BE8)37jess9V1F~X(7t#`2a(TO?
z4yxt}Lw%zO7KCQqN+f!2ee^(4<mpvOr0I?#s)6!Fh$jNHK7<j*85BXlbOd<FPe=Yh
zUT<9KzwaT$+B%dU#S0W5Ku`1ds+N>T8?|EaEmURw{WEh7@DVvmRqnQux3tT0*yd%=
zpcd%~M_nA*)I)9tHVbDv+Xu#(#MXF?_<R-p(XjRu;^bxt1()lK$gY$0f*%DtT?f#G
z-r3W)U$9%bg!D^zkNw@7*yp8H)+5Yo^ZcanccI0%3Cn!u3AQM%y22_*%1w8@E9k|7
zH1cZ&mzaM;MC6A<@f4NAt_j27=#?gG<o2GO%BJnZexGUrRbg-v7|vZEkyXyHf0c3>
zwH8NxO$_>-(dH_@e%Ya{pmtS86qz26zlciu8Elak=Bk78G<b$4whZ6PA=oGOFntDO
znrLHPeK&`2bOy4Jyq(8xJ|?a}Y~GnOwkq?uCy#3_v**ThVJn<w$2M<H^<@w%iCAzh
z9ptg(`HH&Fz6XAiBngi0xQ7FmH9@GOu`SZhycNxtB^4OnNFQD^Jg=y2<#c*P?;js+
z^sGE!{oMvyebe?$x9jRNdtL4yKN*tpy6MLiPNJN6d%GpZjSkMZ!gRh|qoMyaoNr5b
zTyHwO3xZCH#qu7hN03$ulOEr^H7!3{XMgBC1ttiM6fHUFY@QR>LzJDCZwfB#sdznJ
zEIg)#hs5lK0WWm>2B>xX>iaMkG1v5K56v}w{TAHeF>mAnA3MB!`Mu%pl2vc!amvp)
zbnX0dEUPrr&?84E-bF~ho`XIu1a2s(i5mqXq)RgOfdMrm<TjD|@ehEp)+(sE_b*b-
zD{LW4?`K9QIOXo~hwnx_7gm3DwB_gM3+7lE7B80d7-i!8E14p5YulM-Zx*be?m&<?
z;v~KQdN&toJLMW58GB~6-TAn;LKcrOYzXdRKMHRfB(O<x@0hL-022Xx;6crb{e6a6
zl+S)|_HWc&YNc9*BH<((>Q<VeYwWg1H9(vBsz|$R99BCti!6tR*fu4a^|+e?jGz_|
zXL*JE@;z0O5OhXf)sKLBIhm|V{Lke{=~0@FGdv{+W^4PP2LysBbHHIWg5STtGap|t
z-?H{Q>%E6F?Zy)`CZ(9mW^YilH~vLK1Fg4%Ubd}%tE4^g719ggc&>+o)BKWd9SJh`
zHPD?R_l39tFX`9`$+rCasTFCP9xv)PkUtzLnUnGF1rYrOQRV}qQf?+L=7V5)f01;!
zKRolgh@TB^5>HcpmGE+8;R=$hZ@JbTW9PiE*LqEXo2^0+3s3`J!t<DV$t)%^R&U|B
zmrmewbb(%pyyi3jgpeiG2B{%(*V-(StMhrf;tK<-cdD%L6I@WK&(G>57JTxJ*7HPs
zC9?N;N!`Mf_SgShqkV7D$%_HRs*sz;q#-3L^?Xi&i)?Nk*Z)%NR*UgEc#kTEsS_H>
zq#QPE_D_^$`}|p|4}*@y?7R6OO5xo+sOhraOSbZc6DDVhnQ_x;{TYwXye~tsez#vK
zvM9pM`hHY@&Vau{>{yqAQ0_x0o+VLuq{D<Pmv*TYlH4;0TAMSusdX))1UMmNmRa`q
zg(H%8rcdu+n^)3_*}l2B$NHy~6TNmzoWkMP5T(rwjDX<5qK&q>i>B+FHk1ovG_n`P
z;I3~iYGP>KpYLfgO8YUCds^-+zew%yiWaX7>gRs;2T7ZUZ7mCmYA|ETZB4=J0QEi;
zHBJdZr=R_X<_vg3duLEf8GavoFUpPim8^uoK}*-mzVZy-Ox|?zmGX!DCb}oG2AggO
zy7oK0w!^}y<i5}}y}kNS<ULV3iPrVcpD1&YULY6hTX45c{pI;&+}W%4J*&#3$_J4J
z;p2#)=yDSoTbmF}@#^I<&t<cRlhGZWhb1c8w`=q`O%Lp$B*t`KeIpV3)p7&<A-HI_
zaRT^X3MS&LPZtuaelICuAozDHqakG_Uysv<wsxp{PUK`0VI#4HT8+`7ZAAKoQz9YV
zE=!s0bN#ua4&_lOj#AMtPs=GN5j5D-0}el{POmdzSV7b!C+*6LNp|)CEdk|<`0WN=
z<ozqbn9OlqaH<&;6-VbN=kqA3UhOM^f)+dx)9gpO*>FEppVrL0p9W0Z(3jRRQ7B7j
zAGA?=ww~MhNG_A^U6qZvpz!R^Mpp+<p~<}B$vj`hkvnvv5EzjI&&fR#lYi77|3Ho=
z4#7U&&kj;@R&jH_{v2&zzl7J%VM9g<K%^w0OKy+7o3^dS22Xy$0vcKv6k@3A9K^pz
z1d5zU9WJr}K!C$$5ZbtUaLsVjXnmV0y~Xnkthbx|_xL!kJ>A+}jHztl`DjtaFZlWd
z+9$q*&U24~dm1pTKhW&M3~g9}<JqVMha-B8wZWp8eA^S8XxEy@JO7t;EXx==ian%R
zl>O^1kl}9xAJ2FGyYZj?AxJT+ir4}WFIbiS=6Fg5!nnE?db3B!bBv6qa&=-jdyXQA
zVLWGfUz@_c)ns;UUBu34n`*YymyhdwkoK)~f2fUzpxfVP>qwrxMCzfF9N{+?<pU;D
zuLF2b=oQcM)u!tF*<Fg{bXH*2UNEt8t6zyGn1qWRxWh00oZIG)a<BYKou*f(E!?rs
zufy+>eV|Ir+k}8BD8cu$dvncS+t6Y|xq^es2?e@$embgScPOTkB~zm-sl2x%^+{B2
z{#~s-y)YVsn9np^i#fr(&M)l?UU-<f+FE@T*>yVH=G)mjd0!FMPy2~{OLGT}DkN6{
zVSmK4qLLzXeQ?2`vzoGl%ar=ugSUBy2fr^!3$C)N>&IiCO?#w$x>;d=hfj_V_e4di
z;rG#Zz?8O$+Z5IEU~eP+WYBToT~42P)hl(RR73kzy}s2W7(ipa?{Dx9#OEbHRe*aw
zw*W08zB-1o16!s|IQ$yFg*JQ<T$@(kLVFY|<LkN6PjakE;cj2;rPA^=d|C$>iKM6h
zV}AsA^YOw6=Hf(@^~|9~NqP_q9fo~;mM_@|Y>4<bY3Ti8cisbg8k`pyX691FrhANc
zxy7x+r)WE=u98>O``3j98drYLD0Sd38EkdB$x!>4Fq^x9lnWjduLwl(GtAc3zo2TP
zaK)*Kj`sY5y@oir8Po%qPWq!jNNI4?pGiM$gtT=Z*q7Yor|-f&xKY&wRzh(vu@X#>
zrRV_|-k)pANpcM6JM_5+cO3n<Cwq?~qSA8Xl>WL0XA$q?PcTn6Gznl$)$9$W;cAQ8
zKH81tVQoMV)44itZs|DCru>C5uD+k~vAQ!t4ex3;4eH~u3O);$qbClVtm>-2rcq7H
zDWXXmyQEb#-(12z3>oz<x=L?anPd-~AU3lHBZfFw4wm(PZ+$RFJmarpRqH2c*!z6E
zdHc2x9z-YLb2pr9Sujc1_+;_qoH7ag#qvJKr#iUdEz%9Cz1MwX7*mI-HA$<(&!w+K
zsk7+F=$?K@ZKk_VBat@`zMCNzc7pU9*__M1)cwv_5U~!+rY?6=lhi+QSc*ZIF67~W
zmg7oBwdNdvmyNgh!xI3yKmYK8F*$X|<_I&Y#?t`(b&SYEYb1p1d+>3W-oCs^TFP*v
zn_dR+&T9C3GmTl+dQqbLK8)u<*B6k%p9xnbPl~w1uVuGbh2f)drhi=bjphBXoJr8U
zP-IyUd|$as%j=CuRolIZWL+4i8J>>m%;h?4Ksode;uSGP^o_MTfO(ck1-dA|>Y*g4
zC{n^`W1~brt*)21&pzafGQ->S9NsDW{kpgwSo~>rdSjGo&`1#<#H11o8qRswrrI?G
ztddoS$=M{-Y+;{;r`0BN&nd?UPqL6p737+<4$>lYB@YF7@uMPyS-!mz8_`?Oqfaod
zfzVXQO(11Y+?=Oj(}>7}Qx*Y+mkzR}?;+CSIWxXa9}$q6xufL8>GRJU6M|(;yWtrr
zNXXQ!<g_L&@~$6M$Cn|Nx&;hsX@^;imF_Fwo+tyM>zUp6VA(nH4kxti`^;mojs2FC
zi7{Nb*try>L+l0_?lX2g7>&aEP$Y=xc)9EOVP7UAP@WwD>gHM82Lm7)BJU!Rz(ks5
z>{ZW!?SFw9*>~<#IVrw2X37};MyX1Ml88lBB;;A$Xi4^3KVd}kD!$)XAS4%pbJ)sc
zZzVn^2x}Y}vkkJa;9r6kPuZu7;=$iR#o8&$ER0VfXN_eqHO}rh@?s^seW71kA0es#
zB_72#D&l0eFm8U$DRVC7eHM7{F<e}1Fp4`y!#?&?m?#{z{6Ny{>3hn={aGi6qNlW`
zE7}Un;%>ha&=hitj9z8;{!}L@QL}XXEnhCE0gR9!X$QMnZBO0sR-^vP=0Z=+356z`
zom{N>@uFVVL9H&es5cE_KWVv_OD4*29SCAEx7)G-phRyc%WP7od{g5Z0DKjukKi5T
zPwRg6UiddAPh&6A2u4*JrjwXP+5<amA5@2j9O<4}y4S=s`ZH9QlRMgS!|IP1>HiMQ
zI(GCoEc<F@L1Msc08-2M;|9|w^EI`2_2UXt!F5SJSG9V$Cvoud7}jSIX^)b6Lz#1(
z#=rhGc0v*KPbg@-b!N7X>#-e8vc0_S+?QEITBCjrx)#xZ^8wsxkD{>n@cfjR?%C#E
zhyAG2JnAcLX{9N7hS!tb&fq*8XU_a<5m6p0FEPvoyv;>TNjd(0*3L@i^Z{p`9|)LI
znzgIyH_6+dM@r-=`eosaq3Ae{5^sY4Prqk9at!Q<PzR`fl6(7vhmPcr+=I{<LW)5V
z_0;f9`W>K&09>GH>9DT{V@mrk^ugKcOF~zrGS9E(0HXj=O^a*3+xlq3nK;Csao<T4
zcc3#PIN2@^=d?&z6?ZF=-85w_D*SZ`a<9b<OdMxw5Gmq|Tica4?*%6yJJAwd+bs~8
ze+%61d)GSdX<6p!sI`ClW>=o~`;)oBIVkFG@AagAk;wOwk4;8b&3jKsN@&T0!;{3v
z_sw)kd>aKcqsvCI=Qg&<KuSRzCX(V$_31O>={52)0{#6Wuf<S~&ZFnF>%8tq8b%ah
z*^%8nYl}bQ_ZRPbmA_P@P4Cm8D=qWfbv$7l0V?vvk{IqVX*`BEwmmHRb<rE}5E<rt
zL5PZcYOSzv2tf1M;Ld-WY;M|9NaK{>L7Xys`MC=6v|$RBJ64>lo9i8Iq=PC3)&3(B
zTNS0d-n1`H5u`4~o=dWhSGd0;zq;?{M29!wk$Df+$9y$T@74B?FR+mzcYd>;C&MqV
z7iMeDh51~lMt#3Nb4v;E_2dYF4N8-MK|7v&HugKU$HPYuwdm0$`#&3o)6J;(`zqLg
zC|xHA&KV~1E-(bumyxi(R)0bp?&#GW(2KZWa+PNNXR_L5Jn<_b6(joYimt9$U<hay
zA^blyB;%~p=(U4~TNG3TJ{d1ny}zH@=2cAloR^32{=`;(dyW#JpqPF?3(mTrYa4VP
z=FfbvYxdU(+*xy}M<(H(M*Zf5F_n||Yr1|;IHBae5+#ve50XN{+O`pZH!#aIIH@O_
z+b_3z!=6Utp6Ujnz0Y`Rf@E{9oPAgoLv05yMKc{j)uDe^<hR0%ooR1rUk`>D!oT}P
zL0l^bj&$Kw=kI{<g=D?%Zxnf;smD?3hK8s7g8IZQ>ruaa-KT`eBffzuT!mmLHgwZ+
zp5PW6qr(7*`DJ_1dA_Xs;XPh^J+eDfU5o-fSj^7=f6wVb%XYsa=nQ2QzAD=AIX0x(
z#Fl0CthBf#f%{XYxPx96zxT<flb6jCiFSQpvZM?N6LS3Eo)5bc^`B(!%lH8{1wL`g
z^iz9#A)$N)2MsOZ=DB5l2L5+=!+R#c(9?8~w9S4gmI@l-n|f}{`$zwPlN{Tp$bA-X
z)p@}`@y)~J>4UuZGxz)r{>;X~nt==PJMY#o44*1MAlb114@9VTeD>vDiJVxKHsev{
zJtwi@ea&E@#sKL(7_53Y;c$>C{jcyTwHGFZFbI4*OZ>a%(Wg6h&45juZ=Sr7gsT!0
z^glzaMJ_eeY)D!p&wPxJwHLYYB^<}+c?3=PHHTBd^)1YAR>^?^RRE^Lb3Wb)?iOhY
zJ<j$xhfVS54ryP}2jPsSxkA^_Fgs<DUPq^Ceb~koW#GxxEM%kDjak*}CE(C^WFq}f
z;cOW|L}&T+J(&w8e1j`3R5ZC6AAkMAS;EW84tgdSv&s>~XGbDbOq8v$A*C5f&~AFt
zhiiBP;|_JPA$8PwuY_nj4i1r$bY;$z{`junr<DVPI-Sv9xX-Ge@SCAXBz-#{_>{sU
zXsdtdh=g&sYeOqe?i;31s*;JY`^hZ^FL6CM2wYOkmQbG1PhPD*JSXwh_W6|I6}yPq
zw1Tb{_Cz=z4rl9fcG8Lr;9HEBjLe}p%I;RHXgL>RT^3gRY}#ie-WL4x1?e!wT=_?-
z1+;P3-+ocQs~A<h$LE$USGnR|v>~-6I^r8*_6OZsT=d^#!+K6$`WXb02<W?8`2qnM
z7IIGk6O&8UFXx!LCy&Zc8od##vxm`|8O7l{F7R7I>vtBBza(W}LitmG?775r-tXak
zSW)SmL(k{*`#~D~M`HGgX}=NY_!gZ>3jN^cn%l@vp%Z}(+SOd2n&tF)XF&5dN3KO1
z3M;j_aD8v%d7lZgWcg;VskHXKA&modLPr`VgGFs}MN`J21jn;_4-e=0qP`(Pgu*L8
z2QnyUOm;G^KL}-am>>F>ZVkT&#P>?C-}}6ey<`v9mENG!pHb-Heovmc05#!)OzK-S
zTc1}ae6gcuSg3^+yo7_8R?N>5I#DOIm_NFY@#kJ`oj|zRXBzA9=TPuhi+rR!9!Up+
zvKBr>U;n^qURF6bAgn+1Z1s!NQfqw6<h}8+n~A3ic^gawj-$)9Re&O9FMo1qHR*>0
z*_1B-hK0~}e^&I(Ba<Qf@*aZ~lF(z(?0E-@iJukc4e_3j)8UwR>i3uo2Cxlw8JZ(5
zp{y2xy5B9MnWh-@GQ<mX`10EJQxp7g6|Y?4StW)bq<d&Tqkw(Mgy(=~E<7A-hp+BQ
z3G+je4G#$!8dxu8asCAG?1OJD8{tvg#uQ<%jIPQr$?ebyC8x$d|LWvKlQYne_G`FB
z)`jfGV7*S6Z&!wOs8uN~M|TG3mwo7u<)tFOAuWXCX&vpV(#uahmEbSW*}Uz$*+ND^
z<K_i5GCZ6~MPEJj7XP_lCMMW#S`y7AcUQTA-*qPK_UZ$bKR+KCoy_@sBSDbX;y^SH
z`*SZ)@w*X6npLvlNUJ2e_71?dnOcNb<iq1E6p8zI9d)rg_!bSOMPd6TS8?d3S-7B>
z0j&0(tfGAfa9{S-Yi5pAn;)bBlQ-0VP3%#B^}#k{{3Q+xs|2$u5Yhwg39w_BIZ2x1
zGzs+OMQ@LW=6&e4_TrT@J`P;!Irg)u;a;)VN$3{#c=!z7psKkzX4Ar+>{GafhcZNy
zgcLp5WAwd-Ce6plD1NmNtTC4jUxkAltbgHnXz&yg<5Me{+==OMQN{e_8_0ZQ&fK5)
z4IOq|{-@+O^>2=dYc~YJf5*<`t^~s`qLgw6vOvq3WZot*+5^)E@XBlDct<IVv5B81
zt_-KZ{Y|4!#Ow;<8YAz}ov@L0{|U(^)VQPn{hb>}fYHv5)}_(7M7ezFJ<yh`WoA$a
zVcPNcFMJhQ9TEmu9=RrYjJ<|qC&RP0O&_Wg3r-UbAR&ou{@VQal-BS29?r;W*heQ=
z1g88X7)gJJ&-@HzR5;Yjt$Z95wt^7Oew|5kT;DEHj%s-}zwc^&U5pos_lE;FM3`~k
zrXHg6KZpdzHB>IOzUAeTo9os6rQ}?}+G<<~{r2OGWzw?z)4rUfJ$n7V=WXK~?S6bB
zNuc#S`V@5!8wb%-wa@h(_a(b<YUxM>W`;(uXWb>3v#Ii4r>t_=zC|gkJPd6vtPb)E
z?kFf9#ZGu1O~RiMx0!Z@FR$@^h51B?)9r1M^Xu}v&8}KM=xFv=8)i-=s73%FpY;*R
zMbdx25oF{;7hiaRyhLCH16Fcj!DHN~744E~A=<k1vyzHcRV{SF*c>1=x*2PaTj)L^
zn7fd96qGDus{|O=Rq73jtC@Q&7n0$D{kenY?g@j+T8N^j((Dl`Fz|_$efO6gF{8`7
zXyWgWJm+Y%i@x;qeFJqt?2m3gCa?YA=n2I8DOo=SJCRCP5R(V|KDkygga5MO5t0{J
z7e<du9~L0I(Z`_5^Eu8=N3{{gAJRHXo%nK$)gCq|v^sYcBHlcN3zA{&`FI&54E%`H
zK)VWquL8U;v!pazuaU9+v;JMY<JBFO?~A<dvF;$vwZAWWpO30hrpRLBMI|eySS<>T
zpnx|5nx-@4$!P)mz8gx9u!0M>?Kzdd>Y4rmwlwlla;sh?ZZEn&v-H_Um~Lq=?z=dh
z6<<3EtyzW+!okhH`iX>Ab=%8_us4Cp^kYNbfM$NG#O6p!rqWimibZE@VYK<N^PClJ
zKShE7Um}1{4nHgV(ATL5qvB_}*|{VE$+RNmF)>NC1b_to6*QRVJyt?^jUDeKdMIcY
z=7ob02XME8q>Q4bq#}6#{*xq6C$7g$67qe*OvUMfmFHR2EXy(F_YnF!2^}@_eReIO
zn;D@f1#a~Q;gxEBD3+J&=rDdY@&`URiYZsZm|0^ucb^Kdv!1g1)@29D$m<Z%`<_6R
zn>4b~tlRm*gLD$U3&)!+MWkIlIT0%Jig3?W6H1m<`F`wHDwAqk4bAo}UB6rP_<3t{
zp+rym{$76aryM>X9&R7vHhk2qO(<6qLUKtuNb)H-Xcy&bx(Nsfm}xcMK(;3%l<9st
z{Nmyov*`#`j(dzFOrFbKfW_<6Cq)(hS!;i!+2(zA8c+*T&XmycPjaPG45!NA22#zK
z^w1qP9(x%1__bQ*2$qbsh&U5x)y~17M+h5oJ=$=4M|`~`Z!KP?<Ox{Z{<>Zd!>G^d
zAlO<59N@6v;c0)fwaw5AAYCCrX?S*qAf@5=%Yc8+A$<hBipUHe@|)*#Us(+DvvD_o
zf^Wym(m+kIPw>YC0(4sZsOPC`KW{?H?0~e0mW}h^+tkvYmgO?kQ*Ye0IsE(X2gSJ3
zu8^}IH);#Cf&(JoC_dI3sicgCkxN3np*6FWPQ#<QMAibo>n!@H?2DT(g~q&rk4^mY
zuxHnVv|+7#o@;Sq`S1Q0m&vR-C^#qi$j0w`Y|QW5f#%A<jQRrds683P9WD%XoQI_d
z&j*PHPpQLRjNAHgwEb^AhR<MYGRrU(5PUtK&AzuI@kEDMJxkuJE{pjwkahc+=x_UG
z7M)-o`p^L$YlzJUL0f~qrBm`QYvad=O>79U3zZ`FHf^^~5Al1dE76u5Kbh*W1SgJH
z*1LCVlYRs{ZaxqSXFF($ndqi@fAnD8zo-{>ZaK<7p-tc+`bR%d;oK@zH4k}Dudh@&
zfAPHgLm(QE7Nu{wPf~m7F6+9!0i<4CgfC8u(ktW&C&Sg;FUT!_BaIFgihxabz4F(P
zUd$A0fdrH&7+I>TU^6-+e3ZHUy-Z$2zlKQ_#PSJc`Fbq`0>*4_5vg|?o1l03vIgS4
zATwN*;2gjhZNzYcF5@9KmxE9mKcZCM0llxclJ%MSXRN^zJ~$|ktJ8Zr@KLi%i}USU
zhH(o^COq%h1BvEna?|d|a5O-dDtKE22{;aaqW$>JoT#S@$A>V5<@jYI+U@8kyfcUW
zg^TMUna;<ZRosVfwzBJU>b%`>pT#w~Ptd-6ddZGn;;bh}|770sIiRd-<7g#v;LiE7
zFsYSy3X&|SzH=gkD;95@*%n`jlUZ4IU@k$ss99swL_mn!*EL=Hrb8x17)dw}K6x&%
zVI{3=)g8Dlu^-`>He#9mF^rpMNf#muo|O8b5Iz$c@ZB7&!FfclHM&PDc)Y>5A?-)p
z-P?kWCTYk%K<?Yo0mjImg>nJJG_(#jYgxj|P+hIlFVSz;;$?@@B{sj%T05)_b$2MC
ztr3oyxpT+h>m2b@LZkOuHqXP!z#ruOVJd;M91ZY4v28~RPJBU6+rEiMZ?bwX3OFIP
z@a*Qsh*WCC*C;wy+vp!I6tCZzvtjHI$~5Ygf;=f-7V5`Ld1ZxdzJjn8rNc%OfSuNM
zt)12FoiQzX&qalpwJy9a3<!4CrH&Ym2R>OSHGznfn)XA)?XmaxRE9SI4uZOMv**<`
zs9J>%83=u0bL4IfV`wiNdeL4nh>V9=@0G>B!UY+Jj|13`mUP-*WdYNEHTqIb&zLFY
z5eB((eWJeyXKj8ivFEjTBlv*@8PlKF4Kb4pQ`V5S%3lGVJn*kVIQVSqduzs8Li?f2
zY{e@O8??rUy#I9twZfg32}>26TbonvSc1Eb#E&eI#}3ZhOLv;W^X+rpslxYVgU^(z
z-|Sz5HJxQ%RY<)y+x)b8Viezo_MR>8{V6@E{m%XL(~rGIMLokDo!%(|I32RVx|@I6
zu7%y9!vYV8iNi2;B0_Lvcj|aL1Qwoo7$O>qZwI3c&WB;V25?HC#^1?p291K`Qhy1H
z?dWbl!S$ETd<%Iy-3osCxf&nI9zrH;m*iXC+zER`tH+WW9=cD@IbYa(u|?|l;UJa$
zx3ouwAqa9ho`0f(5CBD01AQOEVO9x_{HpIeHLJgMuR3Lpagbo)*TD2JuTW?|uukzg
zPp~;U#M=F4aT)@A-EeHNU!=lJ?a+B{OB=tDd7`_OL13sv8$1Vudsd+g@#Q}b%`dAC
zDFfXSPa5p)2ezIX>amzkS2#m=H@?s3gth`>gL)WVOYSA3MsWoY*gn9)r}(<6LU1t!
zTci6-qHUz4F(t@G#`Yh23NPVx?Q0b&sB(H?-b98=9*(Ehwc|%&RWL$&yQdoIbO>Ns
z{g)Y#YM|O8YG8PHCAFLmy4w(Ge!3$OltQ@{B1aH2;Hpg$O&To&d?45)rSBbHzV{@c
zxwe+Vgs2^Rxr5^<JjXgdid;)+FtwE+`4oi^&d{{2>wA7h>j^Qx(gtHN{6V~LHo4!;
z5xTwGVjm4{{Sd5^2YOD}y^S|<aaq7x)JJh$S3YUTE^;RKbzy^e)2gtaz$PMun2^iG
zDkN1qG8jGmKG^h#AKeZsrn%CLdgQl|U{)jixrJe;A_PG<_Ik^o3~MJx2-75llSQvM
zhCy(u33+S7*vWHGovwah+<eY#Sgk#!wy)EwdA`G@Wi}7peNWJrj9AERG;D`ZLEt5k
z4=QU8+RWbO>9u%Dz5bemc|=t1?_o&X27pX2{?GM)khv_EwCGL!lPhRH{$8G-eJlgG
z1w3ch^QSx2F+=dFj{ZQF_%tWAlWmAs&tcV)T@6>LZz+G-`(#k4TI1bQFS13JkdLB}
zDZqw-mxm}+`@kl&&<j6JJ19BU`+o25t1`EC;*EO75#?X@iRpW8)b96doJ;dl5_e9#
z53>7U_Z+TNJw^Lcx&F;yx458{?nHQ)O#?k@S`#C-nKUQ^zN0VS*PGBj660BTe#|hA
z0ihySA_*jG=Ux)lb%7~Z+IXyE|L9^idkd4`7oYU-jmbI=f*T%qVqXcaNM+Echq4X(
zyi%7VMv)x+cxSmTQr>%A1y<JVlZ;E7+&O;(lJ{=rtM+&xgQx8ah~~x3)xW=g7dz}F
z!<T6(*{9~|0`1zB$!3&RHGiM7%G;lH4L4YzAjYU1=AJ&Bs1QJYJY~3$t}<=&+qT`$
z`rN<F5);@H@J^^8>G0MI?agHxc_*k>GUTTdMzowZ;XS>e(`x`>EMqeXoeJYouCK5s
zu1>gQ8hod_D?_p5%_kq}*6Q;Ey#4-niT8-ZZt6Z+eHmp_iF7@4Su6B<I_~BE^;hiQ
zP{!1w%0%*UkFZpj7DN#BhQ~|rT-J9R!2ojA4>Vi_h`n@l(t=Ui@_E1QGMXFd<<5K~
z_acAVbE!}lra9WK+tz*+O|TIV(jJxBlF(ge=1pk$KW*L`?=>yjGz{kB%^kWxU>|Md
zG;$QFJ>E7xdfhcl;rh-aL8(G%t!nbNZ|ffBL49dXbPT&Hf5&PbfdA*-_^+NM`o1H3
zG4}!LXjC@m_ra?_)A!IA`L~u2`yj?UAT69>rM_h^6V8sb`KHm{j7H^~xa?!|#bzn1
zehj#2({;P<AvS&Wqj|XD<yOhZ#q)~<Gwou7hqv4RV44}JL1AWs;s>QA7hXaRO69}T
zIf~)J{S|-vB>iD&_Jg-GIF9*!NhE<c1jzdOQ93oP^nJH={?@d+j|y-jxk5daEpK?a
zFoM|bAF!2=3I*!-o<Owfau*^mjB4@i*$JqM@Zb-AKaR%lwY$gN2v3?(O?=bMUZ_f%
zfZp37<g;sYyjI?F?lopYs*6W_Z2uq@@(sr4PuveQy8kwwTAD@wiYc+*;|Kx-8ADdM
zmpW)>&ZoCIu-Ab{l}pYC^#xIv4RlSbssjtQt%!@9K~g?m(X!EZRr3V#%e8OxoQ@%=
zCP(!54`^9bP#?nwmhkr;UNHa?;*s6wkmR&J8aSn`WqJ>KtjeJfeDChv{p)D`pcnxj
zw+z3pG`@W%-zKVMALys;ec$aaVVzn28ZTx|dwOCn<!|Z7=*N9KDCwLr-Ue=uy*Kwk
z&0ylb_KW-uhtJ0y8@Qwns_`8|vO83ZU`j1hF~R(a=j?*q_s7#j7T-SEuM$hZ^Te2e
z1+RT61uI_RV>|nev3E5m<o*EhV)|Q-Sw!xhaDe68n@cbg1VOei6*wB}qWTnXTaT)U
zYW+FGak=5EMlr-W8{&QGl?|Z87s@)l6gnn{alZ$w!C;A@1PZZ;xC<Qaj`{7C+&~*_
z>-{yy7BvS2mL3OhloAK7Vt^m2L{c0>iM6qWJl)0P{-zc@dqDh!y}`A}MAcaF0IK+8
zf}f{KBTnMk-lDg%&1GSZu}j$lC&jes-!@K^j34F1l4psEusSCRdo#j^CN}H~Q<`9?
z*d$L*DQjBpB#EIT=6Vvin>^&mf@w9TOj(ln+wa{pV)8(zev@vGK-(v0+I|X7fdz5K
zU&OyToGXTnQhxhR{Y3CQdeZP48u}YY-Dl2Ow+wL8X{w1aL;oZ+!V=o@K{L6Txkv}d
zSP*zt%!W1FTO5*%_NykA7)4Eo<kaZ7e)|*;x$e4()8#uh?GWnsLzv>jW&eKj9jCm%
z>MC~Q#H8;!!Obl_cobFTux+S7jotlA<rl!;efCY5&m_}bfG|Q6sA}L(GI|o88)H;^
z$jHUkd7O`E5e{;9@fk&L{gtu15=|e1FrdFhXy4sQPB~=v(hu@Rcu|!8s@{`M0E0sf
zd)(|iRjH7?Wd8RU>&R!DKsipTz;I}Jtl+(Z(Pl?Dff}5$Nwr666u(n+`u=G&N;v(8
zjbCXBiDSTD&X)^50zN)Y#$6gj1ZhziXvd&s*N~m=bS2`fnBMUwCOixA@BZwvDbe2q
zj*ItI+Tz~3(utMmLcM9cU$A(BNSfW1`)%JGcvXc1s<%K{#1^N;yUmg3kWYtsEv2~5
z1$Bc-U-vthC(JcbfM|)>b3Pra6&B{H@zf%M<EP@BHAdL}!i6}yQxw=Man6J+j}Nn~
zqleq~F4Dbl4;Jho3L^45^mw2*8p?b>|Db!C3UA2h%cuA6J03@jGpA2`#m=VSFIS{=
zl5k!QYr|IUGs&exF66g&Vt?K!nJIRBiglQFohTLojhwX+?iTGyg^X5c_fX)IJ^qyY
zKV}4enecyiAG?34sK;DrR<GQZN0u$g`Q8Nyyzi<#a3F!NKX`G@lxUHOstIaGwZb-<
z%02)9RsKT~HfXf7&vky1bG%vx0CB!tf-S-@xzC($(k&@tN4-2>S&A0E<-&^Qi7Dn_
zKhAfAj7ptPtA65L$Un_=ly_KhH7gTQJ%%u>VTNjpgu;H*<?f}qY2s#Ln<izMrl;T0
z<gQx2DhDY0WM-Z1o;iMzK2{wN!~{Up&c(eAt9o&as*K~S3uyA3f2N1PX)dl05qQsW
zVewXQv->)8x|#j7+MuKbgzTwRtCoaGy7c-W85XsJ_-a+fEn=^*YbUbwMu9LLDz$J#
z74i|{E3NQ%@d|GQpV7JPGor>{7Ma=hwZwS1(&&>32c7Q%b2zwn%tZ*fo-mzHnYBS5
zh_+(ZxhiIOYN+^m#;UJ9R4nf@_!b?_04|Lrta>I`q2=T5-Ai`{PwAhX!6U&S&J9eh
zR1s|g+8P(lJq+ImtOi;S9iGrWb-HgpwC<DF7nTCY`28%-3cI8F5(~lk31SG9dTih0
z!v%JVroa5T7Ix>@m9bYnzoi7O)zAUE(vc*x`mB-2)m_8*dpz!QhcptrVy0@Wr&7J5
zHox6q2Ph?kD1GNWCNCbUqih#-h?953C$r_PkC1}(a9Xe~aL*i@VI~bP=nq7SUrpDy
z0GsuxMAaXCVI>_KYRaE^S>)oUS}q&($*NmI53iqkXRlv~rAeX!FCzQj!jE1d?6l$Q
zwN~G{As@TtP_?OZ)|?WQ547;0Sw9Q`q?fBn1;OJTiC?g@E(vpj8I-^cR1Es{?}f-+
z)}PM>?(9poChPr@{3zHFU!=q+5&n@S0;GKf->VQS=6DIK$N3V-SHp}~AIa0=+JthW
z)Wa)e=5vOQg>x~TRi8gN98Gt_23}-pzswCTL3oeLnR&OTamhMrdhesk+~>#n2UND!
zR-Y(xgh<W1qrok3<U<`-4%6$G1Xs{}>z5Vh3`VL-2TtL5s_@U+0c4>>vg*hBnU=#{
zWCDZEwfzP+(3A+XfYVnLl-nCJ5^5OK)ANnGP~eI8MK-|2fBN@s@af|zBTVhW*JFc;
zkofG;gEqCWlh;NkfimA3ePB$k_Ffm7fb^jDfT;)Bm@BgD^o1$`FJOLkdYL$q1N%*_
zXzY2|t@G#UQ~=7mG-*m$d$3D<2Xcb%D>q6R@ksY$1xG!hZ_hnebWTq-d$5}F;g$&8
z>Of#(IVmvkVk(0gi9ryh)#%>D531p)qB$av7p`$9`qm@T=xUL&r8-Dy=z5|hk#-ya
zn@}35TrUz<_w+&RFI`Mud7hlE?3|i+`UpK`=sI1t_k?|zXnCw!_rU9RZ|_LhC$#7a
z31o2Z&!nK^E6Nstwq2fn8Iqk#FRYI{Yd{`gR~}#UFC5q(6q+$#R}}*<E`Rs(vAjF!
zPMC@8UrM@_miIB4mi74X3bazOLDldJ#q+jvO0&dV{Q|)VC1m3#x%0>8n=qqfmG=lK
zRP1fH2y*oUXgs?bN5+=V?vKt@U?9()&2ImKh9RyxdO(~O9fx?6^>U0<Lyrc4o>L^E
zQXv6UVBgrYaLr1tp`o0)jk+e}XK?1Mu+B2eH_Zp89_O<R_KEWIQx{ctyn;&k?q$%2
z-^G{r%V(9i8ZtU&p0m>pHwZFi0pihZ8LK%nrp8h$YZTJ^#DRKhcm!i?8EcoYo)?A$
z^w}hRDHeS`7%*7b!{RL*$YlGDsIV%!LF(u}t(Ba6>*()%6-Dg7AjBOw^ElKYY??!$
z&m44o_fhsb@X<b9NLF(1!VVtHCU#(Q7v5rm0Q;{1Ki%g?W<JHZ9nq%Of~R^eh|~iO
z<-SZ`5_F-JRgNBNb9e&Pm^^U+6Krn_^h8<WS)x4V>siDdK>%$M5E-5pz7;mg5ua!u
zBz7}biU|+;pqV8xIikozZ-Z#sGgG1Hk39)D4xjWiyU1;u3Ugrg9`a1B!sEW{fB3x=
z5w`H~^tW+1{Tw9`_H`oUQYB3`Y@KA+vV{YG64La#%f7UVy-nySBIsIo=QlaA5p7v9
z>?J2OM~%hz)gwaJKKZG(fb7mikS)9Yu+vOYw_XWY@B!Z9KpZb1hUO-L(zW<Fn!hW5
zH*Cor49Te_APc+Nxj){QI<{eghS%SuLRS`MA(%S`h%?z+ysw7ldaxt!g(CX#*2464
zeo)v#s%$Ple?oCs;C-EFN_3EtcHShLeNTy%J*<a%JkaRWSU@oX@0R3Y=0d6|RM!N%
z+sI0fs0|x^UpaaDo4W9~`Wl;ADYPYB;X=<&zejv6B-qNM899MFBH!&c5GO(r$)JG7
zb?Y|oBmyA&lj6RGI9}FR2-}}ZjXc7jY;^1;(u%!VpQq*F$HAby1jAgode)GCIl1lk
z>^E3e(|U`SQw2Xxw>%a8)*r54z`JRJ>JWX)(bBJ|>Kx6fMg}~utgoXS5E6d5-|=7=
zHK4=ZRSSNv_4kv!i6O}^J`bfS#{X75lGnI6P=b**4Vq<N(o+qu$4?`9G^u~Lnjj9Y
zv0fvc#?z7rNTa?(Dz^{W5e4imxg2w-P)&)}BpLIx2Jelf4BG^bauWMCT>-UTz3Lxr
zc~1#|mY>4tTi)f}jT_tbt%U=`4kzXoAwJg`^^%GJ{zqFS8OJ9`v-{2xioQK7(;WF^
zzvAG;<;*s+V(eb(G%LR_iRrLz%0rrCc$NjIH6`|-k^{st(A*?^jt%vjV_a(i6S&{x
z*6L<JQC{5wZ*Pw(6#B<EfNckL4=?Vp(p<KBLn@i!g1N=ZV)NN*kf);RrOLUyPlI#0
zgn)za)L5zCt^+jkm!+uh?aQd?R6UAIx6<I>ft3(BB_aPj3&-VlE3}Kjz0rtsn1af-
z!$FX^QuWsNbEK&8CPddy0!&27o3AjyUg@9~KLrEK+iy$fH8lWu1use9AR{i}JG2Bh
zYND<Wtc17AkMKm{Za|v5T^+h%(&t>vTvYufM!xy!O;DND=FTnjFGu*wvxFZ$s&{vO
zZs5wdx8G8o?>K@JBA+nZN0)L5t{(UVDFvU6AJV{hOh*FxnMlck0-vS>p`&Ey9g8E=
zcj2^)LXz|FO2&k-;Cb0x-+*-D!K3<xkIC%rb9y;(Y-2+hceM`(2GZ`D<1cXEo7u{!
z?)P|R9+waIKu^K*#i=YX_0c&Sa^rf;x}%IHDDIYmgC&z;>pbs`qXg){)qI}Ou?j|q
zjf1H!%Pg%>20|8PUR5h&maEyILK3$;7ft+AAcpjJl>Pv*4qzhtalsy*Q7Y^27?08w
zZAFi@M-U*JFXS_zPwf(xx&X%WW3hbW@s`1EbS%FtxkJ3P<`pV4sou3m<_KBV5yegn
z(iq_`rM{9&clWu_>0{uA%|>{r1^^G7ZY17l@*mm3i=M+JfaC42-0!7hieaGR{Nj@|
z>$kSb@Z4$!{@;+jSW>CoT?^tY?ejK)l<^>8Y7;#}XSC<rX>yjK)53*5B|@y|;YTvw
zLKPdU+g5~cC$+z&%e`e>d-n;>F9Cd6--Sg=zWD372%$)v8Nqb?uAWqLznhe?(TsA+
zr9G`>BA#UJe?*<xma@nag<pwzxC9Y!KoCKZJ7pdOWrn9eJFEMw?q&Z~<$%hN85yzT
z+l?-SK5!5{T9S+6ka%2k)<yXW+E=K6z#1<}rd3%*G8$TX+aE#xhq=N}Uxx+e-6P_y
zRe<{i45Z+IKuZEFGLSraFJ49|D(m)SHl304y@n_iACKg+`<ig0#EGeA@EO=Q!Y06<
z_#GeR<rZtziiGMJ{pa&u_spYsJjTs1bmc$}O`&YVHAoTIBpFeO>LCijvD(5HB7=()
zwq3wT*Xxs5;hi8(CJ=4TZY73VNiP+Y*MdKXGM^N#Gs3Tmzrw}z+n{4=y1v=(aw#bE
z`lJPVWYJ!vaU@zh#bj8T&vHO6092soBVw|+!JSGY3U3ltwooyXKsCO_5cmc4b{ySw
zQ{OzIA|T}B@85cwe%(<cS1zCagyP~Di?Rrs=6i29%7Ah&*RGsLB6JhJ@|l4+0qv=U
zs@C9V|2p?RQpl~VyQjP+*_=2n*i<{r{VF=#*GvOi<Oa-b^<z`V@V-l4aYBxd6c!(x
z3n%2d@yFALD}#^4zG|Z$NRp^u={sVoSF0jes_bA~b9+f&R0<qO1!KcJSElH5Q?$hj
zcob&0kakE&>E6n0`%Q&?RRJ`)&A7{QoR%c!Q?%^jM{jzUo5$S_-ZW`|Bj`Vz<j8(h
z^f8^tp&Zl_-t-sa(V?TP-Gj5<l8Iq_2AF!zGfa{^%D(C*AT0HR?e6@TpF%bY_g?TD
z_CrEu6Frpu70+y(cK=|eg3}oQRK)EKUIJ(WL^+14{;d<Xr}&!DUA}W1?Wee~eRv&_
z*;J>)Wekx%q^~Fk?$AtJp%KH_UPf3PC>NKnDnY+3RMCiE3!k;$6M5g37C`ADQ>8jo
zLqZpD?yT;Hy!1cQ<+#FH@<Yh5hUYG$>)k&T(vsV50AJ;uB>CkRm6;Y(N-tA7YdSY<
zMqi?U#FrEHogNQ{!BlFLQrB~kc7FyL&V8Sp>Ncp!(HakDs!E_FZZh;CL1DA7^>F%g
zsFnCXy(Le<17Un|$B?3%ukONi1CFiKsc#<E!NK&aKH2mmzk3%chk{uR=4`d1eZJ_q
zu2qjgSs$0m%kMNmCF+ty3Y86ZkRQn*%H+qI8TD2O*6yxWF`u9_SAm=Ksc=%x=C1+j
zr-~|E-I}jgWyASs@HXVplD(t$scJzDs9~T%KJ0KdgS{~qfV#BcJn0qSZvN5Sw)W#X
z`_H<q)ahb^MfA`ZSij~z53^Zwo_*m&KT&t#AJ9ais(L+0j$x^^ild`P#s0`HgQv$3
zcH_vW%A%9CRyN=E!6(sS%qMIgY2gN*ml`c0r|WTdPmTO^#iRkR#isq!TE(wMyfk3~
zB_Gr#4ukA>?jnu4l*q$g&bx5EPjPkdZA&b69k$Z!4EB>Y!;z_Nxx)!A9y3J>=`gV~
ztqgO8Nhp{Rw>o=oT+waqxc|vdNAODI^Q<riX^mE#%=56{9@7n>{snTudv+D7B;>(u
zV15Uh=`IU==%#B+lR-HX)XVOb?m#a-Qz|bf08YX5=^QP8JQ1x*p0L^72|U!{LR{a;
zjtJY749nt<>@T(3na*>)Y_=o4$wClGVkmmH{0R{n+OOaPrXHx-G_%)f`-taD$nZ`E
z&eV1hAgmpn=TE$aODLqk7ct4RJYLi=*}>g(1^}(RQP(?%zFcFEt?hgbh7}f9{`O=6
zXroz)f2zBJ%)&VjC^OX6P!Svx_iGzn;5b{UppjM;BtE%lXIyalirz>{8q`%{>-_o9
zEAH|hUL6b;7I_%0AHonB{r`^#BQKAU)u0nZLmg7mCRnnB3STN5-c8fk_-4b>SGx_T
zFQsyDC203F6UxfRP*)#M8I;<7!l0>hYkzvYXmR<p_C-$0?FuBXv{==b-+BJ-Mxn^-
zC)D2v2h|hriRtkh=|PRTtmG$g>mCC@|91za_i!J320Ht6GUpFC;hd4rl;u-Ce(>UI
z#8v@U!auKrpi6WlnGWFf6vc;^Frl-fjk4AuHqmf;xg_b;FgJFs_C2{O(RZyqvfWr5
zQr}EC9xi{e)adRo(dQl_VC2&AEWi_v!`HWi^DPS&+m=VDQf)SJcCIFCtY$0caDf+P
zA>O0=mwlzDs+fm2IcrYC2m78(g43=Iz@bFAI;AkX5`7jREtCPEQ%i0#hkME1Lv<_|
zU}U4F+OU#EXH6Lq>Dbb(D{Fm`kARy3&bY=Tix)`v>z_$?`_Q~k1^YG8Dr*BioSiY5
zEwbrT0l78{Ud?~Jo5j&Jd?e3{&6J`jo*9`-ln{eah0W|87?p+M8QHW63qb$1_Lnb-
zc_UsCsF4o$Fe0EKJgsX>dTwZ%hN(+(@O7x_%(dd4{v#N#+i07h0y|lKJJ_znX17Ds
zbj1=ySy7Wit!rDY0+K0EJgP$<MQIB%lB`=WG(_{iKCImnMsd35vui?sBJ;?#z5m3S
z`5W0De4{eFqxpRwy^qCL?K#K?$>n&bCLhuX(n<<`gLuvNJqynXJTiY~fCkCI#tka>
z&_iF!8X_+?B_R}n3yp7jVqV>2TguXaP7=?9=#U;E^z!daWpx_};pWRkUzrnWro9DY
z7d9(3Y#V(PM@r0Pszl!I8eQU@&1OC6$x*Y`PSLhqzFvifKbvRErjY3A&%};C*3@Ox
zsIK(xIf=+Q(8&A(?jesHaP02og)XbGDhJe3@Y4EdT-D$K<a>NOZPs|bZpE*SWN47g
z;sdMq4EE?I%Rfdm4XqsHs7y^xTZ$~BX&9!F5JPVdkKTMkUy0w#9m_v2-8Z>^d}k*Q
z(L;#jI%u~KvhII1x88ULmO-Kqn1ck55#!cJZB5Xw^56A0K4a&t+IRHwj9YoReL9d;
zRQu!T{o($2KgY677DP;Bm%C2rPi$Rx7XupZgAw@D15+c=b(DK{TD40SP$~q#_SV7B
zk4)1(@UB(+hU2$V9(yfxNZ4rGj>+&Sx>oo!M^JKIS7RG!GF_7q<wTLts*A2Pute3{
z!_5$Tx$*gD*=qHo_B#(B#PKo^G)w-5#zxCMVIEvt)Yr+vx2bOT-fE<dn%$FKFc<KN
zH4>=6<MK8jKYOGv7EEb69Xm_rJPp!M96ckd*d3k~0#d6eS7l%CulHLD#`|MbTu9@N
zFy3+!!+#n6aY>}Wt*#`zj0o@;>Abxi;IH;VdJ~KGl0M#M-(At=HUBK}eXHzX`-YOW
zJC~zzUU_S5RsqT|uy}8xCu1i+0Ukf^6fd~7Shat@wmPwqE3$|eKI`Fr30U~lQFSyv
zxKg@(u4wjh8UgVdxg4UfOII42l3l(?xt$;VS^nblbQHtA!3Ur24-@hHZzk)*#8#RT
zYJXvA4!Xo4u`mTeh)gOhy50{k7P<9E&3=q{ieu_?O2^{srF<941mEy8@+a9!Ofpa6
zhJeQV-R;$O>MJvy){+b}Qywt|0ciiWQv}<q;pko3uAh}rhuDTeKb8H-_C{KfW%iaq
z{_wXk^+1r)A2ezs<1VkuQ<i0s7l{YEY9%tBQ-uAy;ErhNe3uo=@_)m!kk6tBG-UA=
zygT)fLV*LmNok)_u(RQOtI^6qN@g#SXtPX)F8K{-G&2W7y$E1zfRQmH|EbSqi|?fF
zAS}d>v@xs7k8CfKW4FebjRjC|I-{fPwY=ePJ893X^!X@95sbO;FjS-7LIu8<PVwxJ
zeSd)->yqepqti##dIe(u1Wsh4k1KM&iv=boRA|spH_!dkO;qPNb4k03)JcHHUIml#
z1gZgSN370{Dt9%zoY;r$E$_ugAg0Xdbl}jDK6kD!wD`_WzQU{klF;*gx>Gy|qNor@
zZ|`s>L)gRatzQX=?9jEU{9pxGR7=#jgSSO+A}2n;Jjb`~1>$@p3miry)2{W@PCMt4
zD^MLVX{{WadX9{My_~6wBq3#tM8q|?<wpQ76LkDQFJ*}D!}NSNtV&K16t}Q3;2O#5
z%Rq7vKQ7QXYDKp2(&RvJFr4)~#44Bf9tT5qP=jGv`>3!_l@q8>JcO`KI7UQ;t^ZV~
zeL~yT)$vwC7k|y+7&fzCLDXiC{dADq#0Xa(*2f3n_RrE2#EmeZ`gn3blHCg*Fu<q5
zc)_>C8hOiu0fcrn@+;(Hb~CH_zTvX<)&}Rt>v;cNt-Tt-cI1an%e;sGP&Et@`Zd(=
zWmUf!xtR8aS!|K{itZ$y<INJL7FW=?6yyYv9gk>qljaN-P)^v?ZA2^Muhfh8q#~yD
z4itw0Qg@VGrQ)9|8O}A(ULcYXZw9MU<?2%Mk{sd4+h}&09Ezf(bm|rzfE%A&YCGrr
zb8Jhy>|aX8-)i}L5HD=YqQgi95g(_rPWR<^8%F+dsXsludpg<Qvp?><WU$>h9PJNE
zNh$LN_frKke%h8J`aO-^0_BN=2q?|$Ao#AZn+q<Ze9V54kIu`RCOwD2EjQ)KqnY7B
zW0~iP#};Gt%%`Rwe|UCWYdig>jBxA`8-f#{0PL9TI)~qdNRn>{Ek=$SdKBm_UR$b$
zp0yH!*pE$2cm`gKju95)wS&{?5?Xi94)j{N%ug(yRTwAlDI;-;Lko+&;C$Xm?>0#8
z+rbhW7pVwL_xR`XaNs&Ih_BxIq+n^03tb2mwXLXq)HPT$1i~Ym;PB?MsC^W%;9jT~
z42Cu9`+Y%^aL=B2H`8EhExixi@;kKa-qDbRF9VRY=T&l2mK~E1B0inhVj>q(-%}~3
zhhKVSp&I&-;0~HB++UWPC{UY$t6E<S)a(Led#$&t11|VI4d`+ry%YM20c^CGO=Wpm
zu-1WSgHGcF)-x%1JB6U;Xb?~=N3kvw6rT1|v9MO~+B0y6w@Unp-peIJm~BnUCK)aI
zcd$QHTAY%LKYwiV`~KlwU|$*+_glaia5A~uW4bT2QLM>W!CR905FqDM!gSe`-9$cB
zhB^OfnIxjh=fBptGU`q&)!scm-3+B#PyQtkdifBsZu|4na$YqR?(D4p-pT8)p6Pro
z-$AgBkm;o=*{_fOn?{j;pXnFnn9<qWy?YzRNEeA=C69Vz#RL`x?=uQvz`?5yVqPfx
zIF#-F3_VcAxW=Z|Jd?%%do9_`bUa+%BMpNT&kgH0y8cuO&amf0G~3&m*Me|!@WvuW
zO=--3WUDY^d%S`4h7XQ@HQD2roIPI;ZP%f9=B>FeO{_cKXY+>s)(Z_gs{r<$v%K#`
zbu<4iF-S9^HL4F6lWg3*B55}djjQV2{9gAiE*lpt2%e0q3z_uPVh;h5eXc*ribBu_
z`g12dCL`NuGyD<o{yQcLX_(8<sGv+t`eiClOyn2IePo8Ll;Mt%Dh*yW4&<HaxyIsK
zZ>!b-KKdcT4s#*PTOD&Q$kX46Szm&{^VMTHLr=*ycb#dZchcBToTFCfU?~zwEIA^(
zB#IPOWoQ0DJLwZPD&sR99%u?N%p;1u>M18N{@^KgJ109Y#61=mspdyjjOr$!O&&n=
zL_H$1?Tm~+orV*xSA9D@XINk9nhT1#;sQISep3ifNzb452yff;=p6vh1ZX94vY&#J
z(3}BCyg$Mn^&F!}F99+>-|L^u^%tCN4{h2#%g|7=M!ySiv-}asf$G7g#x368ml>8c
zDUIr<W`Jbc5@-4t0SB3iQ5XUsZH2RF!utx(;1=5`%u5Bk;P39iv;Fmw51e)bciE5Q
z#|@OW;CH=>0`VV(60V-6TaA3^Tfv;&3_RG6*o?Zq(vczl(yA=hPWKjIO+d~EL9Hiy
zjv{cB=^fd7$IokSi}}S<=bOG+pHM(|mAg(xFY-|NghESVO5u(GOBEJ;d7-*P$n%U9
zufI2^ka6igl;D$W4s?5C%UAsrE6Qt1k1S4+>Cvk_{MLZTnfXR6eOCG&AnrJ4AfKWJ
z|J`BpFlqdn*5mQTuYH`pU~n4tP)ANy@iUvLGj8!;O~I!v>V7oEo3-aMZKAJ7%EKB+
z|7o%JCTFT*$!aPiYfs)6kzwhlPP}XU%k;ZlKGPMvmL&_*<|H3YhZo}No;2Pzi^LI3
zz3)<{{=7>E!L!a3wC?X;Y#4!2e<+`ZDDV6!i9Y9EK1UGiW5G2Je^P1ji44F=dL{ki
zSuIzp&wqt_%+_857PKgDhp!P_cXoR-z-=5)W-ibxEO#!iix7oDw^c@{gz@>YtI<X`
z><IHopO;(e=rg=&^<yOJC#ntmvk!jy!gE^XY|A^04o-y1#k@z?^9Dr}CU2GA-a1ZL
z-Q1-DGPvme+&!y<Vcna}W<7BH1_NSh^tAxd9W-m*KKG6hLF&%wt0i-f;R#T^BxtLQ
z0@i)H#hE$h79<q#|D-OKLBW}w-&>{@zzRge=(NBY@W>z&rl4;5wP7x2f}+5|L3t%t
z@EB)kzAameN?hYc7E4t8jzG!V(CY(7E0=g+Mys7&D-_Xg-X80SJB=5*UzYnk5;C65
z(l<^#@1CKS*0b#^<d<b>lw}{1xff1N(z$=R4eQ-*(PdObrW^38FmTyl@e=!UjHu;G
zJ`CDg9c1@+A-8X|YTL&1F+cnc=}L`-8JHeA4VgTeuIL^zXZrDO=NcA3%8sM~$~R?!
zm;8|**KW99nxx(b$DaVl7bu5w`@v3!8p%F%amn&e@1T96#JWi!J{)gvR2He|-XXrg
zmT<dK^D^3wb0(pDoMOp%yF)oGid(UL7;Ek}ah?@tn&0}fy}?@O8^5(jy(!eC<uv#p
z<{8R9GYMw>vq85z52gy(C41V?b{Zvhp8Q+WMVhnInqJ5_TqjP0*fHm0wYU40^*EbL
z+z-d|G}u@0%vwpn$VyEf<>iW02nd;tauRwgwIwT}I$*AbfwK{)?xr&grH&^nf%NP?
zAA3>3D5H1a$zVVvVi#lw)GOP2#{-!%W9n#_m|X7nO@iqdurA|%@jeixEFcKN#u=U@
zzQc1Wa`ATuWlx2D!FEN8*56J)*7VnefkV$g!zf)UlxOD^(N6GmNE>3%!CVi-xN%i<
z=jJ4lt;B6D9jY#f0($SqD7XJ=hL-K+IL@cByt#Mqv0{oVr=O`^;k+~Ki$pxY#}O1!
zZeD!wQ3UdRq#vRNaNC*DyKF6HG(@mIJ6!HT6M5e?#0jP2LdL(z7&yioH8eN99(N93
z$MDttdDBmmUQGM#*S78y_NU_P$HCW?h;yj2mwz|RpZc$R%3rj<<tD>k=nRhGcozLf
zi&3FBzV)T9y_N0PU_etD<K4L26))@d>OD@91f#x??)wlAJ_0ZVLn6%w;V}77x^JE2
zFVA9a*_SU($k0BfMbCrsx@V!K`WGn-x$JVz!t>ag0R&c#ZPwm;P=3ogU!b0PD1W|y
z%x7PRzVa(qP&o7bv$V6WT?qsAcfK(eV1FGPj(^@K1>ejfGtOmNZ<rdXuP;E2^fnD!
z!SJFju!L;}?UQz;tzoer4vx74OTf6YABm5w&G)tQ=k0SSG=XxuCkZ8IclXzX`kIbi
zM&nWqU~1U*yzlRCI|=R}pRe55e%KAEt>NtAt4(+nJU%;JV3vm7n%wrhhOd_dWSVHH
zmh5*2`W2s&4=vZ^t*4{SXCW>-z@s+y+GiL|ZPRB3Zo_g;EO-yYiOMv6UEJi^E;(%f
zus~L`<p7O?5`w><7wbON4EU0-h`#NPHC979R1mt7^crvOoq0;Hh-+i8EWzo${Uz?=
z_GOlrt@p^N@P=TO4B%%L0zv$u^W-1$DFHLGf#RUf{ioXY6ed0XVy`<N?uNgcDtX7<
z;OZxX`nG3@db^nR@j_Afde80p7_&3`Q?7KPIAcY}umBTpAAc#usOYR(M9BX>-ZwFc
z&|qsCY@d20c6dYG=sb&rSDME=PEy$qf1?>zXycrn^VI+-;<jq#S-2tAkwIW?qti8f
zDo<EDzbb>f8hWcu#!V<yfGD4Ssq>zrtUps%f-9fEAmEU(%5|2K>LODXSN!>=yAODL
z2W+JTRZe!v-x4;e>q{1^00Q3kSaj@#{qAcXe|u@{cPWK$3h&Vl-JXc9r%p4jgpj6E
zoT4?epxElR{!~k7l<l>4CDvo+YnYy+<3ghZy6C7K;Yn}V-c6TxR&~L3$aes2k!x_r
z33rY!+q~CK$1Tm#7f-1l{aH155aoV$ciW|QJC!ah6WjX)%1^{tzbD1pa5CNj1oY%R
zAIphJ!VB22D?ep79sf|$@#zpbh1dcgvL+gfY=nMwcqZQs0PY;F6qk>&hy36cP8O1*
zb3|p{52Y7G&-sN+?`$59?{Vgt)2Bg`@>Pwd_@!Ww(yz#@>Jb0&vDDF~n72P9=SQTs
zAHm~R{v;H549?l@!Ki&?H#`>zx^)=rrG2QWYhdre$H@skpQoV3wfC@LS5V)#FFvC>
z+!xx28}wG5))jx_xwsj!Cr%#q@yEXo>Ob9j#~2UvbWaAkSjH?w&tTp3Fnhj7<nrA1
zDi4CeZOZ1$;O2*G`@~A{0gfZAeaIJ(k}2XdChN~I&HPeVUhQ8&|5(W2vfF9D^{JSb
z1JCnBFrtqI0$cr;Kb9uL=~tW}aQ|4nqUb#m%Re4ROg}y}82-W?>#ZUjFO`{W>e0PU
zZ!{~iYR|k;BJ)RdI9)<cIAmwV?S7EDWDYO>a_lHopnmsyDJ9tB;IDREeOo8P$U38+
zRihbOrzs2>lKq*q+G1ur<T77fkPb0iAT?A`Yv<&=U&(o;jBoNXHK2;CW@~o0j|7z;
zKBUO=a>VxnJ$T=vB|&NI^vV9*;5zKiH>{qq&3ixDv{(P-vegF|7`cOm-4u<ZnXN30
z<<a06Qo$<+>_8y(f%*D@so_tf;+VTt4fOtjTXXC3(}K@@LDkwZU*F$W`_co-V&o)L
zg!1?>#kp!Px_ibR|GF&1aVEXqZtPScMG?atp4pU%LGu7qy;RwaP&cOwAcz$SaISt_
zW=7z~%Ts6C{xaHZ3m55QM*;#7S@!?9A$tZ?vFoDTmRkO+DOKNt!F-v>JDMg`35hUn
z;gFg<!wje;OywJ8GHfO7(alHtf%NaLs<#mx(b|r<PtdHFXri$XQBzs1y;czJ)?_p6
zDm@U=;03Cpxld3}9=7ipNL9hy$Fwqa*tzxi5+4|B??M=TfHE`u%y>Mx*U7lRCY#b8
zJL9geg2-ZhKi!82l#d!5JZrv1yI%s^(xjoFw~XiqF$y0JA*5|bC2*LJrG?d#%+0}~
zuhH3dt4}|SCxmw3O?cHzp&<$qIWl@B658)r>aCr`_b=aQ1MV{N%G)Oe7#L*A{U-LU
zsY1ujdZp5)R{6iQzj|k+?g?Uj30H{VO|M^?BWLOvXh8gE3il5F1bKrMJTu|98{``h
zg7`bgj(lj`y~Et+Oi6oi>-+Kcq**)78I)q$jxE<$+_=dZ93*0_-N5^_<Mq6Uer6Da
z>h}4zWVt&Qq4MrzQM}3%XswP6N7{C`@bx<e^xXw0g|f)BR#W-miNRY1|2pdF+c>q*
zfqk#oQ4j&%sVkRKw<f{1m<M9Pj}Zuf;-1KLoL)8l?U!(B65IFtcI?eF2V(L!XOoIG
zHxRFm=+pSiq?p@3>$s(CdKc5R2>3p_)Ss96GQDRDUYrZx4UaFlENf(U(qkx{Yv#Bp
ziJg4<9RZjv+4tk(wHDeVlL+P)JACFGzArSo0>=IQOw>+g4q@q3{W@z5V>Me8vV76L
za7o&^L%P9%&)XJ%6||%*rr~;qpCFBjHJ)Ub^H$~7=vwN{QooHKxIh_admd;<>9{`p
zFY242hqB-L5-%Wcd+>YVU$r(&H^ZXQSf@?skS7a2ofY?oVUUnBEq+`fbY`k)Uh03n
zhCZkl*pk|*?&T(brs*FY2^?Ztb>sNXy~X=C7$nt@z0gJlckO%H`TFSPgIytwHNoiv
zoA--}JyYci$O}#;M=k`<hKtywc=m}|AWe~j6R_3m{$R)9{<Fz1l-b919Q@=-&uI+N
zB{n04UR>5!4ffq`Il0HQIlONvf+h7m3m}T|+^L0?`QA)nkuxmfwK&=BUBoL}I2ds8
zj*mKDWwqc6uhB_{Ltz6`os{*QD_Ou7KJ35YI%PLgu^+z%Oqh%J%AMX;J>B56bqO8M
zDS0yAdS;Il0NF79XI%0Y;YY<1Eyi!r%=Y)cGiDB+>~31C9lu<aoto<he2!U}v-xKz
zuM4$9?>4+7zze%EsifUI`|b)a2_O&7#$rg}Iv_tIml~p|KH1ms<!GIFvNFtzYBZjW
z9-ugwN|x7)X>qEUcxm{n4ufxMl!g>`ZCq2S*7d+D0Rw1OWi)3+1%pLXNsMyL=_=%1
z=>jR~YaOB!KxQ1=`tEVh4h$Q^O~?1zm(X4vCwc1|(M{>Ty+Oj~fLk?lYa%{xe6mPj
z#DX`-qWk$v-wj|{o<?;N@ND)GVMqw>4{(1y4-JrQG4a7q!ehAH%Y3EFXt2^xQbgtD
z>`xSuGpPDP9f?GqcO+p#X`lz?#15ZDuFNxCq-FQq$OD(%pS!Qkl`rgnRX*+DHAvto
zMF}nISZ9{E{{$X#0P2LOM@_z_-kp9OUaKGM*DH6>K}5N)fMp-oa|PgC6r(>1ea<Y}
zZH@a5-qAptYo?ZT03V@`u=B~uj8iWtgZo*0@Kc5Ndw#n&OCKgdpPr&q3N}=7yU`mq
zQHID)&7o3}5g#P@2vwdhEBZJje$(!AvizQ563hPlKDwUyW4B<o>inmM<zJLo+pp^@
zgol-N>bsv0g~FS)K4MMA%DtT)GLXYzm#P${tw7^O%g_EVKXCETLnd03cK!wA;s}ic
zl+>jSf7AK(eGkFMe?HHLm#lN&XfjXkt+1<$adl_1S~$Dl)83T5U8e9N*guO7*M^P(
z2_Cq97;c=s9k>iaVK|V(QyncyFA%CZQ94I3HQPd*2YGROCE;n$+P$L9PAt?DnAs%q
zw7778A+gH0V65zO&S*G}1d?=C#f<D*hY1fUoKWY5gz(XM%#^q2T059*VCq$qt-A<j
zO+{&_0CRUcvCdAv1~n3l){$<e`VX)jcG>1I2RC6!fQ1omAu{&;bsX+Cn!Lg@I8oXr
zBCqf8l#4F4hLJ$LsOzWYAUlAMfg6zqlAkPqKWK_<$cNUz0LB&<fjl4t>FYk=&+51x
zR|bXK;C+qe?-Mdx7|R$@SPw7H%ygMjrg%rOH+ctPJietGc$lHI1cHd<6KLsAv~I7|
zY%kk8?qmv(Sz$XIQ-G?xegu~6)eq#$-yJUD!QJ-%`sXA-N_M^>+6RkZ4|V;cv*+8*
zO|&mkZc?Gx`#6h?J6tT}9hz8%(nE_-YjLqMm`P@rYo+b3v9%#!R&k0%QrJ89?NbV`
zxionQX@}Snqn=!;b`<i}^@=7Ho6l|e$MkTz)!j>IjaqljS@N7yt_gJ(tn#hIp?4;$
zQ~X<Et7z(stYDF<pGzmdGnrF~QI9&U9})5m18Q)ND81nsS@$0r4f&^gpnW-fC)GMM
zJ1GLm3H%8P=$<Yf;#%_jIhNKan%f^RAKDJ;RaE_eDjoLP`Mp1uI&}^){=aDk!onL=
z+_rc|vNRuRv{$Sxs3h!Rzn%Jkd>DH6?Znn=>-t^04_$<SQzc|PrxOIn<`fl~Hg?Tu
zfx0%ep9$p)HY(cp)F#ZNeRn3@Ktb})9stT`K!Cvi?C>P3gE^?gXN7U{@;#?6%wK7+
znlrO%HL&{a)1?-#1RkMY4e1kwV=MkpOr*}vt!F29+<$KLU%USGBkKFVrJ3nL(N2jV
zQjX^v1%1H>1df1a{7aJ~qYlCm26Y{>*gu+sevM@OxybM5FPX_{JD^91W`TITvT+FB
z_1oe|K(aS12qgy3e!y&F#vQam_B|3dR}JmUKp7~;a}M9{tN%_cB~$0uw1=6HyER-0
zfUo_rPk95p$5nKm##2cTDF}t=2A!XH{|6IjMNzERe6nvWs%E(FHDMeR$#-|#dgqg|
zuANWKc+D#AjN1P>gDN7cPR>H#8`*|PbLUz|MwTBVFy@+uMw#Oi5X{HiYubV9*H}X?
zbY(ujBX`k{8F<c2!*P|5E)eRw8Qqhpy1pL(IbpmWquv@g+8<eRJ5}=sZ-0M(rmg<C
z4>ovBRidS1p;#+c;x%+>e73JHth+=O83QJuS~*Q>PSF(tvMW1jEQ%J5n3PIx1(n-D
zZ*dS}))Z^apn!nv&o3Jt$E<cQLf-N%RAOAX?=-{clU1>eW1t%a$;x3|#lQ4oFT|5*
zN26kmfJ~oo=hGX3)!m<GzWh3JfVO4Lns)aqY&oS?mxSmT=ASyI<7k8L0A7Gw#KBR7
zg(`q2n0Ni03t!?1sqd$m6`JzpLE%4n$hFB99%dH?dqTGy6*|GhSq#jZ`W`!u%v3Ip
zCIx08dWt+Caqx)azme~<4_nV>3}2`|#sK|oor$Ty`|%DJ7VAx&Mu1cs+$H#E*IRZO
zVA?&moR6>lWLP4m^=<zZUqQec{1c|icySA5t@ACRl4swbA1mrZ2bJM!aia_G^$s}%
zb%n}76JyS+cj%|GgDeWp_H6^rN6a*BTjybNa%h!OcpZvLFUZ|{JC-Xt+z~hHJbEGR
z4SC-1=ua9_9hM;$>*x$EPENA?JfB`k&_JZj!UlCkOB0E<<MH$vv_m=^$=46f{e=S;
zz<zy2a<v?7&H3KVoLiZxqHne)rRTQ^HHeg?iFw2`E}dK$`xtib%#*CErdC4og?T95
zBTBK5N*4%)gL}N##P&`{=lDn;q9iAQFK9dpdLkHsXMnDkgO`jDKwsmg;>^Q*tj?k4
zp;9rtEbf6J=BA{DPwgghVfo#GUusH!Q(q1v%*@guAaI@|0+VB*H9CdyD7N+5Gr2bo
z5B!?FIlNG(UoY@nSP9NZC7h`yh*Ew)0%Ma{%A2NR9bwUzPT6O$pEE7(Vk!cyg-p1o
z^`=Fi9enY)L3?2QOq$4GR&>2=sMF`LWZ^&52v~~bJhBVqA`zB8WLnhjart>^$MqVy
zHnDq9fxq6L9V%mC1IFB&a;bUCT(o^06<7?z%=X_SHk$m5r428QZvP~+5txkSY`7h@
zA}?{Vfn?_=gZ6#CC5dpjk>trMm?UnI(+lo!maFC%;dg=SNkjWQ6;)6M*L%YOMFh=s
zjA$Q4u8;txkh0!A%6JX+)X(z9>q7UWu!;cH)ZP~}AKLqm&1@6Zs5;C?chz~3(aQE^
zLrGy7fPr#;XA38Du^$(Dkfw}-a&q}q&cejza(QCQWJYFs_S6BXOU}pDe}0^c{vO%)
zFgn_fjM_-pojv!Ur_BpIJuW<|PX3)~;`*cevtavLd(Eld`~>A=|3tNQv78>2Q?33f
z?Cy2srt9RPr5imB*@>aPr=69~ihhpnZva4e4Q)o6bbUKgdsoKtcSe>*EMu{yV79~@
z*4M$RwCMZ@<6Qrd7}MGd2kDdg$6;5d6xv@lXY0xMCI{$9>iGrEZD0a)Tt4gUQ%g+y
z`5JdUg+>$m!^0vLpPNsH)^S##%2~WH;A@2(-jad1Iee*;^~kI_3-Q*Tb<P#mQ0~U}
znklR;qDA-l%~jz*h6j0)!ctfB`|@>jT{>zzhJ99O*TKe|Q{21A1);4t;&14BJumr+
z&_3c6)+OhZ+OHis^P09OBm8_a5WK$*x74i0t!Yr<#+`;+#Poq2s$S3rQ_gF<9MmqT
zQB!#ZRp^^C{X|kxUC|2cc&95I>|r$xE_kb_%X&Hol;I&PHKegj;-56UwjLB+vywoz
zf%SQAMmqb8BzwNQOl%{6YNAH3e|o=z7tV#I(S|N&z;0_!bhY<1?IYJb9dDbNFkxqD
zZq83hsnHTX!ti>`pA|h`Lr!ha@(VYG=$+5&&5b`@CM3l~PBEDbVt`c=pBCLh%>DI4
zsEdzqSPP$f5N+`AVdl(~%-ZLl@+D8>KKTLg8H>zX@DDorr*ks+)31qyvEa#Nn1tvD
z_fRaodY3Er9&Jn?J8egz4BUu-bvVdeM%C>=%X5d!0GX-qkO9lzk4#qDG)<1mv4!4f
z12zI<4(?o#P@J?txv*d4;quh}^vZVYJo6Mt6C<QU@g`&LeNNY6JCbt?*Ww1Qb9%`*
zw0DZOn$a(X4@-{*`YZsA%-LJC4QC;fx|*X8JD&)A?E7LIo_?fsH_mcODAKQauMdB|
zb>{@A5hNAwS^+<5WlTF|wXA&6wS5?)VKwo?eN(>8Z@48l7~bIP(E7RD+`ZSC@%L>3
z68v21{m&p@G8@)qpNfwyQ{V*VBkDQaP_f-A_fWX}F^_<Wa(Wq)Mcf^$0cPa;WgL#f
zzTNAraDw-dg)V@SDWl{SLJZQ#t4J1{t{}zdPD3G!;_52I_^x`%?<p^4xH1vLLuhYs
zSOkPE=p=WO;$fRe!<gVN_1ir4yMh>5Es`?HCInU-b3LE|4829%@nAYkUEMkf%XR8f
zFTeP;K{RXK$SG2LtQ&anie3=&z6M?N4os_j7D|SV4BoPVG0YvRcXSjVG2H3NEkg#P
zSt_w9U^JqdpSk=NnLv}tX@T)g+CgSi&yQYysWJNNj|1E}KrtrMz^GPWR7&(-zB=JK
z037y)du6z5rODj%6!{7wEZoc<E|hxQJuf~d(qYs%5gGh(V_25+;WUkxU7ikm*6fxI
z4KnjioEHGwT7vh%U0<zrkS3xDV#t@&t-}?r#d-QhsFxW){n?d+eq`-c8V!d<DVgVo
z(;e3qn&QdEfSRgAfOM_!qh}x}eRZ(aEjZ6ws9eD;=T+uP1gWJDDR{8K9`!%s$l>R~
zp1MJcd$&A$<mV1tCk5tiNZ4MWDzy0qUN(&oM)OvXS%;0y|Jn@5S<v)<2Ee~iVw(57
zL$8&ZnCP>V(rVK~^fisFDC2qE?|t1xfWd4TE=amUkHjYmzVxXJkj20%S$o)ss7d-s
zXAYbsoU)O!wq}{HWT=<eQWz*F^S{4yu9;SxSdli((F$l}je6mLm!%3H7(J8!@cg(i
z-g0$J$FCA$o)xBPKm&{Lh7wHz=IQQsBA(S=w@?YXAJug2Xh+8DNsd@|gC6Vgc%Nlq
z@C1F84tM3#{0`#Wpawe~wZ4GK17S<*{--48!=u1j@_IxJ+(N$2WG5T#>l8$PngAze
zjByw-^v{_KLIcnX$U;%uWZ#Y_Zvvodd7W5t-nDSp##O<K%lmV0^0bT$NuHl9i`QDM
zBc3%27=cbrAYa3$1Te0;D0FlZp4J8+VmKE&AG9n*j2|q#vd|bcS_fM&O-p8-Z^~^u
z1h7`QS@{NWrjGSjxw82-X#4%lbk7%hks<e{3s-^T*$nMXjW*(jyPcCAip}IiySxTK
zE`3843#6C<e^0gO2t}{&+$(=+UF<xa=mS)A8SKDlz{sxqxi6r^Zy!1dn&L;rLQQ`$
zz~k0vK5odAAim)W^Zf8V>dc!x{?v=uQP(L!3vPuLFhkQ!m&7XiNpDVnBsWRm0*pw`
z#mFDRp5ez$7u*oNAsTi2j)e23>=#S~`tfwQfRt&HD@r*dlDV5Nwg596v!^?co9Nz^
zm=h{|IThFJkZoRK(kYo6t`~|v_BQ>LB_2K;;IQ#Yst9Z^?+)-`wWr^!2urfv-dpaq
z%=xrxBxrKd-!eJht-6d=_>1`P^CS7?yU)shuv561_^UBolL&-VAn@nOxTmk%(!WX0
z_j{)1#)foS1d)LbT$KGM;H{4V<Hn6XUO%xN&2)e2>E8Io@!B(3Wxdq}^nK{^))VUJ
zT95ER2f2>#qRl!-ArMTHt}JMH1JyseX%Eui54Xzfz-?8w9WHw&2~ihr8CHV_!S68R
z3+U5n+rM9z%{92hTD2K#2V3v>CjUap|3K^GfqSp{T=T0DTM+=YUz<#y@ENSdCwDmw
z0~82wM+97^@Pvc?TdxXeGR0szvRQ-kq?g+SM4@haQMr$fCs&*hPBH$*iwFVK_x^%z
z+X&(KZ+eeM7$>iSf>qG%X2aO<t_K@;l{p**Mh^AZUtDDwI^_QEcbR(32`moi7vBzW
z=)uMwT_c_XGq~Rq`vPW4DJhWaO`(?qXlTC33YqX!Km<MShd4OmFp#hWKAYs!v2*A%
z*f3#V+Aqgb)$cOU3t)55@(Wq%VwO?SEm3}jCL`y3d(m1&=;7Xp2eel{FEh1Qg0d@C
z1wBirg*}Xg6@FtobnMG{dQxWmiaosYI@)&cY@NYS_1oON0HeE-se<@|sAaXZ*WgQn
zAKcEI2vrtxdBMjHG;tdN@qHI0gpBySgN^eSbCLMwI&|uBHO54JH{qZDNB*@s5rYPP
zIkh;?JpI#9lVrfGW!4@_<{L2{GP@YIb*!*A=a&$i;HE%bA7!ws=VvlZrPS_L!9*AQ
z?p?C5*1=MnS$=1`j;R~Jc+!3!*di4nYtF{IO{M}f+@4W?LQ;v!u@}{AEs`@{sL3E;
zXApcH6=5&&zc%JKv<_(=DiuY&M_k$dVER*Mm)SZ{c4PM6=Pe#F1CnqK%<=6T?U3AR
zefU+9;{#i0)*_ExdLDi)!g1$Kc7d)SxTPzXT6i8LJcxTE`EEqGUb=E~1g!56bo^~p
z5C2HqYM@Kca~FFzb~`bQ5Y=e665Ba<ijHBFg87E8D~%lfb+Mj1?Xspv1I8x|R10Ov
z`a#HE>62*lJ{=7xnp?j@gb&q~`z$YbxfLfFy%vg=*xcEEv8!+(g_HGVAHVXeaX7M+
z*DX9ho74S$J6*?@u1VjMEJ!Y73tmXa8pCATAs14cse!StWQAOUVQ<=b+PW<LPJ<u7
zcVWCr$E~q8w7fz#ilO*OB3wvx=Svrtsa8kZ#FKdjAAlzl<3GRaB4FY8{2-EwNE2cq
z7SOCaF1qoa*(1%d<4k|bKHDt2@KSy_zul%~=-AZ`m&R>R_?n7^{x;*`qD+Ae6mH8C
z^uu9`k2hj#qQ4gUwFE!Qm3zzPFOUd9Vla~|TapE6jW!16W&=odf`8<5l40@wE=VYU
zkmP*T(I97g2HbR&W&XV~?@A(b>rQrp73AV2J<;bU{z#xhEUf)I?UxFjz&Qh}^<VCT
zh89UO6u4_ePKbxUYbx3Y_)EtZU2%_tL`GH~!XKGT&NkBDx2Lqc$IFGp8=ieLr<8@P
zyMxg<JVMejRaG4wWq)RfNw|sI=V9EtQmnw9e{-4cVE)X8<Na7FpM5L_gOVdJa5nFu
zcx4&b3<mPB{KmF6F^XjlSU_ppzpovr93!f7Uqb!}jsgk1z9Y<L=&s?YK4@x45|KW5
za_NsmwO4$Pjjn_^{i(n+o??Xml2j~{37PRhVQ<%d0BTy3yxEKE@0+<6u+!4WfFMc0
z;1%q=0d4tw;eC__twd<95mdVSODLwHMy}iLT1pA(Hi?GsO9snctBtrgYnrQVk%Ate
zPj`P8D*DzA&s7EE*`wjA@_J5D&j!}JW(8wCmb(g&ob9Q?PXOBhpBYP4Z2b;}C=?-o
zR|Klmk7CeIT7U=8axFB%7%flcW_WyyuGaQMMef_QQFQ#>7Yx`arnE^FLJ$)~{cN=@
zdiP~<Yd!{ASvc<4oNi3?duRw%@nqbvyxzp?9sOa=r^rS6bNGsymp|MV5BA@m2HT&>
zR_B}PYG;l!h2z08j~;WyM5ViY<;wdZ?4IbCPSW*t<~!<$Bo`UvKvKt30{CODa06qi
ze)*Av`yaa(>%JpSEOd8FU}5Csn&Wad$WcbV()GLg!a@oUn`KGkp;M-Wo_Ysi?6OlX
zAlY&1SIp5uiKo1CL`+N!pCK`XCyk5N{sP&R_AlFh;pqyRo^7$`3y6oeI0a`KB4xBi
z(jQR~x_65Fx1Ss1<!7;zueTl+Ec7yc+Ok7&NWZ2KkbS0|ijHl$uO1POl%8BrZ)Aas
zUAez1d1^+M6u$(dcx`n|oumi>uso-FL5`YSv*NeLj7@f^92hCc(3T1NgWa@~Zzp^%
zUQt4HMpy-wsrvzyfjKXfsD9=C4auEX8R@pmYm@YQuL$xz{Qzh*c%j#3o0J(v=^35E
zZ-)PLn!rAn@#)uxDo61ktCV4|%HvZ2Hya@{Yoph7|GdGUX<M1Ym$F$jS2TfkP9dZ?
z?%vhg`^BpXm$gs8F{{gf%|wP3LUHAufp*GNv}Q<ERtEC#6YqylS)|}1?En^!*PAc#
z7e$Lt``$RAXGU~mkY|k{J3WAVe+fgi5fZFQFj6i$MfV6qW!9o8`A;;=q+N16cwKi?
zjGN+kGY<|3n?2IjCt-jvB7qEAGG9S<;ZdiMy1DP+_?I(O(&gJk*++YFS2KC+ua1B|
z2mpJMqPQe?EyU}+Z~P}nn-ZQTr(vtx+VRq+CbdfgsO#Yw!dv`)<thIYdUG{l5Y!z3
z^78nD6qmk$=0+x1_-zKPguS9`jdkgi>t#E#toU|!L#qQJ)C~H9Ge^BtZ|2Nk!1-QC
z0520OV72aV9sPLx$=uYi(*o_`e2sL2KHy%WpDg##PjdV0UJI<r>Wq7ysF$4G?a)B=
zO-f8fvcsow!}cZ&=$BVKq65ZX!~OMrZf#Q+yHmovxbF*Os~bc(Z#>g8w1M(Rd99}e
z1#-p||Fp_@B&i)!6#ckIH_r+tjlj5=sq{ZY>W6nnDi{xW8B+GNJyUcvJ#ae1tQ-HV
zKVZgqT}8C5LUNB{*dWw4s%2p?vtoH+h4S5<%lrxedt!h*K=v087dSh1)v@^jBH~rc
zoQ&yi4~;o$u;qgGx*M@%)i?Y{qVR;Q9b^J6Cv$UbAz44~?JJ2gWBCMdAz;fmvbqOK
z6n<R8Ain>3Cnkb@acBS{W22+jw&^fts{rTP_wcrhccD884;UZfHL(A~L$(%!RkYr!
z7|G#Fd@#RvGIII3!m}D3r}QD9qe<3B=OMaSyFJe)ET#jQS$e9YDp{uOCjPj<=#2LF
zfmg!7lTk)|aCPaPwjia_m4Ry-njP^VZt|TBBS-2zFy8*OTbs{)`reI%t$R>UXRSaw
zSji0KVJHh!k2mB946}Wc54B&=6?;KmoZHt;30txQ_$OLro!qUKo=y4tb_sBXSh?*k
zof;i@I77{=k02A;u4nSS<BXzcOaHlAgDmvTdalonOz|HKJmbcVMHQo72&tIi{I=rQ
zjp;Ia2jQTU=n1B}GkQPCjECDWr!bMy?##{AP6x(1W{j;q7TKndcHnV|x6YP5V{-t8
z6i?^KF~!Zc>N*kg#NT<H4fm=$Xz^)ik#Qc3S^<t8W6R93{Z^6^K5K&%!sk2siZ1CE
z(Y^UP9NycShb#FE=q+<#Y77$4PN<X(j*c{#kPG^bG7c*c{k+S7ev;1?C+$|h<ixAQ
zo-z-n1`=3mUdiR=)uz7h2f^zdeu4ZoX2pa66AN-F1rk!IotM5BGe{44C;5}nmeT}t
zFNyc2vAE8N-Hnh4Pl9>h!Tx+9=j)Q8fdSgKH;{@XV5u3OjQ)-<=7QUB9Vh3AF0=?S
z?0wvmlh}FWItN#tA3U)SBJ>+!FWCbsvkEF7ZdL$5<Dy5Lqw?~j<zrsM;M+*{APZ;P
zSO^f~-;V~F(lr$Zp_YkUfZw|7LC$|YO8x7~^=V#wtuu6uQV*A%nPHFPqCu5-yt};A
z0uMtkp27a!m-QF>0}OxQmH5|43sVuP84_*Oa@h6Vvb*@*G7s*xmpk5&f}hkK3Mnbl
z-Y5y*<jAtc=8Aq|dO`Yk>HP(qGUN=QWDo|hwETOUS?v2hdsy8=EdS0vE~x4k&-vQG
z7R?f{$7nB^-_@e_Z6?N8IfCwTYf|p~$;p*7@ORF8{pozAbyrdvY*ixOf-4%-G<f`b
z5~%&*zBTpoiodVR61D)}UU?b4{wix1uV8ocBdhcjYk5;TV>mZXeD|!7i(hldTUhI1
zrHDovw`ZLx{rv=-yDI+zVF2<b5GBaLtQzlR|K&>}`YckAnP46;V|CmHc;k|gA5X#!
zq7-sUJRR#ne(qn+dfxU1D97zv`S~*(u?`oQr<+YZs+l~WcT|=@0HCZ+r2OLL0}omk
zi&8aq$C#|D4~GNFTG`FH++i;J<DP_JroYe6`>Sq9uGJQ$7DaP-tt(4F`6sW1OLTMG
z{(RC=$i!2OgFB-S;|qO!j<62uA+OyMWClLdSA^nj9-h#@MuN*(XT*5E1au>bwsP{~
zpX)t^@U@hWLwuitE<9j4kJR7FO<u0wIBypdp3e9spV~rs!&^oXuM<bf3O0Y4t)h9K
zvr35UkGsL!C6LhqwM){bffyV{WR3F?KgahG(B$E#T_g=*u^MeHa_ZW;_vLI{4B<qn
z@k6NIa6;3K=JvE*5=9n7=3Omc+RsP?A7$)GNt#npNM_)3+>%-r^;fqaG%~9kzi365
z@!{0l9j<Jiz%dY+xAasG@Q~JlgFah_<69B!6hQrrD$~Sh1Zh9qCQeG?*aan-?2$%$
z@0~MWT%dAeo1}O>&hrGzAJX`vo1Y`~BER5f8K=?7;crdwz{a6{=FLy`j@zPgv)L}^
z5-}gze7v37z77;9zK<KO=PP?N@U`g}y~HSI9jeLIdwKt)GZ!DdFV46sR3P)lA7k+!
zG)srEl$Gz%FVVm>p``HoetAwXr-WM=nq~SQO8CzU$)$Fk(-lCI{hw#z-7PKo2L84k
zT*rWhy9y2T)D-yaHFdeBXSTuGOR{NV!lKqM2-a5ovf%&cDYTnC`e&?G*as8v@+t21
zzwyJo@SC23{GOrcCq^DL3Mx5iFT-V;PhaDhLAt?)=O%IVeX$CAtQG(u^fxC8t|hf)
zd5<j>pW(*20e<`2m#WN6FcbLg4w5YqRPV_vwRjihBRDKZDonen2nj7^{Im1f7bP;L
z=m-5xroU$NU*!0O*QnO3nlG32V#+=|2dH$gun-dbU10I=4`X(Cx9~eb)C=JQeg{cf
zn54R1#C!SFrx(w`YQ%j=cP3mDzdKDU-0qyqCZgtB9v<7{%kYvYcxQKl!+AkgnyLTn
zXSvRU?+qN42MK9R?1j^1eN9s&#aB41;h>D*n=Xj|;~73VWe!2|%ms$NCo7YCFV0tG
zal3F1hbX@W(6G>IHmHyp7r_36x2l6{(uw|wXRH&qVuD;q`drc7jU70PPs%xnjttau
zXb2KGP+x?Vs$adIvgk(L?>?~CMa6R=eFE5^+$vNZs)7}Ny6jvZGgQE)XjbIxm-w?W
zOAgCI264Nq4azklOh3nXUVzWlTrw?9Cqj_c(M3+;uH=P2pWtfRtn(6LLBI(s_wYov
z1k0(GDlYq}!{w`gZKyPB$CJ7}cZu1BqAM()x8lnkH56N;bgQ@_x1M(9-;Nj5c#9J?
zlc2OgeLZQ@VqCgIw#Z>-emNCzoIQU^NrF=N49r=EI<#!^-MB|&rP7Tg|D`Y~vn&*a
zm2WtEb^7!rQ-Q*zk-v$r{U<A15A(!4(b!)))e3P^|5;?D{1#!H(i4vYjsxz=MINBi
zSnci6Wi6zx+5YDKo;J3IoA^6p^85>7$UereF9ZvJzmY!zZc!83w}4OI$vw5~$(^U`
zdtRPzT7z`gJ&Bh6q_*ED((|vf)9Uw`UZ~yC(oY}&raOX?(;aF=>3{>qA~4IdT1dv}
zyNd9(1|Avl@e~W_avV@%4(f(m`-Y|5wBaWue9g*q;sXJ~-Z$D(?*JtWybqRi1UtQ<
zez{{)l&1_<0CsR}rIFh0MKp@7eHkujjLW7I4KO9>w!6IJ(Ga<u$N-Vv8$0xBYP~^?
zn&yy&!6Wn%Z;&VB(Yy9dLjBIx5{v8#tnKT9CdcxcYcPdvrTdrcUi$#23`By^DU%(y
z-=4b+!MUxr%H~15Q>`;<&XjZQRa1G@CCTlnKkl$T590&UZ@dN`IQs+OlIg9-U#MFY
zPkDGFc_xRxL+$tPt~n~7Pn7Qu&;pe68R|AWUuq}5>RuozsJyFABa=hI4C7Pj!TfqT
zjMOd<&grt$`&*A3#a;(sDtW<CB#=G}MoDPB8S2zX7nJwZcw^4vWXnbK0Nmbukg1(S
z_~!3SW%<NZn<F{}ET+PCbD!B_0txmuzWuY-epA?Hoa2&lYf3a7ib5B*0?*rrN2@hB
zF94{~CfVcp5`8j67`ULY>A#ywcELaA9JwPkVF9reB?)PU;YSS*@&20b2%rFtzkWUV
z(&1`I&GoD=qQ+0f_bJ5(U(AM^EcCD}srpCk-<*oSz~A$E35{6d)2jFs^u$Z({)+V)
zPJ|V}*fu-F4Bf+NV?>wGlJSGE#At}P0<06H*3TuEA+@B3+74p+T1x^ZD^RS~c(5;P
zfz-nf$Paj0?*=xfQX4jzXA#~^9}FNlI4o33Uoi>V)bGuY(ouSWo^HEON|wx4P2pOe
ze!r91-X>Ofpec4=i5~Z;Hkf1CBm4Nluln~t!rp6JRjAz(eVTn+jVN$Qlq5({!8<Yt
zB2mSsug+Zm-gVAJowM3pGZ;uR#`r=H7m*WO*F2clJ&q)>MoGWt$b8Lx{aboUfn<5R
zKgA9N0D~-j3eRAUKJ*`f2gySUNl~<ohKl1z8m7R{T|relNecZC{qKH$q5u0MthntD
zQ`h@9ebtK-SQK*{HdHr?uod~ld=;a2xh>Tuz2e}l4Nh2{r2+Do9!O@N4w`7*3p6++
zZc-0TaH@iJuJ)z6dw>WlHNSFpe3ecXxxpPW-29*oTfYo&z<5$hU1m))g`fbL0GSvY
zMAg$A4h5D^UZKul1pM8gYr8a=o=%el9)jDr9m;s-ul-m_yE+ffX*Zvipxa;|u#p(9
z^ijk~oXI{M`^|*l<d69{*}AOj*)5V7eT|#2bdBxhnrvH*CzMQfQ${O*EJqyt<lYlW
zb5E5HF|UyOM2PAX(Eoy?gEqRrcVd9e=nJ|g-En?#HzB)aR;YMHeorCAd+-F5mb42r
z(NlCORFcWdJ>qIhKN=|V9Fz@8>C{{AIfl8v+aGmYtB}lLa-{Amx!RED?848*C(W1<
zT)4lv_+1=0Yb&T%_F0!^v6;UV)D!9^J>n)F4OE}sN*n!=Vx@SjoBH@7EqLvO7fl0F
za$Uq$$T<*uPE4{KUB7-L@D_(l1rJpG1Wz0jIJjcYs1i;KPudCsuqjZdS00=#-apiQ
z8ot@PAuspj2n6Q)6+XkfS7)@`pmLCfxL}=4{bv;hNaESuei;oZ@A2j`>-dbGO@N1j
zzwGm1z_55%`(kgW?cCUK=os{S>H$;08n<xpNeqnP2T^g$QXFJY0bD(U&ryJ77D>h_
zE>q7DKeV^Uvr~So`BZt;dQ(&)?5w0tf;;5dj&VcP-FO=EX{s%&iK8(OzP3AO+Aa4w
zRr?sCFA;wAHSUdAzZ%Qv#SCqD#el(>ZzRU%K==1VAZg)xS>SPs4Mi!6Lw$smJ0JF}
zVxM~7d#hASA-{(odl)jM1XW2c14nuA6RQ*Od30gP*%Dx+2M`O49z^j9h!%QxE&&>w
z1aDm;NLvM$QTtKin>;@9?ypGGRXzv$Eglz`KYa30zJ|jcnf;qS?fLricaaU@+r{Ol
z7sG|%AZRYF9gYjt(-+%WWydM_%ddo|esVQl)lE@{eatcI(Ll#Dv)kNTSLRuO2Dw>%
za{K)ncyQE{(n1o|%cdg1mktYG94$8!UivZSmZg^qw@rjQAClv@^;nc6r_5W$6Y5s4
zlfV}WOCCjtygjV~*R=S;^E%?7b?NLg)SkzR_dR~39|UAH@UCOXY(I<0Ta0w}rBb4N
zRP>v;Yp+V9niEJhp6@rcoYwfMI12>c)AK>M;CKsZFXoOpO>^7c9*GZgft3baq1A_C
za({tNCAV@sJG(8C2EE2fbiZ&={Z0^21p;>B?)A-4&W}V~aY&Mci~|0bfZ3`JJln~a
z4h4r4)icm_^R5an&F?(;Q>d)u7auw-vh6!i8e5b(0{8W=Fph<z7)8S^t~xfaoz27l
zR?F&84=p2o8isf!Wlm6(HFrTkwKF7{nksz!NA-k1NX*>7pW6^VzJR#GF3ZStu{c#!
zrr$-_<T|Z4PaWxg%-sLXU%?Vj??GwZMlaSd+}F}V%+dp&)qXvM>~QE5m(t~pgpxV<
z>M;-scn#ai#?3)Ic-c?+J15FMuD&xnN%cORLt2j?UdIpjg2$X6WGURHs*GwcdbOee
z2d(n$y?so|pQHAWCh^`ok<c1=bV#NMR^arTe-D3>11&df*a%}{OJSu!GDgjFM8(aC
z2fPjjjPyB*XdsJAA)D=_OKz{23J|}G@6R4f-?W8^QTtqJ7LWi}xK(yp9eJL9dQcS;
zQZyS%5k5N#H{Mg{SnTDtnSv9=`xNqhL#E4Pn;;I8k~v#{>yshDUA*#@_les^*9<rQ
zZJy1Gc~0VtzRc`A4!^rxb*+72;4*6ZoBzDOc+&*+VdxI$!}eq{pD7iQ`08a|`|C22
z7`qs2bNPa$WHx)D#5Aaw02q**yqZ}n<7)H40@=po4A6Ai?tx=gbDlox;%ewhN^EG-
z;mFZ0T`pNsWP$sUG#!W>{unIZcRi?jZt^+14~KQ1C>%tgQXWOo?Fw(w0IDx|aOuV4
zmD#lNY<QaR>h7o&C@e&^`9u?K;Iy4+YRqVan;#&HBL7zxh%-@>O5kOEq0U5zYK8AM
z`}o&kHR1;nOs<yt6-BqE`%t=#WDq+}zO}qhi7IKSLPQAa?Xdf9?x%q7`;U)sdAB8V
zJE!NQC;APSg4pBS*ZZ9w)WA7@Re^+a+xZ^4NzOdz+jW?AblbG|G>&6|)6*bj2Iolp
zf-mEcQ9ePw9uika;o7|RRa!Nas0H(_f^?-swvVv=xnHQIpDzoj(;YND$M<VH!q11^
z4aR1-Q{H#4s;UNR>MSNktpSAp6d=vp=S=)vP$OSRxIeq32>a~f!#4`(k@KHknl=Ek
zw1kD%%riLmc3nfCoOzh+Hs3hNou*pjC)Oi`^)CPezw38r=4j<<pYlv^xO^>DYqg3q
z!^s1int1(mmNyviX<-BNrTg;fce6{=@QCCbwFm`R+Vr+HB1~CSRe*vjhOPv2)U$gx
zd)~`CI6+k&3I6GaiA@%ic2P<41f1eKD=G~CxYfUQwlt$m<IjGBKrDhC&ikx|@rFUC
zRd3?CR~9M<atHPtbrJLgnBK=LV3~m@7SxWX{I)+3+#z_&@}E`}3EKH6okL%a1iU4W
zxg;R@3LjcQ9=}A@rYM{mk7pl7X27>Xi9Y7z?bL!{JuGOqJijN^-?|j3r}l<)Gx1f@
zy#1aC=5i<6J4`Vz-b;C1E(b$BTyT4gPvvDj_vqoEa!mS*H;=zyjgDXQKAGjGA_2hQ
zu&7avWr7Y4pDT9_@C@^srb&c2%-}z2QWwyS`z-}N6-j^HQVO2MPcq@>IE9-r|1?qt
zSp`gJ&OVH|p`~y<E&VOnjj2KPfY2*v?qWH#h{BLs{o>fd%_(8P<q~}7AT}hfS+Biq
z&aKZ+aTU}y|F-pm)!fKE%I+Z1ty?^FhHTxk_zfq8EdB!aekjf-_4~f5J!^cvbhb+P
zOl?&eu>SGL2#$}Q=LrVb?$|y%ZGJtk=@K7o)Ad84<mHq=xJj_5^8#LEN?Xjv$B7o7
z;O^4j?I(va0CfpaGgHIOe?fsTGUvD0jnK1opyhO*QN;$ITh_jyotXU+%AKBwe`*cM
zes^^DzCMXZVDVHx^L*S40NS2!vU%fP($H~fdvXbUJW^@f_I|g=V`&Qsz1KcricO}|
zTE!~pxFjU;yYEME`|wL2B-{;jzH;-cftD_xq9}5oDO3JnqL51bN1UKNz6^WTnr{J5
zo>Op?nfN|$;5_h<8pl~<HqwqT%f%18!3F;Of}bO(u8)UFd^1^>fgr}S%lvVoN8^6k
z{iuqgYVY^-eeaY3Zz??z+`yL{oP$Ue%pXq!)3g48QcfSeH!WR<Ox@FB&&NPMpIX>O
ziuv?)bF>Y9=duRaOw(BCOkz*3^n=(;>Ne;4rpvM{p!rMp^E|KAq1$H!B{ICDcXPp)
zq3bS*bHb(%bIt|RV)S??>Z5ys+aQm3E7m#B0A+vCfC+uxTX-X0Z!s6P2D=PfJhDvw
zD9#WD;6pT}_fl%&=NCy`!KdRcu64<7!RhJjlXe-|^LArN(yD#o39<W#o9o~}e8NY3
z+Hp$38`fa^HSYr@fmRrIkApz?TUo+A%FX|QZtg?ryl-1!jQN{8RyOYpp)YOUKD=Vx
zHJ?9!<eDRHdQqx=pNnLGh;c;`%zX&A&!ZBZcL3ERZ0}S5gp&#n58`p0pstzCiTajI
z7M8+zcI*B3u}9B`_J7sBtQRcs-Z&3Sbs4Dh7vTdFUzHDJcaT#B%kb+#GT~XdGpi@_
zmz`#<T@osw!e8)%#c*^M&i)(s724JT1C2(G%PD659FNVa7(R2Sl@2Hcvb3)!<H7oI
zZz;9wzq9T)nRiCl+&i^GCFRbr9vj?&pRS)C(;!Y$aZrgnZ;`4zWnCqca;X+@*Dm}N
z(V&=W9t_@KW+en{$&pK*7s*cmoA_<|{s}7N|3~qpd>`#-gNqXTdhF(a;P@|de?Gcb
zH|jY0vrLAmZkPrJa0)bN>OYxlYsEzwy6Y9-V8kns0ogyp{WP&+9PW-V!maQOVkL<<
zq;8m-E9xPt|Jc3`)^CL#y>UL5nHt$(-QWVB>ayKzI(>=C5i*oxPpevyeITe7r$15u
zYyU`!yhk7zt!Y-d#C}B9H#oy;&-1nB`0293RN!vTKg`0?i`{4XCeR=t9@2~Ht?V(1
zynAz3Y27nwnxHj~YUt_we)KM6kq480rM`8&MCjN<c;Qi}cTn8vP(@|UjgD=2-f;{e
z@jHLPvN&9wtccVZpummzz{-GycWh;eP5u&z62zkX<-5oDkWOqU2!96QkeVQkVdM8J
z_1?8mHTL^@&3{ODQ$I?rF8Eq5nU4qHvv~>9u>{W((a%nmf^4WcwxsMhZ(@z?=}I@k
zKh=8RNPp>rf9u8;AU@e=q~-R8ZIV%&1j1{Jw=P6~q*FZC(_Ij<zeJ>1beQ{4gQzVY
z&JFrdph#$lZwZRF$WmJLpdZ|N{RHN~lifp3fhbd-A;-x!h~@14%wB4$d1Ky{A~HC5
zy$l{Re@-$S$u)}l9x<F3%3>l{B@gU^E$Cln!>bSYpD|`86z`Dfm~eNuB__7q7g{ZK
zIT+S1H6^=%L)A(xAyBc^{I%++V0{c#HrKg^M`|6iiha2b#uH#Zhd)Hl@sgRedw#OG
zP;xIAHj`X=(_aII%Jz}{06kM}Cm3%2Ng?>lgBAAGx**3pOa1kO!n%aQ5eIfMp={&R
zZuB+DO8t7uITa<)39=I5A>Q^#xRy9}7Q%!6)ps<zbUs1#?L0T|h5YP!A(Cqsf9ap{
zH|)j#s>q1?ZgcP=;6ClXwr>QNv~!@U-5EHL{tR}b&4$K_@A8YyeU@Km9>BIYVQohK
zXuP3!_dv|--A4Up=If*#OA=Y0e7k1(3%1rbjIO4H4p?y(K)AfTzM%Ut*F5VJiYF4j
z3<{-UJy<Qg>rQqOQO&H(dZF{6)M6EYefO)JH5i~%JzohvA)sy+)U+kr#Mw79+|yV#
z9}(F4!TJ0ic06n+D}A?|h`5Y?$hF`?TtDG-tcg$R@W#R3CvU$&xFfpBA#9+tAI{?}
z9%=V!x3Ef8rb`}5NBaTszEZ_((m=p0BzB!vNrj8bN9q4=nG_6#d!!SvA%fk3Oujnu
z9+7wXhtVZRpWopD65jiXDuSfmfrGj}6FGdIcZCJ8)oAkh?Dc&%;HvoxF<$W`wHE&%
zv=ih}xc#dB`+A|`#WzI$*Svj41?e2uGE|4|%$^_A_I)Oedzu?CI6BSUPfWNN&*S%0
z9IueTVzKJ)F}$2Em7{NR{W~QmM}oqf!nHanHxJ;gc9Tg4F=Mfkdq5m<<i=hm&hryG
z-hT1LJ0SNZg_C}leLHD~Q{dk2t^R3IRJE?c_tknls)_*{qoX1%9NI-y8}T=_Ngq<@
zb?^!_2%_B8mm!!9E3*ACUnWmj@=W2^^Ouj_-N1Lx$-%6WskjxT%!Bkn0~S#ClF!3Q
zRIdf|C%dQQnf;rGb<ES+))?)VtJ4;s$~AxMdJc7u0%@1Ou`_6oUICd=%rR0QP5T5V
zD>ZSTWz9b}q`qDoH@8pOApqpxUQ%f8z%ZfDj5r?zUivOdJ=G(1$Qx`RU1eaU*e`#W
zr-6Et&DWG4xflRO@FJDxnu0o`0Pug!7FZx`(Z0CuA1=*B??^D(oXgdl5kZLf>(Yo1
zzS|mtYC^}SKB3Jr;P*_B(n~M#OBibjlzKU_S$2oM_Y}XbE0@XY`Hu*2|BCw3zVAHo
z?7VCH_{_fW{yE65_s}3E*bshlF3}yX%3(V0aZvqBd>`neAiU&@e%$Dh81Ygzz_bT*
z$yCZrg<q(LlQIeci<XWM;*%_{uzONHK=EJt<MdUUGTL+QQ%8)@jD5ZBA5ZXy+}*R^
zuyUB0-M3c3g?@AMVf4j!|Mc%)_cEnL_I9~f5$27=dn$Kj$BhEh;@YjWEQj=2F*qL1
zdkrmCVD?R+Ip10evJox}1z4d(^u%PSY>df%hI*6MLCq3BW|Q}^w1&R^#Mmut!jHIU
z>WC2S4t3yb@&qaQK^JB<(&p7}pb=sbPsA_S%FPKO%XKCkG27yN@+4@c`=5Qx!4)@l
zPZbBu<GZHj#}C}s=`g#jWMsc1<l&t^yk2q+1W8X=G&wH7rYG7SK9_2wh@N8dy*S1_
z9Yk@!wlHo*RR+&uw{YErOT(k4`U5;`+(&=j*LCP=v9iKmvNV-TH66bB=_J?N9IN`N
zus)ybHrX){%p~&K8VEF&cp{0jR3Ne8PtrhkALUQdflvz+^*mz0j(|5S&6weZ?k(P&
zn2!24dwe+0`^77yd%K;g@MXv+3$kI4{$81m{&`SUbphvul;?9n5Fb9WAZ3=i&Dn*c
z0#ZuuVHQ*qX7p*ltMvVY2lQK)UDzRQe0yX+#4Y`?dq9$Xo~6BiIw$p-6+bHA4Q^l5
z6O9Ixg8&&Mh$0$Felc{&z7AUH;;ENC#mJc+{lD8UZA-h}M^F^Lzm0FJt#AF_s7cU!
zf>WAXK0e+z!$au4$$vy@>`dFnCT$yw%F-iChxMoDwxj!QG<dy|5TXLVKbUjzl7H4v
za4oCI!79hRuD$zn$#Ne->E20>(3qx{5J}#|rUMWnF8PIR?Hn>trUt)07r13(w_SHc
z5*{v$GNE)+uF&GY!JcxE(POwflzgg9R>zX+^&krO9XzvS$!SFT<LIr+uc&6hS^Y6p
z40+@d@~<KAJey3_!xZLq&<Pkx_ZA@0RMWrnK5arVmH|EkTUFLpA?)d!PjbH(Vl^BG
zW>k&-bRf6~?R^-h(oTZI1y39)PedtwCa*7nLBdLeR}YF=GkUKC`~bCa%=cZh9{`FZ
zbM#ye`reLgt(T9?1(uXs)5#txcnX8*cH{C@4tWFWOxbD#^y~TLg_-@))bS@1g$R(z
zLYlS-3$Z>ISoTia-!Jm;)j1W+!70D(F%xR-Bbn3z8U0X6L>;R?O_@L|1zaGPzAJdM
zTPnf`eYM2=mcS^SqmCDg(67*Go&<D&w4;NSjhh4?;$7y?&EVB%w(mIPM3>O3mxflX
zcbCt9nV!e|s2Clfp*Z~bAH7#}b5q;zUuervAy1Rn-}_?2F2{O;Xn64KAe$P>qZ6IG
z!^ke?3$3srBUhLRObmdQz88!yi9!iejjrM#34VPgn4F#ssw^j>Rti!mXrT7m351(R
zCjJHfqtV3o(w(3stpB(yUseLkidJn=6(q|OaUFc%^AOSVE6!u(M+9CKi?9s+p<eQM
zdoWEly>14h7#K+&1Zz3Td4H9Q-{%wEYO}W&n+j|t8q1Fsr}oT|kO0)EOPP4~^rHyP
ztM-}v7;nmcVd#MU>9qhq3>fUe!D*X-tIzGPnp?J2T61u?z7Dh`r>m#()BQO-9#8wq
z&5c7+$S|Vwb=DY8$?2*P$0x=445bXh=9X&aegX10Y=(U!!S;UT>8Vyq3;R4AnkkLI
zVs~DgR(PuY>Om~LX8l^<pa^PQzisk>+tL%{p{LREd*YDes^+IBvmHz4EPvHL_vr3}
z@Sdl0x{)3F(e3li5&JbB{kL1U+s|94?e!DR%3QAtwxK-@;Te5DC<pI=YUv_<-2SJc
zU$k}Mm8`C2^x@3Hm|!&kJf!UII#gPCIF>e%0Gcc?3#Fn$J1aA6(+iV92gKL)mxnUY
z9>G1lD)>P4x_!nXK9~^Nw3UAo>=_nf<l!0W%%`G@*jrWQgF2Zu?>H>&VX^EmOkf5X
zl#Z<Dm(F~*eUez9#FBs^+pBsYM?5uH6OPIm#|^jw&qKSkATtmg@hNJe#@5H(SE|x)
ziome;slHtH!itaT<sqQ=TTHqwKks*Ca$HVHuW?z=ilrW@uNv*odeZ5KOelx8X!$Dc
z=ha--2m&1c2|@QMn3@k;&GaI)_3+mSVNL|V+KD*c$5eQ+DE!*q6?qz6R)l*ari%a{
zbnL8Y{AzcEliF}t&KDylU*m)4@Lm++*6Awf8NknbCUSX&q}VH?>YXl6yx|-wY5n#f
z>p=`$7vFeKP{?;c$`?3cmuD}1d7tYClA#?;0KN000y*we{CPz0@%Eh&!j2x*s6y<g
zO?GQLeEEP7Itc)Q=1WvE+GsFeo$eG5r3G8H9h@vVOxKa$fQv2<WzP|lduN;iE-8B_
zb>GRKf@A=uch}_H0#XIX7IoP{P~BLnH4;JIO<XEUOAPxaBP4>)!hV^s;c!34eU9Ga
zi_{k{YK&iuabNqxJ96nb09Xfql<rcAk6bHcs6tT>l@(IaG4&M8{|cKZ^vf$LJLJFY
zFBrDXu{UH$R{&_DQ(o&j^p2GubH1(Qea|kPDeAw0s|I&_HZ%A5yQ4ZkVGYWZ&qWFM
zn2v_B-kpnKgs=y>@1EuWR$J^l9WGBg-47|8b=Fj(p2KFAkA+q8RTtvyp0lh7wwdm0
zLDW$Me87bP>RQ<CT}TmtKMjOgl6Uv~)bP^TbdH0lvlUFF6bTJ<?M&X^Zp1z=!XfhT
z$}D>sVyO}wtvnCq2ljp*FxKa3W5*v5XcX1|w9L%+yI!X-swIp(Nt08H-E$>6SrWlq
zT*@gY&;QHtLuhat5BgbLxRxWyea+tcDTfE0D=a^@DNLg2Z?OKMKe*;pzJZ2e9yQ=*
z=EK<-IBF~fT;^CV-J4CCSc#W2wSSU;$7rlXh$U>mHv5DGjfKza3y}5o`4#Ko%L<}9
zdPB_u3U^|ww+F;GJaz~*d2-&8K}G%xtAiUM2`~Fb$-n3Z1j!BLKNmqH8lX6#N}i$P
zlP+ZZw0<PSggN=89u?<B#HYfjIPWG`H>KhbZZbWl<de`&6rlS#THn})-SIr)Gp#)Q
zR6&Ya!Mkqs8{54xzg&MrK=OBx5^fC_3PgJXZ1{r#9d1#!Yw!-aeE3aCHhzql7Beu^
zAs(j`3!*`_4U1u5<o1%@Q<$*~Khc0=hjjb_)m+y7`Jzl_2ca52fgTGT^a0$4vHkDE
zx6u-Y!UF#A?kliO_~jYB2um%$!ag^}ii*(rE9`mjen?DmKQb!t%p?VQZU{&~u{2=(
z*f<0ij_088f;mjl_riv~D*G*wKYuF7MwXse3i0w!SK0DZTG@6iqOQCXG*LjuZL`d?
zP>N128d|r=TF~Gz-`@6l#iA)xzS~v`%c7V0gY)rmmpYY_sk**eRymx6S0tbKXAJiy
zv%QwzPotdTI7H}*kmGH;UufE<Qdz=Z@ok?4Zx4EPbsy;E6|<%!3PXG3?Ip5bv{-<*
z8aD1eP(=0E^!K(L8$}YK9Is!oUrjx7y7^#XiN*Ew2#-Bbm2jan6l%T9b!FehfYE8@
z>#-B>oE{3@LJ(v!V^c_M2phT-Vz%46!~SrdT06swu`CpIB|A)cXPRZ#ef6{@4<d>G
zk2A>q%T@Cel8Q=Ura4Xkxr+QZ8?c-|lEnaR{0E&uuT4asUQ{|kr7vdXQ(*RLDk$d3
zC4y__tMNeUkMz?hvV!VrAL|16*ZmYb?67LT+T%ruSAOTjJ7G=tsHHp1@?ma;)PL|O
z^SloQ*&kPa<$c_|S~0z^IeP?I0bpE2!^sAOrLkYA^k$l;2hr&VO&CoZf~|9L&LMpP
zk@wASaOm1CT!~NB5E3s@SzQEBfOg{IAUfjR_}t8&hm_~mmPc<zy=x&{u`y45mg?Yi
zA>H^5eE157IebN|-ro7mDqY_Rz8LI)UPWR0r+6Pt@)$u<T@uCM;!9U_u7L0QQ*qV~
z4D=(uweuxk2AN%&mjF{_vYjqHd1mwTg$!<QV5GT=Q$4sOIC*;}N!>2h7d3!{J)3PA
z%~a(4Njh*jOSOGDowD=acu&K9X@(L7K2388GX+0$Cy@+Yr3R{KWhx)OZe!6Sb^d^!
zBb!(!HL!GF%mes@s{8PhW$hX2Q5O!YQNb9=t|bXmwgQ$e!G~^JsEg<t@dxxuk)|i(
z1~E0}L!MtS-Tk3zE!c2(dzI$z1IdyonqHLNCJK20CsL}=frEGNW9X8>huYu`lhl9b
z!-vT3h$30s=P$YhkEGZeXxbVX3IW2MwZuZBqSgpczi4G*9eRF-d@z)w-5DlTSgPF`
zrT{m2$YtBS_dyx77=HuIS)Xhqay0d{0VmZEv}@hxN&9F4KdxT=c*`Km$NH(6+w;T^
zDOQ$0+}O5Wmua6no63v#(b2-kXK<F6pjX6E{HP*ByL+wvMV^yVf`@vt>@zmraTnGk
zXhB;9V-6CO#}p4gTmSWBLI8{f%Q}8&0Gtg=Mc-Gts5%_ytI;_KBdS2F`#OKKN#O`@
zpAC&dZTME-@7(NX-dNR5l;S0A-h>L7_<V~N2e|>pPqS$Hp5L4`%#YBtg}WOG7rY5`
z3s1gOsWqf(^md$w*lomwBK!ZVa&v7Q?5yeoQ=fym)u!7C!$4Iv-Jif{0Ga^SNO;8!
zZalMZd_=*QmmPhJ;n@PxEi$i*sBfr$qai_`es(TYg)xI>XCuK=h*lXu`tG!6O~Iho
z<^6MgEVSgm=@$zbfTYGfyLYRL^nM++8~6g^NfU{^69qr%pkF96uzyqWE?1;#wdN4#
zH_7a=?GUKIMxwkbs3=#cz+h(gG@ig*6gh(lG9xgLfp*fHV(-!$E+>7l!b(=rbCLID
z<Gn&Le7y9cBzv5Cpje#CIriu%c-$rb$OmJ{9`_{+%AtiFlZOpd9)=0}ZH2L(f-alD
zU27W!Tuot6y?{6}maXSYU#mUS7)A?qxhuuxPY06|`x{B9M78zHX@^RIs<{fyno2%V
zFpyIF0lv^KkV36z20HMOEgRjCFGzp2dmCQN?;!f=r&zr!JavrE&=Dah(>?d+wgN?o
z5t$v#FTLU6v6?wULsBP*pq2P-fX7B;CXqC#Zqx+z(o^hLFH?=>Gb}`9>+vjw-ZRYK
z(<%egpUw-_hb%PJ;7eKzf<c?gBUPnMb!$F2PRlu*`Z+v_rW%YQGG~XuC1PucdQG_$
z+vV*yT(sXE-W1rYjoE+rbg&0)M3rkmvBo7ZvVhm88j&B=H$%MY65hj%EZ?dvR9KI|
zMpj)j@7*<NuATWjrz0SlIx-Wgk1*F^xWNkP44@Ml;-|o{+2q=g-#O>azlF2z&On8m
z-`rsgjZ|5e0Zzf)>xVx_e~RVVLLEt(tOuMU0-yu^i*~@p(~jXoaN)}9ygBo>$ECF>
zrulMiKHT9KhFHR(Zk7}*MT0mCt#j@`Y(y$5)FXOdboqT%&~N(j4OAF%B>vjim{4)U
z9V9h9X2SNAV|8D}eLNc7L!I_`wyvsq9UTpoDClTyK-8e&G+2H+?X@n55;C`!S(v1}
z2NQ*(ibu1xu-d}G8*V)>*B5`Siz}_w`*gMM3tyjS{i+JqJKU*U<&pw7zw#@NM@@kq
z@k&0*WoPnAii2t=F)JZ?-0zS<e4?aMN$Rs*%kkB*`}~8T2;b!!yvEP))jBu|eAf9C
zB%%FtLiT9pkTyxjydw{bKkTX0exQ4US)v!)htzZ5_fe77ZmV&AOb2&V1nKW-kksz0
zKAXE`>4~K3vfa%`;p?o74Cy-ium?U1#8cnJ7ih-x5C>e*aWLtMUA~^DFgwUuK2$X9
zw(NX)P_G){f#VJDtDXJ)XuU*R@|c_GKhtwre)2_PEU9`z-?#5TpYWOfdlxQc2X{Fc
z4P6g<;||qi!r=c{i-CMd{W%Dxrzd82-0B14rG%6)Xpa)?;hDcR<m#FCilABT_~*1n
zh^lWif0ua%x3_Z(Kzu!MAq9bJl6Vbb#NJ%W3u#jJOeoP>0>j);@(!ObLB4<IPHxUE
zT@M;&jD{#q&(OFFo-K*E(r2gMvr$}A2$c-aWCSG%f9MbLFqz4pIFR^?fNgo6!cq6S
zZMjK0`!$}hc*-gjKItO4QZjUn1JnzQwi%DFU%pQmnRD)dbFXv$#c1i-wl~o&z!4Oo
zVZ-W+^=8PLCB-6n3-nKbtRy%WUN8ldnPY|1i1VlH1OhEhYztow!1#y3KY}rtS=C9q
z?Sn?euA>QdC*@n$G%~k0tUKCFj&!;YL^@se2^fpCB;4^t2P0j}@y(ZRH;-79piJhk
zFrX1n)?J}W158$>v=@R}*DO&VWu+u9h9*DEUP307HB%OupQ@O+{}!XY%4vxvtg8L!
zktQrev`O3_&KZau-btSp@mquu^q^sk=!h`ddVJFX3aJy)DI5^DpBE;KZ62c?Pw8;%
z74tZqyhPiCWo)p7R4_@i2^-9SVT|W^=@R))H6}~FxcG7XQk=;^Ub)M-9kD2>r+r0<
z-4NXtS%)6MWbw3}_{lFc&|qJ|k;PP?xf^V&*6)H}p{5}W6KYfCLH&4i9FB)|(r74V
zV<;5d>`VJtl+;fq4&lGbCn~p1u$;aCzWeh{NA?QVVZEQv`tjG-D_otp|FB={4de!y
zkLdT_lh-qXhtl#>FZP}K37tZwIZ@0WC>q`dhAh>QVtYPN^B$owFQ1dh+f$)Qrd1r^
z9^Z5I5cJ=1nEJb#_GcgZg#uz%PtwQQy^PG(Z#<OqCq%-3J$II$Uy}fcgX+b5P2zWN
zketwvAK&i14O4BJbNU~=GzRpt^5T7Ss3(Hrg<iWKkRK0Y%^TmJK3$F$-s;T|*m!x+
z6E^J;_QW_wiiMOUvlf69DP6Z$A3}aK#f^XHocc5+KK;&AT*V<ob^Y|9S1Db(TQ7`_
z4+)ihwZ1*rnX(l|^pA%8@o<!~TLB5j!9-H^TA28*l8ifC;<G=#cljo7d!l;3k1p}V
zAzT#nx@*j%pba}Re&`U!BL!qE{iex}<Arhh^$Ay`R-;#0qsi>)d@tn<bGZgIErrax
zG$i4;dQjDA&Qg{>G<X_2i@Z_|bAS@w$f>l$e7d@Ni*$dH=A#0b*hzaVe#w5Y>Ja(|
z^>A%{KbP_ZMQuBvh1Z@i{QH72QW+SHJsb<02636$L*eQqp$aM?Rtoo@)5x73`8~R~
zVaR@u*Z%clnHcMW6rT}-Pp`7w2d_q+MV|A}NN`>iEuCJ(by`J$cV=0MBfU_J$MDXD
zISWv~AKrVq;{PC$*<vD*7CKD@t6LQAaxeCdkR&=9G^W1GDT0n<i0NbpXe3nXblU|0
zxwPOeSvd&Q-^q9fi@C-o4A<@6-vf9Gm!cV?FLxS<k6noCW>k}n9f<EGd1l$d{OOJj
zF8SIgA6U}Do_v9imh+2&|A%bhPmg4ry=JnVUh62Wl#Hqq)8@#AD<J`m@f{Nmr^j$m
z0ZIaFC0M<YXah&|W$GyIOiXGD0s;u_Qc1oWh@sb9`eFSxYp=JovEw7rr<J`PzdzV9
zb<B^g0bz)7Hy;n32F(ZCxuFAhf>a)7dk}3f8KK#yj{#Z|pZ;+_2dN)DuBf9Re61=~
z<S~n#C30We$}g#ad0lk()vDqZT}UAlc(eqZm9h)L?hjGU9U&)w+m+@ywJS=xQ)$Dx
zJ2Cs>d=-TDgO%!s)n1Ck6CNY2@B~^Aua){fQTMhh=~WQ~#7D=1=pRoRW<$ZHGf|6M
z?fiiH%<=Ddbg}tcYd^Ie-<`YEPsG7KvWRqG5!qMoaIoGSiJLaIP0Qowlql!yqkGLu
za)M*jNNo6ZuE%s{R>JUHq<JnfMi~+7%;iRpqj5#CHeuX``-dNY+Ww*C2SBKR*Eu!-
z;dF_*j|6pJlSH5mo6@?9da9Lg&rEg-K7^Q=FT>=KAnkEjO(#UoOmA!8m~I9#;h8(M
z3VM1wzvA%n)mBP?7KB%!8qNsZ;rvt&!>PKmJe3#%b?_j+^=fEhnLDzYJKl7zhY)vt
zag`s1{nb7=6kZptP~Gcy@N~F!wqklWa3kmgC?p@;Nb8RU!ytSUdmSG{127|8K&-hk
z3*P5)c-pG1U2hi-J=TLcDHLPw)~TA+d7QJ}(4SgQ+#QGl<4lP*m?}NQ6r8A!mM3rj
zw)H*lBdLdGA|27AM==%j2c9Xf?#Fg0t-X3Wh6d8fLr{ed3Q(F-Q!j}6^4-qCk(TfI
zaoZIPAr5MsoZP;{YIl4!MD6TZ78Ih5TLr}uN}vcB>QZ2U!rNh?UhIw)l_#uY2z1ov
zFTK)zdc7q9Wi}n}Deq<QutZpOcs_%Kv}>;@^|IFmL-s8vvOFnz_@;p=RUvzeSm|AI
zB|29dpy3yDjVMyFHE6K5{(c-rKrP=87-2g<<MN>Q#_y5&^0|<4Y&wj2KBurluP#zn
z+LvF?)?GQKR{Zr{f<NmZ)zDmfG!T9L#bNSkM~>yP>>pL3>%5c2P29H6Hz(J&r|Gq&
z_k|J;V^msDD&CiXoQEoj0F+Zzy}!a{oWRcAqa1UW$#ibY3=2(wXD>HbNfX1FrGhI+
zd>}Kb_)_f<zQW$M4{PU_PZ8mL__DY;d-!#H(x6X+uDP~?9*(=LhK^DnPVa+&a>`XU
zumL|ag_ce;enUflTso@JQ;(vp`CFisI~r~PV4HYuWaU$ZHQU(h7GkEox<7}UBRPUQ
zNCA|a;;`JFUz`jI2Hxl;9>X~J>m^cQEHA5kXXH|!=(cUwzZH-TQ?$hJj*wCg?^Y`o
zZa5iFrh04@Gz12MYw_eXCavRyD1RA3cq5ll$X*Z)gCQ5=C#Fyv`2#2h$V>i)wjt=l
zHjc|cmSD0uQUwl+B@wXLK?Q`s#*B9&WsNB5d!~e5b$QS@f>!W(EL#=h1&1^b_I~W;
zRF*x}>AR|#R>L`OF|0ow@sE1(mLBz5%@wJobYY5j49P5c!4NDx3lt4W)id-z&TU;*
z`1Ig>{J9)a-lAV{Jb37^3wA_r!r+?BtuOv8bjV9=`FkSeGsHU%vXzr8D5DEi^eN#A
zIezAS*v8`uTcFg050EJYeBtVQ5a@^f3ZZqGOM%tH-#Fjcf^R!wRC|#%=!emIb?(^W
z%KfQ!@*lJ#X2gtAS?uS_8uUdyx3A`Wd0X#GCI4oDKxr5kXphwe%VwoLyCY-DAz3iF
zqdh`>mwUMtUl>_$H!bDc40Gtv_AZEj;0h@ksOL4MsCG4h#t&m1L71cuWg>xQi}&9w
z+<4kbSh}+8>%lcIv(wI**ABNWp@Xut!u5H<-;oW-K!<^MttSYDADw-Sec)GutWvPX
zuhu8#vpN?}$0oP3)BH=S-FW}9cMP<YzcXlO=G;n8G}2mRp*eyJt1_EYtL-ZfTSK=u
z<9Kzxh!vw%FRQ&b=R~P4=3~#M2rUL|Z2mX06~*IFFXL|<rK4Pc!kGbQddV|B4d$Qk
zzxijIX7Pi&9|6h!JXrjDEzlg|TB_CmY$uKzP5mo+;;#6H58c{hg}<&8=CZ$<HFK~U
z)OY`_N#7P`F7Y?dzL;5r-1|bb08jqs`BqVn9$XKXM*Q~s(EA&G+I%vV?h@~4?G9a{
zA8Ppj^B(xc_>4nH)?NJfiK+Y2Cv?@z)qGT9>7V+pH4H!P2Bi@(AYdDH4cosg;y+t?
z{;NFyg6|1R_UMNGDPUE{<1?*7W1&CLQHD3ce;>_$HJEtsf#6;S_4a}2ZNFFlo%i<H
zE7BS?P4<cgzIeGhILCe8QoHXP$8OaAu}!o1ASnCexVN;h4IncNBM2JzD)nC!@lLw6
z_%9mU!e4(66w^|C|2;zP57Fv>?I<}+2LJajT7G^}seTsAZjwgSMN`$wf3`v6_T4x9
zY4WB1&toj}zgXtq!~fY8MNt2Xqly3X?>~pL{d)%-9RIyMng2ad{m<U^ZSR-h|NA&;
z<O$jnqViq$|NF}Syo@56{NK)mfBPPisp$XvwEjIbFB=qY|1RHLCon;vmFAgL_z9-P
zv@}`L*+~i+x))@{8wAy~lD?MZ^~4Lh{Rt__TG(2zeJ;N`*nQIqe2<eA`U?MN3u4z)
z`#YD{fJc*gD6;)1O4R9afDnzr4#od|l=$yQ_D!LO`(L#9?}!lK_L!IC<_b&94`E@%
z?Kg!JTx#`F;kTT@x8sKU3qK`mv?9nNh@u=x#w|MGw>iW&Tg83<96tMtL@{y#pD@H}
zX0n}XAc}tPK`R^Y`aV8yKK3r67)tzK>qf66P6wPw`bI^GPlKlC?@UuLsRh4{7GXix
zZh8z^=JW!dj^X1avO>klBq^4xwjBXW**!fvs>-TH&+Fk7>W=jM!fq<2R;e_v5NQG`
zRLF$^MI8)^eLg0iIs71qC-hg_!+Vbr__MwKaih}p-g9pO{S?rG?El;U=96h+4Pn_T
zyY%{b+vnlh|1JHnp061lUFpZv`++K_LOMk$DtX*POo+IF@UH~}OLc}P+IPLm==2z|
z_^Km4y^IAkedbGMFfcDd8fScb>s@ES(db$KCRe!0pB|8^hw3s7Q2g2?`X4GshR!j9
zLz&4NMh4jeCulJrLxG$tk9M7p#$WkRt<v_^$`6Ov%DSW4Ug--6w(P9=WmIqFSbeVp
zX#G=uXIcB>?WeBvL(ELKPa)Re=i(FtIt6cmHHJH1Z1*Wcu?^~z5WqQ~CX8t9h$7r1
z6CZN4*U9^-E$k|v-Gxzn$~B%6%J|>wW|$R?Bmy{{l@}k3%FQ_7zJ2A!@P*l}co~V9
z-3mLq9h6Og7^f*a_aa@6=ljvbIuuPXOw`R)-tYm5Xo9&GIXlgH)qf*D>M0C@%6CjI
zH)C&!OYrD;)V%+7k0W?S(Q<2gs&_e1PwhSv9YYp{Mf%Z|c`^p)5;uN{#)rY2{PF@k
zxR`iLvjux8oMzMvLU1k{sAVxgep>tOQKw{|mq>SV2Sl5`<q;y=!Gy<qpiUp^!=hg4
zdRQq}4l%*wfSKedn<Q^H-pvqL;o!88N6ywaK@KiAoZZ*7<O1=;oh}{tmOM?=o;GVl
z_A(Qvmuh}+o(5xyU)jhOjWutUHfO&0S*2>o!?ze3tGA-aAZ7uy(C|)e?XE^_nbxP_
zPrLk=W;ghDXbk<Lp8$=`I%Bo7<eJCJmE*fTOUr@#Cy?Dq(JC)*JwA_pk>w@eP5XVJ
z_xFGIg&}(E8l+DlD`)OW9)8DVJfnH^3eH@16JEcOIA6Vq8-exys1UTdk>A0WzLtA|
zqI|xW1FmwT{b0Me0}M2HxI=$tIXV$8oNp^<H3(8G8O0~C{|$LEp|E;9zoa60VX}};
zvgSJQ3>lA0=kIYR{%h<ATho)@uuHogQQ7K=JwhX30#oz&2-FdOY2T7oi;3Hx!CP*(
zh-E#QT6*9B=yQMSLxtL)XJb?Bp_Ga4B(A0sI4`gLDp!jhmNt+cpAj*fcCDWQK)7|#
z)D7%upFw5?H)!U^a<{>zj8t3dLx7_&ovwKGYN=TvN>Td4Rn{zXY;K;u!TEWvm*@!9
zV!ywjVk<#?^L2)^mdfOM*-z`CTDkbB)mbLhO<u}O&sCS-K5&+spE`PfOZP(4Rs_^O
z4#(;^Cge<9k`>(tEvWqMWPC4jnPy+k5Pwz$r|4f~v(c=0_E%CMR$$Pp$48R8(VZd?
z+xN73u9cmLzUdzt%iAp{E2Lb-(Y92bJx-M_`JQ+!m7x1L<49UJn<YD$KD>$RzV;s9
zlANhfF46S=9C@`LdAx_$A4D(O0Rl@iO-ImH-j6+;>6|@LWkfpz_z!u(A6pm&z#I__
zw{kNpYY5woYmAG5k`0@iVt2RI-~rZ@d=(thD%Z=Q9XizP=b_uGt1VgpoV)LGuLgn;
z-#GYy*vIrej#1<164XXH-w(EEmctXFg0^TJfTI$x8IxaM-+i69PY_NfH_Gj3mb>2i
zYffU>*S_uod>4L+KdUW%q<xmY7CdN=Jzh*5s60oMBz^YbCq03n)bW{WX9t>a6y(Go
zgf|6U%B8AJ(dRaB_vvDT+<B8*AGdor#?>)?@5UR)6GX@wFi0?y;x*w@aQryiXSECL
z7kL`jO{z&qYeGaC4C{7Mr@Dds>1aWOwtg~7)tum}89Y4o#iJDNeC`xj=ErwG;HK3y
z-mc--8zx(R*gqrwuE>%HpZnkQ%dK}3E!FGuQf9k;hQ>h)ZoiWJ;XVQ&zx2DsGnuHT
z+gC9tYn5Lwv!qz1Iy8-0nPf1S<Xs=Ho8-UEE{kqfGt%`fJwZ@zA9s85w|qZy1Blng
zD)R-Hg5fp<@y9qH_>c2jHgT2-?>++mWQ@iH$}?>3rH*^m@%3YtV;%7lTRLB(ECC_1
zn{#E{wD09)jdZoxV6mCS{N}IYv|>z1l$lT4bERvt$sHC2eKIm}_-g8boTYCA5?o>q
zkri7VDXlN<vN8iWkyLEHhG_5ve+)NAA~XN+loLDFr5ov}_Lid+E5lO+@BqZi5^*}s
zb$FVKc0Aa0x7MZHY3c~~CRhm=mwemLyw%xMG$8kCY||%(6`N)UOGRFbvo+A4PnhlZ
zO$^>KCfh=-|BahUjzSH^1^0c6-lcwU6I{TlxFo3TvS7kL92E9XufUZDtvP{JK4WUd
zlt2AWpZZ-<`(5*lk{psII0#J@=g0~Y(0&sC<p&{mR`=W)|E1@Lho8N7yWe-|F)5o6
zu2%UqQ?C!Ke&Rcz)gRRD*SI>^v3E$1PQG2MYsL!uWZJ_(L7nFx;*CZa?Drr3wf|vD
zS`U4pUzqIGq60+zX8Rm-SVoiE(fedssWMe_P}ybMmsNJVVeW3nG##Gmd}!Y+BfI;8
z@$ltr0|uKsKjVOJ7`5Rth-AI3qY@k}xjtU5))U@+WB+|hx=|dP8h%6*+1mj&`-QD4
zb2Tb=s>Y``z24;mG8@Jl0i2}0uFLJ~o9vr11Olsm2A*6?2kMianIaN_hQ-<{Ukfy6
zP%Fnf?q_V0OVOs0o{7NGLZ_F)abM=o@nmTT5aqx~B3!NIM|A*KQt)A+B_!J|{c5If
zmR!u^w0$4$(_q_)&0xH89iG{@mMj;ycSM2{f*Bn4I@;x-3Hlt~PFKt=TEq2;cbnEr
zW+nILwq{_XCU@3m+JX#-@wS7M3y)-?xNdhaCH#B+;0rOO+-S@if~!5+*xnZf$pc&&
zXB%aJ&y6mVx6VyndEq4)Qybprp*4u}xl6b41v4+&&EI#r;NxNaIS?qIHor<#c*K^q
zF-#0$!k;OPs|~){D#|5V-dGS!3TuJ{V(S9Yj!Ln#)8GMx$zPm8-m>6&e!4Y8?lx4t
zv_G0{yGI~S`6mtcakt#qZpP8Myyx-!lTa>$5@mlu?L|AW$LB$7imm-%?ma{X+O$ps
zKP38=Rr);wdYpNh1&^1$pInJ5bA;ON{;^;OpWCgF3AgzC`8nmSu-9T9hF$z_S0RQj
zzBl$SJ!S;iZZD1B-h#mgA0<T@Y&?F3_MxluuK6Ifapn5sC5F}#45goEWoRrI(%u(#
zBHl&xEPp?!6}^o~q6u|-{!YT)9*kB<)W3(rXuYH<>+ULmw5?rI&Uh{zYLDStScN!7
zUOJyi-|Ks{YXz8yC4lapd#V)UKRhG;ZZqWz%^B2RZ|*5vxcvqp!aEIVFZwgaQF`F!
z2{w^ARu@e+FY~7PKMw|t0gLMSHG^Bhh3<YnC(G5j3f9NouD(AyAo#+iweSa!t`S!_
zkkjB5vAkG++VH)J1jhw}^#_rN{IAZzrOvcE=<Uacrha8UEz|sR**oZ(>6*##z{e&v
z5u^c(lRa76K63WO;PD=EtL%3T5?_Wks##sqjYsuN`?*@CkNE-Sb^Bi>gay<0#3S?K
zLA}%x9a9jIy~*@VmK=54vy^_I6EJ5r0b(-A;x#mr8HQdH;$>S;(@nZwMuUy7BhbS4
z%p@Ry(>laXF+f43o4V(9$|@eFVNj%t=X0t+&bb_BBCzA1c(n<V$jr<tgxG>lqVes9
zuvcr3_K)Vc`jwlt-uDP_zsHO!6Y7}(9KkUn=&=NU5Ww|w#E#T9!2sKqK6UDy&dq!Z
z4!>fx1R;DES(|@C$WOsf$#L4#xO}{<fzM5gxv?z#@ng5Iwhk_8efKbR2(P!5%$+a#
zTLByE4&E`x@2V#Q$x7*{6Nlt`itg;aHFWwo_f)AfGDd^oVfy!94!W}xtVsc_0++<x
zpw$iu#5F#M8V-Xs0_l6D_^sYn;pmr)b!RxiL!kkUOToQOTuMHn4-K*9caf%XXUfd1
zOXI@W9>Y!ll5LHi76hF_Pv`sM!rcfi_^s#u_34}B(Ms|`+Cj>af4%2`8s6NCc5jdH
zdYIw!{JPMFzwVk*+M$Km4SRv17rO$|d6r>@dbqrToaivX_mu}85BLrrw?kV^LGZJT
zmbzx}eQU>d{ur9tPihB3>|r+2H#%mPH{9OX3Em_M>>N+t_pnbw&ot$z!@kkMni51<
zakMXuaok7Dq$pJXhoj~z?#Auo5MLRW35(mmLFk5sm_;bRX$Cn3F23(7i#G%>!@ar(
zj)!oFt1n$_LVnX8PgzXQ-Vht(2uv4iT>2r~ieEKi*B|^ZK6|*p=*v9}RI_dw?CPq*
zdu|BK2LccU2m{k0WB<1*ka;;?3*jDNlpl@twHGzMc(+=PzxW5I3+_nM=No7MP9db<
zbb3$3HDpo3cx1qW@zD!jT!_v0uoqvfJ2^r^y`PljK<LM0NV%qqs;1J;)8kwF>cnK9
zq+Heo`4CVYF?+^<wRA>}dNV{#DMr{A$D=!yu#C31bCN=14p7-zVBWLlH1mGlun7dw
z?w$_NAvK7j0GW#sleqTjU|R=$PufnmJ@zdQ^{<4KAbPiv(L-}K;ZAJf;u+_OQYJM$
zqT<2lAvN}!a}u8a^Qq|+uR&Dry$9L*eRhaSr{A-p{Dqck2P3H4fFqTF0Kb%9S#UJO
zkn?5pjaFBWgw^CXmK)KFcA^mxLVw#1?D~Qw?ZI?Y;b}&TgIdIWmN(JcPkmHO+PaRP
z<YvBhV4g;sZ*rfzeAAlHK)&A3Esh1;stf2ut)>u>5-6Ur5l?ZnA!KclCj~?`(1Z0w
zJSHJ08)+M11Nh<!S~w{C%|1JDHHtaKotf#vq&lEwD*PC+ocGJwaPAq^dmQSoBlmO{
zcg5O#%JQba2F2PASH2qs_S^23M;a_O-^CN`yOqw4_36BZ99DjbeH`9Ychm|<!=2x4
zTI63cAYt=<DRk>~pf11~pk)Hgc;L~$4*J}Vn(c>Kj%$36KnW+X%<gl5y^tJB)<=Xz
zN_;1)a^kObwU5<YNUqnM@zG;M7n$y<d|&7`+VY*`VmX(BI1X|ytQ)j7niH4+Rj4q1
zN4$f+rZzQ$>ckbSk6!|fs<c2qEquMJ!!M%JJhjXldD?zm!k%8{bsq|qZAz-&%O>DO
z@^!e5Ifi3?doW21k93Hr*^>^QDIHiq4tvRdy=Ac>R-$n7yZxj4_lTPo0E3IV#}EYr
zGVpbt3-$K_=!$;$YeAG|5>f)t-g-TFUq&H={aSX9>y=6lvxilF52-PP67>r&5Q{3I
z9x;iEaUOoypKn(`qNCPdZE%<OGcLB7O&?{5gjzb?Q&?a8)+eDG)2xWUbU0DBx`P*9
zy)RxS$ZZ?zKZnYKTV>_H!{u`JH&alwf>XoW_a0!)DP!^9QHwv|XTpnOQTd68#^k%U
zVT&|ij+HU0lvgxpzuP6d%7SJ-8FX}joU5EF9s;K6&H(_$hkJ@yN_zlSY(AT<`)EJm
z@{4c#wbt14fR1~A-}QnuD258<&%74)$NfFU$5Vr~M-$$G*&0T#F}n&m7+$ACkE*Vm
zl8J@kv*Z)&yuAV{IKOxLCrZF%qapsg_Sfqh5ZGe_HRg5N(`_WE>0`pGHzJaFcy(A=
z_tVN-TAbHyK+MnPs}WDA0AB5@#7vttxKGb?f~eD{YI#`atIa|tyF4@EI1vNA`WbGc
zKZ?xa_gxc_WwKAIRQ5J+1f+R0GP^x*+N@oT?gi_<co75p5lHg?rs=x26xFuqFM$f`
zqaYwrB*UAMBxeM^{!Xgz8Kb(oN-afXuf4(yi^vn*OkWyiB5yL6!aR>5U;}!kdh*8~
zG&B<TWx*^6zBOz$KR=gUn$Llpo}cp+smItl`ty5a?Yv?NQ`wUwLZ@PB<qzKrT+9+h
zI^Ut{rn7NSedEG9Job$OVoz7tz*nRvLKp4qJg(2HFq`d>ac;busMUKTsd}@u3gwgC
z@xTmT#@|x@h|CZ=gH~TfbIyzs;1mq)lE6&7FbAV|Etw`sU^PNtf3gn&z<gkW;G`J-
zU}*8T56H2-TFCL3PWxD+j*HVbzbH=`wzbWNXb9ydNRpy5wlAUDx^Xl}v%0!S)Dy`c
zpWct_?+}JnyyU_8^PLpy+dmJ0b3t>3IY3b^yNUMIJxy$-2*$jrL=J<xFIz>IzM2Q~
z@s!H)_=dFAq%p%DYxD0@STAU}R<b^*z}UOYLS6&SxH|hL>aRike2b6iu=`1n&9M;*
z`{Z!2ND(BieQnZ)6~zzd%sxebxvnUF9jO}k%H-jc&YIiQc}9N9bYVXV+qzL)Z)`pE
zL~&d1@=x~lWeDkePH4fe57`sq+L=Ea%6V#%J;>1?qe;;>O=--acUweeG+jhU*5|LE
z$NS8uyGR<f7EycTX@TmfmjtxWLvw@oaObNjW8yj}eS2+Xf+BOM58yf2y$50af=a&i
zY6cZL{K_-qYd^~nJT4A80ZI@Pt4-)d7l!DI*G$q>QF&}3p@)gb$zGgtE!0uk7witb
zUqg?Z&eFdBYP3Oe=<pZc-;8#k)kw$>_yaOS;Xy)#cJICf>o5Mho~2|zJ-pH^6D^RZ
z6(S8d79Se4lmeCNWk^<DgtDk`HQSfrXS9i=#?di4uM%1L>0?t8x<E?na09h3oU1)6
zIsV(YTl`qoS2T@Q+UoT<VQ-R4J4Wb{FW-|6l?dz!={^T-xm%XO)q8lb-Zws3i}tP5
zd@GuiZ9XkL54hup!5QZ{@!TXRx_zV*^(-_v2R;j-6iw#o$<aP4e{8|f9zN_<7FEA6
zflm0d1;KOZ00M^xQLJI9rrt-@*rcABhWv0cakVk?VG2>&22*#vU$RhL4)+5E$tN2|
z?s0*M7qS=z(5`{r-iqmeebH#T?B+}A_?5@|#qR0ipq%CrYsZxI!EDZDoXaN*wL|;h
zc!`ed2kfUC7cM`)N{si3i2Gnq)m~_Z6~d=}>#w;T5pO>sTCH)Co$=V}`BMt2;OdEw
z((uGLNtnUqP2F#497nIJ(HIBPxB<cKeMX%bg4ls$HZ)<M5c|)~?%@1Bg>w*Il9&gQ
z-)*lD5jKDwU~7Gv;K>k8=P~^C3{u!$QpW8~imG5|BU5wVei^lZ8B*{Tn^&uC`=yI!
zDd{U?b^+dIQl2h<-J|?{jK=wJrZz4gSqCCcZ!K~JHw;@>m#6HWIl;+byhou^A(U`B
zUEmK+?qcs!VX{T27-l9n_<Q7Xtis(=dbVQW)%xq_I@Nl>1xsL#G{b>3aV>Oecccb0
zi>mh%_I2sg3BJEki41Pzvrrrae;)YclXY+n#;_La=|BbNCv@&AbYmlc1N>Dk@}oNE
zo&0n)Jf4~1T1{wH^l@+7ZJ$B#Sm4j6ug-GNQH$F=kL(#XRLf&~$pzs>lwmwi8RM(@
zbKhiJy>C#NWe1E-%aJk}%lRF(ILkTd40fCtrILkxmv{G7#*qvUJI-2^#4-$;pMP$j
z@}({;A&}I=NCd0UmcwC@KF-~p{Enr_2{wnNcyZh{h@g~kAxTTRMMRc)I>>g8#qt;~
zkag_pKMh9g*a#UPE{^$w&4{%k(7A;@?7ZjE_$sOWEHXm$LF?$5-4Qi_-*AjB?%tIP
zcrnz`IsY+@rj98KL~qY7I{nwTkt-_^+^bZooIf4Nw$W_(FR&@pz4sUfac<g;Xt0$U
zvpw7K<;o0VHAgv<#RCi3s5tB1W%Vh&@|~TNy~OaH0?LgzoHPDSR~#6Buq@V}$`>wG
z{04J96;23_VROq<min<vmH?*VcsMwgrm^x+;kXG+n+cM0f`9~^;(EuopXp(uwdS!Q
z1~L$=@V+Enz-|_@gzv%$z(J8Y;&i00n6>`+_j&)!KdbSp*PC_Q8@v^?BaXB*&#Ott
zn(rps`w$)>k4pN<i|W)f5qn<<7f{>!$jh_vAff?%H;OJKwG-&b)J(u*#hJYbI`TxN
z=U-?&PKx`vGmhaa(A2brSBa6Gh0ldoMBpnq*)UC~(-eWZ7B|_>?#U`>VsVzr58N)1
zQ8>4-voXFmoV{(Ry=$!$@q=yh*Y-G^_cu#<{rcQ+R8BWQ98JzW8=X+q?z`UjJRg~Q
z0X>cb#`$#oicFF6O&#p}eE7Gn=C0qjVDmJIt8nWd04X~AT;UB}U)LEvmkV~Ie$NJh
zrrBo^l)t#s(kQoU)nOPqox1uI*kqTQt;(F5I^|2DI03*~_laf_z&;EEA;>_`in;v<
z07L}5vOS*h6Ks!6Go~phQq&x0;wB_&v^@g-_F#Ayc4uXsR=qeM<-K<ClJ*S~j;!ij
zs7o1lf5z_4!(<@<&Ftnfl_(VS24V5|{1E+D5wXzwxzc|=9l8_Cx4#ZPc-sydR#24@
ztLoKN#yAa6h>Q+72o6w;4(`wgGWlqgZlg^JSGlqUdv@wlJ`|cPSz(D`3SQT!lf-pK
zvw_KPVNzE9i}z*N!AdIJa@QUj55J0rJB+Q=ldpFBSWzFyr?1phbd6eP@zb=!8$+s5
zjO<XE>j7gF4?6Yc1i4%HR|=8}1(%gZzhf^lpD9vQ!@w`7G96!4QdOBXR>;odFwvr{
z-(JGS#ufKmSaUH0c5pmajN`X-k)v3<wUP#42c!|Z5a9}ntCev`^l^rUC}i4NQd&mH
zI8+1s`t(;9PV1-bXwiA@x$9m^D_e^p!&fk&aHxd^ECHppoA+ABc!a<K6JW7j>+GjZ
z^77x>+^-d%VJ2`WDqs-~>$Shr0@N88h7n7Gzw2c~27Y77=&ci_*}(|)WV8vS=-bBJ
z7inoc?yp^+nFlSZ<VdGwOaB*=Ki^j7R}aG~@?9EZsW?#T0}7bv=;Vd=*te@K*e$-c
z#cSUpsiBiFUO@dwWQ|m6YN<)(JE{O%k`H-grMGnaE1%vX?XZ!XvDP)ObJ5|M^0T<v
z&nKB&|E^1j+24yN&>~^%hFCn;gPCynr#g$?+4jvep6*_75pojPJAbuO*T%X#T~>$8
zw?@53#ic<W0J^w4a9@pjetxFw&(>m74Vrd$=9Hty`IK+(Ecw*$^aQVv<Vb3tbWd-y
z$5DJ%km6V(*Fq$}Q)`}u2mPQK+;ysxR@h^!n6(+?YnPn7>@%xExpR943onZ&CGi9g
z8zFdvmoi$~I(sZJ-v$b}<yhdnYtATP*``wOg27Da!??!!QOfF}>{kF3^4joHoh0dO
zCZW=RsdK^2#x``s9^Kn+l;(5w8GJr6@1k_#s+Tjr_W%>cUTxh9l5(khT0<03{G};m
zVE#T|+j40&4`8~Q4n}4QX_8XO9`W}^)cQ#@7aNz_|9cnQ)Bkg?@>tH`T?rk!EPh%6
z)r2?Ja;h}g0<x$!GgtKa7(Q7Lo<Ddhh^bC0*;iAN%;+XSZzqH}1<*~HUawY!Y=^J1
zkGx;arT2a{weh#&@aqGLv~6A;8FSURnZ~gNb{^607xyW&ep{R3*mrvok&a*S1>iCL
z%AQ$ueI(~JSSIZgowUjp(@D9r+uyacKkLJy0*HPIFzRxi;1#%`{uJos>!D3ALQXrZ
z2C>(}SY+(XlrF<MNk3c}?Qga}7;5daF6JEj2%KldY2Cu^AY{J?l_9@Yh$rA)KAda3
zt&GC<#{VEqRFKlBicZVTw?vK6CU(P3%oRSb*?cM&MUX!Y?Ew$U@7263IC(ZYaKn7O
zgCFs-dxyyibKic@^6#V$=n8Jn1DNs(*|p9#onR4$g|8k5V{1M*zwx~YZ7e!afX9@9
zKH5fs8qxu#iY8oF{aK>g%RP>0YzIt(ZP0I}OCf%7#+mRM9h@1AzND!-(S+X!ySY%H
z<xdqHT(!T*sh99@pOm%Y@1OYNpV$T&!4DoW%^>Jj)_$Ma&nnyi4ca!X@1u-%rEI_-
z5WT1Ne)=@k!5S`mam>d*Wj8iwim0sqpvm(|r^74saR3h}>h-XJdvG5g#GXSM+9~M|
z>v=m=n-x)TEO`cU^q6l@Zt93))ncmnbzX~!v+amZk)a2?2Q$woo)0)JK1M~DK1O&?
zyb&#NKM<I|tjvG@Ncz!G7ZNhyj4Ko_5ZDn<^>U%)55w~g1Oy#w;w6}pT6A@HmOk+1
z@F`=JAulCk6^wWfe<zdE)yxzlRj73YgT3!FwN6#TY2&Cj&ZQ1uPEN<JVmdk6%^lpG
zEx~_hhsL<O4@twQjP+FmBz&p`XBU3(?;HXaT4WHe`=ZEn7TS#8>$Bs3D-#Ev@sOAa
z(hA%T&TD<h2QnOCNVyaEa6Xrb%f8Um#)CJVR5F66Pol<^@*iRxyBrS~<>U4+AF!VH
zRmSxogbJ4vt$7v+dMc2Mr;u=YtBal+0Tmw#xwG)OtKbneuYC#jO@Nwp60-qRm+1Ep
zVH0ySDu|Y%wjvdCL*-n1{s2005LwF)BPm-4DHtM259Ad}`F(`s?QxeX66xECDmbAB
z1*ThV?pfcUI=H+J={>*yl2<(IMGIdW*M#~Wo$#gryV$^nGe{j*@+5DNiTgS|X>Md3
zf9xc7NGKb$?E3^NDlBPkKF>kOs@BX$od#8BZQoUi0mv6KmY6OmNQ5}(6#1<)4PsJP
zw%UAe2yJtZFfnRG3tfoZxtzcHvN7NAL!J*ZL`VfnqUzOoDWx-Y&2Q`PB|7{9A)V<5
zedz|oaejjiv5O0Z|J;MMtkjMIyuY~tu`WC2Ub0M6MQuH6G*%2%q5(s5CC)j<#Vq6S
zCxLjn=tQaj!Db;v8~OAHzc*!w01{bP%jjAFrw*%)^p=>S!v3u{&=CrlYD8Q3>&y#S
z7kKsNv%JfLd$~W?Fkrc1jgaIrKo1n*D!8{=UFR!2r#>(Kl=IAn`#v~0-WvBgMXLbu
z{v3$`F!T~aX>!EcO%62&%#rrD;CIjL6#+y!gfGh=e+(5FN8BFobLL_A|21oiof7)z
zV%m%~5RB2z&3kw374H_=sabG8$JN~*$k_YP<LF=~;Ro?-?Ul-%@2~HLXrN;U2`!~L
zpW*LQo7ba0y%uRx+UwqHb_4ymLEjNSijF8X{bsq=+>+Mq``!euA{_qGi&SZanwOA7
z(SJdUj+tXMdQbk;E~5Zk<-LslsvMQcpZA~lna<POo7Pm{6f!U&*tPQ3RC03%^aD><
zp&A!e<PSj04M@-l^l%2hkbAFHSm7DbH?FnYr+4(q^&y=f1JjWHgWrQ-P#$7Y*CtN%
z)Qj3@aqC=pE^j_)gC3GgNU;2<z023k^6(D*eG{RcL;r2KFm(AlumA1Rr$^A9#2q|6
zm#HSHQ?m{~b17=K;R<R0eA;_^auxMyks#bO?a}K0M2-C0djkqbR3(5+sq0rA$kSgH
z&0HxRt?9fQ^1kFvYj0>y{TXXG=WA|Vbki}*Jz=nUCmv3j2t|?=$qO9U-hS_!#c4ge
z#WlR#H5up`z(E%{DuiJ@4*v4C#T{3{mH&1;c!J^C$2vJ)<v@a*7Jf62$OB@K>}3V`
zy6$duzi0|dbOc#wwiRd%cLpwvREy_R%5eviVrh;G*%oCMuac3_h<gfkyXq|r6E{39
zM1glzbR`gbiYxBOd{|hVL-L)}RYQqH{d^YUif4^tK0&fc?t9;Vt5;(YF7MwY{dtyb
zwLEbrzH64R6$;OgX&)hzC-ZloxCM{@dK(4A?(5IvlvEmHW+YSzs_sR-IYci5t|%Pz
z>&Q1HJEg~!0idd<91QKS8K920^j4An773Y!sP_E$rWBcdGR2z?6g`pcvtHlkv_Abn
z;EcbGbz=jXK1!P|Ybm#h$z9q^lCs9%VSJWBS)#~%3T<aK+4E(_90}~LZ2_t3r(PN&
zo8Z?TxUPrNEs!!gWMjgLsrFe1G6V403C=$jTCCGG6>Xt|)$7l$n>BZ|%zz-a6TZ&%
z5=C;6T0ipVWaf0s2|!WmVd-JMd2G!H`$lsTF3@PfrxC78%wMgT_}cQF)AptWxW;tO
z?0sX^D9s5y&_FFF{pf8|bGdlcbJ3^=_lW&2J7hO@Bf7kBe_a>QSN{zsMZAOYPgdMJ
z@=;1bJRIa3D+Hvq8#^T#i!qA*ruKfBcsI|OHT;4`sqFk42m!M3Ny_B43Pyq_GFym3
z?j3%!Kj~Tby4LLd#szy6L!t~n%|sxwubWV50_Pvys)yS8^v}xM6kenI@rk12s;}S@
z9V`ics2Q7-+p&ySx2;w=WN#M~!Mw#KwtAIc?^$9+!bx9nS0wTq8iC0-|G><%c5auN
zJ@u@hS<Xjczjh6?V`Vre2BFgeYxqU!o^P$9jyot6;+dD|u_o0t16BRiuK;X4tPd#}
zdx@YxsyjTqiv0DFwBw*+lDF4V=@x)C><&b0Lme(Kf4+G|hnqSm8e4A)yry%^6*=yb
zb%8i9ic>o@m~shud<DWxhkr;Dr+5$NpW4CktvvOqJSdyKcP=E+g0L>uH(sdvSN;Eb
zh0o}Bv!|~xp428wA0kd$8%tF$okIZ<Fty6&2=^ci!s#Pkx}&&f{8VX@qhdZUDB=Lf
zd7QVjYR%wV8zTzxJ+R?}9L)E@24nDNy(qkX5RblJiQDa^Hun9oj-YqcPbw2Q&cfXu
z_o$6X^S7rDmG9Joj~8yGkNiB}28@;AO1sZY-nZZU%ul<27bBgsFTGfu2@EA@O#XL+
z;omz}Z+0xd!a{#lC2KZLX&20r3wy(~y}b18%iPZ_1n`^~@9K^bJ)z5c7id`Lk=pmP
z$s4q`y|8#Q+F^kBo@{0DH|$A|s9D0`a2=J0cGClgaX!-A)0=68x4iC9WKEkuUVm%c
zjDOX`?Y!4(LV9^FWq$a1r*XN0Dlx=c(MT99T2RiZ{OAMKX)4b;8iG7Q;bxp!18!jb
z_66t|Yi|bL>zoU%&>)h2><c)fN0@i>c~qEj;5Oc9w!J1+2{4nto753Ez(i@?x6i9)
z2VhePqchNz#{(?qmw-4A1sZR)@PkI5TM5Bg`k5Bjy)3u;RKuSf3|<*uXKjQ0^uLbj
zHR0dNJq_vQM8+P%Pks1!Tkpu|<SsYqSFxicF&6p7q%pR?1yxFRPn-u+xmNiN;OJJe
zM99{y<SYC@Ilc_594xPG48CyRFjBEYe`=)aetehm$~(lN__9MbFhphs1Np!y{gUbH
z+Q2y%{ydp7sHX~MzRG)aEU8l}r(~{o%JvNPJN4Byc$i)CfuIFT-*U8ki1?ZLtyfQw
zHhDVK_qBzSoUKbx`RM4C>EGVJcfbwORF9Oa%o6~FBXWTI3JXZTM2e16(mdAH7PY9d
z3;0-nPq#umut8S@&-rm5O6%KprUyO60X_)mp}fb9E@`PM$R3(w>Du{wM#Mkmz3WRk
z5B0sgH!~wFXcFStJECLTX<v|=bLk<0nZ2@*epsXYcs<G!1tV(}%0{>!=D}IAMddJK
z0;8AkAKY;>YMME5_H!TemXCYt)lKCd(92T_^{+E0a|LGv{AuP^KZe|<D#PEw6@Y^l
zA=p-?9nQ9;?tgbI)E-EN=4qZvI2q3`ar0(j5MiWBLa17)tZ=<rH*^Z$m}x)T{Dr}1
z^@q4qOTgw>J-f7>KeGYMJkO^@*|R@O_j3rcGpBC>tTn^@3}R`45q^AOA*xrW7X4rE
zR@DY6^WLAc#jn2ZXZ_LglXxLna7sR+XeHOnX~xY5=Z!3u^>5VQ>^Cl$!7G<wmh-OE
zm(SgtzVLNh?h)mDork5pTxk_){?fVU%4%)OfnxS6@Xx%cH$S=KLg7PsL@7K2l?g%^
z9iDh=O=v0Gu}h3cFUI-;jbtHCf!{9OQ$%}{Pp17&`Gjx3%!d5q@=*uyh8uK~VVOJ!
z#$N9cBZRqAGn$zs#qxN-O}r`flVgBCa@cpXzVZ0uUzdtY2e3&rXIyP%ow)R>QK8CK
z?GQcO9PVkWk+5DXhn`aW+Gm$$oKRY{dDe>qn569+>TQ9KqTq4Pyypvkdm`^B=EH<D
z@f<M_BpLw9Ud~!I)DK?YH*1e3u@d7?U4?{uk!v|fMJja)_syNMN5-X)qz`!+m~>60
z_O5kx<v)Wx?VYuXdG1-SE2&hJxD;@Xa5BBTL&Cb+ZeU9)onxNgn~^J*vEYs;+FH35
zx{5lu5yh)4PB46QOh;<z*O}fMPNZW@RT~m2EEHVt?EgWk?r?}KlPVX3P%QH12{>U1
zpnu5r=tWzJ!`&iD2J8V7LwnT#@O`*dX;#Il3NFLG*veq2C*yKs&m{Ct7Z=vXPs!=v
zX2`>rrG}ieaobykTlEE=8f!=?7C(xKfj6NwOvKIJ82KK`XJ9nfw=WjNuyRA|R&7>R
zU~gvyY2sxLH86F5Y%947cp0<M`_}B&hVz@R5R9LO^}2A^>n(Z-5gd~1V~q}%3Qh!^
z67ct+G2hev(RXc{82hPy6m)ydB3dMIBxi`Ml-|^xHk|~cD*4=j`r&8&k3+Q2@0<kd
zjPJoI^MLoCU<cD`-%o1CC+RYoqqbopbC(}0?*?@Rqdwwj{k-4rVnvBzwuoc&Xy%`m
zfk+jO`HnG31%3qaM1^~3k4ox>QY;ivaG?y^xQ=B14bmE$xAF$@ci*x*OFOA8e%LG<
zL`lOu1i8qZvFR1Z^ubc^SL;ZJj^9i0{ZX&+H&TLQIMU>Nu+;flKCf432ie-ctLv{;
zb=5iF?^GLja^BDJ%kFYR?9*^iOeTfAORGFNgD#9e;tCq75({%Our_}0TlWKpqq1Ax
zoF}o2k+~JGuLLu1y&Jzb_pzb-7+j9-;Yo6P?G(Agl}9VSv5I)KkJfoTgumd`zV=nR
zN_3&JrtDCiOM2t?eq?^>^!U!yg3OAi;)j^chl`M`M~D9YiEJHga`avG_b=03`dW{l
zm*val2DyB)qWPGW0N#tbP7j{xO8U{6zIad7fHpVLeRvnu5iXUR$A;pXIU{NA&#Yp&
z^*PONm82iZ9HKX?p(ly7a;7ujFx&loj9V@}F2BvFid*BC#&pfX6h^dGa@nAk=F8RX
zSwM9T4+Z(8ZwZJjEO416k#wI9L~Nj8^czltQzntU_p0#%7bQtlOp(jhKi}L#*m`hy
z{j8Lhm;U)0Q{sjPX}9&>98`Co)}@!?Zf~zNdo7%lf@mX#(98xyPJ__KO&rEO@ogk?
z^4HHp%k6jAYcc)DkHh2z$#oT(UjVq8$XuTp5a92!oms)$@|pt&$~;MxiT#Ry-<YsF
zD5SW@Vp1@LU4rK5ygOBPn&UWzj58>Nr3>Zv1XSRAfvzSDF(L^9^_kn8L5yT61W!#9
zKQb(kr@!ga<-Wg%Ue~V#`G)cD!FWGSxFMv4tf#ytajv832a8v^em)#EUa2VB_$`<t
zRdQY3M8pE^p@yelQPkgGby~8mJO42&py;{Qv?r6mPSrrw*|fZ+q*T6Fn8#Zm^jAlq
z)i+x6D(YEZJ&3OFbs@bwfO!%WsUo4xfdh~r=O}bN@|z~<bKgsbWyfa4`&r;Vs|$&P
zJ)8KUh6JV?BK0*0piss5B<-^In-Q7#23_Iq1bqAa*0hg{7Hb&u@cIZOPRpmUJeifr
zz`eQ*&`0>v>SOwZ5UEsq$_3UaQ3J3CrM7abNVekrN!2s3RO0Yc?X>#1Z&!c4ZsH~s
zGk}%~*In6f6F5n(ieQkpCFEUPNEJa|=QbLfvifZrIC6A(-%n>p@~5wdRu@zIBN!}b
z$^%~y%uYf50v#Mz?tJ-qWlr>OI7Pt@Z$>G}25t4-O$FFlT?6VhOMJ&1u9rEg2r)P#
zo{GeH^&3jeVAJmB4k%vbqal8dn8{_KDYf=1*1XjBPTcfNX&q_iRI`Hb1S%}0rs=3%
zkvhlBb`RbK2dOz`&Tr&<&P>DIgJ6GS!9pzT)&mZ?=glj?ZSH<MvJ&%L%jD@4V|KxJ
zHBasP@8BY~@WDY?AkWRckKlORTs^rw>=5EjI119IWbL<^h`elg)IQB(i%sg9(aW+!
zdi7Wnc7?R3yA36=cG0r2uST^Yvxn?uJsCSWpv<Ts?FXFN{(AT)E#N<-_40GJc#$`a
zpdSoH<Zv)r8;=Go-29%1SbD)TnSv6UERfZYVjRsZG&cU8E#`*5SK;QS8U|nS4wN!K
zTm}aW9PXatTJi61_MiCvo&UZcD1=UzuXofFJiyt%Q39w*HeWdR(16f}?}&;b3~mO}
zOpqyQtBYWHw$LASnr2&bZUfWxcqrVxg+v~Lo_akiHs)92M2b)()b8Aup8whe5Q8D#
zQ0OZeFmGXdc;u&>#zn~17>LPFA15iRber5FwjO1YDymeqGS?$klqMeIvG%dQp*`_P
zI;{(}a;xa)lfS3&JNv24_OktbtNvuLb8GhZdr^I)qx|c(=MNK4uR4ia;oo!BW$Qc<
z*jxb2_<Z(4xPA#f8Klb3yB&FvC>iK9203BEAxSo?0UEtw>10JV=7k~T5av-e_96e+
z*y2~{@`z30IFLxms}~)AztM|{8VyY?;wUZ6?=0wkJj<Jx9S^}a2~qQ7Ati>F%{)q)
zj5A7wb4$;rgpRNYyy@_5jAZdB`+0FC*yeTgH@v6-xZqFjI~sIGQ++gsFv`EZqCa6}
z8-@d-Jg>|<XNmV92b7Y^=k`TeWJ4xTQ0CG#)Jzra&+CDH0xmv@`(>sUv5RnKUrsN4
zGppI#1ooNx85p?thhpy3=Aw?Co743n<tpR;f^c{U=tI^@V@PIB^SsY{9}()jnIUPB
z$G^TyyT^u)IbIG#*!sK*2abrCa9i#2hc2@BGcE(MaEc(D_Xj?cnELzvN)Rj#KV|fV
zR=YEq`x<+`OBjQ8;SrIBIo*00E|=(#@5YS`?W4@1&g99ap)%LkA9nF!-wN(}C-TAz
zSVh$Z(eEpjgZ1W@v9?dITakXqL%yjwR3T>yL>@fRNJw&Jx=#02&Fbcd8|NCfoDz@6
zaD*oK?^=B@$+mzb5RB(~Z&}kqzjaT2svyVI?^&mEX%b{B&fO8tkqh^`zFm2`K-6Y2
zb%tds%CGhdJrjp1nRIxE?<8#-yjx_o7u9u+fZUSfz5wsx+})FRZ9MaIPah;BANI7b
zo^qLIiuUy!EzRy$kj~S)*j2g!-4on@Xj(&JDY00uqUd)gyce^mi2AakjVpv1X@%bt
z$C}$cEQjyzwxE>q>`2<QNe{p^VGYSA+@X~Du5@10vAdL}8Qn28Y~FHzGwvVs8Kh44
z?%LD1ACI)M@9OyCGr(_{({E>JKD76VF7Z)gAV!pXrcC$HY9`S4TOKUQA6H*;&D7~l
zO(cJCO1UoY;1#&ZNZaU5pF<7|KuRvo(6`-vl^F*ln%CO{386oShaayDnN`Mq0jA|K
z)>iD&!Z#vqObparmFM;42+!X^TjR^R>cw?~#4nDb{UAFipFBK<2C`{CNqqJ8=-xYz
z6Nr8xyc_;~60vhU=3Tqjv6p>?;(z}OKtZWzGXKj~7GiH+6|ni!B*N(Z8+ziwbLwlQ
z0t0OS-cQjx5d+ZE_C2?`0Hr09)d)_{*KLD#GEDpPt$JCP1nqs!l32Qh`*}n~`i7Vt
zpkxZ#=x_})6@5us^81Xw-JO-Uo0%VtN3A?SmxXr|{$%a<p-<n9mj~cn67yTYFMoL%
zJzZh$JMZCO>H|nMcse9I-ZyYxC9{1BPOt){yc+Gq(N~HaI2F|8&eRpGDSk_j+!%qw
zyoA9^{0#6Mf_HPFgu(k9$OOy1aa9>WZ0zQ5Ol?bdHLsm#xxUWds#52abvbx&sD+1A
zHi%CZdIS>SUx?aAjb)C|=EL7z@Xs8RKMpxwlwkLMGym=3MudB4ojP9~JO;GT{v5%(
zVj%-yIx}?i0MlfoR^cvZn{Mr1ipORGXwjj@5qmJS<&<3}8Xp@#!%)hSs-$x+Pd3l0
zpbu7baZZ6Hdm5w^&XB2axOad3>2M7#u6tIHC!Z>Y&P4TeIRAF(F6^KU(>;>;nOsLu
zy84~h4;im$>^quYJeu3!^>KT$9_m(2{rClyZ*yFpZbw(jiKLjv@W|c?F`N>)c^rHD
zO+T{Q2i6<ULz?3?eF77;-q>QeNjPdM>$BG=h;jPYV$ts~RGVAZ;$szj51kpm<Z+NJ
zpL-EsdMghi{4S=>Zs4%{RzN4Rf|8U^#!4>nz6#MV8%+a0cm{tpX^%pB&lu?!d4vEO
zM0e-+kHY@Ku^4VQc-%#te=5M``_;>)yA}oWXT5ve+WHB5mc#M!s6#l9d6yTBRSZVu
zETaQMGP)g-00uAHy2ov}V5U)WeZqF#1EyY$qMzA%(G)4a5q?m`XE^WjEJGY8xQdxM
z)|>SNU17O8^+z3OUHUV}M4H3EZfs$gbS6YKJ_BJ)7YYDCtif`i?LC%&tG?x>8h9=Y
zxqIYt*MJ*NG@M7r(ta^Q7FT+>pfj*EFo?W<G_%Ry60Cf<D^iMX%$D^VH)oMQeR|q@
zq@&odUAn)63ud4m-?40apE;Q(Oc|s2w_EeUdZoax?|<RH^Tb0V7mvUH#M7JzJfuR8
ze;9TpBIv|&t7#|8^Hs0!o9iUz$U=DO)?XxZBiPf4a6B=)Y-!#O%k>UzVD$PcI#(tb
zg_2?Id8>Wox#$wA{U;KZ>RPU35|!wlFw0x~@MYXTFBL^y0%#1eFcAXa^MX_<O4kVz
zH$guyYw<qDHhfs5r8<g#CMYTVtkl1bNY1&^^`JP~3$9XWE~C&^SdJaiJ!j55z|!nR
zdiBaC!>OcqC;M#g+k1a3mB@n6DvA{d>laW6$}>T=hL4Jb$bj}g_#%4Ny>81V1xhsF
zh>qOT@%Wtoq4UY?PdxE_wa(|ZAi)@NA4{R$c1>;m$o0j((!#RdcY(bin$OXfgn8Do
zAJ>hpKQ6CgXz)qKd~txE{rODzR>hco#j7N!N#&wwr=ZA-&!ISy7R-oSbMIu`{nLF2
zAX+pam4^-~vCc(wG}cJaUW&WPJ^5V&kHV^9f*77nM<&M>n^bTMDR3LU8c=Mm#Pvvi
zkZ1DU7kZf^RpeNOU7<bz+9F;Re=%BFb3zuFXf9L7hB79}$zNp#g(`Q3v2S8r%0uyj
zu4uO}vzJ?MkkggYAh>iMt=XjfT*Pr|y~iQ3>@s}y7xZ9NH1O%{Y|ZkQW8RL~-o`y{
zn>@BN<}t+K=VC?)td$8e<Qo=yn{$U>)xOM6xn!Q{Q!V__QKKcr8UAC3H_?%PJHk9s
z{k|y*5AV7VGXQGdZ$Tmjr&IXRLn&ng<MBfaqC`C2r%TE<V)-W;P#sqoPdtqsfmN={
z$v&M4!QQZ1%Y*hM;@Jo%F0O|e_ox0T4xNLj4=D-NoxtdCa1qHzX-{q;2Es#G=<m85
zBuwX8prqaBdluc#M?K&@$mSy{FNFS4Uw#YCrwtZxZ+B|hJ>(yM^)kQ+0r-q`=hN}s
z_Mx6Yp*u%RI%CZh-mc1Znf!K)y+7gna9KKb`uafz$hm1H@i-8T^VNE@HM1^x)N)rY
z5yDUMxz;B@iY`}0e@skB>WMo_{;|)W@#D}LN%cM*tqTa{P_XY0ll!%PtfRcyRYEt(
zet}SauLae)RdII|-XQ1NY;arKB0Qy_St`un%ewWftnaNzsMF7)(rLU&xA(i1h1Zu(
z3I5?IClWxx^Ui@duPaUl|L0_Od=-$9!&*rrsEypx5R*&&&t2+Nzel{y5TZaIlAcNp
zUclOvKg{%n^iDoKr`z`|r<f6qu{4V&pHh3WguE|v?f%x@k|zPk7tZiEuA>NOGZtd%
z1^onzN_;Dv!LfI-iVRqvNTi{2>vnVuGWP2kYOimii%kWeDx6{<5*dn)d!F_}PA@O}
z75knB%n;KMUCg}xy(yS^^b=L?(eYH_VJGV74DY#zaX>mZ!Qnt1y?3$iQKYSLa(I>+
z;S}CszviW-K`D=pq`&?VDqA<_<D4n;E<+OqRG5tIGr2I+Zl99EB<dl<Ws6a~uf-<c
z6|s!Z;rT|rO$bmq+w~D$t_dcHkK^+YT*?4K><FyP4+<3A$<-2wS*T4*TL(d%p`AAd
zl$jqOh^`N%4lm0Y;th>=TfVXq`Lb#E`K=d!)eaiv={L;C<K!VkECG?1k(6H;s{5E>
z3KsFovtS|}%>#EIV1*c2^16<_A@fJsR-AHIXkv1rk$!$N{q}}IH=LZ0FgZs<A-7?_
zJ1dAk!7I23`&cb|_L^TFBv=w4dEW#$h5s1#5F<5YNI8D8M@an^+3^FUa^swkgFz7E
z%8a+hh#-Z4;jIXvCcB69!xLy&RdY(s9qRVkXp*(ZtayzSn|KE@8Sf{zYvAS^9FHfw
zm&j+oY(s_jl}T<&^hyhwItrsFQ`23F_tl5=dBA_8{N5o<i2CRsFw5_LUsk`CxB6bM
zxsRb@BOQ)c2jd#1)!(Y8!7b`KpAU_6Jf4B5{G6hTD6PtCO^pvsW^Da)T}o}aLi)Pb
zU$eE^Uz7a9^$OA7=FuHaU0Xq`H#|>6#iTrY6nj#-&NUC!&3Uf~;ojY+&$<(x>r-=k
zm=oX-9TWu2X?IItU`eB6baZYG*hnB|aKCfaW#8su*KoN$KjWT#YkRx{uJ;gP>)K|E
zyEyAX0HuZV8ZBaqqbO=B{rYsjIIX^3Ss04(7~XH&g?h8F>YYeZueY;A&~QIw)lovH
z2J-vQzPr>QCZ68<Ry=lBUM8V`&g};5B!9eIZ<FIn{xBQUSXoAU-SevjN3tIcxBj3j
zNbg(hSJeBy#eE0)K<5XVXfM|}f-d11WO4WQq(^nUN*eVt^6!I@E03X&pfb~&mJH8&
z)&BRCAG8wtnV`f%cl*Yw{CPs=`aN5k99V^BJC~V_f^&@~gx_@4ot3uLulVj-W{&f1
zoc<^Q?v3MOK13$Z+kP}L?_K|Rc*_Q<Z|^oK-yd#v<GT$}+xNDY#Q8mO^*K)uvy4c=
ze<Ir~$)gv2(l`rJjT&DO#RXh=s??1w-CNEBSm(Eu6}+aLbO4}ar0>z9+}ID=g`Ns2
z-LK{gW<inUa3M@bU!yf(Cp$gT_4BrRlt3QpeE{ht_fB!C>8PXe0Ll?BkDK3$Uck>d
z(R2T@r!5N*>X;_OUnly&S<?}Z_i5TA8$Js@;ltm)9sds3YjXIF^q<CCv3F5Ym(3)B
zdo7Cm*q^sbKJYSZh3B*MSB-pEZ}C+p`uPMY2Vodx8#6wD<2$NpmRCMMW}pOr+g4Jm
zYX8ad@EJA$rgOFBvn_j_2`x|@K@Z#cPpy2AN<oZ<qmJ!g_BE)gsjT^SnLc|S5RLU|
z8;*Jhl`Ttqe{xscx8PZ31zUW9PWLnXHDRvGW#z0X7?*K~Iz%`Z#qe*KGx$MvAj;hK
z&+mNbK=}Lf8MBLmY%*S?C&$j0pE*&kWz@zZ3oz}>I6p6WAEX(*$}ZWlXzsjQ#|1`b
zzY<C!BsBN0%f$dL@NrWu@b8`RG5YNh#E=b|k3Yz_Ny7aKO9~`wyUiFw91$#;%@~;8
zI>3=a)(=-b>r<GntPdDM8J}C^(7cz=cT8ozjg)O_JzF_j+0ex50Mw&l5al>O#we9p
z1?I#a%I9Sul1<+~$2~HMQ!b3u?W@8=F0SUfYpVWpTW`p|n6LVTHBuR2Yh{p^>+`e+
z?=-=;Bg}QnCJK8yXm*9M{559V67HHaw5EZY!`vBl;Q+KPGwbSU+fsM?7V3rLr{0L;
zstVr6nZ36I771=2P4Uvm6{c~}SZM*X@#d05H&%Jo-Q&k>z=?>*jp>AXeHt}&mi4tZ
z==K5_n`FVBz)mj5S3Spj7NGxPIsK{O9yb0I?+0(L{bS;^)M+DV;@T|a0kM(?9&YJ>
zooevZo~y%p0uam}fJfhef4(h~kIR~am<6PHC|{vY=Y)~_yl?IJI_<IcJ#`W~+ouiJ
z?<Feo6X@8Jk}mW^OStSANoP<uuGzdr*A1hVzJOP~W)-*VnY#tBU$U9kW*rUhG-RLf
z^$c#x_kNj-hmC%!xd%T8dge=#*tB$=Naae8i)M>%4W@%|fL$`?S%u;W3C|r~5(f~S
zqM|PgQ71_PCp4+~h!Y?nlMLe0@zFyE|Cm@;&(|Gr-I`|qFu%9i#edw~p0_!PE^KyE
zpRaGBKYr!?^ZGmtp5L5LXgx+7pA!#dd15al^oK&hgxA?VkQMM$*f<se)1o|(Plb1m
zTu_cqcsTVYygf?p)rOLC3VT8?0)To*V_z>~<Q3%Sx0|Q&u$rap!^c;;iEyXK$@=vy
zzinwUHQa1EqR1H%5=Z{FP)cgF&g2(l72Mi-n&eR|t7_dGzZKi5d&!0^LKJ;}*>rq;
zr)VIK&&hOB;b5g<q6v;}CYRYbK|T1WlQ$?>pIQ%(ZoH+^zk$R4_LRVRf5$3aA|{-t
zfEeA`gxZk4TqAWJz3Tn_wcHf;sJHnE4@b<ytiHZtERDZa;L_X*8Q%$?J?i7@dtZQ%
zy_en<3!5je!rp|!PpH-S<mquEnn(x?a=Oc3u4@v{m+x%VhXTA{Eg-=u?(Ri&f`s3~
z=7*G|^~P+%_EG;Bo0=^8U6K3}f@hM^U%Pm#tz8Hw;f}G(<5z*n%(LI%&f7G|b6`gX
z(~KB#vyL4V4(IdjFaVp8oY(X=x^Wz=v95%)62lRA`5w8U{P<q8AMm`t)0z5xH;M8Z
z_bM_6p=9B1!(R3xD8XjUz_I<a5b*=1a^C*#@D(%2Gtw&DbA6f$O`sLa$C_QpP=m_w
z{JS|$!>^8Ln4V~aiV*nyL<~X2FWFQ6!N%tZLrTf-sg3x>5mZPLhpJ)-sE?0h)-#{Y
zE93HZ&w4k7X!Ps6%W5&B53RYUR=)7FXOfWS05wH<eF+F5+9M?~>d_(N@SVPHkLvS_
z;lu}wa&(0JmCRiFFB@69bUN;(Cd17Tl|B*AyVj;HNOA?7fI7-j-2xZp^#gIe_e@H#
zCp-)8DNPn?FBlm$BfITN`vwfZ>qdo3U}vA%b9SUs(pwm&Bq;h894PItswhc&?_ZtT
zJLlW(9-b9u)sT{=d%+~0`~JMqodsVBlYZU%E4o51PSGonbCXy)P|ZZ<a#X!;6-)F-
ziTE_4U+h%=NU6h%HXC3~gyPm-=*YVnH$dv}$=Ju(E3Uv=!RG9leiiucEM=m%S=%V4
z@{0+=ZlDVn$d{4q9?uWgx|7VzK4Zi3cRw)&hSJyI=(f}Od4B7I{i$PXi@E*y`G;Im
zolP*bp`{l?T<^o<BdCBQ;g#{R0Ml{4(YuThFZ%U8tKlLIJ^yy|kH<Ok#7)-<S3bXJ
z3AzX=@UH3#;r--ID=PFrizR!+9P!{RDSJ&Xy70T^@h)VO8d7?IG$@QMWL2C$>MT?%
znA8b1;Gn|X=V~BF`EM1z#;Xa!gw*rWYmtpxx%}+khtKBMwl=A7njpo4j8OZ2p_Y{4
zfMw2uBG{kvc=;nw)h+NJnkDXgiL^&Y$vZ6jZe~<nv`{b?Uz{R@7%JR3!B$4><C<8@
zkIA}+yz9|Ok|~cbjkWv7Za!Tq&{P}Y3lJA=av=PDQ^J?cSkh@l5pzEvJuEU1Ox15O
zUpV=tDd7J|_^71A4H6TEicE?B5<a{Vs^JA?DQRDG<oy=8k2-;0F@6Iy=JS1ta%NN5
z{DwRRP{kQ#IS8-G9+D1MMn9TRRJv!UK7Ma*sw;={seixu(~2o!5?*8f_%~vnUp{rw
z_ez}w_AIW(DOv_W@s**;AV{#2n+w(WzCH`C2j1)E*{l2Tk{8=k-$oSIug_(oPwn$H
zw6j1%CCV0)*hVEPxN@%AYndLkBL4m|InP+`7pxDu(}3&?H@>sGIB5TrMheM%o&m(x
z8(9D%jd4wkbbd8P5fhwV)b|R-h&KztI?{6dI*;~&GUHu2e1A-L2mfhw;-#xX!@6|4
zx-MaRS18jB(PmZ0#ZjL=Z0O9CGmL<8Z1PHo@IyMR&=vGyfIyPU&h7iI>60b(Z2?MK
zHzB|3Iqneg@4CYa9Kpcj<n2-sCnr1EBOhi`Xh6R4*S~<D+t}hV`oti@E3A9;`F)!p
zHuSs@Y>ht-HSt|Y6E0sKyw{SfyWd2>n$CfqCTaIC>h@M{><FJ3NC8c+^WZcNXaZbL
z{KTpyd1v(=%pRckn&VaU@#Bg}&0BLa88&|CeVu>#1^b8r!%AP=TiWX-BeSS%yzFUs
zUEb$!x&x@5rn#J!&mP`j&vKy^kRYaz3|jjA*@D&T<Gb9mkF|$OoGux%*toE|BFI;t
zbTZh@yv+JL=0ar~$GUeVG;Xfp`}7h0!m#9HG#u%)_Z&fyN=;F!pgmugs|t<dgNTXS
zmr9g7CQTMeYhCnC;SCY=U@Lz8U2K=3G0_j>d;XQxJ8ApZn#P;+(5wf%i<~fs1)}JV
zcUnQ~Qp7dD|HSk3J?w9$pN+@+%9&;JVkDqHQ3cs}r>E~herAbfOb2O-dRyQecsPSs
z(qXg4s3^RDjhlEPwu|2>8=9T|x9*A`W!(<%-K5yS^y+0OkgDhI+i{t$=-<!zU0<2o
zOdcuZn`;RPk)~9xHut^^t?W)74hN#M<eT>%k?Bv$`MZ;0y6@i}Ys1Cn|M|w3s{!b|
zFE%H^mKbp$2}H{H2?;kT>IqfXZ;T24h@^B^k(U$!vb`jp{J72a-TGi-<BhD4L0<eQ
zL2`agZl*5=tcO3puLJnF;P9W0x%MRpZxRi^^3(Z#snG~-7r7cve=R)g`N5c3GzaKh
z+a^t2qV)MGU_SdtsmOC4{*vM^Ctda1TpIr30Aa?8b7eivQqhW=eOkNQld^{Ew~o(S
zI3D&ZlXy7$9`Qs|jd0ToDiL&F&a6&ln1R!KSd=)OJg$xdqGZ;kgZ=$}{=|yvEQb1k
z9x2NyFuo-Jd-V5IC&KzWKht0G)Fggk$fx&#+m`0!-nflL*n$9bo<CVs{OY&s7K~58
z(#7|Bx_e|@`1WxuHqP9>ewf|Gm$`e;RZ^C)67FU8u($XMB#Xpak_JS>8d(G@OJAUx
z{h}9ddeK$SgF`v7)wp}J3m?&<?)^Z}e#Bp>-l*(8EcW+lVq94`kSzLI*qBDRYho8Y
zCkOFXJ2s2$874%=LLCzNy{+9Dt(>?oitB|bNfMD|c&g2+=cnW(-Y9%(ZjdvA>2h~g
z1!{e<1${yw-;}&2p@Ktz<Q@&`r|b(H6u2>uZ!yTm`@25conygBH2iwe`zvnlx(HGV
zefv){|6Vzy{<q<9bbzIeLhVBx<kOW;qVe$csO4}-J<_^goQzOkECoi|5#~Ss_Bpo{
zD|`tL6%!G>PgBucG0eC+zt>tdr$gKKy2_=O!8B#xaya#N@a4Dgec6Yi1NLJth}GK_
zytBa4-6%36ocZ}+kZW8}(*sI*sskui)yGivt_ZC*jZ)Ar&wz>VbUPxB^6v`DmaejW
z@H2N<FqIP?>g95QWX}1lX#DTkIPYw)ijP&^39l~iZZDTv?Y)#aLLR){L&ZhUckCw5
zbKCg{iKm2<j%o2!Wj<=1*O7i+kSZ{z$y+`*@XF&BMkf`<$YSfwPa&daAyQ7ycL$_Z
zd%b6~4sQQ2&eNP=8@?{&3(sB2&lG#*@l3ZSk5GfIm};Dl)V?Zot)r<Xco0=kcXn3a
z_VV15Dpy$8arLay(m^N*8|VTUy8jV|xx9c8$Fb72<@<5pMW#g4jM!!4TDVO6rXZ)_
z_r)>A-cU=tlv?KRhd12IU^8o@MP?z8GFa*-yIp<;XF^nXVJ2f_yDJ|b(ov`z=X1Ql
z)nkD&Y8xxI?yets-P4KNJuyhY%;PKb{SxOMV$}g~jhFnepTubm?k!12cgoYRr!PSa
z()%-H)CoRAps8`kOWdS;@}S-7ccc8I_lvFLOn^&k{uoZl`}a^=o(0l>4dHkpLwOt}
z8Ka4-0`uf;!AHFx1in*n<eX79?qP2W&$m;nFey~kN&gb(-k-U`0c5EVdRy!1bHGmQ
zMc>fWPB&3Q9_{X}XVb_v=G1wm&ecH0W9R|N`^m*MiP?l0>(@I0;9&R-x3awhE4McZ
z?&Yw<YkVIv<W?hfyqT4v0T0Sq%S|W-Qn?P70j~ff+jZ~v(1kAJjm$3!{;02>_TIQU
zcqcR;46s&nXbz6i;lYNPVBoDVe$_o+*om26jUE%;+nmSl{FI;9{j7=J^IWz2(y^6^
z3M{oG3PKi#Px|146J-x?CGK!<E?PlGbS;(x5gepe(}lF_hWqet03}bxo@asNY);SP
zb!SpB=kL+D9WDFfzkzxC{+?<1!6GV`Hi@lT?qMlzntPJFzcS9Xgmc|c-MOH&-bIhO
z)RKj8pX~mSEDLgsx1azZ-qf=BV!j}h53uYP^P&FCNV^2gYZZ(Xj#oBDOp9DM2W~*<
zS$+u`4UQ1(ZxveEJmmGPXS6S%lme%;6_xh9H=fF2Sv10>v`6T;8JVBw4Sb5{t(oq3
ztd6-Ete)8&_89HBJs%&hcSiXC0731H6K-v<j(H}MS)&<cuW7|N7~^8rr)SXr4wvC_
zZ1!EDj!AK<ju$Vn)4Xq9+1qZS+w)7;fOLTx5I8@Nz6$ph(kuh?A8rerGSA&<hA|TA
zfn^^#@t6gn+h60%fzb0&>w0#N4`%?E{c<$!$#q$A4}?DuDUQB5o;*VIInGq}&iLh$
z2{l31cXuESWJLTOleUWHoT$~DpH{uD%JkfWy@`Ll8MnC#$SSS2Iz+qn#>BYC{aY05
zn-gTJd~q<bKw(RI(?2f-lF+yvUlv6wedKoL0ZG<%a$gpE<2Kb`6Zdlc8FwyQciInc
z((hV<#coGMn6L1!S8~}e=Pf<2(9EV4`nr<W**5;rtdN^LyHM@ESjN-E2#caOQqPb3
zp(N(<dGw|m9YLs;&_@~FeaX}e28NKSbpB>dH+6Ylor-k=Rc_A(TPU4c(Mxv7X%tj?
zt5^tAUbO8b-Ic!Hpnt-S(YuMD1d12P!zB8`aYS)x=5s$FsXlLxb1wTm;9sfJTOuxx
ztWg1szdLgsm6XHMvbDkhuMzkeE(D^tf}9papti^jQN_ImSK7wzKEH#hC3E){lxAG+
zdiED?A1u_);OCC%z)=7gA#vjT5O~LP7;ej|wdUQCbP7_BK^@QQp1PN($}EnYXO6`4
z6NT^oa*OnoL&SAE5_tCH8iB9?{}!M!nEA+u@s9wKl9`nm6K<CMkQBC`KbSC{4R}pu
z4~;Tlr1|vxiA0>5UZ!qf(pkaJeR;6|&KNXC;{9y$-|SRea{NKi6zH2+ZvgoRQd@3?
z`GNZ|92Z9Es6j%kC?0HdhTZTmrJ>RZeA5fDsm}-fx~Q?PACDP<DT6IYj64G4fTw(Q
zdwh!Lwh{EB(5p|WyZu$slTzdiu#Nv?>Acod#kMH?N+S7E1eBm;33o^k6eLJ~`X1Eo
z^HrbPRb@n2YlboZkyve+dX&E(hR<}H@5s{sx@v&iwPiP;_;atIYyG^z@_|&`ODe58
z*BGJ3<2K8(uiP1km2Fp{c}ZQX(NR96RXiqU|Lpr{4=4*mB(hfMQ&<cdu3TK0Uml&y
z0B$D_ueIaA{Yx6h?n1e!)XCxubn5iX`n|s<=_7efZ1{|TvLHOoQ6;45W-OZXg)M+N
zJnPU(b#%$FkVvyy1z!SQN2Q5nU@Nrl6t_wLc$p>~ZJTSEoUeGyMT*q1M3F`Qtv3_W
zz9m)(i+Fo#^iDVxmjz1fqUm#bh?!%4zf6Mtes@UI@90ifa_KHbKae`9bD?@^oU?bk
zvkD-L*4X`u;|w#65-t>dIhcS#VkBmV0m@CgFYxc}vfT!1-q%Fyotm212)EcPv#k!V
z)l*s$j+ZADrR-(R6ITqrk29y%HXn#z_$swea)7XMfAM&L>`G6AY#-d&&|h;WTir!3
z*P<^m16dkM4#l?eK)d9W0GYbq!GMVyJ~hDqi9O=UxHqq|Z_;eVA`hSaN*aSo?DePn
zWfo^N$=RRQWgO-M-p@Hv@6k!pwF%pW<LZ1yP{Zx|j-e*4f4ZW7FZQ1M)mZ&@z_;8N
z%3Ja6^I#pG(4$55(^bJ2K9aI`4HzBsEqJ2t5MUZgC}zJ+M)fk_S3Na3*Hi7Er8_D-
z%qH}7nCb<S;lsYS#qj7}ljwD@gcI}Owq*^qj+XvWi0-j(7QM{TFXqLC342?w<^!)p
z_#Tc?WfTrvFjxDKy>B1qae!M_>K%aJtVUIb2QyQh<wLs%ee!hre&Dv?)9Z;mg|rmh
z?be)M<X_HoTHOrVqoEjq>t>o*vN6tr#uQl}CqY3$wjHp#$+caLUz0p~mzi_)U_1g7
zK^u)R3>2_5tLx-;n!-S29zlEjL10QWUisWN5N*|G4t~38shgSkfL-~FA!7d_Y$_7y
z*g-c~<$?fyEfg3J582>{^2Z$>fHT3_FO~t|`P_izIqv5&4~l+|2PL2DSef`myYDqZ
zIEtv^Lru<buy{X*`@1d=(@n<&jJ(SM<i+I%Vea-%5`R3somcT^CFIFB#vk9depgOy
z?L4%*M1Iu#n+3Og1SNF8Lmq+~+;aJg!$28kfY=G`Mc2Kz-of>=@%dV!>(9V!^yO(k
z!NA7Z+yBYN$dX+daDEcivDuOSixCifVXVY{eXb{PHW?ealAm6=9hD_FH|C;RY+B~2
zc_LQsNo-N?&COPvuSj2CU38z#hg=_fAB#L0U7isKtEutOj3Bs?mnXc1Or2~)T_NId
z!}H0-3uxz9xSsp&67nV&7#>*SNIgCL@r;7!Q;Ey*cwYv$*vN(qrYTMz;FMz`_?)(I
z*^KHqW<9uK;)1g^DDIms8>f?WIy8k9!rl)W_2i{m)^CMX=YGvFs;owL_<G>qD5uXE
zc{lZ^$<UqEQf=v)o0PSsVRPSagn;4hv&@!Emnxkm>URvA+{?08;HL3M=E9~>fD}Jp
z@K~Sp`*N_A0oiQ9O5oMq<QV4w#w_rE;um6tL#T?IBo!&mA2{A*^4^sX{+z^!gkrN{
zrN%`MIK4#0t+gNb_vt+antXv1K~&v8Myvk1Wh7wRG!%`b6A09E2UaQWMS<6!Toxwx
z851C6gxmVTrX<UrN(!}4DS!`uMHnk(usD0#uIuRCL4Wv12}kYnIoAB?<x$hdPDC}+
zEJ&%-1omW7%s239@j!*7gxT-VXnhNhi1RqFAiy2UbNJMHm+Qi|m}U0}QitNj*p;_J
zg^!y1wWGjvCwYhhbVAide^po@gvZN()xvEtygGhHPrf6pxQpPaco8LBKqzUy1=5@S
z$F~*@^~{;2842C-w0;UVm3g1zPR~IQBa2=|ku$~le#V5EX~)%1I+_X*%KMW2I^H9c
z>x$(#latx#+Yu=ThzYR_(6OQc|4+T_-mllOb>_=B!jWg@pXc7wqWxR~@{J+WVEQcM
z^tsQkZ`SF2+$e9vU`Lndq5NmKQKcK2&-|C{=2%BEnsJnowJgre)vMGP?j=tMhAGA7
zIb-ZD<I9B->`7#f4RH-t<~CMi1Nxgx&)j~JJc#E5+WFS&hP!lr-}qMiG~ouby<glF
z(|J6rn$OYzb$q=;833kC+gF=<>%Pj|+mjU7qpTekb8P9yZ_~e-JcjU){}$ZOK2$b{
zBi1p_OKvzUpEolUNzJ18ZIf@Pl&%JEe1lV*9h~!}2{9#YB+_n!NEj1wpV+GSb+*gH
zD7@8Q6B>?4eU>e|^XDsyq)~FiARwpFC-ysE;RmlNXJ}RDW2UW|=W7Faqo+p<7HGcf
zI1KH4tx9>kfrQiSy#{Xu@~*iShsFko6!wllB{;e80PJqsQ-$)zpc_dnI!q9!f^Ypm
z=8}@tfC7-P-wXG(qh`A(A&#Ob&x`kTkf)*)-svW$EdWXTzWT(Op$L9;jZ_4!uV3U2
zPLT9zIr{NhB+D&X={Z?&PvP=Lk9H{Dw&?C*_|^1&`|60VSF#6USFl>^6YtIF$PL;4
zj>@Wy4&?RX+*ml$`%vT_^klU!aYW;<cg7EVm7~r5f@}9+>sVDpvk}rox`VU}IvSKC
zDtVQ%v7(O+cj4ZpIorSMTRCXMlvho%r$+NLyx-~YOhkjE%Cd0d6>xTEZ7qJU^u>ZQ
zU5CZ+)#*XCRv`lNCRwPfi#^MM^pW9aS-tuXtE|1jE0!2G1Fl0{(F~!V1x`SrBu1Cx
z3{60%NtyU_`6+<YX!kAceZ_t+SD*83@%$fS_i7vQYmwKNYk!GDji9eIf2YFwseeCc
z(n!<eBz^BpGY%NOB|kMfb;9$OJ%Qho+yz=%2kx>bV#Kr{Uz4>%^yHSuP1_^09su_i
zUz=!}vUG63TkYJoSO<78-M!zwhC?+8HK^K-42&ON`+%#Al2u$m)#kWqO3{O6O^@gl
zhYWK_Z(la$SO-Cw++Ylv!Yk%JacCr)qk0L66~^$v_xqTc*a~}U7(}1>ikV7M58vOD
zkKe%PL7+r;N}@X-bsZ;`AsCVhPjT*aokhA|7PA7Q2E&!7>0+v*(|6zN^DbQdUs!GC
zK>hZuRj6?paUB0UY#1KPnOBeT``Qk+;Dhe?{t;LKI@0D@u5X;_|1f_|?5RtaHm`H|
z+4Ihz&uSV4jpDKHJ$u1=;(QVg34Mv7UNSW}`s$&1u|kY|3`LIDFuE`Ban|7Rf#1!K
z4BvI+`O3Oy8&=(6pulqAH*@4TYSR#}2=wx5QB1)WEWD!6_jO%nJ!EvRrlwkLvpKdc
zZV5$?G;Rx1z)Ol60&pO1R`i(mJ0bCyQCYi$i5;@qbOzDGx~i{hZN{oJ`hn{*0qo)q
zTIH7(cxwIpC0N2Je(ck3OKj5Ip?Ji(n*L%ko?9Z`i<!e41I!Vejuk-VqLO@Lkr#Xj
zK^t10XFRP;36dNb@2{v3UsS{3n~E;U<J_e75@0l;cb>>Rj=%<&*IY%T9d|hzKA+}4
zu-A^csxAC?SSER#l-f#^02Z@~qvwRjJZfvIw(7v4oS1r_@8wZi7n@tq5nra}&?zpv
z5KB-o(2unG{S?lFz8$WZGP<8Wi!403W8bZqwhAurji4#2{`QZ9fiqZ_Tc*t*o5JyW
z?~8+(H{7a9>p&OZlhjz(L&yEO9c{tA!rueORObpG@Q>kuynyEEK)VMClbWh%?+a0s
z-3<?rmkI;8S(yvb07sm|7H4nr5tz+HVa%3+`2T2*NEazL(oVlt#2PA_DOA;sgskfU
z6482u7`2ufC|jGu8P3OH0u;pkJv9bm#ly3xs+;m$h2<V&{+N6<x)-U3MM9t6y=G4x
zR(YCyd}G1?eI@h$Cy}PAw;Wn+kR&2(4r)f3VTa8M!?Sws!EzQVdD0}#5x%<uCmG;~
zjst~1u({b4E{CoTpsLCBjOimvPh&G*pS}B~^V2zd9Ne#Js~DXC=oGB`wJgq1&42h`
z3nvohE703}gJJT~vp7SnD-4iS@fQ1#uQoO-W(qk_9~9)wHQ`)0=nPQe#;;nG1V;4W
zNb~ISeF4sz_>hIyMl}lc{&8~u0DG8cELoFb=6QnQUPEgg9hk#w5^S6q!O+V_ozz-#
zp2Qi8`OzmUXHyX1Z7Bp+7GY0c&b9DWb0E6F@T|=G(4gKH-5L0XJm;sbSudR?X$N*V
z>@?lz8&lty0*HfFM8|?t&`&|t7UNCN(yN5}t9%?Wl<K5a3QM(bBudv_OQ2XU(leDy
zIj%2~J^r>deLsiWuC87})t%0JmdZ$8!9$6>A@yaIy|Q4cWVe^x6jcA=+|5r;_|niO
z*_UAn0oXj#^9s6BQJqm3T@$D<bkIRH&)HXeIHu_jmD@bBD~gX0{g76--v+4qyU&z;
zdf&R^tr}ufc7U0_@CNH%Oov{KDX;+|tB<o`6joQcorvTd4;aSbUA&CyXIW_E{fHZU
zFcz-#RmJq-W}0GWv`4Hs{7G;=9Y*k4DP)$!xgk%<b~ZFl2D_<GClI8Ne#%GKN`UcW
ze(-VjsBwN?(c9UBfaQ}hmk(Q7(Y8q6Jq$40*DMfrSa29dZ=k0x7JVGXyeeiz0cB1S
z(CE-f=lzAQWH~Zs930y<KGiwxqq{t29tJ4ODB6A)2LA3xhdgB)lbc&M6qkU*EaoRL
znlJrrKMsc?IbPl#b6k(K^GML3W^5Q}RQDrFBKI@r9`ciPT`gK9_8QSJANI<+=X8%2
zuV0qVNjx}BvBAhI8LR!+>ET|tBbea<Un<0tYVU3b)wwhz8h{w5-cwl9m%OE<PF)rM
zo=74D%<B$o@^)NIiDrPBJX9mA1qF;QRT{t)0*n!>5Dd3CB#JjvNA7Tjl1pD)Z_K;1
zbD3@rn4dxeb5yUn?M7%$O_X4~QWs_@A*g0oR3-K<i$L9pZW#QyX2vt)5J!9eT`5vD
z3d*atFW8*5Z+R|9Vu~{CfE-zhH*pEA?O@Ryr7qmN#>Foh)>Cih5yN>35+G*2Zc-^D
z7p)$QMW!8p=jxFGplNQB*wS9da{I9gL(SxGya}m5fq}=^dv&0Apl@Y0B60|1LnM;H
zJr*+M%bcCXd#&GUdQD^rNh{`)n(KAjvR}vB*r#Q)F)ZMn_xJF%QUUI$m&&HPLV1+_
zBaQx++>ecFwR(im?U^mIlhD=uG#$SYsg}TQ)P|}K>?hPu!8xjjnB!p02ICn8qf^|K
zaj*tD)LcEn@$h)VN}_);`zKgUFb+JV$}YM<P1Z(E9X~PUBbVVKj>qf*r>x}X*OOrY
zeJY&2xtfzQ3LhxzOovSkx-?0lO~u{ipJPbLA(hvAvMlZ_e=5`Z!L(Kb1mR0O)A(;D
zt6GK_w+<WudPYJSM1{lwC<S$-49UF0pMJ|owPN;9P-jcKS)^qdlh4WZsKB8h(fd2f
zKspor?I2g`UKNX2>eeZk^}RwXG_brNrp>niHTaOR&2TwktgBqVa5=~PX$l&#6=4`$
zgmC0!L9dJlFqLHYAuafeT9^-SIN4C}gxc+()Bu^Hk6?K$Xm}1t_VkP?$vw(o3_RmS
z=PmcXr9drXN0qOL;N|^jJUC3p%~$z_VJ7mfEpNZLOzCvb@NVIuWDHuenGe#tD0L^r
zzvAJkpEhlSyMH*S=5*jc^kx23u)S&%d*lWt0c7{JecW3wc!xvOJ^PsR0YxRN(-)Gp
z)8QCD154dk+9+j2{uOBNcg&<dgzz_{II@P2`IndUD7{bmiwKL9I${4#wci5`{bTGr
zEto?(?yb<+X+I__AN8;W?ic=iqn~ih_MMY@ub<lYyrka4md_2&xIdd+gDB$^Z(T?)
z$1f4D&$;YM_0c!&j<fWbbAGD6s|)4^%@)q&kO80HDFpNGwi<q|!(yYAegL@d)mQ4f
zHKnpwN%pl$W?qc2SpSY>LuUgS(D}EfVT0_!MKbM9?b|b9pYdDJAf|{1z3R=EW!Dkb
z+^zA_7r<1H5#yWJ0Yc`6$d)pe#LK6Ehq6Z-QH1$)=KS6R{(AK8Y^0cnPi$c5!-v)`
zK0T~^G{{gK#3y*Q)eMFBN3aMSxl@6&@Q}cf_-wnV^<HGEA=q$Vo%U0F{-)dLVCwof
zHJ|Rmh%ax!8vBMM>MA@U(Cq5)d(l_$a`|`tLdXCj3Xfx@v@UwtjrWeI$1Bn#PLX-y
z?4(;g^hj`pCtcPlB&>XZzBfSL^<$;TibfHupwEZf2jvvpN_|O=&v&0!uK-AicgLQ$
zqsE8X<siV6^>$-+u7zNfd=aRHMtVGx-9Wx-i{_lwuab@dhQZyqS<)OE4CN1ad1N?m
zfNH;3s<F1)x@?i)E}QaIyuG@xEs#sYFFl5y`gDRfs(U|qPH6n<Gp!59y3*m9P1VWk
z#j&8YtRcP4uO(A>`as`=i?G1?)@m*UcU7KfB!Z)o-(T<jMTUc7p6;JM+~3)oe%n4s
z(}$T=E|ibZu<9C!;URNBVeNUB)OO<@u2o2_ZZ@XS>+Q?hYh3gbW4okoi|`dXe};1^
z<j%s@n{j(A%c+9lxNy=&JVS^{dhWZ(oSglNxqschq*O;UXN#DRSweaZba)PO3KAz6
zja10b3CKs2D;&6wbw`B$ZUZ4;Dk=Z?I*sQ1{iQgtf1R{j%`FF#HVz7AidXTz{d)Dt
z?6qw*z_7lK$$Kl8TIQ?N!sd@i?MO5a#pFHK6=Cvb#LV61-Ii|x^8wCUTf8k#TgXpU
z&+n0fyWdhaMt3L0)v_AjbtbPz^TwLL7qC4ws~WK)tCx3i%QYrG>nbM5&dpQ!n<9T*
zHunP0&0^auNnG<Zv>h}x+O}I@DT3=+m(hgO+DN*CiSs40W8x6afxO>}c0c1uKtaIw
zV@D!77>E6YhH)v)Qr7}Pjs&jIA~>4dci!@fO#MpD6vF(zueGPnG%O=wQv325yxP<6
za#m9^fjcAKUL*V5-QiK+4J_T#C#T0$#49dJC7)_<s;-yw@6TyU>huF{pZhoEPY4G<
zdF|pe{V4S)lG~=a@IrC8f(XBS?OQt6`jC~I{aw{uEZ#y$>ydLVwqh&sG3V5~arNii
z*qy$l)^lDUwodxl`57no9_W-?ISrl;U2{?D*dB~X$oNIqj@U{TwMro_gl9xoVsN-C
zDPp%D*5mG7Bm5TSGJP?T@KPS<M77eUJLWOi?8Dos@+|8wN(DHpfhvDRS5xhrj3tJD
zeXbSEfFgwg9|F+6J!V0acn}v+zrTs;@wpZJp_lsOE4kcR0%Ik$4+xAIZ*I#w)}t={
zVi;|5X^zFRW)o(YZ#ZKohd3`Y{j;TqToAOugX!;PBcP{vsazmV+mVAzef)sJ%6ybK
zg*eJy4^aLsQhkIh(XMZGRDN_<7GNs*3duN&phb0II&&1~f#Y7Qf-&3o>wTazs-sGK
zE%P?TaG`d3w&v}Am2X-Jg9G@&pBYOELFXy<LSNwJXfi%09fHR@fnS_S!0Wd<@k#<c
z-cFDPej-Y5Kp{fLsg-Qr*$Dt2G!ZD*U;}6Kl?VB<;`~D9cE_;vOZ=?o3jbW?#rr&)
z8BV4%5+v-EH}tMPQbA3*B3)u5-0MVpeaBh8hRy4DQ*<sdJE-T&2H$SlWV)Ew**Y6h
zPY{yR?*`y#LI(BtJ6Nox%dlhKhW9z5j+R00b;<DvkvX<9-S}Q1-sUL&*Y$Vov@%-~
zD}kwp0W*m&0LO_1Xvh8BS{tsd)S`2`<P;R~6t)^~g~|r=i}-MQm>10~M~KF+)4C}v
z$nS%#8xM||A%;L-Q-!J^j{DOlcz4l#aHz>e4QmfJsZkY4eLbsdI@552D*~&#)XK^4
zcU|`*UGkr>(a@ieQ1p6ks>Ab{cTz(KDx}HflhFFX6ItMA!w1~4<lo{N{$yhunKehX
zJ;=oK$wpRr+W3d?z7LY}V8|1rOGf|%X0yr$IkiX3e3P2i5x3cBN#<6)`ThERV6?NY
zO*);yfr_loS$$d|AAC~x21GaQ;?UKxfnVX)MH{+epl`LytHX*bi^&5ACmh7$<@X?%
zDH!LvEVi#dM;N+w&qlT+?g~}Ywm!gDfn$&i;`-Y4@0*c`pzq?XfAXHV&}hs!cW?jL
z$S13L(dX2S%gXJ+CJ^@5CZ4?Mcz6qw5P$Xy<(#Ttb)uh-RZi;WSs`tz?wG4kq%B51
znhOOLjlyF|^aHH|+@`#A0cOGH7UH(>i&X_vRBc8!up#Ew_zGS|a)gTjo<G!$^Vn+5
zZ`FyIg^O_WFuc#XlB7rYU<3*1*_81-%Wi+_!}~(P=U}>Awczg|!4Tr?b$3G%<Lbpl
zq(x}otKpm;(<S#Ys*e}0JbqvFvb0DvU*%~v-oI;bs($k*4a3ENpI>lce}7|ncr7*P
zJ9DGuv;#ku$ey13$kFk4Iot&}gzpIjS(cbgt4pmRDc~erhih*ViOlb44%VLo8?Z<Y
zCirspertT7@;;KqZtT^|jydjcvLa#?0ghuP#`v>@jI_t!T2S`qws)u1n@^wSv^1R-
z&<^5m6e5HxT&l2YFUiY!*5`BbvSKg(VXZzcb9|ijR)9;w9<tNm7%X~4oZ`<cVQLH}
zaV|z&edJ?zNj28g_CGiWWEdacUnpguA9$^*qnAbzfCmj`4<%4Q8v-`l_z2p|B+ch;
zvF&vvB%|5SULkxtUkE3CM1eAvH0I<C;#Fyk7Hr@Y37)J)Z5EYrG44C&EvDSY`;ZsA
zj19?(32q{ei3?kY)9jcwjIZe7ZSFMv^P`{7HqEoofdD~oWs-~AOa;@CZ_Fc02cfvv
z4?M)hrp3>)o_dVlHNpIh)K|#uOVmi=$q!HK(XxQl|GxQ=KSt(}&f`i7Zu|%MP^(VU
zRrx{ae)e!~$novIR|iz);lK*1;M(oRKp=Q`!(MUr;cNN&f|Td9@AM&kxWI5J_b^f^
zb1TCSryG={fGBqUbDh1iQETfiZ4cqbNiUxVrjom68XKqvYX7p7p+uvdH{>sZr&ZkG
z@q7R86WMGMmQ1^|qh*Fmtm$|u>$eQ`fuC3J;sk!hejsZgn0Wd3xT?5R*XB1{@!RGx
z&pSoK@VV?C{sQxbHj2Sd;0GxxNRvJ9vEG-vhqjh#`kryPXN!A@fH2_SgYbS&7`r+?
zYjhZX*V7%iqw{>4DKag_tN_h!fDh{@6dX5cONu$Mr{-c;tpKghuiU;ZPtRFSvE+hk
zE!28Mod&gdqdqGA#Kg5lOPvc^<?-p5=p4T1=I+{R9R{zjA{amOQ41O8!fpi^_t>=D
zSLQP(ult(BWn+F&dq+w|n&6ekr#=Z(C_YM{T&U{eJl8cnyI%(gHNvNGEe_7>Jbz&b
zjow$P$6|-Es8}88tJaF=yk3lF{oIemUW@oa*oto$({~7m)!shr)V4T^MLu{8t@Eeb
z2);s2lFhG2_2uWCnj8B`?nO-HjJa12#MiGh^G`zjSuJOGa>@qK;>i6xK~>mn6v=gz
z^ZEGtNH67lc@SuPqs?oCS^Rw1PtQc2lv%ze+{<Ccv<M0=Te5D4j6134{VK~Q_N%_p
ze6LwBr~xO%VC1F&611Uu7u7mMsilXJs3)YM#}F0W3lIrR$D#7FYDDqMH!jr%geTw6
zBrm4wOI@pd%3rq@@d>;#8qe`wFb?t?j<ND~a6rn#-2gT;%`E)TUI?AB#haWe?imVu
zSt@R+xN13gVt`i;4~=3Qh#1sG5V1u_Z23wbIk6}l?)(v&Js(SYow(#)q5Y0<WyUW+
z&BmaR@cUdy-74>z)5pKB<_pgyIF)n>dtSUMolc%jI-JSo^vkdZS`c52@bqNQ_BwHL
z!<jBL0%wYxg<8#A#?4AEJiRpgJJ?_=v(l||#sdS)5DV0Xhn{4Cwk^hPV0kz(=PpnY
zz25J_kk;W7Vh08K;MW@E9+`)-P=1ZU$5e}=6==pBT;rCq&CT~~E-Zc$N`E!p$K_If
zeCBh`K&pKSAgbZ&lQnAj)O6B)RJMZ^lhXvI{DS}x?gYi`YP7Eg{PhJ7!M4Zz=JYZe
z9C|i2hSB8@*V6Gg2BDJhgNC<y89DYJ)>kpl=pTsS^%;v-RKh&s`MGyB5EySIb=1<g
zh&d?g0`4lO>}@I*b)R8!GCYKfuiiCJxvp)YC|ZRM{~f;W&8@7?@Y<5K<!A>8E<eLF
z2oGC9eT{l}9f{c8v|5Xh7d|D<{tD)EF<L%2Ho+AJl=&`PKP56cv?sjO$;>@>BynBI
zM$)(Mc1y+QPu>p(2j2ZI^$<MOf*kJ9o?o*9!On6PlJk7@?a6U1`#x)^%gHbbvwl&^
zd)^7fZMwZZvPD!|ir!Bm5{2@oygJHJqR!I6435Wot|Hbg!6j9!gx{J61X4nxL8eY~
z+Uq)~r|TCOy7>C0gfV2yjr{HxJkJZ|Yygv)<oL{=^#)+}>t$KtQj#W&+ehii98DH-
z$HeK$<%(<#m(Mx!H78zwhZyQP@BxJ%Cq=6@YPxZs_7!z+ftzbXb=^5V{pj}|*5d1l
znG3XE7dmuX<EwfIUjG{L8HN!JsTX;;{OWh1{h|sPI0da7ocv&yJVMFR`;iZ2%-<PA
z2VxQxR!U4N0fBcYWxPv%!R#)ljE^Xj|LI2sacA~gmgGZY?&^g6>@+FRIW!n?9x81l
zOIwp%l-hxZzFIC@-!YnwpsXPgcK{nKdx2J!KQvx`LhZQjn6`TOk?1<S^!h_A)zyDc
z9a=@O%<3&G#a5E}#pJ&f2B0j6Z7SZpF_dt*(sB2I5TBwto~kfvbTe+2)icg>8$D;l
z3E2_|_=F>@IPwa^xm(W~6l}zNzlV%%rf;X#y%;SFu~OSw0Gz2&b>Cdq`Y_6KqgwA3
z2`Bp?e!1sqLFT9>`Xec1b8_PxruC2BHwOI%3@XB-8$3UBwx`NtcX`}Drtv6$Yuqdt
zK5P%p_4)Y?^&i6gE0nHChQ-xG0u;P%OOiWKz@P2`5JnI%re#>aj#-{!YzHsixa)ay
z@VC8A)osZEob?rB(&agr0~}5p)=(JwS~{i!AFxM5kJ7_rU(xMmyLlh47iF<L`kyD~
zD-n#P<_Fv$KH#U{s`#^ATcCafhNCs55-^sF`-#qnP}q-9)StN0p=4nnvjMum36<+h
zcvU%Bi+w%3)=U*x!Sl1SXDXYvB=nbcK{@=Yf^#DF6JER=U$k8#m@F6Xqg)q`)hs20
zO@|^r@{d4grj(mLZg)VICQq6N98Lrsr9T9T{(Bp+8h_Xo6%oJZUbKRd#<Ro>Q!7;~
zefgFLq28;r&Z%TpMtpRVM!uHtOMjZ)7fS8?K#P2j(O5SLG1A-y%b>j12IVF^82TKm
zw7_njhr<}5!d9yrjgNy`!0&#Q^d|xovV@_=AC=LU_U$C!J2DvMxkH)Lh`;g5lKYCm
zJ-9q=V<T9?o4Ds&Fj4fB^;2@AyHVF4y&}5RuTpRd+pu?FkmJ6XLIY<(Yxy1wv)D#?
z?$c}-@zY$zDxOt9e!AaiU81vLJPZS%q4E~~9-3!mT?NL~E-0&l$T_50LY?0Q7$AF@
zO%}vreR?N(TJ6URHAm^v{QN^y7w9}PTf{qOnsnW*?>aeXE~JZ`|9pib9(f4osLmJN
zV}|Ht9!(?VV8O+X`A<|;nq$AtuECKp_>kpWOP8)7xt6w;iiZx3AnHqn&hVhuzPbvK
z2f%!+f~P6$K|nPzP6hLOaks2EF!cF{V^|5}dQ?W|Og<=&6pZSkO;B$zs**|%XI|Xq
zj~NBKm662hC@EfnED(}Y3-5Fhi!qm@J&wMyi9sIA@M|8St2j}c`1`Ekc)<i@FdZg<
zX9)e5kOeJ!F7<_~^@%6Hfh&{l!LKt{YDu3qI(t;N7ia)9lSoZX*G`I?9ogzN=`}P(
zhw;aTo1f?KqR;?*0vgflKEVH4V>rM)Z}H!gRjz68Hknx>gS7U5#&otuRHvJwk<I*p
zP5fr=LC@Ft<zIaKai{xcS?(F$sUlD2L0n14)ucv;Zel3^CZaD+gbD@j6e;%~Qizjb
z+NxBM6Sk)8x~%lz61mA6dKM-Zc@!&mfu5Tj=wZM9-xogh%>%tDP(<KClw0YhNxpEB
zt>-WsMJK#CoH|H-7vU`Ps{@pNtq2Z}5-X8r$FhX@^nOgeJxKbR@XNx3z-*&?y!_?%
zt$VL8lHi#d<$7Wk0ynB5)khpF&)djyrxqoF{zOq?@niPuL;z-2Z}AxTqRfBax78x-
z>0X)?pI$uNW^XXg(R8Nb_9@xd;-$rXK{)S+0%v9C`Dg*6F{}WpzHNU-i-CQMUtJ<5
z{`By%o`j3i?pu6Jd|-2BVEXGoKjiphb-#ywW?VRXt>@E=dGE*}L0Hi%{RRDD&&`DA
zoWBe(bk7(^4A+8wzd?07H}MaY02ZA5=jjJD04Q7v^&Kq_{(t?)ncy?XpP^5b5t^MT
z&En8*t&@PSF6aEGzI&4+{;XvV9+~ogpJwY(N|*}w=jRr6nvMM&4iCI8ZP%up-nVuR
z`b4?Qozdx%F(C^iiSTyxzv6RB3Cd-G>`C`jE_?$B3@^Y~ryOSpB%HOfb$yzln>-Z&
z^Z%w?U&^ZpwM3H2FACxGxG8t1Wgg6BzI*96ok?s{73RwRW`;ZZ(jLv0yv|`l>=j=D
zpNY&KpJXxyeN;ES-4VEkWX9oAc8Vmsl+ughP~Iy`^!a`THF`SpxZiO8T#aJ?G~u%X
zg6+w{+-h|!p%d3k62Zt`2-+V=h6z3YIdlcK3n55h6&(9wE8ULYRRS8G01Ftxl301U
z>2aYrj5<eejeP-gc?PCexg}(!(C6B$PM|`+e?nI`oc3qc)!nm>BVf7Jr?9sBy`Csb
zek9JA_W-JR*BpslCz|$&H-TcyDbI>Fyy{LPE5Cc!whrt+mD09?2Ea8^6n}4An>qff
zF|Ge*yBp^`FkefEsywq9%mMGG3ws*|klKP5M+vBviSJBLvLesF=VvkA0lj?aReD!f
z0*P)zHhE14!>f}u@%NNQSryR5cO~rg`(aPcv<U4BJs{p@0EE*B)a|2d1-D!fqb=xu
zWAu*G6)juiWs7aXNI3y#Bvm*l>$^~+z4<M@>o-BqY!cP?;)_Xv`|ElX7n&M*Qg;W2
z{fi-f&;7GdV?;=#)yZMm&+y)eh3A@l-k|Z>z+b|oW`N;G?tPf7tp%)l#RE<j@X2NN
zkFEky^Og!H|KNM+VOera;^A!5>7X6GF6s)W)~fYABd*w$Rxx-?kKlVn@$I#7=<MKk
zzrA|)byMdhYm9!+Omth>_`M)f2O0t8Og~uIZ`Uuwco%vrcKw2Y!C0aH*27pZ@o|rY
zUvH7dw>|HUhy7IjY7cf#lPlDKi)R8R>Zy5eaLf)m&%4mKqU*?RTA!G102ZD>Iw>rd
zYHpjHmIibt<-25Jf;fk=7CyDV?@?3R6X;xZNS1kc=wynPn(7CAiVDkP;B$ib73_)C
zP1WK2@C(wL=prYTSD8ApuW!MVNr6yJU+VKyIzmQL`;VNnCf7a7es3jjGNk5pd~z$K
z3UB-6{Q!Du<2xjVe1ykUzq;$inu(b|Mkij}Q#{#ySi1YN_dJqeP`%*LSy|nayn{8;
z41Pbu5v(-4*CW(loOezOQTfKI{zX<ngw$`0HuVN6e#73r8QHdBX^E4gbgnpLw_e&8
zM|{ng3ob|7?E?|y(-({{pt?2SVerM`++8g*d^pFeL|&Bl*IIn@`xQ}4b~Hp_g42Ug
z2pv0f<1R%_U#LAbkwLFt^L<x&z!Xz$;>%8{lnv~Ovg7~mhI;%E9#+K7lWq<_Tn%7=
zys>=Twt*aPEKEc4=W!#+vD}v`2GbpVg&D!w@*G~?u54H{@FTmN;}(MNlrxvtWq-Eg
z1$rWxY*$1NB1&B{m*2Kk$%FagoV0ip`3o0jQZ+{`pW>YhrzI33D=#y+hn|%`DcZ+)
z9hj|z$JLoq!Ix4SOxwgUWxk2_gevJtmY(}wmx|=qzb1`@$sY1~QEtRNI#(#E+rL*3
zF;34HrX(hM97nyBz0}vc9J#Z~9E&H!-4>qw%?;Xi`O-0T4>7lgv-mnHIjHkK-t_JA
z!+N{_ZcjO3*`)rR^#e1x1K!7B4`ue(Wt!!x5{Ky$Vwz9j+b4YIYb?S-_x&W$ydB+h
z`v`3mklpllnjg!LI0H3_Q`60WNr-&u0bz!1NDP>aFl@&?rIzd%xRPjG$Ck0p+JxV&
zJ!<v+q3l0lxv#V4Z=~9~XXK8AeKB6)xd|^*3v(O$KyiOD<+l*8<^%=+L%rBP@eXR3
zK%l3Ee%uU9BiA>i2*USDvb3#wJD&AnR^4Lg*G2!;6=}ge0{&~t9-`yx)<?VSTjnK9
z4Qsa(>muZo3E8}AJhAcLutc2|I1rqH7{J=2shjr=TJRcyjKeKa#z&81zX>n>$~=ct
zpw*~{eaAgbp<6q965by25Zq@9NYI(NFCW^QwxLL6DJXuh)r&6|`#!>EsFSV)Jl8dl
zhuuS|Kc13sv7BR-03mjStq!`_ImuvDVO{5A1KUHGEK3J#9?tTF246gc`_<t6$~0JZ
zd&hHv1xo%6^0xF0F+8vQvlpo21=!blmvPF&`Feb#R4y#0Uq$}@E4w-^OE>tg0;UBa
ztKtg@4s5Qf&`Zxh#i=n%XPARLG28)n#7u1pd)urlZoxxxp)73QU464VI3ZkWTrWa-
z>mu{|864HOpIT-L@fwe6E{{k>yV5#D)(s*CQ}RfiQH)DiTuQDG4)O}r7Cfsj15r6F
zm3<7Ye=tkBHyj9E2c0>5!a3MZ&ASw$3jd&BzcvMDd|Yyg(>=jeE(ayX3e-2%T(E-<
z%tdbN{2*>MugDD#^F7>z<rwzP0-HtP2YhW4tjzZBs|nFB3z;59nbVCl?TmhLAKJ)%
zFr~*pcz6^yycjuLzUE{=#Z2wj6sD?8F^o9>dZ0sgU!k7Ot;p^;f8>*wypndkMBSt0
z1-VU!j_AbbsA%4J8ZY+NTGxyz?6{L5ynt6HvLlDaf9fOl1VjowgXxUL>$SE<T^Iop
z3X=|>VQ^}qrvvfW&$>Xk+WHwSqFW?I6-VtV9R@QbsM#UZTR+kV;<WRP+)v(jvE1y(
z@FHLHT=v;1omupue-}0#-&3-`9rpNPiu%d?L8Gsg-RCsQ1Sj9tv^^;jU}bi?qRgo{
zctHo{tod3>N4LJ2yS>?>e!A>~8vA&B9na!Onhy=GGsWw|=<V__b5{+!@DeF39G|^6
zMu(T_vwprD%;uEYg6}Ph1~=YRbmO@zOP3v=jIaG_yXQX^y!QppvMJy9L4dYr@?-cm
zjk-w-zJF?{(*t&z^k+Zx^x;NyXc;}OfX(d-1d6^6($#O~6;N}v?12Mm4>ydC-~B2`
z+LRLInR=pjkhAYL->zOqcQU=7UQJAOC1Jcupx<x%F)#K-bx-aCn&Pzr<&D(>4kgjI
z@$@$cfIcB9m#aA2K0V58e|NHy7{==qg5_yXdns}rFO+CMpaYINABOa3_SAayyB|7-
zg?P6nfBebq7>apg>I(i-OwxLIMq9spN+s()n5o92OoBt)p0TFw?=j!0u*|z=Fpo<s
zeU6)d{_M}+zwJ-t%?043<)R>sum!(@rbP-IPmCzu9j6zglZHq!{53m}u$<}P{oVqg
z!$NOO6luh`*pKM<#e3H&CJo&?9dt|tuQukzp1s9<q<8Cx)ZZ0`Uu+X=fK%fd`v&Y4
ztOAxy#n_NY=H`b${EZ(2RiTZy04*!O#S86w7h{X9=St*of9)6K{vW>Bh5*%=kpc*4
z_$2d@&#^R)KUOh0P7%Wi@8dyy@wNmF4=)lYqz&rt;Y=|0X0K=!2qfY(s8sil`5u!%
zge@{0fT2{qmQ;eLfUk_ZKUqB>{k7aDgz{vr!}j-=PRlsV&3<ebQnvTwpL~*GkKc|f
z`*DBSGl}4EQw-PZ+hTy8Vc)h*L!A8l{#d{7YLvZf@qn77Q87CFPgBM7DhIXmc4)cP
zg*7Qa^Z{6hZ|>V!4-o`N&V}0#{5NfeSJBH;KYip{U6DBt{q4jk|FP<2gpuhL0UHy|
zGl{_WYxX(yDUJj@L7o)_m%BOD0Sy%(EtXk!BC|it#QBU%ZNaZ#BKpggsF!J`A#R=7
zb_ZjznIIF=$4yZDvvrGZ#P?d7H1#=rVGtrkPpAJ%qZ5taE}i^{U}D=$eaz%L^f9{f
z2@^y{lmc8tW&Y`*rmP!V`*V%^r-;(vk%mO_&&MaLOcG=U6k1ZXA1wl}@Hp)2Jg)dR
zv2!Pw=kPpohk8wwq~k(zMUMS>aCZbocZC&c(t<Vm1xeX)ZRl_e@-^K#I|n?*lQ$7f
z_TzmkVAA6euRa6{gRGMWdoYAtq;qPxILmyx!-%Ij6Ov^u<>g=?%DMa5qDxVZ0a!3*
zt9V}x^E}@DJcUE#-yUqLJ$eK)8Zc1`%%{2`C|C>}e@IbF0|~u#``2GiHT<kSC<Peh
z3ongGCu-TdpP~SiiN{5_KO*TfU*b*E%o?k$@dGpZkE{3Hx6cnQTbL%o;rj}A)p3Sy
zg}LRZE)sg7&jgMo;qz4A9ZQ_hf_m!C9H%nOevA)fIWuI$D#|Q2jR^pn9etwcr?_52
zVZgU^VHGYUv|+mPlW^-WsbW~dPkMW6QU4ejQTf1_8oM?yb&vZTix$D}gAj6{gI&7*
z`Dh_b6ZSYce(^Ob@NFBVM{<gfB11n1buU-clMm@5`~2nP@|L`h^}aDB*SxCkaX#;l
zHlL=J{_BrFr*FU>zVSQBn#Y4!7UpT-{mU67tr-ki#*{WO&0RSVa(6{HO4lbF(vRuH
z3H}rqJ`){X+?=>yZc%TihV*===OP_Nx5uuQQAbSxj@!2HD+9E^S4Fvz`jY-xPA*6L
z1{5UY(<fJJZ3dl{cAY?n*9uLlo*%3EM0GWuC#yNvk;<<|l}Qf@V`WexBz6&4A3QPD
zAMC)s8<wB^W?o#h0WniB{cI@v&r=?I5F?cH3o~D*B>zfSjK0zMl)czoV#s67RMB5A
zwIA9Gm7%+#D1*1oE<m%V7Z>PrSVmw_e`!a`s&n&6!n3BOCFpQ)VlnnhTNyUDs=Pg}
z;m*5PhJ3JDZeJQr49HOHCGJ`LuwC~Ji{-CJ2C=X3;8E~KBLAXkbLQXhzMNGBphta!
zfY*9h8bzA#{f2y6mcNjLn9Suu!og#tkg>hYGp3hve$O`kHW?#M-+s(rHPsA$D{U+G
zuYEN43hQ-(1kl_USI~g2at@8`b^2cZkWdI!1)d<ue7t~e&=*>9tXZ!v^uwtPlKA*L
z4A8@uhk}?C^K<;1P;mG)m19flMM)Nib4v58c^_PVw#jGkw!Fn40HQu&^sy!V`lH{v
zX+XqpkH`)l<8|9`MKbWKR*+C`XuGX|taxN0>)ZN!Gl-E%zc_utF@6}YH#xC@wXUzT
z9bQFeTi7yFYP^w$&XRrb;}3u_rsKdde_QXNS`40fHYGNweM_mn@FR9^qZYr4XJ01W
z#RTj+W|V{rfRg<^&w9oE_;$z}nt7LG>7USt6Q~Uz*B+naiMX011D&nFmmykNWTf<X
zxG$;R`h{Q8;>F8aA9%uybNKHyHz7;bbx50&sRGgm*TVq=V4h*{dsz2sQ1aLxlyCPC
zHk0tvU{*JE{Akq86y{syv=0q67&_<a*WW7rYk|{Hg%G#LYMrt}&TcIhS~$$Ik_}$L
z(=SQmQ)U=SxwD`o(<Oy4;*F9)AT>PYeMZ?JwI5<)p_NtIs!tCr9Ky%ay1YMc?!kF!
zexw}L%YJr#6^ZS~6)JAKk`Hfg)WR^osP&^5tlD}AZ8&KC7r6(<(5|29!`SgB!x$Rn
zQ{&z_?DlBxUc7O>Wtna4@GpTDc7GRf`->o9(PE1iL#BM5{Juk2VV+K$Z{5@cc6>?m
z4P?m2D|pi##>K>FDEd^F3F;GKms4b=-A$ysOnaKTe?U`^b$6(z<=fjjh<cTvS=`LO
zUljls{4(t4W$E@nv@CM&%(U{U4UUIU7uS7{;wN+ov-%6|Zn?kC?q0{27jyXG4oxX$
zUJt4(<^htQk>lb)X8EP|@cTsUKe4lXmJHT#-6>#)7tiA(5{6^P1U4pq`D<4mD(orA
zET9mE0lE916?F3`8K}`cyLFiTJ+KZEp%_E?ki8nNg)${P>?PPn-k{j*TALfCP6LHB
zuKcyPc_h`J6OuI*g>G`$dc#6T*=z$UiT2Eb=*w>e5|?)mel{)_N4|X&yng}X(H91R
z$_IuR5Dwy|e_sN*e_Zscp#@$P`ExdJz~=&+>+0{PpoE&P_ie+Jw;Y`n!|Le6%suaW
zZjHw*ur|rV)lP53Kv=)i!o?VVAtb@$q!FIJ@Hv-H9lf8qm4(~yNpgUcA$4hXE|4U%
zf^kK!sO(bP<DORyvqA@C1Q%cOmyz7)WRRNK-oZv9Y%cH!Ym^M{bU$oizF#|U&*enc
z<369uvl3snARnXda4cWRNHNs!^)`Dv=ei1eX9HiE^?e`q*Yoe|@?hA*zI={Jqp8%z
zi{Z<oJL~!PD`kd`&x7{)fIdcvI#C>;boZ{PjW`{1qFv2b+VuXa2u^kjEkvmhWQ||X
zgTByWrtb8WM<`K1Rwq`&5tl=~jVovrXnDOcwuAnWHGn1?Z;5e{Y3k4B0t9$YiT8D)
ze?}}e`nc=q1$;^FbG-qX>qRw4bq%v0d*_hb*|pVA4Q`$d_#eKLrU=84KaO;sa1?#v
zgmPl;;dV_e!<E)pyPrQzK?V1H0myR{PQ*lnSEs)3`F8pzh)C}wdoLI-o_wPqi1wZ#
z4-TG^`NDk&VMG+AuJo}svk_cGQZIJ@altv}{<k98b^oC!m`v}pBS{`@QKlBj-Q1=<
zboYJbh9yh*isYnnpmzW;*{{%-v_Oh04#qh3ZuC46Mpzru9mbLr3~9)BiF~!0!d1ms
z-(VznoaqSPmVG}P=f5NcwfYLCq(zygrP+)418%aP_a>P?{r%XmVsJ2$Kd*E@-uu+7
zOj+OJZQ#u1CV=_Wfl%6W3t+r-nT_czrmV+)<21|7%U-pugL_>)NW}9g?C9|T<d;K9
zxp&2KU)Qu#*DR{2-7#1zuG2QZ&xgn{CzTcs)#f}8`#zh0VURG^OrP3)1&POTghJm(
zjl}(2dYrdVa_v{~exdY~w}E5vn(`$3Lzh91Mp66Kx<5DLN^Cx812R~deMTEja{*&6
zT`GCOf!?o6?@Ysy+xe|p`vQYWyMF>&{v%5$oK;uZ<GZhb*JpL(zC{Zafd|Ic!z=dK
zH}K^wt!DFTbXtDpJR*i=xxyxhD)uM;^DK}jX(Q)Yw`R@H&gkzda9=mczw#El=rGzl
zq9H>*g^i);fCq8CWzIr>YXK)zUN+XdQ+xz!{brB7`ULGD?#eAQ+=_Q%#={#}gE23L
zkQGv@(1C&EoX%3zQMBG?|5w@EQ%$bs@6X=>M+F0kd5&+>TGq+)5R=hJVz|ICm|=eM
zu=BfVXk(i(><tB26JLa8Ka^SbzJ4)wyC22+Zs$g~ie?T?_!-yY{`d8(*62Py*?oIR
ziH!0qdpCgt#Ib+nkM(Pg9V}>HfdG$`0V?pX@^h1832%W9<5>)JvTbyJc>N^4%SK_Y
zRTl!Z31{J%To|+iC`@ZpcqUkB^UpM2)Cvl({saB1SV*B_z&tmE2zQ&|_y}EC&mX_>
z#%HMl7p{u?)?e@Z+IRL?r^kmS@n(A7I`c(GTg=HK;TNo!@2u7md-EQ6(9YMq`StC+
zpll&yg`T$e(cII8CD=>BaUC^GH<;~5d>QlAYv}83gu%%*-L`$x!=lZyK2A!LoG)<X
zGA6%w$K^mT^aK7fxCO~C(wVwjI0=O#_Wvfm0>ZdokK`WwOxb<gH$vIm19!}}zaiA&
zXe=8tlTYN(Pm>}f-hG4ah3elREI)BCCb(Kg%gW^AiddAH#lF+5&E6M+bEEl_ThTV#
zG)A~D^tS#uo&;$>tW7eZ@l7pOXn;0};!?WaeR3pSYT5nCWX7DP43^g{PT2EJ>4FAi
z*3Z8hwSev$Zo*@`k@IX5Q=Z<A3rS?tSTVxDT7`WPqRS+T@Ya!la$rOW2Iu=biN9Y^
zNybZ05=4(^Vn6c9Z9k(XWF9on!$1f`FtIQs>bZquy?b5=Hvay(jIXabj~O8&iIvNZ
zENN(SwuxMdVlbWw`O6ERu^$Y8R=<ilhZx*+=*^DfiWr9LCq=1SM{$(@TZl~)j~n5?
zZF~29-sksyZAs5?PsMjwUoYI#v{zh|$ChM{!PP?x0RwN9Q4QfK0;s$UpV+(ik8fC4
z2rkw5C@n-D>ZpICrqH<cQ%ay}4T^kN-5-@a^Rg#jkT3VoN#5v7pW<)|gD1=6hCy)u
z_uEP;RK5ZA1zmI}O$y9`_C&OM1QsHxoZPDP$*%OiJ{^-oc0@LnF7~Yzq@-)|>JwUV
z<+U2&(^Ne?;H(K4wL0GTVEKXN!AA0Zp+d}fJB(P3ihiS=tZ@kuRz-sdv->Lw4(I26
zm(a^;b|l^mMaD<Y7<=Mdz(K8ia~pGYSai!!2E7j@{k?7e{jKcFDtEa4I~oK7=aZZK
zvQYI1)<0*h@xZbf5nPF28W5czj%CPqgAn^}M8$RAjXI}%^{?}qEBs1bb@ImCQZl~%
zM6i_2dX=s5K5gfBVvf(64eFh|tO@Fa(Q)7Tklszd=UJA-jNv%Kr3XPm+`B2kg_5%{
zQh%t{661em{mdImH^ggS_4|vqVY6Wh;nG9f`R~=^O$Z7N38Zlc6H{MLG;iwk*F0gp
zdjJ*D-uEppgzN3LQAyMH%SQ9>Aoz+0;+}&R*G)VjmPUy&2Ic-asz$ws6b-orBfA2f
z7v#Q*(7ny)D|7kN%#Q~+z{~fI-cCUOTc2i+q@Rgno=0v!OIIqBZJ5~NpKSnfZ<MJ;
z&m8MSIu{N+sAt&NvfG!1c@2HuuO%T}rykh&vD!f=a`$xEH$&g6TQ2^7_Bm9;;m!5(
zn>dNU5ItEZzr3DH2D+4wn_uov5~TK(=cpV{FC(pG-{=3Ye0ZDaXk;<R10bCDpSnzZ
ztnEAFm9LmBFki)9kH*i*cY6~Z@x^W9Tr$3g?eI85N-Bsn(icJ<y8<i`7|A{#+>+yC
zlzqMJw*3W|xDxl6l#@=>DOE|LEhrxxrXTl!I6?-KJ`Bz+ZWs^)%MJk=sZZ>_G959f
zJP`o}(WyBvZ}qWQW+&;Ai5Wgle&1YB=bqF)NiJxvnL}0@5FMLM)pW?+<b)N@f<~5p
zPF|W1kB@|fLKbhv>m)?`#i;XB{x#|1cf`Ugld!m-VlD0O{H4%F=>YZxzzU{#<55R_
zrw(rO&G+}SK*W|C(fI=>KX?(Ue|0h8eP#QG;4%c8`+K2JQ-<Rx8#s9Kg=4+}h&^47
z>dGSi`1<VkM|GWP`Ny+eoz>AqcNuzr#TNbcwHPlCmLaH<5B_<1%%xmmy@y(BW-3HN
z0(2L_&#`H!ul|By{A%zgRM7DcBmW-1?r=mTGu{g>;=k)|;wHe>hOea~*qfbBq2-6^
zfMrQ1<ISV#k!94O3PKp@#o%27NvW0$Wl46N@0&u^ldQ{r^b9MBV18)R&I?t}VJr+U
zxs%chvskX?8Ew|GfjnbGnZ9UoAggOnbR-Mxvyi`jel|OC9iZ`Y*FF8p)V~(ZpDEqn
z*$vZ4makZ6NcEE3zfeTLr+*nXo-rlI17yM6kckJ>C_?o(&V+Ei9ME5HVe^YZY#Y2?
zl1%<%>bjOx<<jUYfh4&U1rbD01e80X2$C~TKWq1yshTPOGu;LnVTUiQp#7$LfsgmR
zHVKA>LLnGXCNjhEi0-saC*~AJyfc+mdQ)SjWSKv8(BVZ^t<$EZz1YGUXSnTp!Q4SE
zQuK|~tjH3IHweV#i2T59=n#tg<8dp2CP;oz{jMf;`Ih(Z0?7H709BsDd_Is}$YN<>
za#F~oytXc;$#mGc68ff4hy%epy!Xdz>IU_%S+NpgNkKSsrDZ`0N3x^XUH>{A$bEUR
zc4|sk7$@{faAPF&nWt{5%<J6d3kj%`{sl@UHT^D`635RD%2|us&XRlY!N$rS^8RU_
z3Y}T*cysu~%8;L-*}>k2G&v0L{?Hqz<eqj@Ui|DW7X9naH_-3GDgf1Bq-ozS_uome
zam<S4$-0tdHmOTENk~h1Rflwl<qk|KY{g2~Yz3^b@+=?6z0m(`&X4G`ReZ?}5n7$0
z(6^moMxCH9VsIQryum@$@raiv#>vttT{Q=P0ZMCb2DHOSriPih?U)}*{(Bgqzb}VM
zIFP&2x*U=N#n_pkY?BWei20@~l|Op8`QVk`;m|5YxevxqcjThZxI#4dJKmys+wV8T
zvP6QE3=}+U<d?T;n#kIP3P}cb>50`IV1+2oST-qCq8fN($1lWQl9j8lgCs$XFx8w-
zT_0SD;(Z61?|efq76P`1$Cue1y9mbG_`rk~l<LCGT9Q9k`=@9__q}3)kq)a=Px<$R
z{C0nF$+hj=KeIZ#M(`vPvz4Wn2FIKVey;XFx%5j*Ps=gxo&Kwox4RmiS<Xb$dEDXS
zrx%hHLBRZ1xJ6puo#jUL1vLqfhHk$R$v^*&o?J*rpatSh6W_hm7re7?0>3~C$b+Qr
z-#X2KOIJ!jH3QpYdyBw}C{n#>zMTS(3CHS{9hFYX`4e)Uxj$#_{`-KqK9{M=j;mRe
z67dyGa<#q=h(cSrBqDnN$5MZ8>PPHQZdbInLHB7h4n3GalKa@~ZI_H^1HE?t+D(0r
z{>$`IPb~!<l>7KCtS2md6tq6goN=DtFa#8gd<k;3>?HY%RW3^y<$T<>0qUv}>Z+il
z%z<@<yWW52vH^It0B|nvCjrUi5_bHS=KU9N@=>^-1NPcEZape~IPR_$ie$964{V$Z
zO~xC0Ef=yPB<a*O8S?^yQc256i6E4Nk=D8^_Y9Ofa2)5Rg!zUz@85e8=F}sLT}Y9a
z2R0xTGy}RoW#?kUSoV&!0+q&JEiw%~a3{QtxhX0M$SUbgE+Wn%;W(NrA-LP02vU&8
zi-7C@Wpm{Hq<D&A0ojSqk2*n_xOrV$p7E-)n1axC15VVZlhdpf@9KUocs5nAVbGb$
zgs^qweN@V)s+>0lYOJsE)TcD`lk`T1S3Ha#;_HvZ`a<z~oWUQN;jefdaAq*H1inyf
zqanVk5#LS2{s(l|$0axBAR04PdkGt2OaIm8y0mgrf%_L7Gn;>f^No65ahLMBmrXb;
z;$zJ8AX_&c<;_U;iSFu4Ad*D{c`XhHBb+n^MfEzLByB!jc4fYXr*4>95p4Q!Kb0bx
z3qe16-M`J1+^|13=K<*MoTUKZf@ROa23z$>N03DvmBxc=YyLj6FqnhhFV{eSy(7^i
zEyh3?`2xKkWAnHuuk@MMBnAQUt2#Wd{Z(|i8GlF8el5AfOPk_fjyd(y1dYY9avva0
z8oln9Sod6kfkJ|i!m>{!+pFJge>E~N<+fO0T=Tw(WuKq~cG7?tRN>T<u~OuItxU9@
zKI67G*TUzZ`%c!2C4&$e3cFJ(S{JC{%y&V)e1qp8L#|IzHFx%cmN1K?xDGxnpSa(T
zca4!K9s-&}dn6#IEQb7^U#M8(VNy1PXlASH`#x{^6K#6H-758I+YfTOD2$QmMlx!c
zIeahghc`hCUE1LE@wY`K$xYWnN)rhFS9ye|PyB#~&G4(|!Rv#vrp)+;mjI;3MqwjX
zmXgsF|G;2+G$`uC<eI|8&`t2%jHOe9i$g3X%55EeRO5c4{9#Ndj%Td~)QBOI`a9C3
z%$Mp8R7%AJXp=RL*lY=brhojo$>#<tEV8a~<AbDMipfu8b^$IS2vX4s3S5(j2bOwD
z1%!!siL74>4o*fr>rLlJACDj-k-z{{Yw;Gj*P$K4?!G{|_7%lHX|G?DHK_tJHio|s
zO5mj4YFdnzze7&p+&}d9<(%)rIbYRZLQ+Epro8oW{W_}L$Nk-*kCKV8PWBDbvsToS
zaTtrtQf42L6$myaDx!yP<a-~ql5Fmos*HSi_xQvFLvOt0RP058MmHmt9ssY-2ePI|
zu9|Zzy`RO{nGlv)%d(@zZu!eOpm1?ny3PwAUN~!q3340|GgaCyg(=7FJTf~&h<h@v
z!i9+~np~pli<Tb?=wz-ichHJ}@;g~N$;)m-5&B(J<w`0W{W*!vP6V;*;~ep#EQ}ke
zrYhJ4(18-jSi&vaO%EnBoDO}t^YKNcpN4;DGIZ3D59doI@Iz&#x3;?q+kF2`!)8Jo
zkK|9RVgI|AWIo_Q?cXA||Mh=l)&2;S*w%@o#!n77ZJSeHxN`YQU&?ytjaZGS6z143
zB`~*IW_(Ebsxf30!c#B_J{|gZt7gB$`-AR-#gaQ?0HCg4@WYQR!fC}cf3^~P?)xK&
zjKuI*sGHW0<ac<e#oL)u5B7Q<zzYe7J3bPoxR25c+Sz1z+V~+!L{59H0F4ljJ(Tch
z=jA~`0Jrq-JPOOlPeS__^DXQq6%h)7Uab(VY^gwK&R#CmC6=h``JiERk>f)NN!dT8
z@44B#4_ak@I{BIl;{4|m97>@0-Q&uCMVqLVD?S`gd_J;nDwE=%3iYd?bH2-x)l9_5
ze65fXAxnkcq_4ZF8ZsIM`rrWxPYx=iP9VG>mukAYWoLPcQ6N#C1P8JAX<A|vcp3M)
z5n%vhw9F)mb~COfyj1g`g-|fQ>Qj~sOIgU@*s706<~2*;H{_On?29>*+p8Y|tA(+V
z?eurlx1qy-pYfOAre|E{q?q6MMecbu#e0E+8Ob+;2~Dsekid^X^ujveTJG^Sjp*E9
z&Br~IpkA?lZlCUO$+qM8Ab(QyLEj9)6BRqnZ1Kdoo~`71@xd^}Cm4Onx*DTcidZ^q
zXqW~4$k@<KAvbqDcfyL&bV2uKHS3fhCKJmJUrpMlR^r*Sivu?OVVo_o3>L53gN4h{
zyC+MVcWt=gRW|d;-Dm7qn~HzdCUHEtJ{d3!Pz&ktP>|T2&-PjJlwF{DIj>&Cs5oA<
zQxB_+z)YFW6UAU(c|P0=if!0ULG@@!cwv%%R-4Si6!`iSCi0si=<nZ`gU{qHBY#>I
zhZ=qd_vPo2)x#)`%7yL{1VZ~8y|9cB#3RkVAre>(!R4|=vyn*4NtNPXeBA$H?YnIG
z?QtM!@r)jea_q=G*uH-)&XGtTCwq2ZEZaJ~8d%~9YVB-p;08sz^^OC`^a*%g?mI$}
zT!ZS%v5h;1tIHr4iw;r5da#@5(m;{;q&mD{=OhKZHp+Wvre27+8NXWlJrWn#$FUi#
z?>fZw8HIr)@#`&3tTlgD<7VUcLVX$62?q)KVJ(hVuD$(+d$2to8Z2RunleF0Kk!Cj
z^vk4T!l7DWzIt`<o@$~O$bO&ZRr@RkJDKng(v1A0*MOKNFx-T{_VXd`gm+}68zj0X
zR81g{e+Q9UZPiC8+y$dPdHF8kDC+VPmh@};sYnUt^+#&gWH{n+=?5P7Vc(sgwWVCx
z?BCOSk6}2UnGdkIht13JI$@Mrr(DUjxdX6+F2Bi76{KrH2A#lZWsT|>XFjPN5Bn?(
ze}xr0veQgXSY-Q4_WkJ%_&lzPvSUYM$(HuHJF^ASCF%9eF6QC>xislCnG8VkOfXpx
z?n$afVGzJT$t!|~O3K7X1j6Cdwc+}Mzy!8!Q<*OkMJ71>#7D^Qf_-6l%BP2z+-Erb
zeo;L9e$YMun`A$np+!oTvFRQ=Y7O_+Sjq3kAxz{F*r>WZUKvN2sPNU`O=FM!k<3Q_
zNA6}rW5&Vn$v;YV?|*VrJ>RW?>+S4(g+kvq(H~w5gF?bczx%u4a;mS;^&{JTY7gEP
zh=J$xT=mP8BLs==3sI7REor%B0R>s+rmpf7o<^~SD1Dk_oPxpz%zc)~*O8U{J3PNd
zl&XJ<LleCG5@h+L&PHrbB>j;97I`^`rAU?S=C+QUx-@ia@mfh~O6)E>j@gwZPnHxs
z0G}3c^%Yj<VOLqx^6+HqfULZdTgAyZ4lAcDt}u=zy>8%9v-SRVn%8JR1p@Dao@tbr
zKx|G^$Z%{g*5}hnzBWt+o&>pI9J#lqDD2?;gT+x<($~J`|FF;Dhb%{=B6}jqF;<ER
z9W4I&bN{VM-qOcnNOkTzfVHLj2vkdb>J$p;*Dn7Q&2J}&pe&8d?;amed#Yfs5Xkby
z2d}=AFUTRJ)5*SR*8LBeruVP|_3{+$8<p%=2B(f`aNb`fP}H-t#3$&GKo=iPSd~jH
z_3d=OJ+0Mr4xUw3hq^<Xyv08Hll@tf_u0&A9{aA3DkVDc52llyW+EYnyT-h#f$j{7
z8W}<iU(BaddWLo{lcs5WTfO#e$kOs}o*}%O9=jdhD6%{ES%@YiE1to^-;OAaX2<i6
zaweNMW#y<-(9(J(F1fIPHNZOr^|TLLkIaVv2kQIpRrkt)Q@(r1g_BikQE{*=tH!`U
z2uPM0^~zTecfWj&m!T%H#yK}39CWh4;=VSi)p;*ujm1E;vLtS}VV6jm{6~{tmlOz{
z)SIP|zZi8%MverzC$fpXp5hl+gTBd}Ytw-6<Nj@JD{Mfto4D8mlWEEAdPF&^`h1&t
zia<<1U)b~e%VJ5ncig>Gf_A<f(l3NU&#gys%r9w>-3{vTYNvNifT@`(hydvM16CYF
zG(^@ni8kuv!#?k}&C6dK6lc@Bbhq2n-u7vZKVPkry^IfBd(aT3!L0|?z@&z*0oeI2
z*|HxKmTpDN)uA?(<*qBFgCM<M+qQu=YDOv9Umy(2tn<S%n8EJ`^tE}$PL!+aKMv9L
z?nsV;TAACe-?pV(bP5<L_4{4r>cdYG$mJso)W1h*TFGGNK?Tm{-S!#bhdLMmv(tc^
z!x4du&s}&c05TniOZ|YA(e7&fj^9sP)Ij7YvUmLPxpn;=HMgaIY>K81Ulg+!j=mX^
z>7E;pFwT~$K!Ueyp9ixU(e=6YU;4lStqN9j0Vk#dY#`xt`4v;9qDb<D@*U>#@Q10`
zwLA14bK;DuJoG)-8Spk$yssqj@a!7Ju&IIRg(44`$0#)Nkls7b7Fk-zgvKLBm?SkH
zSS=pjZ&JBdzkM%?09gJ>$AE!Jn@n^7%|6`DBGXSm$h^v#GNEmII((;tqkG3jbGnOk
zj=xxz$Uz00T*xH#TKpwtBP>+%G`IaZ#{+dbA1<V}y^~w+rLwC`3Noi1M3P+I(yoQB
zyXL|9c?+pUzEcHGU>EN6kT9K&-A~gs|9+*sF<cB;2a)3YRO#K451FOt)d7lJvdN~U
z3CGmr1>|A{sdiCfDKbLv=tuky$HkAAXEhyVX`Cy@`U+^Bj04$7{yn+{AmH~a9dUOQ
zSq{$HdH&EcebPS_9T)Eu2jF?#G^a8nBQzk}B04a;RmvjgxUkyPc>a<ctiJ};^GpyG
zkgCBwREk$F(_=E;y3t7T*nbx!ekqC<)U6?D=0?DJeP{1Lb(hYD0tzBC{^v~7d`~W)
z{HQ((KY7epWE6OsR)(nTe>)wV_4Zj;`dNO=O<!5y_BQW^TC>aDz?34J$e2EVq#{MG
zLz1aHAlZvQMC~W%zK+OVK{7abI8FHnTCW{@VP-4SUhEDHdZF?OSs}!kej`F4xV`OX
z<O7}ZUEVjHfs-;&188wo{2%1b4RY69a46$7X4J!nCgk#DA<X%njeDF}RZ4%Oh+IQ*
zDzR+whlw9f6Oy(pBBwA*`m}gw33&=zo4K&}jNPB@F9&l<z@6W=>bHrLx?aXh(e-lb
zOlZN#=u3^k;^^l&Rv(kFZ-G8$@F%EUL?-zDE4-hJ)JBZ9MxVmo_Txh*o2g|_AR3)&
zvSmW_Y4EG}VAW55bY;*O0Xchy!7Kfc^au};jHT0`mNR>QoR7A1wb{mBWXo!)$6ou3
zcK5t#hBeFHNh?X>JJ*AAP5Ko%7iu2h!-4w=E9XnS{nRP0dN@+zpk$SsqCEd)g7lm*
zNfh&-GFYj&sozbTRmWsc@_EKBV%6Jd=h5BSW61@<<yG=Vej)o?q;4Dq!qIb-OItuQ
zV7c{X15p*Ud6KJJtZ_z%Ir$D)7eMXe{mXnTr{gAMpuMIJ|JgnGb=c>@=X(bw29_bE
zR;Ed0B|uW)W8aZXaB%{t%9<tZT1O>k!(rxY*3oUxTc-`KK2OG-<bVhbC|JpP@~4XC
z;1`MAvHi7@KF~$}U0nY-ImTCfeMBCbMl;?$S-Y!u^Sz(>=)Y3<Nb=@AA18cqp!c>U
z-cmuM_>hcaEKdSWzVb(4dKnUuh=a)F7D3|)(dWfxC<qas*ZE2RCPN1qnw83r@KtLZ
z+(>CO0g#2G&-H;KHHRk#GYvt?W4q%Cpk4T)<0?rkwq^2e-mhNds^Ld9XTC`S?F;Xy
zA5()sG9`G~(1Q*%IK=bK$};y)&<C!TU|be%!N*j5E+Vz#lkic%wMA8lH+VQ(*;nw}
ziGmsQUnlov@XyDwNhIq0F7&emp(^Ma-M{3LPXR5kM{*7f%FW7QZr(WPOR;fRB&el4
z^Bg~Tr+kV@$a$g`fi5v`yZVsrE#7=otGA1Pi<tiA3(%k(qjSckJD&NdB9W{}?}Em)
z#QYfxXqEI61QmQz*cjs-TBy2l;a?c5@nzb8l3^`vgFL<Z5Z^90UdfhEzUNK1(rJFC
z<ecW_CHbBNq6@ktk^7gYk%R*ennO1a{dwqk+il91J1>(z5AiU?Z~1m`uhtG|(cl`M
z{AK*pToCYGmC^i*d&oHH-&S2!jIDkSBSslnx3@<G>krS$FS}c3<Uq_GbeB5}awnTN
zOMf^=%k|*Fa?Zj+cbH=hO@a%6#?Mbamm{vLWStbL5hB1rdU#*A5|}#8hxLq{j?7wE
zZ*3nkYSW4;kPwLp5L`Pg-w7pesisfLZUcCI4+}b+o&)=dxd)6at#7SsQPYD$)0PaL
zr!o#@=yo(IfC1M+mgfDq?@5lgb;rMAjXp2*l<Xm3#;710c_Ky1BE{2goi%nTYb^-~
z`XYTt+;Qca*oxk|5|r7g6;5YFXhs2zs)1VNw-tCQy=u)%5#m6AP1T7+-utJOfw58O
zm)t8%5_qo7F;B^2I6CJ^$WFqZL<&mhG`q+Adw&cug8?G$p0q5>taJ=ozWC+5<jioa
zVHlHhu8Y#jSIq?nvS(EUBKqc6fq+gI`YFPmoE09adNNT6Vq<`Y#I@KQ?lygy5j>yE
z2Nr7k7ulR4HRtZ^wWC1$3w&tqikA$QQw>HVImR(b@$cu1tSjPxLkol^z&Jy^te9^G
zLy^2`yai-dD`WvizL)QobCBQOTH??t|13?imi`V<|GpLc`yoLq{?@>O#)KC*UV+^1
zmbYX_h#3t2#7pUmjFuLjKxrlQ*>!)~Gp~-;OFwXm)&_-P#OInm`{n)dX(n4dX38HI
z&>pmG(%;1Ibp5)lcs7#5ik-#R1TBa!FT*~kIu;1!Bk<@p_M$Yn+wrwG$o=s4b9>{{
zmR$PO`jIIQM4gal4ZSDn8(IP6+g4_7=&+%V(&&zi#Jw{0Pu%EaUfewws#f~e$k$@T
z5zd!sc%1ty_$QzK`gwr`xBk&M@w!VcY+B~OmG$uxNQ?r-(c_m%_|DHD6cB_e2;)KB
z#o=HA^Wl<~_;r9@e+*<L<d7pV7(5yXdh?{E@cnr{6LdzmH^N)c{5a$vF^=_dvctv5
zkP?OK?Ka&{+i4@bSLy!y{%$L|ll%U4tn}E?p2z2z$CLsjUiJ>hpFtVEcDj8iX9&<i
z#9Pn)`G;;&IWv%9;(JIdyY;a`256+WJJ~uMuo3Y-R;3Q<emnD(yQ_0Pdb7?$ZYL$^
z*fcReFgqHp*SlspZcn4L(g9i}(Zf5G@9+CidkQ4gZ`QISi!lzWuJ{Lfa1S&unK1uB
z5B)hOw1@dG-A5;coGNs|F4uX<bnN?n#9Ye(k{SVo^VRBA{1s+!Q=||e@~+ot`_OQQ
zt~wp|)`WE3x4ugh&9&TMp^9tE+<lHHm=I-CX?S#>F6}Rq4!bv5qc$XbtGhSgXs^%b
zwx8b}7uUbP;lc`~rS<(j5?n0dPi{hFay?d6G!^axVAkjZCED@umyv!?w<C;;&K=}8
zFK#Fv^m_VKIU^JS85z`W8K&t#Verhhr@(0eY8EuTZ4}Pw81*a9o5>%Rq}p}6t+sE;
zfsELn2GN+>x$qxba?cvLs%B&_1cofZp3p`Qu9gIyj&S*13IIMVmp*h+dw)M~8UYPS
zqjB%A!f`j>t1bDFk<xwhbNEE%#Q)3V@r*E~_h9l}{U_Pijigz|?W8>OhSRK1c{VL*
z9dgAv@tWQ)64I&k);KvnHH+yHWx@3NNds>WdcTNVL!zJ(szHhfJ(z=N*%UVW;}eUX
z@|sl(%>T#pDd6J#A^yZUh^Sk3&_D3@JEE`o`xva=c9_gK4LroLi#f1;&M9h<XbOwJ
zIPaU;)(!&+FfOhp&09B^2exP@nzaAFyU|L{GK*bRVuBlFdYlX_YuIN0JWdZ@Fk-dS
z^o`xjI0L<_9>66@D0@koX?M6xaCG9*6T1kEslWuFeFZ+*Hy<0y!yD8>I<6>E^m{>+
zeh&4IRmfG=D0pmsjxi&!?-*1&cr>GDd)=aV38p`nU5o-CL>MZhKxC&Y(zj53pS{|c
zeQDSI(`eWmVjA-_*ryTW!J^bWYuCfDpY$VZx6dSVwNp;EA#1eJzaOpj0t?6Kj%QRP
z8yDLRd<Qk9SEIwdWxi=h0M#OST)+hB?ypC^){fT}z4}}~fyE<2g&22w>u@7w4}H$f
z-@||0auC1b8+Skb<m$N#CDcv3Bd4fNS*-wbK&EeU{eZdI-r^P&OT3xkIWHq|c>W>L
z47Y7PcIM{29ca=g^pd?q*zpSWK{tcj#QAN2N74d}HRp%u2!BMpxP8h?{cUjVju%Sg
zByBacfoo$2dr;<4T3BkJb#|A-?|R=cXYssUkmF^g)EW<vCvRqPTuz@oO}Xy4v>w>o
z=f@(7Hw_ry_IDYvI!eky!iRDHJnj;Zi5j$KKGSdkwgQrNDtT=<jG+B-Fi|bCi>fuq
z&{=#l2{p|80=uVD=Pvc3(NA_)9Pi?*rEjNt)sq)|%X&z|<WDS_l9at)O7&OaBi~+?
zm&@Y=%M<(okx8ejS)*O|%f=tsF8pwKnw)>yxzO1BI8iKa3vc!j2vyZvD_e)v%g0%6
zC}k%<ApEyG+DT_Ws@c!@IMJb}dVaTYR%DpF%9=g&NNh9J-Z^a`f#&=4udH^2=)>zn
zAJi8#gUXtBw)L0XwOPH*Z!PlPvz*iSZiW2b@NCC!?0apF<&;da#TYd<{3Pb<dMj5|
zCEKg^CS@{u$*`t<`^)2|3HrQ~<2{}=EPN;?F-Ma_iKv*6Md26G>6-gQ4rq;{3APnm
zgD@rcJ121BA5_(?UZv@KB@IR!5vbmg2FZPG4|V;r(Y&phV8t}p6<_W4&=3OYOh>92
zPzm&-+WrNT^r)_24biSSIq;DX$Ej|)sC3$&D|z2~Mr~ecT;mt(FED<ihI^e|ii&#{
z64px!Xg#yMivDT_63JtbQ=T|NZCBFK1mKieC7}<8{iAcU9d}k<2`la*p3T?q0pIcl
zJq>?01-UrWBSIvsQ9-qDSvX>xAm08~jZ6L45e}MSG3;2Iw)W_GT)_>*aY}i^$S5p0
zJBXC?Gnv1y&ZMiKx!r>EV4Mq`{|)FfwCF|{RR!Eq3^u&)33GG>_B-sm+w;hNR5XsH
zAB?v4yiG-~N%!L`EY*%BbYMQtJ>KfG_$w*dzUc8AU@z#iT;rqf+OoxPi(C5nTD4U5
zC;~_-pGVVLGDEr-oDTQSyL%}Qm!-XDLLZzTNx?4mts~pP&Pm`D*qPkRx(n%hN7Ezy
z<GCbF)+xLk-7Io@lFPhbGTz-MLRm8AH7jE4n!Qo&AHPtXgo%mlR4|y`@2-s0ayPhF
zv+`ol3gbORT4F{|jDNMH`3;r%dh0;$PgChw(fL?5=^SlK5(~z{ak*Dl^eXp^(o>N;
zCNXnC?PXZt1;LGEF&A)!Kgl;Su>C3_e`c46ok(w`hUlH81m0}{U-x;f+~<Y!h2A;G
z#&k*%Pn=e7cKuWGY_{KC3@RRM7*N7EV&JA!fmGyMbph_Ap=!-L_}cx^Qc?stHOdp~
zvb-O|>(~5vx({0@hchVZ@dKUZ7d%eHBo6j|M}eMuSXAS1ZXm|FfpXgJrvy-jP%<b6
zg4b!9f)WLOg1s`L!ATDUWvM35I<!tH!UOkyqV5tSyZJALe4$`Puh~&EWIPfilW(Mk
zNEWCQPQJYNv=w1Sf~@g+iNRsM<zzd{&@qKx+v>y*T|rT`epN~!f|(y4?-%pd3*yKb
z=ml(k!<ElBQ*KLg=V79{PB-olZs2N+ok~m?0pKOUiVxP$5e3Q*uwue?e(je12xp5D
zn@Q0ZrBQ4Y6fh={&9|F?Zo)LEkwHOn_1n*{^Y1mXn#ckRZOg<~$|GsI@27LvlhId=
zKnQ`gA0&bUXV+Q0?+lXKp77d(^$Go2a%3L`A%>BMn0|r{WUTkr)7=Cp!~6$gQ2l`}
zb4Bfca}~%suloh-UO7^Ie7)pSubq~D{toM-q>rXA){o)bf@q<eKsd?}G+8c#YePl-
zczh|akVx3;?!*`*%dj`BH^5}}7vq}qX5D09w7MYTUHP?ZXnxlS0S2JL<{IroB0tji
zlX9M{+2S>(`iAR87{mS`mXsZMDB{BzhTf5ltU9Q|qg$*GWn5u~A@;|Z4DG`dJsIf3
zw=hD66@*XOE|$U;9qS|U237ilVD{%4uHudfFEz#Er(?qxw1Fg?+^K^x`QKr=hhZ)5
z83>V9I@g(>glt^pkul@L>KZ%v8~$1dff+jrK5k4OMZ~-~Qdb~P?q`@9c3+65Ka%Hu
zMO}^T?U{4h(G&W7Sxq<}@0{I7B*S3LnMzcQ=zUrVeZnM{<NJD>cPLEZQ@?Fay=S~x
z(cZe<@Qk$IR5NO}$$8nH{<Z)z0qrMa%=Tp(h`02+*MuNH7vT6nc?XAZ7_k8~Mp^N5
zJxWT68paq1z40QOW&JAe>FqV%fd4A6WiI`r*MI4<N$Sm#Z+OQnLqcVe#qVi7dkd8$
zz(j~0j4@d>28GWH=Y$&ctm!RA=b4O7vIWXUsZ&_lr*clnj4LhblRgjVL2cGX^!p%k
zvXN<Lgo0?DcF^2ZFLp5++zKgy?~RRJ?ReKwzL4HphzLu1LVwcN2g$e1ZyB)Ym=(cx
zyl;L%IeYu4X_VqFbt0%-4b|IQEBX@)Gu7fgA!1a@=kr4AWK+d2JjCkILeEM)ORT2@
zqi@_H$xzDVED_=q(dd>&ECbOy2c(r>!Lmfuc1%@jWfkr*#nirBU%!Q>X@<LxW3oIG
zgE+yTZ?O&oVogITf@47WMpI3Cl}Tzx|5C`U8yD{y(EPaXE=#dMB2)+y^*uxK!0X}B
zLnJMv?oCGOlUiTLar$tesy0CbAX<F9m)Na9(>l5VnblYOVMB3eN7nrr8l+#!NJwv7
zggciwT{&_m)H_uC>J!&`;=U||Y1%)oOSo0o;7+A^bIRo@|1OA3T6#}CxbHQ-o>cR8
ze`Y0&k?W#%-#EJQ7`|1uTIqE?->-hiBgBEKqIK;u?Qy({X_;sb^Id6VC*M!4u4UJQ
zaRoHVN>W|l#PDz+$=?qcm+&ovQS#gGEiH08LnBT{;qCzc-N>y>(P8gDcvhc4pM%!>
zuY?{AMSTwq?|2+y0+Ieg)?y5xNchPI@g)~l`6oRW43}MF#@@#;rl=!V@IkIoxWPwg
zg*sf=o-bkaY94D`*&Dm_y_Z8@`d=}FjLLF6)PMjiIiy0C-^faG#ps8}?uQX89hZO{
z3(u}_3weI+*~I?x9iS+BIffhb6v^(Du6v&%7a-jdfnl#lA&f1zGC1**x8rdvc7EF2
zkL}?`2AK=o+|me_@9(?>_iJHz2OUYPU)bM4w+}yXV0R>3m}-rFAIScy6~DO1zlG$~
zzP4FuETSAx-aQL_01(&e>(!MbpbMb3tek+@bU$rImrk|V+3tC6nM?xIH$aQ$kwVep
zhTh!Z-Axknhb-CqA?#K8?~Htd^*VdY36h^a#QpF)<tarM>%XgZbiR7?JQ{vTf2-g5
z=A}kYt$r=XeR$!k-E~zsQf1$cDGBYn!qo<|(<wa|iVvs&+BG%GYR91|81Lx9qCHr?
zr5a8PnT@`2Qu|cN#)-!_Q=hQEBq7}lu@u^SAm=JpM}RU&v_l1b;@HMI%)NG;zhDVa
zN|YtWfTlw=$D3Pq<fgn_1GeGvH~hRIuGsc>MO&J5?>Ru#_)MYL#>(0@G)Z;5IS9y-
z=P=yR8^Iwu#V?Iymw04j=7g8?tN!i;Q-@dFFw<7u;@$Mkb1ce5I_H})@_=CLER)`)
zqc)Z=veG@Szvu2?PIs2Fn_1ltFfnzT`+J2v6F$!?$?qFc&ThvaI?UiRnZXhUmV4Ud
zT>AO4xvAXn8C&M_>Tb2`UtyZfzQ58FqST6XKC?G$&{b_jw<v=@1GZxXIOH#LpNfP!
z(H%a5(Bhg%oEDxNdy{vsx<aTLo*?j*KO@Z?`d)#K%R`$7OI)-ucI4yveX};yE7*eN
zRHVK*sBv<xg|o_)m~IQc{l8fumECgNoD;y;Vxb3e^;F@WOwF;-zR}mr4m)69n-A!y
zZnEtFN$!Mn3}Gs9&D*x^qYZE#Y@aTSD_pDZS%-?b%jv=av{-gW@tef^Jhx?E`i94|
znvtuXJJM^y_MjA5wcG!(`zmLd-t9c?hH_6<#3kA1Oox&KB8u%5d%5G?3l!sg;L|$e
z7$_K6FpI@M%I6_S6Wl$Q;<TGb==s1V5jqI_Ee4_N^Kva=nAz*HPtQkQfII0e8usjx
z-`HP$LlVI|{l^ixrsJTl@o3$a(OO7O{9>m?YE;`!SX&$}R+HmmfQjypSOCasBD}}n
zwHT@HdP9IAEz^GgKG!>jRonQO1oXu%?d!trEtr3Y@a6NcC;2)2=EzCEu35`kyAQ$^
zC2q<%qR9_M$6l2D^jHgBORs3gqK8^QyZa|KAacCnY&6R2cw1ri@l<0#t)MxBKYc#j
zFXyvr@3mIBW7C5D$}}@DVrz|`P#0Sn#B}xW^=*K@IBjim$$b}DFt=w3hE5siOVwFA
zYbx2>A$S!IJ?hH3TRhGwTq+;-00_U|!4Ym7)&<J>9Q}EIH1tpPHPq5`%@;Rs`XWij
z$-JKYecgJM_nXt{_&&h2^`+?re|VRymN1<V534flE1jKrQq}BtcZy73KC3r+ljc0B
zX#!T1xJyD-4`@ZMSCo<5@Z(hP_TaofpeYIFA$-Z8@j@NvGjMhEVK$56`S|zGcr+IF
zr_(GjbHj$plXzUTB7}Cb8{`8VXiZ}NT#Q}qN(BS&_V(2j?W(et<l+FUm-xmpgAW@|
ziHcRecy`NZl+G7#56uCq7zz@iH!f4{3NDW%9p>pisToK_vqca;u@|823eUSI#65ib
zbjM4p*m=Z^UOHxP?+?v_7LJX4<la$8<=_k&7^er<p9e+kF$JVhGnd!J6z#IS0WT_>
z6hu6;Gx%?V*H5q5qM~JcrzkwiYqv#ma}I*igThBPr9Mj8{+z|)+1c5yVgV0@Z4tJ&
z_GePX6!-N>6ZLWla20S0@dHyJVHI!fk6nV`<ou$?b#$X6=^6aRg**N3ke%<&bL_6S
z*cN(0pGV}!0x*hzU7>;fLeE3Qp^Q~XY4O`ykHh-pJ(%E@&ra)rXQ*^>wryIhpxYeo
z{A#2P66OTu97Rh|;FV$711Drt?Ge)iy5p}Nep~koN**RUFz}f^M@I}(@9(bn=sw|2
zDAg^Z<WoKEU-ug&beD^5WbWg`$VG90S0G(NXar!i%0K8H_f@^|R;!}Gz+QK~vA0KI
z@45&>^y|TLo)g=3Ym))m{o;N;2yw_YW?sO#7=K79*JrBHsGHq#&+S?J4z;yBu-_G5
zN3U!rKM^MNBnuZL#is-)Vc}Da#b40n{M4Q)w?DZY=r`GxwJdnSW@Lw$;f6|BZ3U7z
zWYwlw7QJzE@(|&Zcg*ChET!iTeS|ZjiPA90qzFR%<5`|5a){11?04U=F&{czBEAaJ
zf+?BIm&e!5*tpaQ;Y4IC!aIih3yZYL)al*Hl<S-ZUOUu9xJ+9e=(<pc^h?xrbKr!N
z_Tn@UCkJRrUF~_7+!_1&WU%6rweLzXhM^B)0fxZkclRrJ8D*0Jov}-?op;B<+D|-M
zuH~+_3yJ-pQ-n{Ys+hA=Q|^JNdY2h}K4WiwduL>Yx;4V7T`cE$ub@$+!{MEj>L9|z
z#t@ODO;OpsuNadyC{f*~DClQ)xX(6!-r`-Fki?$|j7UG&nzq_qRD1k#2bF%{%R{$S
zcU|sF>dECoc?Q`&n_zh;n$2pD&nV&7S@-{7k?}KJ;VANiccy>+8s1)l#~cH#1`_`+
z=W%(U(6--&%W?ZqN0Cg3Fgc0pH?mqlOphg5GRc#Cd_Vs}K3}xy)Vj+8SPb>upkw0t
zV<gtdDUkY~!o`Q+Bj7gO8&6RBPCG`9A5#nr;nFKIRdIg24L>y(*sy>s<C<<q6}x;=
zUSkIi{*4q9K2dIE3jFUjxp-rd#F-LR9$(1Jf{%@NR4qF__(gK|*#%_BOx_v070Mv4
zD^1-#rEjkd<ovaZlPwr=rKZK!*K&Tv*Rh+gT8uhO!PO?sT3K*Db|=F$)#O}l0cPU-
zWDCQ1c!6g4)43sG_m(y<4H&|_+NICn(G1Vm2P=%?<p=2^Om7jv;qm!m5FblxW+Zp{
zsytv|vqBJ>jgH^(j^?47{=|np$ex4MzI$n56{qJf2rj@`{f%GvdZYu}tAOd|2Sa1A
zMU$wBH%@%AlgSEqd%*p30D7<Af!W4FUU)!5gnj&Ei0);|q4HyC*7h6sY1Q?2ff>vY
z<nKEfMQEp>q#4!-%`j8pixezJ8GL!j`+T;;wg6D*8XZVFX7hXmkl1OD6Vyl_b$sE=
zUoo|Acz);53*_I!IW<@H1V{C-)p#w4p31^~lWRp0cbXg=EA^I>(bXG|u6N@|f*kia
zUj-7eopm@};qSn2=w7~eM!%~eMzC(yBqineiK`OcDVfRvr6->O!rQ*^S^mmebpsax
zV(#^wjyFg=HMB*xX8U)PvW>x=eY;tHG!9o<yz5U?fD~>*;N-yN+BBe3QV73G%t~y}
z``?=1Zq2s1qZgb6b+p&yb(5;%5e|=j{9)%(_Cbh#xF$}0*MkHxjBZ}Xj4HbFOzlsu
zY2BdN(7B(tCue_{!xHE6UdhTYSor)7o{Q6C8c%Q{%F98e_FGfV;XXOB-WhVEHJ05x
zv!bX2wv)3v50(C)_AYD=wd`N-e$TS(Uk2!${fyo%q%#ie+&2^euj|v6Q2+IGIoH*=
z1#4A?Au0mC-%=NElMG7%b4c+SU8KHg=!@n4fo*8Jck?%Q$^_D>uyOYs4&bD#h)VXJ
z(csC^ibd6Ovw0s5OdsF6*XM%Z^i9ydqxiN-)k5IanpvDXL%oViwKs%5mDxDU^BqIJ
zc|{gP{Qr5EVGUz|WOSF(d93jLqRnyldl!BR*HMPO0S}%+|1pJnL^~a$TV6vU^e?NG
z_knwz&3&e$BNn^RJ&swZ*)?l-LZO+bR3PYz#MullZX7YN5MxT8b%OK>i)7S(UX9Z(
ztS1|axV-=AkfOeYFHTM&Z`}JUFsTmz>YNg>KVv9Aul}{DFQMeQXY$ib);ggONy_>8
zB+5padvm9e-n^Bbh0U!u0jm)>TNkoh<LUBG1Ik@x&G?Y*9S`6sBsj^Q;M9GgX2^sx
zBdMZ*+o=jk3``vGPj3`?p<t658DD$Ch3r4+l32BA=(71N?;q#EK@;q{A9nC#1amFC
zXib$)87VRaw09Ka;UgSgb7`h~_495&P&|}l8{KE_{LSY>LW;7=JD=w084WCLmx8q`
z9Z-Rt_8y+ODK$Kp4Hw1EzJH$D2qWw}Dc{g#{*?DERla_u_}vpmbUslqScWQKw=rE~
zFJgTfMK`j<%=@{(tH7N4j6E+@Uiga^5aIM3KMX!ppJd5;^jf3Gmy(NjPjjcfAbB!d
zp%J<s%&8+P``*TuCS2YDb^w+|`P+O_r?P%f^8Jx(ym$BG(!K;80&2xULiBNjy;go!
zo8&A2<`PCO)8(-1DY@-g{o2=KJzdrv{ZyTg^3-z)rZDW!8hEOd-?sLqCiTY5YO(#U
zW_?f|YMfk_Zy!B&WQ=rZ=0LuQVFR*&Y5MjZ!qc1Fpf6erR4r~kE;QbFoCfBf=3S6s
zzQ=pnk=y;O@1tJP6-PcipcQ-&HHAIjpNafv#~TSsm!l&X(=%FRu=g(EZIIw&qusS|
zl0MCIQ$i)xNTGt{U(9P@9TQ@Eg0y?xwxo6X*PAwI)FUJcP+1tdgrMaGI+uM_K+~dO
zSA1Zgf#vbdnY1o9ZyyHR?Vvn4%|%#pw6Wt4S^r3S%s}%1PmH!;T<<XaLckRuh9jN^
z+LZR!3kIn4Lb~=bFNa0sts*X-^=Z3v2Q}Tl>V@$lyQ-nuu8lw0S%rK2?$`C)mYjK;
z1f_d^Gl&@VAAY62{@2V-;&!^0{%GZ!-KDNvZrGFGWwZQ-YoK{>Y`AC-&UB_X4_oTK
ztkf4tp)CBZJ<<VfdFty(ICBu1!R0B9gX)j?A=sTCghz=EKKHpiPD01D%(TUZkbqPp
zH8W#Y4P<jcl@#Cm%cn5zBxA|mT9!b&fVh>(5IgW7F}J`Ga8J+H+n@uMKmR~K`CN>i
z3vSJ>?>YNvoVKb280a(HpNND!{}(FF5rGe|RHT(C*|~Y5R7k5qT@rm%%xygs2Wp+*
z5t5d{UoP3eaKKsJ4&Ca|yLtlkT26o}=|!@q+dP#;*c|-dy)y2R%%=jDUkUnRhG@R6
zYxO!|YDs(RcN4<wu7EcEkYWm#1NN2=xZA9!7os$iHqT-g4?VogBIBLa$!j+2JZBZ)
zs2U0l`Bi&p)DfbGBOEOk?YZiCTEV61B-yO(e4P_6@UR%MWqhzaSO}PIPS+hMiaYH|
zy#M^ctyjLYkJs^)to-`@ovbJK;ZZ<)*}o7dKQeI+zI8qL=WK&I&9=Pasa&_O-6D>$
zXDU?Dj|BSWCW`xLCp?>iQJ*INwvI#yPYLl~A9t-q*eZc|FiLj7)ncL0o0U!)EG%zK
zgSb0~?Y^Re?Ni+p<qiKGvKXuHH^m?Ka7}>mP+UOcY7fm9M^iv>+b!y616oj11{bsn
z6kr;5g++a?na|Pst*Oc`<rj8w)q5X!f>4ZCAAlQv)qcXIUPFque_(~+^zMrLF>QYT
zF+ctq7Q4n*45+J}x=aws=?ndP{vO%*Ojcx^6?;J@YxU;;A|#~FvlzRtPRK=Z=+n>o
zToq^u@l+N2Wk0+b1+<*A4E?D~DpeXIV`tre37JO$TSI<PA;wYwRh$E0bMZD~Zp+8D
z_UxOSbWY75wDG-{OVM<oh{tpsRo8Q4+NDXP>KqHwu#B4eVgUqgeSxD-T%GCqetH77
zA|g4t>;sB7?;q(>L-XWu&7p06>6=!nHb!;LqWg#&8IJHYB*RpBA1q-MUtlCXza`lM
zL^WVh$Kc~-BOBrFi2id1?QYn^MsVQBvuu)YXF%(A-b}vKys0l<v(2?N>-zF(vJ>bh
zc{Iz()A%-#$|dzjS3@49sS_>Nu6KICE_&Xsay8?>>ahLl2OM^yMvX?E@~=*Nntv~d
zb&fv{@)_olKieV%TfZA@k0AllzWlEqI;9s%<xOL2$0)tV);<v3>fdK9If0F$UT`26
zywVO<aTFdhDit!q1vo~2(i;zGPwfWX{I@uXaNpjd<zSH<PIbD<(a|fS=|s&Yj`7c1
z;qF9sW}WaIb5l^Bm;Q{55pM=!_DwNN2c71GZv+p$TQUc!N_>nl)R7)4huoXGI0ED@
zxg(6(5iY;p*DuuP(<=$=<x@Ml^tiAe(qaA*>qRIOz_=_**d~G1v7Q|KBe0nF*P;IK
zW>o_Q+dqrTc*cHl;k2U)mLx~Z+slXUPcG!Qzy1?^X+HAP5R+e9A*zJzgnI=5G=?iW
z2s;;8Eb(zkiKSVd&Ud}_?i*RY-(TkaV4;TaJCL#g9^jI3HUz=S5+%&y48Plwfr{++
z<ASLlGhAw(UyXZh%-!(nI)*0>W6D+ntv8PsXsCiQzc(Pc=nuG{3^D2JpdCrZRk<U=
z1E^C}wh2f0;Jf|_;_63LE3etg?(PJkdFRaaV#-j(iG}LUofz1uyYVzF`{cz`-KxL$
z5sBafw&1u#S3oLSY%I<zvR_x2@~l3v(2IR6hYXw{8WA~nueYA<WkI?y_B(WMnjfh+
zpSXcokoYJWDNY&_0H_Ys2~#*k>s5?pn;#uil(ldO(CZ=%o;dnaM`{lB2R!@m`(SLQ
z|5WD6o8=ogcp9rZ<$e&k9SMcDnt0zyM>QT8n52)&yJy)bLkaJyRFq+Ud-v!bIalb_
z#aW-97r*#@+O~gHS$Kbx(7(uxKfS;1gjE`f&D|6;;gEq63poQ{z)l0tyf9}WLj{%z
z?A+E{IN_ZTxUls+aJwF>{k=P)*4~J{iwyqCg<A@HG^K)cAm8TQGoKpzi~$_O%e?;E
z(ckVKOvXz)6}3DT>_hUxy9PDCBQ_zWNBKB*?lZhhkae<ayVgMCoa^vCDu`?&-CcKc
zcvnnKZ*IJAt^3ap)^Wf|gd>~3ugXo;<I<;9^Ug=A2rwKaciwagAr=ojMlkxIeVpw0
z1fw|;zT;sU-O=KEg}?a|$^i!(T(%B4K3%yNN9wN)gGkw6V8%vFSpBsH#};z*^K&0q
zrrDfD3>RrPqjC6&%u=R{K0!Xr`R+)YyCfQo8%hWYrwwAvX-%uE%c#sYl5>`wkMnrM
z=+}049ODC%HN}u0WB5HB+f$ZL7f7<aQoy1RUYZv`cyOTIpr^54>nG^jg~JSr;HNHT
zP1)D4&ryq^Pw#$BO>qi?Z+Wo>8ftBT(r_&9s!1SJwQ{xl2B_JPQGPCqNC5WCKlI<X
zUY1aN3+Abn8?PF!om^wgQs*{xokxCOf7nwM6Q@__c<M+;HSD=tK>w9EW1fHv3x3d%
z^+wpok3c+smmsC^ksG)9WlJx3<sdgB3}_Ge^#gM1)c}9d<1O(DG0HBDtqv81#|F0n
zJ7w<tu>v(bBHvk{Ys4*(2-;4T1*23v1){QtAs1Yg?**~(luij4HQeo)(oG|}ywbGR
z^G_6#-GI+f_Lh1495gsRT>Ye@#`shZ+FANJ**nioZT8PO>uySAt+NyTDRhbR&l*!9
zx(VF!%R1q|Ec3`;zLgllIso4%_oJ?pb^8J{#g+9qFUV?!OG>^uG<60{eWrZ4D6e09
zvnGA{@!_49a`0bWuFy@{4)^YCZ)#f}8Yg=`OnYYTj@?6;vU-7xSpN`jLk|Q(_=lR*
zp{l#`&<^iYvw&bYEb?S#trs#x{g(`7Jf?W4^x0rwJ6%N)T?$?mH|@ZQXfcs{akk%4
z4iGC@oL}u7!%lHSC@)?i#J*;Z7U@k~>g{VCoE$C;gKtjYN`sgLzme0C?IErHKgIa?
zmJ-x-)nDtd;Jv!J0L2lqbv_mE%XUQ7N+)CqDbUi(SG#}g`ZAq3Rk~59=>jLAL$Wat
z#O2b83U*w1o~O=*JStfG_h4>95?{^~x%)UqY*y#|l>jyaDaTqk?$tZW=kCRl$QG>i
z+Wu;+OWg*mPA1!%7u;WSz1I5WS*+qw9ak^C{#ANkN79H9G&|3y>2xMKGdcCAwUB#*
zz|nOxb~q8xzgdcGCm=h%PVA*mVKNWu1SvN1`N0v7y;FT}F>T2u-$MKMa)mv?;7$eG
zJQ(G$QD_!fm$>es3j%uAGgH`Rht5f#fAd6hb?sL-_TCF=fYG^I1N*d4a#KduVK&(J
z4hlBB!A*DTR!v#FXAwS;I`y@<17!bv@CKp;2B<B%zzK~aA+ac>w?TIuQp@{?R>n&w
z&9<RkhM!z3x=z9fg+X{FO`hKL`rv@{11<H&<yk;ynk=oR^6!2@zXtc2m>}WJOO=8T
zIclMMj?AXW$ez;)XdfKtOO$hreY8@@)P97<Wh1UN*lR1H%pAu7doN{s(8t#i%*XnD
zb8oT=UFT$kLyTI;W^op7t|`A&bj{9ey5E23CQwmoks8uR#iPGBy$nv1h@bcVpza|2
zl=hyb4xQNFlEJ$79xqutqxvE=lhC+-&_4TlofZ3s%%6aJrIxY3dIA}|GMjxh-K9`|
zo9>*oF2wPP46WgHOP^J>7<bu9Uk*h=Sc?mHS9^S|F!?cT_5vzJu0h)NkzZz$3k$6+
z70GR(6iI!>+Sbv80(IiXl)DhGF7P!Ox4iUr&LQ)!^|T`esCV<ayXQR)*HJ=BVo4I~
zP8Ng=+kLyi_hNWC7|n{Ga89Y8HD|aVzTG*aV8;C}`W2cYzsL0Zl0Zr(_d(rh0Q_PE
zeHLs15R1YK1Pd&?ciB1T23za*pr+(U28Wd{O36?O{Xfz*-h~0R3O`0abeGEgGx@TD
zh+O#)Cm@R3KntLca{;HYLNZ8f_v+?Va)M?tHjI3xX^RNBhD3rI=b&j&W)L4_&T^}q
zoKyVJJ*$QDyZJp;+73P(71lL0Vb04LjnB3`@v2)>-)X+V-gyLO;HD2Rt_pTJ`|V(i
z{d#79QqkhP?Egr%+oHatd3Q)ZUn^!7<1P59H;VloJik<-)-c@1My|BnwG1P;HGg&e
zjC=cOBxr(M<xjD+HiEA+usgEy_GYr1N@Xm@_K`+{barhKH1i`s*!$mlL$x1L14qhU
zWtNN-#-<V|AO~D1_Uo8cKJEY+q^&f3ti7u!G)0x@**gsA_;_9hDq64V;>W%07QX8j
zXbZQQ0^zd<xeqsfKo3Gi`Th>H!y!L@JuiRLI3uf=Kq&uraQ3|eM+(F(a=#9hL1kq9
zxni?RAMbo`s7`!NzUPPS#_BBybSK2D16kZ$iWpi$t^AA7{$k<ajWi14(fUIMfcqEZ
zhUGvuq~K0GkA8@Mu8Zo8Oe9c{QUJQ{19;(j@h%AI%g)%PC~QH5=;ycxU8buuqmooM
zC0o6nbM(2asz0jcL}n_aU_|!5N^&B4CIEyzOLKG@5+oTwh48zHVy}um3#kmi6Xtt+
z%e$XSyIpKI`UN_y+;62FGJtMt<8@bh*jTKOswzOj1?I0&`T>+lX5V1!?U8$nP#U@X
zoa)L83OBP0->O?b>1_qW<s`dY*^iy`vW`42*Bjvtrxo>LB{1m~>*aFkIrp-<FL=tv
z-Q`{aOf>9Ot@lo=^s!aTE-v0dvw^w3JAfSeS~62T%H&et;RIDS>;Ba8RB4bIf%-P4
zxjW(o1O7XWbt<?>)czbGHlBR_E@pmKuANv%+gw+~9;~bn`FW=GVGVHw;M!7=g#n<N
zf}^^UN1*(q$c4&JRW<d0T8d=DL*<bLXD6N|+6VxDZv+FRcJSFqM_i(I;sK@#vd4jm
z{wZI_u2LScGB*5cxOcF9AGzO>toAt!Y2Z$(;buS_0b;~)_f_I@4F#+u5-uti)vtX#
z1*diYL~>TA{b6Hv&`fHGG$xER@vrp4^$((bIuD1{Rv_PdI6j-JuRM$=<5>@~fsaT#
z3em@#HSWg1G$<YUKk+eg1w23_$ltrA5V`X*==$Ty*ZFjh;?d;4e$bPC`0dJzNng#8
zl6|AgLtu>q(%J~6K*<o{TY}pmd3axUoC50EH?QqTmjBe{*tCdb)T|^C=D66Zr0;jR
ze!mflIVf_p$A&(<;1TshWfK-s_{^`ldj<~m^v^v&<L={fo7(S1Nv`u<K@h8~4K&p{
zEG2DKX)nXP3JbH4_9s4EBS-xAQ^Y;<;e&4|{R!jjIp|YfC6bim^)~~OcKO6F0zH<-
z7fZGW;9UWuG3Gxko!6qO$`VC?36S_GDiQ=iGH-x@0g#-&{!G?B=dQa~P!S2;)m5{`
z#JEvT#+upL)I5VmnIzDW_RH;geeJQ!CHOVwR<U7EO(w=xXJfv__IfHX1I_NT7(PF=
zaoCpg$*y4rjjXgsJE8ltVC!&vqENmZV^qN~Fue4uL=R}lDOCikY85^2<vAF=Q&44Y
zG&j|X_>Z4IRj{h*Y4RRO7c*WKO2iz^pUViVMFWk5levLmQoi;@Yq~sM+^kvL`<C&H
zO`efw&T_O~$l%W09hlCVjtGidO!pvM2lD4g(UgZpU;_(HyK~nG3$6Fq-|ypl4^Hs~
z-4Xr;IDpp9^P*i8K>G@99KZe5Q2w|SAsTTZwEJGL;x2_G5RUdFl()jZ(bmbL1sqXC
zpq^5$-4t29<UGpH?<y82q3GzIx@t@eDi&cilhS(8K0G7LI%mqJTmcmzTlZYqwYN_f
z=BsUH<*q0`x8~>Wyob~r2((vlE1yu&3cP?B{T}Z1S}gwYC|;EIpQM{ea==oZO9at=
z#b-XAg0D`l(4(n2_hY1c31X3uzj8>S%-_oTDR>DuYTA!{Ah;9b?iI;ID&(p;oeAm>
zoXRn0uFk*u=TH<Qp7W$&NQXdAykYnhOXt!W)G03Q`6jPi*1j)WyH?@HsG5&@Y87MT
z)IRO$cRBbE{$=GzjLh$&!O-4}f}@m}(PRI9T&{~S##rj_x0{Fi=^fzDW88gQeDChu
zPvDyT{kknJSor1v+(<%W5th=+Hnd!doEi6f-{Dw}sA8%j>S?|jf!I)&hD98T{@|ca
z9(_1^XsNraY;c^;Z%fDO`Yb;-j%sDJ>g}-wz9?Ln7z9qK{@`TcJzGIHs0TaO2f4!-
zR?BB$I>S7aAuNNczEWuuc5*}${F^5)amH`z!+sR&qG5aD*!J+i42bGo+fi7VNoA2b
zVLd9bY-cdhuZQD8S*!X!W<_CfyHwi2Fq&po^gWSCjk?Fc0|<Y#EX!ao_vi9F&#%X}
zE;{@81IJ{pj$0lwG71Ha0=hXV751qBUpxl{FfvM;H-bt!0_`m14R)%zpo_Og-quAv
zRvq^7zI}Me&WRE--RbMgsTYh-qEEIM60xD_xHyMSTYS*m^YC+N?Q=6`)!$Hcb59pM
z_XS*A1yZCcQEe2hRp!yX7p&{|7`!)+fy1ZV>BC*o#JS$)FjI~BZ5-uo_Y8ak-Xaj>
zrMvY%HXAvBRsv(6<>2_fkGqm?G!e5d#|L|f^BRsXyGJ3QhVd1v78bU06qgIppRGIh
zK5A#UcG+y5+pqUeD+@4XZ^jiKU)SHNfAn?q<@z`<XtdWd!^GzAF0L|>zJjY<9xu>z
z^4IGXj-B<dV|*?-&??Dch4ZvN=8B$>qM#o)wn?r|?EMhR<{=yEHH#)YT3K)I)F{Yi
zX~CU5@0;CM)y|PrtE{v1rKm`^aVMdZ0SL^?eUfYJV>h{imRAbw#;DNAo$<Hubfi7l
zG(LXQ&4MH6wOgSj>#;7&Ze;Rcr-r4m6}e;38M>(Gw80{xLxbU;eJ3_M`5@{ciW2)_
zLYZGZ(dZ>^aw~`Fx&dLXFw_;jd#FLq36d9Hfku1g&F%3$j;_>ib#AukhGyf}z@NeX
z-myOtooK^fw&Orec5ip(t$g%d^p+f>LK76_X><{}#4GM^*Vjqbx6||C6#jlTwJ5uu
zUmjc|MEXq$Nb);?)U0YGbV_dzsgtv-VC-jB*D$u-kGqo<gI{qKcU@x!6UE82SV3j%
zrJsX6KlHLWSRPj&J2%2=ENai5)IpT{=KwYdN_w40*pUiX`hEs03;|ss@hqrU`=pti
z+3~xj`To)OS&#ZYFxZL}1lT~vy>2qs(0gF;1i*H)n#(A<?PDz+Ib<#ndKD<>h01a&
zpGr~`vB*8#KWA6lNn@iXVf@TIn~`V3AGGj^HaBia(X$e0mFsxGQWn~bcl&V^nu^@A
z?KK<!d(ZrtG^-d5EXz6Yg6o`2INIV_E|uwfNk61x<4}rwMKG7uFB7t;nWH)X_p-B|
zb@qJ1_SM>UT=>m&8XD=UU?YaQsr<VY$p`J3F>>$1?j{WEmsU8RmTErGAT^gdehjy;
z$3?)m2&0GB|KnjY?(xPU!LbnK!{?4UXV2yeeLn9?ew`O28K*0I?&{flNhs{4_3;FR
zT+&E~l|zjD;y$;;$Ep~At2y<d!6pd?YO1tck8g_ZF)ATr>6n|&T*eo7FxqsTocH6e
z)fv>o=9aU0(F^>QJ?=LYMtNi>0*bslUoF_DkYU!O+q$2xZtc?I@nl-TKRv1;oYF}3
zJ~JG*w$_8U8J>c5VCV7lj=p0F_$59s2>9mfl{^6qP0WI@58Xfy)aK*LC&$}~eAySY
zCc6rJ6=lPYPM@RKo|iZJua8<Sj3_%^0W`E=RrUG72lo954L(vJyRKNc4AgE)L_D0x
zFMDoU^FHpE%)9W%$DgZ=b0%)8Z<a#oHI@BJlb-eKPwQtijMDCxBWWHlq+s%tzaRJO
z<k0<zQ3izt{}n4}{OyVU{sT!cN6ks_@tk$HI1(oZZKvJEedjPVTkZ}!Ms*XSCG9{Q
zw|-PqtwuJ#6rTwSNc2<P^!HOvpN<qzXO6vTi@Y7sIl3QHUfvhTqJARzQz2Fj*|j=z
zx1lFt+)H^slC{X1+7TY*$ly5Mpdhtya?HwB$sok3{P-r=zuBhex8cLCg||jo;OEuZ
z?Y#q@7Ny#_fJ;)|&iicC_`>C|pUNjrLH*|V+k`gm=Mg;y)D5|=1YyphY@wBi$vsKJ
z43-=TZTUbU^3Q4RFel89azk$zLGWYwbnx5b#+fZg<TCV@eSRNBEja%mZ^=X{pGw2u
z4INd2J23W>67=9fkhGz`bQq%C?}tG>RtNMXZSS~xU^ACJN75Sfh*IgA_%wxl>-827
z>rEjdHv->)^jsA9G>eMBEiBOX>aDPoq2F5zq`e0{cN<fVp;1mGH|(oU3NYNwqVyie
zxec5B{2huD+EMqRX|0IpD1fw9k8Ba|wI3<u_CXq7_uYMR|6z)~`f`^>s<RtRb6Y>F
zXgfcnb@R}<shhp_8@JZHOXT*tcq)%?d99*v{C!^-1+9aep^aKeBh0@JLpMAd^06Q;
z2C)_!=MN!PE>aF~wq47j_{j91hPrV6k?*hl3Rzxv%RDM8>|$T^eCuDfSXlYaRNMyw
zz|6TY?Bfk<sXKY{Y>MZ`6F{&zY}F~Su9QF0b2mzD18@6%NZz`9m`nlFkwj&idB4Fg
zYujEUHnuxI9Jm{NiH5A;IDTKz%2UwZN32xvINI9rFMy*NNVv+0(Wc}`7@Ws4>ExOK
z4aWSwk|;b}Yf?PP<tDL2b9~KdzDGMD2aDpjfMUU&KuSd&0wAn2@^4Qb>olL7_<I25
z<j2AGc9N;hTD=_5(M4&glO^rO7ovh8)NO(Po{CEE$9pYgUQ~L05!e)39N;o8hu2WO
z!tUh@OAIZ3g+Qqc@;<nAWgV=&q<~xQu|w7coXUxtr6?}Ntu32fpfZFto2{_>3}OxZ
zMMVBeC_f!^7nh4odnB60{k_rSZzcF=u$9yfQzcbUFQnnP2p;u)AbjA$5y?yb5LeMb
zuq<jNU^l0dfrlS7Lw`vahgN1vsgr<X#zXo?j@DNg`xQrfKJM#t<q5<?f|9>$2DCgD
zeh#G61H~Tu7MP|o=_?k@_cC7k>?nfoo;}R82=vovcPjPkSJHGYLl%EyB33cgh(kj(
z!3^>+b`W^oH@Z`glfwuZppK5q+tXD%AGYGHjR;C&?|#TfVESqfJqcX*JOz-I)4C{&
z@%;YX#}?9Um>mh|1k0!Ei$;<_3YxGB_LCp%13k-GfJo`)#agZg2L}l1ul@-V1)ebh
zV0GMvg>w$co~6T@hVn@rK7Z9^m}m6wR?*S1p%Ojbt&5jRE>Tz?dl^3Qh}vBaANrqa
z_24@ET+D|hna(NLt8Xw-5>7{P{WaJx8J;)4(=5Rq_T-C#V)c+=7NMhJNhboy-W;Ki
zh^oh+m63%M6MMg&2L9H9`7$z5T(r>5jnuE~WRMN5Gm5L?c|^)6F}Cl1L!|IuGe-$b
zR!8L>i~~~tbCbMTE<clEqJ}@nbUsd0_VzwLGU#X$59fm*5WIes19|&?_jH+<Q*SMh
zZ{Ft|jR)h^4?<tlv;(BkXZ3FnUskA#4lfKBLIuffBv?;OV3T4YyPY(%*=1H)18<14
z&wNUok-Y1On^6n*Zc#AJ(>F^o3KqxW_cHzII?O#VlV}eXGx+PPM8TMws|x+6HpQx6
z`gDB=+Wbrj#104@r17WXDijaD>q}am6uhGvj5&G7Y+fhuKT{^FnW0I4stPp73;bCq
zr}y6sT5(@#OBr*bgnA1;rg#<Dky0{9@eYu4oF2s614iNXWExqc)>Mi>)vh1En+~Ix
zM*z4h@N)ZLXJD8VqaUUwhklAUoIrblM?qauy4Y{FsQbebr>ntX3MU8+Y>LY)4fve5
zu>fVKwoX7BhDg64v4%*FEDB@396(6nW>e$!ti^Lh+<#HH59oNEEk&L|uj!Ne-DPBx
zn$!27?h$TQHT(T}|Be=!qH}2@#Eo}aA~l<nkesn_wtLZVhlgD{7On3?Ykf{+tIghM
zPlJSO_JxI~?vfm!|0$$7^eW%I>-3n5elu<5CjX+Eq5OT|FdZ68MhQi^&q|&Juaw<`
zrDSmRF2k!U<{G)JMAOpWkYT=Rg*dDrD?<OeXW@LfN9DOmdQTX>{(g0~ZnIDSz9Df-
z!N%Q@+^++?i-2)k<Z#LFVNL-FRg+%`r(@aaA)x;Rpbo7xP6c7I`e|=SmZsG_TOCAK
z;l70#|IdyIY+&|46kgXe!_F8cCFmU``N1@t`sXgp*0<-j?#M)`rr{?=!&odj#m{J;
zY2w1<vYY+M$y|BaF1k;dEPM|j@i@v!@ix^_xipQ}Rx?Y+!T$E=Sj>F1(ZiBlkxRa-
z2*w<m1`R74WpE7@PZq3{kJ><do}J&8nR9F1oV8x{4;{8h*Hz#JTsA}gIy!1R%2*>`
zyrq?24oH@YHNOq#;K>{D!R$iwyuh6uxj(4n@aFrN1t#+9qjmX^#2cST*+INZB0HX5
zPCs@PR__366QbqK%FDQAzH%yw^QN5{A#Pva?Aq-EajfqHC%(3S)iS1ohJH4&#!Yeo
ze1QT-6n0IS4L|{&g<>uKEnLZNaEXc+6Z4toru*LL7Z?BHkI&W$Qw@cQ^2iRVDE2u3
zZ!oGXn>PU(D_S<R!(UPQAW(Gj9<q$fsEh+C(A)QjYrUW575eS)5%)Dw^MTlZqJrCj
zY4T4V7^wt5s-NKF1B#4oevU2ee_iK!L#NEXUgW}fL^xR1`z80(UL+A-I~ZwX0{P=W
z0nXw14MzBVKj|Su!%&#1+vk1%U^m1;`zkoJTYL8Hll^*PKFCmnu=ox=oo6y`ul?|S
zd>KQL{1L)A6b$^N6Yl9cH)L9yHm;c3x5dnzFSA0@O=6@`2RrGtlwSw<nQNCf?bz8P
zdfd0pXG^Ul8mQab;xy)VA=_E|J$Ho)k3}H`PxNtyP79eJ(boFgAiPf5v|r>D;3NXC
zLFu#q2ASy0#VH6W4=5<oZ+svRXjK_%S-I78`}y)!<2tnkhXLY1!Xt;-&$_zsPq<<l
z`(*jfx-z0ckH@0#qB4gQ^9zM}l=?z8`26*eRfh$^PM&n*(Zn24u%|0YG*7)O#alR0
zC%XR9Z3Vb_=}$_mJOxRag_Ewe$?OgYgt)la<J<KPJC%AE580HA8)|%^i|y%qHmIgC
zE8|jsw`jj7@P{j#fyy0Fa5`=?iD=HPksY|svrbp>n>k){?re(8Mx9dtf0dTQTAl7=
z21lqrJEgy|7kq~;-{*bUAP($U*W5CgbqA6Cm49ATzi7TnC`QIUsQiH|kvAV3XD(;D
z1turP2qI2c_8|d7Zi8JJ?M`G^Ek7Wgj|KO><Co<J$*=8q1-^Hd90sStx@|bOj#DV=
z$9?T{+?YU63PVqC@D&_-F>a5@XAiI)psgDiigp)2&!i0nPFl3|$vF30e3!e(1G?~a
zz8@ShW%rQ|_&gY$of7)y?w7xVK~QEU;$A%|4D%A{xPJqkROBb=OU&Wme$7%b&f4eg
z-2it5^XNpunuw<P1J{dN4E3nTlKk(6yd^fk6FKbX%uK#g*gUT%8^bg^!VT8Lo+|){
z#v+5e-}>M$exF|JrGbgbNSgLA`qhblpw{Hi&7|W0roTKl@@<d54UCi3nweIB;vLH@
zEfnceC$)p!67rfadNdYPJManNutJ#m8Y-qV4aw`%a*^m+b?S=uRRn(jq~kqP_wSP^
z9uoXrY7yICn~(iVtnY#{fzq{qGne(Led@zDuV2urG4FPtOz{TD6o%?ewvc||waSkI
zt>aAUj}Sd1twh52!k>^GjIziI-ldbgNB8_q?q?G;k|mNWSRskt@L}?|dR4y{gScAJ
z&n;na$<jA;m!<hhxCr|c#OCT1yuR<!T_4Ws;7XKIo>Xo*4)8wi;v<0!iy!)zdHkRx
zo;^t)5pZ_F@&RrY>TRr&U49`+5-7$`+wI=J<X!&W{ibLijUl%uGbXKgj9N!o<}{g?
zb1vLl&)<E((70j?i=skYPN(uI`-#9Dz<#)?;72NKuqbEsKuD%+iKF&X*!9u%;7GUm
zKXmK-w3jshw%omTAk@YfCnQM9%zeb^>f7PatP~CLN+ut3c=qNTOtj!zL@fH`lUxb=
z0{|*fsdmNfB$H@p0B%)N_7*G{Rzu)sFS_F=UIB)`JM!N%u`0xZ#guJIo;6E{?+nvM
zG;A_!<hMSKVl4SEik7YYm`No%*nyW|uKhKaPE9>;mjd2PpOCSQ$Nh5Sxr@z9{!3nv
zYdv&za{*!xd(QT&EcG;ulD^b!p98o<BE|f0{}TZ92bx8%YwgYE`uE`8;dp?qSx0wE
z{(5dB3YmQ_xjrai^|7%P0N^4cBuR55o*Is;XHUg9l5P>e>f}VFpZzM>ILIlm2$YJ@
z<^s;5p7M+4qZk3c`u3=tdk3bIuK6Jo4o)kj+u?(&TWkcl3V{#Q!gLj08GnAWt|-60
z(cvlmj8ANw74n(gA0PQJF)~`bUua#Mv&(BaBk0{PE-uWnHv4nKz}pL*Q|vKTO68{S
z{D9CwU);T5_oSfsxSoXX<j!nGgfazw`(xEtHk6TL`~skYKCfbtm3w|&J5bx)^v;+%
z!;fV-d-)Z3?>>y|{oGuyOR2QY4gFEo3+?SN2Rg71v!QDViJ?dXJ$9Lrq!3?=cf2rH
z=z>!vs*kn`TUPOGe&|16T=JtvAE>N`U0fnALnx{?E<KS4j5)`WA-X#bbKlb!hkXDz
zY=r*~BKUVhPIS}m+FOZApX%S0Xa(e^5gF0cD@Q)B3Rk>OJanP^<#2T(zI5>ewmfV#
z<SvE`N=MjjWamRZWzfUFJ5}6G&PDcFWUL<X&t+2A^%#HV*N?~F(Oe<?dVVi&rAMQc
z>~76IKMH#I@5C*8YX^O}!ZYQ1zK|U81FI^P3#EroDd6shgBLT|{z+DYTKCU*9;ru8
zzg$k1@4beVU)vzT`Xy+hNvt;kKPSKtlUq}EQi?^06`^`?Cm;JJZbtu0S00^TeF>7i
zj={#!J99FR8f&bBrJ?Uf2oSdQo_Ta{tZz%kK9Uysw`cLzlVKar`%yo`YpVro^T51o
zm2H#D$%OgZpIM7!5mECf*GIyWA4nXIASM926bo#?Gno`jGzDZFI!RsuI6c@l*U`6;
z;>==;Owq~6Jra251dY;lIS=|p^66>*mB?!DUiA^*Ug?ki@tq8qVu%Y|nEhs-ZJ(g<
zWrQM}j)FYvcpl680!Zigkw}dC9bgr!(gDgw^|x|f80wsT;=za7tm-?*p4SJeymrMA
zB7g4@6!9&-LSLV;Tb67#1*s~OTphCt!86CJ{_w*1ZVlJtL%*LptSqbgjZLPDIc!1=
zi%mQ{ynVQ-rJqv{j~s8g(qrlT(P*$_fLL4h1J-4<&s9K)SaP?sWfO(ujq#UJF{g`q
zdhGWw!?75?S&Q3KjwR;Q9jcoK>vp_Zw^r*fJ>19F>Z=~(uXj^-zi&N$RQ>w$nGqbN
z=N=+LQl_=!$tEwD3ZeqRp5Dk!Hoo4`7i~!rsgXRKvV1(Xr443G;{@_s`_TyD9lia6
zAdgJV#mT<lMH}lr?FYkpcV0<h+MddUS3y0tZ|QOflu~U_cv$!KT;yhH&Wu4-rpEQ_
z7}$&Avu79K2Ccn7#$SgV_lWd69Pkme2a(y)vI|Yg-LqEy$pM2$?_7%hwj{|Dhd6fU
zTp6DZi=L7#zc%f&&3llFg?{kb?c*jL`WZXyWp)79iekVN*w2^HBrr$V_FfQFvO#5?
z4qZ8=a4_}dX>>+>E-C#|aLqoP_N(H+6J{RolkX!c1!?T8Pz7Dn<6W?5G!iNxgBG2>
z4vI}ft269naL=dT_muut9#Q;lt55-a5_XF#epSdVQe>j&`rp2st<*ZgwCt4TF@#+b
zm>OE1dZ35-BpzKR!&@$c=o`+0=BeUxA!m)lf?*OzVmxjJyZk^=@i*g;ar;HQ-`d`s
zJqhmhe!S3Eog5FO{w0*2`-<m?7;b?aqE=S{Z_+|W^+dxpqqToAH%dR>gj{g0_Q>sY
zKoef@43`DJB!`a)huUqr1~<;{1vc6b-oBp8Mv{kX&4UoVyOzeneTzS%^5NmDMZZF@
zTTO#R?<EnVKP!CpQ@pPa;bFOwxNgv2S<vR?(|<9*9pa%X_lqgx5{B^?=sM7|APfEZ
z37K;^e&1E<FYf6pXt><LE@+>#9Tmh7JxSrFekXVb70maj@pl{5FUxp}d>lE00_mHd
zRV2CtU-xHdCre@p7L0?){jTxYvg=Q2n?fs#twx#gc1mXyZgh%N>4B*g@}*#K61&Q!
zzm&%@>85`r=P1VK%X2?AqWqh$0Jz8UEjvS`dHU?DCfu@;8sCS!h$FP+yE(asr7|@o
zZ@B8^ZzwT#OF*x=VWOuepD@qQl?kyL5lPzxCh?BEx;W3uu*wb01Pk7n3K(79{ag~f
zXP!S`;|sj<g1)C{{=V3kBY<EDqv|$);Anf6MRY#QA}8|NqhFHB&j9(O6I$R|);OOh
zoM!2I_48gVGDLkZv}f;^IGbqC8&mB8D5`**<>80^L^ZwieOU0AS(N!}W6vHp)xMz0
zrNKk=F)cM|8yjog6g(7yzaiYP;PJz=rxfn^?!zBqhtJ!|q{A`o`u0`zi>;7s2sqar
zk&oEJUfCavjR@X1&mloitbVuN@6+YeJsFY4%DpFklLBHp;{Wi^JSzIVj55>!DJlp)
z7VjQk7UA)sO)u@sRnhyeG61)h>1<~Rw9z%Eg3|FcPKQrIzyw@{lHS?iDXSJkf~2Pj
z=cs1Mp1SpT2&?qEPc6NnN;k>X9+Tm#{CSw4&Oeqnv0K>fzY=?bBVzwNlN1e&?YvU~
z!)g0_Y9MTbV`v8|c##oLd8sje!6)mo-)#5^a0n8vk;9^@8wn3@7|F}+0u}1CS0+R#
z<KI-ACoiO6X>}XlXaG^HAPub#7?sOIk)onHonnoOElff3?Y1vp4`=llRadtH5Q+B<
z|Ee`r#^rm)`ir*(HEHheKZm=;KKA9vhpIQ-PO!}J9@EuB+b|>6j%TiC){WxQ(lF(V
z0UK#{a5^_dDSmCn?^kqG6druR;9POBR^-hi7tb5cKknziiDdk%)AUt)6C2ZbMor+T
z)%S$=j|KZS=YJ@0*TiUh5?haS0%$O)tK|GUFcQ6>ZbILV7fbYK1M6ZbGqFw+Mn_$r
z7!@H^FuBi|7W_doku<*l_JQb30F8FOo9~Ri_GHsNR_IDhWE#60(`Q%bOYB!Xc9S{m
zBai765Cmb(pJ{^Kcg3zem*QO^ETMtsMXkD{hvKH&?Cf53T?i@db5pIc*aE^OS#H5x
zQ#6rxo|&aluIQ6_LhJZ@l{>^voIXaHzf{a5V&I32PyHF&LB@40f5B(}b9y$SenYSJ
zE2xIH{M~WEqAPqfN~lWeG1*dNv^)wofXh|qYzkM^ppWYM^4ty;`qwu{VH=^YryjlR
zb!Pic!&9=y$r*T<d+nJ=IlI$H$ya*&J9{>HBYtq#Tt~ONjWzY#&AcSE%+7zMM7r5;
zYDPM)vKrR#bm*ti<XD!>54Z%dC_lhqr|fbQt!SBVm3)+Z-!Lba!boNtt3e6@Y>?|E
zJUhP3mG1+Jv^CQE5l>UW1p9CsQVdM9ODF`B<1BZzLp1B8&w9^uM48g)jQC6Uy6XIU
zhgRU#iO2q^u3!-uJzVR~5mC0E=hoYY*4T;ZTrtCj{_Ll9?P_@sl0L`%<Vw%8$F4no
z=QrHF!K04LwcJ_uZrrj;7y$gDX9iQjOBy9)<-&Wtb_;<l^~fYDY3w2k%c6<Y^Y^p3
z`xjQYA5iD$$+#PFoTR`Wd7F<z%1EJMd`s3<TWt~bW=^hga;2bH*0PFVSVYCOR;bG!
zOX(l?=6UNmtq&@mbD3{#cHA$8nmDTl@2}&@8*lczhFLc=3P*fccuy&JEF<I@wJY$l
zYM=ChqC<4Ef68LW_suF}DuW<EAGPt;e9*A`Y1*s~IwZ3Gio+}z^BVhEB`^`r@_gSg
zEaTM)hkF+3>{IuQE$gg~=NVfwgIh5Els%b0)th&~cn(?X{XU$@YWu>Sg4=z=pXL+g
zxcwSi?)%vQGoqFkO$|$54Cmp*!s4@Sgp0_MZ82Y}LNC>fmSyE>8Hx^ivEvvD{mmx5
z9rj^#&c^;q?l^OCC^bZE(&4;c7oAbhSLwl>%}chH+Tn`n5u}Vh*lW&sn)u+J5N!O2
zZ^g>Cn5vCpT!___O7eKT*}tt(b!EEEeg7svglbKX6W52VpySb+&uLHwJ^P_fKu@Q?
zE9*jzIugjP@WDo+EwE^PCii`4mP67RpuaNdXGP`#0X&xXWp67ofbbQ2x--0f9b{pa
z=(63*>sf{!YVp3101zDw@e9f2a3=DLX%}$+koxPifusKMf;y^7zuOi*xw5Ew{59A+
z`{zaxQY)^*nNIHyaBvS;QcCrN!WW>)I>=SIdstp0;kH%#vfg3(J2fKW4kBw|rbJdW
zzpo)<Y^aCn61y-1^k|ML3;;vt2LTwx)gz`CdQ{E%#rBk8T$0Poy2^TIgX>Z6(C`jw
zpWSUCa@h-eyUQv=QHM(&Y3{wajHbxlYRrk^^MZGg>>#W@Uv16?`N<ufPj?eN-S2hY
z;{Mh~!)P@AHuVM5b7f>47Re7`EKokX;WAxjRMWwOOt^TOtU^b}(91=B=dnah%>e3f
z?0dBB@{A(9Rlx$U-a_k0{6;O*?MMzQ9ce7?l5w?|2lG<BhVCQWUm`}FSB1J;o2JMV
zAAzZOEjj1{?F+<5W^I0X%Ryq{p&|->ZJ!|F9XavI2h_pa_UnxNoXUOd6XY^*gz{zb
z*RsSrQ@2M$5MNM;&NwqDUxQesDy58W%cyq0Dwt*pRD5`)*T7AcFwUN6uqhM@WR&te
z?R*YX=Qa$@9uq-cmBSu(4bGQpv+A-T#dgnXr#d}H%Lp5M5NbKRHi*1ZumlL7UiE_#
zi!{eh5UHj(`6+Afcg&^tZ1o~J!ugti&&oGI>5JuO@tt4RllXmza;(kg`YMc1WBSxA
zau{2G;G@4WHOh-WhPIW=!C{T%9421FC-1qvY~-Sf>JaMX&9{d){Xia?3(S&urFCLQ
zpV2^h6j)s#HM<Ek>%S|4+E=RSlor-F)8g}+?iY*ZakpN(M&A6iduQggCb{j&64d^;
z4qfgimXaG=$|VZo@%L?6_s6!R#FfB3*Vihi_27-f*<!R2P|CWNuAlO^kAbK;k8P%!
zo_oCRc@c+zdz!>GeN*qV1I#<O!#*&J=c3=o-q)MNzdSv(f1a4JV-g9hyhf--lZSn=
z49GVhct-YYC+qSueCa4SFi5Y;Jk|az`}h+G^$Qwg^Y214*fQVTF>T_%3#=92)*+c5
zb<!buY*Bo}PZ`$b{1{hGd(a()!1&h9%7f2PYTK~uqV_xaMyZ#^wat*rH;kspZ+paa
znRNlHfKqU$7P};p>F53O3n)Rbt}0>`nv1X_l$iX9UQAV}k1gUPaI|YET0T*9$?M+`
zuQR#G!k8VZG!77Ck|WKv7{Kb`5Q7+#$OaZi$I5$iZSteo!2Vuaz?Qw%`P@rn-2lqQ
z<&wpis~cBA<MFHiP)+Sjr10o#zJpUb2*v%YS{1F^%<zpz{jp5@RD7MiX8F)}vj<82
zcr!?S&YMFzd;NatxmRzJ-(%5v*)^fp)lx}wKC&g!v3T?eE~I;U^tVi8vZ30OMEeTE
zY@PZJ1m1pt7PvC<$Qhz<u`VfRpb~k=>XQQ!2kujc)Bvlt62tve7+Iwzi;cLzs2Dkz
zNBx^83A=ebayRmM0~}*Iu!1GrPHwX<8KyQ7>5s&6de*!j%n6D*2TqriDkQT5C7$fo
zvul(qrGF0(3!69Jm($~;VH%7Gjg*f~;wryi9%TBRfYa;sj0Gc7_(%fcd#1D6&v9=v
zl!YgdY}_WjUYL^tmr4njE##I^096Hx!3b=O-1{((d;VUY?0(ZEIe%NrZe1?pV-sOl
zf9JP|c+7K<JY=Kx1nL5$#K}}IzSmB_Dr+jmfJrYnrbh)XZ2I!SK8U}LE#8Xk+%D=o
zqUrZ5XA3J(*gH0<^-+SSp(MR72~)MjRJ$~2jQ+y~Zn9*xc(i9&wnmra`s2^cJ4R<j
z#$+hu|M<zt*WmUx)zaf-ZpmIY@t0ST=vL;xx)S$4X0c<yNH8E1;fW2WgiQv-Y$*D3
zcAlP!U49Gg+Yd@c(%bJ>XqPYtn!UG=%6Xqx*P0;F(H)=8V6qQC70V{cd+vAqz}B55
z>FPRF4*(=?9=oGbM4_a{{bA$Jf0JIO=<J8;pN&@g`E1ZTr*pvOrd@^K{R|8S_i1b0
zks_v>_1<c)&%p@Z&9jqKRd@HH1ihIj&hw}=+lQ;(LD?)MNXoD`qxXj_D&g0lUnq7s
zy<v+&Q?dNJdN&Y8fw$x?I*1A<@=;v?;A)9!T<!_w{OM#>_*ITwFahpWQ<rUAHs8Em
z@D^Cr30U*nzdZ)R?<omQX*A?9Nm0}by=6*C|40wkDo;(j-z4I0OKGGy0TO<v&;{2B
zJekWGYah|CVQ3*!JRrqsmjrs>G7{A{C<1==n=hyvoq)Fr09xlbY&C<Bn&VW`r#=a;
zKAvzU?r+AOyI^IE*UhjexwxG?^4*WkLZY~B-YwFkVOV>AKK-b=A=VKV0sT-lCM=PH
z0XTg>%{6{DhksVO>k}*w{7!abcNhsQ0uiAE-t(xuxfMhLmGz$fkwo!R%f)4bTl04x
zr&qiFV0iU_xY;_ug((o;6r_)8t?R4#Z33zDSC9;JZa=Lrv@iAUwjWLLfO5bm0G`0x
z4`zR3{Nd%O05Yh4r@Nl5Fm|~H?+!K_ziZcQq2WH^CVR~uo^}a$!|^XUEx*gbWXzO2
zF$jc0Yu{9ji%n8R|5}HIgj*{5KCc~Jbak6o9u^+bXdVdu4KJ;5Mo%+?d1MxiN~u5f
z&=!>ODj%kwz+yr^y%8$An+tpB`)bQ=3%jR^DEud!G`6Q4)Joo&OjoQHubgw}aUaiA
z&_yM?t2AiynnaT2CW=E}CS?72AJG*hacXh#Mahjsl+el)K?UsAvDf&jeCT_wR+T=;
z5i&<Q)W{pDY!s42LZeuxUr6pjUl5(mL-#wW=qNx8FP*VstCNsBz}4N$(=287V~r-A
z_~Y~Y(3{@_dzxVucm);5vFZY|R)P+3`?5Z4{X-*7crb_=f{q{e0VVBo>ajO@#>dQI
z3l0Lij{*4V(D9HT(DiC(=r-EZ15sln0eOFpU7BroUL+ghdT4qXt4XmsJ5&Wh+Ry*P
zV}Y~Td^Lt24C`7Sf#3)|58d2f65toCMqwZhjWYYI0PJVO_mpUK0~w6H5OF=@8yQK6
z11H0BnHWH;Z_IL2FbC2;GuyU^yGE?v`@Qop+Bduu@jH|T<2~R0y0K%1&mL+_?iuIk
z5Sz}QO(|I?X11qYrDvR%PHY{#TbY$gj_6qXJ&u!PG#ac29kAA5F>8J9RuZtVIe31)
z1Jb-I^sv@?ruYxnNAWzT#ZWmuT^{V0zt0`;*n@8-57gw`;I;*W=sP~=?^zUA#0|<#
zX!-3oh^Trv`X{?hef5oB)6ez}%W2G-_Gdg4$T=mfhztD~=+f=gpSR!qfHtbZUb|5)
z7)TG)tCNWZZJaS;<Ii39XGi-tY12Q>crxp5@*!@EeMM1{ZStMBUt!TF{YVWokqS+*
z9BP5TD4wX#U$455$$x@|jg(|L$%jUTGX>Dz_rF?{fIC<+>FCaxV+X^%v>B2L?muJo
zH9ytI;sg5;sRtTucSu(dHh2a5U^5ukyTts7Nr3P=NA2>?UM_jt@>i8vj`1<ESVIG`
z-$pmAM%Qrxoq6<3-7euhdPjUc%1BkA`gZBGCsX%ljl$r=V}_ARb&BuyN%{X;<>0t2
z^RcZC^d7sI=<T7v*}lntLcvS4U%mZDSK)@J7<x<n){}5xZ>)9`U7~&72#a@NG5EOz
zm;M4k-E8-~tN{mGfd^cOd>wg>%_jVZ|7Ly_Hf|jqC~kSJeKt8Up-gVw`fB`&cgxxc
zPV)VFxs-{nd^mZM@~D6n5otXVBMzw7c7k2nQTr|?xCuIG7}D{Url-#wI<`)yXKkCl
zadns$Rp8ieA1XMn`rgk4^s&Gib{*IEKlI-X?>!(E9{1s(qomGz@(jDSng_|anGMO6
z8%1obBX4XV!FC=FfeW6-gzl2!{YAbmm{Od~+wsXzhq?d`A9i+oAEx*ck}+eLu)^qh
zs#8?tdfuOY@5zL8PSi_Uy~mAzY>{+*co1U(k>Y+1(rMuqYvELv=`Jr=eFuLU%n2}U
zxZsrGqAY`>=DwQi;nxu*a~?pWhIY+PhC<qo=AO5ejI$8D-pAN4YV;T?0&HS2;X^el
z|AB}F#Dg&7-8fB+`!*<3`^`+1)38wAfzbaok=$;i^q>b~(0njfec7Sa(J}BQG)_m`
z$9lHuhzo;T^FSIh<PRl-GJJKh00WV9@DQ@R`&C~irv*sog8f<xtv<Nf(zfZ1RVFWL
z|3uEueI$FX$4IRxb^Bx0u3b#3BZMeFBYLOR39d$$HurQFwIZ>dLTk0iYav-)M!Ndr
zx2Jv%5`)Av9=`j|BYPqamR9~;&}ZNk-+Pt@Kr2(OJ}BiPd3u0^V|yGh6o|fZcxPt^
zRH1k4+#aVYK7Wj>-&_p;ci05I8I@-8Y2N6tI>S~oZ9n~o{Qw``AUN-dDSS<c0i;|2
z8Wh{4hzr4+<6z)#o&bFncQxAVPz>zzkp-AYfJCOh;IA~TH9k+b+sk(yp&LYroP9!6
zZriO}*Tlu9V4B<*XxPG*lDVpRVkw$tfAc&RujE0uu5T&;-bXO&*{-hQ-(8MI@T`&D
zw4bpBZ+M*d00pMK+~;#3UU>2FC5XCwZ_6|$7m|$O?Y%5dCKH|~trcbc{gOCMajWL`
zF`Ov~aJG)Y_pQv2M_L`x68Te?2?j#Kjh9+%FJduu=KD@Ys+nom#(!nFuFz+utq>~A
z78w4)VNdS_!%OcK>S?UHkGwCe3tjerwt_Ag02&GvI1s`_xt-u3-m18n_m?o=iMfO9
z`F2lg$L|L?z%ruxxj4%Rw|fXh@I$^2U{8UPAxWT${Z#SHP2=jx@Au=ifFsu~Tn4nv
zbU*);>Puz~asMpWv~?EPF})uKKYf_{_m!g36YYz(=6TPMU4dTrudB1K*^(#GQGVUe
zxUGo$CC%|KbO#ToeNTx7*VpJ&+?AWD5)}ZC1a+jL-|v0YjM?_2-bo!++k7Kkzg2pg
zXYao1kSo)xC;x{1gdaW|@DgDIP_Wq!5PPTm<uxWr^)ij+SY=;g^D;e_uFveEYaT?I
zH<R5imlv^5lo;av0*+<h9ZX$Pv>z{N!nA{o4w~gMRbad+BbiUX8u`GMex^76B~cms
zEo#H_bbqZ*3Wi}5U3IE@s>8Qe3$$}KmVsr@iTdp|ND+18kK8@Ufj<cCC^C;V8E8_x
z7Nc_wZ@6Auw8q$9d&p#9F9)7Tlvz9$;VDuAPneE3?g+?6+b`qwg(%M&Dq?LcODTJl
zE$n=TlLSLlA6T=Wy3eVB#pI7aI`9|%Q$BMm{T6x=N)xo+y+{0Kvn=)sUqhQX8$L0d
zFmXMItO1%9ehq6Lf!;~4C_A>2M<gMx`;K^mv4Ok|b=|{y;>JMeb5P5v<0fVq$2ZAr
zU=bX0Yyj@l1cMhy*~B(<2BJL1k0dDV3j?PCE=@384yrC)#LX_PF{r<F1*6-l?PN|f
zaIA-rY%cx0%B|IC?2x=aNO)O-bWSq~B67I>?5m?%>#4T3`V)ep;qwP<fQMcLuT>2!
z|8^G}-0Z^{jLLykJJFNoZgm$gCx9=KX|&BY83NgMA9z3}Zr)sP;YYZI`?rJ~%XVY;
zO-yh2E3_~ty-?q{YzKNj5|?BoY6l3pTaid-(7c){`l&s2YBS&v%QwxRPGbMu((U+z
z8Rs<6JViuPCD6lTx_I8ey2M@&6K!TZ`t~5-PapYsi_2$qp@a85o$R~&`&I2yvgz0c
ze9|kd{q#YdUEKIik=4Ez-_(bqn7!Y>Q9HPI!FlBmcwYSJEIV4>M_X$zxl9YxRCxX^
z<pG=ENtS*Ny!UvXH5+zi`|zLBYkqwoTl;1SP4Hp;1{b=I=CF-R;gwP+ID^UVk?%fj
z<jKLrkN9b?1cKCa7dW?433l0UU9(_Tbhx+gb2Tr?AOztm{b{;Q#U#cmj26#bQj|3n
zAy#k3dkF`fJj1CGP%Q?XBRZLOmq9O?{#hGq!n~)`sO37a$v}O!-piyf-Exk#=7feL
zu(<Dc!ZZA>Qr|L4x~CC$vlQs+K7cy6=$dd_JDK`u=7?YLP=?B@h(>PNrcue-D#xgY
z`rE<wJok%HXfJ`iE2IF~YT%#Q3|_WI_#6?XexS(1241)J_?|H1Tx@FJpwApzs|9(Q
zPJs`pmU(jI7xT)RRe3v6h-d8M#%b^uoj|&;h8KggzQ1z%mGoJ0=>3>^V~=n{bU5Ht
z?gJ17S+_X?L)v2#RS@Ha07t+nZ<bB~Yli}VA6|)Y_j*b{Bxd(l@x;r6C_AQD$Mpu<
z8ULC@uxWfvEkKS3T+et;Lnd=a+yrKy&*3a#+p34BIPBzz2J8*U(~q-0OCsC0f2Y5O
zH0>K8P$1&0F4*txV!!u@nTt?t!B8n#FLn6g`$3y74)=Yo01;l{=c?}*Jketns$3=p
zM1uP_3E%N&9jN+-dZ<aol|5_d+rti^q-x)E)kTRnx_He|QlTnAlj9@V_Ep#0$oukU
z)Mb(vkck*^A`s47hVD@Ggb>mTDWjpUV1#uz5E;LZ;7I<f(=kJdg;V|nFg=1;{Jk3Y
z<n=`k9hv*lEit&LL)%HU=PVXb()&Msha&5LhF<^>h-g0+|JoYFD|5NUhVUq6#Pwqb
zP~U$27oVQtA!_^awATEdWw<?xt0hv#B7@)XaPG@FRp7h?igvrrlMnf1J>4rX)zK|l
z-gLoL{l_4xU-Hg;lMViPMD0IQ7vSjou$;P+?Ouc7$|66GcSDov>sc`9Wcw+n3v`8R
zDLnU6(xXoiqIMJqvyU%@RH!*rBW2`%pMv6l&*=8-TMuFWEY|xJ&cD`;RKtjk5Vgcy
z`*|A3dxCIwO%$MX`g40|6bx#^l~o_&<5RJ1q`ZgnG1fo-v9QUn51)1Ud3qq9#gM4#
zx8lhp!Am%wd;OaK_Cu4HT-!;e^re*O6zIq8<;{TkJVQ38;mv!_H_yCcoDx&l%(y*M
zyT>6<IAj)>@#0}lt@A$B061Wycda$0%SW<ebZ+IYGDc-|ZK7|M5u4*(q?X;9vX~^B
zLmM+@$xttJ)f264_<l6(%=;!T9C;hmtp8M+dc>dD1tA6cv>;$`9vJ(rwyUrV^pfMH
z<1`Lf=wN&$T%`Zf@zi&TcG#i3QuK&lP@=0~AaSVNX|D_afarX6`Ih``h-7%&g-L!K
z_ozZh;boYc;K9O2dlwQLB<~n)JH4+-yl>6sCMS6AfD5VnX*|Won%{ZuK0`lVfcdjr
zyL(UpfSAuOpIlUsxM6z%A<I%ygA6xezCOKHUeU~Fp*%fflb~&9NwEx>&IOK=B2I6%
zVXZ!`#i+<$3mIY|;O-~L6<fsZe*~qo>Z9tl4@2OF6uIqLL{Gv%4{@<Ha9x3UQj9E+
zxN1ed4%swP`RPsx@xI@9$hP+nn~tyr7*uNF8)Kg;0%eAYKwF>}ta={pZTc<W*$ex|
z_W6Ucq?0sj>HeO;kbLn`)v0u@5Q;kaY5awchcV?J#{WEfAWJ>Zchq{%8m&wQRq<t}
z1jBz^{PNa<t~ra&M^}moZ7`YrMIU~vA)5u+6a&SbBb|YkYX*&RW&ZRt5e|uTke~i^
zA!xq<85eucaWZ6Z3nlDrP~ygTd%V5}uE;?=sYSTt5B6s9ZxSpl;#vV+GW3?6p9}}s
zsu*Ttc*b;7vsV^8<njX>^V5qf7WWa`_p9|R*zWA~n!uh%6kU=NuN@CB3kE!rIPMJ9
zp8<mPaeeDAGQ34p3uOs7g+F4x!fj47!!M>E(fF+LUN;J-<G@WvN^p7)af&F_wYblD
zH>2BgrY~{G&zC;4;UIv&n#+^e2hz`cH~ohsV?Dc5kEIkIf`O}07IVKA&ZG7xviTnC
zp#R+r#|}!;_xI6tJb)x)mwPn(s3DnF-iGvxiF?>xPHg3NFdClB+jK|k^BcsF$CD2X
z?`bcQ*8_EMlJRcpjz$!}Oz|hT64_LpZ~=<-x<0E#RSXK&<=NR5bw9|*YC69Pf-??W
z4MixzwD-$9I0y9j@A1s&T=o(E{*!t3eIMsKGX<}@H{5+Gp?>IZ-(ZnL|4>*!e3rML
zfz_olo=H;LbMJ7D>onA)4@dH=iE#er-HWe|AGGy&{oaF5yvY*^loIR&XYcz1uJDa0
zS30%ugj?Us9SLH7ogW7CoaK!M`3Up|G}-zW-IJZaf@Lj`G|)VEm0R{3T+YTgKXCYz
zsd}D}XgJm@+{uFa<%W*bg(vKkK6|ed)XFgQYoq(T&qk-4sP!x?6YYrV=TLiD_YkZp
zPpHX4)6<j*C4=mQZl59HXn<aZV{?s)9^sF4>Z?#0>Oaxrz3+wc9b_bh_*NvO9|Wdr
zQ>+c`KEG>hk(Xtk7{@KIh{rpyfRu$r)nymJ%ddIsNS5DW`eHlO%M5|Rmkm!FjLRo8
zz#HR>CCe#zf9X6LPH<)#F64DSQj_ZsC-_wo;^{oLR;Imv^Tu9WOFi3`;t^izTd_x7
z-6L?vz+=QkPv@FFSmc+;n+g;pY<lX%HL0aE1pnaq{+ZR&ns0B;B2rS<0y|br$T#c5
z{8mm4Uj~--d>%L|c)U!|vgCgMT<pQy?;Ae18G{BOB`*&uqt)&cU1e|`v0sfI_A4rU
zr>JtY%gcFp@;p%5+$zGUx>bdW{*n=gBTl9xhaRPpKxIgz9sw}(If4mETDY(OtPa#h
z`7lZI2Sh5b+*CYMW;%Vn>{*0aw|a;tkW2h%#M@8qDn>oY9*}aXLi8BSkCB4c3pV^w
zspUQuaO*3)Z1S7@*>l^x$4I93nuUv=@zed9yoC6bjC<SqUxTDy_|Y_+bx8mZ99#B_
zD{EPI=MbK2HpN^g7RJ8YZdU!0<96SUF2{}+|KJ^@9wPs!B|{a4X9>CAB4xVtUs_W6
zwKy--rwGIS(&@v?#8jmiw%ySaqCIY;%CuCMZvkRgXX0o}O5G+0_O%Db!jt9bJCXaH
zCVJn=xv41fzhOg%$DlvCM)#M#*sm2$HW6&_h+}N7l}p;kqa=Gv(nJ9EFQASrH4o<g
zag52bmG?o!M<v`%mv!6PjafHCq;8$cAEE<`V|gjEnP2rHL*q(bf3B=~;<^l4Jgi$G
zu?y<p`<yTEy~}}+K7jjKSEIn}F~~1SK?u#Rr;vG?COjO0FtVP)eSKfbnLEoz;{AgO
zQ<QLyji;ZICt5HnUhBzAke`JU>GWplhNn+r8P*e?+zz9JgZ0@jk#6XFTR(?>c$KEq
z0_g81eN^VUA!)ZB@(28`_skqcsD~%m8Y0}L%p@z%_VV3du63cToOOC#$QiE7#2#5=
zUc#OA_~0AKB=L)i$fBh8MI}fJ*C0*x(&m<%(~#DAUt^p`H10*jPh_?F``2^NZ_-^c
zjPERGe=C_^yb5}5o|*7TkUNr4^rvnl9qwFMWnmW+U+e*YTxi}NJoPcr?@wC5<mqlP
zS_HDhpq6jce9is*KZ~QI`{6Q%29B2m!bdKLhr|!dMgT@Edw#+*UGI4*b^2RCoEiPg
z{XPK{%dc5p%8Hs=IRNUl)1CbM*b2MnTx{v6M{ZbmcOH$pd6(WkljR_S)@QxzooX<X
zFrEeIQ{J}$!rfZ$9s4(UF|5EZCFGc3oh9$boJi(vRc^iLpr#+(#1JbqdI%Y-oe>8;
z;mx|Qb`;Z1P?YDH?+QI8?gA-Pn#A^?^~R3t>?d!3w|z$M1g<Px5g%OKSJdx5kNG2J
zK-HOcs*+@Kr-#YHFqf43=0K?9wElSac?^bVnV)#VGgUrh^N0-P>p3u5y@brS5puc^
z7sSf^S$}~vO!_FnRUw!-C&@S|Ga}QqKfE3vKbDL)CKBYeH>PdShkJL#{Fn}hp5y@(
zMy}-Giaz%4KD&TBqM&9?X|SRVrH7Lm;7&fK*J;+tX`A9^t<Y@w;}P$kjBQ&XEQYBP
z*ynA0o%MZpA%@P~-{l38*YR{c{?7NC0+4oa2$A(ULlyIjgisDI=ldJ|LbosV0ugoZ
zv;`z%OIk)t;<g-)Wc1Pt)xUS^7rrxh{ZT4^wu39ZG}?y>tq4^Q*UB8)IP%+{r@i-1
z=vUQ324>gV=c_)AMb*xl7c0%Zk0zq2BsvSNnx@_!0VB9+xQ*8|Dc>i6mvDf_+_6NY
z7hf;4<0uCoh1Z`jY<Qj66C%`RxS#y;P|Qn#Ua8M<a&OvXbL;e?r4{vk>sOqzDDiF}
zKh>S8k61=E_CBUTkSX!W3(UazDtxkUOJ&6?RT2;Q)b)3RNcOxVuOzQpNXPjdbI%+c
z3^*52QQzu5RXvaz_g)>;#)3>;?RY^zC&{&NQWWZ2N}O1*H%vvQwpQtM`-v*M{^nVF
z%gyiYR#vR!L<Kckbbt_u1!x?bbjW9YdDJYYsQ2dKCctFSSIr!z7wgLozxH_<h@!=;
zx91c>!paAuBJKbrvFB(f={6V1UFiePUSjbR91OAmGDx&zIE&k_$#qO`{dVRSowG0p
zlO_5vWc3H)z_HXRL>$rAThNn%_LWee8|kc(tGj<HB$Z3!(R!8HoZlk)%%;&5vI`Nr
zfO>-&bfmGG`AH(=*GQ(w6{<UFN0NA@k+07r^QU6d$!@Zc2GMl78=!UGKQ0<hM08wB
zY0^+x_EFIlZDjJAQLZJ>wRU4r6o!2wEsVe1F-yw<)W>v9UV{qvDy1B1V=o_8ai?4R
zcwNUvLp9^=1FtoN?<h^xSR@Ge*Y>!&F6HeIlj#Ku(E#3H8bCI`;88$L^-*Nc)sg~k
z;l^FQZJy@Kuo3%Zx6cnPE!nDLt5Wkw;@{sD`7piyT&1DN!1^=HIvrI*_jV&>BpwS`
z#J2klXAuQY$?epsII^@q!>XJJnnRMaUJ5h#AU?HkmJj^Z;k|E9(doo`#C{^PbkEOA
z#mi#~8=nvf<6ir`6c=|l?JrN^wuKsKm;QN~z3p5j|FQR8&C06ny5O(bhrJ6F1P=iT
zk|anx15rRwG6=uEFUI`V>eYFt>Z-2VbH4AKV_-sf!X2*gS~|So10a4YNblE$RF#?A
z$=3=9*QYBPo{rD$G6Uu}Kmq1+;xY+NaBp7?l{#=&C(>6I5){;pcVIgBs4kj!vSJ<u
zL~q(-{!zU@q{qVcd7v}zs_R`Y^HCpe@?g!5#uVMq+7{6Kemxn88$UnWY2H5Jtu)%I
zg>X7Rt=_C#!_PNE_qJHmVGKkyf|myafaSi}GOYDFJ~T%0%Hkp1un6}KOi@1?;c)x9
z{Y7I&oJRaKYo}uwVQ0asP=cSM7TPJzG&~nW(_(cPk+N;0a98&yJjTgWKjx!(e+=ZA
zI6{NvYmU-b=C9)Bh(`m+-|8JM2#j(KKx*T4uh<iTp$X`wt;4VG#Z#^%#$o@VF2e0{
zxSU}+5WF^*d`B+MP0~Kv<n5W3;HbamLl2kZGUwO+d%A1$q{ulOT0BLRV5Su3VR)sV
zS@UZ_pK9R$dV9ZRH#Xr*k8pyY`AzHkoT_f2;9S|q@w$1>q3%dy6j;)4rPUDD3z&)J
z5)`-^(jWLf{^f;uo~PDVtUb>XJ0W<`w==YJp*}VtHIW*oKE<|)pEzY-A7Ubg@Sm>F
zcYqX#?+`!QZ(6OfN6UaMpq?HX&PCkQg;c8_i+t}sd$_Yl6T0S4ktC@>t5{%WAhMBg
z(I5c?v9kV@nmjHuudf;*Ub$fhDD5+*hjy*(KPmpkVt+Tq0{MJ(tyt!!JVnUbjUGDj
z5zc6XkZ<=RLTC=EY}5YwY@;329l5_Gne==pC93YVPRpAI1~5F%D_-~&_SoqQ+JfKc
z!@-PV54C<FBtYd5R&P-N+{}+A#W#^RiVLtZV4m{bDt+HR?WfN`&B6*;au3s_6vEi)
zi+}fjsi6HkV2UTzn|Wy(X~X-Key7mys4SPzIZzti2W(9)<T&@1GcwpIG`ia~>%!CC
zZxOJQ5jvzP6_Sy8av5?L)fv9lAnnZV3pEdQz$pM0@vo=l`~WI5%1^RS36<-=zw}xY
z^5lJCTPElGqH<tKp-n1%Pa#Rrl%$KY?;5nL74)t6dcdQUQMRXo+Tdo>J@9Wp5It<W
zZL`c~Z0+RypuA61{uH*<9u@X~$p%w|-k=k!qn|f)vA~d@A5QCPxM+4G+rZr^an%PJ
z1jwO~?XF${Gs6=XJDrf_7BHq>^=MJivx~#&=QSv0mGX~9T=y=2%eUGrdY_LX(?A(q
zx`@~J29s>0zEmCWjPn`j(C7REtYV)?`;7OH%-%TQ6QPs%Sjwsi>C+h|Jw5UAPLv<&
z(%o~vuKpeV#4Eae)cG?eaq5cO7l|pW9AF0qs|Ba;t)IZCRH}YwZ={d8av!6E;<WAJ
z4ZyclQU#me=G7di`S)63VSI;&m^v^7k+q_-XM;QIQhF^E2?IgN8&AKx2<`bNvOb<G
zPr4I6A+f~qGTzL)JP^|OKiH{STJ!lGqm_g6urKgadA>v7Vc8Q5J~#wODESWVddE%L
z?;$LR;Do?M$Mc<MlpPAOzMRj~3~FtvtVdM3gS{1Tp5686$LOeej#|4rfuP#zKLIa3
zF3;O*TJo}GPh#%q{aev1ko@S_YrYWD0An`={qqh6D;7UsB#&P4bQ|qHBAxtnfs=mU
z!L+L0<gDVovGjf4uZ9n|O^>2~I{0nYnRrfKqa^962kX=a3|?r3eXf?xz`Dx3pQ$7>
z0|fiRd<hhGF({`yeWuQVcCSxws?nk%i+SXtM=wTQMWcU*c8|*31ptw+DDpj(i?)R1
z@$EU}V-ztSq<R9H`GFA<`F-b=r(v@_udC%Rl+3fqp-rOxnMYQXld+BNk4P?XyTD>P
z(W2EnzYfE2%m8+M?gY$URC_*BnXI9#cnLTR?C%F?&Q~`ehC{^iy)FsN2_}1bej#2%
zme(?bA~ZZ44=U|9C|*xDjO>cFDOgVeo+2kV>7-j))sIQ(eFX?JpY@pbjwOmBmGyz0
zj6iDgk27<i1P6gTmp7)iYnz#d76D>Qhu-6uU^sod$bTcnamgUA6!!pWDuuYm@PURH
zz-q<@B*eFF@A>ja;|x_SNY0f|<O1oho`1JoA2RmdP!?1NACH^tS<I>){VUN3CG6md
z-&ZmcI64YPF)VD(cx7j85KeCdd3QNL3FdxHW!(xLxJOD{5#c6@((UL0Jh6}1`BuM@
zkqAE_(7p5N%@`K|SSABIXZbh#iVCh$7yCyM*Gl08A}{#}ckgCAe?HL2wgM$-n5r=g
zS($bO-eXHqjeXivNsHYBZ79#5Sd?Vl2b^xlM+sP(!qvO#lmxyHAH1Fl0ppS3aXf$G
zMp;An>q$Qrbc3Jq9!$)bKyf8wCJ#k&a$WZQN-MT~J>+J<ipm3~vc2?f#H_rhx6t^y
zA_DO&x;*tMQI#i}uFJ6J7tmu-6slMByzKUExgJ_<Qk?-)?7JO+Q2=tzO-+LC5jkbQ
zuU4u0zDEL+HCm76ZvB{@ennrrhJdE{dj7t(+(rYr=cjjPpY~u>RN4nVDo}i<hQ}|Z
zzhgsw61zQ+O`Y6tS8BAxBzg2U1wf`MO^+!E)yuNa=Lzp(K-U_|>^|{<JtY7Qx|@PL
zKHbmi0kf8O=)D`^0%{HXoiD+y)km7=;@DL0dL;ajVR16La7ml08D|0fr0pDgdMMEw
zzW|y2c4I5mt*egEQD-jR%>x{8X@9}zRFc#A)r9SrfgUY_v`i)eoV6AL*fYwKpO8{S
z*3XNy(WzPx#J)ge!4ztNAxYW3io9hQI(G-{QLg@ew&$L$4_`Nx^WP8Kc69KS)jb;U
zyej8AyG0c348mqv2XXaTIgT%Bl|G*BCbwY+RNPF+xP4UGl;M{m4=$ai&wa1d08d_-
zIhl*~SFJ{UNj0fqji2&1_f;kMNP#4{_fqTjO<8B!!eENg<I{W73$_g)a6muy3_Kl1
zLn-$SOhT12+~Oq+WZTLP%D4Kx#j9Y{)up&_^aF~*VZ=#qR~gC|gnL+&Ccn1r{OH8#
z?mhf9!t2d}LjgkxMYOBEfdfNXg5BIjU9<b7)_zNaRbjnuVO@CJ=|e7^ODe*~QBSbz
z{L{95XLwmIV`cXdVG0BleW}wSyq(i~lyV3k1Tp2~d5Arf7{8A*>~bdtUPEk9KymOG
zbr66vPps%JwCc_3eIE|{V0Z!JZEEv+gTl#W%~WBo;+u-8h!T}_boN4y6}B(+os`%5
zA}H^Ya#aAK?myasx_E2mPdsJa<%MMKF~=Y#q0D!xp2y)-DSmKl&d+Q3RrPB5{c-)b
zU$Tim|9N2b?>a7qn73np^qSZ451_P=_c%NqM&bxMs?ft%0A|@LEQPdj-~sc0etm6?
zkK0v%nuvKRTCfSI{ZvDVUENMAY9RC;SNKI%QkQbz?X7Lex3U>xAL8OGk!^>2;KAA+
zB%{S!wS!1*(jczv7{|`wH<#s-S|gu`rUe$r_np*bU<cR3>S+U8HT!id-VgV7U?YGA
zE%w>OTCjW^FZjf?eI;>;_qje`-9G36bVT<3bdPV&FZ!YqSPgjj`PF-lV0`Hlvj8<B
z@l5WR#ODyg<l|cd`}A%Ff$I%{p!g2aldmG_Lb#**00h5=sE}JIkp>{wX$&a9>(T@~
zcd*4SDoF{(Rqy@t@Uh<mFb}pSQ1xGgl}qX(Ps7Rhv<~NgM!CgW|GxFSm$&YjpJl+6
z{~#!17OBAnQ~PQ|R!943Pm&nU`VUFn&B%pSzVWD^lr5w*r{7ZTaZHkW4t-GNT~zMy
zr}qb20rE84KUSI0%83r!SvmdEfIGa!IwGWn2W3zkByVtD@}uW+*QloZl2@uJ%zRah
zP?x@!YGf;*1`gy9``NxqBQuLb&E%EpCq!^ry>_QdRjp-q#0?DV$XTGut9SYNS8a-Z
zn``KL*N4O;^eQN|foY7Yh^b2v2lbf+-4k!AE35^<*Zg=iLEMp~2HsL{4eFd-`-D_%
ztL*8*8Kz|O)%y{~`Az=bcat6WD~z6z178h=+gDy|FY5|cn8+m~{(wXL(DJ^kAW*L)
zfz{DO%$qLv=<dxaAzt0VoAmqFB{QY3|FJWJZS@OTZ04c$Y8W)Hkrs1r5-66TA1y*&
zoyXa_05*z!URj<iwfh9{)9rJoW3@2tK$Ym9*LRA3RwSoukM)fqrR+3b?nz4QGc^a&
z>pYK><L(*G01*8Bw_zdR-@E4+4>_s&kikLr?HtvQs}Q!A-#N}f==CSqY%0=Ry*$-i
zmvHI#N~U=QJD0i|;v=EKgAQh6Fu7xtv5Il<(t~oyv8>*IiNNPxN<!MTvPI)Uu}@gF
zJZYbIFEPsECK!iVA(mhI!cmsP$CWd{)noHWuySKZ%0rc59rj#}z;=DWaPp6jwI7LL
zWRjhwgvEdkH1D9VZGrD0d6!H*76=r9cYi+DX!c?JRXNVhuk~-CZ8r`&WnmmL5MIyq
z!!0{qg*=7qHA254T}{A0KAjPrx(d-U>R;0J2pF;C2GD6qkI(S*Jokgjyc`V>9{#xD
zBjt}53ITRoX+1SG1!Zsh%e?Ay82kC;eBWMU)&4_6%RrVzUx>sO=*0c*ZQ@FKQv^cE
zSPmdze<R0x01nv+dI5^>82V#ll!AumKA_C$*Jv*O4m$gU{DC~2QsSHvvnW61&+YAB
zX~FHAHZW!XJIBlbQ2C93Q9vWEgz{#;d$Nn9C=1a<yFkG`Kq~fw6t!^j5S*IP=}i$&
zq?QVNM)1`1*MFe!3Ed{ngdc_FvptQ&lndT`%C_oL09M^;#CuxMHRHML1K6&#Mxhl7
z^72W)NAase|GAttIalf&L_Y~i3`cd-+a~uIfRok8NtO5(sd(SM^dv~KUw${OYQERU
zPyGWf*hR!btImY1(gxPG@wwu;fE}kTboX6&1=Y!+`CK?0wHOsVgL$Q>ml=|mZ9+^S
zNo9Gh@>;*WlJ?zQC$S#Zxtd`Wq~`UBhcDu<F%fXz>A>@wBmAlGB3q62d^_ZlwP3@y
z+@VRST(CD?A0c})w5V>5@c|BXhx-*=@<)I7_co6NQP~2P5r;Si1YS3zpNwu?hA&k-
z;Wv3JG+syZPIBB1?Kxj(&cMzt<PmT(<Uv@+iG+dw%D&d=+V^3?t7DO!T?uf5vyB3(
z{7-y@qOor>^m(AL$$9d;*J*}yy{d_SXCBnR0Ozy_9o5<9*e3OW%DP8;>&5&OZ2=_s
zO&NH_$|ieX#9pv}+c=#i+*&(B!&LdBeLi@Fo8lv8Bc6hODpjAhQcbthC|k+v%`;(Y
z?W3LawgvZ&e>Ko0^$pcVQ^Vp#dmO@__wu*u`bz3=PfB2vuy7gTA*dz4a*OxGWrBDq
z)1Ta1lQ^f=E#N~A&afVT%e6)UjPcD<-<YIR3%SeMWKKLwAtH<nK*Gd9DNW(vmo-Wz
zWw$87<gHA0_Ce3-W@N`H8=|Z5-4|N++niNizaG`)slM}fa$rN>g}A&Oxs&LyK6g!G
z8nOxG#{^UKQX4dYMEB3NzhmVaGRc7;oo-r#mOLMF(yW13lwJY7@clm31r)G*JlF&_
zObpt}OVFkA@kBgmmIT<=aYD>pvPC+oPV5I34Gy)q;{AqmqY!LL>nZ@X23}e<1WA*9
zSd^>g9&r=OaC%MQ8Bb6vJ?Q;EzB5-d_k-KHsFnq1Xm3K|>VsIfp<<J`N|7oSnq{xg
zACT|a2J0iKeW5)9@<0ckR2RR=7yRIbAs+pcec}ar9s8yv<$Zw}80W19Mg<3~P27Y)
z)blkqBB#3FHGgY1(n>~lI!@<;0}55M9e#St4dCBMwIon}CyEyL*j9u(D3Oh^nr#A#
z6_O`HW+o5y#~ZQoR|YjdsSai`ukO#zZ_!fk8bBNO!D1t<(Q6ucXFH?wl04Siq4AF(
z&vY#H=3TP;UF}qq1$8WctDS=GKLV?Ce((&idMtZ9vOpRe-v^^9yU&+T_1EML?WC=8
z#hvv91Q1k}OZBE5*=#*<yM=2Rz|3P^iWR)tkpYBG^O}Q_m!?`0oM%gR>#hov5^EV2
zWO85*ItV2GKrlek<tZSS=*d&PRGXgz8NG^JQkv&O@B%*zlUuAMzjf6h!k_IWK7M3h
z>;(0y=%TGlZgkFX-vxYPH52j3%idBqT&!HzZ<bES*Mr+@`Z=4{_4)Vv<6{N=Hw6yh
zZL7YL`+mYXEt)G+>zFmfmLXX&(^2g#6va(}*UetRCxwJ<s5IT$OoZ48hzlKXgK>2I
zFALo6sMBEJ;4VRr07O=FU!;Iw9l&V_vqJpz2cH-UM^p_m?6U(wCC~`{gO#%Noq>6#
z*Anh(<`PAt9@Z6GdG_Vt?8@p5v$wrCuC$=|e%~{n4_dIV)=}NEp9zca)NA<W?bgt8
zTkC7YH(>cEkR3M~Kk#@>!b?E)J(r~WA>W(#ZO?G!QeixG;O4VD6~;JdKcj*=z`fA+
zMtA%nUT4@>+V9k*Syu+~#;L+j0_0clb5*dQUWsWPwo3!-KW${>;q|A!X%(>rWWhsu
zM~jgvyn{BS?RP*NHKxePl1D-;@)e#92#yXyl(-cqco+5ZY{QxZP$20eG#<5WtnV%r
zai4pgD1<SW?h5d`(k-vY{YI@Z@zXz6=4J1;njToI1lq!8eXvqsDig);%b1omrS;6G
z|D$r5y!9@hMos;tjJi|~!gDW-;A;|{xz`{*=txRcm%d>54Lw2q{rM}Z1kJv%{~C_H
zj?hz7+l!5KSAq*^Y@M#fi}am1xIpNJX4VQmJjHA42x3orKlYKoVleRCIkA${O_W?p
zv`JUn%3H(Mdu4>JX_S7GBkHWzuoLFr{D&548dg6)fq4RD0h;7Js}mKG&CMU$VVhTU
zZn&ws&@fe_v2pP1=LJWt-0l0TE13SfUa2dSy&zOv@xSAKF5WG95*GTi5hU>Dal8JR
z>d+T!eocw_H!pPIJs(ucThB14u9EAf3d-qGL7Phom*OQYkf-a_p_FpdJ-c^*1^%6U
zB*sH9%KqMwZ;*dw_orl3HJ4BG3l!;Cc|zM#<_b6Y_YD6zNHXEtwRAva>D--22&7WN
zowV;7!QcVee`$)euM&stew93JuWEUA1GC}#)#}c0r6?-$PeB0b(Lx)WS$tRidFF2*
zHp4jw#K4({ci|Ra_&U7#4l)3I`^fXM^B%KnW_wQN3%{+c@0^a_W}Hx|=?F&%p8MJn
zb%^6sum3=*YQJoPt*hYS1@=Ct(>*3}=#S}aqcNs|(W7mLs)Q`Sw^$sm3BtaPv=B<K
zy^uE(IYXcmN&}JnL|2Q3Vd3uz)~8F*GTsR9J|*AIGLSl(5#YfKiKEaPiPi!#V_P5`
z%YPyn#}X=dx=-?fMeaR&pPKaM3VJuN*$iYOon=?PJO>xbT8mSD6G}^5!#jSC-Peo7
zvLU>4*9JdxF>9FhcAryr6`<7K3uT)GTri%>{%g~7{D#n@`ygHYqq@S}xqbzg3wYLZ
z6w`{;(a>CEMCxaBU+K1McuMmO>udYD>=khep5)dP9qKjBWR0!Gg&1;EY;NGD9w64!
zx*6E{wa|_5X}-R0kX4IG7`O=1skp+=0ai!XWlBj~9Xa>o!Cn&{Vfd!!7IgljybL`M
zM*SWJ5P{zSmkMFM^}IqHOojmOgtJK)O%wtWZ_7iG!ivVk5z0i*<xETQvL5bsVQSuk
zIAMF^D{}7>7Ey_kUh-wXu^UO8;F^cFiL<OGNAA&X$hgUw(Td0s_VuvPiSvp^NBJSK
z4l+iWdtak`*C#-crnFph;M)v0^5eoBA9dIt3>r#b9$RW_0?u+0g)H6$aGjjEWzWRf
zPLn}9$3o0P+Krq2%aPD{I8UEMs1t7?AzT}|x?ouPlLC>%o*AX2)LlQy{T1V4dgiyK
zj*Jq#uY2?)%dNN3CJL=p4k>7RIeY8IYXn;--JR^0zJBU;kreqcpcd$j0FDis3(_24
z+|J(P5fBA71Rwnlowxw)#@hk`MYmY?CvdC-I2F(NBj}-Va&#?PeC=yn(2bJ~zoKJv
z#BccZ%@-OgbjkaWB|pv1lP7=lA4e8tM!Sa>q_7Y3qd906#>O7tXewZiO6I)xj0&*c
zL{X{x7%0RUN?y+k`GEHG2@)yPmv@(bhWs@WRIkT#+f6wf8)&rb5xl|hOMY;FY;sdy
zyuo{1z`sAp{r$uJue(Ky?|uwUTBx<=%7frYP03I}ox3!;uj3s2_M~(dw@;rr(kfza
zNlO&@z9rq7fg`28uIPQuuWflQdVIX+uA@J1zF@^Hv>MZ2d%COgv`6?SNI#$5Ry<<b
zlD`}DviCMKPtV)^I63i_z%%3+JY%k=suz>xRe5rH$G*g$Z|y!lDw)SNY^^k5-4n#N
zxjiR|tUy%eKlBaKN<_PV2=NJHw6xcUd>6)yP(J*jJL_D4w)nMX*N1B`XV-a0Xj1t5
z()NOOf%qkH-K5+09;v<RXS~b&cC#4x>V+1!2cEtE>q&KX;e9Dw*O`sIUsP|tmq0go
zyrc7=c()YVjyw^cCb+P`W0K&pLR@}RUQYvf=ciu;`7RKpfk(XoN4;-z-s|&HQX~s|
zmrDP3E1*O&%qhR!qrFg{&-gN10Yy~|Ke^y$axW9Lf8Ww)xLP*IVSuzH$UZ+rpHTj}
zzGW&FY3f3+{D>N<d@`h)pK0{@YxeLwuqDWDLvt7(J$!#L@x`j6$d?}ToNwcp>kgb!
zwsN!l`18#vOxgu`0z@nIbVRk>gVxegbn+cpFb^9dp<Ow4*kBi{K4$gNfN@f$aCxqp
zBdh&c!@(2X-yFsDfdjA~bZ8KLO|O1QSMI5FA&sw}MKXBVXU;RQlRm5{KfaBhXhFe@
zr(Q3Ch@SdBM)18Om_hJC-P6#w{hU5Om@$4&N@KX*aq5Wg$zKe3Osjm@)kd4&-hrZ^
za~HZB52wI&=?{ax*`3&W%Lvs;qGSxk1PGrMh5ds1v@!WkSs{2{ANKdX5~P2=sG;dp
zQB^WPDkt_Q{RVG-&x7$tYMD4NRV*)%jMrd3`n*j&YPrn3i#@=g;f{S0)cdH<vYx-o
ziJOZZTJR9PfZlW>CnDJtz$IBKso7IiNL|?Zt9bl-OMWzVAXzH$=b}No3~V=;B1tf&
ztbOe{9nB=JVpJcK8P76EVMQGZ5MbCNMQ!suAdu>LEzqI%T+Sba&i`D&GI&FRzaYv@
z1P?Y0Cy~1kB-h%D>;iu{lkfIs)PpZPNNDg8u)NFAymEc^CEr6`H1<0po&n#YkJ+#9
zF53^tO$4I}S*`*2HWBB~kJA1O^$u^ZiLjmvpaDnnEcsnipv;Q%Km{@8y`U3^n3{&`
zFpzRIJx?bHh5-c@%9wS+Sj^EqKYYqa8w(;s2P9$n8468H_e@YRhX<V7j)F4rulKoB
z?tOJhl&i)B<}7tgx|eS7N$q4o0rQFFR~jBH7Nzshz0=>=KL1cPY#Qp?n{40=2yP4^
zjeRK-rUH+W1_sur&b%urd^)r5Wqe(Qv8$Zha!jHJ)D_PY((BuW8Y}(c@y5}q(M3)C
z=_?9hH$Ap%P?%>0xT$$8Igtq9lT$;1VNR{{>t^e>xD$4UBp<0an4^I1?PS+_Lwdr%
zJ*{zA8&`{{6HHTS4#C)KEd0b2$9*55#lJ4%X}(#VnKD1&4I5cdp^fcY%i`gsndxff
zho7JWbQ3(g50Cs-Tm)Nmzjr#a|Mb2u?>emjoOK~AfXJdAqJt1!h~JG%`3bXG+s|%d
zyU8?I?QIaBN9~+^UAGn-_w_jwP6LHDBC%H&{C4!d`a#*|3tb<UpRQQwqK-a<pz-MK
zyH6Oy31Op!7gMhz7to44xAX$B8)O=M^#;Q-l4F>TCUK1BXy~6xjVT-ONf%M#j#iPv
z)Rct^MPyG1%66)7+EwpN)KkkcxZ}{gc)EB@cbbf=)f~cu5}al&M4I@;8ACHHcF1Ze
z+hIc)2||~KUv2awGs*CA8*gH~LV#M*YnvracN&F3^@sj7-z92)b<BRuzsi}fp_DZ7
z)&{p=>#D$kh^i;#K37Q&EK7R|6-7^4wHG;5lo8g?qQ8n^<Gm}f#{frD(XV1H2IO+}
z^7q?J=P!8G{7_3SGDFRw<@vB(C0s9lkMC=k852!(m%}dZ0W&jxjA*I9{gO$Z3x);x
zagR|?MQmNJ2%xY+{#dDvC`dd@?)L6cg!>aNp81hV`ZasW5L{7*pb1a?YN}}cb|V{g
z@B9l)yXr)HMo`%Ke8}^ccnXC1ZqKnM1Cod&dGEx3IYP3g3oF^@%DYOId^i=rP5F9y
zdW4{8zbI7~ySE@;636|XvVN06<}4yL!phryn&!Tgt1AytXt{s7o^$LO=pK~;oCE}$
zon91B`Ie0~3z4z#u28xYL~-`h`Xy1M>M6m#zt%ai4-7-kAf(XQ<AkbnaU^`8F(%+a
zWpKi9E$*jZGT$KxJR~t&T&T#g=JQWbh11JUv|Z!so-RPC9#00R1B<#sSy?0r!<FP0
zD_nZYovFnre-FMwx1nWZzwc=Qw3=rHsT7rYo+^xezSFbowjKquqT1n_x5_n+p=-HV
z#vWSh2l*OwH(O)LOfkLgNR!zNqSAqT<=l%gbo#hBuOvPpV3Zh}iubQNA%~@$JP(CR
zy-xvn;T!bjN^=#zP~{ZhEOdd2fU||Iv#xu??(=hZ5nNPB1GW)1yT}g~^NbevG&1KX
zpb~ELnY3KGP`~SoxSpO5{ql(Dt&L*A19pfpo?nS??a}#`Cs+G<KI@lae4Xx>_3R(x
zpWy2)IYUr}i%|}_N!shsHE8{9hiMOW&xHjdit+s?YVDB|<7{wz_4klAd!qbxWyIl_
z&*$%FIQovK2^K%Nm*UnGDve?ZLRnY3v+!~BbHZ^4Ge8isdUy{7F6%)^!5$X;Q@YF;
z^p!O89MawydcKMQF5v-OD?zX?e)EXby)BUWRe0|gg#(rxh)En_nqfSiojK4S=zu~s
zp9cPZS{=>F&&But*vk_889#@ZgeJ#!W)A81LWXwKv!A<fTvGr%uJ6;uP5Po80{@$P
zzt?NnK0PRxfAGa!DoDDyiSq`f>H*BY_GzG+QR7`vw|}0-yFGNDBN{^#aW7utK4CB1
zrWTJ<uHSq($ZK-@(`rfJM&X_%0gE9Dz_^xtO2qI5Q~h|AtMQt_9L(^|eKqx9ve+8T
z`;U)~-+#4n+*?)4$#BUyz_!7M3jwfpaHjQe-HL()<K&sEqN=)@A4FXWB!rs+hM6`O
zfWd&Cir?UtQ|xr1;Kyu5p>bs3D`R|nbo+0-*&hR_5MUO667j}Y;gW&dfpIG#=4zi@
zfPDR?(o@iwHb7gkNTqLkdaHl(%>;8M04I}eg^TtU8h67Pf)BEX^CzfDLMaXl`hFn=
zX8vgA??n?=@_sUWuQVsvErFePODsS%{qUJ5VvL%<msU`5OAY7wtTkVW=as<PxY~$6
zll_)1?||s=jx#?z43A4Ctk}~^hF!Kk$og<G($x{*xs<TacUUXWOHV9aR$dDSlHF8s
zp}nd45ZQjZOA^k-MY2=SOu1M0c)gP2cb@=zZ;oKP*IC%{r;tmUEJdeJaJk0=pTp(!
zV8;G*F#1Z-X7hekgheE(uzKGG)fa<5Wqe;0?nG(0Mg-#^YS0LK^5UNEgFGMi1UQ1Q
z@h_;6eZ#~2OV8mC6*iO+8LRr*C8D-f5b6~&B{l6#vUKNF#!r*v;wtW~#+C#md9$DA
zaM^*+(uuXL*R+0GzpInCG7KB@G=@|X>Aii&;?1wH!duB1wlUC7yO7_cG@}L*HD3Xu
z+dZ3V8$0`{R+^3OsaH8IWmAR#Uc#0IOwr993bTjpQv0oiC1A0ccb2Y}_a@!0{WY7E
z+Np<NPbNdjsNu@mzq&pIpdA`s)6ghsdt3EFYeBHMqqd8BmI!y|vOizoyy+`c(t-RR
zpGYz)@JaVsc~$^#ET(mnhkcL4()y=}dU2-!UnHKZwIb~pI{_)cX|51hDZJPb>)T&V
z>W)Cd{oLDW6zL}Q9e31Zhs^hA;aF3~X-}lH>MCX6iy2+nyT=#AdcWtk>>%gO_QOe~
z{M@4?to^Cj*p^<CASL?MD8rc)tjNATnq&dy3L|2HKY!~x?17-Fw7_I<?ahhl7G^{<
zGq*y!Q9MFiueJF6L=M^=lf711i4Z6DH4s)F`DB9qhcl8PZb%UaIMU%fQ_$c^hkty`
zH@`R_ReZj<CpS_(-(GFFGU4U9)#td2h~MQXF_f=)pIr<{LQ)Aqute<QCQUvi7(tr+
zxYj=&X={<47kGZd2iGuNkJ!VZ{f=?_fABI^%rbHXlywcHXTBWEU$_UYt3!RdSY@YY
z$6`cpwQU<fG<%X`GuOVNIpdJ_cf(%;V>`aM>=6Tc*PP$Tz_!1}s6h3T9uuVZ(hsMO
zT;EXGRQ=V8&)epQBvp(QKITuyqLjO`737GvAdZvV?C#H*jE9GGpZ??RIg8gbM!0%P
zKMFq_+<o6prqlW47mcW3?crmlIBm(=uQAg+Gbrk25*)$D3#&+Sua)X+ss)fy-LFhn
zhahQne%#;W4Lzo>Db}dIesDEFd92Qd&<)5FlEd3z%%Ak+dyTRkI_q|aMw44$w`mO^
zkK8Z$MT4w+np^Dv0DYLD1Wj5syE!Pskh%91_uKMqV)vf;@a`CeHt%`=f@&Y*Z?1cR
zdyeixAOQ;wuD){FQHGv`(1$;8^zD@$jJvY=XKbX8<f}HI2IhjRG;}?2a87lzGeNG;
zF1g|bK}w#CYo&YR%WGefruoFgetQjYRX7+^NQSOM%4&cv+rz$XH7knN&_}Rf*rUF+
z!O^OO3_V9Ne6DwG7D|*Q9Mr|EvMzUaUwiKT{CUD%@O*&N0e(M%6egk|>|1}!1ayLS
zy#Z<8>;4#k)91PFsYTa|N~bh^_%?)AZQEw5@Raif^w)l<ReE^CF7b1t0n}pvK}BY}
zPm6eJzAmhbPX{;vXZi`aUKSRACvy~t5T26kdWeog+QqAi9VDb9s*NnSKX*J$GC_<w
zgwM?s{dLVJZWHy8%jBB$ZnEg=Nx8B>bBo-cK`6)v(`)#7So7h<q(kJ=w@&NyV6!b5
zcvO@?XiNm1npEn&^zJ9z`5v;3(w$^NjQl14*q;40!8E`8=R|3UbwCfrjhCkMr(R%9
zHNA=!%DMR?Biqen6yA^T@fq4uD1W|T5A_;+NL|vcoeWmveo+5|Ej7&NR^#pCZT!^U
zGY@^7N@#*O`)<qF)jmiF{1tCMtf$ZG`N*v8VeBBqw(Wbvv(nGRMze5I0Z)3pS~Lj7
z(3Sgex4n+J-s{t|gHtld(apJliWEeYKZNdM-BRWF6GDE{AscG7obDTP?`5tvksCA1
zw2N?I?liz!@s$)8lhoF7rL#n9)(4m<Z$W+CR;=a{{ZOUT1DcH&&NWCbxsi!Hyj|=3
z>7XJ<&Too+&4cq~@?qbYcck~NJHDV+M?%haKG;Y7+gCUCWLH<u`mC_(6EF0W=+8#u
z(L}QPzS<EeEmPy$%TgWTAMcpb8UB4+Gk>lP|CIw(AzPMEnS=+0mhu|cD5y4k-Ny#2
zAGF9<&iAvQ(8j~9I;)vAK2mVXVJE>bAB#&f`a~4`02IPy$S6pv!yz8$`qEi;4~yxY
zj4mA@78mYonPyq)IvD{JRN%NGKeC5=X|FJ}F+aIoIbrjRsB|dg3a-x3mXG-p_cYN%
z`sCm0*cI^v7UYc6ikQy<Mq|jR!J24k=mya)w5GS~afa*r=D`VaLhP@@K{`2wT7zc7
z;Q<AU{OUp~FF)rKMADQBTD7BmId`Yz^)p{*`?A;nUv~NpkB;-Q1XLSIOb~qFTpZfk
zx86^R=D78h0G)Z#P;G!88b9&tHtt0q4}a<FEqVk{N~5+@_MN)VuimxE2sf+ms&kU$
z<jJwjs_116`w^rgowA;6tqY}iZ2TL@Wn5H*4k178m*|+u{T|*)2xa{}U>s*<qSyo(
z@ONKH0+3z%uz}dqGjxB$T}0wqnikOQP>H0zP^HyB&wZ=1n%#~;5<7)<&R#?rXV?6U
z(&fXJte%`&BMEw_d0u05gzoWv<8`=1_aC@i-r8~-5A5`)&~JQQACrPi^as<vtrD~O
z3fmE<q5|7Py&et_L*BjZ5m3zEeZVv+p7&0W+R0DUSF=Ki(8A&;#hFS12=y;b>^<lJ
z3Hxb5Di#i~-pQWsT~;5LY#X?T#L9TZdyp)+z#Dnvm2tE7l$``yw;ZO;yjXNCwU-B0
zfsa>>#%E;(+t<CQ*60`N(c5Oh{0{&$ONS_-<V?avkd$$(qCD+@`-Vu<!PytFDftDz
z^VqW5bhjWxkYp$cU&~`|oLRc*3Jv2xqEA%S-sI=Hy$ICLX6xrbEZ$9FUPRyE^J2#t
zV=lDwAZYZ2Ugg>2LM;RIG;Khbgq>WepV}J}<~_+>vH4Uhx}avQ+(YA$d##PM9w;8Y
z!TE%f3;g@x4b3>WD+?O7pxpg2dJ<>)X%Bsngh0E}eU+#48b;AWv7$M&m;wTDr@a_u
z&IS5I<PtMy=rGZzs7TX{ca&r9Mj99r9fXtZPSvw>3FW)-uGiP*tawQiv>=EXS;QK2
zOt*kag2YCsiKl_62622rhze*l66HRjy-0s{$Im-Z@f*(>U&xK$<pWCRQXyDRE?O;=
z2*5i^SPe`1+^XyALp{s*(md%oe?g1vvepjwM})&5QRPF`I_+y86iK+|)PB)F0te3}
z*Udwc1f0d|NA`1FiAfjNBWm3Oo@?uEnF}HYIS*1tW2Ng-hQC(umA3d4Fw|*Wxhi3H
z*j?f=xFB@~^ZWQ0Bgu~&OzLTRPjPk!x7%$!UOD}scKcWzw+944U+QN35Ub+AlR51h
z%t#sfvpu+T*KGPJXzhKgIlmD{+4p$6vUBQbaR;34o%18!70z}Tn*diBBVHUpT9P>6
zqKM<b9y{wm<KQ|*bH7h^{DFP*zD4!J``91zqhijf$Xr*T*D@$84J3IuDT^Za#+gD}
zSel;BLpIqrZ<^2*TAQkj(8LB=O8C6wpeXgd^U(#cer4txG#TCa;w}rC&!-jZ2enLU
zf|x9Dl5<<Fy8p5-mFstk6JBHfVrJ6pn{{Odd%2D#_H~HaS9QFn**?=fg1h9^?e<lU
zu+)2h(c26j`(0;$d*BVWG15@}gQp#}b?f+Y10Xc*{PVTE9s;2rwdi~HoBH}tG+260
zuz_?n@1?r!1MpbSe~xEps}RJYgM%o-D@KCA8{Q4K=Wofy|E2Q0JPha0{OP?5lt*MV
zi(i(p%DqAr;T$FDLjU$?>z0}CSMl&40$b9LnYey^&W^PYysUjnXF6Ejdf0BkEC1Sr
zAC%{DEfmY3rs{3C6?8YHY?d^U{YkHS(7cL!^~2c@VAj$kjX1&e&-4lh?FeTdnCi2k
z^&zqE>U|yeO@BY=AD)*l)I5e=G2TQ7v1c};g@^g#n(V<Heut0tY(eye!N8Pi=S9}m
z4X_2%Rs*mt6oo_yvi)^ZhY<@l*rrM!L`wRhxgCiS+=M0XjpRoYnM&<TXup5B4?B#W
z6!v@3ysGNjXY=vwy=#6k!FdKJ3lC&t2v;!;)dW6a(tRcQK4)ehLA4T<<t<3PkOPyJ
znd3Wjk-(|pX|=gN+dHCc>A<39_qqYI88?SR846MzJ?cHR58fAed&dK)KDBb9z8Qdv
zP^>~+_bloa0!ZC2h^0G8%=PJW145(SgPzWRmi=*S(mkL)iy*x3ATH<xvvvP4d;s4{
z_jh{};T<tM?pcM)(MsEBV<@B4w|E@9%<Nldvty)Ul3nxtTs$&ibrd-8o_4C9Ptnrv
zqo^zP!Oi}Thq8jM8|OXQ%TI@TJCYOerp0*hm8{+XLb$6Qo%~ih8jZR$q$Xnk?D4Qk
z7;l~sfKuhqkbJT8r@OW6-SJCbQix~VL@#J)8i{K{pUH{?-96OM=TaALyT2M8MYcVu
zA0PeJ*`Tf@j(R#Ja2RRF%f9LyNM<KKNJq%5{G2`JfCweCS7Vl^R4muXl$q^$gss4S
z`-o4n(y7$$SLWt?HZ~M7Q_<@9?qdO9>vb0A0P;ry&9YFPS&)PerRZ{e$%ts%Nq8M#
zK-Zf$ijA?^iPwG-RKzUg;`h|*&>M8$SL%lTj){&8VIr&gQlDmRP1@I!`@9Ddp9L!5
z>Vi~>S(Cl4BSBn!TkkNj-EZX}-1E|U6idCw>u?i$Z{ru#lDER@4vxI{(eK~!lMR{e
zHE}iZ?HW9p17;!Vi!a8o>r_H0W!uMyiV@;UsCCD={&F*9f*NYF;0!4*_p?bd{a{l#
z@s9kNiI%s<>hh#_Y`S0Bgu`UqPf1wl+f6-xu0mIT@jxZe!>ugTgU@RS5)b%zPkp1p
z6;zhoM_gE-L;Du<W9uOdhd{~6zaE}jR;6mnJdnsq61s=c$E4{)1Xb+V&?`m#yJh=r
z`=5XR=Qa2rH3kAC;TUg=RGpM8V6xU~at{CSs^igOU#WSX|EJ^S?+-r|N!Bd*nfOmf
zprgiQESoQW{a;8L2maF@e-Lw0PtX17`)_{-p8fdz{d0ue4;{t-L?GBh@biEF=O}!B
z@)M>#V~?<oD4t~w^@YE8-PLyY_g%^io8v!+PXC!Y{&VzSA9SEj|M_1>)_<Nu?H+Rb
z>yqK01Npzd{eBeJ;Q!^sj@X5z&rf*P_5bTL|Mj#3QD*;q82PUce`cWU{hjmQr8p36
z(m%id`ey$+G>j`2w!bGmzZuu}f0z8*d~uL3U=fVR$iEvfA#U0~V80#ze7XO_)&K9j
z)bzj3x_{QV)zGB>k7xcLuK&M1@Bix3{+FD>KLg<?;Jfag0{?!CpxN`?9g+Ua#>{^l
zPW$+=_E+QG{(VRs{xfqV{<nW{+xI*Fukmp_A)x**8wvmW55lPU=e+-GzUhDM*-^y5
z&hFnX@zCsEFaP?A|1GEee>#IBxnH0E>ud6FpE@Re{v7`sKJ{Od=ijIF|MRu_@0)7>
zMKcRaS-X#C;Ewhg$<J7&%12V`2{h%bW+?x)w582BHXl5p-XGwTN0s*t=AF>gO^?@S
z&sQ?ln85%34qRR4`=U5DEsiDwc#Qk}hHu$ESNXpWgiOmnNB5cguT!{W3EEjl?w?=L
zHT<GKE0jLMu!Yd%yxEs!v>FQ0+gE5~|Ig(ra1s6w>1^%v#19;=m;h(mIG$f$Tv3(#
zL9Sk0sowB|E-rZX&)_+=d&oF&aSPRfz{XSE#$))gL&@{^@JX7tgUhQ|E&|J5bnKkJ
zQo{!ZjJCl2beq469haj!1TE|<<jby|6p5g;a*pR*iNS%q64z^QQRHKubMB(Rsh+W)
z>rcINSKvcamSTTb_p&>SORqomCd6xW`fBmN?vK%8Ft2gfh2xPz^D9Ymj`-j9Z!1yB
zaG&gkld%}=Kq1Z;vP1FC2{CbC<tkH-Ti9mD3m&H!JOeq4+`MQe5@w+0DTH1iTH-vv
z*+{{38ibc85P9gM|8n!q-6!rziF6JJZ3E8g@`GbwS!mkB`P2Mj+RzE>!8Xgx*l-Ub
zU+WrbqzO~-pGO^|lz@u>m%*l7pUi2)*Okzc5e4(ZVaB7_DnHJ4YG2w#)k_tR4uK^x
zkp_u}Y`IR_!u@{Np2?HL+P*JKQSE7<`lZ&0fHO14#1E#t5yZZC)iM`RgHr;>Ih>xL
zHbvaG+*1ed19b4YXl;M~=o<apGhV)?fM&UwC=%V9+QPHKM4a=Gb#8ICF4Bez`n&nX
z3vM&#be(SJ0mKH`;8m)A<@)ySChojJHU1Z-0Q$)h-r<om+xvNiu?yxLoIcOL=OcbE
zB1*b#=5uJn>|#pbi`{HLbnN$;Aeb*qq*s{OMdJff_H$<~HpLxFgctnft6fP(xI+gl
zT|k3_wz~B0pWK(yz=Qp!d(!iLWil;?9Lc_RX#bX1jJEXUUJ7U`UAbqaEsJal{+;w4
zB*?EXI-Dt}d@gC>S7!?crSu{d%)zm|p`e8EZR!5_F|3HoGH6b2UUo1UdbHyb{R7;g
z{n}YjE*%ex^x(cf5lZ4x&V8eTUG(Lcb28Kgr}4n0tazMeYMR|cwuy)Q9i#IH>@f6C
zb#gyHGLHiBedfP~(s4{<KE$W?Di`jaUuAT$-rSdemEV(xlwta~_RRnGT-u1KpYl4x
z9a4#k!0q=+uKVO>pf_qGWx1d`dzT|~qT<JUx1Qmz;P2g@+@38#UFN>nH;$&Z<YVn4
z1Aie*&Sg;0=Zy~OH2-UsDY_g%@^Qj*BW*5qnIl+;f9I$Ka~k*J8UGF{bVm2?mO|F=
z;cGsP&-W5Hcj*o#vxkcmiI<M?JHL(F3C#gYezOYc;OK6`EWY5FcK2_OfmYP+cKy<P
zKvh!Sz>SeC!y5p=??r}?@pjz@6$odyTlQw7QvWJ9$IU*^7qc2+T!5R7(iWIlVN<iI
z^m<!BW4_fJ(SPqZ+l}sj8Y*@?!B<?^*y1EvTtQ6>^#6Xoo)?sS8`drSydNj!IDDqx
zUZK1OlU6fIL8;VXNl$GAOQzQk%#twzcX|;Nb4sW>RU-B@oVd_MYZ;n$ze^79iElC7
zkM(|C<#T?_fT{Kxk^14g{?1>H-r;eQcjck>;IUG3Y=$ENW_U*Bk(+2FL5y2Tz@dkd
zwh5}{WdY{TjXOkqyGVT;{Ca){7dg|R*CWjFyqDVyN>+yJjG;Se$E2h#$MJORnkNGZ
z$u<jWTWMB2Z3aAEm02ni!UMFx;^odnqBVfX>L;NGySN1!rLQ_-<S+B_;rp774{jmD
z**IJr7<9Ksj(P~n@Cf|%a1Dli&>cGb2b?th<dt~``I+;3*_zwZrB|sA!QDQO&v4+H
z&doVcboZC=N(3PoV~z{`+Dxg*s4|*f$6lk3ZZ%6DJn5+m3jF6CGQ)SWkr8rweVG<r
zq414Eb-U<4V__){;D9G&5)lgU=hTz0>zK>tO%kv=^2(6FM7ZF7lc1n<pK5{2077sT
zn%=w0;$wZHva)}F`%bUSP|K9TD&_!qx8mVT@lZ4(q@jZwEbI|2#pY)ghQ&Dlg`1bB
zX&%gDTQMBn*Nn`mti(W%@Nv?tde=yjes^Uk7ACz{duiz4ADrB}`+L`1ia!RbY|{5O
z%IxL)R0fDDSJ)3Fw6-4yLAXdM;q@MXdei<=EH5mktu%h1FixTrB7Gwd=Z7EW`x6D}
z8Y=s~n<qc6CEx1r!}pgAkHZFC8EMe^v(rY=<()l-dLA>!^R&w(O95NH2lqo@_jo;m
z_Ab_U61;GfNaEX@`GwZ+BYt16UD=xd;sQ&}eiCsTns@8&>O{_EZfVaD6NM%@v@*&K
z)$(6RjY^&#vcrM;Q*Dlo1C7xydfEflr{gW<R2QtHyLy1`^l<#R5IW4eeMU^4cM#ec
zr^bWxyI11&TiqLsyzt>ZC0_-of<&sdm*Mw;edvDEFQK<7X5jz}c_kj=yP8|~DGYZD
zzC2sGU(<Xh>1nT2wgGUE(rbSw{4t{#jry=mU?-R>;_V?|g77GY@>F$jKFrqV-c0&B
z&-+)+xcyiVVFoeCZHk-^g_File?AC5<&i{!5R83#l}Uu>kl`UiF&dk<=$-RZ=xA4=
zv|rDIdim?`%UN%ZzB6Fuq=M`{98Tvp7;?yUSu4R|orZ_oH#_gc!ww19vK=-bUJ)_D
z#9!F@1@3%MxI<QuHgo$#&_rhnp>obw%$l6Nk~-{)w)EFrHAiqAp|Y#oZbkJf?!WW@
z)xUonzh_^Q4ImIA1BpIj-V90cTb}Ulc1%Il9TRwh^(I{_EtZ1pU|s3k;ifNjn0X)Y
zwUfh-cX?EFlW!o|2y~@%cm+(ll`Pjk(gEBAT=Hdk=a=9J?b1g-J9Q9Zr2s6wo>JxO
z3=hHT4EnG(FhM<e&&y?fH8EKLJkcU&_Ez9)@V*Rty>TREG12i^f6wv;(MbY^FwGB2
zmRYImUgArHMql{+6=jF-06G5~!71OY(N|bY?SmVP`Mr&U)8r4?2l^Bw{46W->x}y%
z3m?dMVb8zq!Ce+V_%WlDo(TF|LMgdp@BV4HlGLw{S*Xe#`D1dDU&Hy5GUq&gtdf{p
zW5;*}z3!JXJ7OI2cZ_hUN7aMBU+)J20+|Wf>F_lg@Zei&Krs}}V<a?LTaP5XrQbO`
zThGFNvndEo_ymQhb=-$}VU%A+ycGWRSC@N$K&I9uSdQJfHfNx0^U&s{gBWh~3EdF}
zb#Ykg`F4JvMPg9To0aeT%f33_!vgYW8ogUsO5hDhK?lN^#%vKoi(1R^zx{Hj_GX$_
z%6vhN{&3~KJE$HyoDY7{6%LbEB3Zhv1?(ERlIt=BC5Y_)eco0&C!f5&KZXB8$#x8E
zCGRx<nrkmtqXP}&L~c6VfMMgmx%0aEB_K5BSxTxo=i%HO<i1ONbK_tTfM;{?*pA~b
z9hNVO5q?cN!m=pLB5Bhe*)9-p&7VdWU2b!1`Pu`8ubWO=eKsM_k-{=Qr`T_#sQerN
zuJ5@$ZP26Qm5WdP>n*-ZJYgZ+`K-+lfPx%p<?CJRMTfAfMZjKgyA0C~J?0l+B2VbW
ztwy)wmZYmNE9SMM;{$imsJ+-dfeN^<y9Yrs?gd6zE5fJ%gcN?SZquup^1po-{p7v)
z+xX!(iFe5MiPJ{K0<eu+5}<}&S#@$1*wmxV$yzQSAyuUF(Xco(RiV)n-y!Rx7M*v2
zOg!!;k5_Wm!??D##475XJ%!V9A1+~6!t(b5rr<@1Mx0f<e{(=7Id%W-Q4R-3yRQ${
ze0z~BjvKY0Jr2v{?D9Mkn=EH}z6|vht0Sb6_;Im9;=J?xr2LX6=X@q+g}QXE_v#9c
zogZqdLjXT3@+C-z9P;&<3!3$MrM*ZI4Tr<Mz~>@!xS!_*Kcw6_D?Jh-wy<xQ(*?vl
zSh%N6TqflG4CUJSGu#;-DAjM0v95iH$cu}(RjQ54%tH=(E&y+VryB|0INCkl;~n;F
zF3`tBd?_W{ehIi{g@g5dz)uZIV|W}pk)poeq?%ld&AET(xqdpY{xv)gj=p;o0DgLc
zr+M}Uz$CWB>fR2|r;}cxN%GBqRXZLgR-Uf|?om`lZ!v3pShdj>(LGM%`gF<Z7~vF^
zAw1^(YBFt9GoXBYHe(|A(;yHqp4AX%Pi|J2<*L}<@qND)96w_GNX}OXIS2{}8{zX?
zO+EO_Vx~M?5n?$|xHzNDU)xRASb|c0$l>;x=xlB)fU?}P;SNpflFHkzm_uL+<2oJR
zHg$fhqzYC}?jASd)8JF8+-&n7fSx`XeW12l%|K`c2(|9f3Wxe9O^F#gchk&CrEvWQ
z1scpMnLteM?*?kQp4rFGK}G{qRFBcgjIY<S7vvL>M)yOcnD30a@E(J}#0v)_Kz^iP
z>EJC2@&jQ4-EU15{L2Fo0k3B%Z|+G%3(GI=?O}NF3|cwxq=7r-$`D)i!h#MME4YcK
zu`(hy#46ceVNUeH$i+3Tf_Gu64R>|igcC%}F0PRNyMOl#TlH3%+=Gcd3g#E?4O!QE
z3pUk?<la68mHU`DIV%oieArW-6#+kYeX15!@*vB!58$V!_$hp->sas{!=1zWso6dP
zM4ppO2=rQK&Udj`X0gVuiRS^6NW9r>S^$0L^vDdOuicG$4*l!>*cf6VZJeN9)L7Ps
zi}Va2ac4MW;v=o>v)t~xU%d~&nro26r7IiJz{NI7YYCrd-;bDRzjjMkT<&=yw|{zO
z^}rtw4rGquFBcdTx~!4ZisU(P{FS{y9*((5MTocE<59>$pKQYUud3guJ3(3ELI)ug
zk~(M(?3FA|tdT{!ll>6{)Xx4XSN<QW-e^Mn5AHco#6KVOA8OwJcIe-#%cp-m<=@K5
zdy#mr%l=#G^#9v-13r2G@c-xT!vF7UpidS90#aRnHBhcp43z6Q&c+xKZQr3dv{bQy
zzML5MLSoIYnSPt5iGpWk3Mo;+%uMv5f8|ILFW=OP5N(fx44L*VenC~r5BhB0-~TID
zU)H9owgmZ?n1@G^Swuh-^i3ue5s?{weaEu)y|=s1=c%e~DTT0x%*e=yu#>}((?mT`
zAuWl4K5tIj@T5}>dKP6#U1jbF;dv%0a+VcmW<R<Jgp`zLy-r#sz8+U~^;(gAp`HB>
z@K)14x@IZn=M2HUyvSRIk9YQcXZu^&ac%u=Q~0jbaU$HlUYk#~v6_u#Z+1?pZIAL|
zs}&T1?x+78i{vKv6Mlowh)4FACQRi2yvva{AMGWw{QRaJJJ@c5<HkSUPa%o9X9c7q
z4nH_vW9*!>r6@b)?=?aGdmo=}cJ}`N`)iNa_Lz|@OSD*8t!4lDpHBtJlk#;4vAW5J
zZ*w7M{qIvv*8PYW<Yqu=mQwH8|K4-4G|M($BLsr>;qTo3J{gV=sPdTcvMdWPq&ffB
zy8sg^aF4|=$ytDj<o~-y<gZQX=6D>H{16JzCjWommv6TLFJo1{bN{(QI73t3So^o=
z$xB76S|BK$)xaXg-#X9{#Wfl@5Zayd-<A72JN*%no_#2ZwX5yp7%q<S?+U)KQLB{p
zd~NRCehP;n&vQBvx%ns`2IR=c6@;+cEpdnPD-7s0YodzNf;(J7ph*a5u)Z*EpkK`U
zUGtMd7E$>_UXK4`jw83LxXD?T;RjZtPAS1TQz?$)FrX(+6dg#k;Ii;AzUuKk&!3Zd
zXssQ@&-6>Pd5!7r5u)p43T|5%e2O9&Ic4S^4h&lm7tAxk1%D5iOSSFvd9q9aa~D17
zot#b9b4!1xtRP0^Jj+uTykE&2HbO4P*a(_&xI0GnZ$z$+X9PR7(!5e8)g`hU;A?A|
zW;@n$-;aev<3E-aj*!T@?E+1>9_pllqgPf#RF|7Y1*G=d<q&)CnUJ1%m<Tdu5=s#g
z+6G3zPmBba+sa^*PJyA?n*VU}54EoAyv{OBRzii@wX8^gdC7am{o%b{``E~SzUJGh
z?}iVoBzKw#rvl^Q%NI{OvsfxFIkPoopWovMI++*3785NKWMwNjwr{D%MI%=~f0#EG
z*e=0$E_s5lvfPfZJw_+QeK*v4?Pf0JRT>s>;J%J$DuXIaCu9+~yMIYsTR+im&q5)F
z9!*pz@eKTlK=$5(;%#Gw>&gCt#X+_6DcaQ4=?!g+^PLzufR}=3uw3WarVrj&zqTYN
zm4y?zt7-a$B2HnPMz|zq$JT;i*p1v>{}7S)(hIsD{j_Kuej2dcXy=Ed*gHulQU8i8
z(*jtd!Qy0|OWZLM$4d#6`SIJaWHHLfiX)B_q_0E!^%b|UGNGj0R36DG=PYA(_zg79
zyp@mj;`N3gg6KX0UMab=?lDsKci)H(ua^inh)F!~FcL<8nHpv85R;>?RezBnSzTrh
zNBBoEM=mkB<h2t|f+aPb>0`VpOvQk8ZFh3c-qwa@;+faE3i+<mkyr0o!p^hn;Jq9(
zZtEAA{mHD8nGM;M7fik$0W4-xg=L!~E#G7!+X12F>ZiL&j_|Du@$;?P>dG{oXQBrH
z1SLM5zRR`N*{r@rpVPtA2V;V`+tV=w&8*Q37n7S|<!qycDI0tEvtP!TOuG$vhfP0w
zVMl$)Vpd+ZJ_I7#RuqIWW>|8i@t|3l!jO+F3L3?-@Mr6su+X8F^yXqzm&}FV!;y`C
zm9V?VD4RZu(#)NBDPxg3MAz7lN%B+k-HDcls|m?mto_Hk``dX^qdzVo7CC?OGN>vE
z$p=Np32v|M&A+}xsjGUdU-2r-n4&DNEDGAw5^DDvZiWgO+)IPA7k}jAbwse)NfdLv
zbbbFU%bAnLe@5B}`>VE1AhvtR&y!IcdbPzHeU#i945W84#mxXv06U$t;kMf)9_PR~
z<pB&*c4W=4fLgJsc=U!R2r1xRxmb#vL}Y3DCE-Z2tB`n`f_Lbfg~<H1fFh{-{)n;|
z*?i%(lu*QUyFm45h@yxuvg~j25J=5=NF~svx~kId3j*$Oo2~Tyv9)uU2<=p{Bs=!S
z)q<mE=h<#ru8ZSqSe@bYlaef*p#^f$zUP}P2plfC0xJ-FKz(G%HN}GpPr`K%Oxl;9
z*GF`d(ph06`8wVCj)Q+`0&|nwXSLZxPseJKhWDF+ZAs74dK7<N2fgCD&|J9b+DTvP
z7VftMkxGs%5+=S|uDYDS2E|@@?K?Xw$3judLMTI_FT^FV4~L7U0JE|R8QA4ciJzX&
z!sr}a^82~*u~XZ)@Y+4`i@@z4*cI3U21>R~M&go@PbacbgfYh6T<Jk^{A;}md}qoX
z%vHj+l8rZf)NW4BTdjmvZu~hs@G)QbmKXugjYfU%XGro4Eb!z#b-{fj#@ofPyBGH)
zCDujCt0u9FI3uxudy8YgaAuCI_y*=9BM1UN9&$9iue``G3>ycD!|o*e)N`Et<>T#p
z5Th=)XvlP23)|Z9$wrLKk?g<#+b;Y3{OcxY!aPr)4H)&%s+1&YTG<ml-WVYDqrvo#
z+!$7m-fCgy-MHnwK^)f7inXsq^i(*o2-y_W{_eOe)3WTZ33crHEX$L%{(g5P{3AOy
z#uzQ7fyeHwLu$kCu7v~gnXdQL7W*NLFsZ6t>sfbLQMI45_4wvwFkz49s}H&tzh57f
zW=Dg@BNxG@xs_jD!u0KSdXdG^=zro?-5Xh81w^&qo?29fN;ZQ8)cq9Pr2s2j#Y?}1
zyx-OuI-t-J_Zka+Ad4`~KnL11J>wda+q+a)X%xH2Cz+QP-014UJp0h=YzqQg!7Pe&
zX*9gW93#0-lH{DeLmS#9_1JZ%HuVdic9>3tebf<MQ|ltne8&v@mkdA4cw8rxyleq~
z!n}nWMTm`bB5`B>(KoL;9eur@aXa6^LDjXQ>=Wo(aNVbE=PAaq$XY%PbHmc}>p<t&
z%@Tz%hWiJIciDD$>KSA!dawGvPaKAM56~AbfF8ED683CI6CS0<^xGXFaDdK&cz^$f
z4ZFriuhGcWe9M67@O?%EY(T5Lf!~(DDq&{WlLxt?ogj*jmVcgP2t(`<TdXTo+sAP%
zcfSAwZ^Z+eCE~d-GzgLTX!w!Mr=J0K#GPV}{Ypi(=ep@|yK!6-k+4Kgt}4pFG1>85
z*9#}E&1prEn#5$}_I4}l3K&)eq1^)-TbaGz(_V3)`XoM&nkfv?4Alh^6lotbw|Mo%
zLa$qSuXbXVg}+gnm=$?GN9!;C07KmuL6%+HV_C;>f<mLlYwlmf@(w<1c<mUN7k#mg
z=;(NE90SN|c8;Ry41uRQisK@a1}y9RwXRu)iH49F1y{0TD2IhOg<}HaKr(;@Ek8ZF
z8$*1M$RYq^qaC3xl#QA&qZnZfi_RB`(f#T0+Z~kb5R3OpLL!g+w;^{3L^cTMcu|D$
zQoqg90v*y1nx1EZ<|!!x$BduEEdQ>#BqV3)axi)*((T+bwUseqYIrvAtwD#k>C3?J
z=eaOwpRP=^oSQ;{5O+ju?W+Y!%c`^V=X44BrcYA&%D+J9R%S$T3eyky@Hp2g*S?v)
zyauO}9G`r#p}CS2{CGExbp&k;2H64&S@Fj3k{x(h5_wkNIkO2*JLme0zfNpllgYpD
z$3rucxyQg3)H$-~*W);{4vOfM!MD7ui?I!Bp36`N^yPM*FXxkYS#%LnrPu@aAFdlN
z=!W}31RFbQmOpPXxR5(99na8kUma?S&@Hr$IJAr@D%;*(FRgnVXx?DmpgkQoWVFk_
zP)^=8iSDj-U7H?Ru+qvaMho3NFomGsvnjG7wbNCalNl8X&i!Mz@P+>VX8qDr?gw3E
z?pGSiMOo%qgc4Q?ujy(z#lNU2zv`n8F)K_9<>0vir?IVe2|~O5+vT^&pCojt*}*UB
zYd4)F({KPsd7gD(EH)HHkz8l#vfu#O38#nea_z0~<-Mk#_C9Uc?bgb*FPA%q-k!BG
z@vw$744)jc5#mEeCmvM^73(4YjI~3-xDTyyM;yt9j+j!%N5=NC!$F-qO7sBF2ZM_D
z%fLYsBW4qdI_2c9c+p6{F*mYKu1|f*%{iG9&C>-$>^;23^6ZLV-L&!n&&}ubf&-m&
zM#PlF)0lGlM)3QR#rljFjiGh(2A@my7zW4c#z@uuc%dKy;Jczab@-Hc70EWDjir5{
zMdRnN1VTo&d3EkR*;2p$$YDUf=HbQI4JFQ^5IJHo8Zggwv1xdG%MYlSv&gE{=DJ)M
z3gz^qc#~5&90oXC#qgJmpw)f3R8o^;5PZL{x?YpQ`o!#6!=cASJp|^C{B}FpCi_B2
z2_c~~q8~(IuN=*4aY`}rvD3sBAw!QG0lUF6NytJs*x2bd7RT@1PxHgpw(_yNv&q>g
zl@ii@LA~;PCK}ngxX5J{ImCF@U0i<#gHvgdTq3p|5I`&4)Y|VP1`wma4%Ys0JA@qk
zO^XjdukD*1hg(z2WYz}#r8oF>i>&Zc11r?-OFV4Y!vlKDvWg-g_AsdYAL#y<UI;Xq
z1|I{Fpw7+x39W{qKX6{!-}`4A?kyCfyS%-3QyuXL6cw0_+f**20ZOm>?i`TIjE84z
z2Suk|5axy6+j6jX%)HQf?sHrFu06&@5Y?Fy&TepoJox9kWzl1C58+EvSncM8v>$-E
zLv`;7lE<BP|DyaDx8Lu197t5bgI@jnJH@#uzwt0J2M^}*XhhBK>M0Z6AuYnZ^8=#8
z0{iFN<%9Ikgoy`Gf|%B^P&oZE1olZ9Rdtop{3;?Sel78@ISpdYs=T?&AA<8M!j0q8
z<3(*Eoc~2@kvHjycXG75E|2eDHqlVd;kEd?+8NI~GE5RE_!wIOfqJmp#^loo&ogS$
zQxNGBMh1pfe?CCIM61a5|Mwu9gPtB3<o+B>q8!K?<#Ks>TqWubiYdg~5ar=DbXNiR
zGD}*>-0Ja|*`3&qFw-V!A0BndPvlkj|97&Idwa^P0GI@N+7N6f9=8ng<@;VG2-H1B
z^_4%hn)OQ~p&xwXp%4w%52dJ}a6q64imuwdr#epVH8-@+_^b)b<FEdH$A&9+^eRW%
z^Yo?V?eKRFe_y5cZUro&xt0gg!=IV$+6@hmKK*hBl9%7)jpTS=`jy-<Z*{SRT+^N}
zv`p@?QgDOXJJKna_h^~dN4*=%+jLWC&IL<C&8v1BbSL+Xps|F=77MXN{MBq-nRyuN
zBc0uDxAP@z<V+^9dY>;t(xO%Or6Zi~x*PfI*9$!@4;c(jKft@m$h|A8e8E*#j_^Pc
zfp@wDJJRnCS?S7c1>14Cf2nuz$U>@GaHEYzy5P*xhN8E5sk)mAnPtS~a)AMLIho9u
zXEYEyng%}+Yj6dA9xP4){=lTKxkAwBogQKT3JlUWEZ=t6jkCgsG^k+b&5rP<lrO-r
z+B?40(nrqHRAT8a&E%7<^7_l%fB3;`&iD6~#sWP9y_LU7(l+Rrg7z~$2^M1IDE3gP
zrt7ttp629?0xWhPBo6g`{8m8K<grTv4g2D|C#Y(+j0GF5$^HdFMCX;=uHYWNDv_*_
zw`)<P`@I{p<?D5VAr|}!uP=l7asfUwb32=oe|3+a6D(sSvt5ko4SWE5x`K7ah2&$~
z!uFAi_a(~*7qgM#Lz~6-7ZkfbQ94zPiTX%^GfEDs!_J~4brAOz>GlipME?k-zLS`i
z6<EnzbNxdnXm-qdXo%rI3z1k4DzHX6Ho)Uuw*xd2lAE)xlC*cn?RS@H5E42zH!ey$
z>wt>u4l7o@3Ro7f&%Wc1aZDN}VN%;dSfq`r)G%M=H&8>&;&YiFbw~-$*8SP8WrMsD
zmk|%UC|ol93t6D!=$${V7Z=!KzD!|ML2rEP!#B^*!q#L<sHXL}k*6~Wno7gPSCQ`~
za*gnCH_7o`7dae~_N623>vE#DYF@q@w->SCp?yvQ-Ku&57IB)c>#BG6yN}(MK#w};
z5kN)ivw<B7{gE$nb}U&FUY0@CiO%LOyGcE>T7v2<3u9gaDbQs-A-Gz3YD{<Um0yio
zPTS{69ko-rh$YQLv4!fO`a)<9mFbq9;c%WKQlQK@E+3C`fm0VW0<YkQKERk~@tP7E
z%+ILTQsBck#^GTp`$W4SoOY^WK=T=V%*m2@-G8HL`MP`Z0c@nO`^(_Q_A!;1pkMB(
zLCGAL3ft|RD0<`N4H%U&8z!y}`i^2<JH)~?#b&=)P9`AJYxKMWZio(%L3|bG=8Ekz
zZrsS;Cl569OphJAVII;^ZWO+cZaj97ZEqV8CB8*Z4Q`qabE_z<#dg79OgNi<(K3o0
ztUZbk{;NU)0v>tlE5`mGO~BaAfyA}#%|C7vwSmTjX{5#2_p<!BL<FC}C%yl>LVHsW
zSL7nQL2dTAA%|%3OV^`%-y!?CmgnTajhC@Ea|Z7hgs8ti8uB@gG;GK`eQ(2jJ35dc
zP3hO81@(A{56|ycJH@5O8hr^77ZI|o8SiKkbE0!8K+vHm99a+WuDmZ0A&@ir5{z4<
z5O`lgWI~ukIms#T%dsr;37vWq>*V$0!kQQyo@TrPOh<1$pP^|eI%Qe5#yCc2g{y@K
z@(H4tj*6R(ALl^b+gJPC>g$zja%q4FF>6?~1+MmdvD*ETZVRs8WItZp45?k^x!J1Z
z?m_r}a~Dt4fkYrb=$3B5UB+o0dJHt2Huyk7cBp}jybfz}H!R^k39`dNC^R|2!^84E
z3*rn>Cz;kJ$AX6MbZbZW1}hMLl-pB4vOovz^Y80MV)bDE<X&huB_&?gxUw*eyIWvV
zN!s;WX&;y`_%7*jRr(wI@-7V!nK38T0tM(0OI$jY*J!{s+DaaeJ0e4}yWikCeuZb-
zdv@6G_d7)BQZcFw=><&ZVwx-&Bu4#vKzc*eN<ON?ra!AuFV5MA)n3UPxJMLZeGs(8
zb=ZQ&9h;dZOwqPChH@gIn6pvHLG>q@waTbzn6-EM8{H7U;%W8sAt3<yz(6!dvAz<V
z8^3@$<#<RT>{4TA>tQqIWQXTk%9q{i0eMI6BUIAZJoLywRr$5;g~GLR7dz6se$@~(
zC~h>tAE6A)En2H#&%eQBjiFxc9R>$fmu+NC2i(N%XJtep!GDjAk0$rvbU&4V#c@KL
z)~Lty<GS)P<>wM|P(SSgmt1O|M5KckC1{O*B`P3P#3V<iL}GJK^sde|rX04F+CQ1N
zw~X-k=_Xj*KUW|x=?~RG#@wnJBucR&@t{7>k5}SpcYgB({ZawZJk2g>Ie2FcnVB}U
z<lY}4V%OtPH_K;)`q3!{c-|G{M%y&a_sJT97DR;=%l&Fv=G`{#(y4tVs6)nrwQ&h6
zLqz!Amw@FA?>{pQ&*D$~yVvqr>cogqBR6%Yf!;WSX70(v>%+$#m^IcVk<GHcKVuiy
zTSb`xK6mHqDy&U$f9Nn2x(==v>2qM4f1vQ^y9xWC$Z|={zv;UOZoeCjV@l++0qYxg
zA;TT3BKusg{0!4k>><UK?SLr7$Hi=kGp}f9(Zx<Rv(ljC-!MYvh*5=Ps(!<W8AEfv
zKmm#(u|;UH@u`1#Qm=2&qI*r1G%j47&*SH5^Mn}HuaXI+@M~X4cL|<HIE`qfu2+1p
zfk9p-3e#~w?&b*pa!IM!zg4}Q7j@_(>)LZ{Rqp01Yib$!i?FADzsC+vaPm>Tkyk<w
zU!=YP4C~O8Y#f^dvJrEtg0LnLwI7B2&HuJdd&{}wg=`30G^lLJ+NXUq=z^ezMAg1P
z_b?^uL9il|h}?zKO{aMdp6J*{hHg(*rS+Z4<PH%;o7}~NnT6zeS>6xo*UdKe=6TVW
zYrn;l!~EJ%46{?Z;b0io3q{k<JBX<2eu1<(8Tb7$zdZZmeW)x}e2JIstv7uqxT}UF
zq#6$pP~r|p8fcL7S9R5I`uim=`XmSp+twt*!y_+7G~fK?xHubtL4RjAelSbRa@k?_
zy}#l-ljn;Kt=+g6()pg=GKQ&Vuza}TT`XIFs}4xPrb)d#>Z;AX-R@A5F~cwQ+Q&jg
zDg&3!FqY;pC^)6mZN-VSQsLeB<jd`$fux2A&CX572kodUJ9{SA$2-Eyg<ZK%H?jkK
zaU@Q35w^ddYCmzdL?ZY4Bfu2{+5GW!lPa;%2#9w@y6m-Iy1OJ$XzQ*Eka#EuFHI;I
z=lzQu+KM0#TxA#F39iZ?^)A1q13whZa2RudzOcc7Yh^ta;V;HMW5%K$PfmFYYJQ_n
z9z?frfyg@SVoo64Y0hz6*Y3*V@OV~|;AnRpnDDrGEhJKJS?Vjo$TLx1v^RMM@_W6$
zqc99_je=dsJOwTFai)PUOrOHI8cvU|_>LgP$Y!U9)3X~5oH@8N=ErQ3CP<K5^5zEg
z2Y(O7O4sWAK(v^(xWS0FZxX^nDEFw&#FL^OM}{zYB{@CvmhgHNvXRc>v)g{<@py>(
zuvbYw1BrBKYvp1Rk8MMg7nI!ZP)K?61wi59(K_q$h2gDiSJjNxtShRc<W-nA;FH<P
z`kd7O(pd2F!_g$P^WYbkXTs9x3S#?NF*e`6(9~WKH}3wG><+IZtUkdVsKjlmI-jod
z?l_<>i$;O0SKY$zh^(TAt?ID}O`ox$>)aKXdx^Bbm7(4u^DaboD}ySS-U9xL<>*}{
zMlU~~3%e7(z=p}`ZQz`7r~Mr(ZW$b7JiMdB<g8UaxDk?3%CNBVyjf;L_kErqXOd73
zp#|al9`i00+1ljKBrg=`<DeE^?znF*upRoVnQ0|B>Pu+HOR+od7n{1Vz!$vK`HJ@$
zMYivigwF6?TA$_8UHR+1Tl^ddwHs57y!R0Y>eBvwnLS0h1SHQ4eE-`mbfG9%Pb~fX
zuTYFiwJd-K!we%Bh-BHZZ604!XM##GEF-Vq>C{%Or+)VjNq_FjJYM|p47tKM+SOup
zlTcS&R+f#k!bY&byi6v$$|7=;AUoqKCD$8|wC^^9{G4B5hGJcT;-||!Of^-xfCt0D
zEfs&VCxefyC1j5bkmTYyJRaOHYJx$ih<)t+H}aJIv|{Ed)45Tb2Qo^2x9DHuW}*Zj
zgDW|eCw9)3JD_g^xjByqw>~YUb)pi<#`YD$GOsAi>nv!?4J{Gkt3;rr*VL98jFuUS
zMUk`F-y!$iaG?a)L?DcY498M}g|!|1Vqj%!+EuCQ+B0Fz#tz_rU>&S0nhOZ@k$tBU
zlFkNq?p~Pe`t$s(Vf5ox)krelzsDSUg1DvHo0nvj#I!*}2Mt+Ny&V!ja!w!EFX~%%
zjSvOwM;QiN_g8vEJmehm>UFv=Nna&ki6r#hzoF#S%fu8&AKrB>@*ZNunxqRkztYs2
z<?X3BA{tfvssw*EE7~Z~O3M#G?~ki<mJgSy03^pvfl>s8TUrUE_er_%5G}SzZJud!
zVW~;pwa7}rB!*h=ryTM71+JW^CQb5}Y&>{$UJ9d0{HDM^9<Lj=Iz7dVsM&3cV)WLx
zW=jPQhN?c|VMXpx{7B^>2-shYN*2Rm3PXggF`(>ZerO|1viQso(rdg4IO=vjE&*Nz
z`E?E7Lg{aJ8BK9pIkCHYXAg<jsQZur@qoc!t-UwRBv4Pxg2OJi-qLHVr*`c>$9r(y
z61LF;kYY^6%dU=#oGEHlydZhH!CtFKmM*U)a5GINtKs;IBk=rGqLzglrBv^g|4fCu
zd#n#Hrw;4Ks03l?tMXYRe^>L*o_p|V00ZEWV7v*rbt`9iYH%%_*Ef&mndht<+xWcQ
zhan%DkKLAxY1psqk6vp(_=n8;3zD1(pF&sAlxy&s%MVUQZc#C=P{o6|ml&O?C#C+a
zKkJU|hKX*D0OD^bHBtX+;iflZ-@%>wHxmDT5M_Vx=KbyN`GWJ9nFt`xA!uuQsK%SN
z4Gud(JI$yhe*rl2w$$sggM2FT4jlof?peK>lEMEv1umaSQe0h+gh4kMC@6yUq(|3^
zg4GHc*?$l2L3WY#?XEd_66_{+Zbb%5f+7P4NBtoF%Ny{-;d|`#2_+b%zKAEhI$6+U
z)T*fN>bm1J4b-m5`(B3za&>w&oWA+-Fla6qEqAi6b%)2emaKDKl1ICWPq}e^ZaxHz
z>=d$Y+Mv5^>nD`ufz@nOpF2!559q9_M-QM=O78SdB5(;F{EttSqy7Z>uh0g~X6mgR
z{?L>i*&@B08{SzFS`Ja00NH=4F#YQAz7||=q4%Gt4Bi$UCx(`6?seLaY^zr(S=qY1
zOuw|3njS@QziZxLv+1%)#%N1+uSf9>ipV{c2=GxNpr0X*I*v|@ZxWmk@Dlul2WA(3
zegdQAg>x7@*wmZ})M5<1YwxlPeuR_qR$H?+zwHh#OcO=1Dhn!3<W==NnxqjAE2lnW
zS}>*zt_iHOrI9r=1Fc)vc{6e6FPgU>;wICskZKB+T`L?&5ocs!gmKa30CUJOg6@cA
zkc_qryDd2yezXqEPqL|0O;(&#G88ymaL7o_S66y6)3iOj^g5_obYFF6!7O{wNvf)%
z8A$iAO>6X;3D1F7TUJn4cV)GDbWKY^1C*h6di=*N{4#_ZhGQ!d7I91|{Xs<r8gZ1y
zW9gQaWl1=o0@G>{v6a;Yauv#Z(;npbp+z#xA|BJ)`TP5hj9kS&<3cM5+iw{U4v})f
zu10yl_Nlm>2w%|xR*6)8ux->Ns!)xq6_PFw2!@kUeV4YRr(9uU)fqi8>zL?!qYyQa
zOV$cnGHfFCqZKI79MIP^BYQ(`I^wi`FfzVBLvo!2IAEaX&q1;5>b~3HpdGsVvQ;0Q
zvp67kMIF->XS`4^t;kckk0||0b_rEJ>XTRK?%oHj3S?;9;VM*I!G~7bBJB=`=~b=u
zO)SV>jgrNHrsb6W#s7Sp3BD)H2W^mdKi<Y#IwXVwHj-!Q2v!;`1OH@LGwgY(53=UP
zBwd`$Q)V({2{KKUUftbuRTWO^_e;Xd(Rk{wzXX6;BuNmf7jl-{3=zVndxzyLUE7E*
zuh#eCr0#Xl%iA{C*Y-R6b;InB#rPD?1lsa!Wisi-L^-+5g(8=K*77Gx@MNciaC+iA
z%#Sve@Merjz9GcXw+I%{Z#$vF!hs2+q%@LD%s?`E3atB}Hqv9BcI=PWG#p?{f>+@I
zT4;M{%@hnMw4hITCWjX0u{(B&Hs)1F>hZr<lA}JWP#=FiR51G3*EKjn?PY&aVzmD9
z?$d9Dsk1V8U9A%n({)x1%Fy_ttdkkf0(<+prgH?V6{&_s5eoTSn}NSt<|xDi`y?X*
zU@!o`Efk#99CB<k{TZ(q>X6WSsBTe0#I1!O;d_kl%oAld9uq++utLoE9?4xO*kOoq
zIy;9c8IOY_J(Bl_U{{2p1}0+kkQL>&K2BsMuP^={2@={V_Fn7lNRWZY(}VctjIg{0
zYEH&19&J3X+|xNka~I$Za`;f#gJ`2TcgOmEm=3vIBbaL2cU+bsj8Vwtmotds0=*#d
zehg1_EO1IE8%^^78g|4#`t>4L@J>CczwKFJwZz+oxxY`Jj6DG=B^+x8h%Y(GGdKkq
zBt2JW^MWA9W^+6R=!cTus44*5$J&k;y<aaul>e>id8j=DD4{)l+5SAm*IV#&kN#}Q
z(X4T+_VoFhv``Syunt@}Nj^VNmvIfDfT<M=%SU_$eqW^b)?wD2*g4oDm2DM$*;5Cf
z+vD@L6|M*#_-cZ9n(sJIXF&_<sT)Mt{~h2X_#2_Z_lrp6p_*%3(mE<Z1^0JRe|@qg
z7y$VtN7b=dPC@*-&1fo(0glP%Gn^gq7vqpDIe3d#K4ta(EQW7Go@tJU-7aRSt=k+<
z@lW*=mg&i*K7xzeuE~2m{V~@2&5o?0y=0><d`d2*EXXO8RLec#Oz7qFiCkI~*R>tl
zhswfk$qO4wOuZ-C>K_)}nPE`wlJ2m_orG&R!pd>y^<dsvSk}zAe$v3r9H4bk_L??A
z1<Jy(3;K{<xb$EmmQZ3U{(iHW)G|?lH#`ti)PN_u*prOl#oBa^4?fxPD4sY;N{_1}
zt`ig;@CvCp6sD^4(r}C)bR;VuTkn<i7_`1+AQB()2pZb)nS|QpGD#oOAM<b2vdI`p
z0|GC!>xlD}5xAt8rl*YyOD45WYvX4I8}i5C{~tU5Ye&adk$^YxcT9g-JTh|!@Hg2G
zSo&`<XQ%J^P_QvfZFl1N_<ngiw#r4LXJ=To2jH(5G{pXRJ~>x3-GkOOJ+Bq(fGm@^
z>rr`8U&r0Qp(~r25lzGE+IYT9R4aM;L&CA796~vzZ&1;{@3s@6O^(B>a<C~sIR!G<
z99ukGwrF199d1T9gBXK%^n=Bbf1MEKZ#!buB!s3$@$7oS+NQt2CE8{kuz`__gvW2{
zNLD<;ddiH8R7!;j%dcw}&RNt__6(EaYfy)9GKNbb;8zP(o_7{l%%Y}{5n1@ppq=lj
z;(nefJ@_7(>Bu3JE3$>nPA2Hsu;w56x?jkG0!Fr6NYii9civuyIp4&Q9q8{tD5ScS
zT@yeACb)SKce<2dO+B{?6j#w(@9)U%BTHWWBGe4U!~c@z+ZLNbz1V>!v$MqlqwnS5
z@HurfsTNy`_c@aY7SBU2*13Kc8QsNLX^{}L#61+nG6U!_bUIS7g4xyYjXLZfpWohC
z9*!=V|NY+mv_@W&&w;wH3fu;Bx_r8HennpXc^v~_94^<T$Kznaj#uqEXy)ELSWf)w
zJ83r*sfNXnmv7(770EJ=g~#0BOzL;}Ndap<b+R4Qhm25Q6;!_QHO;ojRIrl(-Tu;+
z8y($LWG>~^F93~+3~_W+EMu+3VGqb|mGeT4-7lkBaP}LM1qVDv84Nzf#fNAwA}fe;
zk`2-=lnMwyhqwElwSXo@?q%FlDz+|^LY%-uhp=}3!3!f!2u1t%FsK0u$g+c@J+o0O
z#^eL-=f}f>ta#Q~@gYPIAr~Iw?Y^~$DsTRM9GSvHdy9B(a(++QzzM45VjS-Ks<_yy
z$ofQ;l~f;&oK5PU$B&b57w&onxB>=0xl(h4dJGIi{~<4_?7g9w9A5V|{9nF{nNv*!
z8u)A=%)rE#L3%1&T+w$mLOwGQkZ0-I!`5Pw<gk~DS?8(_YgIY&3k0LXC@!Ut=eh{>
z^dMI^rnmUckyOMsT4SIq#krHt2wbb(9flDLi^y)g;Q|5QJ%c92U#|s@Ol}GKcvM>v
zXV7XN&h~R=?8ahvhoc^sw{rqR+u{DPWJ<fCzTxsFA5d!Ws`OPX@BXG~2{aR0<PP|I
z>k*^ddaf;;wiKyg4-L5$wmD(ef8<M=vER)rMV79n)^%Ha)#%eASn{vU7;=<(YvBfg
zn1(F+upIPiy?-4R*l1ko1k|DVI|pJ;W!G$bU!Uqr`})Gy4v%QtRUe$xMOZsRu(?Te
zoqvGP7sUxb&gGc+A3(>s{4vhgD`jg}w91<|^;{<=CkwtLNMac_;h8L^!z%zS*_V*-
zp#=y9k{FVmt(!V?VOASP_{U<%xCcR45AqU4!s{ZsE#jraK~AwziEC_{*d2%){TXL~
z2SaT9Kyl?x$>ZEw`}NztcglH|Q!>0qTgrg(AVAGCq02(E7C8==$NJ7-y*1D5t+?;l
zZxL@O5d&EsbF|O|w|#ABPq8n*y!SYH`t`UekIq<DVDCrd9(O-`3YZCkzd5#=e$HUU
z@CI9}{iunt_aYNWx7I>Uzq)V*G>h?}i+Gs5a-R6ECL2};4urelmi{V$TYn(i%;7ZR
z?$0{S(O31<Uh%qjqF+MoMiKCq#2c_&5j;|Aw;+-YcXWk6_lEGxl|)^{FO=|B^e%K$
z(7p6|VT^(ui<IaLH#v?hUU&r=J@|%)bzHyOoB3U|`v@}s@Fa7C>Ar=#jMs!|CM+cS
zk#%@Rw9I(i&5QF~@@V@lB33#nj%jxFV6Eijlya{wH>a<GqT-(p*w(_~mL&N3f`bAv
z&3{bAE$KoNoTq$W7V?>iwl8eUbHvK*^iW&~TNEnEF~!Ma2}1)15O(O2$<9EjkquoQ
z;^EYyZw9@r%mZE$f>jgd^pC3?+F<L#r4CGI@)70cK%esKu_4hbj(Oibrvlj0d0d(g
z{MbCOA|4uNNWSFF^DEqZ>aIio%+GfQ+-3H;^Ldv}cpDbSNA<Y=CMr2_PoOiHLX&J#
zX6dSeh)WCR&fnj`SLi$bhA6(WEi3_ZM?gFIRVQ6Afjimnu;{Pr6HDdJ?z+8Z&;?8u
zihjp*M_XHlhp}w>4{DkD$X<@!{mVTzaDkc^tO!6aZm(!}^!>>2jTam8l%ON3QY0=u
z{wfve8Tm&grU9B7Ms(SfMUI@5vq+FdPJAW#Mu&-sK7<42ilW~_S$L|koLcTRtk%}p
zqa9|`OFfOz&hG4{?@kYJfyp{ueQ$Zb`*n)ot&uNRhl{Y(m(cb5%v5%enRNTA<4aat
zhsWY_QVwiCiuC)T2s*hBi`T4)F{Fm~&Ga`aF27N+&7LsJz%fBzR>-K5!1q~E`uPw~
z3n&?r<xq(LfAOq#sD;Y~5>E0n0FQositi=?<;q={E{TE;mgO)Ry$6R!Q3(_3YS;K-
zF*Pq*qj^Vi|H8JXFZ>WVWL`m~N&0|j^R`vykoMvsKlt>K>_-9iqx3i>#pe;oK;Vr>
zcO<8QcXt~w073l$&kO&;bIb3Wp5bKmxLAMO5wI#H@c_Ce=w?u^*eOb##v(1c^}5hd
z7aPxU6l+g(%_7b`Lxj5MK2tiJch^JgGI@Tx-ZG$q6=wuNg~sqMI=qJzj1=?^tnt<c
zwe8`(->tJWRHs#FUaiY)@gkhU7Um=tFW%M4Jld0D-Cs8Hpj1h!oi$%JEWi9TpSzLN
z4rnUgE<apA{Kt8T5{(_9@&SgV8e4_12{ut$-Je+^-KemEb4@gg2!x#bQ{Hh8DIsHC
zAzK+<Pg6Hleml^GgPd9@D4Sh=UPL=*4AzqO$V$&Jd#gk$hQ_%*b>jI>l+1Khp#LpT
z!p{#G2i*VgTEeETot;J@>5Dt;xRT$ftY*0v--XWwS1<L9wSwFQFl><)T(3>B0wKZ^
zX#MA_U0o+Fau?MUq$6Ne)SWBzvtEATD2=V!d=AV^XI{juU-egkw*M;7Hu?jrkTSk0
znJ_rsm4t@xSWVM3&+`2Q<YY#Llx7i){SZ%mFbC)?IaYrE0P*m5%z9u>gXO-8##vo-
z#Dy`NEpRh`mfi=bTD<UG(S1kVOaK9a>8?)??ooGNqm!p-U7b7I8rP&8t?T9{$CUPJ
zmzXM<oqwxIUP~_e-{W%x6N5ww`@<m*+g^r09Dbw0bc~{~Mo}uNVp0D&e6%y!B;y5+
z$+*bar|>TVIK77+692!W{f_%9BDkk_dF`Y7d(i<Q6(4Xv?-=dM!4yDM-HzxpBy-^2
zpBAP-;-|g>Fg0#JUQ_3?@g8O8PyP!ee@E8Id`@OWLW_^fxL4w0G@O{9PKW@pnV)26
zgb9ngefZRfYDb;$s0g=50ea*e+Y<3FvVoyV@Id-<$%jAe3xUb@V%$5fr1GdG6i&Qq
z5W{ydb;S77W2ToB>S>X*TNqR<;aM@V^L0EoY_PiqH-j)Jr(U@p-7h-Y1U^NJ40bRb
z?E&IiGuGboKqO^;E$O@CS|vBnQeMW_XOjIJyu&rIwX)lk&eh%-A#RFNnDzNf^XK3r
z<#8d3Wbwt*Vx%VQ8}bxk#cS)F)~&sv!t(KwWVAz#)b^g=_~tg(?!1C7hBvE9kvW9_
zYJL=w-+elpv`ew&_<cP3f$?D0wcy>CQat{FV2X5+y%JX34a!tx4A|Ub*H>ni>f58+
z>us*yT=XL{Y(`CdJ01n^z#ol92Xml342EE_g7qp(?gvVP$;=(Ehl7s#gqsF8TTCbw
z!t*Frkk2G2KDh_yeTS|tvi0rB%tPla4cDo${jSIjfe-sqUdRCZX_o%r7UK7o{~1u|
zolag{hxwS1$a6>zGW@2_^Dk4@3Pq(+X_n<M?cQiViQuA$mg$E_QvipKv*n$6H)MBu
zj*bH$RffE1KEuiH?d_mRk}Xq9?9kM++ggF7tqfr{E4<uJOxQLY8ZDERg-wVCO|M<{
z>*r&i=pFZ{<KVH~b(P2vNNTT$g!UiKE#&yi$(1H-n8E=y&@GH0Sr2awe(KGH>@|gv
zJ@bXC72CUchBCyK84^0D;pN3YZleO>88_CvXBrJ$^(A}JE7)z$$Pk}N7m4pTeS6$X
zsm&p>NhYJ->=QUa7Fm@9WnQc&fH!y=5BYN!afS-%)x0^ab|QAa*+?<D<vSe;>$P#7
z9>|PlsL}vG491y<?A;EYyHt9U!uEo$Wn1TnHaNixFNXe`2M!=dNMhZIP6E5!qX!v7
zB(mx`5&alIkq+A}c}`sawm+RP5_!IPWf!3uLwh@ks~!6<2!a~)03t!`Ac7vE)71sv
z5N<;Z;SA)Djr%!~se-oBq0C0-+?-X?`o+7aLYs})0X5`;uECsayOY6-Zd`mo^+zr}
ze*0+iITknz^v?_Qyd0x=gaV`paMTDgpzIp`TLWbsklmp5sIy5out5;!anIg{s0BE}
z6pPElM{a8wQME2Fc!zzDhwi6TCrE~>&`80h_vQjmMO+`)vN><10yZW9utX+y*>6Lc
z2k*SCg-3u|?7{u*sPcpCh>~?~f4u#tdu3kGc3aOMi>3zd4HDr46fK9e)(s2u{<ddW
z!|qR{PeYfeN0K7z0BehJEm)^O{e)z@b9BLP!LQv+!;kl&C>go`YoB(TyH6<d7$;-@
z?XHCk`p|(uC1Qu*R21(dGQmG(c2t{=13Q&LOWnCw#%GX(On;<BG#bmp_}mLIK-_b7
zVTHLHzvuaCEoqe;PGW_6$j$E^i(Wy<OM@-f$G=LU5AGm%Tk0Ks?&VS-E_t9Y=N18O
zQIQ-emB^4CTKct}<A>aZJ2koq;b?R@&k~d9_p4XW+)Q>N#j4t<%e)dq-xhuD^PE|n
z&C%+l%+Crk@7j`k2h9pR7p&XfIawi}S*7Z078r%fOHNqd85<@ODolK60+EYA>i+PI
zhqI8(ub}|s=K|E^ucs#O^SzNA7&4ZUs}PNxNtz0w^h}e5yqlh^E9R$US+Pj%zC84E
z4TlBDPr_%#;g>IZLb!(QfRr)(B{ss04HPtBNHH>tBiUXRJADbcJOVC&5j&Rocq2*3
zMU6c5$Q%z9&}YL?ga;5f@S|k}Sn)r03e<GwXHGq4fWe^A_iy5JXb*yj1ItQ6yIo42
znlI9A*fYf;LKKYc@K$!lE9#lIAt^-M<)4<zF`Bylcjx_MSX{CHW(4BRSAvf!IrLNZ
znupDLEcezv1XhYw{r;qgY6`POv*;^xHqF*O-j9(rSv@+wJc6#=IOsk^-jMHhD?hU*
z?3Qt`hen#Hpr_#RIQjGImwaB<X0>1ImMb>Sb;PDvwlUt1hai1OP=d$K)ZiR1!|l;w
z&&Kc;pU~25std9*{xWV@_YRvf$LUc8b0C}qBE$_?%@3blmwf<=5_Wx^MvWjoKY~D7
zFWnJJS`c5|X4Zga*gICfFWoY*lxLuti)Lsak<+sjLH1vtF*EO>rZFCpNW}no7Pfg(
z%TK+?<*QP{V!xj^%cfeOb-nSUyQSd5^&jPPI@Re(gLc<;QZ}gcvxv@q8XJOI*00x&
zCU!{rsA@}g@Qe{`MNL$|jy*uKL*Dc6Loi1%tl^oL;Np;?27yYzey9vYkH#@|9jUQ$
z0)eBXvID9)CzujKoQl@a>Tg9t52vs>;Jl-ax`e?Qk$`Fm;OH38i5`-3!5)kw3{S!@
zIx-~QS9Z1yR}|?kwgW2~y740W<Lun74c4YIxm+w)$a`?0_16-}!EkqrZSxYc9lE23
zG%{DS%~b6>EH{DV*=Omww>AN#WP*$ISZ}PAE&2OU^C4AO=KG3kGvL~&>@!E?XTM4O
zQ0k7v0Y@L$&gSDDoG9!@N^~v`bW_eB8WngDD-u|Imw~qT6S{uW-^N%s$CSh$sO0#I
zvwJj)aNhELaW6;~>8E{~*QjXk8vKdMR()H(z8v)f^E6NhmQNA9$(`~P{rl7~kGNST
z(_a8?Q8p|h<L1Df(6ERL<Gjxgy}oVTyZ3l6@C1T=Hhh`FMlo5a0?ZUF#)9^m(gcHv
z8}Ff%zN%Rc1eddVxlZU}#gzZln{+Ba24=7VRd{k*QO`M#V;Ta6h=Z?MkeQSt`V<NL
zlhZ#A)#zeOuIqtUnr9D1yG}17KX4@n8(fiX>0he+mz<yv67P$SILcvXm{#l#%Cv=r
z65HM>^|ONE2kb6BWDXQVmU~GVtSNvbU&XOUDt7iVjc<2rdd%z;O_SrBebH3ALfofy
z<k%(6|2m#A)5oI7dkGvi=b~(0RbmfdE$Zlz6VcOm@r)CN>e^Xywe<#_ZSe)wrj#rt
zM9XJ$hY_E#xX!%F4mhRSKmOl`jQjA{QVW#~{OqdeaQ*-d_2ca%D~#$B^AR0Azl%te
zZ=NI5T@Bj51XT(A9C9wWry#CS${i+VO+w#T|2>QH{`A5kNEW&uvg7#hR2Sz5938!P
zLW0%#&El`PSkt~1s`F-NzJi~B&<C9No%tiY<7M(AJ7q^U)_2S{=vlrCVsztH<Grh<
ze~fO&I#6FKAhY3j$ta7b(LJ^)DNw1%$ICcyPWV(PaQ?FNRzC3qYUG&gD798#qh-+|
z_e~4^!5rv0-tpQ;`&eA7^zM%_Dp?~qt54EnLo{A`l|lfiJnJmCQq+28t-XD!F@K&L
zj|Wd#d7KDrV-GS^XBcWf-L_S_dz$ayo*vTMtH;nG3m6`(^Izub+FV@w!X4LfS*lwm
z%q@Zae;xhXEAl<L-wFHRc(&eLk1hAVy#w$!=M^T(0F#ztZhoopnF1Kzf?a+RGVl%0
zaTiVpP-4srA{7*fqQ7<Y7<oSAJ;6OE!|Xc6sUt6Fszp>$_<~YEvcym6&X@BI1dkJV
z2pe4c1OY2~daZs(A;u6ZXfLOs&Yf-B(>_?~fjbY!gI|r=@>r)fQBS`yeC8EOXJNeH
zT`H}-5_#+ceeSMW89=b8M+*j5R*&nRvt8Ew>&7(HS%apx@y#HH#8vTQEdsR$DU|8J
z6q9cs<e>^&R1fw3yuQOO5VYGp=3Q2WnKz4iO)|OKh1T2pVr=Wbo#S71{!XJx1sMhj
zG5nGn+>SdWWEv=2u{*03RL%Z6A0@w}1WRr*RG4*+k#$i`>=(F?_&Xj;y36_L`p9ON
zdu)e~a<3g>yDkQyCF(?1YuYrbkHtcN$@?DV&_21Kia1}Y&2CXKA6{Y$?N}~Pv`O8J
z$~_iuARUYO#gCRTZH!rkvcPVu9g8(&$1@y*caWRjpaB*)2Ni{j`+j7@wO{q0<6XiM
zUOpnZ2RJCw{TZU*7h`LJs@UdXSZn`Y<@RzXp-<9KLe9#Ub)Wup+a{>&Gq+L852pHN
zKY~{>(PN3j&#$AByE@w?3Ft5QJ%r&9pj$+_2d9->v?mE4Aq$(EwmTHn`X(J#<qSge
zt!2rDv+*LiuWDX8VVP7Q@L?Htm+!^p@s9W6VHDXC>bTnSTSp522>^QSA;Ew&lQBUk
zz>t=F!7W~1j6Nc#0>wzkG{Dg;pa!N{E2(-$J6?}uX{)lR{MV<qt8rR{RmmF01grQ9
z1U+FZ95H><&CznV>S$-1<^K5^aPnpM$T>(X=4>K6ACQSb#$I<|-6ujzFM@l@-wJoz
z%o!DcBPD^yZ!sE}9`VEejiof*?9GDIAy$ZDwK=qYEH4xUB7LdvNg;9fjFs(XC8~1J
zP%<r3I%fDR^&?`8yA3DJDJCnz=AI0`41+k)8Eg=jo%5!~A>Qw(*gX}@mmSgX-oa4Y
z-9-3B7yujx+i!pr+7i+b%(D9Jh*S;z;CX8B39|>lDCWwoPwr(*;+a>o&G;GW_bMa1
zUqHhBcG{xM&|f3Dci%H_WjI1ObmC3CNG$hWoa)97dc46duXFo4{?e*V_Eb;Fxuzt9
zRqdj@9ux93w1jfH-C62p`Zx0jNV`(ND0`E7_eFm~WlI@BH~}Lc!R-wp)DJ@sg{{9^
zB0jNs-1PW+B9U8g!w$_ttrkD`7T8Fm0o|oLD4Is-zN@XSKAtPJwyLl5%|n5Kf{fX<
zU7U?DAm#3wamugN>lekkn-N(O1hubR^2PDG!>#rW_YP}INjmvg!bT*z8ez$99zCw{
zhoa4Q{MFilBf$iOWJJX~R`oN67MlnHdB+uFs2=+-l!cgYK{f@+IB`THQ4fU8c`>2m
z@%WH>)P_Q*wh|P(1^qSYd)>V2i1xL8B|Ry#(=;>jsGh7FwVI3}`exCiZD^c{<NS+J
z?*8TQRv6O+ZTsxxFAD{5nOqkzl6xXv_Kc}HE$S!uTiB16X{+?kH{RUtP5RzEC^8Uj
zydHtlC-k0GfBLcHVC{bNP*(DLuOhp0@Z5r;Euk9Sxb>k3P19iK+cEKI`G~&t|LlNd
zgpvM|XpP|Jg1IdA^)y}f=6UHPt?rEsC?YzCMSmiCKF2%sBJbk(a-M_x%x<e#?puIU
zmOxZ=^gG~)Um$jgYi}FuhMFqQ{HBacF`zQjNAuZf2p?@s>Y0;({C5)I5466{%0@#3
zs7H=iQ?m0dN@KGxxggSfjeJy^&)6&T?#`@-f&*>RBX=z`8es0@YSQ4KMj9Dr`|5t*
z=g2IYS=QNCn-0;0w{v7dCg_~7wHyu53hh9f>Oh-AS>3>L>7I!sHy4oe&sLxQA>1RC
z-V1?5JtI(&@r?sKoi&l#fG@<i^NlhzdLfZfJ8R%A7K}}jfLZre{Zcjw2oL@tl<_vb
zh~-2SssD~V<-08!;Sw*3W-{wj4(W%}eaWhIDUaLLse?cMaD<gSA1(9@%h;CnC0--f
z|5_A#GdFlKwRN`lJy4!*vY$V8g1;S4`khKYB+R>@Vf8G1Lmq=!SE)ew^(X#5J>_Qf
zvxk*%$tOP@JegMnFM18Wu6o<F8)I{g*JA!#WmV{k;_vA|td#e&6%&1S3FM_@yVl-<
zGj-qZf7|E-H~37=hI2H(VsWr6<Kqy-#jDl#T9-5HoV6Rvp2Do51~OU*z>s9Py?Ql)
zHcaPzC)()vgs|6t$9QPH&Hx?xd6Lu3&E&OG*jDJ%JdUkZt!1L}?I-4cst<;GwV-(E
zt}!K;p3v?d6v0*g7k$t8OFJ@3BCfc7Ylru#!#>%MXlaEqs?^#2`jeFpMD;nL^BJ}a
zn14sSO;PB99)CZz6{;Jf;*-GeDoBq>DoFgVGd+{vX!rpf3?M^zOAYaaw{OAGJpd1(
zzF!b%Uxk#X@jFtx`%@)#{CHMBGM)=FNKIaKG_pe1M7n&0*DJJ&{FL2(ll^vZ@haem
z6A0${FBVW0)u-prug*YXC=dU0-G+NcC~xizc*e_Kf6#ZnoXF1!yu;f)HTw%4n;YHu
z;jmhB<>M2N7UQvlB14jG{4pH)-*xK_z9r~cO3iuFnZVpIW%c<=c8i=1&y?V9ARM--
z><ttstzUF53-F=Gs|K|Hi)Qs$&51hHmb?vZs5%Arm#T=z!MNVF>&^R%<c^Vgw-J4i
z_wPc(_S*d$lAhj2giJ+n#<SV1<@q|pas0MGL#Q;J?T^C`_R4JSC(s*<T>T2?$F~H1
zI`iskCfY9Z{e6bYNC#!MsRoaeR?OybSH>+pT;4HuVp1p7f9-X*?Oh@jo&(g5uB5|K
zZ>?<4pO{}9^W@~e{pNHqGAmve#-Zga%!;J)^gVmdg3^T`?s%jG8>)0=2v6=bqI^3l
z&n=3m-Wf{Ze;gP5QP*U5^F_Z7G<Yvb2z_{xPeQ2_o>jG6w{sa~i_&M6va|wq{?xbf
z(kma(H5m!YpV?{4Q)8Wfu9!sFZ9b;%V|0>O%cUW@gvKn)Q$3BQ!GRzPn7xD#t@Lj7
zep7TWeUAkh)BpKQhN8Y7wR;yy0K!mui7Poh68JKml?G4!U!Uc;-IB;kKT@6OeeDYd
zcl-10Li0v*5)dCM@{Jzxih_5R6!oGVD(ku>DqSR_3m_b#^^nn-8SYC<e>mTAFWd0J
zNWq0A+Nx9#qeEb`PVf2`Mcg72#5nac$TK_elNrN8@g6B5V2v{TjSFd`C^BZ64vy^p
z2&J7#JKkC34Og_Wum}vJ*cADv{^Aw(0m)nT+dQtIY|i!G&>W5n!-nwfY^VHSGAp_t
zpggJ2JOn_#MFHq)zPF^Pt^@DGFUaq(EJ44F68x%NsK1fV>DY|Pq<GR!*DQJucjvLq
zqVe0I*ZPECkfTyhCkiDv){*G}y|LRSXkMR#@%LG;nK2n*%-i?y{PSO;z6Ir6j&8fd
z0WdX)CP44wI6Ly?6UfpL>RTje$0Gw~KNk7UCL7T4VcmIM!piDfvI%kuSmSvrS=!;N
z^u<<G1<E$)``)Z3G~ztim7L*koI9Mb@jB1GB+z(9PeBotm`643MSP7pp}@tasp_S2
zv9Cn-Pq;PlVpPFqDD*_9_fLV3tgg_D?0fVt6aCy>rBLU#@zUS!*Q(ss^GB!wk`0Uo
z!RQw8U<I%?LL!kRpx1h-mg=?HYoBxby!Y$rcC(MA^oJJ01e$6bs^Yn!1?qv9-=sTM
zk{9yoVQVjADVqBSxRFGHLOGo%{wmzI0M#3jhM^S8;aRR-(fr`<i)}tipo$+0>2TVe
z_e>euEhH9{>n`}k<rQ_qX!2OXUOI#$a(G3mKHoZ*CulvjbM>;m>@ZzkXC3*eU6k*4
zBmMR@{j-n_^J(d)*b`od(KrOb_uj2L=u8afvUpZamJoLRLiB7^PolKFX9h!i-Szr-
ze+S|UD;BKT^i$e#t+Z4?5uZ<HIC74!P7mIofQrp6|F=VLw|`L$<k3i2RfeC>A?6D-
zW_+271XUBanci+l(5@%D&IS8MKL=OpBSWq@)Gc8<qse3}xy8e|W&Zz^T&`!(WFGQ2
z)=ShhYH2y<hz7MZhKbpOIcMhzd`#G900WH)YSjlbP3z{_fBqk)zHD1jCD`_tL<Hec
z1nC<Q0eM3@X#{Bnzy8i#wa>X{4|lC9m!M!~WMsr_5@UB8y;a<Gn}Yg_FkklDp9pAv
z?ig18{>Y>Q)-dOb@!Glqr5%btMitPE=beswZ`1DR7k4eUI<&5O2J&eyOQwt1hBD=2
zzK`C&`iGk-Cxr+9X`b_Inu9Crv=n=e)v5Z?``{d6uYkriL>ZbZy8F67rmJb@#{05T
zESEs{IyVC#9IyAM6@2cF=jvLoL$K@F6jP#9U+(7o#C{g9Be$TF6!kmrSX$j5v=c&H
zKUDe`lF<Outa07Jb~b+og@gOjcqhSsz;4P_Wkqf*Vi7}ae5!wT(3nl6qWVL0GvtdS
znQ9}B$%-OooM$%nmva}8l^s1OCc-#=*R29XQWgN4M$`aNPJM<@RS3|ZkvJH7(}9%}
z1=9;n?AR}qC)C$0c{t~%dz11;yz`MvLK+KeF`hpX_9eTE4_fjVo`37z_j4*~SB~|c
zM`nxt$NT+WS`a0s<0N7?7F=5ZJ7Yy!V{{mS6Bc5#P}uVLyV^JOfga?VSx@^O#%uZO
z$;V)+Aq)QXT^H<E_wNQSWS}$YGf-n7nm27?KHq=lX(JAPJKjH}V30Uo6f}>Vk`m^T
zhpGYto*JN?d(IuznZEUQUaO7-LU#utaKSQv50~UU)5&GrU50|hTft1Ix)ELS?QD7t
z$)SEpd4f!kYjEGQd@1QHdcz7cM3w9c#`0$LX`QJ%A#4tu_v^;#!yXD+tij3w;d2kw
zwjlf-RQB8UxzB<z{DF`IKDKUy+RC7{{*3xmrlWtvJXpAfc+aKgI>}l73eHF1e~fsZ
zrgsMgo*TN~Aw_Oe2&2NM8lNTxWkCVa;I2qe!LY4^{9{aX!@!@srbm{`&vw-@({*Is
z-GfAZY2F<y=P6B)aqKod$q(%b<dtG^{aATX{1aew3%)SsnUg!Gs~$M!PBn9Nu>P<)
z9#H<IMN7G|noml4S)X^mULM}_rvYjSbI2y@I3phJOLdJ<rR;d0*$Hti=Mmv-0b2kK
zN&~tvIkpctIX*ugOagrP_qt1CmO;HV$h#!s)np@ILMrWln-qE@GKULnf!e<Fp2x?L
zJyJr`ggR#KcW-W{e4{pFf?9fR-fb4;A(EGX9ECq|6`*h>mtPxh>h~ZB-8t9o06dEJ
zm85eBccTMZCj0l-j83~GT<u`!0wNQ%3r5M1?^STWeaN?ioocUBig^HU2q~OLw0<mH
zQs^gR2aN|bg|HeO4Rj6uGzT7^n9Rt(f<SPpA3MS@zL?{?3N!)L9=Pl!?=2S@5@{Sk
z=ReP@^n4r`{RnXP=#*^Y*)f9-*&lJ?K)-%nf8f8F079!ixYoz;<iL#<V45xu?c~OX
zPIjtlT!Pn>`P4ox=@XnkbtpvLnc`p)=+%j#dpSfxDO@_MfDFTg6;j{=W4@|engUkm
zx(W0xJHR1^f_yUQs7_a&5wi_=FNy@3yiy#B#rOC`f(MK?gxsEi|2V2UlhId@K~<G(
z&EgOH?H*F~fCSm|cDO(SQQ{rD!r++H0>!qPj7r?oUG>y-soGT;$+o3bn(y=ZC~*!;
z?*aD(3pgXVE$Ja)qb4Y=qFRy<bU6z*R^!<KBkWnYK3m$H(>Zx%B;ue9QGsi$u%~Sz
z19@M(XB}2nE&dMb8rR47Jl9{-I7$k9cJN6ApG4~agWr7`(1$7lMr~hc>$Hp{@=!{|
z@hYhCAyD@i!@}%ADmIs(ukx;F;jw%9Ms%j~T5<T_Rby7|;<(e5(x+{oK>0#fV0`Bw
zHd{unFGhni;34_nd|MiHTF<$f*`Z#G$IyH`yv$|=yVTOlUS4M-5}6IJjwpn#{;X7c
zX3rba1vsun9|SJLT6qC{ec%74y~Mxi^hrax3>?!x=wu#-%`xMc+wKC_sPt(EVD}uK
z_iZhi<fR<s+gdw!h71Qh#*~)ECu4Pw@a<oZM`Si2PUQFvg>Lz6La+V_X^wdVCI!qy
zGFkDv$?}bTV`cdsbgQ)HxO!zHqT&jDp>DKYT4dh1n?LZ9I1w5s6ttsL-^V-!{<_>j
z#cV?Ca&K9B5g4|=?y^IGgtRr43#yITEm$~hCKVwAoYTq#_mc0_rvHA9{8}m(6{;Br
z;K(kJPS*7R+7|akCkq|0n0XH@8{il0L{-nt9sBWc6ZPBtP%me=rX4SF_)eJmFg=*t
z{ijV8)oGt5b)c@3hXJJA=9$0o2`xjee}^kCU(oz<@<FpNG7Emf1ARX6zRios1G6G2
zR(grgMh4F9P7VPX&Dq#aqb@O->OTY-E?PXivTe_Pz<mo)6>GqRmd`i#QJo`*Tw$i=
z*osS^T?vxM?|R}alT=c)Q%Iq0by=SM`NwYmzpF1HP-Vc4T(JBHK9l~Fh<Nh%Pmec~
zSQq|T5fyxEGSHim@AMcm{L;Zh4|EKLQS{#rgtCbddMoHLI4?}$2^#kW@9z8Mmj4)t
zS|HBS&U{SoBa2i6|M?y}u#?>(&07Jnfb=89ZnnL9DRld*y_E+w0|Gnq^F_vjy(zpa
zIh6Lu+eMb&19T>9qO4q^Pa@4Xeh0~s^bt0WKP%R!>UO3o!xE0iS1E8Ki$710$oEQ&
zzrPrAC$$yqbn%O_K5v%)J8EqxkaUTQ$fUL3YDJrnd^%iTmnWXa>j^UZ(j0{=yG^8k
zj~&vA=s?_Xmd43={XrwJ2f>|8`TKYqf(`(@<^H#*tm6KCH3Vo)5AmBJ(IXGiW808)
z2t1b+hu{&M|CAWGBjb5_>O(CoaP7GTA9uFytdC+f(x3|zGPv1wS0)0VfEw1jSDi`7
za-z?^jI40xP~|<nBb5WL5YKnHlGQo1UQm9zW^}>lw}@0@$VH(JO{$IZCv4q2l)YqE
zd8gi-f`Ks~ik;~sun>o(@Y!)iG{DvfNN3K4ojg7_9bqfqS2^RJy;>bEJx7o-eY>PQ
z89qE&Q~xyf@bly_3A9Go-;s878=;7;hX5}spmzb8wb6_A!63+UW-#n}f}J&~is${u
zA{X!{hK8SmZ=a2?lTTn}@}b8bc4pFWdeVNf+)*G^wE@3$%yA@C-L?XV7YIC4HPcWr
zS%$FY@MqfDspK2kg`1O*kLj?K`T7O-H5Q8lzwY3lAaY3oJiBrI7hUY<R9>M|%CWka
zk`uw&LiERX8F2pkGZ)WfexDREHka<gmBio(f}QsAk)|lB_D>8p;WOSLP-4#4YbG>A
zd7Pz3(ywPy%`jN{xGz|fb(i{O_%Y2xlik)!%tP^M87irG=wut4bla?4Jt3sP>2`%~
z?lH74`SZyFFim(bcf!hgMsrW0l!JoU&IvEAGpLsQ2G`&Kfv)sr4A8WH>o|};PviIS
zu%Pxj-uFp$V&BiJUREyjEqA?XvAgiVN0)u{7S^!-V*2;mPpedFeMVf#xvT;#6msGf
zWpq+aymX~SFJ&DZj2ZO{TvckbrmZl$!)Jix<Uho(|AmCkJBhZduVKDmqG&Fc$HCL(
zUf~t-YXU0qh;$;oT%hiU8WqK9YpuRzlT!B{Q^)By(03R1ny*wyVUU41`b|E+-Jgvk
zJ_ep4(*%!!TG8PSNnk?qW&C@RAxk<R1*Gy=e}&9dn+j*eQDicb87AzL+s8mnI&Qh<
zup{#xPc{;BcwD`0KnB;0|IQ`p!6GSo3U$F>?!DjZ@B4^_k+r^=-Eod{#c?FH(Gtb&
zbL^T01IR#m+{uK4k+bMS%-59m)L|}>c-tOc+tCf$J;QBcU2=7oza2~;0~xcOKF3Mb
zt^RQ%H6!*kQIK|L&^PzjGd=pp<7oR>S;=~wh169mmTtRTqv*ocmyu7^*pyKDD3tRx
zL?hfM8v?~N8?l}{=*9wB3K^Sz_Wx{qq5Gi8yVOvhw0ru<7-b>bySryH+*13Z%pZ^c
zlK0|NOJ|*HMX|S2=rl>aO$b30)KiS@g)$vp67CSiFY%v8>%QEvNr~EC3IWOOp43b9
zc>+?Z)x}OQYQ=@YP3y_%S^c`b_kMO~-D^6iliF*?S$lNX^999YFw^0jp*U8kn}7WK
zn{`yp_-H)hU7Ve*_=psi-v97D35TwzHsba~;U9SpNJ05zyqtY_<4tA*6DwEcqwBQe
zK0H_4mq7Db77!wyVKilfU=R))K^%c<4QMpD5+0=h?=LX~_6vCjguTp4m>9i#c8}><
zU(DP+#2PFDHJ1B_TVq!h-nd#f|E@5!Iiv4#o#<z%p(kmRTU7fzLbzaqLN5i1fWQ~>
zP>_ccAxWuS2Y{bDDBt~Gv}QZ<+TBlWY*w0v3pqjBOwK3uak|MEI@n46jv~CZiJQl*
zP*E}(_jz)AIVCeKp$mobHuP~E761s9C+<Mv?G-|wiu8WE`fK5PWkgAQ$m=Ua*iN}X
zg>d1$Dlv6@jL*g>*!_QV0P4LglV6z&SrZIvV_!ONQ-{*?#?NzmCG8O*I;$z5i(Y_D
zfq(Uc!dlgTj3piHAKjJk(4wHB|2wqpD$OA<Vu~$?jfnVB|G}W@43IX&^~-BC4Z6Cw
zGPq`Qn}ehFkdv5PVg%&ET9}5G(h6014=6gWr<1EZ%~?Hu=0gt`&X<jEPXPM{u4vLp
zs$T(glkf~w80#Im&jC<gmjPVzCv=TdJ<gJQyLq%NkqqoAd<3fT?;RON_Z|L_Yiv@A
z;}1PxQt<q45}RCiq)J$@XEIRm0D}h9_r5C0mqae%uX~4|f3xpf-ZQfm``GE8yD%QX
zY`oYI;9GN`*ATCS*s}wOUn&NuVp;e<!X-F7zlXoe_M69=<RE|B4E${T70N2WTT=^7
zVh>)(d_F^2`kW4{k=m3$S9<9_ds;91RADV*@pGwTm%LC==dJkWA&w)*o|%>Kv<2m~
zF=@NA3oR+&zzykWJXxyY^^qFYC)I)t|32Nbw#t!Bz?j8l>5p|I(H7j@09Z)A-PQeU
zKe&!LMylrbzwnd2aa0=1T_!=8f8)SsS82|MD97znQ^(JH`+mcI1#$V6Kntwl!<>Q*
zY7Pzs@ezT|Je5v2E)X8e8t~+vAE`M3LNX4Q+ed1VX~9}gr{?sjU1f$cCF76wo=HxA
zBr7ucF6bkoJ-#IpFuhlN<|J*-n4O89|Exqlu&TS{^hxEV-IB5WQNbxJbT&s3yZwgw
zKk>IEUGLJ7iEcDF<}bFw{#Hlrm5dnver$ojhpZGw76DF$y}Ff?JO0l*30h}VWG|IC
zbUXDXcJ{J4aOv&d`Q5(#;>8c7>bsiGtM|ItuG;s$G;X%<9aHHnd#}&qb-JMqkt!9G
zRd5Nq*yR#Za(5qhc@p~HBvqs{*}FTPe)=%(O9BK>^^4H3P2dmvna@j*b_8PyQsRze
zlMEQc8#Eq_+Xbnd^@qg+_Is9P8KP-lzdVSZ{BfDme2wD0#2ynA3-=x;sK$hU9Xp)k
zZ+{2Tw<CK7$c?FN=yjNC(o?WS2u&E#t4rGfV?*t<op@kNgpGrIPBnZfLP!>iACe?K
z3&J-AN;UqChYY_ti1hx=Jaj)Un6Tt&JS6<j7oT}!rxVdMxxDNh(Y+&I>)c){5Drgi
z9@5zjkSRR(-Ja^LlXq%cGj+ZGsr?T0j<felj-nG@k#eBz8#UOt&ruC1i*V#JxVitW
z*0=BMDe6z%Y$i^HnXBVc>?-hIP;5xtQqJ~6A+GI~S@E!E-LkZ>)93D|fC*MjzN?kO
z0n>!u%U)TlpOWjAHT9h;L5|jcXRN@#o|u1^&(wcigID!?`LUY;#NzQ2)eQ<>XRz8|
zy!Oa`qcuPv{eN^=><b$*P~!ej3HSPgi)>FaF3yj$_xx@<KN(8MK2y_2t=a(u=M6%<
z%Qn!hMbe+o@`9GZJhpA3{c?%qB2b_)jU8%K(0iUd7mfptwu&RWF35u~L^TJ6v0o|e
zL#U`X)KfiGhmL8uynCOgHWvSM&<Fb^`W;l*td&Qt`}bJ1Z}RlORIj{Od&%wj4L~}O
zE@!o$zJE2=L_Rp@%7$NIB4GSJXR<tn=VKGpT>KfnH5FGx-;3zJ`nUt<m>sCl7~U`Q
zUfl<V9&-xHi&^(c(jGNQvM1Nw-*KyR1EUBh!{bR1+#g`X-AK801&O0wP&Q9UKb=3T
zdQ0k0_`Ti-|G;0Z`o(@-=!mN~zFe>xvaEigQ1Zn=%_kTX{W>p4q-IPA@d|t}j(hjc
zsKAtlemb_(qnPz4Atpt96@aK9%B0`bWQ>47c=4OtvJ>}zjBl`P9~24}Gj=Vv8SZV(
zMRt<*<{fuLFI#AcPL!~bS#dLp`NLai0nlnG0xI6yM!m};I0K#@2TP^NE!y&``p(!8
z-sutWps^$UjX;q8a`)k=$iTaokOc|X>sPfKx;jz8L)x(+x@wIeZUc0rf7Mydz2yf`
zp)<TF`C5||W4Oxa;OoEbaM`2d@px{V3}m~8UxC;>_$KwTKnb~^Q?l#Z+Pg-#^Q?c?
z^PS)HGO%DFUZbqQ+A3_JIT%JU`}zV1D_MOM-F_F|QisfR8^BuCC9^JDShK}3<mLyy
z!1HWM7VXNQl2m&B?S-TYM2cm+;}fjK8AjCi-z-t_-v0Cycl7o72CbN>nHt+6AClvi
zCk^@O!+1`UN&tAC?sRO81dy#$*Z*k?pl0_ARUg+wo}4yk+Ktfjgun{~>9^RzIn>g`
z;sY0RVU?ib10;YzlhhC=;TS%mC-C)~vnGzga2Z}g@v{HS8VnEiJpAbj5LXJ<a8nbc
zQ}9yZr2SxbIeZWem?|jT0%|wT#6;4$FCPc$*v=unoU(|rkrKh|QMjNfhcSPhub-Cg
z?=@l|j4PTe8Wi{xwi>dmcNzzWE2R}@`baN_v1`iodi?96KKrhlp_d7R9FVuJ#m|_M
zTRrm?nf(hCrzmER9aI=k@^Io5@4J@|BK<2)TrfPMn42CWSu;v4GUw*cX9(zm-}8El
zAcqU3-!B;q9^VqAHyTdIW7#W87(HP30`l@H;zs%GDfi*VFawu%ld`^F>*1x+8w)Y?
zW+d*5mt!hdN&Dw}pg7_O%5-M~zC`5Cz+;8^b%|w)lM6l~mr}}e-DMgbS#FjN1+)FN
zAlyI$+x>?6qLy&QdG_AsI$XAihd;_*UG@_2+5B%C>CF`@4K-#4CFk;;JPNyewt-iA
zp+iQD8ld<It0LX~Q%c7N028`=`vWRdzCq^wcBo$KKz5wE5I2;;?J5WkR}BA;I`G`^
zMiA>P`SYRm?mpdj*BJ@aWn5dQL6$&LHazHs;;epq*CH$kyKn_q<65W|-Cw_+PsOpr
z{fg?8W<cvfhN0ETM90DSQpwResc`&zhJ*<?v>jup4RMh8bV4iN^lnktcn&L=hRH8-
zpqF{f-6loCYjEcM<BI~j26(GKr2xXJV>Vb37v0#~zrm$!0K#xo7_v8Y45TKW6^Y^&
zGVsxx&Al_{24_iKO(7TA;zgpQS3sshTJHvECkJSw9>6v^2~3WC8M%IVASTC{Vx;1D
zcEwb+Vaa}6co@Oq;utb?QEN>PaOw?D6!qiAn>1~#qV8^z0bsf_R4}{ci{iWQtvks`
zGo^X_W=~351(c&-_?JyzwP&-NUi@-+ql%ALP5JHeW#CU(d=EX=G~qLuI}7GGsUV=8
z=4uhicA*0C!6DvjzuX?!4!z)jz!q~kxaRr8!$KHc;44P>W$Lb}DZd&ke}{J$a%P|u
z%)t{8?EZo;-!+xRS0-gm`!W#iF1*#Y&;l^Db0>!??rcigFKOpvFukYe3ZgmSY3WTL
zML)dt&)Qh9B@QphNvGr8<;3;V1(}BQM>u{QB`=*vs=h{^ao)~J<Waryiyz_5)Z73C
zSRUqfLtpyUyY-K9weq0|2^4&4svw_ze`SbU<OZh0u=*v#1TMZPB|!s;j4m<RO*NyN
zJq^0>FwV|vAe>iWtbG|KNYpNpyidVzFsRb9TiCaa?{v2j^jAoKmY48It4A)QfBiUU
z5(kb;7zH4j=!~G(t#R7V{zGYZt3eE3<NX6?X5U(=T1Tnat*<OLQ3raT)1|n*DG*7Q
zN)Y*{R_-TC-|S`n+<pJed--Yx-ZuwG8KnQ*=%*D!=R!l$sUh}h{cyUyKFm}M<BLlJ
zNIKws?%KoTx+?_2NbWd_pMu=cKzXGwA2q&5M%j&iz1bi?ey{xPSPp~;C^ywzJnmj-
zqRm$esf-%uP8V@dhV?}yZasGwYaW#>D&(EiyrYqM62688p*^5PBM$y|rcZACRp@V)
zRT+n0Bf)(LUfS<*s=H*6f8iLW@lggj5TEGZgAeUDkc&TWQQ~F`dsU5e5Y-ONOP1%c
z5!2bg$cqNN8gzDuFhdoo-zppO?!UFJYx`|FbO*9fmaS;}9+^2J$yH3n6mQ5E1a#<&
zuwR==-mc3KMc#{0>Yp6@Cg|s-Sy0rmoGjKM<nb%)QjtxeU&53J=W=h!MS5*upTFFt
zdmQ@2IrID4wdf6TvQ=7m-O%<#quhAA%4VCO1Vy0P75f1{vVsbp+EH?D2n^}4kr39(
z>mNv-Pk^9??c*D^D)0Nx9>V70hw-!Rzd3N??q#p{B+RVM6qNTbeG9i%aM>K@h|ZUF
z<|=a>6CON-p%4Sfh*E4y-|P&kL+;^be;*zIS(zC|Kl}IKwuMv)bk5~Yu!p{i4%w|{
zLlQCK#yP5}HtIh|(JT**gUS_+#e+RdgZRn*lvz9bX7@^tdadq~c{{_c?{Hwxw|n@$
zMuLByVi~WgW|*V@G?ks;1-X&ih&LfO5Dz$ENBTa(6RznVcT&;a^ylndbH>-WB$B=I
zphLxann_&~UY!uh<dcSBqb$-t7Nbunu0Z(Df7n2sf^R4YVD}yAmo%I+b2ugX=}58{
zoSz@Cu?|Lbmv<Nx-VJ+b-)H`mm9n*6<A#04Cz?JkxtP_!cS8Kuy*m~i+*S~yaDw2{
z1pby^*o=$v3*yY4db~&YBi#JYFH0diET8c*Jjjm&^4>kmeA0Ed+tC!trsRq(=*+Qy
zz1FeW6!>NIk!kYD`C7BAb<LvTRWiWy#VtuYf0sMSfS-qonIz|KHDwC_*>erI=cRv;
zH@Q~__SpTdI4eq(Y${%tArbpceBILz7a0vcDWp3a@%EKOXjtnUNAw*pcbSYjDM{YS
zORZtUUBTjp#W+X9+xozG3|*}w@^Q=7qi759T0B^kzoBdVZVhDEzirz%Ve_Cp{Yr1@
z=Y#loM?-q`{1@?Qd<1v0pqN29$)MZ(cLwq^fVWmI9s?d=hq_@NlA`p5GAFP5tNePW
z_RcUlyMeVm24)OUnDsu3XH}1$#}5tNyifEt07o>=j|}qH$ES$OgJv6faQBMy83A0V
zDfrf^Ft-uJDLg|iZRoL`vn(dh@%9;mZuH-Hh^O4}j`pK7UU>*af`OzLMPsPTX&mt@
zG8~R3`)>sB`uhON?HoX^Pnzi2P{=m&w$g~BB#$A>@Nw&H@Xx&ns<`FyEW@nb$<iCR
zWT<z1Ixakd?V1wAm&bi6icj1J$=+od{A$|{tLy6R&kOxsWuK&ifBrZ+f0{(5%St5#
zrJ5`inmKZl<f{kL={<kl_%&=*&24H0y~@=;oUR<!Le>-R2gAO&0A)ZqV>F>%sTWU|
zsoL|Q`F<y(gkEl7&bnPZr#SJUmjV5iDf@ib)k0kd5CslAtp^2iEZ#MP?873pq9v|6
zJlO7?lje1~VqIB<OPGExce5)IUBFTWts0-6+z&xj?m&ivs4u;42k+3|dA^6N;`?db
z0?V(}Mx@37l&H@Y8xVu4hBqI}ZxtXLgPa4-3pmY)|M?UvHDnH|r2a|anFVutW_!t)
zLsvPT3J(THdEU-zXj9iWjcobi1;?V(_DKeFRhYK0JSrZjv;#?%14w%5EBg0MT;7C+
zs+`szvwZyy2@L_Cy9_B*yU*+2rRmOW;DDv?jXZTSk8hAu{~&AoDdzm+-FS;6UEq=n
zb=k=W)?&)uVSnSZ`=#go&M`!McjaHju{#1Npmih#fz{oIu58kgpk^NpJ;+3Eq_(B$
z5!`v&Yl&`jMuD#Txk8nMo#JN)$&L-XN2cj>?ERz8y(tA$2)|^-w;m!5v9`+|e~0#+
zeue5XQRC%$ut#GO%@JE+cFG?&G%B#cndo2|bX1)5oqB!Z_s7!TAW9m!ui?C_Xl3}2
zuW!VMh4~`9wP*@|!#S3Bq`mvVDy-`u-lUfY{k>!BQC{WWCU3L5^P1MX5pzt)-nI9J
zV~sXB)c~2E=jWYte_!R3y+w@<(3tm=o`yyiGIWgW@3K3X6(VXff6ndm>gC3eY+v~k
zpt<Ph&u_NV&7Tr(#}>k&#ZSe(KfWKuT^#etCF<ha<$gQ_@T$xY$1tN-67+*xPt)5r
zCfaxR1<;TLBuAr6cmq+SDSPq9>vazea2}c$lNCu<X0o1SZ&E+AdvuX04$dr@@`v%b
zxHc-c3Nk?${Azkm`dW!E{N=OXxY`4lk;?&^dVHa-Cm1ua61a_JdiGYrulPKI6Q2FK
z&B6Rlp>DM&x&Rv-o{1_kFlt%8Ucp@aQ}LbKUuhw>p+hyIEZqKvvj)*J!bKSRINCTb
zstaf{9ja?!=PCy!(CVBlL8aJT<6&3`g%3&P@Ijp|pbO2oR^Z!rMu*0j-w!B2ak*Vx
zH%0^WrE(3lLU738N-ba@4@EEb6R%g!`kdUkdrKG&WJGYE+#vfN=t=K;(1>f!8Gf}J
z9b+wFDZ8icf!KT>CrTS>K!1S4W8^#~i=JdW$Qz_SSxAt4Ahr4)*#0bR^|xTZyZ5tx
zf}P}+kDmo&yj^}|;=2=iuQiu<Hv_GuGx<_va+2au%4zv{`oN{O>hAQ|=#X#N^OlNA
zbB3iat#8=C3XO8gOH`i7L?a<=f5m$*^%>1UC@*3KH8WK5xy-D=AX-Gk*2`d5PEdx|
zqV>=1p})0ch&+%3U1La}X<&jb-0}PJY<?U!)$P!JSyk;3JTes>y36%)(2jW{EZ$^7
z8KM@y&6foPYTWJK;qNH@a-GN)Cr8=-nHoI3%^6N0=omF`<1jWW@Oy)*$?Wh)e}kVy
zP|((ne>V`IxHmQCXpj%?)o*J}V95>~S4HGP%aM6Q?CAM~#xjY0eLP;b*4ov`b}x)d
zE}liTH)~Ik0}o1OIB6UxS^41emxL40!wm2JpFy+ebHfS7msL;Y&(dsfm%o)QBa0v&
zbH?u8N>1;uGR~PgLL`wTDUD0g0_j=6o2YyBbE#Wz(p`2fp3Rs|FKTqSq8gxO@BSVU
zbE<(i`7Mb(NdP^$?E$CYTEX-xlm(CGr~ZKN9~M0@KgzO4RYiEp%)Y6I)Rwh<xio#X
z!;=tv8R^coB!>N{Y)g-yLeznuR=%QgTBy1ghy0ddj&ad1AQRt+_XC`m+SkropY0kd
zsD#uJb2Ki>#@#e1t2$0KQhcAbO%0rLTtQj>@4|%}-5&Q}PU~s64#KACS-6Z0!t2Uv
zX7)pG&h_pqX}$|v{!G?M>wmEY1~i^%^H=;c&$(rDP>)k@=Sfu`*FKwX-5-Lxwy*AG
z=huJLBW*w@PVv#_aCZp0puUlH5Noqd?laq$Rasl_R9CT*AI#+LpdkFe>M8(I*<O6p
zUSPG{iHBCzV(D_ZogE?byQfQ1Ra9BpIqD+y{E2g%`hEK*WPA{XnvyGQC_!KpnZ?i^
zPgqdk*iB*yUZ{T`L9N)y=hj|pLrJejMwPH}$TzmX8L5oESHga<s$z6O;K;u%b5Rcv
zso(UErpRfo&w5^Z?oSnmIyECHCWE}T%X{m%d*ht$LHpP!5w#uy*n#;$^tURC^7Gdf
zj)@5$wBNf$?#G0dz(weGHur$b(C>2=E_GBK?z<nn=#~b}DP%YBt@-qAd0B<G1qDkL
z8}gvs%zkglo93KjFM1*)EJxdJ>b+7yBoW$-jUV>=D?EJX%%z2rW7#SC!nIER7%xgU
z?Km?U$kuIFO;^v2!X2(WK2Lwn_Tg<3t$lddKBCY+3BaB=pF!#)M^Xe-2HfX^<B_>p
zq}m8IM~gDcv!#rKPS$Psw4zG9@%O3y^~~o@-<Z&`K1@R9Miy2zw0Y~>oWeoRp-FX)
zd}a8-0mxgVjGoaM8nQ<QCUwf*{ms+r*UF!(seT=N=4F>d4u9@UR*N?Hk-Q!g_>wBh
z8J=Y#i5X84nbRH?zv%PguZCXR9C>q(g^Jl77O*=}0>cMNtkkVo7=4G>D6~))-Jh%9
z7L~~&I`VMcSHmc~4VDQ(`&t}YZ$LUg;Ko0e%<eA3m9Kw)!b{qG<?6v-JBpWH@TvR9
z87*<t`6{kn^SttRG-cPHRZDha?#4n#8H~gN54(BWDf7TsM6xDeZ*`<D0B9Ph1PZO*
z*@v+xZ_*(F3h!jcG__aK%75Li<`HX|%u9u^563c@s(L<ETEnJhEf+xJ^>veEkML3_
zxqek6I@`^6Ph0uT4a6Rl+EC)BOk`}uSgytO*l#y!WR8J1kp}POIUGVw2bQ8{lRO@>
z{oG(Gs|?CQZu7A$u`S^gwRnF5;;23fUb2HG%65lN_46U4jw?@43|%iuj2h7AB3w9@
zLNeq+Bv8j*O)&hyqyMx|>$!rzT13!2e_jd(l-P6F)&{R%so@$-T-RV73b4D`uA<a8
z_G*mayeSyJm(CYQeV%DZ!&~`LEY)I&GBo)2g8*#`EZ9H@camI0XkiN-F6@9JyE}%}
zuRG*)-hP>CXNjM8Q>5v_aGpP~r*8rm3Yi{-==iL@1B5b*U~H3vFpDvi>^&AmhPwU*
zXXk$Xa=fKIp~(%jsZz}Bnz8HIJikndeh5o3yJZ)z$7b{I%6*mxXz{WAi34x`9(~Th
z+hwS%gO?5Z-U*`3hH};dzoEDOfp)g^QS_z1U~6_U7{&x(uk&g;zyUpg0vVDUFWcBN
zkByxYMB#-6$aCgWvSs}D;PYjXt>=2p)8)c*B@x^dez=9@Ru31Z`2!j9sdAsfaQQq+
z{nXg|hQuV@9}eH?wO9P&b6?K-@xZFH2TYYSuA1P{h6WzazD8VX=b>PwfUKbAQ@ic*
z!%k|LaazU4BY!P&^oAJh_LsIqso?JuQmaM(cvMEiELG}|F-b#{ydBi};;+Gv3XY?~
z|J0qpTan$oeILxdY3?^DIvuQ8ipW|5F7L;<JK30fp`lH*<)s0$UiVkYZF^-t4P!WH
z=3l)J#sAZ_*&hq*Ssn>wDjx^06TV{H(0jN0%ITL(J@G(2Zc7-EkOpw>g^a8M`m!P`
zUyJV*3AkW;E3h7|Fi*ON>=~kkLSVq5_+$P9;QGc6s9;SGLs^!J^U7PvZU7%9WaAQy
zd&p9<ET!Gc674QSJOaE41nHREoI%+^`AA|zD0QUv{`Wl7md%r;tem6!+~mb1nLHdm
zFEew2K7p5R7nyeYzsAGoJcZT4#Ea7owl#UsVl*`TorKkMp-9K!@HVGEHQK?&bCVPx
zMhbNNdZF9_N$p&MEtYMFm1?iqSi#hKf_3a)efsiT73>Y9r|zH{<8u|oPb7WXpXz@F
zFXAIua@Kk*>|44GX}`bQbJ)BIDsqc6w7SX`t%9q=YYJ*XPvAe6vO>M--6%p5VdWo_
zcUO_ADJ<$=9-Cw$EZw+t`k8UtDp#!87vbLT!GXf=D`gI>F=`9^8{awZ(B*`{_}gdY
zDV9-!om4>h>xbJ0S7;o?FxsB#@6<x^Pnc@tW67kz-I%{IwaoEt?(rC)((@ZaUv0T_
z>Z@|}R#OIB=aeqk!GY%u`B#XBuK4esUystLK=PEjn+${2;g@Mtz~cDjaU{t+9<N$_
zb-Uhqh{^1Wov3_<e1U6}vroONvS_DkOr==_PilGxkv%BFpGz?Ojsc9P$O<)o{_tv)
zzQ-ziX4-py%Ftkg`li|XMFkS8V*!sHEpHE7{KrSwrGGSA;E6X1@>CSW$ox4b9DQMy
z3j>>xXvg`|x20A9{~&9MTegZ@RCAfVJ?pz#<CSL2-ZbqI`oG;LaMz!o7?!fYGaJ8K
z<Eax-#=Z!*CrAb#JS74jihx2h$F4byHC5Ek0D1tQ=Kz4I-r?|tl^z2%7DGR}LU7b?
zSotsesylx5jU?B%lmv{5i>1Ru{H}-iPn6PktRKiNLc3K3S;h6=N8%4Mb-rXJp5es)
zA)hm)J2}36V{rnK%AsSGLDAv&&1w8g4(Rp!sbM!UE$_v-!_S<$tARTX*2vvy&P;wm
zeym8+!B(<yvY4@Zeb(2Z-~T?XoVjQ^<9A5#p|c1epX&V~w2)g-`MKUl1;2+|ULC&K
zMZ^a%y?q_*{acIui*V#YqPQ;-{%TG7tN5*g@CjAPJs30!0RO5hoNe$CfeL@%ziF1}
z^zKu%>wsKX-I(F!?@7?cpBsIyl?^<#&7yS@f3k1NUHIPgH*SWi8ik98!yLH<R%w36
zxm1suT%R9Blf18}@xD_TI-k6Ado@o|FvQmfTU6cxKv~HmLjxzKVozh3Wr|e>^UU5V
z+w$o<UdDdHCH{0K`{Ort*w{{fmXQy-wYkEyuZ3Vyvx7vPWo2NEm=;N5V!nK5P74yB
z)!u0)-L*`*dd4&qpIsiFa}Fxj?2p6?N>uZadc^xhNi#<IvIn%p|7w2S@qEzf7FKo?
zU!Afe#5&;n8)+nn#o$FlufJH%)ngRK?$+F?*WQFV_xUEDOFM%vdo0HJ-R-;6uGm<E
z*3gRA4qkA>__#*YYNt$d;h8A85BlMo7_R;ETM9d=omx=-P|GR*E>6WnMikFVIVJp1
z_dLx&pWF&(Q4#$w#&M}0@E8!$aVZ6K`~q)K4u|#Z6|f4hdwS6#NWPI-+(#7WKE4-t
z9DdWWsDAwxHq4evZxVUQ++1f})N?nubj|SK&Hc-%Kuo|d00m|z^(;u*F$zOes|w(D
zB`K2$M>3F=RYjtNe&u7?1K>1`ZYP{*MAa@uZ7?Fc99Q}(YwOhqTUksaRx#m(Z|1yr
z->-)zAGxD2;p|`H)9BfC|Ne-KHH=O6gKGU}mqq7(S)eASeb;3+9Z`jrdVR=-qbt%)
zu%c^cnU`bHuZ-lZ`<I7$oKSq#Tuo)rxk?nfI(~O_m%iU1_G5#|g-XUBRBNw$m3ma(
z=zW3$PMsU-{Gq@)KVfk~J19o8M`*g+^=kgGmj(v8H44I85sKf}ahFomL=GAS!%{uV
z31RE<nIAA8xoF@B##>|C(qlVMx1(i8>!0J^rFjHWecl;o{(bxX{KnCi+t~|HJ0Y?9
ztPCv27|DLaoENU--sOaN=(Irqq}z^`qOyGgg~NY9;TrL4W{4%?MX6y;5~g<;@xd|b
z?*p0h?v>|cO6K0*=SRMSAt2*UUqbPOh0gWpoh0E>F2g>LF1v^$!3zE~UjXc%8~oH^
zDvef_ycVxp#3fb;OJ|ZPEibSL9c-wWZz?Si@gyZ$JUH^xH{cXiEqpqed3aOrg;j~Z
z9cIR5yG<}zTX*2TM+S+#+$ie8!wJRp=82m6v$x66RujvvumA=*k3wd9NbhG@cGFdu
z2zoG7tjz@b^9t^BU7zhtX>06=$j+XtRs+6!U6=3P=4O>GVB=43>Y@E^bd>hZfRD3%
zoI8_G`@6&Z&2Wy}TcD29zZ_?HI{{Gkdit9UiM^TpfU;4HaSLnecQi`!RoW-ti}M)I
z3c2rr@m9;@y#>T;&q1N}dWnbN$BK5g=$+b~8bDQt<EhLu#VqXKX|JJ!)IjK7g*}5P
zUv~%Fh>j0bhH$b3mOGf6ZM<2z;>NcRS-Q82jrwh5`O$TVcUAtITtF+J70|;Z;Zthf
z=<qWDcj%+UqrESEr<Oz*Ht*r))N(x8(_9QsEGfaR@3(|A^>dX@SoZOJ2^AQ6yX}?T
zL-u2{i$nf=PH%(w<-O(QBC~J}xvc;#qPFJ|ee_&V^*PtTg4SP8vNMI__Tf&}7{5g&
zyhL+=`GL`_^m?xp;$Qm8wnn5I(Su6le5`!IY@-uNlu;bJGyN*+29}lG?S`5Jm2vMm
zj}AZoS!xB7n0-0)XNY1fBX@yDQnY=5xNFpm>_Pu*%iOX0t9+7Zuc{SSx39hU-3*5;
zg4DUcLZ$>tq?7c?gUb|EzdMcI?g8!w+-wTR?{Qd6Sg(`vLVkiPD!+E>vC7-PJu43^
z!`Nx2^LXaW)_L<#$%G0pKm|DWhW~p8s-d~Za9iX<6FAwYVa}h6>GNqR9WKk{);|G@
z<R69k)fw<alf%P1FRKixz~vN`j0EkFsxSGT`h_@Q12lsAQsmm|B7=I2N5O!gG@lg^
zM`a+<wH~P6f;4>VK6|tR?Gg&@a%Z+^^Shuup1kvggL)1X>d80=o_E-$D{PKCuSuYX
zV(_hfzMY!mbLqNn>5(TjyL<Ggg}dZmAl#{>i+zH#*~))*_=OGOs-2rMalV`tk$Rom
zS?c}cw)v{95QXJn)-Tt1kn$%!I|~#weoT&wmDxZ28JKR&G^hHVmLEHhI$Tk8cda)3
zZtHasg*%XUWbd{J0&7F50Eh*W4ZH`SY7Ldd2K?(V*Kq;|o6ZTzcRqyfui$0J<skgU
zxfDAO21N}}$jtN+zN618vjcc!{aVk>Lt}o5IPtg7cRc%6zhxWmcaS<2VpjXBI5O--
zw(CB4zT~=y&c)t;7`YFCzh`vpCfq-Vhia2xXBw&-9ZuGn{kyC>xHV|Q6^a2xeyHP-
zmz)4=X&rxS7U>c#$U*S=XP-or{tg4#ualLX2YNm~t0M=_SpO$ut*xw({^+E5u(>Eb
z)Fy1=()!3y>p5Te>AdPUfJ$&B>!|y}Pf@QJci2ypv%`add5}ByGQ}6_1<B1-@3?Kk
z!o8YzT8FItGMegFTgqVkWu@;BTzSm012J2O&U;9tv?}{}TiF2dmFxrIw%L)bpnbl|
zb?BiqYV!2?!;nA+?7HwiLZ3p|>+AV@ryeOcG|IO_fNk0Kne}gyyMl&wD3-SPJ#b8N
zwlA);f{+g|>>sr!?R$@$jm!-DU@YeC)3V#)vLl9-7dFD`bpeZ;<1YuHJ8067-JO=q
z?IqVqYPmUoFpFY?9muPvKbj6o`f#ShKj(?I>}Hnxnd0ecT1Cv9!2c*(=PEeu`+45|
zPS6}MKk%jWPFJK8^65L2x2|e;%IzeN3njoioAE}?pJHnjjnDRrhOz#!=dlIa`5U6T
z7%b_<dd0<z8gI{;g~vZJHyRb#oHer`p#E@$w(YLX2}{bEC@Bhc!$)@ttorkUe`UV+
zA?a}lQIh>#`tiKH=(Ut0JM}^UZt5^MelSxaeR7Q?(y$$l%rw$(DZD1sMn8<SJHzWH
z{S_0HEu~MP*jK0Um&9um_jjm}@AggZgu)H=iyOU5@0$UjHctcTYN5Ybr1OHbQSiRi
z!~Z`TDpPH3=zj5g7W*qTBj-C!zsTsZMJC>7Br~bHu&e3YQ@8+diNQthdz6AxEe^eU
z&mRDanN$ggr7zz|=q^FW?unhoOxt%DRQ2<@fGNg)Y1;ejS*giV95BORb8{=`UDuuw
z_w)><G0uvMU$2T8RKX!(_)M+*6TlO=V1O=$fsvt*Bx`~g-U$L2!%dj|;&9{SpTtp)
z_A^XD%)%O;jf|NJ`nYrF>W@G=l|Cs##U8u_k-Zf5E<0y1j?{a<N{ryyfv|PHQJgZ8
zu{^5~pWSw2a`H$z0$glu!lG$w?#XyFt-d(D$!4*pY*v1Mqr;_de#ZCiGjIptCm!NV
z+$W}?R2y2@WHb@)yp|Q(l+oM*zrdW4n_WuX-tR-?-j}0m9X$pmRxd|jEI90`$xNXJ
zq*$9;KE6elckDaZsidkI?^X^8BkDzP08QWrt91vSLmEa`A{JKxw#h9#XrO|>hhz@@
zIY5CS<5|m?KE&Z!X!{i56>X>cq6lgDG{4yBzl*`MzRwv}@D@+=PaP~3eF8yKoa@8;
z741%pVDF%`l&IS!pskj4Vpz-G)wkn~J%8+df*O2K(Jbi<UV>Oz=2$Vp5`yTVma)*3
za5gjq0hA)k^DoKdb1sr`cAS*AG&8A^x?g8z#@cxuyZ8KH!)ydSgc;g!nxO=aCHGKP
z2YH0rv?IvrsUeZ1pqQJ+uuXieq!WSB3a_U@Qxr6Lf=8D*G{b3OFKT7BoZwJ+`k9Ow
zoNmG22xpc?WE`kJ{Ozx^mvm#fQ3-DZ+49=h%Lu&?q~(_^sS43~apdkl5__>4IAn0V
zs665|;f+)N^yo)XS?u?4Gig3~1imBbpmDq24aUqgtu>^Ugrm)~NuPCnPwv6{O8=}3
zbhs_JvhOiGyPt46Jy$*kgDzk9q}InDTZh8z_XL0>Q`>Wtd+BIq4H?0M5%`0?t-_T?
z4lm@en9({Ykyh%O%)EKBzDH!x(wl46_jKT4Sy^gg0co}htRadSZoiZ=?%#-2OZsV^
zP_;tRL}|}*2-O2~;~W~<ddy6df?r*{cK`yAB?xOC3)=&(Awcwf_BC0VpW+QdzRivy
zi(!%O(Y<Qc5FRz)^`fe3Bs~K(M#D`f3fFW=i9Y<y2%@lh&<w%f$R?+^hw>WlMc5@H
zhT#bk`h6bF+|w!H08lC-sd>>Q^)AKeW6hlAI8gu8<Zofk6>G3A%;m@~l(Fx_TK@3|
z8GlzzD;C&;v~tKSuD>`a+a2ijK(i(H<M+ot<-+QS>!HA|27h?Ylav5oFk$X{T6|c}
z-)~m_Ox+zzwuiwMcA@-{3G=NIwcWub->JIp#OZPzZoBmO#}_vrGy>E}63aUkVcR8F
zhjqIod~>$LUjZ2I&5VxGMR~8Xl)gLcu;JcVU7q~|V8wAsa*iKJTv(E`<DD4D!yKb`
zNm6Z=A1OKTT*_Mp2tNJsshE8ml-dh^C8t$?Bag+A<X{J;!Nielpi^6~VdH#|Ka>YY
zxldfF)i2+_OQZ~!m#SQ)81}7U*1Kz&p_rl#(^1dP&>Qv-+2KOlmf~cBQ5<%5cWaTP
z<FIjTedhxJ{+{F=v5DOwex`v!(h~B8?qhD?=jdeAx#u<Pu9Kl24m-7q7JH~D!#NjW
z@8@=@>F=(YjmFePf4WaZcY)&}9^{iH)3`o>&d&h`6lnH(Wt#_VJ-9#&-iljB1Fi@W
z4OIR@nr9XAe6M3zEi~se1;4vU)DEoXqmRIvlk$d7rD;vS-Bjn`a!YTDyO+$9$Hf2L
zG4Mu^6@BCi?(dp-13J2EtF!Zs$IKNSbwzT>`m|ryZU#3FQ_rIh-aOvgl;$f=UxN9a
zYw#f)la89t(l<V}+If#<+dquv*U`Ur(;N)hI`++Rx;AT_$&Y6ie<z5K3HAV|6YnsB
z{&~d;Ls^DEihdRJeVMq1G}GwA1HEnk&;saY1)7nu@x$nvh^$0-DLe^QT{@i15xAYh
zL#IUW#Xi;MH<~@~W-MV=8a>EzrZ(-vj<WgXd?p9fVm=dD+elkWJ!jI6_usKkJ(%PD
za^46rPJo9Z$4Tdv=60Bw7dXu1O#%(}KJ<^28Y;^t3UuKt%=`oGWBtp$p?sP8J0@l1
zIlM*NLbWwtNo1eHXqK}MPPxA|)TuXTP-|n&|CI{G@i3{W(Sseu_I+Vcm->A-?ui2T
zC9IFiDwi{GeWX1Hvx?8C+$>tKum-^3Ry$a~1AQFc;6=TSHl|+zNbJYxV4GS)!-}mH
z8Rk}zX<q*P*~KZ`<eDmbJadtkfK#KRGsenMQra62C#lDby){R|5UhY!&SX&$f}+(F
z96sGw*^ds&8Clx045$wxJyMgvA4m~dpf-)%A_WUlbY-s{RL_mGjwa|8DnXC=+#i4L
zQ9z;-9Yt!reZ{#F^Ml++yGciWG{PS;x^uN?f&x<+VypLP7{x3+z-jLQ`XkQG5@)|l
zkDMrr{a;%vOrYI?JZ2jtUVaRlNTsl_lY(c#e$vJ9N;pCw8&fx(k=2v&07^kd1x3)e
z48wyD3_pABR3eH-)IiwDM6C1*Xot#Qi%j)Le5iSHqj}`iRO|zTy^(%wC<YwS?jS)h
zd9yEj{K|=5pMPt?i1(ke&sKM%Gv{_XZWx$&l^Uo<j6QCk08bAy)-B;M%P$VW&|TuE
z1g|AHOOUnM1&g<qo`EF`O~7AHi4q+t)X$#xK~C*;m!$QI`Jgq(r2eE<My5`W-SrEl
z8-r)V(;|w=6MWRR18t|-eW&c$+g!5@e5DWVCVTR^TiHfl>Yd#RZ;>eHUM30_g6{fU
zr6qg(884)}g}-S(*T&nRjQ)-;SCie!$$_uhE1S*}m)(sy*uT~zpf`BY3@@0e?Ar9>
z3CF$oS~*mO8e6&?|2U>p%YUadcFHc=!L*tduiJ6#!hAYB_R5qn`w-g0_#}WZN~*jc
zwWDZcYc@X<Sp#gL$j79hB&}!F>;{7aMXcr9T(6lLHnjhSI4-Aw3n%QS^xeBHSKm)2
zFl$DLJ?@Wjhcs@Udl{+yjhDw;#A`77?qTTKR1ievhU<3^4WRD5Dib~fG&>XYT<0jV
z1c(%LpXx|Dj+aG`?uPINarq(*f>sn#GRD2)j9r23w}Fmc^p3hwwaiBgS2{0*BL=?~
z$v95adaX<S%qM&1c0ym88?l@Kv0IXS*UPYWTq5z1Ke}VG`}OEz`VLb|bG7`a7=|rr
zrt?q0Wag_o_`B{-(%JmSv|%;XDgI7yd}5B19NT=2j!br7o`!2I$4Ecq=kOCe$^Ps3
z{WwsduhL;C>G1Y+n}_GiHnvSN(&8{oS2B~+;FH6T1Kuf{RYPV^^W5i~-VatgkAHUo
zis#xZpX3Yecfdwwpwz<ql@C((d#&v;0wgA-q}`mSx9U%?eV-Yc2~k4H5xGAU{dm`e
zWihrd#COR%LTUgD7igvIK@$d&NB^u2X#=QA=rewAQLeWxPbWx|;}VI|HA0`s#LG6g
zL+AEpqpKkfo4{n$4&qgzi@h|kw%nV4^IY^Xibo>jh4N$k3x)Fvnbm~jD^nkw!dq(y
z&1^set-s54$Y<CpJ?=gv-XDEe30LVYJ7(V(Kj*+r0i?<iFHq1cN)lE1Vf*q3tHN~y
zp;-t0S{$G==p*O&1&gb$9y>F>Dw<loj;NE;vAFCzX%S>rqj1>tF`&G51Gg;J96kUu
zd(%|z!`&ze#cjCbepD>l!wACHA()XB_6Oy3zqaz>m+D7Lhy4{lYDkV=RQPi}G8S$S
z|4{Fr_KyqJkh0;0_wffF6RLo0+Arc#-A?Qw2_c09bf7ojcPm!1HAr|7a3tO|dfasA
zocQyh0#{P~GraZ%{f}pmKA1Cwc8~>lDH&I6n4;y9=I2x{6S8>Ui+IO80unk^%gIgG
z>}zpjGnLQlt(aQbJYBWs0jllnG13m8xSYNzhmCgmm-)H*)L3HbtI<cD@<4Px7F3D1
z$niGo8bodf>}OX68DNp61!Byu{4w%t&*kJ&U%P0QcOKr^hvnr2Dk7Qz@%#JXIw<W(
z57gdGSYaQyunpI{^;lrBQxF+zxrB;2PSE7g#Xl{fk=v&~errazA#`6Vxwu{-5RI2y
z67B9DX_D-TWK;f{3d`5IFOaI=WTY38Rsjv31R3{`@7$aS6+~rt)p~z6!Q&|i^9j{>
zUa;)b?O4MaVlyGldvyzne}S3R8uQ&;&<oWJhKtPiP<^20(<8|z=?)au?lJG|@SO^%
zHe^UHE?uQ}`aYB87nDugZFKWSah_YTiRD9=#&D%eR)Tkj7U*xf+@R}UrHN+BnP={Y
zuzq%^z|woFUcao4JVS7AWK2KQI~R1x8~T=|=kp6wU5|5-_q+0DACvg-{A@=s8hslJ
zmjL5lc`ZBt$O^M^C$~WHMbAEv**w5OHh`swGbNCFw5JwzwrGl#m5McJB$&0f?d%MU
zswR%UJDlwH1J)llyko!=?^uIa^k<s{Pd=fDY{3pYI8m<BPAS>E-Ma@wv1HV)erCF9
ziej>TD$Xa0^H63x>@HY4Z=W;6Y;HQYGMs+|wH3cVvBLf+yc?MwE1{N3iU`kNt7|!u
zHMkCSOs+9JZK^KiP(wdBpGyoJgm6rhd+hy2dpN-43R0(#lWg_lqRu4MPBLis9xTK6
zV>0@=o_%WZlMZZ+bGLhTI!G*S7oO-m<o-)C0}fQ`cI07G{XSEpoC4EkCFOB|iGy>n
zu_6)|^1cp{6~Q0<Kux>LRmpGIspK~wQs477UBcjDueqgFg%0Fsc=JVC-oDMN@&Mv#
zQuw7kzH4tq&GW}7+8UFy4rKI3b^EA?dY7h9I8VD0-6m>>hT!fkzrrQFdM^2h-_Pa!
z<l&YRga_ID4Sr{H+xWr90)8&LL9_@tBfjO4@ow4p|Cl<jZdI`?3jZZC_y{7Pf<z^}
zDM?9^5q^D7PIZs!9=EG*ooIl)*IsMRZ?ciESyn*(QJJT`M0y_Y2pBqE!q}MPD$*gl
z@n`ovc<0=)GWML2`(xP(#KWaX5n+}Pb)F<UFL%}MH*rHbJ7Nn1NB5QBz%*!n?(w+r
zLVlULPq)D>bU<hvVv7d@!7gARvvh+thGBA<b4SB2IGEBNdL@|{vA@cAzc|0!CoNWF
zq!;y8O{Zr)Xhq9RIdVb$<Z~OEM9yhMZ0I3%CHBIs0L+F+gf8fD@*eg|^pX}6Wo*U5
zYyB1>&h{Zjo|V2NQr<6xnxpgcz8bdc<4E=Cr#yxGEzBP@uxKF}lP<)E#RrhH>jXaA
zJIF)OV@*FVPpJ|xC{r(Ha1!Esw2IpxO&k)`IF{NMDN0;*#N!fP^Hx~Q<+?Xk21$NI
zbetmM8t!tX^a*!8CV?3m-+-h)Y?NrzSKSN$LI1r_jF$Tj>b!&Xbl$r(D_6zA3F&e}
z=a7gyKr9ea)9H?o7xsL-)ceZU9xqexx82=Hr_q#j)2})L5hHgqyfX(b6pqtrc~ls=
z3>wnx+=MI%h2n<E?$)ibe?^D4S~)Rvbn>agr_jLh#RG4w^ZuT=krB0K?X|`cy}WW=
zPD|_o(>eARwU3WX!ad_l5#FNWD4Vb4aSw$ieM=WQa9o<2z!Qi2f+hGz4A>vQbSJDe
zivS0g{K+pZVbmHL`$?4|>WHgc{KDe!vT43ly3JZU5k;7^c6Fvr-2=WaqRq_+j;mVJ
zn@@i{?<fH2Sm=Ccu}2@F))%y!4#Lp8m{`mP5@+_y7FyU3pVRN}w%Om<`{E5&M&<pP
zPgzHnQ8oS0j=BH08(75Yt-y@iU!3+G$O1B|$XEkKY`XlN)$qM`C#ff|yMF}N`7mk(
zbKwGKp7-)87W|Z7E_wWxWn-|Y**kLz=KL?o1cRI$ASe6vo0Rj-8J{-f%Hbq(`Esf}
zH70KAoynw!wJ*7md0kZPa-?T%AhWMs3rGiv5nMx8@0@3uG;t)WOH3irAK_l`NBoJP
zsHbC|uXYQ$0zPzOsA<6qLWb4A2iLQwVAVYtwJ=H-OQY{ZBuZ-Py67h=UUh$fkgZKY
zJq2TU`BI<COz97liU>xme4u*Y^wRE&u`nZ(2WBu$xdG?HpKa~4o%1vH*yPSUA#)<{
zk08BRm3>9yaD%HzH`2@1)gbM54#3G~+oxnVF)Yjyjl9nnDS6r3DsR$+i7oxK-Frf=
z_(kTkWI~h#ulnKbcP{a#jX#53u{?0^^`TWH#ok1QST4}U+6uC1$j&A;A$b5=;U+kc
zPdgj9v`Wj<z1dirvx1p;`>^vOsW#jooO6Duv6Yog56m#RmAS1@2)LGRo@&Tas`gx4
z={M16<q7hJ_R|%@_od~L)<lp#;H5txAss<0t31{N@=fy0e4#?IKg&LUlTfB_96#@u
z-D_AZMI?Lsv6l_B2<v-8PV9wQzsHT7UvU3p2z$c(-s?%`ao`_%{eImK-yh3`!zt`V
zoRx>4TGcZvKO{l$k<5NMsw91kVJ}~(Lu!i8x5>5kRvTsSRn-dG_csGVPDPUDx)006
zqEyEeEu*+=4lWtp@1WsgLh*1}VBjE)RN;u2@E7wNpGy5Hdr-xN_EG(yF86;dBDpTf
zm4jqRexKN{O~$<y@W(MFM#qu>_y*(1Y&0)`@9>1tq;?l`ZSiuT=I+BGF0>C4IgpFH
zj_{mZ)SyL<hpJa-5!9fpg#G316RJiS?+~vMPn85=SzUHxwWI%SsPL!F^;q;st#<OG
zpUy74R025QJqEi)j>Fk94YV??<O$;Hm_QNEaI3pxu71K^-?soAa^5L~Csk8l-9>B)
z8sG<ekZwzCXc3P4GxMhgeM|9Pr4P>G<^Wzij*9j(oJl)w6{K*Ig3=xcWcJXW@@8u>
z=Wy5ErK`N0Czr;QBTt?eM04Io%c9=FmrE9e-aQ=uZ$64ir>&12o6Z2dLFBv_jW+&|
zRZyz6U+$obEs_=Ltf~;uc??nkc%Jv`Hdvj|R1$C3GSKKACY!PR1EWckRQcA$?ZG&T
z#8w0i^%d_q<i@0wm)GXhodsI_J@tY<#j<<Y8h4gm|ENyBOW(dKFB<vhrz$1THJ~t8
z$IOxecf=!_Z~as@ujOZxQCA$9%kg-LWFNGLowa8@rTTud5ytIn1smqCPb&PCpTOQP
z2j8R|a*@u+>)mhP;&dh_Y%Eeo!gY)fWNDr~!6rHQi19HIZaac}`|+-W=2c4(2jw%(
z90V|O1Y5XVPJ6_i<)-0Do&w_$&Y3HX_xJc-iP#UV>wttj8NS_lK6Cjw`uciq7Hwrf
zWu;<^_4v}IMKl1rvsoy}8oZp*RJ#b5O7`dxdM%$qpBLJ+%!o?q%3uAa)j-w1zvd3*
zW%V)kQJaD*sWosY2le(7Smw*re9+M5P+FVEe%#Y4bl|Yn&@j4R^L=IA_bG@n{S}$w
zqk>Iddi}cas}*S}2MMd3vgQR1plR@z`VI18E9b{hx)j0365-j#*W1*#1;Se<E$Fll
z^nL2BmUqMjRzO1v)S!7lj~1k}`XC<BxE}#aUpXd;b<M`Y5mp#feRI-gRHm`^ekZ5B
z(m?DAZYI5$9!EYAN)wZJknpCXke-U>CmL|g8i7ngsdB#G>iU^2(?z1K;<yU;8*%D!
z0DmCaW=2O!@s5k?=C`|iLV9*AgG*7nt!(fr4g?Bu9PJ%om98}aPAlR9?JLvV=GB)F
zWS5FQc=>q9==B{@8bq@)kk(n<U#IfN-0X~gOR6$_3nVkLU;mep@#%MAptlGni+au1
zs+C*&1Yh9!K*(q(-%#D3yHBlWx?+&^1;aq%y9`-~n3U*pdPl)5uc!JMu@5|Bx(acb
zL%8E&-0?hGn!t+HiQC)LTemMl=J#W=`)GuzK;JSYvB|DOYR2+<bhB*8b7?wq;@3xM
zt{7LJ<R_uWH&cC-dA{{VI7vM71XCm(tzD;2ybvN7%Sxut`!-;PP1aHK90ClR1`yJ%
z0GBWHy?$7(%U1ve;Ago}Ed9Xd(nzR?lsLX9sblO#!V%9T91ZR%ADFp#at{W{fT8xx
z?E5AtdkuOBZf}-s?Ax5%K;?qbu8oJ}#@_5^CwpnL&fL!|58@^nz{u;Y2?@lv0F!Kl
zD^J-g)9NB<xTa7$#Dc~rZ{jrvf3?}_Zgc<(2ekr*0usElZ!rGy>0HAqQ5H)S=&|9o
zNvIE~cM^4r_azuiBm|0)*b$|~d%y}A1V|7*2dZ#ab>=O|3w{?rR&5*{=+87eR{AK@
zTlpcB-Cra;R(dq8lat6O(|X7jh};_Mx3zb!;AyCG;z-1GkD#b|l_~;)KJ{qd9<msb
z@7T#B=ZGv%k>y)BO^y;KyN<Y@SI!>3Kh6E?g|;9UqkGmr!_l%Q6G2`0K5D>46X;hV
z%7VS)^v04TkTDrFp9HJz=MVTa(N2&hhB07^I`7x-`vq}_OhWI%s{&{-ZI=rw5aZ1Q
zqg}rqZV!NOyxc`ZhIB4J+V2J<B)r=l0Itdcf8OV0M>?hNKRsNIBejee!Gi%F38x4R
zOa;1@JOn8G7o(f=$}8cP^m5_r#ZHp7<?v^mlukjiF4}bV{9B9H$c*L<M?1X61LKU>
z0CI%E5hwnBbISb2Bai@btCMSdR$N;YA{FU+k;AIRIs?I%w{KKj7Y>4XY47Jp=7YDy
zo-Wh^raoRXw;JdtOXg2z5jryE?tpH8tq&5-x9GWF5`Q-qWhiPbFTFf5QgNa>UPbQi
zNH+24H^FrOyMH?Ah;P262ln8dUPDKmQ->1-L{$jNDczVmRa@`yJjaj+zZ|D;`CxP|
z7}hH77F|p4g@maEsYp08bI<LdDZS8w=G$Hm`{C+3UJo+Oo<faPdeKhyF|CrbpHq|V
zwX`7m%YHrW>FTozm9j6BNT1buhbfP(V3x;n#;5TJGxrH|2>$NFKnR<BLrhV6JVOkf
zAHS0Dikn}4zSbw?o8k36za>QQoh~Wcj}PYd8(KQiJ*|PO!g@NjsJ#5LSFPk%oPEE)
zs)cxai6P6{Yk825qS`sdaBZ6NYpZi;;99`JrBVbD^fVCFUVVsB|9B#rjX7d@Q0(@m
z%JiLirKILGKl>LR2dhTA>*=7gQ&%6syXUWhdAu8BnSdHsMTYYJ{>_JNeo<dF2Ji7P
zB<)}aTp@g+m#Z6pbgkbXDY(63L)L+(koFo}|AqG9^i1!^+uU7-5izsKdkZ4xx9?&3
z(9kb{0{D;T%ZzXi754xo?%M*;Is4SKUSdsAVl;O#{<4k2Vq6d}6(wQzo(F5_84er1
z6(kwr6_5*!FE;DmZ;IOy3c|grNN4Lo`C<*blhiT;^Lm|x7pH&d9I1*EU#@6q$;w;Z
zBL|^lKUd6am(odG+EP6Ot_uRFX%TY&UphDY?TbItDAcZ)XGpOkG7F8#{XrTv;f5u^
z;BQ=o=+?}Kph&BSkx|iaUzO`O&j>cnI1oi~Y4g{76Sjt=aq~#Fj(R|OK<2}sD|kT6
zAR|C70$0^r)su3+lwe1nk+FFI2UVp-PfUZ!O8`Snup3t|@sNR|yb#~`cX64kI57%K
z@(T`-p_+d_-(M=vA)rUvyRfgt30ftow7eXR!u_$o>-|)6dh1rNLuMWp7*KIVu7%%I
zUQ_Wmyxs!s7fbF=$ul2v>F5tSe?uHmKog-YDzssjFEJSR=DvopRCdm|%vn^RV`>dk
z>jnrDdB4o7_Gmx-W2V|}LP*Vztu$q=>BoSzDA-<(Zk<ztz1{JcfUuXWsT03ju|mr{
zWGL-s|8xS`GC4`7exnkbfA|}HB?$LydLMf+Mrm;BVZ+PJwukeP1~C{prV9Yb$-sbn
zM_oVL5j6X#C!fUYc<<kQ`3Imltao6v-wB&pSJHd147zKG(l`RJJLYFwNMIB+hEr|y
zYzz;^-tAIreQp<~b*q-wk!j4<Mr~HP^WzqzORS@&0V9rpoGtOFK<R$7uicvN&hoQg
zk$<NSCJ0#i=s6Aj%VM>cSDW3~^KGry1bE)DhfEy;8JlFm1(?e(X%;o!Dj8#tKMz~P
z0=v%#0*K!bdTG<}`1S39ex>THQ4Q|^vit*U_AxHJwb32<x?(*1XQsGr=lC>9YA#sB
z{PJw;(b!PIF1LpSAq8MN_%*j>P2<;C7KC)`sr|Z7On%>S4sSo1vHhS)wsRop7O|Lb
z+qsd^0gLP}zS@u^9H);5tIQ!9=tUWSuH1X1lk)h%Qu*17egK78hO8DJqJKCLK%BFy
zr4yr^n0JM^kFSx47quB^FW5Kqr?9sFq`S8q-bknOoBRDuEyj9<-=}xvR}^mR<7(v(
z5GPJ9Wx;-WNiNXBvNx>_w;1otx#&stCf;b(U4BDl>%<wH739sXGj!Xm$oMw;awpJh
z(b(#2I!V8}0KI0(obnNovW_<-{K*U><L0P6-GZ414k&tpY(62?MAhQ9{ccDIus{O<
zvoF@pTmas0xl#y@WBaMEElg9)D5~$N%*W`LV1T~<QjL5RGylZ+5_Syg$D3T7&m<z_
zt7J7(@5=zQ^ieddQb(?c9Yd%k`9&w*ULC{V^DDc>Gw&mYIVwmPZZeiHe8%CiaqQ=e
zzRW`dnmfZ9A8<GORk<V<I?Qu3w>v+yw62?eKND*`D0lrJJT_MfK~#{ZdRXe2FI3k-
zr}(!vg&a~yin7dICaP#}_E$6e74cr8T0=t#AG{VKHA2Gtg&BPO=%t?iC2ouy%TOvh
zoBT}ASgy3OJL49l2fa9#G>8)-B6cXuf(JmTp4*qU5Zao>U$dbfpr~omr<PCCdAS?+
zgPuoTk77{z-6h1A68Uo!Y34X&`Q64x57)b4wn%<qU*=Gh-f;a*=deAtkdfS9G3XD7
z1^~IG-ky?v;d`5A{}kOeT^|hr<BPjE3?CZ<^YUh0Vt_lI?V~=0Sjn}Tgj5LU;_L6g
zjj`HZ&xzDTTnQ@jTbvRW0*KT;d8)84sq4P^J<}TmYX@o}E@)ZlLj&2)HD8Vj>E5j@
zI_d@}5Y=xRt8?smbj(ecXLEI-f*t09qdlaHv#hE5<&_dvW?Mxz_<Fb*mG2ku8(OGx
zGS&;dwqZ;H?X<yZ=}(6}AG~?N9g=`@JKoMH2u^r3xMCE)<+l?r63jh5*aeo{D*SlT
zdpIvQm;NBI7GJ}kmnAd%u6}PJnIdlw5FdzLD!FKI{Jd?{`&)m7rJ2gCs}=!b=393-
zjH@Go@3|sL5*f$3w}ENZVzC;ScG)X@+(`%TO*<9brax|ikp6blX#|@ss!HPjO?rl~
zUylw(%fHa_N20xJUXE5$eyo3bu?*&ry;YpCs_bWKeo!xek$)&L*w6aww{AaTz4;C_
zmTO8vxfv&FK%Zf!uuqzoEnv70C+0a97+k6+`8degZl$p0O8;qn0?az7kC*2vk$0p8
z25jZt3+a37to<_QU}6UfElCi?O=2$wC>R@3N77tOiY@n(NKw+>^I6^d0o_-l%KX7t
z2U@Q-j`7Upbfb+aZ)RFwuWN#eie>-=LHQF1J)&Lr6I}_V!^?g9{O28wf)N&val~Pz
zb1p>6o90;NA9g=j6JcVm-yUUHLL`x;eVn-IseyBe)VzFP+aOee1n1*sI*LQ74_dsN
z|8hd0<&86NK7@gKj7m1!&A?SzkbFC>sM$+pq$K5u?;lX4a)9^ydRoeAb&iic&<&CH
zj6F0YOLnBUpMM?D-slctuvN<l``jSeuTT7W+<sHL{~IgFqr3}H%sR@u<Y>4*e`YoD
zzUib>a5I<VSFvtx1uN@$fImSq(ZdO5rYvjxJc-y3#KLsy=gnat<*i<rsWqt9q*PYn
z6-KcAg#Y>LrabY0q{9K2WUlKRbNIj!NZ+q;<+0F9Xp@Q(&Ry~TK${e=bmndii>cCN
z+|sR4hc!%OG?OZ!)idN&S>w|j`tOfyFj)OVTB-ul<q+8VedFCy010ID=tCpQBZvhA
zbQIqV%1Vw=KlJ-t*J9G?!))}@{e)C!H7wqR?4T_h#was!ZtQT48ixHR8N-hYoa9mq
zs%x7s@m@v)v}ddmfZiCmfSCD4p9NixK&;PxeO)mxs$}h}BHsf^Am?IG3oIUw{d7KG
z=TWTmqmY#6lp{|yHA!!R`<z&ka_#PpF6-@)Q!^Zh28O`XrkACksfOH1dkaVkv(E8+
z{2;!zo;mL#zI0pVY3s`iv0tSJx6<cEG_w9aCdY@S&EKBfK7O58uA$!o$bLbPkwIgq
zBlYwH12VaR5%Vepe@Tmap4YmUXTVuFdY!N;f@9AWf?jswI2o308s&-vvkUn|7D{!_
z(9sfv`*E%Ckfe@sR7k3M3RbhHZoXQkIkfI@KvU(`?T>9o<SD~c>drb`g1K712C-ii
zD^fF+{8KS$dbk1a_Ivug(qKW$);2bM>_~NydPp~`fd6E;de@st1i<w#gywv?8_&QK
zrg7RkgV`lR3}340*I31R>-_mGGbbuTCgrANOO#Gje<%crjN@?jKDD1jtLgaiiWvT!
z(%0xPAv)rFMb@H3|0e6UZVaKdmq}1hEvZBdr?pJoi6r7^?1+1ZFhzgh3DH5bhHrm3
zhiI{fTr0$hQ{Tq*ozY#xlsG>=Mz61Il2ONVSiS?oKjC(D!cZYE>lvI|%y|4`au;r`
z>8W2uL|`=3jGuL7ZK3~S_Us*!bs}!Jpfz1+AQ0nLR8%P<XwaF7ulI2F!-{;<oAoRs
zqtJXt(Ql_RO3wQuB%q(`K<t2z5`p9fox7>$s-)A$_c7r@vn)fAGgYnf{3o$(pgf*C
z?+1ViLvWXL%@RPT%I+cT1>%)3kia|&<N^PIKiOTmd;Us_gY2kEpI4YjUlK^OnrE+|
zU5Aq#5KGAoGPRsl1-X{k1Q2n~xqpq(tAash@s6T{glSbzY#h9j#SP(#0(U0@p_#Y_
z{d+M8q@Q!;a|Q>034!rD=1Qqb;xusk!T%!42zukc2kP8Jt0#R2Dglca1AFv(`;G}#
zB(mNPx8vkM<syZ6G_<?%+)a9aJ18Xo*7*8)3@?MO9QG6J__b!c2<Ex9@tfj&3R?S4
zlM7HQxSg4hP%Fjk+vT8sV{k5U%z~0_-H1QeHNJnVi<iS)5AX}d<I)a~Z@+gOmC=xt
z?mAyh4?XS!#jmf~w50ALFNtqke)zYXv0;dc``L&;gj??bahL!dA{d<fUWVxAFVT(s
z^4B)7oDLMP5x}_0mE#ME4pM!CUk)?<^ik>b7&Q)<kPHSOw^Mk!fsWGDtFK*s<PrQJ
zn_0VDjf0_kin<6<xe-O|&&lx0;VHo5szXolTp|GeFP8K{<b2D~OQWxuKl*K`g;(nQ
zyW(_G?fZdMNjRm$)~Wu<(xj%~R2GGS>gm(*=k=WI+;KyE#R1;eqjr7JZ#@?b&$I1v
zDNUwFY^mtpW9%Txmzj)B9`5fWuw8RFncQ(n&R{4F^%1cm-?I+}53epWO%n?hDJHH0
zB{+7CI&t=?*ta+Kz#03sVRTq3grcPP(-SR10Q`ehQ}r8=0q|)Kogqb+QeQRqwFa>h
z=WS7r<?k=5i$V<176UZ&Y_jG`IuD}$>fAM%dEk%Jh71vjw>PNHXXOT-f8pJK4Q)R@
z2bj=_T@HBnkjHMI9M~(M$a5~u-1D&BrcAfVpD5y6LlA~m``fpC_{{-}602I^yJx%g
zGd#$@1B|x#6<&>NUy&XB139GJL!GOZ_!DDH$5ef#CzH&qLw9e;HYqMMP%C!QJf$Z+
z?){up<hY;)NfP$Vd3F{jXm6+eBsrg)CvYhom#a2T>v=eA!cl@S`I5f|gzc4ux%$2S
zLt;n>$m-zy@IG9#-`(~RmVNr%bK_&ebnEry<B2sGX{~U?S{<Z)orpEi*vst>^J_$M
zx-FwVExqUO_WR_lsc%Au`t-ihLA@>AezfeM8U--)_jpuwmBQ`bMdc~I1klG1iEG&4
z{YOg~zU7dO$mSjf(TKRZlMBBQk?%W$tB&z_y(AX?uFDjOmO%(1&}zD8S6Xi4J!Vs5
zSnmT1uLJ{Ia@HV2kqu6=*95-WpT)>UL(u3M_-F7^(`4%^>w#Ea>oJxu^Rq`7s{5u0
zElDmoI3X#An@8C(&h7#Co`*7BLL3w4?$?$y{aEv@o`(7thS1K$kFEc;k)}N;_Fa?<
zR}R44RIEw82JP~tmlE9`W&64yF&~rn;aOo?G{;^a$W&k+vrAB{M?dpAj-1v?@0)j6
zE@Y7U+Wy;~D(+fE312U(3Zo46`E@8+qi?3@qS5a{<2uDKhVs4t5>+w%I*ygYT12cM
zmmvT$5gR~#dmOjmgC92s&?q!NC?{_z|KPtGOO5JO;LU4$R1L)BAjxs(zGD%gE{ka5
zdszI}gZ@+{i1OLiUI?7Q9umy`-tO{1CqzCYBtfr1(qXGDb7N#VDao;nzhLL%Xbd5E
zHbwNeQmHv&b?;Q{NCxG1)AF}UhG|?M-~Oj<<mZeWOVN1Uv<R#F6nxGn>|hIi3I3FL
z;lh;ZUoq#+E>|XKaqibf>sSVjB$is8L^}?|C)K2P9Akr^8GK^0^5^48$ZG!BZ^m3V
z)-KYOO{$HMI2#*&fNoLxz1|{-`afS4kyh`oNbV<;6GaTD3&gAEd>PKOp=F$P5;2N|
zw!b8{Gc{nO<8M=gi^MV!P!3YD0iVjH=i%kQesELJAUM_*DkSQI@;0>#ed}Myut6q!
zj8r({yph*AUF_y{PjE38aNzj<l^c*@ZO~HPeDJO*K(pe3hUt{Yb-ae%rGyjuJsrk7
zav*(#e`G)Ha?sY}U|3>ij$Koz&FR@dsYF&8E2wgK>fKf7EiXKADX-YSG2Vah*Ikn;
zyo!g&kZyE#CW@IQs*<6hyd3fQ#Gf+=I1&$y@HGlh!Et4|V?h<ol|IxwGKTXbaH7FY
zU`;yX@?9Mm*EF#l(g?);Ah&Sl!H1WMXF!(txM@xr$CN$5C>nf(T0lSBzVB^S;}fSJ
z#1~jX7DH?bbuH>O=+({=6ZYR446&M)#2f{ubm^sIt*N{YBl@pHw^vcm80MHc96q63
z7f?=~$z0cL-}v|s;0mfXRelWddLUO?Dh)Y6+{kM_dqvJ7@2^zN$!WqtJdV}YRW40a
zUptq+kB)sc=&S#J1Ck?VD^*z6lE0^AA{y^Q9?mPdKR^6>c*AJ;=&bXamfRY@L;e!#
zpqJa>2m6|0Xp=y|cMgg1vtKE3@-DoEtwY&w@F{rlr}yZ-xrgAQ^HKgXzi(Vv3@^ZG
zcQSD~@j`#gp2H!jpZn7fm{xXlPT~U+E!s{#`d1^XbpGv+;k1|S%l#Z5Vgm`qRd%Gx
zxS5diaE?0AoRlo$%?@h9aUnsI#*hOK;}1HypV?j+Y*Pn(g!(vl`LM9{SlP7~eNSt%
z@4nn4pHX#YX6p71OP&#QJ6HP?d1%=2_-DlD+yO)L?9_)ZCO@;>s!JVX)tiCD1<-4%
zn#%0t2{5`zdB1N8#3)sKwmyG$dZV?~9gluK?prMWgb^TChs*gN8Pze<EJSWRJvu_#
zHWY6j8qXJj0^04m_<TZ4hW4XF?Iu}gK?4Gq8U%3-R+2C66m#|WYd?wJBth@Pqws!Z
z@^VU^AYyCshd?y)Uyh9ONWmxr#t2`^7Y;^MKl}}|Hay4pRevR%xo`qa@KNR7Vbn<8
zPv6Jqwho;zYD0x=QqI%uTVf*-0n;*)<!vIY&m(m>Q0kS5-sXLSfGDocr1VA9naxFK
z>Kb#te?K1~*#R0_#`-WG-P`Z943PBc^sC6-(Y@sFSjt`g$wA1qy;>z2*59qomDsF^
zCyg9%#HizOD~>y~4|47ApeFi3+47SV$ejPxqN~GR1Q$=}IJk>FH`_&^(U!n^a~pV<
zeDL$TQ#j^appc#PBa)T$(a3Mw<b=mexoY+RKyrIIhuAw>g<s*P3bUcQd3+q6^68~R
zp`2tF55nFc-q&V}q|bL*U>nf0FJ_EFP4LV)4j>q4BT6;<0^O|46yQ}MG{J-t;mJM@
z{b>GK^kzT4O|OYYWZx*&)PrWc<Fl1L4$)8McX?)*VALjegMrkX$8Pen7c<829cRyN
zy!aSLLeS*?x^8<{X3$>u^0&M98*<2>d)bIT!=v5rs9TKh$eQna-uK7^uotPtZ6M`M
zB)D7LFgPwqm-(Z8nVXqaof=6vFNDQ@)GdsGI~U~svJOu_J$1i(AY^`N*duZd#Y|?(
zK|Hid%jJH3Qe}~d2>4-0q?v<o2E#ZKXyvH0fWL2q$@K~$gUx}Bu&_T?c>J2j1laIb
z-+N)n2bngn#0+o3WB-NiIHX(b2g?DMGmyW>k94>*u;Vr)bG)eH_GQmA68?<hvCIZz
zj!#P>LoEG}4x^?~Zbgf5>=g_M{IKLTUpCL1zr4=zw_M`2u&6ki#M#cfw?1f$k1?ux
z7(EYP{lL=g;9DBGFJWwVM$>&~Xz`!}O?TE9ns;!7o9)T4aj=z7oHFmPOX_E`%UvfU
z`qPafkkZpaFuZZuuj%}S0$+G9-t_oE?|E56NJGukCqA$;2vFv~>OzhnP6=8$X3STT
z*L&40)iFS+QcsUpYy{HYk-6@x$SL-hO82c4?Ol9~=fbxRKbC(P3_vGE6VS3Q))DTK
zFrPDv-JEb=<48L*CfpH@#fKvJy$?*)uQgV$7PA@ebNGwVmDcNDnjuA0d0;FEv3ob;
zfM9GQ>VD3d)}GR#!<2mJf4#_z`yPmj6_4R`0rX}&5g??WFAc;YMvxd*Hg~6&6Kf}y
zMlyxw$W6NlR*1ywUAw4c_Tx2Pk{iJS$mczW_1Hk2PpZgW0-VT`;@1yG_UNjiCryio
z8`5?o#=)o#Sxf!fG{)<L7`fy5X2UE6D?2vHRm@*k&1JTMH`OkKtF4r&SW$l)MvIpG
zqz*%W1gQ+}(M?>7coHLxKj_c<7M{U&{~Ye*geQfRy>@ytNhBg{d@y}G`6f?b;)$T?
z&3zN;h!ifoK!ADe?m2uQS68UDam2dIy|Y<&&t)1dXl%!6f(T~`OrYQh;$WzF2<ywk
zVuK9fslPilX%`&~1Y>(D=C7^SQ{==LEvf=uu)BNSS7(a2Chdpz$SX0`hD?8-r)#TE
zB+ZP~`%)ZC8}r8Xh{fs7#AS6<_XSEhx?MeIYH1PE>%Jmd=N87ysvJ}BF}V^xW|>6R
znv1DI@^`L`$V$hJBdyHbbdQBK(Z3z=uJ}jAOvd6$IAH0jhaLycg-F5*CJpFLhT}(P
zzi$AfKsihGer35XKKRAS6t_2rI`jisRn+9v#+fhg`_q4y8XUWy4j*tPHhY!PIq`Br
z?H7^p<!b%X?P1Ruf|bZ>yv)`W#3y{w{QjWCPTuFo)WD4P&9ek3G}B8I`t^T&j}(iP
zHx63)y(uVwmDe#ooy^;$d@d9&!`($K9R^ttDl{PguG|M1+nt*YaeV(+B;PFEm<uuk
zpRx*~f}<vzc?8$40fZjkYAuXRe!sW-P&}EqIUWmJQ*F_}xNK0Z6x9|zza*sX^gk0i
zPHhCbAbrGqeoWJP)@D064NZxV=F++cGvanX!4N3(Dqu#`O1)6iliZ!8hyFR=aadZo
zY1bh<!&s~u1|cw(@3}9w53zJ?oY>)WSOBCgS@BZ7v&S6EJDkOJJ&)uDzr24Azfa`0
z6O8y)d1<>6$Z&c3ydR&oqQvguR@wDC)!ylSk1N%9Zk{To2KO5&hLK+7HBfAEE@HH)
zp}|~2MR7ztyH}Y01sl+u*;pE2g3r%#{_WS?yr1}!_^{Wl2-j*LbxN$5owNOY&IsP%
zh9T+{KO1P3V2_pj+Sh?^R~*u{u$Fy=!yo2{;|P~Sk1iv8#ih+c=9Tt&Dynn1Ukfc;
zlxBN7s#W;_SpDKy&-7|Y9`{L;<7z@l@D8~tAV|DrimwwKPhunSfx`%sRTIg>dNeH5
z#ag?cbsonTHwJsdLi8WXS`N^lxJ+qmtEc*zxy_aXlIiYJl<aqf^rMnCsX3)WJE#OM
zgf2<c&E-dUFi-$WO1;;R*<hAa_Cv;6arXR|j;M@{KEKXQX7W(!P=e~gn)m%6z1Z|B
zxT{Wy*xsBgZLid?{^&y76m=dSIYo);z!~B(kG~=g_|nULB$_VW_Z`BrXaByFTa+Vd
zzX-AvX*sh$UYX);Tbm$Yrq^qK9H3F+pTw6zW(tWQIS;UKlE3)$zIYE*ED&4+vyQ#>
z<Ll3BPELgh#+5DaCGZW-woj;jMD>&7gu5S&jns~=ee_JSAI9QM$iDJdrgX^zy>h%%
z3c!~E)dRONA)`DqC7-V9&-36?hHZKcA%yoC%BcuY2rB<r))6%Fh+hm{Fg2*%DobAs
z?$Vu06w3;fG_huS@PP(=%V~cI$E#Lk7wi4<eidWhl>N$)ZRHhTV}5+0gX%tBdj;b>
zc!I=B7^S(0E1-F%-(I%qmYZb2^Rhv|e2jHE6&Sc&q&&qSon^jQHfa0sH09CXp9)}(
z@WmbOFWFdAXaq(1BU<F+&E8JiIba}9!GeK>1XH9FI^TVOFvj7?VZiWhOu%X`41P#_
zz&a#!(oLb>+jnHi1Tn6NpFs0}Sl9d-APVrBX)hncLX%!N5eHETKDx4O>|!mcyYlO6
zVh!Eos8!&}<FhJa^$6T)AR~+W+ekfbNEjXYVD<*>xD3|?;qY}_)YMls`j@8j)5FSI
zI@9vAg~)h;xZjaa%6Fd=h~>aSF+_J;<o(oSi!vck`Gts1OVl1T=#O<4S#G2bOCdhL
z&F?JQn+_xAjw>z^DT)tl%c--6zbj01C6Z5xuJ%$mRAW=uCq=i*csFE4Cm#0mrWHSE
zMm;BQ0DRPA{TVJUZbq~&uu>>xvw#g`+;a>ZolM#9(r*<qkqwr#(dt*@kVmPKKRk*$
z7W`!|cr8h@xqJ|X&)5H+SeN(7rwjgTpq%kzkF#Z8uiy)VW_Ed4+FO+G=3!(G=+nv!
zyYdnF>V^Ou#U(-poj5s1%x_5X!xq?wkk>S@rs<w~{@29Wawv)Ww}869eN22(lQ(nR
zK5TC%$1UG3P9i`C5};RUu1uc|wg%m0BMr&9+?xyS3nLM7o9=VO@pv?PhAbAzL_mi`
z>+;t%kph431E${s)Wa0s@pVSKSzvUn=96ht=DjO8T9UIjn%vXcDmt!rBAB&6+1{_;
zFO0u(-@R!0jKC-FHSKP4-{NQYqJM?`Mv3GLG?(2gm{QOBwDJ#@Ks~}tg#!RZ#npIY
zl70@uhobFAZiNCo+@<sWg?2DpBz!|YW~`yrsXpMWM9>y%xQ*ygkj~z|CLss5zLCbw
zx03G90f$p3L#-JHO4*)ZB+&#Ox&+BEKL<WXzHtf6@{Q@s0a&H$FR`z0r|@$b+1B60
zDpzv8g{o}Ju5|^~VdBoMbRfxw^Ety{7ZB(mXm!&R*Ta_xl7u~7<yZGWJM05F(j|o*
zr_6}xsiw_!0u=+67%39Gx6$<C6SfQFES<~~gBSp{`a}rra-?h&Wq>Gk@S=yO{<?;?
znQOr(Kw_pp-p!N{FqtGCf5O?6<_;J&zwwl+hdzY-yEFG#x$EUKntuUl@)&}LUf^9p
zFwyuH$JvD3U3J`MP=lh2AD29--}j*g9VTa-D{_sSq!y&GfAsrJ@%z3mf`4JRb+O)l
zPe(SAt3awd>cJQ0j?PdW<^;*c#lWOywCA*d|Nhr!N0uU9+7{ssAK6!c?gaU34{>z!
z_Ql1xC=x-EyZ;tyMO%e8{9S%!A#a=&pPtkwsiO%kJnSs4lbA$OuZe}3#(esTAzXZJ
zoL0F+obPn#`d^uoupbA8JBYO|RD1Y)+O+q=+WG}{g0ZEC8fH?_tx#ktT+kI^dX?Wr
z?~2=IJ>}>u9xj1MyNBclJkpe(Jcw<j2LWH`cp0dp!5s+tsX18I_aec@|J&|;sW$pu
zoo+%HR+i;+Qu}x!Ph;@sM-{?7hU8NGl;;qsN1be0>kIZnc@Zjyia2tpUq+LbyAncz
zVC9AlCpVj<xZd}&8@rKZi<)M$?(pOqd_;9TK>E~+hY8~bg}<^nsnEpBGTj0-9zR6H
z^Uk=2`!+4^eH3Of6g%GFoAj#R?|sebU^^ehAM*`7*ulS~U~!}3;drhd7Sz=_wu*hn
z+rfO<f##E2AKzBYkRR7iV`3DCPkV^J=5Jtc%sDVJYxh3b$#%Ki>C8e<%vc;gc0f|u
zp?4b@u*(=!<h?*(YK7z)$o~-^K}KRWD~4pW6n>zSF8rl?gk15>fsZ!uAp~#FXy$Cc
z_tDH=s&|ywPwu}SFVFwVr{ySc=l#OuPUXG}NbAAi1bA&FrrBXWl3lzR;tW_U@&Z=T
zT39t8ALh-a;$fPoU&v=|URWUoVj)lHMR|UXR06<^^3HC(#gVeNRRknGV8R7)<ET4^
zR_T}@z^Nltp3a)nX^>z2A#n7e>lV7a5;yIV2iI?U6B-B(508?`FC4Ja&#>(%b&^|j
z%elY?Dom?Ljx6yLbN6Xkzgt}MPUil4{ygS*@G)sWH%?#Zh(@qr0`b1ul*gQ)N_~5t
z#+Pk=mF0G~`rj&FYzYLOaQW=t2*asju1VUdhH7EJe_NAFCc*#Kt1cyfW<<X*it{B$
zR=D2v)~yR*$?V{`eR6fP(wfqYG(9&*^2vK|kG&T5eF<+)<$~Z9Bp8iw=^E2h>N<+c
zi~AG!`DOj)65wzok(Ik;(-5K%BKUqAmK&6+ub1uvhIa+(f<8W4PcRYRi5EZ?8<}bN
zehoEE6xH<jS?|>b=(>cb@DuKMGRZ397ohx+aNGs;M&6o^c8~jAa0VE6dH$9c;%bdI
zfI=x4L9hKJ1*ZzVA!+FKkb|cuifp2;t#0MKR>2RZw^Y(W*>iqdhviS(W68kOWF%Rx
zvc=_AfZue)cC8?Gwoi^Ny8U(aWsLodGjx|lxb0`K!#gtK8d;@6qD4sD(g#CJj{75>
zyHG~$Uu<C<!#ma#n=722I#vppsp3h|<-TyufLO0joE}rmR>(m?3cI@>U5aZw@dVhC
z0t~|(rsi{zi*TRo53wS%(6$odMqoLm#Z#0)J69}?^*a#xi}tkN7~X=z7H!*B%79os
z56*q;BB(xO<VqT6QT6wuh<>CP_CV<2{?Z;ig^<9Yg5e8~udn>*=ai_SAbH+5-GJ3o
z0b;Jy<hbpn#*e+geDxbv6{*>^1o-!XY%H_7ct2b{V~Cse@52fZ11lT!R&&DF%-8J5
zQ_Q6AKlBPnY}?#!(*8C|g<J+;%o?V4VP#V_uNi-XF;slVHnO9DRTQ$`c<e8%aV;1{
zCAKH`CpQilay6#Ob=_6(lh<zXNEmvefU13jDAV82)%PKZg;$w%pWQJO<r<zfaeoea
zIO0Z4`^HzE;$tMs9hwRX)*WNkCKgdMoT?v8aEqde&)4~pssf|Qj5Y@K#i;h;6nUUJ
z=yZL|QBS@BaL)<uzdBR+2h3=Z>4Nn>T_vkvAcba$^Nny87GDqO+V+Kz%u6z%G0y=K
zB2a5e_YGU}LoiP6HVSy*ATXbA;GrmRiyUc`k)&ll!;pBX!HGKKX;`y?+UnwZ^oqPQ
zxTNtkcznNB><xzlu^}*`lpu(+JuP^MCzeG+Y;rHf!>6rQ8`ry#gipQib>`}(la}}j
z<fHF|?6uJraDbMYpzc{%x|rWfoBQtqeS^Btc7j0UEEaC*35d#Kd+Wy0<hs3-I$#l2
zY=|UvyjzNW#s#r2`65?|@!|VatU~rbg}*P^bcW+9Uw6kkuu{(P$d%HQEAWk2$Y764
zH)V`loIoy%`uUby_l4{#xY1~xpWbBh8I3qC<9a9!^tkoLGzqoXC`vW7FSWiJBqIEz
zytQuP%2)_-J%{@}{ar@m`YB7>SQ7CW8}F4*m?sd@WJ3KeRR7&~J*pxg3cMhd&>Ht|
z%J2>Xf6!Kq{2AZzpdreF1~4+dj(dcnB*eD2*IeZHCg_Q$KMzR7yDLTd97|k=c>2F2
zFH8w;mGkGr0b<nxXCA%G$K2y|q%C9Z$u5oUsW7qly1Mcd#t8&T^ZhU#!53@>X%(Oo
z_wGJQ#%%ARB{-4AZgYm+Hu=R>4dlpa`S6mDK+FpMVjElQT}<*L7;t$B@oTPZ%?uqf
z#hg*#|FJ}GMy$KeVT4HF{YwwYCGbvX#sp0}NRRejHhm&*whw2A6|I(XsMxt8k%4Az
z3uG?-=e4=_{nQ6B{N<DXz5N!|N*W!7`x+ze3xoHZS?(}*-~FWS0*#M&Q_LmRu%~O!
zmf!B7RFY`;RDFv^D1miOj`&J<vll9r_Ql+|(LsXvYcYQyfdivM;H@C(p9{%Ch<pc+
zfeFa@@R-oy7qm0m{^)49LUuxf!oD*hL>W!IJ}@p&1?@S~=cj#Hq)1&qct}e3snnEd
zE-(Gou2gn@g^%LWFgPZ@9(Pst_~IC5)9<V_2a)RJtGt(t#}AnLvTOWU;!5FPUU|4u
zi%E8vh2+EB-v~Rgl-3-&Tu$BgbC8k3Wp3BWk29;(F?ds4q=xVNrtO!Qep(;%=EG}(
zwsc%fV*7nqkKMhZwA9b9$;}v8G`FFy63^@JQQ%M}0k=A7kAC!fA8L^MeBl11;y%)X
zh4Fo5=}$~V12j**5Sv6j9kIY658A}7!|a{BG!-=gmA+(cSFdyo`fTsz)_xE7dMIr+
zwJ(PFufy1l%f1!LgcCF9!<nDUQX|w5_b_1j#$LDGVPE(@FGXDAJCve$JK=$I_XXq<
z1H#+?b37@evv)guIcomyrI~QoX1=+$g-FL%WyU4up6Q(IJ5sin!N+ciBTdEGAD5zX
z4i+8>G5fl`hWjI(-43TsrtlINf-c6H_nih+>we|Mpk885?;+lOYWZ(zD~GcPEgf{_
zpc}OIzLDe%)g&CKVf8h#7?uVnQ+6;VpsaDSt^WR(Bq;683`p&MeSBzZ$9ICQ#zm+y
zd<4JwA?lXMSPoCW8JK(lxHv~P?4f?2*_CEV=f>Qjek<UmkLY!%zK##G(%zM@Q~7xh
zuKsO!juzsT^H@fRfpfZB0Ocw_OI)yKg6s7n<o%fn;wj!2bdi0%QVJV*GXjf@903gA
zo&I~AH4_<O`+oHMio92L-0h)i-}tjMh@42`yM%B#StB4uPAAOnxxu<XHlgg_@#O(2
z`rOU{7x)uL9EC8VHB&|zA`x#j56NEmm+GPA)N8YupwZpZgGhnAf3D=wBtAIen)Y8-
zj}b7qmTCACXP=JtonFQH?4AbWS)##0*B77RL=A#TdW7rcKzSUE3mrgr)A)dps$$*~
zS*P_Pu-6(0DcpbV_$rs8Vb`#|lzj*90Fjjax#&_Ddw&8rj%xXHG*t`J_GUK3?a3we
zLlA-}4h{WtH7ppcgmpPX5c{33m%6O+wn{9-4YGt(rO{Nct@SsdWH?kW5Cs?ZhigTX
zBi<=d+2D=yN6aqqat$FgrSy?&<O|u|>C?)6hEXEx-2<#_t%INvTOnTD)hd>{IdFd1
zuIDUZBxDSn4joz^((O-pUujg{om=`KfT`ZJ?IG*O-~Y~#%LiXq8lM9dB5#}6s_zXl
zDem`7Sc=uC<&;~;`O$F@xV^=N`>QGwTpOI~9P%nfA^CeJu#o?l`gjt$U5zI}>Lo#s
zHo~5~jk2{|tGQ^5qtuoJ2t=&edT0Q4j~~9&6JMZ++&onka?-pRNczpf_e>=WJmseH
z<MB1?xbJw0FhAL|RT#W{*(zCn_y?85ARJ7!_#7BWjCvrY>L@t`$K7kl5ODP?<mvj&
zkYppj)Z%j?sW>=>PB75xvc^+opbxQe5rNZQM7O?F5CKJPtjpcJcsL?<VOwU&JKHs6
zq+TEpyY+itbS@8Nqf0sfdlwW)@^O1bvyWYI<j173G1dYUM?H|YJ2F!H@$%;f6PfUo
zo{16P9$6xoBH2kVYHqwGCajg}UZmiCC+7$bclx*228s&0)A&X56^%N~Xo@dI|IXqJ
zq*x7esIlsK_I<t&oH)Jv{hA>6hj%A9Pk9@N5n1{oMHw{Sm}6aJGvMyCe!ec=(yrod
zUzSeEn|)+3g2A!|bG+W#IToj@NSXIbZ^vvF^t|m6Si$$+Gb|a%4y4gm`s=2xMvIT*
zk2VxFV#*4f=;UVJu7%f+6Xm^U?|d3RW+V`)N<w}sBM{)t$NkoS8^+L%MiJqi{YrVS
z?Y9VrFbw?bVFWlYy($Yt_#(FxL@=7zHJA78e8Z0}KY}Io%zkY%SiQI`-!gGo>HPV%
zOkbK!1U{hW?zd0h|8<4zT^R1b9ZmgPUv9t(zJA24yU?j2ew0Nf_ODsS2Wj1k_ZL^h
z%Y>T|w&C*OMCXb?H6;zh2!94Dp+ng<8~;x0h%iNsAW!fbMZUu`*F<rj&F@gRI1MYF
zsR#+ioNoE$kR2y&O}+@vOYMBA8m*PXcKQJK3jdFhE}2-cO(=sD9Z{dRyI-$vuBQA|
zd2LB`jA?#E4aS$CA2+NXacr<AK(ciN`1;C)-d}$*WU}Y6Efg_X)t}48c*?;A5*&IZ
z^n?Q+2pXx1h@x077rc_>QeV>i`#e0R{pD87d=w{KU?Kvv*|)gA&1aE&YTGvne*IA*
z=3Uq)A@{<;)Rx@BuSGQ=svfUC4=I1=56{>dWbGL|h8GUdsBv!cyWI;g0p~De2HD74
zf8uXw`}EZ_1e+{b{NV9Q#=q^AK0!0cLYPCT0h%FN{-6>2YP~6z`zXenV+yg;%zm<7
zOz*+gDTnLqT&pU5&)3&!O^z^nd6Ehj>?>VDbFPgGx=NLJsy(OXU@Ec*wNAGB$OSQV
zPB&lYI|60e`90-fGeK7;x+Gg1YjkXmRw1p$Bs&cSae66Rfap`Oscz+7?kH_~Md-#2
zh_)+Dde*Dca}ksD9jK*@x(&N;vOWyW-d{xbXEZm|I?Vyg5)IUtvKCsLKsGk#*UB}u
zV}y+#SmXo8kkg0KhtXu%<%v;8?q{!Vfg2#=MTsHfL)14t%8QO7I4U<Ecba3#tpjE@
zrdog0WXHKo2Ghu2w1RBE^Z5a}q1`*fJ7XiG99>ewJwRM))HHv8B$ExL0g_rgk!v&A
zIV2~MIuM+46=2z_eUEM<4>a~|H4xJ%Qv^vlP;i)Raqo14;~o}=&~fi71AsdnZ$-1M
zr9vL|cicE!X?T&B{q-PDV#5sIv$|~n#Ku6UKg<0#Hxu{=_lm2ve&>pOwKVWBGqXV=
zs6i~<mdt=NtElyHx4nw*pPvRKCE*Pt!#3_e+O=Mo19#k|Cr8^K4DMc-<Sz{duG_D;
zz>a=Dggmw@JaIr}G&+78;2!(cHmZjY4AsUxK#ux^h5ZlF1)K~guJ13bLn{dq8qUTz
zWqo52mc6h0HUkoJiQaprbLrFwas0!Nny(N8lXu+NtwZ4VN=~JvKGH`vPCI`O8)Lh1
z&-X@j1mxg#?ta?|z^U5F-QV}Suc*`ILxSOYh8%1POGcd=oCI~xeSGZ$v0qXwf}aiW
z5cvn!U!y{JF^?;_p2PW{LE|tm$rj)qmfkg7v)bWD&G@dXp*ZMJuRxzDlQQw|8m;6s
zr(0q^S#VZuXC0fVaxf5hA8w!5AwPxu{ihycoVj(&RI67p_FQreOm}VKWDMcJf7SQ<
z-Ylwqw?NsC3P5!RjM2-;9KnByjB{pQGD1KtPNB*(W2rg4lA$@w9}59bvRXKE{}H3n
zfDg6Zu4xrRqF}h_dwXA}M>h;CxK~HNhFx2u5ZC)FNzN9;uTy}$3^hC1Wgd?kZGR-|
z3bQ7NNNgl(QRX`vMaqseqxPG?H&;uMkt{^#e)nsk&lbu24bcr4TyR$Kk>W269daQ%
z!z+hB6iu%o@hB|BK$+%{bZ+h^YLtVS{T#i|)0PWF$oMUBZJ*%HpVeIcE=KB<4*`n6
z#3_{;TsjQcwhVOG8?*hLxbT});l@*Y8OIOazL_ITe55k#DD%Jlup@jD{4;=7U@|hR
z(B~}k34^_SyBil+KvuNKLRunS%KdwM!_@r6P;<~Dg78|@A_>o}4G$DWUaGf9Ud`@+
zX`pl$qMiV)4`qbrf+7f*j(`mL{>-1qhtK8q5PA@6t5AMq6(~S}o~F@5&MAx5ilfHY
zP?dedY2-@aBT|g2%xxw8xJgpP<|QAeIM6*Fb#`WB3%wb{EVxFpUl=ZlqwyN>>3Xm`
zP2XFHy_viyq+H(*?AnVJ@+jE;(Sj~CBp=(T5Vvyo=t>y6Z)o-G=UyMzGs0`r^m61w
zp~kcE@^s`0Hp?FBkv*a**N1A8(Tfgg<g7dQh#w##vb{F@9FC`56NZc9dn}Vus>9@x
zm-W~C?n{j$9~ry|3}>#-K+i|Szly1ZS<6kXdIo-H*j%ORmz?r9)UL-4L#F5Ruc8uv
z8k?orbyY!mYAsDU)C~WXJg`rUwx3#bnrLlZZ8L>%bOf@H^xdu*&o5ITHp}I-?VVWM
zhsS#@v2JOZh!u{LbDfr#;@%$KBC+7LyrGXJjStLy_A~H@BuQ{|yS*H^uP>B33R|P?
z%<I8;Ut)pbwfJe3?dO5nR!YZbc>nldqsQYD(ciVB6uz<_x=m9Z*~b!2_N#s6k4-(V
zND}1^{$S>~Zd7o_k4$4r1q}U{*7X<fy!tA#3!Fxb4tW^JXOLF1E8Pve-Y-8|Wq)v<
z0uuxyMNRf9o2JC$6eO2rj=_b!WYx1`kufbiMP?riSf2SUfm+93Z5!bt*EODvwtU3Z
zZ^0cN@mlKe(T$hxzX9nk$$Ma)m(;~WSKR8R|A(kE+g24>qUbNtH;*&|BE6`{oAiQ!
zAWHM~wb)f-)E(#6KF6)7kYq+iteDFxPig3p0~GHfBwx?BKF$PgD5!}W1tO$NGWLN1
zH6!FUk^1!yfU(vpsJZtaQq3!DAxm#LMJAkb_xQtiBc2PZzdG8yIQon^R))okWjzL&
zI4>nrWNvLc<K#_(71SLF@<yDb_oa7pk+xH=@sY7-R@<G9dn;t|2*ZZpF7~7FwzmW}
zN$wrf6#`%)fDb&VS+T#*FthUA@6G;$noF%zt577IWJBFbGjxsJ_Mir6GhY>HmyN?}
zhh~xG&=A|EM6(`uQ-A@~;`dozA;0{Ll_Uh6kyrI2pk7WUs}jGsJSjcOljFRfk^{4~
zeb55}L6kY*uo}Vd-`|;zFPLvx`<?aK!<lyDi3yWZ%w?1JR<jR&qoIM;+d(heR)18|
z9{CFCg>X36?}O7UNw*FJnfn^(PLcaU+<=#K?1*Gr{`=O7w2hA!b$gQwJ}H@#@$v$Q
z{(>m;fl(<pBNy{QFn@kXI@}-L={k$w4Q>+8ll&^-<;cPnBw0Ultvklfd10^hngTal
zg&-E720n-9A@!0;Ok}Ly!f`L1z~|@!y%KrNX#fZzOR5c0L*%ZtStM8I^LWJ<23F6k
ztneFLP^r()>LnI@@`Kj%M0_Q(_jpO&%#`-e|6ZegZ_&xK0mQ11pNvsMN>u9koB|j5
zv~^s+q}Z(%!}aYwsu-qDXe5(z*s$4)D9iTwJ6B%@9gEp-^Ffrt(LAW>vffL!@`e*8
zXUZw#Msr<^$9LM7p;*7$uM}An;b#55sy}7GUm<p^OF=02Arw!NC_K{lh%A?OsTGpk
zGYDFnGx<sDT0{wOLddLB+23c5NIsc9eu8aUNhfCe=HedfMJY#m?dCXz!>=Jq+bJ*t
zf(MH>+NLfVuOHe_E{xI0UKE47zO|@{p?QD0r^O)cpP}5-a%cHPYKK=edu32R_p|?&
zwCTOAWkFF5W-Pg_DR>>A-iM-wnGkgP-EU~lfG4zf2DOyo_p$e)+?Zd<N(daZbiM2=
z&){J4rjxIfKjb&jHOU%mx_8jEzwxylW=<vdg{JB4)rTVQiPA~5u7CbSnTzxSIa9xa
zyKU-{=c93FuiEddDx)eNL>7dPBZ8vKO=N6sL@>pxm&Y`f%^prhcXS?>sBGV^(Zd`c
z*h5Lo$$j;WMC@0~4fKcLqTR*`;D0Hc5NCb6kXZG5NeOR)|Fkk1QdaWyFgLWdL)~MN
zqfLa3#1?8bM6<RL=?_kcgmk;iWwOup=Z-p*N1-@MML$0+r=Ud8V9f^{epa1cC&I9T
zs7p-k%8E&L_5dvb<%(E#gD&#^lVD8dxGp%=42p__bCmOGkW{bsl|VrYo``AoE8T3k
zAF5AlVm?m;rfuj;>zF8%CA1IPC_P)x?R+HXQTMLOMqE&M_9vsOgQw7BUh!m}uj0rZ
zI#CFW$bskNo{7o7>cT&eqlrVXkN2~Kl$=%EoS#2M+s`lI^>f&eQ34PtN$8T>WACPI
ztD(V@U$B6N76yeFsyYYp@`yl@6RE>R761rv*bG7&R}ZckZW^s`Go`n9o`LmtlP{02
z^V-v`-NhKo7M_n5RV=~JC(u6eBXpj76x`E*Vf}$-AE(fU6*!)aT5vd^*I0X76q9dz
zf)njp({ShivW{gLLr1ZPG_$gQy%{q6jo{<y&i^+4+dl*;W>pbe0OAF!(q)Rr<V_e?
z*Ftah0C|p)@l>vk3};VK1Tl=~%%5vhxVM_juC0sM8EsR|miqE>oet8zmF^F<@ep+T
z_iP=>v*$=Xbdn=1Q&B!(GW9xu_k>>YEMIM^&Y#_-NX)YWv-X0Cm0SHvG~q<J*nvCz
z>`%FUS}6C*uar5yI&J2TeSUo}m+T8wV%{bMR6z;8pWUC<{I$JXY$#W7a5<qs_s*iD
zI(CO*Dw#7ix{}IgJ5t|7<)-Co?dgTVc#HW&!?l<bPS@$B{lE(kGgn)ypCY?XhueHR
zd#3jjVg0n9$d5F2(5OOk6%h7UJS!?GLe~cu3_7bRJGhLg&pmjXcX;sog0$c&tGa$Y
z_Sv*Y+NYZp_IG&a_;62Dq#Bm5z5}MTP29$)mf!X^&`$;(2j0c}#;abb1Em_;x9at+
z9>4$^>V1EMBM{%0{8Rz%`Q8GwjQHvh$_{LqHsP=|ehY2*EVwqUeuVZYR>seBqeXJ8
zO5tul?WNN4`2MyIFcL{m|IhviaPZ;62&dVJDC?O+i<0yp7CH?3_|8AF5!ev%Z_?2F
z#qPWZ_B1#zGR(}Sh)wqx?{bS<hfmRVQe7plsQ0f63pB3$ol)w*KQh?rbfcm6F>z|{
z22w6~P`n}##m_KXTmOQpjlvaX6CLg81$zzg?PgF9U^?lK0wJZrQGX`=xDnFUePLg6
zlb^l|_uxiVXIKfvy~Ii|L6)KiV0eG7DW>EY(0Axl5AHbnZ%uoTBBIiA<COln2WJ-V
z!y=r_8=3^LrfT+v(r~p!Z6EE%@~}1_i1A#VH@9>gXjA^e7+2rV_)y&$p@w%gn+Emq
zSOwpi%h3~uO;&Z)U*n*r<rvYVja||zo<3Z{J`5T4F1ku@TA5@IoFF!{-$o2^upG?m
z{oeXuj(Emj$Ewzk(6IOUaP#(UA3TUm;Bz;eY*{#wu<^;_(J?a#{KfJ<#bzDcaENq6
zYVUR580MtI)S9H#_u|r5qSRS*WOPrzqqdW~Pa}~xy?r-BF3g1V8`+%8zSJ#eEQnZ#
z<&!RVW0TYi`JRinFkZ;R0WHUsjB3p}052Pd_`?$bx<4&=!H}5Uu{pwws_`^He;p(8
z&>9IL`yPDUrH?Ofl9n>u;HH;1cxN^Iy_x1z)_PH*`#y}Px3141gFh3lN}d#PhhNKX
zu?oXS<4iAH_lxEIpWKO{d7;R%Ao#s<mzLKXk*c<P6Un+T%n6>3>BQwaY(P2m58@Ru
zMf8oeI)HhWNCmnmzv`hRs3=mxXk(*9Kdr8pkIz2ji!#C6^c>zP`}4ZE9$5ToW_~bA
zHE5)WFJe*&1`X%DYg6qS0#?bY@6p*L)NEm&g{Rdg=AKiI5t_1)OBLjrv<}iDbR`c3
zc=4kmgjv455*yK5&!bN;u7S{0$W0(+Pu!fRVbh4n12c;N!%N??rSBoq>^T#@P9G7F
znz@7I#p(0U8xw+MO}pV4DM-lFt>m;OE%L4(RL7SgmbwKDYH5c_jFs*u-<~J~q3fC5
z_h8vM@(w0i_I>8@wvGLkl!+mnx!AcBq(kfm8SXQ7JQ$6_`cNc@=y<v7`C(rsBT$|l
z0qW*S+y?_78Y1r^k-$WnW$abYH`_0P8rgTwteg~I8#84Lf1^|-LrKJ<DiZRfZnPwO
zt)DRB=_-CcSRf=9f^*o)WFI9yCJ1XB8M6(tu;5>U7EjscMe*S8pknQmWfsP#kh8|J
zml|hx7<jRg-M-K-t&fn@{}GR38x(OowJ>geO(}COrhOLp>@i$iY%q#DM(=&>r!Y}C
zYWabrSMz6P;{Ghtq3AKK>58_(vbfuy1T=-5BBNK?eZG|mC2E!q%lzYl8o&q%l6J7G
z)z<9ZA2sT)Y%cWFlu&50*~!J4AJ6J#eXG@_7WJk<>?h6la?V5<t^+|V=5|{)0F>zM
zXq}qWDL>S(1^{1$=_B|A`O~_ey%&DR<Z0|h8o{Va!*mkUNPA$1?Sty@kR#nQOZS?X
zMt_Fta&kvoZdm;hBmL#TtV2it!m_Vc79<AD1|YTkzHTsnGhb7SS3j&U6<p`kb5*N{
zdlCmPkN5g4BJEL9A1HIK<M7wN#*Qe0{s{$*kIqciaXq%fiEJ;gJNIK|k=CfiLDwQ0
zaK3;$?NJmKAD$nRlY6$g*J1zEX&&{JHn-B4Jj1JLw-Y!I$B8@rwTLJWm6sUi0^a7V
zrlcJIzH4VCQ~H3j&H@6alxFR!`c3ljr-2fAihfx*V<<WfgT$Y}|EE8b9ytbfM5qH)
zi{#$E;h`h>BljRQhLB=VL_Ib9kbVbfA^;a?S~~3O!I0Aa3w?05`jXI9sZ7(WIlw4D
zRMX;`@3ubL`%E0-@38MAiaXGm5u9vihjUsatctr8$!?mm78NdCg4}B{0TaiaG>8=O
z#jWkipY8=GAUn|#UE9qNng0sh?t9ld?rB-(>8Q1reX}c1`~At>;2acnx6f+oKP2+K
z<ZF}BRr5Y0k`h|-;P52z@%u1c65j>^&FHdG?759?G>}pd-y=!!W^H~4JiSI<MxcK`
z<h2;e(RuWocAeKPq+vu6mL1vMv$ps%{FZp%tNf)JZF-*$U1^@CuHy;g2vCtPmc;uG
zlg49sW81^5UuV4m50PQc7lf$Dr`8G!hX6F6z1`_=lg*8L3TYVgJBU-KUVg5EJZ_jm
z<&G7n>gIY!8|k2mLAC$L#8yS=t~c(BQv|6?vFDPk;}!1j$gl3ZInm)y@W{Le>tnha
z=4ZA2;|pwL$ell|=gIKP>xIdha$!0bs!`vs&)iZ1d_6frV1v>mV9<^ypN;)a?eXvt
zL@j!7$^OrV!Mqt2e_sU~5T)w~!8yZ3-UWuB`aBTU&+1LI;SOHi0lkO|CRb_Je@CmG
z2a{h3sTk0AS9Ep70z*Kv2;u*wAsJ_#Mz0+_+@hc&@XmOt>izxHHm_pZ=QKZr&o{R6
z+jEcz1;zCHS#Z`FUE84ZFn{KQU9-PV;Le&$Ju(URH0n1d##Bz;uj%?VaYD&`B}yW{
zeoG1oYuiQu-r!WGfvK7{w_k4chCPkOJ=G0Dd!O;t1j*)HIs33GhT0BZil_7)st&ze
zk>3h4cA~wxeLWcB9sb=f3gTKhaHI>bI)5JsUr5&L{zj1pntB|i?%nW|Ur^t;Wj$)i
z*L_NeJmMFq!c_>~#fENL&J)~XV{{k*F-x`wo#)HCf4s+QuSa%gs*6#e2aEX`;NLm@
z*0SBN2s%Sqg|CYC{vI3h)Wnu$^{h0zC4u`>rnrM%7R$%<>EvbeM50|Em@Fwn!h{?@
zxaY&JM17G?`!arjO@U9CnQpeX7ZS=>aL~{aemb|zV&H#=54>jr3_VQ;N&D2##auxn
zd{fWO>HgKf;3UVk8M)8mqdG76Cw_RCJbjTDf99UQ!JpYUSQBs|e&^j9hT&5M2qZfe
z;DHF$j?cc_E0Ghc(q=rWyyqk~yx%F9sUbjm4+g6qPB<K7O8+N(OYMb8Aq)cF&JzFb
zd9-=Qt{Je2^Uaetl5kaGg#PCpYmrO6Yc?b;l4rig*V>C*_!5re^E`qk{56MD!Sy3d
zA6ChM0#yK}!*jl#33rRMgdS&moWrJgbceLB=!0-Z(_EozXqX+dNUtMvTpzY^MHzT>
zH4E7&c4JocdI>o69i5Q=r*O6mAfmJU`Wa6%CVYb{EmSnQ32%S>!CAt~$_{!a7_-U|
z#Ain$R8A;cV?#<alAzu6qz~8d2F4xgV(-*Zr@a!Q?Kn6@O45}%Q~Kk#{+?D24C;7B
zf8jo>e#2jeB9Zj#eBe_GkD#sop(7H;-LAb`adba0g;JGFgxybWF?fmV!9n1XVzz|x
zgnsgB{pC4{ueR^E46oQl)F&(GYGF@=^Wpn!UCvHgkpX;*@sfc#6i3<JY85T#LafWe
zYM)Q`8Hu+UzrG+Hrkqy(QECBg-1U!N)SoIw74PxAW%E_8xEF0mZHbQfhM4@fZp|+G
z@3CP$ColaB0!ak)-K~6qfD8+{r+|scCF_@SOkLBXa#N!>Vs-W~T02E?_=yYrEur;0
zi^yM+vLB)RDM0pIVmj^j@II`lbjqRUbNc;58vIvc_K9h~5vTYTok<G);OCm#$Zw$&
zfeqT#RGZCgem@z|yv>no(T2iGZ7y6t+i>1zf-IST*=sDVy>Ce4K%LN$hRI-2n_SV9
zF)P9Gtlq=JdAg_{ND!g$3ebTJ${CZH#&v;Ec8B?)kLlL%dq8}z^!l^U``AnNa9!yQ
zI$exH5BGcW%mt_k7i3c3qRINcI^l;MHN!$Jtl%Xa#I$05me7ehqQ(5teT_f&YRd%S
zW}j)S!=FRJUoG;H@^~bD6O=XcA^Q5?oaSYfa|6QqOHWomJ1w=ww@ls}AG?Wos*tzA
zMBq5MTw4VwV)pVkhgOq*NRUnG^75VuZTDwI-#juIvM=v3SRn~L7R{b_pqN;!IB$s0
zbQ}-Iyi<S2<ZS@kV3*-(z$KK`B2f3cWjLiN2E7dN0v*1*w*A%we_X{Ymv~l*AqeRn
z+RrFpUozqO#xrLgj<xTf?nw!=AjyV@gbWR=ms4^62Jq~IZ!H_)QQO88VXus?$}h?7
z&<Q1{#y<b*<Vcef(2(})eT%FM*$u&Z9W&pq4C_#<Qd$n~1kf-0&>!<lMSeq?3CGhq
z+Et~OpL#06U!K$Hw(n*O83m1-7u3k`a3?DI>8UsS&;2qn!G6<{XfC<C$_@OkGikS1
zAE^B4`N-&G%BLF%g0vO~;_0wI_W~8a8*${RN;Z7bDv7SW1F&tT7U327@Hh)a;yzpl
zUF;6NMT2Qk*nY`X9J*;{E+{4dtGy?yXumhOFZ=2>F-NM+57HZxH`ISk>`{O9!8T+3
zISvb}1hXm-(gW@Zuw$4hNt)w03iRbgZ;yuNedxCK;*~Qz4qWOv_Oq$sUa{9n=oa>P
zcn{v7s;M|;<II}28E)aB4ACSZMNjq^{jTAO=3`_Oe_9CEn9GK*!a)w!zi>P>cnXQ}
zsg+Fb#B?~TV*c_CWIi%y>P>z_haH#yDfv(OFGs|+8-n1!LwDk?1jEmwlyV2MK+BnQ
zx{YGA2c{3;mDkGgj#3t56F-hz8IFOwjDt_a><Z!<Bk$0iu#t8D3CSkZxP$*&&W$6$
zXlF<3(r8?wT)y-kXv@{IQ&0$D+VS@vd=*(85(ZcvxhL`%dkx2qhG%V?{;o_GoF;sL
zge11<XY)TZtv~lYoRQVAk4#turu--vNq>jW`~+lF_^#($`8X(S1tFaMI+Lei{kTLq
zsO9<e`&8@eV!TkiKODGsgc<j9(nECq2a&+IhRUVZue@CH(|UE6l$<J9TMaXz-xki8
zM=i_0?aN8pqu1|y-Zs9`?$;-h1X|CdPf_=<aS%OK`&{2~Ke7wQmX1VVW@z+!)?I=*
zn=0>h$|{HLSCq2K!_el!>L9=1j)L-0?1azpMEDcpwv%1q%WHgJVLlP!bo*H3^tvp!
z$yMtI9Zmjf!_27!)d&FOvpyiXNcx`-f{gs##TQ;6FA-S5fR$WW@EG@LMZ08Lh_){M
ztfXR9RWqG1HU~(Jeu}lnEp(p{%w5Pl3QCr-RRWCbD)ruqtDW{(E+oSPySQ)7-4h0t
zH4{ZorP(7?VBixg`|dA0Vn&yD(Zt^$dCJjf7yan*_W|mH*dN^%Ca?YA=n2H<DOrnx
zok*oCh{*$fpIob$!GGEC2+0eq3!}%S4+{|9=wndj`4ng7QEh}_L0U(t6JL(8+QSBg
zR;R8)#G8k3K{Bj8A1{N1fgh0?XjkFws{rrIEGbRaYhY~utp8^3cy-_N??qnsSobYW
zwZAWW-><4sCy~X*i%M2Zv04-wK>=?BG)-s7lhXqBeK(XIVFed%+jA_J>X|M9TN?Qw
zxmB+cw-?=?S^8`vOt-Wb_nV#0im#o7)+|E@;oxRp{X{~my6xrfus;El>Bok=0nPkW
ziOrFeOr@=A6^qW+!f5kj=Q%0beu@MEzC-|@92P74($}#FqhdL^*|{VE$+RNmF)>NC
z1b_to6*QRVJyt?^jUDeKdMIcY=7nz|4&ZJFNf||rNk#DfeUT(jC$7g$67qe*OvUkn
zmFHR2EXy(F?-2Ss2^}@_eReIOn;D=e1#a~Q;gx#&QY<gm(P8*$<N`i8iYZsZm{{X|
z?!FaZXFX;2t;@b8Bd<e5?|TAOZqmp`vu@`L57J5aE*x&Q6p?oI<V2{<E5bcjO(<Db
z<@>Q)sZ6SEH8k6kbp37BWAWDJLW!RATV8(hryM>X9&R7vHhk2qO(<6qLUKtuNU|9m
zw2N{*xd{jem}xcMK(;3%l<{sJmbkdaY&t-d;~wJ(ljnRFVDb9&Nl}G=*4iIww)vc$
z2GoL-J4xvHC%Muo-ezTRZ&J;e^w1qP9(x%1__JE(2$qaBi#QW!)y~17M+h5oJ=$=4
zM|`~`Z!KOY$rG@+{dK(_-h)1=Z^70&-~it<9v=6Dt!;*00O<+|O2e}g1St)_Uk3a>
zhx8HjDk3v@$Zwv{ePuDo@5bE#3cejLa|1QSKEWRo2+(QqtDeWM{eB23vjfs1S~kvu
zUsFqaT9(UDPrY&1=J4Oq4~lW6T_I<`ZqycN1qVdFQGBd7Qb`#NBbS7DLu+O$neRt)
ziL4oZ*ID#c*%vom3XS;yADj5)Vb87!X~SCgJlEpJ@<06&m&v3#C^#qiz{a0@Y)qfq
zf#%BK6!it<QF}6oJ6ss(I1h6Xo(~cYo>GUs7`OGqVEey%2%o{$WR`JKK=Ac^Hv8R<
z#1kE2^(1+(x-6#0o2=XKNdMXoGwTHN(BB>4v4+@u5wtbvTQZYRSsM!@HnAbZE>w!x
z+qB&}KE$6{SE4OBelpfW2~HfZtas0BlYRg@ZaNSOXFF($8R@3^eDz@6zo-{>ZaK({
z&?fK@{i7eKaBdZ<nuoln*H@~Xet6#fArK8ni_)*$C#k)3mvvp=08+2c!VjlK=@oK?
zli_;WFUT$bAdL<dihxabz4F(Po=+*(0tqNlFtSuv!De(q_$YJxu}-{*evK1V5c4;b
z<?FQ&2pF?{M5NwnY=S=J%X$-^8JXd#1m^(8Xaj~DbQuq^xg3PjScp>n1oXb%O4fJc
zpRoo@_~4*Cu1@diz(-9kEl#&z8OALvnee=04<wqS$xXX|hNA(xRKeRKNWgKpi1y<*
zaiX5i93R3ImgDD*Xt$%E@Xi$W7cQ>f$#_2Qtl~cWu$5h(Q|IG``z)@>eS-F7^Cdfa
ziL;&@ee-n7r+~7qjiZ&wfjj5R%%oP{DM+%Q`p$_Eu2{TrW?OtAPG)7<fw=_jqGpXz
z69FM^U)OZ)n+};6VIbi=_~g03hLyCgRd?XJ#D0Kd+JI$tVHh{hk}gCRJSp`<A$&(P
z;JZ0kgVTUsYjlrR@OXo9L)s6xySEt~P0~C20=aKT2N)xNXUYW-)6hEDtYrx+Lv^)|
zOQPSd#mf$*OMLo4YwfT$)ZL+kwnjK+=FT01uXDt2360)s-aHQ{1AmbBhp7b4a`cA(
ziETSlVDbe$Zu=%4y~*mmDBy(D!n2zjB2uXlU!&+;ZG(TfP`rL;&W5o=DATA{3er@5
zEYy#g^2!SP^a{dSlnxtB0Crm2wRTpwPsX(9Jr@;X(z@_EGa%SmmpWoN9{6OT)C3|@
zYT6GGx5wV&TN&OPa1hk3n?0|lLDedB$Ux{bn<IB?81MGNp%?8HgUEP@^<J6%D_oHA
z@$munPfI%OQdz*XUyZ(0(=%pDd4NH#T$}Xo;H=H!5_?{YH-ZH$$e8}VZity=n6ien
zRW1d1^1#0e;oE0h-&-@*6520y%2vDru|aEm$@^bdP%GSdnXpvBxwSdv4kftjNc_kW
zdF<f4J$L39o^RjlP8Gh-8+@iz{bnx>)^wJ6RU!4-?9;c^6QlSwwD)Xz?@#GT?RW0C
z9~br-74-yjbb6-<;B?3a>u$ceT?@NIhXo!G6Nh2yM1<hT?$p6N1Qwooct<o8-ws9@
zoDaiz4d9eO4U6eEZ;gWFQhy1v?dWbl!u6NUd<%Iy-3k`{Tn&$84<Qq_OY$vm?u0#{
z)niT#58bEdoG)y?*dq1!aFELWTiPST5Cl0L&WorZ1VB;MK;OsvFsTGb{?yN%n$%_8
zt4^6?93)uyH84HQD-_xftW$i?BW#Wiv39>%oQ42jHym5+XQ?=)cIZ5}xs5-_Jkj0C
zATU&-4W0wSJ*!ZL`0-zd=I2$1l!0!ECk^)Y16xlG^;k@&E1aRb8{g+sLR*2cK|Ktw
zCHIn1gSY|+Y#-p@Q~X?2A-I@=t<ilV(Kb@jm=a_oWBV^XhL`ZV_O*%>R5`vdZz97b
zzmI0?+VP{XDi|SsT(d?x9RgTZUorzy4OCl14Ga&jq-OJ=yA6@%<{gQk6w0*_If9r0
zS8bGN(r6jr1HmRKeedw{y(a<9wKW$fh}yB2J2;NQbFAZ|$TgP+Q(Fm=Pf-Zr3{Bg*
zzUNo8o)GgZZ7>GIAH@4+ll$Eqq1(GH_R-MR55Y1$&~w7>V|<8<%L3M-K8owQ@<~H>
zku$ol3me3nR)zftHW4Ajgj~*6A*tGt!RYDt!KO$2;C5IsPb<x+M}7+lW;MdaEetyq
zAqcv$*IWK%SUWjFm?j~dEPBN;41!ZnkheCBojmu{>FNi@&F4-HtF>lo`#P<j&Ue_f
zOs7M4-xKsDBNlQSy|+WCAn=mN2bDDkZDMcJ_?kVXUYF)@IwC6f_b?=G13;!{e{uZ<
zGMD+17X3;8<_g-6f0rj{AM+dB0-m$$>D!rg%n*F4qd$-(zKyANvJLU-IjmZ;tKkau
zE9D=19}NmsYaBiGB3on$`6vpR0&Ey~d5A)_FKj{!z3|htgOX#t@Av+`DsyWm-l%6B
zQT}D0n11I*?Uto+F3qAO?v!|6WcR`DIb5lFjP|8+{hPsVaX~AcNqCq|13hZm6Gm(^
zYETCJ24B9fH=%tb#<TGJm|+|PLPf4b5=hq0y(Fyb3{$YQ@mR-R=wdqc7AC<T-s#~R
zqjh`>Zg}8{eI>Xel|h>iWqa@QN?i^ZMRKt4&U~Gvy!W~atgOi=8J9kB=llam-lv(a
z+T(!?p0+O_nin@$|NdDncGydXFVj-8PtD^6+O;c_O(?Bu{yt@uw?FF|?rnjB7^8BS
zd-~g?LIC;kl=p>nm2sOsw(Wk`=l*5pn82QZcR~e8hmT%pA1>3#J3+mYcW#;((Q?{^
z_w<5JuQv!|8JkJyR2YtOeT6-7W#W=)@SX0i48@W+pM0cSt4|N`_WR`$?-7UH)P1u0
zGRmeB>3XMmt<dY~xR?9SU$K8f8B>p{6Oxa6gr&l?AcCkjJYIt5ynfmU29T?Mpy4V&
z?4=`93kGS+r~S6eXl|hAJM)X&i~McRr9xep=4iWaTl-Zs!bU(ydsJpiLU)~sKS9I)
zZS&UntZC7vVK5zU?z;;F_R&U8BS(?i<FN73>#ku6*LNNXN)<|LRg<@UTlY8})R*Q&
z$FQsNPpswv_<!z=|LIAh?>n*=bALk}jmqZqIe7JV{2dx2|JCwgAH+BU(!v>5>Ra|Y
z!P${MeQ2~dqfz-L&imMWv02KhUjuI1blt9dh)rMpXnNo9a;xOy;`u{@nRc<k!{PQn
zm}Um*tuPZo@o%LiXI?@MO65cI9K~?q{)x*zNq<?I{o-&2$1%%~L=t#IfUK`yrBl;N
z-*;Q*UroFFr~o&TD^#;=dBe+v0mOFyfUSH~C{Vxm1fo@!yAXL{RI_hSPC!+J2Y>MU
zaWIzG?jCm|JZVBT@k2Lzp(<$tdT)o2&#uk!T6xR4*N_RRE*|l={ezgv4;Y_|xPQ>-
zzHB@-H?#f|Q)0iz5d;V_hOBTeb<oV5Z*Oy8uLF-Nmz)pk3!*L?=$ckl-z?a+A}(?U
zN%?R^%SPW-%@f2g*S^tHI)tE_9MRwZM$4jt`WW7@gunOu6$2n49@%{kNzC=pz$tAl
z(|gckRSt#VcX#jZUq|Z~#R%}YW%zxi@$EbMHc`#{KsUF~eYd-Wb!NFVUd*2C@rk*V
zzolQJANK8_q;tk_dvkm2y}1u+0u%SOU*u2t{(jw|flKOJHGV@#c86*fPEyNMOfY@p
zDZ3!|{q;1F#kWuPtHcuUJTWF<!E0Yi!HQS-*v^(A_O7Q9xj#U>nEsYy7LmIr9ANqO
z<`T>ZL69ws1wM^+QGJTHtw&Wvwf>yoxZLnnqZs0pz2kl9l?|Z8XUZ~P3LTU0VZR5g
zx4{zc5-7wX;x2HwJLb1naszF!t@qa)ThtsBSb7}1K}sCBiUEG85=n6kCDz6g@^oj9
z`<q(u>^I^s><z9(CaT7Y2T;W)6Z|wQjWETty+t2oo66!e#4csOIVq-3{%zw#$yg{S
zmOM*Tgw-)6?9B)tn%J-}PSOZN#U^=jN?Fr#CrJz)F;`RIZt^=v7EG%#Wy+Go-<D6)
zh{*$;`c1k$0&Sn1Y5OTS1s22!{}BJ?aISc7l(OtQb(7$E^rYc$Xy|Vob)PvW-7>&U
zr>Q2!482HbgeA23i)Qju<{}*+V?p3qF?+As-r|sCv|lx`#3*X|PRvHn_1m|2$aU9M
zoG#z7X@^k1e}^gFT=wrb-*L+OtFB@<PEPb)C%CDl-yTI(Icys$P-A!hQuzh&cc1+d
z<~z!C7a)w#1gd)Tri`A1=f)V-9x`&VbsnZ8T7-k#oqa~pTYqKju0+#^AiUAvBD9~*
zlv57bz4VK`5ndFfOVxXl2{1U+u*c2LQ<VzIOXmNMv5tK92`I-=6&MaJj}^REFxu=0
zCs2b^HmUYVjpFYVoqiULMhU0?vhgcTA#n`&%lUG_TfoQ1$+$~{h#)Nr1ML{J>>9Gu
znO7ptit!U~V#2c!|L)H&n-cv^;JA1{r7iBgE19fB7wS#p{es04MDo;Kxn=w1z^f`8
zP`w4pBDOfr-ffCJhkQEBYc9ogDySPw`nu(CGBMXg0iq>h&-rwyR#=#)2D3#3$B)H1
zYmBg6!kIX`V-(mcan6J+j}Mcqqleq~F4Dbl4;Jho3L^45^mw2*8p?b>|Dt=E3UA2h
z%jReK4aWiF%<0o!v9mGw%M~e|B%J5N+OSpoOmgXv3;FGn*xwIIW{Mq~u@2KNlVTCj
z$XOfVZqc4p$Y_Oj4+TEi<4?K&V@BXFBmVF1WA`r=^_U9H>Xp0l$g(*(-@71z_g%FI
z4kYmP2QSW<5-l=OHA3yER@g>U*%tty%6~}0290+1y-rVZidV}3AkLRdutgXq_nGre
zx+P`osF&v}OVPqNUs&;EGQ||^pYszTqf+PNs++tE`R6Ge<Q-OAP0C1Ak9Qc>FhjLP
zLSet^eD~7)bi&QVHciShO;3NK(OtECRSr=0$;>+0J#+jaeXKelhzWqGor`-LR`u){
zRT;-u7trJ>|BerV(_CC1BJiHW%;HdRv->$yx}ExQwLwV>2-#DsRxODW>C)?iWLVS=
z;;U5^w}`#MuARuz8wJ92sMNv{Rmew(ue8G7#Vfo4d`9QC&xjg-nPq0%*AnC5N`p@(
z9CW@j%;DhPF%==?dct@%Gi!rB5N*Y*b5%~E*--KGj8$KIs94@*@GUx;0bCkMSoKV>
zLd(b9r<d*wp3*-%gGYivoEn%~sUq40v^6f8dl-HWSPiruIy|9$>U7_HY27EUFDwO)
zu`Cv6h22qoiG|=Sf*3-j9^3c$aDkoT$)EpR3%hgd%Gj%(KT-nMYUqGn=|~b;ebz|i
z>aJn@J0ADBLmCKPIi+f>r&7J5Hox6q2Ph?kDE+2ACNCbUqih%T9VefNPbSM-A0Y+n
z;j~~~;GQ`)!%P}p&>x5tznZQe0XFMniK;*P!b&<e)RaH-vdG0xwVXHTlU28b9$q(l
zXRlv~<%vWEUPSi4g&(~_*lEMpYps5CLq2x%p=wj-tT`npA86r0vwj!?NH15T3WCQc
z5`SQ4T@uEG8I-`isTlO@<%P&y)}PNA?(B25ChPr@EEMdBFH&NZ2>-|u0n)yL?^TEu
zbG(Gr<9rF^t8t1~AIa0=+JthW)bCfwOy>+83+G}yt3H2lIGXO>8+eha{W@)M3BoZh
zXXewI!<=>0_}NF*X`dgb1*mMTt-ev@2$7n1M}wQ;$cH+v9H!SF39jJjqhD5>GZ?8V
z9XN%9S>e~(0c4>>vg*hB9p}ScWCDZEwfzP+(3A+X0P`mb%IyOg3H5%f=JSKPP~eI8
zSvJ7MfBN_C?bAmyBTm|duZIQ`A@SX#2W@O&C$9}o0%g86_`sN4?Y%BE0_j2R0aFjM
zF;`^Q@ds4`UcfAMdKo#A1N%*_XzY2|t@EeRECA)5n=~b?J=i6FZ*qk1D>q0P@ksa2
z3XXb0-=2G{=$KD6d$5}F<>m<7>Of#(IVmvkVk(0gi9ryh)#%>D531p)qB$av7p`$9
z`qm@T=xUa-xjIN`=z5|hk#-yan@}35T+b3#_w+&RFP%@m@-&^U?3|i+`UpK`=sKOZ
z&xn1PXnCw!_rU9RAMZ%mCR%ib1TwhKcT~{v6=gF(+b&PP49U)=7uLs}H6XuXR~}#U
z9~{^p6q+$#R}}*<E|+`xm_MC#Cr*j%UrM@_=Fc%1=k@sT3bazOLDldx#q+jfrde`Y
z{Q|)VC1k@lx%0>8hd4#aD(?|esMy<X5#;Iz(0Fz=j*Kmz-5;H+z(Afoox1%C8iu&)
z=mBwBbR6O!>*W}!h912EdQOpuN`(Yafqi4o!Zj<ohK6$HHtL#?-?uYmg>{x$zG=QN
z^*Enpuuqi5PhC{q@d_&CyO%*9mWwa%m(MD3HDq+mJSV4n-yq181&Bwtd8nq$7#mBi
ztU*ZcBM0iK;Sr3nWvpGodR}-ZpwA}hOR?zl!GOWa9u{xmn@qOffC{Uk8>Eiz(^|>7
zkB<J%S5d_N3qssCcRIf75H`&r&}R-hzWXS99r$RUE+i|tcVPz)<`Z^cau?oWf&lxk
z06*R52WB#3+>U6|Yr#`J7ewlThH{_B9|^k9$|^?>wK+V2YEC?H026F)3-m-;;#s0R
z=IdF+9YFwX5)c`l7Jd{q$`PMvUnF)jSBeP_`k;v=F*%~hLvL^KWKT?mqCfT|-0=RU
z=Hw!`eNvbMv-gl^Y84*$UH`-HrHHVFho^sxgSj|LBJAr#$fZh}Y}h)<u4M}c-W1aG
zy34+_ioK2KC?e=ucc%|IvJq`rG3+HrG)E1^@6{th*S@(~TR?W_BFL8A{;|_cQMX<R
zSnvTp;+r^LKn%@K1WMQ9<9J%G{N1o6_iac{Edg2B)z1C#xzw=@6EwX3CKb9eGc&>5
zF+iNr-r{{VJgo;i@?I#SA8##8U#AC!Eu_lk@^cZ2!wm21L{p-Jl(f?(+3aUbtn6Vu
z)Z>9hr^XD55qP&G4>K21O`*Cb*xg1}dPHs5==;ja)4$Y(ztzv!PL)Di(iJZB?6^GQ
zYazi_9?i%J+!6V1w}CJTMI?g)8rQAcJW~Wfc9G(~g*aZ;SP0vnN{u|iTiNK?OQaQh
zvp!GD!@|L!yadBsxO&z*|8a8L@7Zs#tj6^g&t?TbPPa4*f9ns|AK=|IL3N0}<!J6#
zRCSK0u|@_wudJV=91s%zxaD{-j2h5k@2UmMYh4z}8yS-P;r&pWV*Fp#BYBOB10@(~
z)1X=QB|X;gdi*w$N0a(*s|n)Z8tXOEX*?~7fHdkmq;mU^9Z<mDlFKoN3iTw>nj~YM
z*5JJ{mtmX0QBGn%Cs#nNSFid<Ti#Owpyj79_?CD1bi>AWeQV(ZVuurRvk;%_jCx5$
z0RN+{l8oaMq}hFE2}R$Ym1&NAvR`p<;&NsiSTS}lb()nwn8b8gH|2MlV|bPYs5K?_
zpppZ`GSJ*4e2xwEmt$OO0TZ~t<ksq^fTFy*1>W8sR4DY19{}49>K<O)VWl~5^@db3
z!v#}|m&K=Nt3jTMs+TI~@;(ht<s1SI!c#+~{<;p($R$fr-`khblT-C5F5OCl{{&V-
z<dlT`^CTSS+pW+p2KPZD&S4BH+YaA?#FeVIex3tG4L2dWeiL9KO8)c;1MHO!YOyF7
zVBUUPI<K(-z$<u30tXp!3E!bPxKSf@ePAWLT^7O<g}VW1?sj$PhDo1OF>z7#ml*lw
z=7*p%tIeHT=wFWTm1hY*d{m$A{M^8mZ*R+7o$vSrCL*6O+eepj39cUa1StidjRk37
zJf<T7{Y<1}MuAV$fzVO1^Nz)l>APU=qLAeLekDV~Sn#}Tt{*@;@!(PY!N+8B_c^^B
zIkvGOjJw*00|RMy&G8qw?@erFRQG#4F^|iad!VP_`QlU-nEL3Py>sJw%(|nDCMfQf
zf`cWKVe35ajiUtUz}0-7(Xk3fhmC`&F3ZfVPzFL4WnNV)Lzb)ATZJTUe$JZsr$7wp
z-yr<~VjaLl_Rj@-ct)wLzt4D-u4pTItUZDN`Se0Q1Nzi1VW|sXJPV8E8;`dPcB4c2
zW62%jr8TcmnMn1nJu*kgvW_TrVvxoNcPaIiT)Ml@nNA;X?!DOv57hwR0rN)UK%@W2
z4qo(pUjjJZF6DkN9a9Vg9p@MCq*=?_D(~l3Gw}b0?8TBw?e1C-XKCNh2}l_a5~eoM
zGjv9KzMUp#89FUoXfqLFMGwD{@e!)nSlzZFd^@TAEuHTz<J!AVaDEBk%lauSQu4*6
z<06D2ab^VL@wa+X%`G=6W1|V>luK)_Wg?og)@fXP0S@AWmgML2n1@VfX}suz_7zJY
zux3kMs!iGK84a~KA54({VXiP}>$JeU`-^yM<=}n+11UHlkOBvb3?z?|B`gU^ri0JE
zn$F1i`Y}qyrn%pCZv$?W7?@fKpMgWiZ5;fGlgt#CbEY;c5~>#Z&*y^{8YXX=SvO5%
zJ?)p~DQ%M<6$otda#x9JF$%$%+`|{5go_i7{e+Qj_{lSg^`b2QfoNj|4IisDxinB-
zbC)?5+58!JU-(tAK3q)S9Xh6denP(&=SiT~r+A`A7VSkUvqx*EY@e29ON{m#02S!j
zL`;@-cu?wiF4@D%9xCQNP|eO61b)$LGrvKx$q9?72nhM?{kNYcA6L}KC8zzIP+a_G
zyvT#5nH=0sno#a#`jrXy2;G3Me5oT&Kzr&_mS5m!4`Xos63DH~%3WOZa?ZUTY$^q7
zzl;v|wN!x?IRkUs40Pe?;d`kXhO6+A;%AGoa6+yd|F~b^%5cGEUv^Os+>@wp;r+!@
zFE`I<Y09JSSME|ghypl}2F8X}CH>O&EUAkfu_(-LG3o6gWpJ*`ZTLN1Uk1?RJmVqT
z^ZGq8U!Y|dKR!n2oI~b(41Yfra0G3@AV>D2A<g2qU&=|Y;Z5)8w-Fs>{Q;cyeqR{A
z_XtamHNzw+BwSxJ0AYFE=<&*at5Zy;@ga<c=`iK{YNEyBWyLc)uRq+V-;>cO095!b
z0WSeGfn7O<s{VQ8wmbir(Os^1o;pYYY#$ybGMn=6=zL?O4@n>8Kn2aj4H_}@?V-od
zBN5>Cl?CXxxhDPMug?qZCcpiCdy)gCYhNnmshM)}3Fpq{s*B5KFam~o+DmneDOwMM
z<r{?8mOxr^Qzr0Ll02`RA+1X_BczW=Xtd#-aTsk$qdmU-;oNE2r0Y~8rv>3#Q8E4*
zWO&y@etPxMYrk6GqeV11l*C<$J|rk?7Wy@v{v2ur_D^rg67WFyJ{U75$nLELaNU4o
zD{=aCH~Z*e`IYZ<(Td3@K+54stvY4dJ?~nMR%vQ;o22#TG+}im0V<J~Je7!Ya-+)J
zFHtGp)>40MPtI1Za+9$+I&&qsNuQox!MLm+p?)gKoFBZ{*D7rok2>o@9xb>EaVTUP
zYCshe4f0_}%ZLv8`~=jc2j@v^0C&5X#<uls;2qj^TZxlnfJJmuDOkT&7Zzr-#ynrR
z6M0A7g}p%&iK?o96g=IQNf}p1OP>dmUZzmXAneAKFQi4=_gdwAK16M<!I+QRT47-(
zmK8cR--oNITnoKA`B*gIwb=E4TC42Q@lF@#Q1U@-;!((cR{_$fON~6NV=3`^{bkMZ
z;@bRE8F7?O(doA6CX;%(;)nsxo24YgWSqODTE~?{<pj)#dyT$!0Uz{k_8G*x$AvZW
zd3KzEv_?u^8HPA-x8E6|z5}`7we-0rk6CaVsNqObqqD$=?&tU9J}H-+>?n^y0lnBF
zWLC@poPz0-l`elg5w*$hu-R2O7V2;=dtLVv5%<MDE%VBLzT{Ccy!+~Gt|uh>Mi5D2
zD0;T)4iOsKuiyhFABov8%ExJIdCQ3@)+@o8+8hqT+R3{Q{5f7?t^mG>%I~%5$Z@W~
z-E;;3tv(a}l|f&we!$U`iweUEo2iGxz5#U6ti;}B<+-oI6$>ac)YVWCn0fGa^)d3i
zt(MS8D{}&yJF0~nPFv9%NeGj?3iPYG-?WBtlIbzRU||ubuRS0P5z+sDyHVnD`_d|O
zf@r8iO4<NRcBjJE5`%YBRXRJnu=G{W)9Fpf3|tBN14+fA)avqj!BZyb<=$b?GzPEB
z@Ae@1rR`lu%<Ihul2=&l=FKYMML82F@?LV{Z-#^Fi4FO}e5YFU!dh0dKYkl;6F~o0
z52g3`kcB!r`?P({pD^IOFI!4WTi*tFadmtzfh%#b)``;uG8GID@Opw^V<*nZ(sWVQ
zI%WnMP8}yNeBIdSwK;tDyAplZ>aA41&tq{ha)yP=UnX=~F#SmD0}(KC>3A043Fh>^
zxRG@(qs4W_FI1^6oq9^3iYl$Tk`*uTqI~k#^!lbB#i@DDQ?iem)70YJ?~CA1=_7C`
z5w89Um|gJ~8Xzr{0iaXM&mx0I_p^uUSTw=NMlRH8-8Y>tLQnUOEzS06`;B}A+!Qe4
zI%D6wK*IkT401fg#`X84-v(M`UBHJ+3yawz8W$qk@69JGR|6ZAS?b5P{O-6^&GWoP
ziA*lVn2Z`6=HS7oEaoj_(|*_hULNbmdG9fA%1RvZCF28(2uKJ|UoTs@Z)lo^sY`ym
zXi(J|Ys1_xx9IC{U)KN?*ehS>qZ@d1c|NAy_*~Moe7^Qet*P5f1|*XsSX75vN$Q{b
zOtNm#)a{!8^=2z~7{zJfg<f;AO%0RjKbJd3=J2II;2YKP70vI5G%=rV`NKdyxZjRf
z;&*{`Vs9k{zk&Cw!-t0F1b#EOGeCp;#l|0~+~W{^DQk?p*e{Qv2wX^f(-ZX=Z`)GW
zI&_kF9z=)a7ecSgm1^v910mda80ahWQq^#`=sU*UN=(~En*5jGE0L&?xARjcQ(U_I
z>^(Vh*}DbWw(G~^sp6mAy{8LE^t5~Krmg)OOX4f9q;mi9$T^V6`~vPFei`7{1LuJ*
ztGKBr)Kc)$m#O=5bOZ7|JD)cD>-*bt=u;6IB;(n_>b-<Lx<RwIFPer{269yDwGUfj
z-$s)#Oxr^Ytv}vAMgn~${$49Idw0fner+$FB2MXzOT|~zZ!NO!e>Jy{evfQ@k3L`y
z65YO-w_3S3K)b32fB4=rFOl6VdU?KE?VQ^YWEI(MJ?(S6-je&b?(+o^(|*bWFTVWf
z*K2fiXt<AhbRlk78iB4O0?X^=F<(Hb-~iiOCtWkCuD{`3n?8Z#w^W-SHTL$f(RDq8
zVo`K$@M%m?a)UsnJ7_WkgW|<p640uPt~9Vj<?}5l5qkxhHQ27)Jcxr5;)8f$34&(L
zp3&H72Pdq9YmfT+zVYpv^YvqQ!br@)$$e4|_{8cSsKDd$JRv`8l8y~ino+~a5}8ni
z^b=Q4Pa9gnvtmGMCCQf#uY-R*7ht^KzES{boC)JCFV`;*{bDY;5Cx6DhnMLNJVrY2
z;70gY@9e#a&)z9+iSZeIba~B#%_rx^jkb3z*oswub!%nqZ?|$#hJnR<=0g!D`3~^7
zrAT3P?y+lszg_u9rvXnRUTD|j)rn~M)Df@rdt++h-1=zt@;VOj+I~Bv@mQ=RG$l&4
z2$frzmsxz{^Na+=B;bSpt~Uem{4nqP!`zj+8ft%T>5iJfAhGa^q8OP}Sac;fFcz8B
zB<4$oc#5H3RzYU`;~~8l!T{f}{jw*~&W(MY#2*AS;c#_V*L(TY@3hwYH1n%c>bV27
zhwYTY_G&UiryoDF^wl7?q0mp|w&g)DnthwSm5@LD9ZWv%Na+@h+Q_(z>v9)Gk!Shc
zgI%_B5zl$XpXAAyXz5JqhNjuSX_>2Lo(CH8`R2kaaT8*W0lrD<??R-waK2SZ=_urL
zm<yy)=hK)ElZ9sHXnHLi7#m<@%*cOgbKT=R$qIyp_)&C5(_B(FEX6E%Va~<|=wo<a
zPdcbo$DS48K&_-@ifIaCF8ms*(QqN63t#-Q+1t;(13i|LYi_5Jrfff=Zv+HRYM_rR
z4c?0lCMHy9&`@{x!#&7l&zzaOUwPuh!DFw1NqG*{0FJ{qmM4qji(XFj%?+1ixgZde
zW^_6*=t!T(;KKFz&R(^`tN@Zw>-xJAEC`~g5T{9awDu|N=6>v<hD3H6ds)2E94x8@
z;;X>hB0B8@A7CCcal?q8&3%JI@%yrC-_?`iIh6#}5mme-vwO{{9?_0PID&wbF%l7e
zbgoPQFLQMKKrf~9$?<njI$GX`2#Q-c7;ugI?n_5<5I-Df9MxyJu)@!S;9#<}D#k9C
z4R1$X^iYGLY1fqKyUcJzn@urn6U=m1VQYiz^>=97##gqzpo{k_IEKyio8#3vq}vg4
zn+)OV&2BFM-2Pd5g18Y!#3%a&t>AvR77Xy;q(9(WVt-jXgaL%=>y;1rnA^>Ab?BIK
zJ@=7ydzjb3w-0g(+mQjCmemLTL(Md$=+}_n&MLpl{bo8mjpvpckMz37bF5Lr)WQdi
zOF~W%+3}P_H)%y-1Leitt4~SkJJi}U`N@bW!z009g48^zl8J1P1>N%_^#LNu?#*B~
zve-B^D~Ktsyo+Y1pGOdcQ2fS41K{Se-)f3y4W4VO&fy`I?D-|WkGw<oG&+oA5b-gT
zHS$xxx9Q8?oLBpSch4wZ4)nlSO9|VJqv^INB^6Wx?xzf9{BK)K^n2>c0_BN^2&gFC
zD0;83n~R*UXqH2ILFeUJ74Fj%)SGl?(adlovCRv4v&URLvxRZVT9*E<FSmFX6lZ=A
z8-f!c0qmG7qsJ;SlH}V_&5)yp9tC=f$5zO3Xs<g#Y@l-ko`H@&Qrx0H6gZtOv3(8Q
zNP9`ne8=WlhH>(N&~xv3>|wDNS(YLseUx9fqs?~#QW040@gL{r!F6KdA0N9dz|z`p
zbS{?Uz9A0j*kR8QakugZhqr)6?c<qofkQlCFs$0|_XC=QYk9}J89Mb+i|fQJ!?9lv
zo{A)V9f71huYy<5^fzx2@oB7@?Q$VG`PF=J915R?YN*|VJ7}`-cwKKiM{GLoYHiU`
zvx|`JwUa;tT=0FG(B-uEPG}Dbu+isiNXx^9wGKoZWRc~to+-fFd2(`v1_8<TB-{Bx
z;pyHb8+(PYw}3l5H~hedk6@p|T>B?&g5INl2j@d3`Csl_=GHad$$)o(eQEZ*o+C<!
zlgZWn7Kf+$<zM?;!P<g+;~?jg;$qn(<+p#T5^Mh5Hui|Bn*Unk>U2EOM1Kw0V$-E&
zJzboL`-sPs4*DT1>UmXVxU<ujL=o5FHIvm^CsDM1A=4}5{k+~j?;=ev*O`0}o{?Ii
zl6+hkBRK*^3n7tU#{?Dzd!eMA0SB)-h<Ty#V^FsHGxR_e!_N%0yXTz__FAsYWHvd;
zmxMt|7{spxU4JqGXISf)&hBQhY7}oC-k8U%DSWG8KPt@FZV8ay@WIi1gErs$=y``|
zyN*MPwdYT5VBe8g#u@#s4hcJ}2=<+`c=+)0X8he^kY++_^g24me(=CY(r%u*K-R`N
zSq}kjn*b~bcAr<5ebJMj2MCZ{>(%Bf3PCOO=U!~)U%FFg_#@!`6)KHMn9Go;p!}%f
zO*J8(i;q3`QR<>p#|kAhD!ghu$UD(<jm@{#H@yyg^o@rd=CW^ZHLSTHPrrZE`rtU0
zZElMNJtfm!HL4Sme~3D>Emg5*3%?Rbe+kmrAiV;2(hG=64^Mw4x&Je&M%K<uQ4<i>
ziWM>An^|jyxJHf6!crvRsr?f<W=SGS5;Zdq(#k{FsElDgJkS)P>1PysrAxWT_=6{!
zpE)~v5gswXNY&qxsMRiuHhBQeGwF=Tw$lpcav3hTU)Ajr&al2xWd{^<(E)Z$`sNUx
z?md6<BXYOt(OUqXvCvAC`*{j3Y<mSD@&1U8L^vjiS^;Eyy*EFB?r*r-9`bYyt4I@z
zR=u-uv;6In1IdF;jq{4XPd%#0y)>#`+5wVjgPX~70vu${B~b)`v=Pmm4(}^GgI-MS
zrQd4U1%HnZhU)EGInc5T?y{ez4;PfS;Ah($yZetq3D-=M+aMnri<q<9fdTswZzHYG
zd_3&_(vrY6Ru{9dCfKhBR%#}5P7-jG$>V<Z&hO{^dCgCTxVq|QydxIfRn9tTJ;y-h
z6S1E?reyC3uq1ZD!L#)pLY^=cz5d=_qJu;B5f7haeIP$BRXv-Ks|l~IynS(sOpjVC
z@LK~SXJ%Ti@+tm%g1F;afP9J?{P&2rhe_jCHy)2Ke(cly34_z9hdOdHUO&B^I?YZ0
zY6?DS5cjjrxrRa)@<iHa!owO!{mH2p?^mj52vRN}Yrp?pM23~0Tj{a&Z`04cy(b&I
zmZgaD_9C2hi(%9Hp0(aKbGsv$bU)^Y<{eiSf@k&cB2`~`Qc(g%{izByPB{8gmb|aM
za7`fA$AW7d{-n}ehz!7me`ft7tQVW;%il{n7i%vA3;L?u(^m`Zqxo?)a2v;qUb5s0
z%bnZv#wJnFZM7DOQF?tG8?@04$DR44&WoE{>I`pM^_+0(h4@7M)dxR)VQ9Iwwk3{|
zla-)yF)QeL-k^xW<Smg~tm1-I^<&N=gNyFZV_2Uw<KAv2<$>cjXb@AQuLX$ipk13!
zs90J8sXMK%hCn}t5TJUVl~(};to!7qg+7-CBoy%fByNUAz?q#<3|$Uj1tMc~THp+L
zJ|Gh&qHg&$VJ@eGqCmqzdEM{eF)h%1TYU^7b2N8fED>p(fReYN*9VSP&hCMktY%@?
zD5ANZf_225#0#A-MZX`}KAz0{H_bfnUZ9rNQ=ezVEX&f0ixTZ~FPxhAYyWgw%5&Z1
zHj3P#8}O<qaH!ww$@SM1QH#Cr4BA>PWcQB|t+aBzZR7P^o_?o%CB~N?=pH%^4`njh
z=pNE%@)3XL1{Of#aZdwOF=2q0{1zT|H{5S+)+oXG$HMUi%Hh&{P}8YFvJYKcg78y2
zXrBnKX)}lqM>j@gkx1?x;tRYJzFcBnM$@vcdnljgSTeeID5p7Ydu{K7F?Sm`&!RQW
zu^N6{SPOmASbj8{NZdZO3?Ia@K-p*BgIWKok)NXnQw5w7h1BGuOz@p2{MLNo=i;*F
zw|yLLGOI=GSTd>9oBfCKXp_#IH_b34*jMn(TK9mF;@dJQs}-pb5Hefw!uCdP@<u{*
zz+4RjZ6Z)TPFEO8oi9cP>Dhfg_ne4PM(x0p!GO4nU637+Y^wLpr+vyyiL<6-a=G6(
z9;Rc!x{S)=y&+0jKoEqDGdxLri=idt;_nv9o+9;x?Fyf)zoU9?$gd6qhyDN!BY&$=
zo}E`jJ3(meZHPe!b3G8_##K};*UA!8Og{~Os=FWwNX1W4ZvQn0QZSeEIA6xfb?)F}
zr376~KV7!ryfY}Tj61={5fo8+UVQLT*!_6;AEE|u+Yh66+di1l5W)J?aJvU>;(gZ$
z7nF({8UJQuU}-UGXijdQj~3IU@YVf!(@*A~htIcPKTRi6KM7YqK73V7Xp5+N;pbxh
zRDWG4e9`_^>IdpZ7H|y5v&cVMj0C;0+gGX_i`%cofF>QZxOHe7FY6TPo@QBwQJ>9~
zKElRF0ES?+OY=cE%-)3R8yDfrP*_{`)l+5*w2#S2coLuYA~GcZ#zzrd+^$7*9Y1;i
zft6+Ijklh}-?Gj(sHYy{pD*Cytu&D@{;Cxe&Qb|0v*<qS&OrTL-Gc$xUk8WdpZCte
zH#7Db=Qgb_rbgoHvrr?&x@L+PUgQOqu<anf^R6;wEcT<p(vM&XXg2lcnZ($9U%tL$
zpGKhxlv8C-C|Sq5zh=Z&x6CRTmwEtG!!&25zsF`4+(ABH>GAWXHl((OtAj(E@G5wG
zb}D;VT5@Yk)AL%USu&7mlBHgX-yP^z>?IQ!j?NgNCC^tjtvbM?Hp=b`jHagUQ!Kq<
zImf*i55tLcX#3{n3bR?!c>mJ^S<O}gG!9A#eh+WPeQFNiOFk3QJ)Rq^hE%8^R59yi
zMpvwP%5B88DOi@^^tykEyY%zatJ~Il`=}5@u(}W6R|*0_{Gc-XKl@$+W@G}zL0tQH
zy(t7HJ?3VvM<4EnKUd<t^Ko$0i$;7uSDuI+O#65t$9}zVvmaw|rGBDKW}-FLWC{x~
z&VBn!#U-!KXgGxY@%g@SS%L;zU8DNk+hd0q>P9PkWsKN9;xx+zKl+V&RHKb^wyw4Y
zP=ve6)s=M->j)q)f0BzGg<=S6=Vz_awx)jMNpsms0*Es7E0ysqasBD47}!h(gMd>(
ziT2EA^-UlQ`t|3V?mXb}9Z<Cx)a8Ck{+6&w)7*+w0ub=7V9}wl%JHk8e+obL$DF{C
z!h5tsw<n_OsgpH(C!|RPEz0f8il(%!KgnQQaeJ;^h4q;J9Hwxz9B7n47aip@Jn0S7
zb5-GJ)HmFROb5W$eh(gL_D(a^r|jj+dCN=m#S_w74eJ&gQSPUX?lCt%Q{})i@pGR*
z`AH7OFC-WfPR2)ofI`Oev7DHAynu?j>Roly`41(XUQUVi;y%EKteH$98==}3b107k
zfIBCfpvy7!kRRNl$v|>+PKd($q4a|2xxDSuJ5@$wJkHGF@@~<jY)i?MK1B>ts*TL5
z3h^J4@*Syj<>!aw{D}1SBY3#gk4J$=qphO?M(v|;@mwJ2)?qN0&qK-`4QCHNPFC=K
zhpe17-ou1lL37`}*hgu&FQk^X=&ii0D}Kjw@udkKH+jU{AOAY2|8(o!L3^O5d(!rs
zWh^4}3^r{Kv*&xV-=3QyF(4SYQ!(ELr##u85G%n4IF7LP*$;rvri3XDMSq29=9jP;
zsecCjW7!9n<5B*tp{U<Z48!b#5p{eauvLHMV`&Rqey<Az?r)<PMYTs_`N!ZBQ_l|>
zhQDyfiY0{Ol{oKj_2{0L7|n{5)E{D$$ovr<PPd3=PsLSqx*w!2g~f2c5+_PxiQm0h
zDjxPY`0X>UzNzlR$U38+RVELnN)i|{c=J8Ujd7T<$vJ#gmOrI%fs|22ZLEtGKeOvf
zXy5Fq%Rm*^?baUMHxHE`c9LTlAz^x!9K7$@;Gs0O`b@dDxDUIli`6sU^WIM;={0}3
zZ0P|8MrmPTHznh!7b^v0c{DgiMDQ#DJ7D+vz-+%^YWS0hG^O3Th2B4K8hTxRa`2vS
zs9Ib4^ZVNxpMOAEjGTmoP#!z;y4IhY>RfTgzYYa)oKCK;OHDOW6e--{51Tk0&^!QD
zFHv<P)Xn(<2x7elIJTcwg%&vJ5~_z!e;ZBe0~hIYw+93qvh4qHLzDxkV)i1sOC$W%
zl<MzEJA4m`ch+^N5;At&q9NCr!(l)zVX9)3$?z_Dk8ZxbA4vTk>t-9#5iK8g_X(2n
zGMUqq2sM?}P~_Ln-I~k;wek;yG<bm|%1#LC$;0$L4XG-a`{+g?4M(RLpWFk3?VXL1
zH&AApUuchzeqOX2Y_bXYan$bW%5oIe_tSkyK>29E!82wzIsP)(mS!yhy=6i^cBAm&
z6hYc{76a?>Hsq)d_qjP()HS)9PW|qO@q*9}ya}(K2{c4OBDarT8ISfmiiqV47yrtQ
z)Zi{7tc-aPfq_A$+;3Cgm}+$FtTvIijl}$={iXYX??MpkE4V@gF}Z$8dcRVyKm+1i
z`*QB!PwanS1<#EA9S6Y$LJ+?P#hHn;yLX!V@=%c;-1>fuImyORwg&MvZRZc&*Yvmv
z1so(&tlhx-G}HB}KtD6EZ0)|kpMAMIz9KR11dg+X3A9#AfFteaxG+te0{ZR%ltLK$
zwAK*iDa7C{fq$L!q&rR@=)k@<P839dcfzJ~!fi9W*WrO!@T~<bptzU)KF)2KiTw&r
zP24Ar-E*&BX%LgYC6(2bzJYjkMxVxCCPm-=t>c!e?Hx?l9N_!tQV(zQZHi|DUYrZl
z4UaFlENfzR{9~vryRaOT#4bJ=Cje&i=KZ{Q9|P@?SpxHmBlfw3?+b~pfKj<$cePVh
zLRdQ0zs?w=R4Nv6U%tp+xFj8&A>ZJ@=WUC>vT|0vroq0#Pmn~#8c#B-d8<ofbPUNg
zq;Km74p7F0!T{~apVx=~MSU~!Q1)A&+zsSy4}LGqvyq3%)eI7ib@GG``F-K1Qk-%c
z1|B)n*N=X&ou13Gm-}C@B~Q`~wxnjRdZo@>N%BV~ERC2}+GwV8+*FCdAgPDqi8d;@
zYv1$ES4XcL%o=H|2~Hn)d;c|2SE70Xc|i;NCl`TdLnl=B3j0idAx%+&6R<U_ax&9M
zd2hlKW%h9$2R{qRIZq+F#M|(ZmsX7}!@k?8Cg+^Dr`XLAEJ^Xqf+)t&mk+GW6+MSV
z&aiOy>tcTH9A5c>g8`i$nWXb2N)BvzjZOj_3R{@!<dkRG`vU&u!~PqtQ)WB8l<}*<
zg!vV(^d&Z$$%WI_EwVhTV)psg(|e=<_BY1=2WS5i(Obe2EyYjCO!fD_D`pNt>Nu_S
zky&i<D3$67`!S1iG5<92c_WVK-G-M0cwz1#=jD56-W~SI1LQ%QSPY4D2jpks5JQqQ
z7t@ZOmfUd{qrki<CF51=0g8jEWM$uUgO<3=%cEa?8hl+QWTdbg&CdBoRRf~}44_@b
zQJ+N#3>I11W0Z4A))C|IH%LjJ>yTUkGNa+vcTan2I8Z6vbbRmgWIwiLWwE;Lx+&E+
zH%Ry_aI0o|&A8BIvV{jD7Q8_U-Ope0t^vyuYW0Q1v#CddAtAUw!2R_+G(dh{6BGP+
zY{Ttdl`B~#gOR_pS5n=s{zM=-gQ_pokx1lu=RHiQH1wccsNuZ`wSFaEdDVs6zTtNK
zbN4mr>WT9&36~?h26uSMtAdtwYzo6u-hqc4fHWcMk+QF@c9&m=*QzJ;`7AAT5E0HZ
zps0s^tpU7CQuIfm&zVBIt#&`cI~r(nS(md8;3M=AcK&`b<I)SN;C|&E%v9s=h2Jiw
z$kW8CQ^;8rYeFS=9KB)V1c>aU5-Jq|@j-@NsLOI$(Z|6vn|z<M<rhX-D)@7Jc0Bz@
zZNY3b<xh&LzbLUWpY}6?hm~>ZyPpq*LQENNuGz;*#mr9y$l<U{6<?JpLgPjXVgHvO
zxOwOy;|xN+{(}AHh_n-w)RhT;)A{+0hv4mp;q~+sRQj7t`o(cyW_{CaXWmx}R|kAr
zS5(X@hZlhozB=3+Dh4EY;QCRt(dKrd3kZebKn_oJv?M)2sHQpon!wa-i*Oy3FZY>6
z7lkr=QJ$@oZ6+|Y_sG+rBjvWoD&N<^DBjnCgyTrS^H+&0_H%0;qEikh)Op!M_~bek
zV$3<l5hfd$dZldZZmixANgj#7+_@LZI;wWiAi-#y$#!b~0NYVlY}VoAWYivDVT4<D
z8M|VS!`(!aS9Ap@O5Ql+^(}^Q(52QMcn~j|CNwN$2e2FX+NFW}cM8BCG)1=iPRn2b
z;~f`v-@pd>^FH9$`n;Xj0}8i6Y$x+Kgv=JkGFlQf!_(6XRUpJEJra~F93hOyQA&Y_
z8A{F|h{)c7oc}n(edhY-w#8{D5P;0G+v%JGROR&}uw>7E*bn}0(HR5ow*S{Z#{*Jw
z^fk^r89Vk+Ro^OgbzLWuzeu_9FVR%eBGK+}u@H`EVi_tAEkYlIPQ^jb3bR^k`Dmxc
zhJabZC6e$_Z{4?d#XjdsXCR~<QiDtS{Z2KLh^cKGO)4f+n!@kU!|7IaZjmv{on2D<
zb1tRKHbt-sZiSEDnv72L-OQBG)R`E;!q-2C%zoE>PTh@qq-lL~kZ)*EgVVdx8=jF(
z|0dCpf4K+pm&P$k#;HB>2}n-hPY^)&bm@>byywp;zb482`2q7GAE91F)eorBL6NVq
za;{Y38e#m8$peIiE>zqmcSW+a92&G&tRGNGsFSi?`e5G~a`w&4R2#$ouHBn_MSxRf
z`*==f2#)nBc@^^5wW9&*+Vpu(C|^*?>l06(>@dmSqYgJvko=1Wfbs<pAn-psh5PDY
z4r(r}F;3pT*W7{mD+yL}q1PW7tbX%yYdCv{M@Y8DzmsVEa6c3iiL2%I)Z~oH+a>?n
z_3byODt}8e-Gic?;6S7tuPy<7!5ajQfIRrOwnRo9gd+^<DrB*LGzZmA1pK-Parn#T
z{jwd<BSca_Jla$mfp;An^d68XngOB2;F%AYZOnLp6!&wFgpDnueHkbNQ48lNj%`2A
z46%^r=cK?)$k|#t0>IaNo0qZ$-oxgsPz%NUl!H)+ZqPZz-+vqe`Sp6Ob~%|Yg{m1I
zdrla~xc%6jPjmG5vF<Zp+R-j*`ik2BwSX$3s4vz+-dn+hNb~3z=Yt?TMqtck8I3aM
z5D?7A+{^Nb?$=aCE_6M-e`orpo(u4t4=qjCKDt1N@1}L(uIl=}0px`7dWw2$V99@E
z$?a0lZ~Xat{GPVv?L4U9In|k*k1x?!u@Y~fOJfS9zERGS82cD70o6*&e0xc32*_+|
zk|`7|S}v=^(g<p&gWlrArj*V#vPJ*_*<YU~I*uv%{)!mGH&BUj;J(uiqrb0;O?(Eb
z_S&;@7+3KxxtPoDNpvJpu|`0qPIxf%MqqW7>&#SNO9;@mEF07DZo`(7|EN5hoTKvH
zq-2_G@EyPl@RiVT6rrFBV0O&AdM(-S?g^<X(@e2#_4J_dpFHH+1OuC?<$yDx8kPi|
zU}h~E=1o<>iQ8u?2cISZW+8ftJRotf#qwk1yUf$pQ^kRKNj}B^H8!rhsX+XQqlLnH
zQza1~H5z>j-m>i$w*jWz^N03v*x`ZN#k9WZKT{h7tiiuvs!SK>C9X}mWkeSCE&8#N
zKC)05t`{e{F<x)&A3;;2a?qxj^O__2sm!2Af~)Cnp!slxEN|;POjZf4QVy>}PV8Bs
zi??&NqQf0=v&x_s(%g{ejn4igBh_JO+-n`J;e(5FUw&RM&n##mQl?;ox}v3NkG9kC
z@*d<<KAiW%k96fmg9~6jzubPeoK4yK-u04R4^vILrp)KpSce*f&+<$^;~BS3cxg%s
zyZ1x5udAjHkL1hYA$E@>$3iM!AQTSn>0<7-cPcu^NAi?p<sSHg#v`I9;=nQopzDR;
zDIf$;*R-u^{WPEJYb1N9R18mpeqe}k#r)+H$7#Q@{O-go4WY)wm&OP)Q)C1PoM&;s
z<QQm;&S5-?_j)Ra(i?{dek@`dFI36r6Fe7+hci+IXQ~OJlpm15cuOqhb=@+~u;|OD
z;ysw*O!CK+NI+}ZC)~^G%E|i(Up#t{9~eKgHqj0%x?VQa=}TC$FmGZ6EQPlo#SL<i
z1WTWNT9of;^?u6d)lM99w|kI)zgDgmQBbe}JKWo9X&6IaWF<{rSPa9=_J5z)s53K`
zHVi*HeYnp?U@}&-=5)l0yu{4}lAW0}()XFqo(P8<Ntr!^iKiDKzu^IEv1Ln(z6)GW
zTGD5Tq=quMQ8Wt_5j4{sIP=WWFCJhDzUZB^fY%VAdKETCWxJ5TDgsnfQ+dryWGZj-
zuuViOsW2Zs*4ITqE8CZfc#%2)3{)~llfCGR`M8k-KNU2TlgqERmP4v9w-E2V&&Y?K
zx^zJ5?$_h$hi~hq#v>IEqa`2rQ5y-ntLL25ynTYFM@MJLD!((iyZ)&D%$mOZu}h-Y
z-$C_ILR4E9!|G8vm7AYP9iL}<vL_EM-RNm3E(hX!IU4yas@LQm0|3IvXfu*|JGS`G
zT^y_56<HdtO1TdKv!%mneV&Y3POgtAE!E#1V;Ty3;@`P{9*$K`p#5dDwtgSqga92$
zJ+r{M4NQQJE@zbr<xDrj=XmT1G@6)i1{Sf{ZzdZ)mbC&^PT_?C(}?@WTOA;7j-JwF
zJPKnjBK&F3xRxTNiFfU57b0bHXweP7rNo~0;X#=As8Xf!zI>fh<<Ii*K!r8hb?|1^
zCG8#Lg3wl+FfO`YuS>Ziv`=V}a`tOV>ep_+^4ia<O7J~AK=A%Nxw&4CTic?-jR!U7
zm6E6Zqv~0C(1o%wt3m351~rvuP)EKlkRg(a(u!7K%e&Zcu!q$&xZoc(U)IYtAT$qQ
zsm700mj3wRx%Hsv>NO9t4Xn>gJyEG&!khEmIix1?r#fo%>bv(lc;Vbg5^d;Q0qnMH
zCAO)Mq>o(lbappAJ4Br!J0&w^l}z&3h2i;_-z$2&hLYIA>I*l8BrfOGb<%fNu-R+c
zFEL>s!~m<@eOgolG56Pxpe{bcVJ!+35N)veG}C&%&)V0Y_}!mIzsnQgGsZq^!9VEi
zU#{8UPro){#}~8ThFOGua1X^&+q>CxJert3j`DGjGVrwvScj897ew<JNMY`f8Q5nk
zY|>!)`xf?<Hc9TE%J~Dm(FSY;#vDAjAfY(Pfq0|7$itPn`R>Kd?L7Sw@Y8|KhgZCh
zx%W9=U)y=Vws0?Q;5z5Gf<}8MXG#V66q%^<NTAOG(8w&sAWb+6>4dG1KJ0uF@UicU
zb_)GO>|ENgDk#$JvR8*c-@0oC)CiJ_cliZBYH`dvaW#x`QDr4c(Xg8Nk<wPN{*AWG
zh2aejhg7fC<|tmLr{CBBBsg3e<)`fjSq$r<<lJK`L^y%@h<Z*gDz;ngoL&xdE)!s)
ztX{xmk#^^LfEl^6jKg_QK8i}Q7kD2T=mMw?Rgyg;h(TIm<@N=q!}961lTpYb=%$V^
zzDr*A3x!3G)<be&Ahg$LECQkr=p=WYU|^d_!kFMM_1lK(T||s5y|OARCInXW!9Jk@
z482A4`J`Kirgl3X%XQ+`EWh-*K{RW)`z6wNloNRHie3=&J_nWaPKS^9UI+m;GWe4%
zjA8Cjy`!V}jNwkr+yWVhcB#4c1)~v3f6vwTRj}kfIV~{0$veo5n)%TSPbo!z{ds^p
z2Pnq-G%!jv7?nJ!2(}en1HfTjJSxClE6?V(C-y_&VBx0saG_MwF1-0PM@C6&CHvry
zuLDKVKAfiUvRi0TSK0hfk+#pg6YT}SwpQSM(Dw6VocL+i1ReH+RE?7j*Wxmd5$Y8h
zP=97^p&wa(R$5DAQM%9b!{v^93r+F+n*lXda{%cY(OWG*Q2MH1s~d2hHBh;NS<bU6
z#RO7IA5!pOgFWhh#F5j_gFSVN7WZxmd*tU%bjJt!amc8iC2F+!23|3Z5JodbP#C9;
zD*xIH_N$=n{|tbC5r1go`G{UCDbvws$>;T^M(ArADNexix?gM`6To1$0yiXCqetSM
z1Yh#f1;}Dxl`KC@MAUowNj;osp1l+!VQlR(+xt+@Qx!W9R^fkt*HYGvG&2%;nv)gK
z$OiSo0WZr%CeZpr`NQ+mmlg~4IUm1bf_avmrU4BsYz!qD56siu={P*=V{efdbU&i)
zKBJjv&v5_5Iv0AZ$0NQ9?BKEL%AfAyyZxQGxkU|jI?MeFCJ#GXQuW`}emy*1SWDVx
z#K0fO*AK<TMEg1c(Vxu1i5X)YMhx|RrGrQV^a8R_)HbQu@`Q~ARIO|>Lnyls9JX;+
zFx(Qq?`@e^iN*_aNKtsL@v*q8YyczBNg3p8*h>K8>YGR=7dA9D01>14b@V~Y61nt2
z!7B@mQKNA(SzR{-%KGN?c0>ScRGU$55NE1be^o10ZiB2S^Pvl$=tYLyn|wJU9M5KG
zZyK}_x3qiBjwm+o7uxMP0CMST68A!i8SwX9PR>yD`qsVnmyd&!r|$Xy30($9Fd8tj
ztA6RTDDj)8j)$iBQBzRU-!$;JWs*tTeM;bBxWa^QrbnH5GsmBF<2u5gGPK~<XaUn?
zS$FnWMZKu)<&WgXvvhzF$+~IfgH;a9xT&lYp*KV(-0!$^-b7`=M4+B8ryEF_`hG`=
zS41**{YkyR49D#0%;Uy6cQK{e8V4ugo*jzK%XBi|=LY*mkmuecLxE@D!vPK(ljR~y
z^}_K4A69evJzr6^zi;m?_eP+7QqnRsIjOO*U++d!r4sx_eE9k8`Q^J$34gFtxS9B?
zHrQDLLMjmW^Q7JLr@Qp=p7Z@)iMcf)o#sGfAOi<w{|R{Ob8v9dRvqnkY9=$;UwX3F
zerdY)2duJUX#ss7y1ey*I=b8=JWxTdW4dHBu1N$0)1-<E8s0$lPh9!2H~7P?vN+LO
zU2LbDa>ydog+B*Mh6lm#G~)o&>9Q&D^R_t}of)e<W9?w79n+RyNckUVeLT_eTFwo#
zYN?R`Q2RCa=@UMK4Hwe4%P>HJ0Cz;dWnLb8GJmTrf+q7CbW6}1aGum^n}8@(buX!u
z<a}|s3E|Yi-xv-dfD|h?blWBf$A42io?)E4vLaSNu4}^B@U8|MZ3{F$g@X{OslPbl
zGIYrO-|qtPm@`-$kWc0_z@Z0k_UKyf66nGGo|!i=Qz~ABTyKiJ5<o-!xv!9So(hPd
zS7k_pGd_krEP>DFe(9Jc^chr?QBV0-;;GVi8OQ~&IcWLWqH-|HNa&WRzHD3U*Zk)u
ze?+#2dnY!?&vIU7LJ@<id#xgRmM#l*8ec~AP0h$MZ`Ua#^z@l}c%?m>W^Zksb|9Kq
zKRyAYv-hcD_XUxvdimJFcMpE>b)`9|vXILQ-ew?k+X#qn{Mtjvgeg1NIDau0aWUPY
zQ;%*iCaT8?|Mb88U!&tNXyAv-2iKXWzFT7AHJG)`@<S|qEyX6iOJQ3_v5G!F+28^<
z1;Tz*!LgacY?vzkb6i;+UGT@aqF}9qrS@U@UCkyXTxRijMF~ufNRTzB(&Hu&fgWvP
z(qE8NB1)V^$!@s)if5aB5HJe}zRn`6@XYU%G8<ZlWDk{!SEC@V{QO}0(-gPaI1y&6
z_utS>N6dhGI0xqV_DzmRZhd_CRqme;Y@sP*-*)R6__eU-qc@o^bOpgJUA#4Hc;c}U
zk0!!hOK`t*)n>6+-y!Juds8*~BXLWC%7@o3^;~MZ91d*Kpxui5%%%0}4hQjd_(o5g
zL=N9xjPNMm*8Hr&_~Zc9LRC?I5K%UH;Y`LSlL19@<M-m=LuJ$N<q0ph*F`|Dg(znx
zeKnud%AWSZ$@(<UU*XwW^uCl=4LrY?bLGBW?D46}{P!ZTyaU;S7m=xaI27`!WOMV-
z0ApVZ;(iN8y>6EI$DznL4}JjOMd`|)x7OIu@(S4~hT`)c;X<N2-@3HQ<tEuCW}j!U
z1I#`#{`*<w01L<dgGkCDO^Ah9KvK@Qs9HQzXOgDInS57$u^Hye%bDRCJMHH{rjC5N
zwa({)!xRnlw`mUtWeU8(%lR-n`r)*tXLq+XQJ)L>T!NqB2)$u4H%NpaF_`x(TUG>U
zjn;;PYXV4hfq!H;39xvNUwbHj;)QZm(I97f8r*cnW&S-2&)y?*<G!B+BPh9Bej%?R
ze#xLid>Kld_e+gV;PL>g^<U|OhL-RG6u4`>Ul0%f*w&;E@Ry1MUGa#8L`G4aqTfE5
zTur3E-H>16@pjwe4bOD-DW@Ro?qD<ykC1%KB}qj`*`FC=7H!=2erWfu;%czxW4cf+
z%%8<@zMm`ct)yHqh$Zp@SN$GwHg$l_U?2?3Z~QbmMzO*I3n>5evE6~nF`_E>-N_%p
zncV}g?+CLQvTJFg584KjM5GTwI{)oat&QW@$eK;_p9DPPB}Mqp^RH#nAu~RSlxz0`
zP}4H+&0gAk<AeQzotC^02s{rA-iw+ype@5E{*Kt9l?cr>tVDKy3B^2;_xrZ9D?UTr
zCX;cz`(WA2jh4Qyvh2uPBBBTA-QDAtgub;?xJqC=dn8;{p5c`ARA9sn#cJ!hI@W;X
zY@q}{0lWwJ%vh@8-S1F{LJ{(JN1#gmcn#`B4zK|&*KEs<$r2u1&0{|3YW-Y@#EEqi
zMaSQL!GMio$|tKM2x5YypN-E4z54>UwQmirEHr&?FYY1vJ!FKccrw1Qyxutbj{dOr
z{VF-~efn~;S3aB%Hum424BMZ{lxA0V<SR|<?D=HqXYXKRqEa2Eb_8XJx)A-+S-w86
zOh=rN<k|;0kks*%0REUO+`tZXzx?)u`yaa(>%KECEOd8FU}2Q|Jx7;RP@;@%lTBQI
zVIhUhdR39wbScEhlkOml-Hzf7Bs*IAawS?Q@szkk#B@mEGsH#kq;b&N|3Y@<^OtSE
zF=P!*&$gKJ4a7q?&B2+5NEvOB<eL-OF3yqv_DgNN{S0dI)sKe-3%N}1Pt~C~q}n+I
zWbf%Hp<`R<>qml5O3iMlH&VdGuJm7(Jl7M0PoFGOyrwkfR`!Yju)OB#YyZ@QhT^^r
zX6*fh3W1h`3~lJJKR8ZD!M$L=7*UMS8DYGzOjQO{2Ilf5Ce5?-T_ks&Ric^>BTxJ<
zUJ>Mb>Iu+j@Ivi&o5UGK=^35E@qu}FGE0Ta82ZhrE>S!vYH=8h>KwA*W+P;#O!T@c
zp$mVeZ9Sa6gh`>fq7CG04k5+)7}v4)OIIB(Ywv(Qtj+;!rhQo1DXw%F$d^JwYX)Bz
zRUrJ{sWQB)R}L=H5n%Cjb$y<>iE?^TdhLRq8O}*Tp4Eop@&NAr$qx0llVGJCBjun|
zR6!srPzFf|f1=?--eu>L*L7!6b4AOW8E`<T;*o#+Jq%z+B#=Q%W@^YTJmL}&t`iUE
zznr0%FW)vP-f~FWdiGFki$xy<fIZpkb<6H@gx7oD^iPmBWemArh9A|G&$mym6URJ&
zx*nb(jKL@?L-_B=o9hXKplY#@m#1%}xYPwSw|#<z-)2DZI4i2$8n;fgZ`+xoxY#)k
z9~B6pc2E~wInu3;57z?*obPQ9;Dy}^SZaE=BOi}HnVS@Kav(pfua<An2iz<4la(I&
zN!<7GxxkvNDd_M*JcZ(JMjEPbe5Q-M8HJjQ_nR=F-=67+4j6xp6g$3tOkL%=OLlnD
z-zUgcE<`vnp6O}wK=`AuHdBTI`9bIYw943$HI~kCe%hm(X9bgnJvf-D)IUV(n{h@W
z7*Ayt5$3doIXapixSV0ujepi3Fk_4=A=;K8xkoW<U>g(FvM87-uDVfd6?fOFv;knx
zG>`}O^Togg&P*L?Y=3}=c=a-8V}4YiF-HxyTF_qS?v||ThX3{`Jlod}!VWFp=jPNv
zvVK-fdyg_x;R0|WV9WSqRS%RXe6yn<z5jV9W~_O$NB|;Jts~b@+hNR>0M0e<k$X&!
zku$Lm7$4#_u>Zp*Q%=DuTHQKDa`={>^zVHix%^UOD49%i@)VHCB&ehH;2f;o!mAF8
z=|DIvJ<$=hAdqI8z8zq6M)Ui?D`DVy5J&8|v~;1#@;PrG;F^YJM{LBGaNmcKGZ7C5
zPq`e|_I;necP*ou9@NuWejyz!7Ml3b#09EH7dZk=|HS)FDGRz{Z^(<&O4C-bB|CwC
zBG<;n*&04<tKYZFfHTC(?Re{?<ix-kYF>Q=nb3BH+4qhsiXaX3=g2Lx(5?}#;kHll
zZwx%+Mvt#LMZFMGG0pmIuX8u%%jlihlUSiAnCPzP{oH3fd<}CB6Dj$Aa2@$_IvD5T
zU`mfgFbSj`7~J9?Yb(N3AAljn)9L*)#g}O`O~#d(fAl&N?p1ft;`7MZ$9XVnSvY!(
zpTnG*v6xlxSsVBWKHtfgbM|f#)tl|%6mM%8t@}Qpx6Fd6F-Sm1wiY)yI+9>QF6cWd
zXskfg>#+d(Nw^v`e_Z{F=4_t26dp_sc(ByGiY|5AB);)u$LpPbf$-I4QHKB%3vxaO
z5|VAKr>bxTq=$@^{mE#nX@a>I&v?`LvS-BZTC@vKf?4Tcf4=P3>r$YB0ot}0NX0#1
zX%7BA`ddC%vQA5Pv``|tkQ2nP_fgp|V(U?=G+cRp@WeiG&~HRNZw{!;il}@z#R~u$
z2R-66QC4rc9Loj<-&&@CEL?2ki-j2fe%AIWU6x=FYUs!X_#bCI3FWUxsefJRJ}+Ni
z;|g6P-@|2RK2Yazk)cXF-yMek01rbho<{xR+xkoW0fs;DO8jf2g{cVN4w*d4CG7g#
z;?8}y!h?J5?T$Z4z)$K9g%qF2F-pR&kQgS{+UO@H7o>le-e15eL(ULN26g~T%fEjL
zgNpC7ht)mA@^SHYKvlna*4G5KXy$=EMtjK|*NfDD3NFRU5p)-~&FSmA-0z%$xzpbB
zPv^_8$BK|)tCBDVT+yJW!S?TkC6v>BYn$bnexJ7``T%@uGXi@3CCYp~gQM#wM&*gd
z5)<k{vs{{sdx|Z&uRfF?SnFY>h(;Qxr>rUe{a9SP67vLM0P-dfCH4=qZoP~7moG`k
zD@Q<Pf_XqsrEweJjk|~ZcoM!KO4%=o&@vwTcjalV*G<ttIsU}r&!6Flb-KYkU2mIF
zDunrZB#I0I0CBYv@s}=dc+fgnluD^Hru(Y;bULA|Rk+se4s+Qb9qtS>HNJ-TXVdPv
zR+HmDD4N4-U0edfzjz<GM7QVd&nF#)Ogu$9IWzh&zR<^)2<xC8@;+OJ%)op4a!}mO
zLkRtA!aB5ZMU3b3KsWBuR=L0U=XfC-J(ucnO7Bz9MJFuhk@{Qd$tzWt_KxY!(;2_}
zUK=QHc+1G)b==4s!R9Zs@oM91QL~Bpb~bps1Oi&1j#=Ke5QD>rthL_U`y8JEO&)&o
zjh7J?OUd>@PF-FVUns^!V=si1KG-^j6Pl{EZfH7t6#3d^-u3b&{bG;clY+X4S$lcC
zcs=lGddUrg_^aCw@;<Aazi34luyc}ohbx=M(g%plKjhR5@Q_x4gT5N4b1ZUZ4xs)<
zRC%VgEUygiMDtmiI-n%)XQY*5#kw-D8&qyoo4uZo>pa2oXK(yb_4k>0?mytm&@Q7@
z!ryww18b*GShhdGJ8z3b&-!P%R*3n~=Hnfu&+|lp;`?xMKiib6;jqaRy~HSIo$AR^
zdqD}w!ojZhuPg2f3CO(hcQBYYnx&(ZFRFO-D>N`oC@DO@UxsG&DWjJINgethO8DVz
z&!u*q)xCfw`+uH^cQ@qh8~EFHax4uR?mE)YQ}e>UH^j}(uT+b*7jKfg35(P`Ay`}S
z!-D_AOJueR`e%#}s{|A9@;M&$zv)B2F`Jr${9d5w$0Z&#3etYj-iF&WU%uM8fOLb3
zu5D(i%4=m6tQG(u^fxOB?26cmvd25U-h)d!0e<>Bmy&RpU?%W8o_LerQN0(hlG9^S
zj^MCpIXfMvSG3bo#y>kB<y9eLihj`Fr2A_@{zZ;oc#X=vB>O_uEV|&sbAZSP0}CP6
zKL!R9zYltczZQKbh<YJ>z|SB_vlHJm3wN(Vb$T*1tVWy%e?LTP=69EAh1;EV+c?yG
ztJ7n9d=CuIvEJ30;BfxhSDLvW_OsBG!Pf;x<*|n}I?lr7wmzpR;ZqyVYWPq_@J$!Q
z|LF{$oT`K%d8PwRRrZz1z2|0IT%0bNqai8n02&rjDh3HM;}@_$kz03gO}daj?uvEd
z_L?9U;@>v9yKw?%E+niIX9++(M;gn61NB8%Dfx9A3Y?R4zxzPhi-hMw`UJ2+wbiIP
z)Gvzrse)xcW~hL5POtZ?pJ%Sx%v%%%8H9V6T9j)zn0}7wya1moJNvXWU3P-BiZ1d!
z?#iC%^9gL-q^u{KvMerGp@%23!5UV*)M?dE9d2LsYeJ>jSRUUg^ev?pf~>K8-d<n&
zETh<(<XcS-r4gEi@1Ad{@xCs^ya%N%>g(Aje~n9bDi$Fs^e-&|j-xP_d{0oa@8NJ2
zpbo9t@;EAptR%AKg})Rgp;s?aqy!gNuS#CN`&1y(dE#%}Q+XHF$HP1^PbAKlN_^Nf
zYyK=Ua%M{~PN|tk0LKCM<X0J>(pW3z=uiey*HrI1ztF_H;fwoSF?s%lF#9>ik52>(
ze?RTN1oR?hq;CM9eiV9QQT7Kfc04a(Ov;e%Iv36`Lt^{A6Se$`N4bfw<U$<JhI#=3
zFhA}nIn^RYln!WMECRi{N-ti!d{++M*1#hpKAut*U5*1v%t6!AYu{3Ylef$yM$cKC
zE=<5e*c+oQ^$t)n%lKePC$Q5Snx`|iuj*333cw7`AATf`3Wr9qwXdQDjd8_vApxcY
z-S${^3>qSr%RWHl_tuQOhFD#wQS%bAFnEOC(hc%tY`x3hEK=`O!&Atvz}mifk^5(9
zmoiLYKm7f>pI-9>rwl}b&?)aHPT9g^f#BSfKH}y<yi>0;YR-gZ_mVC?n`+PPNk96u
zhNtlX={H^j4;<wLxMc43_ziW7S11fIl4nBXTZE#-U3(Va@1#^t&;nHR73wy#TpBC2
zRWIO0RNf`4750zhFpQztgZcHe4*X|%&{kLE-rsuU%=Ib&Q`r-aA_4ziFiJw}eIPC^
ze?xgsO1HyxoJ`@>J^;7ZAN$n4NBH{hN)+XEs5gtVUa**oKARI3iw-1MtbO~ik$+S4
zDQL^t$E_)oRVWG_*b0R1n?b8JI4=OGk@|kd%O!aih%j(N;jRC^r2Q29yXN)>avc^B
z%d6T$nql}6!-Km&r#k{DfaC422VXke4Y|Hv)rFIp>Gciy^yG8J;0kOH%aXc(q`qs_
z%nkmY;Vsfqp2_Ri`$bL+kM6HjZQw*$1B`7_LwX>4IBksR5?TsoV3!mP5jMa&L2mq<
z{Wc_){M491O4<$2VzL6oYE1|8w!V;h_yPF=PwV4Al|*jBCiBX{o9T@Kqy&eB$VnTM
zph^5<X5`QO6ZCY`2?>GMKT;0Y^8EXq^p87H>;p})O3iunquyYSWscP22fyl{FLHuu
zp4sz#k0S}pQPTGQ(aU+C|AzJ;16f}0o0u;F!5~8!o`ufQO5X@PNU|}Iq9_}E3yvcx
zm;%3df~smrGF6GrvLB!4Y<~?aX1!tPnzn9H{F{3@(AsxJb|dp@k$;{)+0XVLL$OMq
z(4Exp%_}VF3p}QcCbPK#6V3jh4Gs%8sRa}KP{2A@T@Fp;BEpK#%Q4YD`7H@dHv)#6
z|Ek}$9lmhDcpv04PhPLiLkrLuB9qe!sCt~jq2S_>chDJ5E+3t!@|vINmWrQGcnGe)
zmCeJRzqh|a+UYzvrrms60=MCWz(%6E+(8oOdF!sM)~;s&CpUV&CF3xTmYF?6)HNQ$
z(7dj8svfVGmo4OU@{oTQ7g&za-Hxp-lIMM?#D=^~?gJsRQ&9g4Hyv%G1AHgGuo?Y;
zYtm@_hkFRgBe{68O{7r_6fbKFNG+*8nCLO86bebF`5tlAxf6U3q~+!>q|y(Q-f}b@
zP4#xr#=;|0m>elPC0G5XDKqeWHpdD5LoeLlSUhDccUiN;Cz;3LHC*YxC8#ZwuUNxH
z{5v80Jjr$N*Ay#-zw%XTAMygP9nV))C?&^1tc8?AV~;^U2hDWK>IrXgxK!{^#dq+;
zIYS4R^~oWJ)54p&xGuUWkf)a`?kYy}p*OxuGQCJYdTLN$P9N{>rLEGV<Oa$?;^Blf
z*Tes2VTdH&&0|X_puB$%lOBKX;Qey(ko&j#WKS?G-f3UV!&t4?6%HL=J&J8;3YgQw
z`#L0UjPC}h_~jzsuzGUg>gmp!0Lv_r3}c+8mLoQlw|~|xpD(>p*v0se6~b#S&+_R;
zz_V%L>rgg7<C}I}dAYp8;Fr3~)$9}Xk=l)-&L`242&Y(1(Mv2pugj?w6O`fQ6AZ?j
z)AO|6!2LA{ELynsDDXJM*Wn<`x5F%qoW<^|ihbyv_EM=D1HXrFdl=Hi#G#N(8jkYl
zPb>`R^Qi1{Oa>Qsx(irfP!ZY3C2H{QOag6e61;T@H?C!zMs+)g6RA~c^OvM)3Wr1c
zEgl!>KYg-xynEjWEBlEu_VxOE^N%NCX~KMNMQ<QD0L`Vb!G0lo`eB+&-f%L0a|+?D
z8>Y%D`dQRrAEPBL3h3C<o3E%gk30j>AlEBzZogh#8;*KXoJpeMuL>6U5<Bpjb}<v-
zqiZ2I4DB&9>!%R$9{F2pn?X9VOYBiJkhl660-wnYsfmERy)PNgX|}-gI^e*%yzL{@
zzK#{6J$|Gr0vHXvO7rM-yAWxOJDvF`2l1%M`a|5=tI|(N2`n|<({vb&F?`Fn0f6_|
zV)Y9gZ-MrrBaCUPS-008G1ES*G~f!YRPveo3v`NOeGL2CZi}RX*Vu{X0teNl13(oD
z*p7?J$4$1Xr#NDlBnc}D_+LV1tK8t(PJVO{9Aae8(5{;{h3CIE>+5u$Jdz7ObXa6x
zBd9diAh`+L;@n{z3rDd71-H0Ddwuq99)24ymj?OJJkY!EHyp_$C&==cnrJ}1CRk*u
ziZDA>@rFN0NJq>3_<Gd>i7V`~PKhpNMsY~=NQ6!9t+xBFA<g-mI&;4W7txr$a&5l!
zZ1lW+F3rRwX8ELa%CE<K*+w=G`f(*eGDp992!#Tk!_>#q<A!+9-w%1|pYncREj`mo
z<vyGPt;c^q+RT06G3U5R47aHwIn=&hj7Y$NRlZK^d_FjRP_ywf+-oNiN&{7c#T3B^
zoc?ekZ<B6dx#5jZUP!DltTagaRPr2AaQ)MUUI#afG;1OX$l{P4&vmCuW-Fg%D1HaW
z>1~F3r~@4$_c>AwBmt)ID6V;-@jUgmK@}5X6dQ68K07k^i{hJ>?di7u04Ivc@c8yc
z#zVDsfWyRO%9KlKoFur57mhp`-1;-m-pWsB>+GMcXP8ia&-B0V79ESGzWOv=M$gXb
zyrU0)KBM*F+pre9zUjoFb6F%7Jx@z#9DXG3UEFJZ{(+@r(%YUyzmPG3FyLv}B|R3W
z`;~VGU>lznMALD-2aZX}+4@fx$CEC{#EK#v_8jHX!B4U*am`s$btrOp%^jAh{3?2S
z=2K?B9maj2xFHIa(jW*PcX*S!puXV2p%t||y{fr&vQ^>JM93A$44~TlQx&h!Y2SkG
zbq;=T^Mhnj<p1&lVIrzh4!x`+l!*wamN(VO?A*WODXg%-<VvX>k#u`C^FhC2F^E6>
zT*~7<Br4=Z5duO`9_;SBxgP@l-M`I(Kh-(?uwv`k677mpLF{qvXPRPGac|n92qc`_
ztjIH;DP2*I`?uFoZBwW2_xoiyJQXN2I7i|Ke4W_j;1J}elDIPP#@A<`rInK$)aZOG
zfUcCty7KDHTtG{=`~j`g4Va$4>9cC^^PzTwvEFRtDYA>Ac!8$QU|>{VknkHWmU;V_
ziQluskIy7rpUpG#+QfI@8wK@<^~Xz7zmO~qUS_}g9zFNhvIL);uFlNbKRDn{WA)`c
zFO>)DUkC=a`?7cDsJXEZd1w3UFBe6v)q*>FosDj4;<M=tf1=S(3mce)YV)_#^d?2Y
zBa*u*nJ2)~roCQ%2vY_{5kOGItt-JC)iR@V%iC!KC#b?E(SJJA;h8~8yC^@?Cwht_
zMwDs3dX!t;U({0`hx2}c02aY~t$ozO{f3)PEhgf<XBLVZa0k~uXaevA=+?nAV3~mp
z19Hb*`q&?EBLHt1ey$afpl-9=+$dio;4P`8l7PjRSE(7PEkserNSvOkck2abm#>8!
zb<AqImBQ&#UBGU6FNWf*O^l_dIsx5GEOMOIi$TzSMAQ*XF@5_Ze|(=kDXfpn<M)<7
zm-ik$unI@VTe#Z1k2yO0^!s3z8rc&919nh?6w?Idvh$t0yVyd1x~>xehxs~HN$LWM
zaodpLQ<3z~BR;^h_)R|fK8)dJ%)d`Dja3CqXe<Xt++Zna#?U_8-IyA!9ss>^=N*<q
ziAW47#TJGaT$~baxKx7g9AHD@n6&D2<;>E0i=&{_=~9;!qnd%K9nG&q)n-=dG+CQ@
zwtWqm%>DxQ_M2ITvP=)9Wlr-#C8LDT^s2~T%zr#q1X|VdJV8U-9bT<lo!+f69zynd
zHXTpM`D08V+$0#o8qgORQx|&W!>1Y=aCd2=>zhLw;NZK+nJM1td_W)!&iy1dKk#gC
zU^zuSve@Y7KB^1aPR{M%9UJ{A{?Qtq`_<7zZE1)aw0Me>*bXiR2yLy$@%-RE(zoH_
z+As-xJW_tWUiYg#{N-2SN$t5$m|~N0Hx{9Sc3cuj{AQU2v-K8=m2fps>B#k;7g)M{
zjHF1^AI`@a1BI01f5ZuDwa|>EzLpH0Jcg?s=`iY7^gQrDjpL{>8mSu0a`6o>Frh#9
z@%@KZ*Qz=bOLEkYP!MD5(9gG^dYKEe?^UKL*ZrD~_DUJ_rqUb14SdPba}X%PdE+T)
zdd5FdiZSc$`J(H<)V(i^rMXATs9_f=rrlzuC>v~6UP5f9sth=j_)DL7Mr<ZE>+L>K
zd7fur{!(q<_v3+W_7Oo2PPS%0O!Ui8W%CSE;!3f7%DLTeYVk_sNB0ExiPWM?sB`uS
zE&GECP3SwS;f;8Igq&BOnBlvIKZZ`L%mNsI_fVAHQ>jlU^(AFQKON_r7e9Hp#{0Gp
z+Iev8*9SwAm(mg5fZYdNU%D(YdsS%cIwg04HQ0X6TUUO96~;xO>k5A}i?>I)=|9m;
z^v!S6W6e&#bmFw)%HO`8Bdts8-7)W;-<$K}UK%cXQ7X3CmriKJxFZQ>R>EVh3h_3%
zpdR7<=5iAZ1s)zmrFEcdCjC>Hq%#9cVQgJnXVO~Kd?;rt_Gvw1p!ddcTojWAoj>y`
z417iUB^&k_%b12g6-j%R9MPkF<o&(PTJ@g?_uy^r28-dq5-exJb%nCEOM}tKap{5X
zXH9#J^2wniN^YQ1AoJ_pI8}@jwimfHohfOy?i|s&YDR|<l$3~OY{reCpDy1v{X(3k
zV5gpDzXpo@KI#hj%!gt?@0!nd0fiP*)rP?v%&Y{L$vJXJ)9kqk=q8@dj$?pA{vYuq
zpR{YR!bOSsRJ%DKdi;mJwKVf?1`S8eLw7nWD~5qDdJ0r9_22ZpzJyusnd2SeV8koH
zfb5^)ewdgs*ytww;8tj%v64g_QoiViDe4}w|9F2LUB3lt^e4;86D7E!>jo#-DD!%~
zQt?NWHDD-zEv2YgG6Sd<#+#`Bm477pxJMufrK*>F2%Uf|A8>|M-`2h4_|6|;DiEFf
z4WqF1VfK;!<*ERPd(?2YM@9<*J9<S5rQ4^HA}EzRyr|Bas@4P+`Fo~5v2(fm0V?(Y
zFH~h5p~ao@6lB)SK&w4#*D-j+W-aKlVDGmi3zQzBz?GO`Wx&8Ywz!C|^dk~E8jI48
zV`?EAcZ??pe+J<|O^~PW%I{}t+F7V7vwS}NpVIxTYf`NXj+#p6s)Bqr&Czr$!Sh6P
z5~Gl@8hU9pdA!{wVhpa`oq7rXsP)j1ZgIs=`e}6$pX?*j@R(qmbSlpT!s`ov@rhQW
zVr*-v#`T!(DIOS9m|IT;)D{n?CyLFGBs__e1fnfgDK%=)6*t~z_x$C_raHz@lqqkI
z<BnG}mNSvX_~qd>VceAh(q--Th(2cCdM4PDdl0lOVmRA7iqB(_^Uy9_1%07cJe$S;
z34Kn4Z1U)a_I7t$qGR%XqE%y)gJJDZ9*!pDP^DZ-2vn|0`Wba(u;!C;Jdb?|kJQp*
z<g0)Gp574i-FP;*X?}91OzX|yL>*h<bfuqn{_Kn{eMt5@yFz=WQg<-i{6ir)L&XUD
zY@Lz6h&lY#gS;{a;fO<bG9j<O_w}WZ&m`CHM#?Ejfp)-3cx<@tk#H$-OfPt>zUaG}
zU9t>N->m)xU&wi17h-X3;x~QHx9^_(FS3Lvqbmn50&cGNxqT(LXWhGs(pb=ev=+J>
zuZ(vx_$KwQ+&pZ}nMJq#8P;axM&Sjmxd&qB)_f^Ta{d^qmXlcJ9Uu23{lM1xfxGLK
zg9DaX0vay;&w_S8`kp53^S~2NK6f*@U~E_|Ol5PtJw+wCB$p2=4{|9MF1qiw;x@Wp
zaH{(|!9NMm&D@f@9Iu4soD*Erm^P~b-TJO&P2XJ)+Z^S#84M!KgAHpfxDc0bI326v
z`@l}v*{HMk3xv~9P4-{|ooqM`OVlXyeXU`YDtCVBN!qmnyf0TUn!Ero^N5|(Dk*SL
zndSEHl8Mow5Cu8`8>0Us?9aB9)uLuW^lA2OHcEj@N)ZvMRP>Ho3Q?)$=`+Us*1vb=
zY3-b|n(Lc$s?=lj(TnI2kULQ6cS}Da`k`)^U23#!yBbY+^9xx7MSlPXb$!KZ_;Lxu
z0=m^$`t|BeVhx0HSV6`spOoe()|7DqJ&Hi?>c7_;885M-vcKZ(9ObmLpNdfbv@Y+~
z%x`_g)%i43=-_CLGr2J7a(M06Q@+1~0*lA0PkeYa8B53fsn6{cpBx1YbDGeYv|81`
zTM>~-4nAW((ZnH+1p3EcdcpH!_Ws-M7jK8ymzGZEL-p;r`J96D?a`P^gQV*5Dy{Fv
z6OmO6_&X{p$|#^*R5p=#)2pObTCasx;DMqF!oCc`Y)Fxj(|lVZbyNoizq+d!&Fx2Q
zU%dmXlIj?WO6r07ph6c=`&Ql0N!G79_eZ;@WvRUlpXr+=Put*(Ez|p7fGpRrKA%Hq
zdJLL&#T!4M?a|9YGYT7{bWu+XoT@#k9jhAtzM{?PTAefdl<opR{_QaV=MDrDy7X|*
zK9Z=cqxS5dUuKt8*g-O>z)JC}xEuNpGt<>-sdXj?fDycD?KLH6ozVdJzosK35PlI^
zT*<>_g=mhXLz4-aemg`UB3{od{Dbv3g=jTl@24(its)RfB*>VB7yAW-wIoKrocJ_-
zfZw~nzps;!s=E8v2=G{Cb8O~^NWEI`+SJS7OY`O+x+bncLh&K=<jz#PyK1|BPyC?g
z7W+QXM?rYWMsxpTztk6B<pY>Kh)X6)YH8xg)K0=_6eL<&O1hs^d4k-N?g5JbHtW->
zRYgQ%?o&&B!5RCW?M<Y_U3MnXZ&*6qz>~d|P@(^wv(ML;=kDb{*7K!L@^n56?>x*Z
zMf7yx%71?hIxVj4#Hwn@y4pbyp}beIa*58qKD35g!+<v83_$^2D&ReFDKZ=1m|US*
zCC}i=QyceF$y}O3-+W>2<~HR=Le#fZh;oPi5ufx4RPrBF8uZ8*Cc6Sh$dP)%f5BdE
zP6%2qmvZFvch7oH0cX0ukU0lc-23@d3cx(hPiCk$^uG4H;mj+CblZa--uc7p#cm)e
zX3V3=aRD|xHi-LN=#eISnk9Df_ujEVbPxCj!mY^4;8PqHs+&-0sGm%?gJ#XS?p(62
zgHMZBHU5$&iCXB%XU$G0_4ym_x_Qcv%X0no_8kaj8gcCt2sEC0A&5KbKw?9mqyp_e
z(x0>gq82dfdDI670^Y2!?wlyKvwU;zY}C#CzII-Zi<c{p=65Q?_dz`!K^s<gkJ56?
zrDn?Vf}Rsv9o(Fv7BM=4$}Blo?iq>-2q}fy%9$!m*%KL6CVB9Hew*qUa!5b1+4Bo^
zOE#W3B<b=hZ1QwY`ZdirCJ+w-S=3{L1(btAGe{6cESUW6;2~Qbl+xu>r+V5U<2uy;
zZd=k6_LIz@D4f^IxAn$9ZZmQcED3N5>z94&`F8N&y8qO_Mrs_)_<gISsg6vV?0GhP
zE}ih(pXbVe)+-GnD)jdULndFcWeTP9@t9}mDu-P+=FTm6VUe_Ujx)H%EHj1(@_Ih`
z03mXwSIE{5AqQq^^w(#SF#h--;T=(=`V65=Fx?arxcG07r~Ig>F+3bbJv}Yn#FFZD
zXcX>RXlAL3Q_1Y&n9W(7kj;X!dfk^Cy%%EouORSpEw1b!3iIBX6ojO^BOuXC)y-L#
zRH1xV0X{>ws%lJ9*s(XC7PdEhHJk@5s=+QT8r*~C@%i?J9S6G$KG-v!j8ytSU*8gk
zfRzfb9vHI*)Ltp*0UF<LMh?v{02C?K*E<W~_jc6dbXim(I4aq(KiQuWn!@OGy9wE(
zhT;M2OzCt8*!SxtN&~;K%zjg;Tn5Nwq%GTmgjknJJpW+rbwwOLIj5Z4ImO!SQ|W0e
zipA^@(SJ&XdfxTT(0a6$0xpm#>x919Um`;YeLBk7Erw9I!0aza%DjT7xtCA@GWHHu
zHlde%kat<zIfYiA)y(%$kk6D^z73ROy@%@lMS32$F?UpeKKX7FH<n~{Gs__37u+&T
zD6;f*n=dxxa*i)F8tyzhNc)QM*w_>v5VE_AxsltTk;^SOCI^6))(hsB!XSmIM_2iy
zNdEImaTz-tn4;*Zr<T)F&H}a9^k}%LQ~A&F{~oIQqd52A5;iv>&BlqsvSO6Ks0`xq
z1-}kD@L34&`F+ps+C~Lld6yv>x*=au&mKgREw3HWQ4EZvhz4sl&P0Dw^KDt8+tcdo
z(Pjc$i@wET+!K2cXixwe%%zAuyWbef@JeFI_xGPhZVVgnoB5QWhXH{-C^-Fk;OaAb
z)w830ERI94yS{g<q9&84i~ZyEsq2@06^6>88AKS7dmRi;&@#5n<?o9Te2&pR((hd8
z>3IdnWA{7QHyYjE?<_ezwc?0l?siq5MCf97-hz>Py8Z6ZSa?ml>3IVq=;69HaSgSl
z7n+A&hejlULx#JWonG8;UpTJ1>Rsls?E?2+WHYu>9ky<Xz1icqhq_za>37?_ssFt<
z$<>DEG-4md>ma?NbwN6q0IHRXvYfk3N4@CRhF7}0TG1j{`Jso@0Pv9Nneb2<;cj2p
zR19dc#Ep!O4DFx|kWJ4m4iymJG~XW5K*WQqy)sz9dfmM4G9F9_ZraknN%jB<F?#n3
zO>QaK{O(P<wjfVt3<QT|)JLBGe0p>S9T*c)&z1~g`&;6>#K;8&LAG~UBSt(`SQGY|
zi}MCtK@`DVn$sy79Ptzl+2EghqAOLJH%;Pr`}DkANMglD_Hq}nWQZxZar3q-m*I9Q
z<`cKo)sFg}S@no~>M5rUkx&M1(c+yy+{v1z2m~DexuC=ZGsEup<T@GLdid)LVoo@~
z#);ZLzKQhak@&T}E8;Y^D5>*}>Ms&>&~dP;@=Kx!r!?VbbT5ZH{r=XXfNhb8oBFF{
zrT{;aNaXSkX}QzBx_7#~uz?$D$#eEV>p^{l_I?vRNu%e0RxeP(E?h5pd&_kJWoQc#
zK+mm9G{-IZpGGwCw;!Aow(M7rO89<8Z#T9h7Bz^_X#fZeUt!{}jRN!4X;1f0afGZI
z0VgXC*S7Q;2+^h1NQ@Xi+QTUj;-Yhs^Bn&%NCxQiZmUcf(NrPu`Lk$2sD2pBDU#8=
z8=sjdDKPD;lu{@$4ZE?&jze;d#6}bUBJt&me#b9|FIoG;2V&`a0I&}JD9&Rk*O`&4
zV1;68otF~XvCIUW|0Q;jo0oT7w1|KCE%^L?j{QS~bOnGWI%QAO1mCf?aqexRA0)bT
z`lwrjvmQL`!Aj5j?Sbrkk2NUOmWvh=pN<8y-b1)U2!S}cbH@q*tBv-94aXOokW&f=
zlee^}6R?|cIbxN3KXZ9FyJ?ySzk%(Zl58RgSVM&Y>{>YNLrUO)zYcJ-6z}2r$-zqo
z%h`WqlP@76r70+&8!r8r&k<i=q+R6Un`!z!$c0V`toGU!3*`MgV65H#$A32<&={uM
zjMU1=s5cqRY6UY-G1TP9lURw3$5^t)GvgG!=l@0cAvm}XHT%jhLL<;LS+hw!WmmJA
z#*5!3fk-sF2Gbw<L#R&03^WW^KLIzhYUjs6QDe-ZGRF%EDK;5$DPLTMJW0S~3|^t+
z0y1Df`-A|EhtBI8koD=c%FoZrOY-^aeV#m^a3{W;Js`fJu|w(cOYp`NEb=R)4sMhp
zz3m&LZqW@0k{g=;&Tt}80L2BB>Hr>}WTfw}<3@u_SWw^kUUS~m{gfX{!MmyDO)CYs
zn_LHze3F`;0dzk@=^Oj7TTz66W)!<kmy|m%dDkC1W4||U%gj0glD`F&aC10=frtda
z2mf;b54Wt^PxKuM*=OtH^t&AHtem1l9prIZKEfN+n=t=;IJLPXj|5^YpG`hMu|wH!
zKs6W7&b?^8)q<$TkHN>n23-KPVeEgceH$fVFf8B??=b<}gkN6Kn>y;nDiPas*L1kf
zt3={pa!OqM*mFAY%rpafZV*U-u{7ZP`(YPc1W^FP3v8HXlEj8RX=F%buT4j@(b3FG
zje7g1t9tZwR{IewqN&X>iYREuZPL^`A{8B943usWwV=Rb&E9W$-(^cG{c}@lJdaxD
z2Ib>Dp*mIKzP!F0UfZ3dcch-g*B$CjR&y=ZrP5CKdkEJRF2`)2S8&=UN>M;xakgE_
zBTlcWlZjqjVKo(5`ZRmd9wYnB$~pR0!|F^XimdOe?$H$AN>gMo$D3Ci*U<NZY1KR=
zv4oEOLSqlDO1M!56184>KCAv26UJn@)#H27In^55fDoj&?v@nWAT~TR@Y!y2i{s%s
zjb?xrW07n6M7J<`F3a;1Sv_sV14-il;|enWay9&zW}-qGSV54`Tt)x02E5>Z>HGt3
z{F+U{*CwM*FKex&vlpxM8Fcm<I$F%*O9a)-cjcj}KQd2WnV0mlu^caee?3ljhyP5*
z_Vh$q5w*>Yy%W}Sj~UzDpzel7O8i<xnrGhSbhn?xN%S#zjl7?)8NWxf0>HTNhT|U)
zmIrd9lAC3nYN|DNhV->;5Vj7vn}PZQB=0}J!l@g#aH5v7q7+eK(q|rk0ou9eJK2#R
zhvjB%9zvd5Q|!G7`L2;V%awKN(!@kh7s8G0BZlwrGlcJmH=Bp}I~Hf(306#YK(C@O
z`D46~di5KDQeBbd;NmM+RIY&U`eSi6b{zO4)~B=5?*pA)s<#ADWV-1u9qsa&d!d8d
z42-mJamreVgOf)hN#=GbSL6U<-nE({8korWqjV55o@u(GKc(*9d{08MG=qr(PtzL1
zRKw5AiIsz?Gan{zR3`hZ=jzCQ8FxW@j%s0@G|;8{=4#**%61X^<B>$DdsEs?hZ4d_
z_ES+{vNd$+Qet>+a($G~hx>x|N||N*!wqC=+(Nr=i0*F4T1z(6-QI<@EubukqW;a8
zO{~!u^h7EpDsa&5tv_x2@xeBDgOU25cz74tEtSXP`L#utppJ7=Kr^Q3piyYJJC1j$
z(vfR~re8F1cN2Vm2X%MQ_I7))nEa^Q&B2nOCJ(x7Tl5yBLG$nSfjH}nk7R*mUN+#Q
z2Ap=IU0$q@5^#O>p7pGvS^jRGs-bav@snU>`NNI<rt8=f+gX*~oy?8~IzAs~d`o6Y
z?d3(6IrdC)^>5mZ3k4eL@klH-ws=TW95iTKM8_N`DEA58el`C4#f1PEOUL7WVF7SH
z9Cg%vm5XjdalZUIJL!uo&~$#gYual9<q>Om$n{EWOfquQ&ARdWIo9&G^7DFR$mG{7
z9|h12aDI|T{p!xb@iWw+WlN89Bwer(Y>P<0b)`8d<<}!P54rtOJ(BGIuguN0a&WM+
z3oLU8hQ{b`CrkrfH%z}rM+49VkVe8cZcyVH{KFzkzB&^0Ev9D!NVm+rFS7YV{u>1e
z_O#iVROW{PZFV*SJdJ9!51PJP<Mm`9(0dkr_qorF_<!0jMmj)~n(%7p#*|rdAB`LO
z1>}<<Q=}3FJ?Wqu87r{2KA(#Tq1w}MD0ikg;@f@#9oR^uS0x?k3LO~C^pV_qbS}!m
zfeX?@VC@6rWL7z;(jU%(vSNi*j(I0U-pb!ehT^k$$wiBapSojsT#I}6*eIwUioX|w
zZ^-Y-k_G0_+`iMhA6j`hF6e#}g!MF3*(Blmw2{CyG!EGdkRxN+dcDo5B$3AFdqiID
z$_UxZfpOxuFAbKc=J|G-PpN^`TnA@Osh$`JNa@`Ny3l7Jg&NNaOyDCMKDr@ZQ2uiF
zHnf=MAll5+U4LjIv%kCG5uq6C>~?NbqD6_5IRfTaW@va!R>rZQ)CnSRC9W0l*zn90
znnkM{(}TVAboa}*rQcN-5~Av{eic&Z9jxtjECS2#-I3`+9-L~>CCxw5fwi<c(UqTm
zeu}}qAKkF;hVUd?dhnGIIXfI~5&s0KSDz_&ySQzii?KbRO@X7@u>PN=g*<2_>q3PV
zYutiE8i;29gy#qL%@E(ZgpV+#i&?j&66+DVk@d5cb>}IruC4WQlP@5dCL$B2i(u<8
z-5`bJ0_cQ-_$fHpe0;6wb;v~PZ{d8lE>PjtnmOFTpmqMt0jF>#`NPdIUvl9dkw;Sc
zV-4kq0O&yfV(f79jD1*3XQ=WzvtZqbU;32gBpcmo5q4V`VhIPkS)B6>i^f@SoeMka
zM<uex)X{t~)%mKS-n5AoSQs({{>Hbmz~Y7xq*NU&VROo`x=%8hkB7F_d*aVN%W{~$
zj)6=Rc(i^%)S%$>Ir>dca$O)L<Zf>(w`i3(6S<?yd#gEOwS|H=)Oy}$U*4KC?zHhF
z=87B(ujTc8mpSk49!#bSagM>SZTWt0Xy7BB=(-q5C$FM8$aYeL7Sek%LO${fDV0*u
zU(Hl}-z`t<51b<WtKOhB?m|~<=V;Jb7ZWrIk>`Zy(aJz=l6<q4-i`i;gi_>0Nr72m
zN81P0bJulIo;=TuA^3MTcpxLluBVTpx2yiD9>=2@E4r!L?XZ_tXW~>)*V#Mb_>3S=
zo%0oF#$<O7guE3X(se(J&!G>~otkE!l7-xsosBi~e!@L)yw7~K)6I{jOZ1EDp^E-9
z&qc9hqrx4P@&$h1u0{KV&volVx)d$c<x~`OJ@Ab?OqEI>f8&oF=tG{%PO>~Rw%Yyg
zx#PTqQeqC}QHtNave`hao_g;HoYju+CQrDi=8qL0s>oq@JGTIhuO}g7KyXb{?~feu
zw=?5~EUkJLm}rj@$K8<f4qtCceXK*PR&K*SKL#vDMdhbgcz8&jt;o33uJa_(DDEkU
zN<Odni<Tt(Vb=7nx8gr?Ao(2u+wwYvU(;)U<4rO7_3(nkQ(EfKNtfw~QNe2*AYX83
zs_*{2WyD~lj@ts~{>;QTXC$s||KxLy9zhu#HoQ3=XO4dIw4BGY#BLI3CDC)?1%1$4
z8CE!ha+ji&D3mm@FT5Op@pm78kB-UoSe}d<nKU{M9rchqDQ43!=*<3M-7yCG%O+$Z
zvdKscFcxV=df<Z=Lb^xCx89~*)puC|Gnqd@fJQzY9~x5}(8;P5_DC_)l*W2plv@1e
zSbE_|3YpfXR2x;XFYnZ28xPG@O$roYbz@_{EOmrO8{fN~o1(G9JDL3`uXz}O4;sRV
zjtrr#dQCoHNbM0$;e-ToT`(BG;TsV=r6cfH*l{*~%eDo{*kBBqpjQS9GME9!9bVr{
z8><hdvUuh#-0SPg2o?u=<u(-vVo}jgWJS53LsVN-6MO{yQDp7dkGJrE0{es>S(pOj
z{DW-Ow2t@{Y#P$1M{cUv>5IqS!|!hD4Hk^qm<qWt_zIbeioT@sC;XTBMCP^%#?uPm
zyFc7aM6c*Ne3I*#7Jqub!^ydK3%?#`AUEjji+b-Pe!n7UD2<zbu^-GPwHlpdR6clU
z(eQrgkY!q0ZrmL+5D$%e`+`E>UK&etjphLNI1gnlncM!;cMm=3Tp#>}5`0%rF~86A
z<;(rLp9tps9-i=D&7BvAcP|0rpnG?clh_^=f)f_><G)8|LsXj;oNj}b#s{^mET3-<
z^MX@6vQxVO`B5LHtn&SSX)~1YCT{@2#@hp*uw{QCPmFV9cu+}lQw~Ux*0v=35Q<+*
z{)x3I=r2nVlXYP3<vj$cuAl78GGUAJuamx&4+<5sTHk7ZU~G+({ry2*Je;L^E`fv-
zAR?)I4Mcn=Ma2kL#PqM<yO`-42~;1C@0ohx6fPQS-A~w2v<*8dewZM}qa{Qv-Oo_#
z{e^S7=>=7!#$YGaVCnSbte4^jTW$bN%OLVD4vMs&Jh19iu97CT0Zn6PR41n5c3{H$
z3Oeg>OZzNmne8shu-5<+I~n!p7yN=%hcXxB!;NWvjl~I!+IGN7ZxS&4dqEhf2o9C~
z+2=Nk#$}GU!sSUp7F2<+6q29)S2)$#BYHGp$glfr_kQ!-9qWQ}cj1Ef@1h}-*PvZl
z6g(6XoOj78r#E%&CmG<KLDlY&nQMpoGiTC}2FTxkW)iOW8%Q!67!qY<lSDeUqb6J)
zIjIOKvSWZ_Y8_7zcqBuZ69UkPnZ#*-7XajvT)3pgM`Hdi#@ija>)nFjy50H2foE_l
zs&BLkrw_H*xjg+2WpCpE@;t_`G#$A=-m%Y_eiP#ZNm|I0kI>O_wmb0upe@|YNX69~
z7T=mr6RDMg(@m=XIqKo8AOOANUl<(0yhA|+C<$~cLF$c088~7ueai?g)$0iw5YW)B
z6!cty4E-r23-32+bG;>%ecw}EQrgpg-5|%*avT2ygyD|Syx+A3I3H~1h6>yXRC$8!
zfwaNmq>7l254a?ju70>d;z#urc@(&>WvR;|teC6NWNj-}T0`e`-ae*dd7n^)lu}7V
zNx+#HJD2Qk7iGd8bn-XCG%x6FUa+ms9*z&^&c6j;M??GWn3%iC9`o3f>MyH_6iN{9
ziCJIBd)uY*E-4D+qu-qB>X!<!q2SV5$i+=|wnKhq|93v7T>Y)J%hSF;oQKl&)Xv`X
z@N^&%*_CtnInDx&L3_8YqbCjtRSfB3devKTf_+pee7HK-eKK$pb@0vz^UjDERd}p}
zkR3Xl%~_V87KGa{e#Gx)kcXD-0HFe2XI}w?)5bcP2|8JmWS|YJ;&_$K#3*LZib)GT
zh?u#R<FZInh#&T3V=CkN`S=mIb^tQrl{u`A_Vi|W-^0slOpF9B2(LsooRfr|`_gxx
zQ+ee@CO$~a&IA3{yJD$vXz6ljMa#MFLX7(Ss@A!^8VgQEH05Kcll&bt9d50yS>6r3
z5$p~vBnt-8wDIUL2xp4q@zH32&WJN0)<Tg6vs-*#wr(5O+eJW)b!YV&!&yW+)i}1E
z;7m8vr>2we0HWaFGO~?Ml@4SIPSi!?OSHG&G!JAZb>K{7BlhbtTnYYxS0d`<+;+v0
zWKX~00pa8>C_@JcC_{TPZ;<+mE$P8g#?`HFguxKxpof!_*$+tVe%}@KbV!s1hUmks
z1Y-#!F%$%K8FYX`+hJthJi&^pJ=QTeI{Ir%u56cFZ*jm_RV#YhJbpYZ5yxlfx@bZo
z+$-91BzeJ*pVe4Zd(8}I7MM~Uw72k;=0Ye?x%vSbezB&Ap*7n82W#V#^Ed>|xQ4(8
z+nI~ogW8)&Jo9n6(D%FLaF**PkV7voN?O>Lt>d3<@lB5R)jw0BYoe)!6`K74-q)WW
zrk)6LEK^l~uS;#~osL2;{D{3doo&1C-@oKBGScoF6-O`?lO-S%!Ac?l<y4mQD*X;8
zbmtN;$09VD&P^L2p$YKp<#yJR_}~mmF61;G$bc-q@^mO);~&Pt+u3EwBW#D)Q5e$N
zf8I|9_-RlzHzu@)W0XC?qtu1{ypxblxvB^3z)vlyVUtw+p`iaATc$D-k719)nxmBa
zJ)8po+hn&=wWSQ7d}U9+5SI3O-W+;})ClSzIZ$qz!wV$7I2{-Wc%zoM5AVTWEs+WD
z>Nu$nPA$xyZJK8KTLJknK}if-gp9VE8zUcu&*|{u%KBG=L*PRR4L<C@apO24(q9KD
zywT%VO5Y$2gCG~@$CmUwWHnF>pqJb}O+~T0-}gIy=mMQ=j#8qB<)~1Q*g*z_!p;tJ
ztfZB!m?Tm{t-9D50>x^09^<dP;|sea3rIcoaw>|BX-&dvW;~&sHy)0EJmQOf@x~7M
zTH`D;V{wKk-ae$$_zgj@#FZEpl&UWHKiuY7lz4hjK3*<+q_@~N6c1_>a>0)5^_X0}
z_3QFK2_5=!Kl&t)@;Pe02k9gzM=+yHWwaDfh5Rl9nYQ=u1X-ZOf)0=+1!8_Si4*9D
z-2|d_RY-u<!{4~x`w_bB@KNniHNYRnnx)(F`BnI1?GzW3BL?`4N|BT6<qzydcbj+R
zUgqO`Db;O|D5QpQgNUy#9c^AA(H(tf9GXWbcSJnYxghCQyfCxob5f|c0pif1?Oovi
zKowFxAfHzivfe%^6n?nl9u1T1u80-1*<$<K5d+VdsH3TkWIecMMS3DV^TzJ>i`k$k
zj^XsW;P1!=WT3^wyFPmmh3_3Q#}??7AgYv(-__`1>s7kB)AI4HXbu087&p<skcxqk
zhz}0s%uJZro<&%TC^Um}aV)Ls)EH#t;h*5`O$AXOE^^5k<@?w?DmT{3i&c|oiZbqi
zjSc^1wx)Rk@@3*pU`(V7kT^R)nO^Y@O9lJ0{<A;7evlW8emErLb9C{OT%h&2Kb5Ec
z-+u1*%FzFko){HtSer-UEBsZZV9Wk;*4*w`A;0@?O<Eg>x!l(*U13?I%v(WPfDixs
zywUW%2i3!|lGlz*y}#LK3@1x#FL#30Zc!!Lki-Aq+dwbI=Nw8oKIDH-Oeag9)RynF
z;Ug2vZu<N*F#U`hm`3D)f^5_^Z2qE%|Mv3wmwDcT^#mq+R73w5u*&`Zm6YLOWEb!#
zL!01#&W79#?oMhT7|UqAt>L|qvHI`2e+$V-8{jk{84bKdwcI&-a%`m`$HuuIp8mc`
z()&)*$om*uM%V<P8HNx9i?Pc5FNT`qcFO-3i+$m*zc=!J%-4VK(Bv&v|6c?p2V?O6
z{l%)U6`AT+J`#~M>X}#NbNsgt(q>HdyHwfu{P&i~{a@mLNBi$UJWu^!v`GE$|Nail
zP``iQN4ezRKH}lu8|D8#6xlPm{{P=6$s$NFUSO1O+yB4c{O@ZFRb~GUMy4M*%qQ;i
z?!Sxr@BD`G2Y%bXn>RdTNFcCU^@>aUM4v@JR%zVYaRL&$H%P@RxYVqcyvOnV!WUZd
zffA<;M6IVTQ{OGbzF7^b$MFPqh5xe$xvfgF<@o;K-FW!qDLIP*Svs5{C}VIy`G4M}
z{^uRCD^zg*7c2ieBe=I6tdd$?A&9w9N6a@eB%I*#)GsA|12vK?@4pyb<o(J#EdhRd
z7&I76J}2i}2IlX=e~|kvIw;^HV0qtfkWy9?ssZdlzk;XJ2S@n+3^rcfyU4r4_t-tx
zTT|^*UUI@Z1eiMHbiweo-UJbBxXK_&yBO5Rl?n-UD~SsL^<a`B2jk$%oMwkCkSWi)
zgSd%&H*ctI^#a?>lvm=!b^UGV2XtHk%hW(Ir)T)+Xq89HL!nYtJ@r#~jyP~a1C1#8
z-O7iLe6ZxBUF&Kf{V?DCCM+-ivo9<uN_oL2WK6+UKbNKbKU>+7{6?cS%daomwonuI
z17vN=OGwQ9st|^M{9=Re@MvET2=tVH-|_Rm?f6taTBrYyqdgln$S|A~;lR>bCwbNX
zT-93^>*gG0PewX_KX-E0|6SDr!n|-+;(d@tlvZZ{XPf&$KUiinBME+jy~DZvyE5#*
z;&31yNZMWV=>DHu5$p1#$cN-CtQfp&|Lzev8WyG?n3entMEpzse{Yw=VdJGmu1oHJ
z-&f@IBrIhw@b3ItTGRcVG8{fijD6W?i^e^gI6wjH>%Tkq@9Ye;cUWi1@PmG{JY1!N
zef)O^n<>aNO0OEZ98OC(O%R_40Rp!M(s^>jAb{rDE{+oiS~I)pb4Sxv%YjY~J>KXX
zXXK>AGVB|76M-C5JS5?dl^#y45pf)OTtzHp8Im{#D^du3@k=VA^)>X7`T}{c=3?Cj
zAxAHb_?hR`VxIfM@p)8?`$ul(6fU(0Ry;peIW+wcH3Xy1956Ak#Z_Rx*DE&rd!hNX
z?-xWc3_4&eBN^?SO}1-Kf0wM7Z&2G}dFqbsmCR;uad%_Db$`e1N{sBk5xLp!-al%s
z?$#19tJp6_snSDLsh>M(9OpuWq9V<*y8sL-@zK|JfHx+e02%Af=M`=h(1I<+_jBaF
zRsy`>A#=pkNhsdd_u+F`z>$v8&#97>b&J2(EZuwB`I|!dZQWLhCYDfPj_?iWFE6@P
zL~4wWF@iidh7UaFahTqh*g5Jb>4L%ElkTpLSOk_LXH--2_!IVEka@9FG10P}q^Jla
zJX9a=I=TD#(~McRl#xF$?s<ZLC8?jA6WKk#$rK<rE0;oU<TJZy2b-@{29n-km)*Ey
z`CV{&U3C<7c1&*c3|2juD`nnC2A`?`tXi1iP#e3$IA~VB+~lskyyTg>mN~iez@gS*
zy{)T7pWV4@RFd(Mb{Fzg)AV~edd2=SqctlF`omQ3WAb#p^Nnmv|B`C)(xSKdWrDfU
zuTN32j^ZE9z-C)$DAr0a?_lpWo*15=Atp_YrA?V@f+QgpM}X?Z9}wazsLgdHjHt>p
zx#ZkozuG*qw!FLXkx?|S4H!eGny__lL-he2nWeYCots8j3}ykZca^Hu;i=s+XNt()
zw|2aX9QUp>n<IWN2$=9Mx#gW5Ef8TMJ<=F&3ez$)-&q4Nm+|%iVgUttt|f8LK)!uq
z|4QPW|M~?Pr+Niuf3kwJd*a5lZ6^Kp^p%5^f+p@0&}jPOS+JrOdHWY5l0AI80vehv
zlEKVpaLo<;)7HYL%NHq1gU!15_P&7Xb=ogq70hpYkko^HL5j%3IOOa{2VffYfmZ%9
z`^B{Skhj_NeF9$|Y1xEUwdy6Y*7w40H%Cxt!De{TtT5ckB?~*9V%Z|#2Rkf`X0Bdb
z^m?!6k4JUjh*s~!NioWn_YYD41Jccr01)0I@*<?IjgB8Kv^YJ?lPki$2H>qHD^I!~
zgI@?E=gG|;^!_2a(DR+e<2Bs1{(IU(3$mCz+K|se*Cr1}+R1Da>ex)6KJmxf{e!a?
zY-EC!Z9ZMcL8O?+eHh28MyIMclX4oF^F`bCeR4hC&iNHIaOY9$@qzb+U^)iUt5~AX
z<X?#uw`ERMf6=`9`%CVh75@*AaPZZJO@+Xns*)^Su>(_NgPaS>Eh6?LISTwiM1g2w
zW+55yC|;MydA$WmxLJJRBGm-oU;oo`fSzwRzCegTHWNr>Za>Aky@58SO~JvpTfs-W
z(dARM@>e<^HK8Ue_TAC_z_s%1xcnYJ+tXp4^XQQx1W_1zM{e5p8cVy~ABs>q{^?jE
zIf3`_qQVQrqw>qylPd6Q#A3QC>`i(sB|mWG4oG;qj^7}wOpJ5}4r6+~&<K}}EN$GP
zcLU8%4qYujZUF=7mx{xaimU)wve=P_CHXxJDd7jG$?^JkwUMjfni=%4UrKs?9TJ6c
zxM|AP(1${@$toXJuE$PO@Y@0T`aud!ws7P1GVu!E8J}1c*dm>6%Oa!TmyxRz*xL<b
zjEx=fNpXC$J$C$nzKT41hkYyUU*U(2?VJaj|6GwWB3`&m65c0!pXboMT8?X{fQQpy
zLbPV#xuGZ1Es&Nh$|R+UOVM=1cM(?OjV@syAab0UEkQRF^O4!@cKl3;i|&x*U>Jst
z{KRIDqIDTLPWtkoyq<*HkRQ;~%RUP0aO6P}c{69S0zc5=amufMqKcm|&y&Y7zKwG{
z03)|-?1i3VX6~(d&x}t1zBZRu^)Pc|?uR;IBlk3DbXq~bg1`CD0-Jj(ZHHxgmW9U(
zb2yMT)@19x-y?DVFe*T;n9*YDyX^6BPAxAxfdB7(rMnZQVm&m&H`Vsg6EbX8(5z}b
zJimnW2u<i5-@ZAD`GV;n&24@EM(sC;?7Gyr2{ZO8c(Aei{YcpOl;I`*;<k^OQN8rr
z)B@S)-7(AkQuJZrT3-A!<fGc@ULBavUo#i{M2s-a5K;}$xjZ8Bcz-P{jbcGYN`f>p
z9&~$WsxbtU?_rb!AF=>+z5nnBCb&smk|bB)8Lg)WgyaCNw$v*;+GYlUH@rajeYT&p
zqGmGjUo!j-`{!d}GjMp}5M~_8$}ZZcNV8xLy$!kP(iuVkD<0>|KWm0w)MLVm0*As-
zzb+8kU5PDUruD<pYjdV^tY(Qq=%U^p;PpLpaq`N~HlPH?aZGH6c}<Z38X~A9$3#pm
zFuSS>((e#Bl+njxbSl5$2O`vg`_akWd`Z947e7~cz<Yqfz#%hxn-XSwYjG`^JMIJl
zta;T%67Sy=VZ+|a!!XZt4IvJk8#cu&1}O7d?De^Md7$o<%*xAtQHCeQ1mi~CI@baJ
zRvdHO=SH@Yl844lb3|5r#{s=M*XOjN0ElEVQV*8-uJxFEo9%<Mq@S3RH_~o#rp6??
z&N?#kw>584;uPs`Ge7WJ!$$L<yf!N_>%x;2Pzs~HCU;yi9~r9rp)lcCAcX`mfe)PR
z`~dn%sLRbaLzGhb-~*Pn!4UG($KJ=yoL#|-eqDRI1C|TQ^pG*H`A65W40D@8X5KlX
z6_vUj;uM19HTGlx@AUlgL|S<wCLXU7n5aoEt^Q~UGYcS^7zO)_z^JTjUOnE)YJ3=#
zgm@nL--0~A5s~50@q)0cmQl^q!nL8`POob~>aZys$BbV<<nRSQ?k>5CfMSjwKOdbs
zwUqhBbf9?P`#l}T%a{56rs~Js9!YDO_4+B0q{weCB(vLJ4v?n(8?WilA3tM~N)Uf0
zb$~U&Kj0C}r{}dxx&FnB^~1khr0C)aADa8?rstg~f<hixsr&dh3@CDfQ`GWZm_(j6
zj`nK4ZO?vG5u~84N3wY3X+D2uGWQs!O;LcGYs_|H2O)G%R*Jmtin$Lv&={br)|2{m
zy<acx{RhOvI${kxy}1FPqnrE9CHUq^23Fe$iHf6}&evuNH^?>JK4(F_aiZ`8!(AVP
z>~eUb33Sgoet!vMGTNoT#a%jn5(AWCU1z$)V5O~F%m;wC)^(*{tBJlv>SzGpBr#eE
z_~;WDXRzmev+*}l&YKfs=PS<j4`c_cVC~q{x%sHcMSorsSR-dI*j1Po%Gq^%PG@`l
z?uS<YZ<SXOKZ!<ZS^l5b*UN(_(LAy$eaG6z<6{C<1f+Gv`wu(FE;v2>lsahZl)p#%
z?#l(*o+<!xUoN-LqqXXF;=+bA44(uL)H<>I0rg%{cwMLbJ$E)GMpGXf0rq5p;u_tc
zs5E$3;R5&w3BlbM{-j}hsjwf(K4KG!f_w(vc5i<)2~14v<W@n>$6S*Y+``5V9{bo`
z%seBRd|(is{aLJ*2Iyz;3Xds?mN`YE{LUL|7WNrmn!`ivP9B#Uk^VuWAoPAtXp|3u
z6?X*fkLv^9BGJZ8KIrc$oxHpmUWlmVW^l?xrLM%OgizI)adAtq8j9S3g69ZhG+~|_
z0%(QtBR``Lo<&rpeICC%LkZSCDgM}P&gW^mbWsw2Z$Bh^@2&XBF$lh3%<Z<MIJ_hF
zs$<u4qMd#7NIq2;%LHA^?ZMNJE4&|gVNISCRg_YU6bw45AA$gm2eKNVWg1Z^+8rml
zkC53ey)-`qYnlTYz$Vvyt<(^9^Sh1bQFzR@pMzLdksvbB8xHP2gTV;~<cRpT6RuSm
z7SL!U5fU**0}1$Nd=9zC<z7I$XX{_=JjI_*BD2;X@8h1|R78b$i0tV)I;$pVrap(q
zC~2IFbEL(OeWu61@M1^uWCrL9@h`WI7qC8r-o&{n=qjoxM2+Lv4S8P<OLyZ*4ddqI
z7L`k&u`t?k07E-A#LL}-RK=jsN-bIG{5xAmX8qAQXgF1?)S(5t6SS2AEd!Xtu%vxe
z_J`tEcsTpTp_dzk{oU<pQ^RYiD0$G!uWX`K`TM=j6Y(l|`oH58*P{ML)54tHe4du?
z2!#73LvIl+BrRmxFZ-YS%E0T0@XtiIJ+cH5ZNO02<8Sh<3$&iJO-%EL0H?V5MF-+T
zs@AAUaw)wDp^&nRp)3~Mwa*Rbf7g4&O#lO-A+&_l?CUR@_)zw_`FY3Ap07tTOcK+%
z?A09{b^oYF<Z5=+b-4wLe=`=03=FODdUjn?Z^`oi??n~|BRw;S{W+F+IhlCPrTYFv
zOLIB8Z{tM6%fol*0SGyj0Gu+XB@!>Fw9Ru=k+2W1uI3l=E&Ts?vZ51L61zj1L>Yu#
z&48!TW)LrzCyivFN=Us7=xf)ZCX7wMsU1VE_Xp~8rGPjb7!_%jq9NeuYPOxbpO~Q`
zgk<J>^=rId(cX~;$lIc+{qm(H0>%69a_|d~MhBmTH`nvX^zc`-bbxIgnLgtVMn)*!
zNU~_V=qN}^%v(dKT`4~Cs8~uPECq+=1zWu2Xs}m)#%v689WSv$bIx1WwY=?Bf4Dd=
zIE}TCAQbCKZYSF|W}W6PptCrRulMjHp)VCXAM@Xo^e?e$ph+$dLrkvyai^ExQ}R^V
z^RYD<xuvp6cid%kg#*Kie5XTlM@DHAOINEc3YOB?pu;3!)oI*0H&8QNK_XOJO`x0i
z7DRc}2|?aYDlnk#7n7Ouj7G+ert@rp4Q|!2X1oWIKj`53Jc>Adr9m4k$n$yogJ;>S
zY(t<j_uEp`*m=$+>5d#$U*bn6zNIWp(VaP@nRKx<fb79y&QDMuFJBKD26{#IR{ACh
zSOmqe4Po0A7-A(5Ml0RuZu=~ix!CjWT)m&f5A{5Jy8FeK=P~hhtc$OaWL2{tWV6t2
zd}`A2XE#~=kSMBY1!5!PM}e{xxRBVoX)Z->8VUVq_RN>_am`G8HAU~?K<h2I3_$z+
z_R9<T0j%i?><s!p;lcVglr~Q_3l1IgBSz;wi$DrSiSJvwv>&twBcpeDCTGoNS3wj9
z=MGw&{>vUyFL3SYf-Z{|8F|&*{$(d<=vRzcPkhh=JTY{O$q>V{eBHQg>NL$o65HD*
zieLm(zsF2B5;Tg%+$|jrXDhKG1LSragyL<ivoEw0*d~1yz*5scD7wG3>E3K=NRfn?
z#n(Cyj9Nl;Qda#|e-KyVHsWO!g+qpaA?@hs_R61+yMx?f{#(LZJ65F%ImgV)p#RI(
zWm$}Pke4e#8=>I>|AM1rA@>L`M^1uQSLDu4Jk_=c8PJ6SD!+aKZZE*#74c6TzI|IE
zEn<I$0XU4|?>P?8_QkG>ut8R&yY8_<eK(-j@g8aM1-zKRY791a(7xoF?ayzo(vFBl
z<3q_HjcrDK`Irvmj=wt8)79#t&HAPO2{p~!qJw<!wFa)avA_20+Aab_yKa;jMfLM}
zh53M|OVTU&W%M!TS$wBf*{ZsYdW!sT%-DSSyjEUf8JD3gCc|F9d`nE`<Mh2Pzpry5
z7hoZTJ>4e<>~N{b_$X4RdrIO!*Qcs$q8J~SFaYf&HcT8N@KxpT7~l)j6r26|auV?e
zni=Bacp!%TN8cl?p9hvtv@G1LQ}XmL{PH}qG6Uqc^ilZn7V}s^)X~}tC+H$n`rNxV
z6Sov>u~je_6Sh45Kr~8BRUZgX{;M56TVn=b*2VgNTaaTnC*s%ku@``F3S9iIxlhqR
z2kwjK{YKUnT<ITG6@H#fBis;+94GAqS`sPzsZzQHT6skD^Qf=MnVawPXyy#I-|fJ%
z{QO`KLO^e>>l!EPhT86#IBCkb1qYSk(K@%jntq9Do!yUhsRn|>2N`ecB6Fd0(TCHa
zC>*f|*eV|jcnIW-z9h#jP;k8OAtE76BEphMzBAW#zMv+&u+Ttx-dPia!`1hVkLl=c
zS1?r|aH&C&x}WFURpGkbO{btqn9hom&Tsonm3`A!DnRetCl@Dk=d$|)eK_UWdO!51
zU#b?|C}&>+Oj-lKRw{7Blcy(&wp<Dq>P$S4ztk;+^a|n@o&VZ|@fBpSfG9*}q&aU%
zxj*b6%OlxnI3JQraDE@$_YZ!CV30^l&SB8-lkTk>egH_w&r*N!Nfc;zjrMxTB5U}k
zifhFAg-WTy?jP(F9m~V+l8gG|+v;!m;(1Pw-4LRh#=U=#k(qN+El`jhVofAum1f>w
zJn4`;pCvp)vbx8^!+LCBq*-kijh53b&D}k;;_;ExM>H`R#7F)2V&|iv*Zd6~*U%Qf
zjga+vvwD-fkoUOx88}b-;sH2h2cp<a-z_(F+)wpFTrpc#$WD!l%vxpEb<En5{(_CY
zAckIhzljS#E*KfjS?C@l&y5cbCOd<-mxXFLf=E|IxO1+yTDl*bCy;a8d)JEd=V{#b
zC^I+exGS7P?qEfFbxjvvjzvt9{G-;_+z-HgtogB&9~i3X%Qdhl5KBm42g`Hrv;sh3
zKlpE8d+av*m+}JMt_w~`?)TlCz8y#UE%~*6SYq+R+YY(aJn={&X_Wv%-Xt1QsPIVw
zrbb{>CdSa^I#W+-tBn-{Ir)7UyoY6ZK%@?tm-H{IgNV5Yd{+FzBJt6?U7t{6(Mw*g
z5+(yDIfN_jrxy_Z1fmZ?VrPB5cQ<wmrtb55&k{vnA|%g;f;?!8rui}1!f$l}oixk+
z)wImg+Lz*`ZxYlYBZyEr7|)6T_kFC9mV*-ce=`m5;t>BmYshO2!i~{xPU<WZE!z`#
zO~}L>!S{)rHSChWX4yDiv5FhLqO9W34%f%FgVuQYG$LAiOpbdqR^KxJC57K#kUaZE
zmWx9E1>d9}|2=T*QzX}hT;F^Q87^px?EQG~>$=^rh7=EWKt?GFerCTy7FgKpx4V_<
zW~;Y1>jSDETe!6drn*;~E*P5Y9qhLh@h!pw8(qf66-PAP-?vAqq)`E+dmdF6xf%ck
zA(c#}t$-zhs<-_oKz!S%#{(BOF^J2A-4aZQ-R#|ev7}g>UK&^(f7&$O4v&#z+xoaZ
zSW_pRBZ{&eU$1$9jJ5<4Lh?=ZI||g-x1@+3m3{CzBN{Q677!ugQG2(LkG*gI>EoOW
z{uEnPv}da1iRf>=^#at8sLtEbV|(F8nKQ^FB2VEG8wC23&R9mK;Y6&`_DUu4g#JXk
z@b}rwLh`;OohI$;povAU?mF`rRlGT^jZ87jQ5mN5e*d^rG+mVgBA?Sw3O;1qk3oK~
z#^QBu55Uq1cQqbO&-P1g54KR9M-ouv&H;^Vko~Xf3Zj@-Bm9hIw`178!!;0pAus0C
zg~P{_GsNG7f`yE+`Hfi$3GpLl-|H)Y4-;<|GOfp4gK!><Hq72MKqw!Rv?(YkzwLlb
zf&59`{5G_5*{esCWX$kOHPC5lNoC+Z?Ds$DmP4$2O`Tp?Wc1x*Yh3v+e(HBqhlgh6
zrtSR%YN!Y6PwmqUI+tcQ?mf)x^g@1_6CAkhuS$cGtR)i9y?gIKGK*+FXkxJyJ~~O_
zJrFLt{g);Ltn@ZKe#pdYeEa)=h2nZ@$gMxzK0JW#cjOZsjSq|=kJE{t3I+n;Ig-8~
zX5(_9n~U(z$G&35q8?99Sta6<#^Txl!sj`$!w%*I!ky0_DW3Dk<c4=e@%#!O6B7nM
z=#j*7oTZ?an0e-w7kw<P$oxJYuUi;~@khZbWM2H9dfUsy7p6yHTuqnfS9skNreU+o
z(;mSO3#xMOK<7cWh|B3y9wa$N_6L`fzpY1meZpG=F@0yk+m8P_)?H1r0d>Uba5z))
zbaNK}kWIqJ18_V#i>^-pm1eMzjp0ZdzY%7!Z|;{1Ni_GL;{zM#-he{Ni!YEAo}Q4&
z19x78P9Devz1PPB)lu>-%p1k&EM==!%|DB~r-LZL5IwuX2f%crqs0EO<ErfC?^x*C
zxD#aO)Fj7q6O_Rf*nw71Q_X%4gIi*Uh9v9@M7^4-#)MIk(6G8}0+JIf=mz&d&b>xh
z;7B6`gn7q4(k*y{nel-9E6mZWP4=S%T_E<j`yw|?PER)Gxum@#E2s?iF`r+cOSQMQ
zo17bhQEGpH<$1A;OpjxpAZ8L#4xx9u?`wvRfxvbqe<g9@jt(ZRaC6&valU2KU)@aG
zovk&ye!dsS;Piti7K{7>+G4&!xuVGSeGu3A<_ud^|Aq(uD2JbyBSY<gmP0yu@B<C;
z^t!LEqM)A;ai;Hi-{D6C`wV+>fOgEkkO9RuX$Kq(GtII6N9$q{!gC|F7f@cVs3(0F
zz~y^a`<|YnQK2g@`g!4X0$t4Q*nxstL|yT>v22tT7Mum9F`4WElKDgFXII>%<Pq}-
z`{I=|$Na%okHZ65{Pb6bsjew^;9xl8N4(0B3_fB@$QtP*$i;hjJ-I)xsk4#HA{B(c
zccGQGVdg2z^`m{Bh$#8v4-#a!n~INyP9>-E#LC(Fi0s=$9?tX0Z56=`-f9FJY7?Gb
z2S~0y)}8)~(`qj?H5?_Qqf~0z_smrM6e(N1BVu2f3q_<&b_CIoVPA^>V=ddb?_t?K
z{id{C=bB$yV1aN1>T2#<n)6BOBl|A(fWAKNIy9K<Ms=;afDfFu{Zs74p72^jcPFS+
zAG=A`icIf+X#YcuD!3BpD><k4GeI{ByWQXgoWLd@A<Ksr%^4}PylpP!FB#heD3OFN
zy%;60QTqL`+4Sl<fp_5}b|hTL`HiNwEblL9BgO8$wuW3b;eqt^`T#1BA&A;5NSM(@
zj+7j?_)6gyPJKx9C?e&;^X+GuV1i3Oca~bDV~?nGaU*jT-}Q{oe>Dxg?`)C&w54&x
z!39Y?&O|Bj$FqSp<l9IwBRW>?QH(~5z<Pk<a*wJ${9#2JQ2a<G-}l)+AC(xxX$eEP
ztr1e$$@<i1-wOE5Lnm=01F#!kK_Gx{?W(_wS4h~Faj4l8)Ygui<12fLyiS!<f{cfA
zHaq==Zr2@EVHTW^`QartbGP){_zp_{p%S#w6Dh@rjF)2<6**IMsCWV4ERzLSJQ&he
zBX6b?r43AXa$R_TsZq<qgHqbp#=n=sIX<^1Xxh$D;cIuhX>98X(%XCVh@ZG8pZagK
z%8(pyLLS}59iSinDD38&-`17q4l(=jcrXQod}uz8DjCyW8J_~Tw?JDWq1_8X&Vs8j
z6mUrIdEMdB(Lo+jF>eXj-NH_|U8xFP+JE+EJF>&H(4PQ__!y-o>c3jJ>8@CJ$QArQ
zUjm3R-1QWfuD7$FD|15<=j`_#J%NBt2d%{s`2r=QlDt9U%vGu8e&k-?C%I?%-#v`l
zA02)JT6#Vc#Rx(>1VIM{g$8PWi*b9jl&Jh^oBiECqGpX>wwJTzWVi#}#IC)-z$8FQ
z`hG|KAo>?K;EnS)7>ora7^S-l7koQGi|?`5P~9~Q+x~n$!{1nH&L7qI80~cV=D~T=
z9UxjtV%LT<goJ9=e*B<@y$O}{u_Kc5Aj!x<A$HRO+(qrGr&l6ZBWoUaUceed(`|>&
zjv`ITlRk<hU4j??ho{O>e-hD<VF6~djECHfK9qH{K*70wczc6uIo<jMnf*$ef5w3A
z`r1N6u2-Ql82=2MnDS7#=5m_Z-e^-|*@lxuH+rL?F-15XKQEx!49O&8l+a}=&*JMB
zH|J8r!AFUJu0rf}p6wn#MDa@|4}QZ7vkSjh$kFn<Yv@1O)LcobWj~FMb<FPgHU37b
zzGZzLA0Zy~My9W=3o1&aO><qEgb~jJm><ZrU`z>EldqzSGXy;MA=unjdEwBEbQ+$5
zoav9zU;N*(-<?SjXJ$oZz8jK{Ib`qs;Sb=C{bg8f$=>km;mnY5)~Gd;6&8&Q1r9e{
zL-_G<#EMxK6|Kpg-}XD{GhBCOJ(4Cf&_OZB`Nn?w{ivJ!=-c#l3(`*qM1jxY(^K=P
zG4#=h{$UHh41tDW---w$jwxk4soNf1*~-Ud>7JD&aR=3-sn>6RU1d9R7wYoUpQY%j
z-=u9uxA8W3r}FsM$ZuV7qm_gmRmL3zUn<ybU!O@l?Qp_{zZ7NVQ2E)iP?Kmw4Z`s%
zz)~OwCZoC(Rl<I)u#gj<T_GEo+c&1*HIQ4@@APDnZ`xZgP@p+GunCCX5Szlr!iT{>
zcvT^}PdjQo7o-M@u5IVl`)B<;ls^!u4))Imxa&4BLvh6y4QMO68uu2&zmi=-)z9wY
z7KU^30ILER8c(<l6=&x;543?E&*uedmR&3qWUWTYV!8!=O8@!)pb^-4?ruGUz5V!y
z+t_NGxKPNA<XJicl}1a*e=@8Yj=VVf*{5NWAxhRIGa2yRvq_sioMW|V3MY=IU&2eb
z`7%EK0s!VGiaVig5VOSVsVhFi3mP+MOuf<d<M6%Psq>hOI#&HtXT7pJ@i0#T=m&OJ
zlG<`DWijcWiE?tE?}}V{>A1EFwR0tq2K#DaKh3wk)Kmbi4}7wVZr=jxDS<rfS{M%8
zTP39tWMT%A`&_{81KLQ>c{;FvxTXm$JY>4!1z2c*?#&bkD0QqCyaW2SG8lp((dWE{
zMBx9yAShKE8uOD3bjUlNx(=A2{(ibE(T@G{PUZDGC|zapP1zPEqPwh^l<DJv-G|J0
z7P+?v&ez~bu2!HvG>TA&=lTrz)f!4H1#+KcL?9WAgrB-GUoE%z9DFu2gqWU1kUcf0
zs3X<r3;0lTR5BIHZajvQQous2_<56taA$=f#wj$YmShelTYM(3H_2TQgc^{Dx2L2i
z@%FqBOWxhR69Ob<K~rPz9*L8ISLH(2dWBowA!|;?EM9#yZ(L=cZ|mS=11Wq$T3E19
zoGW49&&xTNIyh5(|BC85Oi?h$Mp9;XBzr;peJ}(zFmTEs?LVI<vS9)K7`MCBicxpb
z{+4Hj)e~2R@X0By7;8bQlwhnGWPHg<UV$mdGQrtwx%odNKp-DPRRPI;*mivB)igUn
z`p>54p<ek;VL*V*dRId8+IhK4zg4og0~l&X`ua$Epyzei0Yc|`eWEVo?03Z;eIH<D
z#WnD!B1K;-v!N%<#uBNh?d{8625?sgRjlqFa31(}DF@ZF?aKZ|{_!$Q!s1uwXrcc`
z=<bVdwfw1>TVK-#DnSMJ@1_!ZD5C}fAiw9RIu^f+A2snRCie)*F$s;XKMF^TLSl08
zRkyArt*oHM_95?l0<f$`ETuZ1Gbrq_)Bl^P?^;t;+q!)v5J{J!APABL^iDvOAd&^1
z{<LAuz5cU4)~qT;B#h8U?=46^3x$^20~WVi<M(v=L#z)wos6La)I0d&CB7D*KZ2^t
z7H5K)Pzv}33n(qGYd3+>$w2DR_CX*^?3}5fi$M3P?-qL8TW35;MPm?FPP#n+d8c7m
zQzQ5vA#Y|NTNkF~cgIzLER4E4_{_3REER#Y6j2exP-jxhL<Rn61DJC7XN^Nz@S^Q{
z!vUVm^Z3hF5E5@Sc!+QQ6eb1eF{%fJ6-F<5(V+-+Yh{pD&+Q!Th)8^VgyAiV0upMI
z+a!D<GACj~t7YOT6h;JIQQh<NZNqKj=KIZ0xUtv+lxlhU%s@l_5d8m#&TmhlS7tGA
z6Mx5amc=GLcLaWu>5)tS4d%?Z4Xlib;t|!;z<Zar&cN>dI52a1VqD-?j<k!Al8u9k
zrU$^fzWJ?U41i@~bM>T>0t5N{F1#vLLz<2k?U<J;s+FwxA>mkDjJ}xA_X?h_`u<B`
zlhasM1}5cv3&qc7%VaN;$(j<l!`)=2Sz+6r<1U8yV?wCE=?F{{U(wOd`+=ag=@w%B
zU9*muz{pL)_Uk%=7ESeGP@^mn67GxP*F1qa#>)v46maEnYyYhW14Mc=LqnD4ox0j)
zIV20wdHalV@JuB0lPC1(*rcZ;c_rPjTG;6#$&QWd;{$QBg$yV_WW!J9`|I?*eTHNO
zJdDT;^tTZRsUpDZ5Geu`*t~FixfVc8<$I|Ftdq?hojg7=<kcmCW=J;v7i8z8F$w#y
zjajITJq8%%EV|a`($l0`tVuR}auLDe^+&UT|K%czGb+6;76e`EBYO<LYh;hv?V11;
z%&g7;UkW&+|K`TR@=VhIhqL+Vj*psL2kO2D<ZaNW3rM#<ZdjLpO3y`(1B%^==Z(;R
z-yHfL5@v9fss6`1>2?&UhDA;D>E6-}i)9=O+uYzx>UROL!*s|MG9ADIfIwg+RKD?V
zlJ2om!Ayeec1vqeKrtcUdxcSEhSV6p*^{oO9oL#4&q&#=;v+jmW(#M$_j{P)1qbxP
zbkyGb;w&(gKumuj4?!_A_{gkGkB>XHwg4tZo@F#p2TWZkg%~cpjE{2gOD{|~Ar$T3
zaO-kOK$cpDoTrnVP4OpDg4atM&tckVk>w+Z5HovY>ut@W%KK<v-UhB=49y44gFRCx
z<O!<fdbFPBD!ZNzJmV;6H>CRDZBL}`>3xjHe%amvBv*joCwFQNQICmY^IzsA5$(5c
zRQ~N;`{K4;)CbjsfPv3Pgc<1gPzJkYChjP7u&m1vb6967^6Ml=WQEUMtIaxBwO=13
zk6p|!>xWSRD)hDwQBQXt2S|G?5H2Pav7HRxYDYJogc*T*r9bIQwlIk7raNvB^1A_G
zQta)P;mG8XfX8z<N&F00?aSDIg3YPXHmtFQGV|NG0HJMc|Dj}xQ$w}>@+KE3G}tRC
zv*kV9VbFVD4jtAG_`cOc>(=tM>l#@SGRA7iqd2Kw^!kr@O;V=al?hhqheW&Wv-S{v
zIs{7&488p=rQSR7MKFeB&`+G&u9cy*mdEpZqhmma=5}`Z2Rug8{d3I^rQAAPd-A=g
zw-2wa(1#d1e4x3>BJuG-hCa(K_;oI(*!duJ{189K;C7=<@=XZvZHJ(a)vd@m0w?f=
z-}nI;Ovlm%EZGq-_kjY00!dUusmV-?Ia90MhWm$NNVhMNVYS31gzx>8H#@{jmL(>b
zsQ5KfRm=`S@?%|)uCqB>HV=sF_7cB>PCKt{_tvFg78BCECwST+$AbX%k-`DV{~4p=
z_Gs-4)LWCMZ^?W|PKS6y3O8wNtCI#2+`in=wsgAw*1g`>R&L&|@QkUbfZh+uGwyqm
zM|ePc8O~#!tiXFiNZ&wfb)Q2F1GP{^rd#e@)Qhg$%xTc{;Eyzd+CP8Uz9thE)aXrf
z!6W@u0Qb&FrWxx3k(T$Y&|CU;xO6w{_l}jTFW)JWye095gnX7wO6{5j@lh69{=snM
zerqLO;qiv#!ym{r%?;Q~pAu~p=vXX?0(<4RWbncsr1jtjHqBex{atMr`8fg1Kjx%w
zZ2C4cm+2O7nlA<t#bXS1!$YQf(&xp<mq)m7vyc%klA)@7J!&gCIjJ}w76@e4$fDv;
z188f`y2mkozv7_Cm_B|;#XVu6aYimamxWw2M66N}ogavmneR)2>5!Ej$QqOX+6+Nx
z-~gNsmP`uuuL!H5>x(D;2W1htx6MldVnVA4a{7l=_F)ipf(Ja1&g2qB=#X3<H;-ul
zkQm{q=idyurC?ebC=Ka0P!TVAdlX={G0&yH`@l&H{Fxnzcz|7Ia@}D~I%ZEdZ}bk{
z`s=9VzynF0DZrJGKNz~IY6z7Bx%2lu_;>oN1mP?cru*j2!{F8m*=oXqan0}P?PtSn
zh3o4^KlMF~s%WTB0NJ5$dJiT{<LkIUcn7u2$HZK{{@HF{5TcpkEs7(u-n|TU&vC+|
zb1WI3r8wn)FBP_t_p4MS0oETCpSU13Okmj**#m3Rtww?@a^fplZ}jMx;2{tNH%Yns
zB9|W`G0{xem#^LN3_8qi5C$5pozYLt&|hA_0+VsNYVVJS{$q;ZqoE^K)|Ff8t8Y3(
zs!Do2^yX0YY{BsB_*zU5%8}a-L*;2@ZZ8fnlbB^bs+r;puOGrv*<XLHVxQ*T?So?i
zzD$h5B>{M!6{Vj~Pa4(xONK)!MEZ+mWUJ<`R|+fP+y#z)&G~l|19D|9n?4R<?<xD|
zs)zI}^rX2j>T0*>rEO}K*CzFe#eIosPg&T}HAug@eSP5rpw0Vq*jUNHTMx^jJu)A;
zn2!?g8)u)F3u!T6?|YA&20q>IfB*#a2RJYMh1Ztf52z&IXOyk~te;kaw*c1!+{~O7
zU6Seqb}&SQX`$ir2^Xa>l5?<T5oZRgpJn~$n~Z@D)k$;nc-(LI6j{M)dvx7O_Md%d
zy~hNI6mSRDXb-Qw0)~KZ$i6gGFIOP1)<wG5Ax>dmcW`p!pNC5IPG3oTmM5%(5-F~9
zZNBapb^&=Ai?c~V?SQ7D{qoBT@c%F`VJtIKlwN_5gsEJ{?c80MRL?w(VH)H&Tec1-
z9)XbY%tajv`Y~zqKU+QQPgD1U_%=SJ@%9{_lXm(efW_fsb7VB}j8$oHAT5-Nq&u&C
zdp>x2WH>l*^uOVW+mT5T2R#4swFFHKyGohDqA%((;|fl5U}Vj_I_Bkc+}2AyW2_(_
z0Kyi_f*YLVR%D3q!tj#dpjy{)hqcQ=<pd9DRn(m;@L8|FaFoVWt>)0Yp;H@j&h6n>
zfj<3JpikfjRz7uX6VhRDJR)HRo#jIUz3%jJ{vvZSqe4nEh{k>yPi0ic%VuwAkLL#&
z4@cju*5)#5W|=j{YJw5xM@+g<;*uBk2U)dfVf(CaCq<2s0s_(<_I2A=-M7bH{D$jl
zz{B%+i;GFS?e1bk!Qg6%sA8i#_nNG0|85n|P5F30VvtDTY(a3Y8$^~2N{S58a`*+o
zOyPj4SU7yF4_rj>Mzk~z^pDS&r|=g^IK9Uqi2gkUa@=1L!MwbS+YmnAi-HtV_5t?u
ziPkPzDhH_Qege;s^nvGaSvDCKeuvTpQse%^HT5PFol$oFJbr;BcEd*cb37vwT3||)
zoTcbzPRD*PhyXE}UqrKiaS(-iIn;z|M;)`M2zMTA9p|3uUSt*U`+CJ9yj*fb>zr|$
z^vp*Cr0EYVY6+PUt?~*?0lE$!eFpUOf<iql6!c|-ilt*T6EokYpkZA7=H8D4LHQk|
zn`gFQv~g?#iVS8j1@r)ZtvA})hKbyL^P{Be-de#mQj^Lfgnr`l8@NN*(#u7^D~#Jo
zhZqS?FjH#?+p&TB5gt*-^JMVF%Y1l<nRk;&e#Oe`oYdWE2a8iU35cLWP1OGRxU<cD
zuFZJ`TnryRNLgwS{Hywr$olTnp9o!wDW>-I8pe&idLA6-;Ht}ee@QS&xQce+C{2Sh
z6=?&f?MojjIP58V4|<{9<8U{@M}*@C^<}%s<7|udj*SB3KxaWK3ubXzSrpq}QW{9+
zt#`951@#FNO5`U#rViH0La~Be6DK+383gAZtS&P3ok`CFbCwRr38uR%)`rLrJ8;Am
zk?g0LpFSAg*PPFYLhtutN45W$QWANNu_Xpg1n&y6QkFC6K%>$uihk0+K|cwD;ttC6
z%cdzLhrC&{1J?8zU3q|UfK1g<Tx2Nyi0}Q~k_F);QcGmeRNn73SCH2YK{mq!srzpH
zuGxZU8L!M7`|=vkdivw@F*&&7Hsy^r)8AHsGyzEOWg*x7%X4!Nd~<xG2^uCd01Y&=
zqZ_Z*TW$_p2wK^3;&t(+rE8ZNOt`z!z)OrV{h)dFz`pL2w5X05$#$NE<F;zaTm(0s
zU4RuL?1Mx84eQv~vk<z+6P93jS82|1g4jE)pyU0>)(et1cp01cdGa_ziEuUVMkimU
z`tGC?wRva`{4!#_J_Zm8W9Iqw%OASa%wG1KKHYRGxeI=G1#9`FY>99O$roOa%C8?7
zNI9lW^&~n8%<>Fhqz#eCYS{ANV<3xU?f2w0e*K&N6oN>E0Y{l$xoYxZwaTxj$SLEU
zaim882_Q<1_7+}X<-;ZrDBlpwz~i+uKNr$fKr0=KbTWb_I1uU=YhE&WK1K$hAy=>l
zA7tA79$DUuvJasCSW8ds5bi!+hO+>Fo}=f*3!}-J!H%EsL{engW%@S;iV9M8qdcI_
zCftDrL72DAhZ96CfDxt`+#WVGJM9=&>r(pc*uvLOBJngQKv<E+5?pxit|Q`@>rviW
z##^e88{?3$#7Yd-UcSfzciz?9%SA2LGJi9w_#!i+patCzx1XE0O?m9^YXG@&YTUj7
zB76a&We{rJxNP2S7d-mg`9gRaia@>M1gj39wl=25&K3nUAXd9`c*VQG*Y3XK5BDKS
zL^BlL!%4q;Is`J0b}|iZe}mFISw7)SzDID%^G_0);7^g64o$xWI&}j|T`<5t!j1jS
z;L$vY#^N~TXD&h#H%PAxH}_K;%r|XGs@S^l73v{(XD~E+1t2eR_uC=*RSF$o2Z7r<
zJi&7>mJD&p3%s0rh;+*VizBJxH)MtuezbG^@_;HkVG|17{u<1}CRUy|yPl!Ek2fW)
z>cT#?3jlp#=#tNKs%=kO`tX(Jyn+ymygY16)?C{J>UJ<Ln$M<Mad2b}h(ZZ+_l#pq
z%_ik4bo`x09>lNi4`a5?sTJAP=aBiiB5U%;sd)^K^D(wIq%FlaE}XV1Ar&eWZ2Iuo
z{+lx<|G31<ia|<mSvP{4DuX0H37;i{U0QHLwhhxGQ?_BR(a}$#XAA;{5MgEEk?B=B
zB_;O|C!`C~-!LET1OaPN7|YwFkNXnfv%b$a<pK=+q#a$1_@7gPtm(|o+k=-P4aTC>
zf_<?OI}M09FpR);`=wy1`6}GU^Cq)GM8TL2A=G;;!(sD23K9`_`KRULh2Q?%>h?c`
z#SQZ>@#9k-E6I;a59p_yWgC<ARGhW5k6bB6b*TIk)s)R1WYID;cFo@Oo?fVZwE>JT
zn`Bq+Tj)N7_W02Cm7SRjX3NNh(h<i?;1s;zyFHh`#piW}J4Ctex7p6PO_&smF8aG9
zPWX_Z1e>nPW!;GvS2dX6IKKHD8dVMCtaORJLX*>ca?WTN1FB$#t9$^2xFc8d%g?UM
z*#$%iv%W&3Mi2!r*A-S6DQb171NE9}Bgn8%jC?KKZEDb4hhz&fw1dbgFL;3c*F4(H
zXQ*jFs4G06f#lgqy&Q^9y@*9wNq%-d&$|Wc?^~h(6GEv8H*WYypUVZl?s86YY|;*u
zeg@ImPh*2S6m?nZbWSFd=>V@;%RWv(E6ThCbS#Y7Iq}TCEq8__KdO@@XX21B3ydhF
z{ZJVQUyT8oUo4HK3jiDim0GCgT$ER9JVRQ>B1#LnA=aze-P+y>b&2El7;>;oKsq`?
z>O}cj=3oxS5k`ofN>^_~;(bX!owm1|@Z`IZ;g8C(B=h5J+;0uWCKv@@HIsV`z(6bI
z;)?G0G_!qEa;Xk>^q7R|s&?r?ZpY=$k#%+;<Y#T?Qc}v9SRN~lwlW3#9BbC6GEIHo
zaBoK3n*)<S5c!?nBz`CqL)apZJ~I7@jRs(%FdIo>kXdw7%utF0+RyjnTVofle0E~G
ze$#DpTz3$p$LCSWaTY^=H47K)*&%xpn_0<8hU8JBqOCXhit2Q5PU5XJ4j*%&03ldD
znfoSB%9fxhE~6i9XOVP&4ta~BVGtQN*7gFzB5sWF4qgyW+nZ1O^<FqA&IFTEKm0~g
z8K?rxl;rK*?w0&4J)*{bNriKeHKS&wv|essuvpRMKlLv87M~+}u%svxIjwNm8ZR&L
zk%oxe_K=aD^g#4U)C{Eu{lidACfek>!Y{GO2fn%XN)bA)DHxdGvUE@XmdbyN6YwDM
zxzNK=EGX$|kvU4=y@3Q^_oNP=6$n4%?jpE!LNSDh1|Aue14zD#A{&E%bXvaC+uW=6
zW;U{>dEm$CDj!Z2;y$@2$1Z60$9P6hpWr_}2*9uzS7}#P@o5BVQ2|Ge2dD39A1@TD
zYk^?O>;0(#ss+`igbXD_%V+mAxaJ7IrFj(%U`pkG_`eTn_x_Jk3zZD~ZXUpJ{vaFb
zMEkEOZ4M5DVM+n#cj1ZhO+Ib<+mUvzZdD+E4mlS*Qvg>e>8W3`CWfrE^PYL}d?_&q
z{+HP?oK64%;5AID{f<enI=>lwi-|F<)li*Rd$n{E@;E-gyzA-@@Q%O4S9(c3CQ|gx
z-W?d2qDEljRud#izyA>3hGtPM<&xg;yJeKd(qND63JOpva(U?%m=iYPGMv9Cyroa{
z%JMHdJ4&q;&}eD6h(ps=n4yt9$0y2jc#inBN}kRXp^`NLvzil*4bgZR4io}NsNts%
zEkUhkmb?3>njU%3*er0$((6LfHm6a9>db~ZLwc@C^jv+r&%{dZ<$$I`1~6=l@gH(^
zZLTKlF1>YHmg=5zaG)bMi7@*2H>~%>LFdk{7eIb;z?AzRci>S(th5PJq)7|@p|;eN
zCrAwMfiAyrDe#6t)caoxkQnufNCgF=@NXRTLfe5rHL&NTnccooVu%Y!wTLP*hm$f$
zmN*IBJK|$^J8$AkgMw|B1ArChb_eI>8++ud=Z#N%WgDDMHhl6ll6M|G%c-Vxd9B|r
zK3slnIDpxd!brYsUn{w|#U_8U=%9xYxC_Ce0ThgFQN3>G?a5@+KQ<<uX5@4q9orOQ
zNZTrUt(kkM0SevpK#Ga?57wd5`{`KqIauF*?{f0}8L=jF*y$mIdQJQ_<twc~U;MbQ
z|7H&4K}dD}Nux>y83q9{{PH+%^{o|?ZXoUXJ~&iRHTz>e3Qj?Bn%Ja2Ou<G}_(Oau
zfqlgH*id0t4(#{#N@sKX+K(StkQm&4U5*5ns1RMP@2)vG7%Y@hJP#;`4)GOL#Q9q7
z^yPs5Q1YF%u-iv0e-E$-e@6Trpkp3Bd*L!A&2c_JSwP>*Ubgzo6m;!N=dQyJ1Xw&A
zR1~h}`<0HjVO6#Wot2m&xO_x%FJMq0v<;=&Z-l7{s$#p>QCo-iDt6Z=34P**;vS56
zUC+r+x9$7bO`H29L$dSmW<DHznZwr-LG_u;7TcS#Ut*VTf$t#*2N!G+>FHipa?^4W
zKB_3Ct0!~Js`X76R>cfJ^SxupjXPl{aj0rmxL}x+An>6bPyOS}FRyoW=B<fm3S~FS
z%WoXXoE!=0b$|o|mYEwBfC4mW!GZT?X-D7@85J=!NM)p>8KfFE%~}an9_p+Tio*WD
zpz>c|-ln{jLySt=IK>#nO91rX73!h;COc0v_lN0}?w04LJwkRKZm@@+x1F&IPmd8R
zvErU9#tj_`T6!Ur1OG<2`)*Dt7Z@o4IDTy-qb)_R)2}Th2@J3^QioU}iq$=!^`qH7
z#|2moC}&bg)bmK%?^dEJ2Mr}vQw1-@wbZY0b9|n}0+lZ^BJ7^<s}$|z#T(-Zz-1%Y
z)i}ia9cFqip}*+CZ_PY?%w32#d>6@ap#4Tjp)EcQ!7OdqPgtsf5B^AwY`i%m!N@<P
z`w%~ih{Q8xvrpN1b8rtE(QJ_t9`@fo$_&FT6bJJ?vs#KH_+!uC`K!Qe--}V*nNf*$
znB|r2xsF;I2EjOzEj_kPK>(}rRVrU!tkXaV-72SEJ3y`zdlUgXQUN-@g`zhF@%G`O
z<K+o}6Cm;t+};sF{c`9&w|Dd<WMg>F@@3RsNaW_;F+($1|G@8q1~k%igznN45Y3}+
zzN<atob#1hyMqJAhL_}}ZxOv~zZg4i#FD#jrtjlcmA@#~+)Y>|Y1ZzxjawYAx9+ub
zG@m+>7Q)535i}yv)$j{u2dQRB|4=mS8(X;>w<MT=kPI)`URCE2wAgq6$op+J`3G-k
zp)9m%GcqX%5W^=LiHghZf<=Xn$LoVRP1;dlYD;dWFW}cC?{)XCL)wwg6^zl<UY6C^
zrUo)@)Q5P2@81ZH_EFxdIL^Nq1y)YhTiU29VB3N5C^Zzo|0HC4Zy@4jc|^@gR_DNP
zVLo2IducG*Xm@`$$$R&rNJBi~J|a;1_;y|mmmf-Q*Lj|evXV2{6`7UYd=H4WfNFGO
z)>h`L>XDi6UTo8%2j2SsW<b)y2)`s;L+ecXGC$PcFARl(r5EISIHt%Vf;r4PU!v#Z
zJ)sx*<fqceM>9|FD_@*DB&RfvsOTt9q$9}8|F}lAy?6Dorm}$D5tBccN>vBsv&-ne
zx`@;>zZ}-TUvBp**D@fkbNFCr@HHhGZB`t2=VI%Ivh!<wG@CNF&ASg68wCeirKjz!
zNNFT<UpJKo1~rsPGdow$=lOw^MKg;EQ+CN1e(_CP(jj9oCr<JM1ZasipiO1LcD<<X
zK)JxOUJ#or!1;kTB!3z1iAtUsN1`6cWb@M-2gr>z7CM*B__xu9DTrQJ$Q*iYgs?FX
zn`8l|J-b6ook&1vIhHTtV@ei@G0#)~wLGcaXAO6a7P!o8)?D=Im(jOm1$iyJ{R+c?
zKm2frk^C`f;0%kHmX#%1L(^$B3U<Id>`d*A{qu}0PyapTKXih#pDxOiN<JjayMnM9
z2(XMoV^$87%l-I?zpJOrl+K3({My<0r-LW55@(0y=qLw!pY&6tuF;y!f1~UHx}x|#
z1sN;pop*e!%qB^B5j*D79+;`;`TUzkUwFU)H6IO6ZTZa7wByGh85g@gyw|#z86%MI
z40G|*h8jt0Aqj>!#p8t;8eqfpW9a!47@rXK`mc@qa7;nck)6L{vb(FSTyXmeJWX%v
zv}!Hl1KYs`@2C23Jlr%WUYct}ajMOA`imlYmH&&rXMB@RT1mLg?rm+b4rQI=^8`vO
zlu?EL1hWyOEEJbN<X<qKEij**{m(U4qDOeX;s8=tp}H|i4halzobdVz8HxXu&9Hgg
zX}5<6Au>bQv4(iU+tDso>jH;RKd%V1Z(PFCc#qWX{!~c~Cz=l*d@EvGNKM`p5LuyX
zB3wUQS;B(laY^sL&VIK{a&AKZ1;G6Aiv<qS!J+5Rug*YXC>#H8``tDVQQp*#P=yxl
z!BTWbjK%y5+~NJ1sKb?x)SYtt<zeOK#zq$w6yvFfB14?+oXMZq-+k+0EXOHnLd}o3
zSCMl=msRE)nJpfSAHaHP2jQ?CytJS|sr{mJkvmA}ZpsMyKd)A=RsB*{t%-a81XU;Z
zSso<b8;`fAe7oC!k(>wP&=aB$@_F4qp6u@YhNP$c;UQDu26#1{<;P>4JH5Ow&=4wA
zWB<eO1HCe9=P%%maFJ}e;MEp@Pp5WW%|zQ}e!c^!jPy`u`_{m5(vsR(PiflI<MsV>
z?IQ8qk6s5sX@OLDET|pb2*Xn8wDingHorI~-->_p&BZ#VTC^@3gNC!+10u7RHn5Ea
zr3;SNSu6>5RAGt`p44Tcmpe)M9z|3;pw{va<ASR(RYsq$%59{9dx2Bp{kNWkQt4Sb
z)neVvMVKzqkXF*taa8cB@5ObHK7ea(1So%|mpw~O_2Y9xC&Fy=Q56T_E{U~F8lp=e
zW}%-d@a7y12(kd#OYqRrU{>!pMGr#jWu#62@0yO%;r*)3Cr<(p_;MGxliyd&0YF6j
zkCgxKTD<-K=j`rLJ#V+CD;jtA^Xmh7qq%U14<+$VPxw&A8cTwDk&eo`qVZB6ieLfw
zW4Kx=ovQx1(3F?a7H9EvTyfX1>V>u{<wjr#?AGtQ{zVb@Pz5mV@EOIK8QHHIZK(Mf
zN<PvWh5u_8@avRB^fUz+*|P_wov-XY8LS&_ps_Fr48us}*<2}EiFrZtmT8;U4Uo;b
zJ|AUcyY+qemJr3k;)BjCDUOTsq(rk20BN%fsjK<fk)pbSd>`H*?_pSiei_9%Rku)o
zEq|+EGA5lOr;WZ@l%eX9sY}DD?ZLIa;0<zADmOx3fN2Wp9?%=R@7$*RSjWF>y`{(R
z(T~{E(+^4=dr)mg8CTEjbQ}O(gJ=Q_4vwRfe?G1#cu?OWK|8h-Ir}Ml=qEA(c`xnB
zDgs7UM-x?mQ-B(OB!VVetu$nN{=iYEBmF$9)fYsZ7qgNx{IzofRzP-dpRO@9p1~=|
z!UFvWhM*x^qfbaK&o))PR3_$?@bnXIjqM0kuo((H;pP2P;3K0e^dg4={AHq_t5*_S
zcN#nS&3@fsySJSQYJg+{qX96whb&M5%n2b8&yb|odaahK+@0l5(B;ozz1;67uMqyS
zg|c*@8iT6X?bspff!*)I6C+89b@jMEEmOg(=NGV%M1n%PTqyR&-S<eUH$2^f&Ai2{
z+inH<!8~XC$0PtM?qz~?(S!2_j+GrG7Nnc*{^IhAx}!DO3_&kh{)9EWBvhZaeu!Ua
zJ#}+cYArK<uVtWMeR|4@_q!2(^P2Km$b^||$|bV7(wdHz>$cB+)uA&n21S-vO&Sw)
z{X+C?54J$bXIpj0?xqjQ^nAPgdI7dN|I)djZ#!YBkVVY%&FF0n==8tXBZaKk+_8T%
z^nU*r)j%GNgjI$A`M}LO12LoBR3xbSZg=0e>62_%&a89ByromHEtF|P?l{yf57HCX
z%y`?(UdBCzH2(jTTy6niGB2@>lma!4T3EaXqCq){@}+off;6ar$BYeB2*!wHtp<0d
zX+;g39FAsQ@6RwlUR2~?q*2){KM~Mu|6w`(`}4X6)-V&Fy;HjqecC>Mj4GfR_mqx%
zZ!vBkz#SnoKPX+bEacN(=8<{cEhtl7$4l@3<v-kqx>H5)pT;qB(hOW#yQaDQT^ov(
z*@XKDYXuapA<6)U6wA^j(p}Hz%y=s^%?Sx~ud{Oqgrjqb&9J%HzN?>F9fDnP^&Aql
z_zIrA9@_EX^umNn(ygU@J~ux<XeWfY;9zi`NJIln^9javmc0ZcC>+9<!8b|4b+ZNb
z^Qayxb2Q43Uc^*yC}_+k^0UZ!?8A}=hp|Db4t+8siFwZ+7S@;JCnPgFYEbMA?f6~R
zDiBGJ5ZE-L28eWO96?nf?3zv%BCrfXGb0M73L}$AmG-65c_deRAG@BMRfmgsJCY%d
zgR7J%@`QcKQTOdBxpwhyzWX-2oN<qLef3Fiv3|VYuTq03G4R6ytFh3j0qnf1@_a{y
z5jbJ#etxQ4&aaN;p$>E<*Ub5+@3wdHwI!#)(cL5btGiBEuWsH|^_oFv(np}iKs2xF
z<Q%_8GRpM$|84t!NWn0%{aaXFGg?mAYZhthhDD9|{k~)ZuZ@h?T3M;tG6>xt2!TuH
zdA+(M?iqG2>rxLSB;G1|Lh<QQC13VuzalZz3R@P)1i6Or-5-^ldEDN#`HYYybHG?$
zj5aMF8YM;5R`AzPKQ!F-$s9_sazOapK(#H5zFUp^)@>GWU<@}9a=>Zp7O1T(O6&2h
zO^*x=?(w1s`+^AHIhDdkwtpsL0uTI;aUX}_{ec3Hhw67kliL)jbQNp&-M}I(C}A|X
zs4`SAEOUEY*)ytP;7>X!&k5PyDn9Js^qfmw$*2!U#jR<_@&Fmf&!Q*Uw%(ES*yILx
z^#y}BfYHtO=5*c*$B+FfuK3J_uEt_({;)YdQ2wMuOS?xc8`M;p<4aIZS3h1)fLeN+
zw7Pu+<KA7S!nq+!`4Iya=9A?yyAjS7um#YdG@u)kVflcA<NUF)3Gm@xhf41pi+pLA
zeUclz=NIx2QhBp3a^&}j9Fz%)yY0u1`76)yv{Y4*j-LD7oR{;_qZe3)4_0=*SRB$r
zBrX9t3jg9NK;cT1wT>3;yM@WsKGUrbJc|02q+@j3K*aewZr<PXZAT^1Y=zw?Br-u%
z*vrQ8QiK<;Ax{S@)mEp~^A@}zgmAEWvK14T6a`8DfyM)hLYR$s166~c=D@YNlOFj?
z2!y-xN)d*!a_-+nc#@Fqv5~oZFWG@5BaJQTViP-ZeBH7-4{&#H=Un1jcNP`0A8}#J
zyw*><6~7M&gjT(C&BpML@WP&eX;QAIoqOMYj&@P>Q}`Ml0lm5B%q~@Q9STtw_PIS1
z=+%y8+GB)(Qc^zV6EX|~=}<ywjE=UXDPVQ3n?T?412{zYBxeR4)xi<j!(##7izWk2
zR;V`3;W@?#@PN^VkXsxES6-vetUiMbs%d0tc5gU1)XT*c5@fNrRUm;Vi?&suaSR$P
z!{?H;O59Vbh)=p)Q1BVU3vw!tmvPU_g3U1-z<t32eh}Q2e3h|Klhj((OgR9$oJ-Qg
zh$~=(eG}Jb$&0<)!zrDNI7mYj;2NvkZW%~J-aOx<&fYdPeg}0;Xzv$z`n-m|msNK2
z6L$&7Nd5oecVjsH49}3&>KDp7H7g%PC?(?a8mRFRQ1@uV(&$4fHj|;R@-7(ZO1%Q(
zwx_dFwZ+vrvGYl>-NAuh+OkQYe4(r9i?%T~n?|NjMuj6_lY?)zOcg4v`%HUSkzOA7
z==`?DBlmd1iAsK1(`#?s4(x)xZ#0IkcCQv2b|V_H0vy+*carcxfT{q#zG>HCBa3e)
zjTtDHfn)lEPG(UAD_Vi|C}kh@X>5gH_wey$nR7OIsoSGBm-dAv%>i4VGIAfY=I0u{
z1Bd4k*?>5a;T;;)a&JJbK87^MxB!y^W+LgVcyBNRV^f)rYy-MgS_(orb2p;m3VoqZ
zZ@J8YedBJf;3WwMXrR#0j!uIB{S^4?oPvtkfU(Q<9;qU+T<cJeZHR!hKC23{jSnxJ
zgwseeLIyae#Tnd7@uOAkx8cP(R}~Ga8C&4U6i6rQdI)U`cu0|n4p_{r1(pr)3vQr`
zcyar--+Bk#8?TzOe|I}xxkvAWEw{s!^)BmaDCp0rsZty2I$0D#%55A)PfVC2<oYRG
zdH#atkDYZVOF44jCtOkIJ6vE=cMySDkySHQ?t9|_&MkF}02$4=yOrKP$(b$wA;@si
zhwbaJY`6y8w-8ye3QXwZ-s7&t{sxgN^t231ak-&#kUUmrCzxlFNjdEz8f7bGirf84
z48BP}!lug@s2;$LD471kfQ1(pUae#C(zN(8nRBoC_C|-_k~H+H7eD$PJzV(&4(1F)
zWmSD$K`0wosWrnEjZ<NtzH}14;N5+{!t{@UcnS}rOr5X8o97T};J?7<I&QE&2=it@
zEFk>|<8jNPUMf?sr9X?HW<X$Pj9;WJSc@vUvQ3|^Sv|p@se{gBNtBgy)Jf#g6DdfJ
zq}QmjgHbh`;zOOaV|jXsc$AXRbNCl_f03V~{r$#}3(2iurHeQ6a=)0t%Ae{;BH@y7
zBc0ZI!y51m$)~OJQewP}{RuK#sd&lZmVqSju|k?LIuJLUsj?rUeq}JQhv9{E`AhG0
z;RgV`>GGRY<^z0P4GCJ)-TlqtNKzK2d|i=n2t1b=AHf#xe@YAj&-#9r22cwNU2Ckt
z#~sZJ7a&>9U@s_S2&3!H><xSZx|=V4u_r^8eQP%P&5T9?S>E0IrU}3m;`L9aKFSPQ
zFGxQ*59TRm-i>5q$VDL!O|p&0CaT>Fl)a9w`cC~Z1p{N;K4FKQ*x;vI&fazpD1gm3
zAe{vlR!TT;=7yzwTV$-e_e-r)T7e*C+8Xw!r1^+sPW@@@;pfg~6KIWaE6>=vg`tQm
zI}*t}p?3k9wcfvN!cIDl4}<0AUEtEl_expYnB)R}Vrcl;1=im9+SveBrWpC$mO3Yu
zpeJ?n$ZQo-RSWP-JlZf(bz7c5yg=ZYF4+n$w|EhAj<{!RN+VB%iWWN|r)hKa`L%|Z
z8J=ldai-v(a1fFw@a%^3H@aBykUP*R6*%2b$$?;PaR~Z%9ty#{o+tmzu1$(DHiIRa
zL&o461Us#%k%!x@*u-dTQqx}`P;wp}=OI-@d7NW<Qm<#zlVNZSzj<<J&YjAa5!@LO
zn(UUIqaPk()6hu9Lnq7F<g<*b<4X|@PPZ$4#uiOm$>Nv;V4Cn=E`*g8-^P|kDhCNM
z%8r!U?lklG2G?K<fv)srbkMYalY9WPANue1YC`R`zig6X$Gu}m&kGm&mQ;H-IV#$U
zH)V5sOLJ6y(f!-g3RgLLj&DLPxSR?s6k_5TX>^iJR6e=MOnDh@jS=|^TvcjuXG>+N
zZPP(=@(=MFd?BIpPHu}6oX}s;QBJOq-NV=wUXg?GYXB;dM>vrx3e^3OqoRe=Tx##*
znbtNwTi(-es8b3INM|~t(a1m?{U*%{D`uR-Z<9zj!Pe0;D%=qnm=Js!e=o9RN*8Y-
z$vl={>EXhr9!JG-NM|HHOxh$~V<0DeuZ3z${f(AV1q11;<1ZZ|xT^m<maK=9tm-M$
z1=q}fzvuOPy-Pi3ejnCHux$qiBcaVHQQbDfs#!9C3_SMKk#I0F4t0ppNf}@3#vFmS
z<zwFuQ=#0`c?0K?t5bd}m=>O(-(}bEuyHiot4DH1+-{&D?arcZ9?W~D4|u+}0?e#r
zK7K^Bb9zpnMR9I7g)5a_Ott%2M&{$G?wtsQ@PI4`)bqJIl;a1wu|SqW#-<$u22q0o
z-G|eWN)0V$++A}-D~q_+rQ)RXQcF?C#uvZjy9CYDIol~{&f7(Hm6QuCSVtP_DaP_b
znhv`}6h?97o|BkhlT%!hBe$1AKytYx<#cOeKuS;Llah>5bzyK*`$yEQ*3ZU&$Dh6K
zS0AX8TJuLRH>j>>6OzYZro%ZywarLB|M>Tw$!q63Z(Q%x{joRiJVIDzv*I~P+Ybym
ziQ5y6Ke7yvf;?vZjJx{1cjUq|X09SY)rk@sQFvaa@Dy+yAVea|p40_`LHJk?Ic})d
zfJTFB5RnS-e}N&eUx+&(>~$`rfz?0p=Q_lta?afC{q%~iCr<dot#Px)9kbJCTpbwN
z>``}dU<MtXP?NOCEh+=?iXRpz^m3?582BO)3i4I|ODniG06!N{zT4ku&3(we)T&h$
zCl8%M4v<!Z-J}5yH^8fU9~@Tx(2@LDMtM&SDWiS^SKXJLv%?g*P$;jX0H4DI0HN~4
z?Z|lRK<HDI-?6K|Cb3m}q{O?dbRfdE%OpDT#l556Y5v;BmGR^@|M~#bdpS09ScS|9
zhPiMrU9{+J?)!ZcFR!HLF+@K~8t9@IU{l~<#ZXu)+QyjD&RUsI4i7CF8v5(Du4j3S
zfDu!zV^ke5ew05LRQUj;4dc23BTIuRF7**yv$4*=QM(?KJGsOgkPGwkY@AX?r3?QG
zMaOx!bJh4fYJ4+pTeC=C7M`92_6=Oo<egl;Lg*&p6{s+l6j{22KzS)0xa2W(jZ^*p
zNG|o_GnPyuFh^=6x(Y5I(u^(?{yCOdq&)c*HDHqP{4O$=I26eeKDj+<DA>TD0rkBt
za`KSKCH$&)`1$L7-~948*N66Qe_|@S_h2@{mi4roGoaTnUP*V~3L$=}8lZ|jqW=k(
z;N#gPT9suT`;x>Uzhwq~R>2Hq72vJui6LVTc4V8T%kx0cVKq{okB!4jp9bc*d7G-7
zNi2Sp^6ruyC2d@u-z>uC$Y=NLOnBOox?9+^rmW{FdGgj9($RP^*COYd8by<y!Ucct
zE|0p%5KX|C#pRgB^vGxn?rsPyq*zmBJ6c!a!}2%n6trv9Jl^<JdOv<1GKBdT0ep6i
z5iE#ucuh(3&3pNNqjm;y`ISHmtP-P)X09MI7Y^|ed3||09XuhFuG1Wf<eu~Nm;fPp
zk0!5?YeZVG*3;=RjZe;zrO&eQqrE?5JLAcWOr8b9W3<OpA_J!Xy6*+~G(K4BjGF(b
z-U47%sbtrr$EjYDzFz5Y7d>?@LlV3GM%kbE+my~1nP+bv1CIHNE3m%Rk$WXAM!fJf
z5crUl638SVXqSmLiEFL$=bZ$tGx}yt#i9F9ns@kE(_%L@^?7F(%UkbL5X!}OKHIO>
z|J<#jes6NavjU$_<^9or!I5?6p$w6#1(a2A3Hsra$q32a&Ha-lQSePtRo;`eyZzC3
z4eP>NGHbNp85!0Y_``M-vmDM|k}-uTaYwR91dQel8V}m-giy}>Vex?d9*@T(MAN=O
zzCHNI#%1&Kt3O<FtT92ca4+`+*_h~8vBNQb>pO_P@!TFDH@2{#*KyX8mWC}tbT+Ry
zZK^-O*wEC8I&8Td!^ZZwPfvI#QbZ<;6+x2t2%|R*N;Uq*c7)#?M0$Tc57iHatVI4c
z89&5lGcMe)Bbp}4%c6+x9eJ!{trQ>}?$Rt`9v&c5c<sByn)f+UT3xbbIseptJBAXh
zjhZ3pggsILw0)xl8#nH?kTwZN?hz_~v$gjfeN|hv#bWQNGz#TCKYR-CUyy7_-2C|1
zbkD<FFAwwHZ8$g2O|0~V%PwTY`E<N!g(?8kgxbqSor_h?bkiK#k0wKoHh4ccNqoiV
ze@Zj7U)K;d{gO9U)qz;tH@C7v!fOv!`%64sA8T)R5J;C`a0_H{U@2V0LW#Sf6XErP
zi!3o|7vOXH@pqwuq{|`uOb?A#)Ex-U3xs&5rDJN7gg?#nf|kM9*L8AQGnvF9P@p**
z6mnG1dmeljjsx~-KJ?r?kywkU<{&Y)=JF<jih4!I+OF7s*h<Jg@BL8U4?i9B&Uzh!
z4^-I9SwyaTy-ufZ68m7P7yheOGHZMTkPf8FUTcT%FUOi3xAwlU;8&PPXut7Drl)An
zS79mKo9<iE_k!qq5#84ScVK_#Iyy4C_v?HqE*;DC84cyd$EQis7CA|>CfD7SU&_ot
zE5gCB#RS3K03+_+RPO^*R}{g*yow?Hv~On3OUfqtI+rfkijG;nxUUNxam^F+39})`
z=?aaMFFsT?VW;ZOIPnP0*a+ekI59zZw|1|>l!l3I%Wjd(`bmh%H?asoR5%<-y{me#
z5(YvgsJw|fY<`Syuxzh15*8y?E#3(Cwn{nLN$vSOMf9?zis(d13+WY}@f;h`L<xY=
z@&lmat!0!{c7rqE?z%NKhTNhhD~j)k1>uG10T1dwq`nbK@-KGpc=ZUpdk$HUXm-Au
zRWZem4zDuBMX0J((qZYKBfS=TE%T=pphCNQ(MP8wGe+ke_u)5qThX*Z#p4<;%Mr--
z6W#)`xeLzp%LFAvL8XLh>(X~_-hR}Zd4CZXJr7N{ewIipz-Rd~-UJv%v71r>gq6%b
zs&2iX{!~Wn;B{cF>hihFYgn`0?~t4C#3x?oQZi{52A!mG{96mj1&9<=f592d&;4sd
zU)E8k?;ERWX@L*)(SugZPz{x3lamyLDP|x)z3umDQb+*LGansGBMD^d)D70t1gP0X
zp-X<=X31``2damjCj?#~NWa`o97D^`n0yrXD9tide1HUy7!n%dAOb7im;rqKYJWQP
zVW)I2>G`sLW(|f9dmeG;0K}D6^67k%<X!mEPWJW6Q5k#?4VWsZ!USqJj>O*NeVbpm
zG+&PqGwmKX+CoSKvqwomQ4Ve18J(tP+DnNs5XKdig8~K4!qOs+^LKq`3%NYwNR9lm
zS*xVaev7{pEp9)b5qg<0$N_oFd9KEgc;zS-r1wwI?xEQYR#4G>ICeWh^}n0r_Q0&q
zoe*}{+g%v0J()A|)9pM~Kc69>3)a~2Zji%;((jiv24AcR(i;UQp3hrVjc!-iy@0&D
zy9xbq@2i*2W7$qfKZ82IU-R~*F$)JV^r|QBiwd6}i=_Vf9;o)Afim6RfG-ibGw@hp
z*H2=e4}%LnqL9*RJX4Pob2HsX+CACjSAuZE6WHz^@{6ZLc<x94eV#jI8ASM_Y_w@3
z1D`FfOV2Fsp*SJO%p&ESzmx0J`owkU=YC|97Ndnoe!{9qcYjLhH~}!B^LNl8GZh%5
z-!I$ZHFspisY~~YHUz4G;Bdi;f7F3^!52ZSGZ**U+P?%$`*B7DP)a}7c7-T`glyQD
zi5ARud6x%R5PqT=U=8P~nM~_^{eZsTZDD;DyYvCH9%LA5opf}37!Q?vS|=HfzgNgG
z0f#pJ4z(cx5}$TtW{durwD~?p1x&+^FY-bE;j<TuBnh2xF9!UJ2D=7$tDjN;Vb!q<
ztcahVzO~lQr7Zx$@Tn-`JgpDq>OQJ6Eli~0qc)rQd%+F&vNoTk?7%%=WR&!ukg1U8
ziviln7TTy=uuXOnn_*o>t{)zV34f<q`N{9yL#kQd_Qg*kjNou_ENQyPwWeD*^+r3I
zUWMM1hlNu$%99NM)9tQ+*{%3|emAXoAra|At*-0n%So+*a<oRjXxcf&6*auXY5PVN
zAA1d%r+iuX6F$G&7IT`^3}?!OIZi4`D5trn8;N$I0@2_j{%bRNS1gBKa6sUmW8S&v
zeIvp`7*${gEnFEsPI^ARDl>aW7Z-A7pcIT@j1lbef-j$w9uKdF{HW@efzeJ8&ANsb
zfN|P?j**5to6^=xrUEpk_Ylt@nggDedU}5dBCm~0W5SX+QV^34{KXXxbMpxwCxkx|
z-`HxF+t*Zk^&)G(?cG5{_9}R;gf~+P9TZ?inA>%29u)67;E%;DMh8fs;H>E<Irojj
z61T_&Oowg`a+VEUJSa6m0g1G(LqZKDtDjp2bm6Wa?N>)QuTozIN0=bd)J^uAr?|kN
z>h$oUwypyE<Mp7wLi#gTBA(HB;lZqJ-<@Ou9GB=8f@q?%l3v!vZZif~wWel+7{1;&
zR~(sppK{IQ<tH`29``fyK<|AzJ-s&#BI#5}2Qfb7n}OCBYZ{wN5WGb{o6n*D%>Ysc
z=|3~tVMfzY7)Ux*#6GR<cHXODhiBKngfxVt1HR{Sx}JrP1A#CSJNAd>N$zN<zEYTv
z8eg7OsXizd3*^VIBYJ$^5hCERDlP|}dZCCmIwnFH?Vj16n*e3l;Go`X-=*#+pH3zX
z@=jXzVGwx|zQzecdq9ca1o+>b19IaXsr5{=Ft%$Y!+i)|+V6fSKS_67qdrRS{1N0p
zoYCJVM%Ek1#nqqGd$mNZrrmT9)wb2^cpUrckd6jg-mSylptD1S8LCL_Qdp38U+1zc
zt@qhxJ|GJ{9y7|mJUiY<aCN8ev}ha^4Cv4o;l37|yj_<iioA-H>rIAr6ZG@aNBAu7
z$7C|Mk%+gjN<}n<dI_6vZRJvvi}dTz+J6NQb+&C{@5N2&n#_W6vQ}$&-7wa`Al>LW
z$8((^1x29Q1=oNdSwIC(`_RYC0Ca&2T-fU4`~%602@uq<eSE`K<$YPLE~=Cuy2o|<
z&43ekm5tt#VP>v|Fu!~mFIsBJ<uaHf+F#Bdi-&EW;lV=~3U?qGk%~<j&w4<0$lZF@
z_v!<X^*Bej)mpE@GLbBSF1W%D_R!A3Cacv)m)zLHBG}qNtF%8y(MJ{;TTOUYrU>>d
z1L7yQs^e)NoIkIG*Gr8`#$^w;zU`LVdza|#+@xSX+>h9&7-5dSo-}TN7vw^2Bff;(
zKx}ZrzUiAAUU1JYPsz`Zr^lo3WNdH}lH1YGw>ng;hmqtp;nfL|Ofjig?)JFpjmhc*
zk}DAY3$7MWr{Eh(64-q_^OC#$<J|2MeaDmN1;-aVEUd#G)ny8e!uPO-4g&V4tn`@c
z`Cf7HeaA5TlpP*0R?Z-P>t1Y=3B4J_C>$VEsxVkGg?k9MOu;y_p|9^A{s>;stdA73
z!^b^#!$y8=5%+F5wn=A-q8J)!Q*y;7bmq8Ut+lTf6@D4*?R*xKy;E|W={#=TD`$b{
zyVoS_T$Kxnfa7h!4zhhQt2~AO?7oEC^VD9+mt2Z1$A4A_M@6cVOApS}C5Lu7ye?@Y
z+>8om3hB=3;C<x-G^}+&Ao`BV<w#ncoFs4crIoPZE?{xPp`D}PZ8k6-Lsg4MJZ@V0
z?Y2bN7aNE4H*}5PwSfqGU6w_V79ZNvuhi3;2IJ!e1?kxjUc{&I8eYhRat`z12)fO`
zBaojVytT3eABq4wloflGRkeMpWAeJZ@~^+EFD#pJ3s~EIc)kM^X1@1_y{6w{zG0x7
z*WBI);E2%fc|iV}j}OQ^oGc>?FaC4C#{e#sG<<6{nA=E)A=*POt!uHIGfg(j@bwQC
z)#zV)xDT1(^Vaoays`+01Oq`YlEzS%I|;<E$gl;5tiLgUm)|Q;Zu<~&ee%GJhDw%^
z-ppVeC2<UyhWVwnz(4nIP{qxsIFBARb(G)0B}2WV`3MmYwrffdU%v3AX)$rHBziv{
z!LPQgsBmU~v!9snd<;k^`18ln#ocgVKaX6EK&d8E#p&D&gB)mEQt91)-TSLsic(m#
z0(zBmu-!QV=0eVwE?dJ=T!1p5oY9}5U8z4~mo4i3w)%btBZppYcpi1@84vd)fL;dl
zSB6K^aI=ZL4j>8wcv@E)<XC*`1F{d3Tp!HCtiyxt^0Cvb%xBCiv!q06qg>9P9HR?Z
zs-RWl?8*I*H1z^xIEec4%iH?f_9BWcWEJ1B;e}>UYSn@6Lr|g`2MZ8`F1ojPKfX19
zYz%S?I4|HZJ^mL{%+!!MD3WrOqdf=a^vJccF-ES+@18ykj<T#C=g6X+H-l(d@k9Rk
zIc<^$%vE99!imUuAkz*cRR$ob(iY76O<eH|4b@{>Hs}1cZW9IqK9?h;P^~sASEc&w
zxzGkn-|t0wcjn(9r~V*oo8c}5{Ka@5NVp&*3awDbEoZWMYjbNKf7W!rp={%TXP5sn
zjvpRCfzyYCAh5b?n8G3z33?1r(1T3mLULOt{RVfQ+R0Ike$b%nHV#xtxZxguAlb2C
z^~hFjhPD6g<9g~7DuiD$<D1t51F<$`gWsWjr#nzxCThGw3-;)pjOG|yVRkC=3knrj
z;0#PSbUHFlI;A-=-skgRfhg(CeRX@PVAQT5kFUqc!h8|lS`3ZfaE$4FJH6Y`e40*o
z@Z^^d{XM?+X}<`(!C$P;eojlOM<0_O@6vz6vF0?`MF*LlxOpd^-=mB<?^fvmjrpq_
z8z(Z6p<-lxCu(~xFrp@7v#(>v&x|fvzQ-m+aWTl^?}O6Ms~RnQ4dKw|s^Q-A@9Xn&
z=(E8k>f(!X;kO~YDzhygJ?NPX`k~h{%(C>!=}Ub9G$aF(eWK6s2BJw(Rtb8?*+2ta
zgyzLy-eiXz%$TfA%J^})DMwm>Gs{E$VLTMqLgrRQBnX4wlb(^fRuV|Rc=mfQHUMU1
z#}Gw5@u|%_7&CD)xQ%(b_h-VdXs+Q7udZ&jJ+DKgoAr))f(;JOM2#32)tp$)U@rbt
ze8+mtO^j`*Q1wU)*K4;wL9~o;5xVw%TLk}BKB3LDEu7HGGyzJW#XgzBLbX1Xk7gk~
z14t@IS9)&(U3k8iDt!C)sL&YW`w9gpA+ri+VNZa*6t00%2tKlP=m`wu?%5vNLDUO-
zjt6)Ayk#^8(jtT=GswCJdeWN~G~!aQyR~$0{QZ=0wAIp=@KAlPJNnc!fc^l7#~!nk
zOnS0$C0~#RWFkTEfzax^<=VZpl;0=!rQUHFgPr8&*VTkE9+mOz9l|{RYtD|8XP~sS
zClBRF4)WaQ$27mj0dT3cM(wT(6NweKU($nG?P2N5=nEFGQl;*)9GNH5(Z~?Caq!(!
zxkqsj%8Qsm&ktnsg~z!BgJ?QnY*jj|u){oZo^`OVx2;!`CUQj#<lG^Bb^;T068P`S
zx5U0*H1~t@%dDNQ;q{@RLZ>*&_QYqEH2K3B$`Iw@TYWh|pn8gWM=LL{nNDPj6aHwe
z=My}=&m){bP%*0B#<s6!;P*Q1bmY1p{SAH+;gc~b@m)cH;!>69qhZ#$PEeO8i6bj;
zTosWE&3pC@v7<PK#xfcE+I#OTwMmtTb`@457tbNv`>1y}8y=Kww>t@-WMy3-Dv2PW
zh8bPjpF#5>5V{?VFN>DW;{05D%5P?SkVz2R_~59wnlT&ah-0R<bd$-Hl-_ev0%<wG
zo9Iiiy0q7xna{&{##R3qUUY8@&!U5ty}Mp-?5+gfWStUgkO6vf>n#o;)Y926kQU_6
zP1%6&A3a-Oe$;7$tcnyL*-ce;sdYSU@~LVI3NJ$NrDr~_DYIOoaW&I7&w~#9wE8`$
zyNNE_Lzj6E^fBSKhNR;g_e}>Urus$sb6n4nicCm(V|hbS7r{G0S=F|So)+7*u1esX
z?*)|Qe-|!!OwDh;!l`B4GK{LK<=`^XNiT;xogXV|bFP1xN%37;vN)NCQ@h?xFre{5
zoxSesd7qh<0QES{+Yg#{b=t@1eSQe;(sEpd3d&#h=+vPSrv|8VxD*CmP~XTrh`HG!
z_nB++A}`H%s%x0Zx98+yBO&~sx(a|)mVft7FR)rJ#6zp7F?G2DW!(_@UD7Ej3OdiN
z40(}qZ0;Ej{r0{IX&*$PCKsL-lpxTG&d;vqcbHJ%*iFU~?5KaQVX0b4<JC@SsHtN-
z=o~f<*}}D+kseX^O1K8IDq0r=jskBQpJfM;`bBR}>M_mqQO|PUUA043rstb{Cyl(c
z@=I;I8)KhtK>Jwe19CkCumkgh+izAp9OL!#w9n}9Vg0?B<bDh&2`JKsvV<#KhSp{;
zDdp|Cy-+K>=%xzADMUB$t!dgiS7zyLLcvnQf;`NZbGtE*%gNr~{acKPF#mr{omZEl
z+7^ZXl1P4(tdc||y(vjal7qkgPO9%1_nuLGy1L4Uu=fgceRHs^syu21Ac<fzR$kB@
zZ}9M)Qil{i9K(#!0@pgV)!)R`u%4-20b94-F4wbIX&iOq@p?KjJqGttGLHeZwUW@i
zc7Z)_y!^yNjHC&u3^=cl;}N-;d$kcXN0Tr<qNxr2b>Fw)(~2tb#y`g9*U@cF-s!+L
zTRPsajWj4quzAb-l)ypHCim*x{*mD?4np2Mp|2^Kq9M!DFsajy&Tkr5uhjlrO|Q4!
zqu<u2&*0CUs^`4%e|uby3s^}sO@wEew67VjePvEMSp1^Ti*NO7X>t3Ly9_914_Lq+
zBpDMvAh8nne5S7ltc^kgy690Xep~d3XUSIk+p*{e)v2&e2$#j=(0YT?0e~Bi{m_Sp
z3Rk|aZUZH$7PScZ+n3<wH+<^;&5V9<FYzX=ZuPqH4>V=hpIORQY#fICiZa-~7P!df
zE&G%C`Yi2x0&**sP$1CMQ3({9>(`=&{BxJ77%IGz^(2X-mK5Imelu9?WhyV{!Z8>=
z@mQ48skl^3Vw7qQHC|U%G3IWSGS05Ib3~?x>ET{hesg@O!$@r)^J6N}mZs0Q{Kj_M
zT^?xGcgMZKtGs$DxLl#7D495W_UUn|a4DZ@l!ctCHBG7cz$t2W{{Z5sJ_>Gp025_<
zfK&YnRn&3S5ya3{(VnOQwThr{41r+C0VME>Tusou-X;Ior{z?@UoG0zJ%3&bI!Npp
zY-|1Z?{mR>Fz~*5lgcsO&3p^uTq9Sb1-m9-{Qj{Q+^c;h0SRyAFrSNAmsBwLkG%jk
z1vYFbguk+yM`&RSU%W92MRsQhir<&Y$gElD;$TW`UFAtK)12$|%xQ_?LZOm_5V5af
z=>f{j{h^5|VUnI8*}Dvi3}yNAMf-7EINrRxz~qM7RLdu3O_^0R#J3@np)lu@^Z7nk
zw%WXh_L$TjEIy_?ahRKbM6C$DU5d&&=CU!qcLKCo*TjqORpi!%XlKi<cAYx~shOhF
zv;o21*DXmOcjzD#ND<t)>BfjW5<AV00)>IdbK;UcW&HQWXY;I@ul1HCv%+(q9k?m{
za0owJ*(-GQCo<#{?J)+y+=id)sj`mMz9wD0o?6EDQS<WlF^gB0V$PEbO_e>Y7r`a<
z3+8Z+CDx^8>T^c+_Z`%DUG9gBI>;40jH?ue*?U%_8Zg-HFKmet!8^u#trq>`K^t`A
zb0(;ijw^DH+c7$y|26ng!LiTqKXpdTt*B1c)Rb{FjN=BP6J<_vwC^RD<!$wcoer5B
z=$DZ+-NdKY+wmqlO{Yz#ehB)D@mKFd@&9zIj%;qeKI|@;%7)(k3XAlt$fNUJ)MVK&
zJ&7X1`y533k_K_EvY%Nw__7kC-ty&!09>%#6<Uu*n8vG%=o!#L!PntX+#3G`xSoE1
zD)@2@0#%iBapleU&|@AZV4fdL+yhI=FvR8Y`JmmUODx2jP>>Gs-R`vm$VW00fYgy#
z$KOjNO^e^Rvd<JfrYg%v+2G;usZ6v2K7pHTib~quU*n+_$Dp7L+&KBdwkGo%oDCKK
z*q2o?*JQS*YGeGP(e@60Hp)KMNP&F5-zawgsh!EN#j<p%I9qEv6fm_OVIBKdpH^P0
zhTK4YU2RljJgy-4aSxx4r}AIHYxfcSaOTS9);-z!q&q&WDX8jQ6}dfAw7NbGS_L<o
zzi6lhy`cY?KLzSdb)^Y$gq?qg>u<4Nn!<eki(}(df~6amj6dVqG};Y&wjw;bBW9qG
zeI+!-=)+}(e`B5D2q`BljK5?0IXzXBV8=5g{AK7g{tb+yCychoav2*C|AetbJQj}{
z+>QA=U8)@4WG;^rRDLZ1_-gZmJHHG2+FZ2Wx^mjrKfr;f2L2V$&=vnZvKuQ88jz>N
z!=P!j4i~yQLl(!+A-f0j_<EPp`+Ml@P>Lr{`bt{cXER)*>|^5IwE1$nJ&7cZ;7Ls$
z0NDc(Ui@IfkM&_ZweL_<`=?hUu1D;$BHcW?Q;G%~=$l64<pqXVZ4-LzXs%tP_+cv?
zlD{!q=!rK1cq#%gGH-hBGy1}$<~ov*=)igM(hw_zf54jJkgd`dm0W6Vukvv&aZBUL
z+%K0f@P3EZch;X5>!votGaJ8KpW|0T8CwzVFAN#9_>lyCC>9iwX1^6Rltf<IJ;nq0
zEQ0{->{8SMD?J)C7X8XPg3n&>*!h)X@nx6mwg=buWM41}?kQ8Dw5-(g4@&9T<`2Uy
zLbDb5zKdUft;|y@Au8zyKjEY<RK-;Lo@~#$GkAbKltafV1<~QRWF-Ej`sBK_CF~}~
zxt{F@{LG2R*>{HC9JmL`8S&50*kTVlm_pT0COv%L?fRy=<F9Sh)Irl3ze9iz&LV_-
zXZKH`h1iP7#PS&B{1I+>Wl%G-gco4A$I?G~_Xhck!15TPc+4`sHOK2a|E+@124~r!
zbP@%Cf7KPv()nnY3b*jzG(PC`9uu_dpj=p;C(WzNNw^F@Cu(nn1wFOJpmp+W(<R{)
zzB9ayn?O|~@aC2Bu^$5SV=Tk;IkOkF6vMoV>l<pkb)tgv$=mmL_1X)D`1oLp%9{`<
zYiXokFcVWSry)pF&HVV&#M}$Z^vDNp#<aowY`+Hc<F|9aF<<rdi9C#38!Jrv8UTx`
z0}yqlnPO_hF!vzl$$#q9ZZO1WHV=|c4h@~Gu0Hm8d&mMY<3O=ye*1bsNat)I!sl_;
zl9bjKhC)mHujcn<Me0g6u(Big;*_$0b-?#Gy6lVC6LZnv_2;u#go7}A@705N9}Spu
zi+5H0SSftjpVBjXINkSj$TvnOFKESIDA&K^{J2HLY9(}~@N^VE`YW}>x?}ykhCn8D
zIOl}dmukY-`6(awGm2;Aj1YdPd!8n!Pwu%rpRxKYIy)C3JO(6mTs{Iie!kml6t#+O
z4yypGBj-y5<lBA~cM-uk;iACfa7l)|_;p)Q(OV+d`^vjto9lFyu9@R2->MIJ<M_4<
z3?|?gkODK~Srp_88wCNXRXKFKvYe{>jHIt>>luL(`jz2)gurPWoUd>qv8sL()CQwH
z%W>pITN}5eENwRQ=NT8Au%vc<SQZyezWs>8gtL1~FTG>dW8F%$*$-9v1GT<Aq><Ro
zGiYL$Wt}I(md;?QmsHxbjzm`eimsh$C~V%Xv}~`(w~Kn5kT2)#oTwP*`k>hL<qxbg
zcijfqkA+DtR5JdgTF0wfoLQ|#?-L{7gjf+`OJM5!gv|-<peLF=LiN4hZpII}G&IPK
zp6_!jLjGH9XZ}bRi36jcpNrRL#ImKdQwZ}B<$@W(=T=#k9B$%xXH6?w{~Y&}D)i-2
zJm?}{-+w=^vM=*pbbZuL_O)8ndWNI*__*Pk7jFBp%l5%TyYYP}-43K2eVP|kIDCr{
zt^vQM`=`8nQC_eo31b~Zyw676qu;N2=f-m?p>p-|YSjlO1XLVpC6G?o=p2_k$THrF
z(jT)(IYivPSizrWfx!N?!A~8g(r9I=YyQ4RTx<rgblxMS`Hd+;8wnM?B=QW1=U$@4
z7q|cI>2QiFW<D8>EV!Q^xmie_6{Nbd-A9<Ltq07$NBX|@a)WdgLOYPwyDMGJKWiKH
z%W7cT6=ujFr$I<97vcQ`%Wkp=V&Urd1!K|vQCu<mT$ZAhYE6lZXwU4qV%6ch_x)yv
z+Strb1KIe?9Xqh!^)GQ*Qt0C>509Oyr{lw>|E_S3JDM0BCx00pp|*Xf?61jh(q-mu
z@IA^#Pn@@~rmmwwR&Vk#UKBeVL~TFrzFwa{?4yCi>&Su7dQ+ag|6?R8ov+{X_f$cu
z+OwxmmTE?B{Z7XVI!F~j_h;BMNb2oCS$f2Vs0`u3Vp#6r+H9VinQ6}R-tJrXrdX)o
zMy40t`sbm@exn0v1y}(cOcL79#T{&Zg5VB)l;>a_Kb~F65)7M<aC2%ne$QzX-IYFs
zV3m)1%o$g)NJeb?`1uDE7;?KGwL_?SPviRxcu`F5y|nP|{B{soIJ(*tkQNc!i$xzj
z6VBHuyI>0X`hM-1DIB+{$G*pS4JzRuGzaJ(CYrVG+G)A;7rru$9$ob)Bw{ri3QsVa
z=(GpQD2_eoZk4V&ww1&Ej+z9Ka`lu&)X#f;E;$_=-KXzFKr!ZlQ@}`ywib%J>YVO5
z=$~zwGZcT7&waH&p9`*R-bZQKbbH?f39-8YQvwp{D7Trfj8XA>km&7Fa5vy4Ltq!S
zpAA^A@8yN;1Xomk{hrw(YkWu4LTtmxG?Qr%Iis;_9+XT_fFUZtV{iD=(V&KAF3oL`
z2PSZQOoEIT^RaCk;tH4L{m{Q4i{!)HSgthYL}My+#d%eM3Y<^ThnB$(DY_5e5x)Qr
zSV4_&ersxJej}X-2UgGll;+bMa8w$Iu9YG>6KMFxd39(7S|1SF)vwW@&F^6B@#KmM
z2YL<>T;rh^T$kF$8*GlhZWV)vqVtU<-cJ?#n!n%g+#yb?4v#1-g@^1Z0C#H1Y@Oh2
zw({)(zpwzVIyeda%w|!Oh_~2Ga_6zz=AA8VCoKEZRk=NTIeX!?Gf+|EuhDj}Gkd2$
z1JjKjr{ww|)$rgF)D2a4$83USTW_-@JfOVWbGKO#7z?BVC>Hi;pzfin)zACdfPYa_
z`HbOU^R<KhGw%cEm-DLaZ~%XC4#7;lP7pl^ndx<a@967BA0QrC7xT5bXv~ihC;g7u
zfoJOT@@byO15l^Jlezp=9BD>Tt+Ml9Z?()LF+X~to_P@XyZV>eghxw-XKP>V4E^jx
z)X5Z?zqeKT_X=&eT+>112OV#}$qBNS#`d;qmX&Bm41(7`dHageJzyZa*y-o%VmzOp
z&I5;;vF;CJeOVbH`H^uRGMOZY=PIb4AG1|K>k$=x6xZt=q7uB5b+~%MPdndm-XWjf
z9~~YHbhsa}w;{bzFNp8X`GLbG%-p-GlQLkew_X*$($sqWFDk7A%*x{`qjs}}NIU|O
z(wv#FHq##Pm9z!8ZL(F<Z(i@u+IJw08ayes^uEwRyDro$_!PqNx{Aw#2otWawB?Hh
zwqcrA+SPmPiZLuIpPT#_;y$rxDUQ8jARl7bztNtg>)id(_AA4p^x3$#4YN_oVK=N)
zm<YR<f+=o}S1932UF1G}*v)=z&)IbkEjRm5W|42O19^93d%0pHy%)*g&v~Nxd?$wc
z8Pe%ynE8`FVg4g;?3-XW^-DbbPGAlgEqp26(+%N-dRqF={aZ8#?S4{+nGoQeO}oRz
z8=vMX>FxH5`l0+W;?O|tyacE&`g5X~?`J-t#@lg5?(#2O8`T-woHaE8P!AoUX}-7W
zge^tfNs2;Q@zI08RJ}OkU#aJ|dw3iGN^*S2Kb}|TYbhs)PTc^4n=;7sAIy~YKKW%2
zq+vT88A)`#C-9m$S66Bvoe5qy$uA#?bpCh*ihX4Qe@Wanc79ZWc(<!EI}q-uU);$<
z^4N3;wRsXsR}=lsJeg*Mje@%rq4$3bm9aE8bieo`gZ%28?vHmGf05oHMc%#7_Q<68
z2H%przXSz>OPpNfu|p|1xjX~6Jn|GoG2>Z=Vrk(k8Qmpt>|V$;CenJqpsJh19Htn@
zxoRGhYbFLmaL^26nwwiO-gWC}=}1l>jdA8P|8-|61r;0!!&hQvtq)J&oQAp>21dHJ
z2U#Ovcqafb`nxcBId$jMpUe^V<)<5hlm;a{8)+jEuEW8ZioXHU@#F19sHY1rK}0XP
zbx6e&#*x>~D`MS$eKD{l-U&_{_H%hU13tSQhWO;};RtlGr2&hkt$M`6-7vfSRPV`R
zNmz_pFA=45)lXj@9u0R8e&hjX;@T$(Qf*)&$*3aUe$Ok|l+n~czd(zK&6Lm8IvxYW
z-U{oOtV^TB>SkCNa}GK6ex(pSLagol377nveVN)nocF5c^RRLV7*Q{R1859C*vpsV
zIfP+kAz^bBV4K{)g9a4*Bak^{OM$?U@{FmE?e6d_G+lz_6>X=-tO-f*G8QEIb>6$?
z@|s`;Z}KGnx?)P@I$}Umno6pEM~4$FSO<`n;`65Xq}lA97{;^?<(<7VVrv~^)ZqPs
zWcJRW;y<-{dTM&`0T4a7qzsr6_J)Qagi`zV{EJgn%%uH1V@Iu)Cpys*XR#-GDD5}<
zt*4L)(gEWkbl(Ky1QIy5T<TL$>HylbEvU(<+E<dCpzjx&sh+n&KJ7AE;r-G{f&i1p
z55K8R(%dEJq{}CrPjDza{S4ahPj~<C45#NxqHWM0{_^YeE#Db#(1QD}Y<X{tGJqF?
zuv|&wBA4tpw;%m5wq~<}Lk7o7TKHUJUO#0omkjg5WESdfkbE5ao-JQ7#_hOw7&DXP
zrP^yrxVIr1q<Fm^_hV4s$e)>F9B%V(Og#jm(+1<|wen9)&}Hj!ul4b4V-vXgT>&D=
z#By!z@v$#P35+16`(A(DR^dh>h8Hqe%v`=8krwAQo_OPAE-WHwx#p_19w{D{m7j~0
z1I<=oYKWlw`!6B%#}YB;5BV}qs9GUtA}+5_ADk)r&e<fQ^(Q@!8h)j?wT}THQxMkd
zDQqEJL!jtukLA8Izoa`rzSV)=H^V$RqI*@X0X%9j*NdvE9(Od<7!^032)rjH+4=Aj
zEl9%Zf*FGE_9UmX`p@lolwg;PH4H!4mwt~&Gxv0gIS7>UNUq-Ghp0bN)S44_v2D;l
zFY1z;Q^Dwr19Q1O3#F|`zkdGa2Wjt6j4L)+N?tic7PsHi|1<}T*F((~KiK8Rywu$M
z?yiRdv+6wcnnpQ>zF@?)?_QqNEG|p>`59Md_%Iy|wvdJLEFEN9AzcoXvwx=N^&pK3
z+usif`!_Fcgd`TIVGk@HM1-_UEvR)<V!jfs;Fm*&dp9CBQnY$i<)r>1!-jifp}e{f
zV#Q&OGmh`~bzzQ0+da|1!?02P*+XrH9|+ZV9m1V^0H6Nmspw<le=cwMm7LaVjW`zf
z-0y6|G<bI;>&e8rmauWA)Ru7JDAzuVbMecL^#>t?@;+-f`3d{hAnly>lcJb%=|}dO
zir@`<R7xqNWomXR=s9(;zV`+}I_@?Mjc2zI;2-z6<7pr}#NUap?P1COfgYb+&ri`w
zFEiJzn8Q~EJsfsw1u1o)D8o4y%ihoVCWd#or4|}f%Jt>Eu(}Hz4|tHbZ<+cnggQTi
z7*HUY+l{G0*m`ij<ky<>iF&*vtY{eJ&*f=41JCzngJLE*yUO{4A`=HpHM1TT)@(0t
zctnzvWbGtZ4lcLkra4F1IJxxmzefynBZ!JxwSfEkMY=;B{cQ@-UY<khNcMR}aL9P1
zSC&o+HxA>PMJ=BExityN7u<FBr#id9hj56$#3ahg^VD3#Berdi8jQuhE>=}hx@xjr
z#g4aXEmJjorO#yqd`z%<IGwoEfbq{8b{N9cg}vxkfbUB`OQ4ws4<6`E^QRU-H_N~1
zDf0~VZx!u35pD`kg7qp>Cu4wahYGKRgn6;H*u3guO@|3vn3+W3zMY+`CbXh-dfV-2
zW3-r0CC1W|#ypFueBizM=@B8#J`{1=2jc{IC~}-Et|WKBm8rmCCaYpF*t@`EiF2UM
zZRB4CQJDA;?c?jh)gWIc-hobNbqem$HWN+B7xJFx&==EQd;4>|SH!6^CXCiTFW&E?
z5gZSbni4(OL27D+MqTQ+Y}^Y4Zupe3+Nypg==%2d9Ly@(LA#rzU}6t|!R>`Ie-z2~
zHRhsfy?K&vA4BYHL|MkAB4NeWNHl#f_RIY9^Ckxm;l#H@JK`sbI{Vx?V(sCnv9i|O
zc{oXh6LM>AUxr`>v~mW6iV%oaqffQpMLP~Q${A_WFf>LVByu1|fv5H&vOsK?{Sax`
zkfIxN`+|C|i&r#3Z=eK)li0C8hZPX$M65)t_eGitDWlXbI*eDuM+5vJqX$<?21Z~C
zU23i!8b(hB9^j-)Vf+z~&Fs#8N{5&zeR{v9)M)?mfby8B5O{e{*hFf%iA)Nf1;_C!
z4Yz$p2*bw2{YtCnlO95)prV2zT(=ab2k+}%`Z}C<DB4Z~VMYUMrJI8tsxIb!sfSOh
z<o5&3Bc>*v9yHk7-j59=pWE3T`yv?E%-b3kHNKYOZ_R1x@zaj!>TG0c-%sp@6BD;O
z`)B=$K5iF7PY*NJE#`2QEB3CTQ=TswUQ2M6*!N}!Q@o}8@=aB!d|o-lTEr5lpS>Qv
znpo>0PRbS6!=*wb^@my+=rUoyw*{mdoo9m6EJ^VT^Qg@iV>{Jh8B?~ixN7eC;@UTx
z>Z;;*Wh!+p4^|`8(oW7*MgkUs&iY#AISv1e7m~xw-!DJM!qcFPUPsE!V7AX_!&mK{
zj^fCr4}J2F@0Er01~;1E1v7rWP13podz9WQhpJFz$qM^7V@fpqGA2*^^NkKLttO@0
z#tz>g8>#T9jWK-;z#hgcfrL>$tH<HON_x7c(<@dlkS*ld5a)z^>6mkRhrxj+mFj&e
z*Yq4zq*nuu%Uv)FCmhG5?wp1zA14EvH9bI%`=gycc~-BZiqQVftHV9wFEIP=VCY&E
z0HSjJZ8?Gg^sQHI#A^VvGe*yKiXu}0q~O~Y?A~!y=4<rOg&Kp)irfpAJeT9)*=hFh
z%@O@p;OIql^c~Ko5jJq8a|1YH@M|6q!#J+D@^cmW_(<PR=u2}0wi76JKYP6Err0}_
zNTRav%f^Rahc2dP)1^EW^N)DKuq8>a{0lOf>E`s_;rrOb+3ZI*K{1vIzTb6xQica%
zn{16(I;H5B?&vccU8zhATK~1@U+mJ_AkY^{-+##9{&K3&^;8RKlZvo72$FTbk`uqp
z;Ku>)l+7%G*}J&Tt0s@V*-XRVQ2_D$^3Fz8A-ylOkts%M;r+_{3A5ZvYlt9;NeKBc
zWy!tx<Fy}C{bB%0DBBYEr=lMo7h#_DZ2^3De@37NuyJ9ml%Xy{zsJ!(^NX+nqe|#A
zF83(AHV#k52$P>51WLCEeI^4p+u#nJS(}BfhSYBYoe~GYs{#kPG_<x{&DT5^wR#@L
zDsHHT!{1Ukt-!3t9A6mM-p<{%1ZZZ18fg6~w?3O-s}w#wAl}37TL?F~R&Ar}@}Es{
zqYqR$)(aH$^3T4i^8L2(SXPDGhJofQ#;>IwoIwvU$IqXg^Xf7a?VTm#QmzB)q~ueY
zk6(EfROUk9Zey#1ymrTI+4ExaJ|?rb%b9DrJ0YXE4R_r3j7_^AFz`kB6QaV7(oT<C
zqf)=*%9>Z$U-82Q!O@!tevZ4J3wOXj&X2bFn+2=(vZ2Cz_#eJTQ~{Z!o29w9pBO3*
zfI@;g(CzWN6+7AL$GikN5^v}o4mvm|-b59cl|26$UVFmzZ_XeIX^}uX$b`IfKd+b|
zLCYn{#6<nX`{w<~p9ebh_oee}+L_@PT`6r$dgilo%g07FPPa=HV$^nWY54$ATt?nC
zY9k%~ZM1if7(Tf4&ry3GGheb>6I9|Yvfa(R`H}O5_VZi#DP)l!6N52_&yQB$M=smn
z>iZB)>cPb`d$7D5F^Y(0z_VUj?hDe69HRDazzUn<f+koWW;nxQC*LvF>IW2aJV2F!
zi+`E}J+n@K^Q|e_1mM0DYJR%`5RIEC@#W#L<R0uvds6-$bJM$W3zVu$JdpDqRzVFO
z`zaTy4{nNu0#F(LY}V~2xI6(cpHK|qjBTH6h7#5gn*lWM&B+P=jmfM=pB~1HUg$-q
zxyY#dq6N*TLy*6RJ0Pq*p1gg)XDXoDkRrHHzQy%>J*KMq2HCXP1}CdD`?ckp^a-!>
z5Uk{fk>TBO@vk-c*}(NLlK5h%scRhjpnQE%fhCVbxh~8VafaaB_j5WtKREvz*Wg=z
zT#ujW;>J#S)*U`~i;bVutKC>kG<p^`E&;~9>iYS5EF(<XV?P9%C%G22U(G!nWPMnQ
z*kcUbqct|Dvqj@mTZ!idj0B^+YzHgFL{;^SmIEH_{)5&ZHoSvR=k@afSaiFMf~%fT
zL^ffE?VkuoYsO?x-X7l&P%IU-tDli<7fmymE|I1a!MP~2Q3nNk=e-qadUKMgQQ`a}
zoEvHRNd@ww;Gw72rxsiiS(D)TYknJUj~X1CVB^~po;Jld;ZQ@T>{fX~2O+Sr_ISF#
z!RjfPTmf|ooMdxl=kv6O+HneYFJ<bU_uS8Zu47)8=Zo~M3+HT)^hC)FY2~hDhibR%
zkpYKM>So|!Q(cS1peE3?nem71Vd7v@7Iwtlg}f^RL`CpNr-<>O+_dbDOeMQ}Kz&c!
zs04m!t(kc#@+*|1!QGQcbz7=;;X=eyCGblNm$fsa>h+_w%lh0OwcpR)sBFTrFAqrq
z!g=!jpxZ<o&=5S->N}W&o9pZ^acPzM#ltPf4=C06_1@RwwxPw#f_^T&16qWb5ufrv
zyZ3aUBVV)a;P^*np7s#wDL!B@BwoVUn4~JwA-nPC`+IQDxnpPaIV1Mh@+)8um%>Ga
zT0+Emg5<pJoAxkIKZLU*wlHvXUkMVXLGyE$#fcZP%hY|kAEt$Pn8v}jcrak>0tPZo
zHYj5l7Lz#-6zl@t5_Z!o!9t7uRmS_t`Tc#;VuMF|QU9t*e%6ClwA7Tt7t~Ka=FlWk
zPQqeC50BTw9+(w?*&GtC3wmVU!ybuV(qcLqzhYsv{ujZ{);mS6oxTJ@+E0a=A@lRT
z8n&A!9{coD%He(qv%CftEhJ;Y<?x~L1NiJZflv1i{1Eh5)6dIOs5msr)Qc6!T>OZ(
z({B(a1`cWrecTtR<7v}jk9%;Nw?d;Y*S)ba2$C0(aSDrTOqVOAf4FaA5?G<}4G8i>
zM~OCl)jjYZ^!0^cwA^=4=N)YFd9TuJOce(*+~tPOAz*g^TOhcmlifjD=(BjK_m!^|
zFH`Tg-NQ(y(Gqmauet*)Mjlr9pm-+a#7SPf3N4pGgPYwwA<BbtWQOV1ZNKKW79Bon
zMW)C|_K*Ch(7^G<3vcZ6{+Zk(BWkVMZ4D8%ymDLQC3b=79Q%vf$0C(5&-hY=W>koh
z^;*0~$TjI(xR8N!Cyx_&;+Vdm53Cmh_6IPXjJ0OrFu^5#@=JR#Y7K?`q)K6R#8h`Y
zVZpy{BwH%o&)&Kdf-qt0>P(wD4|89KHn$>7T-BQ1e0uS`qW}c4(Am(YMIWZt7nGZL
zZs_mmSj+|-XZF(;TG$Vplke~Ecl*Zf7ay=PD(}xMXB|;S)wH4<^Z0Kyu!vK$K#$vB
zoc0|^96YLsSOZ0Dy8Pv8xbLkKRN3twAMWmaC^f=x;eyFL_vIgH@Ke@YaM@p$jlrU3
z@60Kv^Z!UDXyoJoIo)3Cq?}D>eBK~e4yO~7FLLFo@xfFdR3>=#zT`&Mby2m8NY2_o
zWZzrO!5t)qaSd6$bC#yk#1ZT+vA9I{!ad-RSov@~J{{|Py|s`l;72BPoE97qBCG~B
zxSm}FtFCO++$daZjeH!Ulc1*eJL-vwTRl7wvb8Cwr(g^(-{YsUQt|_(B8(9$AE@3p
zxwQLY%+2uR!7!Mnn85k4=bQHVo%1vH*yKSyA#)-gUXWhw>UKrp@Q0})-AFIjy9Q~u
z!viOq{XQlAJB5W+qLBCb!X+<z+odT?=-86a+x?Lc8=lB|mQ;w4;8lC>e&rtiwDD)K
zD;5veULV>;QtU-!h~)xptnDD1hU{z|CpZs4E8GM;@w{aNlU8XdKbjv+GIlT@-af{8
z;Zz&`Ae?j7)cBRvjU1?9x>we3gF@hL>y}(YmQuCn+D^ZTMk-H`H?&n(4!$oeURoc5
z)Wa-24~KLZt!&a*5AZk1GwX#2<@Q<j{+oa>{l~ELe%if;#a2#4fAjXRfjnXKy&)$0
zLTz91N6arw|Dy>jqkr%A1m*Fpr`PY-ga58H6Ap6NpO7mLt6J4FEqMaR`EX{xh$=yf
zF~-Z6BcEEQ=i6f1+pjjt-mR()wC`^Qgq#W|&24X%pNdi)Q<RM2uHo-Q^mu@Viw=c%
zr-6ZkG*ZPx#Ds6GZ!DMkQ*xn-3vZ(OL0s;yG%UF;$(4a*NP5fk_eR9M9kAk<9!AF&
z0Qd&u$Z9k<z}%sX)};10<=W!rK+Qb{J}$Hm968{NyN#GRxu`)49}iWpP$H;7Sqb~g
z+drt<!FY!_M(nXX9BjMGOj;BDZ*vS+ZLY_nhikQyi+(!aF-ygP1Ky*tTjWU2mT4fB
zX(MEatK$QLaEjUPJLYQT_V~U9=#X*c5HqQo`syyHrXT@+xDA52#D*3j-JhvHHRxN2
z_b7dEc+&yAcpMdNHJnKke-)%~f`ZT<2xOXX<-GZ|=yTk+eM(n(IZq~ykB&6CZV=6R
z8!e0a0ADUyV0z~{{$GC-oz9y+c62%e@CK3d9yH$Y2dkh^YisVHihUv~#939rq4F4{
z9Pm8vmpRxS*Hi*~t0kb(U34~MX$7N66I99U;+8kW)8SVH&GCDB<d7Q^LS9}QxjS>@
zX?^MiDaX>C|26kny8EI!`FGO%s_e<gKdY*gK-Yl6T#1=20q%%bG@JcYHm_y95m8r&
z)I}68k>rE+u(S5;r%*rS8_c+Ut)RpF^+~zE@Dtekh4-zaLoC7>e!ctUTgYc(!p0(W
z1g4JhgDlOnC)gys4;vo~=C&iqw;%U9Xl}I>aZo<f%z*(TbD)bmlaub@K{M0vB;>&G
z!a2JO<KsQPw?piQ_H}?mo`kvGc|J4wIr{o~ZWV21KxL(3i*?!ZPM%Nz?9Nu9z-#bw
zMp5m;T`I{XN9eWuBkH`+re#J{3Rm{(H?0P${^K=w2rsLTvA5b3oJp;Lq#V@SPheXw
zOY=cPn?qr1ygl91DpcUG)sPr;zvlbOy6;mEW%?UD#YY93yzpAP@T(PRDFq3w$XWA(
z2GBCtOZ^6Uv6XT$6fQ;Zu}_%U#_ey%-!I_a5@AE9&6AI*w_DaZEf@tfgg^}%4|=p9
zomKDPMdO|VmcAk;iG9t+!r?XysQT8V&4^56?fp*VJ<@>f3N9wSm^_h9xY9!B9VEO-
z<Wjk4){}v$StF1LC{@l6v#y`nGF=4HF2s#{m<PE>0`9@tW=2Iyam7Ww=jKC_;hr5!
z;8N80Rx(%>34wAD$J-9DO1BySrww+2w=30{^X3aMvP(}sc=>qAsP%~m4Wd~Y2>Yz=
z$EjQ?^OlisK~;ut0cS?~>#rFR%j<=L-XfUn<7>WFt<>IR%mtqLgM@OjiRk{^eQG_^
z6@#cRXa*j>%aDbzNr^7<I|^oLlj~<hdw9oW72-69aOaM8$5XU5jy_c~vzMoT-M$D}
z-;YJ_tr4mMeajL~O?DkpE0#9#o@GOx3zNv4zCJ>8#kl$eJ8?bkeC(sl_3byzN#dD3
zP({*_+I9NG%i#pZvXbfZz71GmlXb^=4grQu0|@ChfXf&1QG53N&Q<^g;IZyeEUaL2
zX#`Y6N*rI5)G_uTLBu-=M}v7vJT(_j#-rd27;4Y#_V{ti9)t3M`KF2HX3qHys9Z4G
zwUJLu+PpP8*-M*s>T#x75I2bcgS^g`5I}r$7?O=}<|%t*T3t8|=M-XxnA6zgeR$2m
zUu?GBe`J6Wj^hRx3P|wIzQOp*r@I?=iLh8Wf*u=Qo8<Tb^-egN@xBCui3CG20z0CR
zxE@9!g8&Y~=RoBis!qK*X~A=`W7Wn1PkyG^u~V;1&GK_l_W2^t+sM(fWhapkruC35
z9CCZC-}YX)!c0SzAH+jk_o0%{n@}Af=u^d;=}D)Ec*jm2IU>9~Pc++N(nJ){*>z5P
zzH)YP|1|fn7t)4YjO=OujER=rnF#8_x2ORZeL%emRu=RF*&9s|K*nUyd>&|R&p$Ay
ziE@G@P?UkOsPlgQzF!b`NCfmQtjd8F({?$h0x{lrXzlv-V0r-GxcMCx8N#{zXsd}q
zNX%|`0Jtg(=JP)CEz*zr{^;Q%j>lz03my#ch?64}Fcs)p@(`f#HAXe(l~<gZ^itvL
z#ZHpFN#Sb9N~geC7iGHJyl%y7q(;j`YKLPyP|kP_AV(OS)5JbZr_4<jh6J!%o$khG
z!?|^Yr6O4`QdqTEXCU};_l=6_!hy3c?c?laK6p#Cd^s*)>f@N*tATvdME;}}t|L<B
z0qFME{=m`v7d`h=;_t#b8j4y=OD|27P{_xQRpGlk5=}h%O)x$FuAfd2apz0Q)4VIc
zhVF1q9fspzRlzB8`lBAl+J1-UIfgv=<v4xI2BUL9vsP(;(Y176aF|-)iiDh*dH#4!
z>A4m(-}cJy$<=kd@)AkQp++nH>6YwmS|z7Ha+B?`G<Wis{e0Tp)n^qdWnUuTKCAT(
zRf;WVm0~&L*La25{fXfaeD7m`5M%PqVTw}m3^8;reg*CoH*0>r)-wFfaD2~i0Tz7n
zC8hh(qs(<^$wYUx22&OG)2UC&%P)J?PS)b=`~6idPUh<r()4XBc}YB}ol^|gra8ZU
zbq)<&3plt?o<IbZheNeTAE&7Ip0H-4L@W==tu<ANd{D2H(41zyt)V#BHOgI22bG<=
z`f%<ee-)JXZs27CYFrf=%KQ7*AHK1R`l``*kHwI<1v}sh<_o=4nXGuX*FREl`@n{*
z15Y9BF}S{lH(q|G57C^v%P_)b7JhF*<gEK1mJbd20w{p}xV}Vj=TN!xP~yIA0G+c>
zP3k4q6eUJ+7wxZ`QP|WS#7jj<sJ-Sv8+wLh!?%MZgS`TLp>boY?)|1PMJNdOs3M(h
z@93Xuj5`S}HBhgY%)J=>L*{T*oY-<hK}%BJ>TWp*9s9YWUb~b|VAA&3Q{cM5fSNo(
z?!TsUvtPdWnntd^pYjYYR)@?+VRC<wMt!)4CBWcsoQ0^?%zRL!m1ktfXx&%k`pr_@
zjieliqL{S#E532Rh9GhA2sa(^fZ{>sL!m0j!)B1;AQ!<@)mzn*azB+Yjy}U<lLrS?
zB~R`t4JJ1M3^l=ST)j?w29EM__{QtyPF+tErO*VsAb||k{PX#)sWgXx9%=95b}eLR
zm4woEa})~q*Z!{etVDk6cCSNb9u{a&F-5M0UpcRj@i)AhfwsoNeW&DEo>V%zN9J#c
zBMN9Dv_*wB?D9Pf#-n*`VJwuLGcI!$6{win!_?jbn2Ee!)>ZS`Pw&mgwwqv5v(lBO
zY&Gc(Sc`(+%hBy~dZ5h*UK0@Zf<1Mo@2}XPWgaqwcC#<bAX_G~Aossxa$`OJM_vzy
z``L0ox5XHR!KsHI4l~{IXORRk7(S*80LaNefqQqnetsfo_EAqf4=?f2zuEE+K*4Vh
zV6@)}o!M8y^=Jy!HCSng0PK$W`Nky}6f_38HhMb748~sVQfqx~7plEiEvv)Rn68c5
zs&Z##7Pw1nqox5P4uhOu;vNH~TW4Q0o9;ogvtJQ^SqBvaG%31HL#|n@_R@BvfArbh
z>Ma4DckCfkhd|~=(BJ~h<(IIE8XuK}Hpt%$TSNo9&juWb-w=9f)8MUr%agBEowZ}b
zI)E&%V9k2t!rDKwBVJduhyR8tuD^3EPlB3r_F;axH`{A&P{A&yCqPI6*bbh?T(&fR
zjb(8V%>KBa_ld>sI}ZQ$lNs9&iex(nf^1=n`Mx<O5%E}L*Z6vaBte`$E=FbeXdoA5
zT<=ov5>CqEfraw32mJsF(-cuHK1BbRKmc*>RxRBr$`A9d5chE#;qW^C43rmcChAjI
z+gIV?F8mwrbbj-AypM~qT`}*|JJKr(f17u;a}UG``F^x9etJnR(8AKD)`q_rpUk=F
z3DrEAq<UZ0p}OgZGdL^oo84yUw&@e)-%yv6L9az&tGkg&`qeq;HA_m)M_9@_?vSvu
z6-I{Xs6E+&nFkIiYJzk=!PP|7;<o+%;1FPg1^{MXteu$vyx(#=!Z?oZr@pq)O|hb=
zexwo`qh5jr`nIMT;T1FcMEers7{`^hm^hyaSjJb$W~J_z0%qx>Xjr90ridMbs|D#r
zChi^`W4>oCyT!F0BbqrXNEr8IEMNGI!(!vu^NhaCLj#&S!yY|MH~Uq&BsMC{b2GO)
zKeV*3KmBn&Z1tc#be{8mcOe8(L7M7esb{uO?+z-(>(&%fc!X1wZS68qMSIh0P3>pI
zdx>fd1tt9OTAYp}B+Oq7gO4A*)YCu5jgg_Lql(HVJCie(D{bt~xCF^TFU}<i;=~CS
zJ4f__2SBKvzb|RSv^9&rRzrHAsA<BdmgMQYJd6jg=aJhZ7!=lr0Q=HI{v1yvB@P)3
z?eSCo`Y@~(&M)-K8j8{#uIqFTTd{?V<nf9@e}FXr$Sw8nDd-orzmfExqWebHqQRkk
z@i+~`=Z1!PY1)?<;EreO)pCfHT&oF4g^(9tSDqPTwY{Dbp^2ChROI(*N@xfm(wpq6
z+`go4`{wsdO$gTb<8rv5WTg)cWINY<5f$S8u(L?i4NxGe^*2`M*mcR6nJ&-fdWQ;j
zm<xt<;Vw?omg<++Bezk%?L-G(7Z;=Q{Q`bNa#c>mdZE`h3?_kg+8|r{(_zoNJ1@9G
z5>ReO^NfH%#;d^@qxdcRliAaOdc^##z>-^qA6Iw}=f%8}9~jo+Htcy>GOO?E_b((;
z`0WAW1F=gb6%Eo)^LKoI>o2!7Q<-(u!a>Yzc050BjsU*r1}8~)9P926Osf`))j+k&
z9^vCk;@vmtRG2nhnF&IA)6_{An=PtJ;7^mDA?(*9-e}nuO8#)Pzgrj4PRft{uNF(8
z582zr8LP^kQ?rA5`Lp~(h(Uk0wf}W{iuGnY&{(c10p(_#r~!G#IK@rY+-w2EeUPc=
zT%d8O%91!p**;2flPZ1H`UIGDP#-VPO&}g{3k>M${wRd6+1dMP&R~cgD6}Mj6*qys
z7@%NmNF6~kF>z{{RUl4+_MXq`UJvNL+Of<%%H~PE`Z1JiEwV`(Q{K#^zFoHj5fw=R
z2!ik@;CfiQ?ipPPrNis~_Sw%n8aX2@ym3Ub(m9ty%39V~<{x@btPf#gZQmYYSaL`r
zTl+Y1(;o-sen_p$2V)xt^+160VOoyj9954zJ*@w6LZIc1GjKk*;pmM@Hs6|osj?vX
zc3M%>m&!<qqkDR<K#@uTKJTl%l-1^l-frjyOMB`zGz3j_guCaz4rp&=2Q%2JrMSIs
zknHCtzC3fC+Wl{=AYS?4pqO=(cgc{L{#>nUVtva=r@*up@vGS8y}~H#dBA*vW}$`?
z%v4#{cs${-C&b(&_w&!8Amy!I=&3b`)`V12F)IvX`w9Q~+fRAo1qnP4Ofu7Tjx~HR
z5lB9+n98G}m(V5^A>4h#=L2n0yph@c*U;!HO@^8N8g<yhL_#sC;#xg}PnA7Bt)c&}
zM1#iaAJS6g;4TNl*6$mimI6p1rAHqURvtmj!Jwn~W>8i#l=>mx=ej;6oj%M)FFa(p
zI;&yvE+hwK*)T?!iM+AHIcgZUKgk##E^v}d&8hdB^*TMuXn^*NRszr)gF7H*zR_nv
zm%|Y2v!7pA^ouG<`>OEwfD_2M7}Nrbhqq_v^K~9il`e8gc}^KZu8))OJ}@7dCXV-8
z_du1^^z!432}A=;;OVEArJt#W)CqeDNC>meaeX`xTief^y~Dorw@K5lFE5AvEamT&
zJ~t;L>mOqxdYU$Wd*b);>%_hrx*0(B3xbRU8bcka@(KoIVuBI#DmZ^hi+Y~7x|e3a
zSr~GguquLM&lH?qcBgSN?3-nj8yw6o#1md9)j2~&i{l>RR^cTH-O*7Ysb-HDHGAsT
ztEC#gy$?K!DrUF8wjGhD3{$B)+i(fyYWo_8{jAvFnyKWUib_-71m10Z`mEAmLCdx_
zwtVbJb&<MoH>-gEq?mfwn+XSi>t8U<`7$O;VJ1vtw0DMKmkc(1sit3J73;0@H*c9a
zQ5jMxGbO)7=}zj3K=6<;403O|{UlmV#+O$_vFDV$M*IZpi0>6%ivqb$wz>VNgVtUq
zPL*3ii6};Esk%E6u%o#}%sa$T^anE`I%w9I+aJy$O6(!ia&h9+=D58xvTLXk`J*?w
zeRU%!bv%dVJ2?0<E>|ZE72>j;!MR0`#}|_aXSSBBew7mpqoHQ}Y#V*!`Y(FVE}v}E
z!8C)`x<dm28@Hl5mM0huI`iS{dd{A#NT%LwX9*sK)-#IMoysUU?+=%Ney#(t13pRw
zk{fjHmY%DEPKs|aVM41c!xLkvTIKrB!|w;m<GFKJ092?0b4j->0d%VDJZ=vVuLlDT
z%p*te_y@kShw^a!jW`XGqbhw~p(A}sAkAu?y@GNbGC3fY5)(4DoK`uh7U%>JamIOk
zjnS=wL89@AqJo5ORe$&~n3XI{m@9J3;}CGo#5AbipMpSGohzGDNc;sD#_yObr792d
z!0d_t<s`xAjs5b+a}#Z@@Ewi`Sj1@9qt@GZRItI3)#Ocaa-eb%LcALC{$m+acz-)6
zB>&d<`YDE&L09-agB`#2d@F)^Zf|&|IG=*{_8^G`s1;n!RCrJ;#p>IISHCehmq@dq
zWZQm+zo~27|5q0;hq>~Y7mUZH9lUS9R~(hm5R~pZUo96kZvMz_ui3JN?jkLTf3yAY
zZ#kpG5E1vYIju0a-T~qm0(1_+;N*`oL^XejOybL4+rV}@P`pL}<Epz9UkFr?Y7_Hv
z=;^0krITaSIAB6jXn>e<D4U?8H1+0dS08=^D`YcUm#c9wbkCE1f~eexB6@W)967uN
z%(&{%Q#_Xlfd7jvd|)}>GUU?eTjq~`8*1V8cwVo_PO5!Buqy#sI>tKHKUtd46pTtE
zFi>565?8lpB<Fz(;(Hn}`zmTzk9_MnXSnX|RxYJQ^{_34heV7WMEO#a@sozfTLiXi
z4kwEdm*fnF(ol=A75SchFnCyXnMv}n93#cTS)c@B*QgV7lZ$<Oqj|>I&kdu)Qo$7^
zxo1!02?F31qnfJUfDC|NGpGzHx{&&+wXZd>ojCs%MJ(4ptF9w#h<-6ZL(e8_u7u+q
z>aWgRlbHqnIBkd!mUw%C>U>sA@caw+u{Pw*`|ub-KkRbAhYLS;1L43P0Y$EJY382A
z=xs`MKj{-iY-@1b&}x7CmXCRJz@ko7&9U9H{q-|ukXIgqws;D+#<{OZ4*mxpQpQu~
zsy+OPF(xrpU#V;nnay{PhG>)GG6S`8OPZ(fB*(p;lb#qRs6mp%c;-Aiixae_yl0ZL
z>^y->VVGRKAzRPG;m3&rgvpouHNb4IEUeA%^%agGAt0-Rv*L5OX6xhT!z^3=JaXe>
zVd&QFOYey_7;deYh_yRN`??d>Kw}TLJM^z%$$4)n^=a!p`?$SjXG?txI@G88jd;~u
zx;?e*pc(}*boIQdu2M|9cTp*)mjL?sA-Nkj@cyHv4Bt{nM?~`ogJ^_ZoqWf<(IMY=
zhPyh(<Moo*_+FQe1WE=Wgg~2hKi`GL93L^A8pHM&Xv|7b7)#C?cqr0=EV)hKtNr;D
z-BA!UdJ6M1IMgK3-j$6%EU!(BrOW*6VTO8t9}ilRT#z`yDTkRy$uZ7%9@n0WFkOHh
z6La6sEn!+|>#fQ|y@nyQGqLyU*EZ5L??}Ika$(8=xSNW$j;}$xe95ImwMY4V?;tUY
z$(w&x=oZbf+XvDyu*B>V6r1R0ZpRSQR_T574$FlIQeWGj?Wy9bRh01cva2x4Fh0Kx
zC2jQ06kRm(U1&_F7{*Y(_a{*m%dg{D;kP29IjIZ*kcsF3>RWOA1s^=z96+PctWZvx
zDeJLcjXsX*RN%vFdqfR~$$^vO&V9!sa=a`j3-_V%FOU3GC5ZCbue}_QgLwjm``vxY
z1C<cz43h-C21$pme%U>Smy?o+W&8y@AE_~f;Mo+B-%35s5v{v&u_GCj)ztF0N`z@#
zi*NtaHqvv3kLAgDnOcO^eF{Ej89Ug5C&5>V0~e-L|B4xRzB6Tl66bzyw2p0%aAK*|
z>2!;O)AQJ*52Ud{&<y@zvh%0+JV<Kp?H6ON8(SCY%1@|`@NhPMcmUl#>W}&tLDc{G
zs<5<re^11op~%O>fVkjvb)7H8xHo7SXPtnJ;z8RF$<3J>Fw*he)ZiqsEf|!8RBT{Q
z<<hg5<-dM#QIH@w);1!f;|JkwdMor_|AL1NJlSKo!X3^(;yS0xt$95XoXiC#aD4yD
z4DhfvNTF^%_|z1jS@A-{bjss8-ooxuViNj2@#6zNkUq>mvQ@kA+9nQ$eaft{YYMfI
zpAD2sM3vE;Dur@?-?-j(Lzzig<+hIT{=nb+mQ>;O#7Bl;lG*uC%=DouDH6)d5x-CT
zIfH;BaZw20q5u&bQ<ggxRMGCj=Qxj);j9N_G`I-tNvG~?R|m#5O>BoSg43SJEsVwc
zn5AMVkR?9%G$#x(rFjgB1|P2GP|v<S_Ohz+iPI143v4cnAvT4&7V#SNYG;88`)>_~
zSWOD2908|r=>@UYR943z`r4t|tEgu*bF3T_KA}_>P)?qST-R>C@$o(23aU0$R_gHb
z;43YZh7`bV<Tan&BB$Z^SE|<JG~sX($LiNrcal7QZ@KXGI{MY1uD-4VoFisCRp`4d
zedT33H13Ds&l|D7KRi8V!${20+2<`SnJs>Y>?PDeFTaH!>}!glP22%<=a3jb`|Ws|
z+zV@C>rnO!d<tHy{2uRb#^dg&e3WbE_stz6h8N(pJLzzdS*|y;=fEfRbAS5*)k==e
z2y8&0MB7QCe>Jj7XW#x9PJ7tCJkBv68*nJDGVxf(%><u^bJT(6q+}6mbx;$I3jvxm
znjCl;f6&Q2XM1HBo8s}4<HvbO{6g1bb*tUzD{sxd`!ZfWBkIho^xiu(afZ?DT<vef
z)3D>Q&xp+#9!>L1?!y<ApJ`^(g^sf8p8>}O&}*vtnB9^m!06V|UB4+1qsQX&>+@%)
zH(Fag@akuA-(v9<Mu1rHm-9avm6&NZEH|Dm8NqEEiZ>U9=L>fP+U>gdY;u?kZ6!m^
z6znsn0Rem*xYHJF1Y6!x^wr<5JrgwrPVYmJd%rSik&`Eg*qZb?z#93_M@I2dFv@^2
z!cE!2L91%Tcj&d@J;ty4D<J1W2Abff%A-T8k$A{o?_+L5$Bo)h!JCwE^_!X8;D~^3
z89}qRLs*~3BhMezD;2%1#}5LcxH=QU7glFCCORLlG2{D>vk1u!(9jarhf%zntGo=5
z^y%cQ$nWF*lD}gizq3yULayJdRia^A%{EtJt2#VM_<+Mk9j{w)?nCPlTmJwx(GSX&
zorFMQ{I3>W9s0uE@rK0VzTD>Kci~8sC9vL@1A8Ytc7AsXL!Ao*vXd^tSxFy_+|(u~
z6f@<j-39=X+siq`-q9-ThIy(m8!FRf<5140mkxz;l3iQ~dxLmin{9$TKO~NBK+nEd
zF#<KtwdOd0V4#hTs?`^$W@Q$KS(SsvSx_Q8X^-zm>u*GF_G5E;O(ZP)Mxj1>B;|_F
zR&p6wKUv@9nW2MGTa1YTQfnT&$<1EW7-Q}@d;Z3Yk9H&kP4~6ye(%Z(+Up+vc8~rC
zAM)oOHsWjW+Wm?$W85QazVCV8BNM=0gcg^9kT(%`|HTc3bV0bxAMHz-R#tUtBp_c1
zi#^pXjDa~9#C}+Zr=QB*`UtqpFOAy>pTkooQRQ&rTcu@kzm`?$bcha^hauo*4#F7*
z#^FFKMV$@&eZx(6x8O32InWUnc5lOsU*k=H4S)5$7M6VAY4b{~(B!=R3EOc<f3Y7d
zJWgjIf5nf$KPZgjHUuSJ)YI=vpJzDy8HKmZ24#&;TOdL#{g4hLrcunIg*o;H1_T}~
zdCixf>&{<RXIL{ASS>6nh9r>NxsTQdjnNyUs>h%w|J8Z=KTKWOmZDe|{Uzq%5kx?l
z5fyopS&&f#;p=-7)xD}~MP+0fY6x7;J;NU8{&RPAat~qba6;34*U;jj4)ndU)~7AQ
z1K4a&hE2k)exk~}#^>ywD;LiATG1bF6o!<6{(y!zmi?N|9T50Jxdh+a4|vb>`T#W4
z$?n7pR0aXa{J5!<2;h{kR}#jF)1uk4X1Pfqlq!$(WMCtZ_l}IQN0DQ4U*6{3&CuS(
zV?6gLP4Kbq=Z^)^Ny&j|*^rnpcS)JoiN$VCT;ge>{TUPP2xYNYg}+i{-s9RJdi9vi
z1TXQ=Mps^qKQ}{)co(6yz{IX>rw@#=iD>xwCt82X;(#gnXZ(#4GwpjIGFE(s;~Ani
z+mV1m`sv&P9Abs3<>vEnjQvDEvNW72bYE%vMQ|T*yxy^kYVO_Q>73dG3qii%`B@Jw
z(D|eW-zA6>1#%MqKxB^$9X)AU5^cEcMvRY99lVyt(y=DvMoiq{WP2b>fy$0ea+QkM
z&@asP;T>(r!D_1&Dp9rHhS8#{JSp)r9-veP_UI<9Rq~Z0ofpmLb$gtk?fw$4<QE48
zm%aX5GHE2iZ2aTgy|hc8kclV4c69blWFRuI@InFPwQJz>q4G9>)<%hSRYrevufc_B
z^|1APzYQbQ5|}`N5yXK|aTC@!K(K*_@OQlW4e3<_2n17qtme)$n{VVN7%gf7PT2Kw
z+M_c?7-|2a1JWSAjiu1t^Jw(um!z5LU7jn^@i1>(4+u_ICaK>CZ4XfD;W9LHuGKE_
zjjt=Lb?isNtm+|yJ|<U#$E=X>TDxGXkp9(`5&1T8<H##Bx5I5=9rSNMxGML9>ZDU;
z5I(eYHE~42xe)2&4Uz_MC!fR1WV;dqQcyX|%yDJ8ArbG@(UG>2Lmv79tSV{?YU7+Z
z=ziw!+(5_fXMzWuOYNRz41Tg4k^4ntayHyww%xorhp`g*p3bvtK=BDrn#&hb?6f@H
zzAeaTU6H4dLUV#trQ`q8_s9^Wg6X5zovk7PR^vl*JUaGQeVr*R!<|JfiyuW0-e^KV
zxN;w4Y*%i!q^bO|aK2fFsSp$fJY@}v3ci+Z&H=i1Ekx+?Qg>k#vg_>Yr+P9;dpJ~{
zu6dG$aoI<6Gh|!z9LsRq8GjCNocaXmg6x*?#Uaa@S)aY|_-SjHG}rDmoME^73O}Jb
zuL5R7y*vsH{Z)ped^2CCD~hFs`|db|=OdBcEdvu6_a0ngc6=aoY@9UUX9xiDmaaIJ
zWqz9zWfy0;T!Mh)KKJ_i5`VAg(tkn3ck6RM)Q}8UzOVB3>fe+!+%E6j=)O&GEU(F1
zvz}X^$(hCdCW>L?xHdx7ljbTxn;IC*<)Ny+grkce*`Kii%{i^BLrn1bT28-x&CPqo
zpC;m-x58Yj1=J~Z6L!w`>zot3#eF`}px*Njtr6_ut;BmA=!Qzn*2-P>2!}7`hjN4~
zfJawgzH*_RO5xT1d92>2$G#SNwyK@pK4|ay24VHH?>;lbk^}CQrH9o4lAwHW-;f}2
z$<(_^a6E~P<PJHEN4n|~DXs_0MP97;d#!Uj#M~6_4GZahQ`h<f49bP6t!)jod+uzr
z>qE(OXDP~F`G)&ZO*_<_Q4cSC3)};^B*}D^9}$2+0Z~$_Tp!E^vYfgX8S9(#=0A5t
zb!yEyKDD{S1EoU=S^#QZ_kw$|6THE$I;K)@`v&c;)USD&Lef@EksLTxjhfK^BvX-e
z5(<1dzT8sXl&|{^;d=A^x+}M+2hxiPvX*Ei_g+Dr;j*o57&6~D-aiM_DDfxJG4M<w
zVI&toES%)ecX|)rA1V<Dt_4}g+r}yW<C>G-%7Mm}r|c=P4QAWxp}i#SRiMJ%OJghZ
zB4do6Y5v1lynV275$EcV-q0(@sZt?)8B!zUHoovE&mH+rznj-nyik_s1T7&vt}~ER
z5kw)V;^n#rsF6qfVwr-Y1MT*9&Bfx*!>LBHtO7}s=uQA0Xvp`R{wLvR=v97p%Q*PG
z8OK)lm7{oSoEQl|#ps}3Zt<SM_&1&)aSEfXkgx*UXV#61NB7)Ufp}j2G0!h+{T?d}
zT+VWlVUW%;9l{3fiBCtF?)#xY%n`ge@fs`EngJsyDKE(-ZzXFVw^PUfo`QgZK!PdK
z5uNWbgc;-Kz+u49wGPB;&J5lp5fO)kLAF(@+`5S+Q`oq|ege(^&$<>y2rED%*W){e
zg$})N5(-fnJi5AWy=twgtNI%oVtriFgZ_q|JbtRdR*%4)24!Svzl_w)hQsK@hjZ}J
z56j0`U=H6TRYP@}HO9Khe{XKy)45)pTv)~n#Pte)Qhs<Hp;!)CD25p9McJz+Pf`fw
zTbzmLxJ13E1AlC?@Ny$fPzv$$Z7%a@Z#qoeWm>UB<R}r@p3~+4e^;5vAktTjuJ%&-
zRO?a3lcM`&x>|~A5;yN@>(vjK(ZDZS2tJyL`Ft!F+>B^lAX2DxyFeSrx)vBX`nkH_
zrQQ3%L>{!Ht==>&v4}FYxCIn-sQB}q@Vc_@am7axUfsPrvKRhNJ}=OJ4b>Cg_AtAi
zVL)FPYG&t~tCx~;b;OAg(Wg}ycI6{79zG#-6qg7dbkf&9V17eNFSf!y1iz*a>o}L=
z$p6|TU&NZYb`{VCm)n<58`5^B?Zu8>df1BX?56@?AR&5{&dQAW$J2qkY~@dSs`utX
zA7dm!Zr|%1aXdbanZt`kc3{vU)27m09Js(=$B-Gf5cx2LE56QXHw%oZH+=ft)Oqg;
zPOj|lji$?S?Nt-&od{<=RJStz{T@lDj6+N-Cm22j@posF-(7yboXt+yZ<I(m19LgV
z;WrE1SFij)2{a?jR5%ErXjqLllaBM_aZ~lZ<W?z&hhOMojL{ATi-d2<+l(0cJ~kq1
zC4zQY>(WX-1?a5ZIfN2==0;lf-A#u-1{|tRhFWtDDrLKakxUc#=rSO~{2bmnvcwXY
z6`L9B4`h{$U+Nj9U)>7@-qu~})+;&N4^8oui)%pD;me(RStQApyK|PsE>NHYp!Jev
zSPvZ$rYU<glz6zI9rgko>70R%Q|CnV)Uww2LKOp)7&#Jx(rQQP3EBmGmX6MmfenE6
zenl|t^5uMz6bMn8(2M>&&DeN&PN9dd5RRGm>FQ*JfXO6r`vcBqG$&%zT;h=4H}mu0
z%fZ=g<&5)da{dg`l<5II^a@u6#za#oO|t{IyXIfoj}}%#ayu7kQ(iv})L{z7H{fgB
zri~y!#@o2x6u&M$3->d-t&3aUM>_K0Tm_}NgBf-pcMO*1Ge<x+&K4#$lQ(A-`1ijt
zKd=-L>sy37d}8Ae-3jv7i%Db$dvLMNs!WjN&c6j((bK>UFY8Vbiq>E8<FEE4O*El}
zo0lg|nvihnbr6_o%%`6i!X>BH@6~g}-TeVwe}g#+dpYpALb3J&)E@qxwf(hnw{ZcT
zVCv~l12U;}c_YbGxp1f+nW2=`c#*cveJasO63?MTU&QnWd8BV~3;?#3Zv=Ru)A>Uk
zEKVfor|u)H?@5A(|NEglzc;#kA8q0Bc)RYMll$8fej1<qe0x8@9)oi!-sSm;w1Y|Z
ztlL5Rp*{<5pNcs0)5KPr)jJYG24Ka;hEq6gS{c_p?Z$58dXlbt?B(<1T0Elp0Yv(=
zbASos286%5`I*or%ks5DEty_K#Pj~NKK5-|+WRQXVyRxTfj1evf4|Zw=x{q7q#x6T
z0qEczDY)FE1}M)paY0^PV5``7yj_?t7im7V$HZPSL%tcW*1;$aKMr7j&D+r4m<!0r
ztV1b!>2^L}>D+};%v6alFC?j4951Z`vC9Oi$a{joG%Crpfd9ijf{dhmRxR1;DZHVd
zE&O@7J-DhXARlevAsBDZXy$Cc^5EpL793>uRovrS9NatQxEuuTv@cBVSns=lyowel
zfNLu=?JnjcdsWF0Cy2$uFJP72h1Ejx=GYf1`Fy|B@4@GNQMnHaiiJF3R`uyQQ7Hsw
z)H1h6mm`&6dlP{4Koc%ZT3_2`Xw`xFK{#~+%F|y9ItvTq{t12aGYkt|8-%T&i_qvY
zTWA3|6mK<CoH@u!KOg--X<wyBx10+-NQLQdk|S%pV{v)9?$1sd-p?<;kv~lZK72xY
z&y6z|I-+4Lm;$`7we_JOsM_3~$0_!lPF?J)JN{PX?8#8zc`UE}g&>@&&YEU}W@#=4
z{Pvoja~b@%QM*veYlig;qxu~=v4U|m`%6<nmdpze+pEwvH)|-}%Cb{?AfJ3t2CPwe
z*X3dR?+X;X!W5$sE?X1&n_YbM!b|%B{O)yAaw+6+WQkRVWz%7z@PP6C_E~HoRpZ#a
zLk!P=)CGOG^?~5Pz7r=vky?dm`Eh;dx+H1Y;k91h8${P-9Kuhy;$YHM!Y@GjBct4f
z>W#9s1ARH{cfkq5xXbgm#IUQiN(c&N&<Kk6N(xLBdV|wYd{e?_AW3Yht-a|My#59s
z%<QRj0J7&)y5jPO?Qs>z)Z`>tuZqhRZiwG>z;>;|c6Lk;J-YqPyJM`q#`z5AMX>i8
zOe`ZSY2Z~Vq<RF$E%RgP>0$q*^YBoR`&Zi|Nx&UztL-8jpC%#&$W+N!HI=ctI3ckb
zPgIW?W-H`Jg$w&-FI_4l`SJv`B?S<MIZVyxs*u1wH*eCL%pabc5;lQwN=wHm2X?Mn
zTK6XsMN9|!Z+h6FxJBEx)e1zco}z!9h6tz+1-_EjNz(3nDPkTdh7}3(v7cHoPzf0t
zR3Loe^NsI&^z&=vP=Gw|n{LROnE)_X=5X8=Ysqa-FynDURFT^qOMvep*}BgA9Q?3)
zrU!1;zlT*w46JN8y6q9qnT`CwQ_R=g-_(FeY~R|pykADSQtA*IvzDWuS;f&DBj;@p
zL!~nD;2i~7MIj%p+kRp#qheHz*q+=U+&E;&)%t!fm&<C7X}nWBQilFgkgB~skfxWw
z)sGJnfmfZ)JG;wJ)a&D<OZzdHj|n$wHnw;5DcvTr-bGWPf_251wM``C49E8mB)CP@
zrDuG)Wtza~3ZqY9bGF`latc3C6Y6wh!ckAYh2WkaUVlxl@;8vtBIg3F_pc$l6$2<V
zOPp-NUsyaJqH9|RAX$*+LhGDDI7A@Vl&>4M<eOj}FWV&G!~tMF+t5Q%!4^5tNFzzt
zc|IOQtc6GFgu`%W3%S+#63{FB&cKq!VeojpUhNGBk=S4uQOf|td4V3@q$A6sA@;qT
ztJ|G+dwp83Li%``<7hI*CHv~>T?Kr!OvzE7JOKr?+=k7_g3`tOVtpRF1^5PSp}iD_
z$ax~z*%1<z)mEC;!QqBIl@bwzRSzIZ6IV<1PFN6o$d|acl!)C^bt~oms_uKprgN05
zd@~%H(9JkMAXmyv4ahelkbxeTZR(Wts6ft(_Uh_w=m5J4Z5plfV@am3$x5<1X+E`u
z9=F*#4xv>WMQN7aQES}75#c8ny=zM=<HE%C^w{s|Zka6ORo9-iq|!67%9T%<CnTiF
zl=_{ivD<e&>P-L?c!n#XJMAyZaRniN(7#*dHI>Onhm{2l!N|mzb_+#WNW5Urxya5I
z%rr2cB3$vVYLz{w8p{xe|4WO?k-=6uy<Qwdta`|qN3nC8M^s1pGBts6p|L$x4ubE+
zRG-51g@UA0-W*@J3myZv3aAs0mwl9s+1^=CQIRE=_5`|Z`b*voBu9?Ri<j>(#C(Ha
z>|txYN@;O`23%1C{9346I|GMIF()MWe_Eopm6#V_oB$Fif0>w`!{B&g9H?oB*}>b>
zrdJfqo_O+E$?YkhN_+#33^ZdefVtdX@pifHRUg3c=U4G}`CY1)bvk<NF-F=0L-3qg
zPMn8suhcJ)#)rKr=91cDq?^D~%8OX5Y4mx$#~zJP0&z}>__uk<V`M6Q%-G!I!$CY=
zoFA0HA)`a!QjqlT0?5Jx{tf{H5|IDmF`>gR=x4V7(b2~M?1Y92`>qKgDQM!2p>+l-
zX!nsmJ-zcHN80+rM^cB^Tg#aC9GiB(Qu!%<+^TcSpiGQ!S4|1{>hQ?FzmwXE5;Z7>
zvZsuP7c}*ii}hm(gTl9<77c1~$N{sE;xmsn;iazHJD;IYvP=IG6}WIYoAJFTxm%kU
zyr~zshVT2Pcds%1bYG5r2iF8`>7@EfeRp$jJ9|a#so%XJH|xWqxeaucbXtG63PqU=
zxz(?J8>jnt2O8u$i`*Yn{0_HZVJZ!lekDZo0p{s0Bo5Jh4+wDZgLZK1FncF2%OqVu
zrZ2mj5!Aj#pS(TY+VA1fe8`(e?ZFWL5~pEW_N`DM{DeUt&Uu}e2BwC%har}4?Rnc3
z^o8zuu960?P^+r+A0l_z1IRgn2=Dk$c~Z%zz!p1>n!7zU6R!Hqw?<z{bmG39q{iGc
zo6~(q%J($*Ff2)=YpDIP6xCC>@NkIP<M#U4Kk0lKP;D|*kb)3&wod%rZ;`d`D=&fS
zCFb-2?A^aT-_@Qfo+M!DfGdZ(LGSGwNx@KU%0V@(F(Q{?Y3O7sKBfeeJAFNOy#6@}
z%6l^dP`lrlh<)SV{cvlr2sMU}z&978VTr6oeBRp+Q!EfJF5nF-Hsy(3X_oYD<_h#%
z1ulI=ub+44-$7Q|yAoceJg=c~w?EIxg}ri-C@?Ybk5?B$x$4iA7Q{^Gdc}mYAE_W6
zlRcnIY#e74Ht=?WEHZoqFo5^R?l9{PJi_+<=+{YnP!F7a)ATNREiEi3(&Q?`Tu#vm
zfRVE=X7}93Jp(qO?yu;0h!nl-6NC%yUye8kkBHVC1!;&(lv?p1N8w*p551t`&11sW
zywm|e3gq==kOzl&p~Q8(Kd&AuWU!WL@Dt}d9ql{4hWhN9h0{r<p@nWPcZQR604C`P
ztQV0AI2sEbg6@v>f<mf>c~9gX*R#MH4J4#+|6QiIUaFQ|AN{!=2XF_7v>s2@kb&6y
z6QJX$)jwa?^heg)PD|KNE^Tgt5Jt(vGGB(}f?y@A%L#zk?rWTzy1`|YS%4c98Lmo`
zqZz&XH=$%WWG?^(SKf>3C5I!*jCgy{8|M$0UE*|o9>A2+2d-7l<Zz{rEBE?LGTH1L
zV0G(#7?pS`5p#xHEln$O_eZ~;@{p0?F>n+Iv^-?{4|xC9sbV<wv?xGRz3qE3AE)2{
zYRKh<=hfCrq#p3wCboBH1181&o+(SQI<*`N_b}fE4gj}OTDZTgGR4~9G+!*<84}4~
znSw(8W17QJ7<M$C45*h3JlX_$@-`{%V!Y?7wGMJ$6Hp*xojyPVaJc>O)If@%B4P)c
zCKRM&TX6c#ALUG?3^?VE`s4AOb=r5lRG6Ra$*nA2Id5-8x!pyL#2_4+YRM_I;23p-
zOVvU4368rqfFWS@tK`w>ayZ#2u~xm#B$b4RhaZ0Eby<_|+d>~=<01mpUPSkIxgtV}
z+Sm(c2g&CE+l6hJ<>2HsfRP5FK<w1-J?NZo>PFXe2<=^{K$15*j^;ad#fhKN*27o}
zqBxpJ+E;j_j??*%4<<2>V|F4YygYIxXo}=Vvue1>P90DywLM9}btmTt40rms=LV_<
zb*HI=^A(Le%xbHSqJJl8hNM^na;UYMMczG2k(0jVxUUIv|9Dq|3)IqrjmR=q8PcH1
zW)4l2&k%Q?&6BYNOTS9?9+r-2$=-4h!9ZC9Io|BO0>R0UDCc?}y@bufk@o@u5q$4G
zgOUO7KpJhOzi!%U^>`d#`lo7OQ&yp(Q`&hms$iVHR8Y>r={UWdNFXwe1pHQkAwbC|
z<2H6JW9bL0ig0B+xfu2R7U5uqfp0e}M7<QhT`0m=g_pvD(ZQ~{l=jKSTh}kal}Bb@
z+YF)?mls<uEh}9-JJ-3(vjf8i^xW_L^M3ygl@gp8PUH@b*)?YyvV!rCn9U1tYOo(=
z;feigm+3~jc2#y*5wQa{BWT0*&5urR0@;-O`ApzvAQKYnq22g0Ya+stbb>sBYZTpm
zo-tDO@@#)%)1w+z14k87j5#lL$H6;J-r8ajp6ABzs0OVSaXY>s_X_@xl`XkcvF$^F
zQglSU%FDi9FNK!zh8l0_`;gH5gdB{op?=)5X2h}KnnIFoAfT_Wp6UJklMg0;9{Ng^
z(pCFi*aU|ho&mw3SHes==mP;G^(LYyQR)R}l3bc|R&-DC_T5jn>J*do#R8LHpv{)j
zewj}a_tdv84S(Z7CgvU3C&Tx`$JCbG9-T|IP*gn_cOFpw;r@9h?nlv|;q4QnfJTmE
zD`meYU;^qecm{d!TYutjX#0%s=L6bg>2eQmaXS5Nuk;a^K^DLqN(<2p(Tf`m+gG=w
zSnj1-CC60KpgZH&jhQh3ty6idvv0iLSvec=aZL{(dIhou7Hpg?4`*(yGrCG|>DUB*
z!+})f5?YgP&4CLO>XdDFlOG7AX{YjAJlZdCb<%}ot3!j1&B3kYwfZW4O97l-D=tLz
zDbQ56dQW%MJ~LptVMC(Lpvl0E2eXhcN#6yv)XDTf_f6NErF;8Hy!@=zMy}I}2un1i
z#?-aalN7MAxiH=rM?XZ^_#uldat!%>QRZiI7<PGL)KT2?cv!#&h<Hh6$V80Bc0_tH
zPy|O6&h1KbEV&JknN6tvKIw|@pT8E<Djixu-hH_9ANYn2WsWQ3!J`~qQtKiDTxvBm
zf4!w&4@d(zwFDB^=ZY_;M~M;%PBjEjwwilD_fY^f_HDIb)2L7cN%=r<IBaztOpD`g
zE(g=`z)&E7`#soIyREfKiu)C}M1uwwdD+hgag<u-)19<!gFtKo>GWs4-{wvV{@|W*
z_3rQVCgYxlJj~2&fC%aUOZPSNLCq@ZV=`=U)&22lprj;}ATn&z{?->a#vFLy&LcT_
z_m9P0D~J4L;fEXc6&HHZ?+25|eg!8EQW>p@-v)7yeYH)R_yVEYx`yyk|01yeNpwL@
zhLhH^19fO6p@fFo7*$r6NTBR>m(mGIz$M1una#D|z{K%Se$<H{7?_mF;PpO%-z)oX
zJ-fqwWaIQxCvJ>)Nk)FOq60(@;?wZkju4z`{NnQKx;>(P&o2@ht|!33zK@#G<`$Kp
z8C-6iCldRTVqyGjK@X9?aibAcLd@I@=z4xm{|p*GA12*G+{1F&fHkX&KWfIS3`_OV
zp<W?<qJGscUp8nZX9e98^U(#fYCD<OOjXf>;r(NK#bR-M@YkOvCaAeh*U{c_HH}<q
zgwADclXQB3fgd;5>)tGS|LjoRO9e=EhKw~T@EpOvB*s56u>uoNms6?w#JE~PujIq|
z%r6%PPl{Ig^Z1gY$pR0x-;C^?0HR=B(Dx2He?&J7T5$0|$DbWrqY}n7PScYM@as2(
zUxt<+y}C%IjrLx$Yk;f?MI<(o^eDgk8$~L<JR|q}Lf>4gB}R5(o!jkeVaylV`F$cA
zGPuxL!6Vh58#>@ZUXC+|FN&tu2XU)h*g!eXCmk-uJ=LNDn%U1Ocs)I(f`!bzCyf3H
zz4?<?DBWUZeti>w2u%H2ZJ<ks0o#^C9oA;HzlsaLNfT_I+S54x6YQHg%)}=ucMl5x
z+lw9HmEzA3Sb?vVyOlZT`JJ%Xb2r#r=t8ohhZoWknR0QzCN`$#F+<Ja2n#}^Y9tbz
zTMry4iaftdi8P!+#57R83eiYFtq*C0eu0W0#B>CB$d4!fNZ#&T;e8$fz}gy+ANd<9
zKoC96qMK4sF0EGwoo|3D>mJ{Ut05neVN~U8D|t`aG=ptk`tmE09`UL36Pvi`&A?{i
zVx{}SxR5A~*O1Rv(HnGgZy}CO8dGq&zKZNRN^kg4u;Z<Vy3i+mdDa_tE7yR23!kBT
zxFh?zHiz{D^V%#sANYsR;Any(n|OlF^P6^H4`|Ab53SAV#RN2RHvMbFe*hx#f<AwV
zhvSY3!{X=;by~~KBRv;&(*@lgYJBCu;3P1dvpz$!m|*`ZWin<hw(=es@SQ<(mEXVg
zSd>7!9tI4Vp3lFGO8V(+p5?}>LFK7;byaK_zLNuJpIH6)?a^tX^>y`}48YL|l7-~`
zGPKhvb_8N`FPy%Wsmr~1Tx*%V)UE?t;UqmZS$(dqy;w@bf^%u3k0nnx%zgG6_(hT=
zbaaP39k{MBQXQ3T(01m{aJnvu!0>wVbnE_g!)z;~lM}dqe7Mom;R);S##gJmx)<G!
zqfP8>d3?RNkBi%;omM!Ba^n5t6j(PJbjA-%>&X=e{pbF2UxL$m*Wg{?w^Ae)k5D;5
zX(c!4;lrEb@}o8O2j(ecf<UBb$WddnjJO@c^t{XobYai=`}t<!F)chLW*-c=fz#EH
zTE|~K59T7qn#@*T-;(!l!5tp)dgk+y&CA!{2ktIu`C*>t?1GQ3Uf#B87Df`d<N(CG
z2*}r~*T#jw4FxoDeE<mQ8jqc?1I-AyO{jdmBg9xM1**A^8Lj3OwvdJUGr}{Ra`*hh
zb3&dA%D*|<^0T!CF;<4fi)lUwnYjE4CQqHpvd77t1k<ltD9GzkoIHM=lZmvIaJ7ey
zJ+oTQblRzq`7;P=g1cJJ+}(N!+9a8KN>%`X2_HW2P|b?GJ;E%9?|yG~AIw~;L%9lh
z%t;o|tu#YdsI~{i2hDsvNIPsCRy#C{E{BTTHX-Wuw3`A9P%Z8+@(TFnXDlVbZ}qIK
zo<8-qQ(2MtpTm>VvoLJCe@QmX*7ijY5eTBlAP%b%{C@oQbb7;l%iQm*&z{aS8&6CK
zN)eY%Zm*;t{6qzT*4>3(wypXoq&4y-+6%#OsrsW`|KfHX2r~0js5^zu8+ij>(y}9(
zZQ1;-4$?M0-_*S)fB2+iMn=Ckgy^rxGM`wLay@bp@B7PVM$_T(bdB30emA&DybSqW
zz{`<^D@eS4<Vv&kUFU_pRcivd*)o7)0cPM!a2XOep2S$j?k$}5(FuHxuD~miw~U4W
zAz(?BPO8Y<)g}$)@^Tq(IAF-?ol7(L`d3Wqvx{<#1dsfHdLE1KSazRpsa=@Dn!WEW
z+-r+gUUW#T3YnpgDq5ma$7d9Dk&Uh8x?h57H6L!h`z#}vI)O+gWw2qhexfW}m+w-3
z888;pdGnwsg?Dp-rb|0F-ikX;n4BJrlpD|MPk(-=eH)6jhxJa-MG@}i{8hXuh5QwA
z$Epy7VqZehB#FW^=|^<A)N6Gh$-RT1HW`x{YTF=7fD=M$8b$Y5I3oU}+W7IeX(jE5
z?dq#@s(y!Jq}O(d5;*+oqO=*l?h`z;Xv1x4!}0c^^~06XYuODW=&o-KW?~@kPmd%Y
zr2R7#dt2@zze)A@4i~rZtJi+^dr6)8Z7p(&su8i|rlR0=fO#K=8t0gxlka{*b2>bs
z-3wGp8Gc`TZ_0`Il`I9{2Bqt5-FOCXCT|+~PWWSX7o9U%L7T4k+h!i$+i~F(a^Gm`
z&RRVn@?IF7gzNg}Pn0@nFOUm0=iGf$epxo^5B8?c7v(T2@=;`=@Nq&?biIp=rH)9Z
zc;)(>rlQ`{$?yT@VS&l^{T4pY;}bQM#2C)It0iK;T8^(h1qXB++lT+9U?9)>wgItf
zkAf0<g8wu!2q`Q1ex5hb+JWvllcPlhwZ!I1IfRS45y=dvL_)e>mm=O{{iUUj#YxCd
zQr;~u)6OXoYOv=g9DY`fUME5~{jiPC>WvlS^x{Ia1S(g=Z#U>7AF~8wGTU*WQ_Wzg
zIM^pSn+8d7EAQYRK*19cX1~(ig8QNJGAHKq(qY;LURuk9fh>VOXkqkhzP8JWTt>~k
z9X8^M!Lv8%ZRNj&I(73G^Lpne?%0ZguZK1~C-+WF_EmoT6Fr(JfcEizcF>YD^SeEJ
zQ@G7u0k5CqhK>>hk>Z#xxIOo-o2DFUJoya^XkcM5h@r}hAN`&oROCeJc$EbR1lVi}
zppB#Xw-h&x+BNB+GkKnY^>&^8o?rXDw_Dq*J{Ao;A5AL%`LjoWJ~0y-&pmVQrNglP
zNV88PuwVs_XJZx|4B#58y-6|Iwl_FI*P4b0|JQXaiU>H0J*8O=`{6Bs;co;VO%HzF
z_;2?Vq=;2SlmNsVR;9lw8snbOZ;lCW_5gT}p7K<tj0|T@VF)mcYcHQ$ojdo6OmB^Y
z+!?f~dP_X{v`$B9FQvO<r9TDDnqQ4Axz-XY$5yh1-;@_mm`uHo(0c+`Jk3^%s<Kym
z&Exas0JHX-i4OPb9jk&tIH<sFe(|QvGJceE<5%iDzFT$SPF;5Ef7kR2RASb|1W-XS
zj?e0hHG6M;gMxB}4lXC;VDJ1iOvfHTOvOv8gg5f=*-q3qR=DYRGxzqwp!Z@n(Qqy1
z1miZn)fsx>LF%Y$IUi)lZgHD$7x(PWBCMbG6Zw&*78q4Pu6)A!ikE{zioo^31%pm2
z%JQ#c;&D&j;%y%KeSVU2rCHv-F8ivR6YbIU3i~_!=IHo{6|@?DUu_qdQa5oM!%FV0
zZJ=Ka7zgh4{Eb$vR0c}X)o<BpTQxufXsGu32Jb+8-||a=aL@PdgEHbNLm=C*W!i+}
zul5>X!xzD^Xyqd`C$ZFL*9m`;ZI%b_KC5qqmdF0v*pQKkJNjSk4<BznTp7Vw?2s~F
z8L%jE2gO30VV~b+CToEWkpIRty<hCseWIqpd68jeE`@Be=Xlq9)YyCi+DUnn+`QTk
z7Zzw-F<&t1z&}#h>a?S-bP-|H4;?KRJSg6fh~j&Yu8nua)aJnD=Q=!D(;N00V(+9t
z4<MX$CxMU>|D?U*ZrliIYrn8BxyvulfqQVRC=0BFqE2EZm>^5x6JmIOt|@29)`9QP
zrVhH};NPCDJ&Onn(}@y#c8>NUK8BxQobMnBU{6)84Wr?53!5(7jpbo&KoH}lylhTk
z+rXy$r7@1SpYfr5FhT|IYBuq!)2Z~o3zvZtha#)IY434Rl41;L(n6KAipGbF*{3dJ
z-bI(mT`l7Di4(-8R<B0@2h0AlJ|2w+%@J4sW2~y(2n>6d4R?1h``|%zhJ5aZlPwDd
z2^*g@8tro`L4UD$OwqaW?|6%3Lu>E-*cispU}{a$O8;}{8&PO17#Z!$YpKm}_AnB<
zQ|~z`dSPckztPRP?pxjOf(;S-uxw~@JJxaaBl{)qh4D%rkDwfvGNv^bA9~q%i$8e+
zi0)56ykLmW?WsP&jH-53i2mAo=z<yvAp4$tJfx2&Z<3lY+~6eF9(rdL{JojlC@L*4
zz`hTnsn@gx%HXe<E8`bMJmA-|TdczHQNPeXuAL)!|0ib<G%w_7>ihFMb7*<J6NzFu
zcaf}e{XD_bF`2kbgAFJL{vcivQAAgps|_*F0<Ay?<5w+^1O-D%7;S8n=q2Ut`tjJO
zd_7F?HoXK7%KE&ojtedRBt3tyN>yN_h%a(d2?h<9tZfqY7C@|$Rr=B1B+P7KpM|GY
z2J^@$TMy2%kVz%rnzRO`Mc_)F2gr+`4nmM-+dH<9y>&czf>8wt%>%g!r0j~D{n9NO
z8M%K>Lx|xey=-cGinO@)gv04V0#Gw&klZMF{dr>ou&k<gJR^Y;GIcLFwNCP^?FPm6
zWPqjaK7(1>aT23LJInVM#z0^_vwIDeUPAYH24&x4p1q~-x1>xA!NNuMH79LiH^^{a
zk?q206xN3#L4>F4L(7i)HW@<Y*%p9qp2U4IKtx029W)Y{P&M^^>e;j1&sRe0!JSJx
z!C@m(M({UE6f%%RY^ow5Ps&D1vfFquBN{jH^T7roIRKo)Rwn%%qEn2t#+DIn(1nHm
zCDh_6>wG=9@OMzKcgivg<5R#{BiT*#i!%(oSjtY9YuCm@O6twTGv9`TI2sL%o8MEy
zT=Hp;0-rsHi}DRdai_4~*M0&Mg_D{cNqRlc=TzLEb+##bOe(sh&7jC1)+dIVLPn9{
zyJ$b(@(d(unhd{X=KKnR5fUKn(5_aRbK8HEu)DFD&{0!Nfn>8Q7pq>hDA%=D%4;QR
zb&cFlS{}uciZWaW{7B5Krl=uMqBWyw)QMeusA2UXd=(^5|Kn#b^Ko(C_!*NWksGQ6
zqa13cm6%%E6FZa-ip>L#^hiz3ts@%z48`H(mNuQB{8Nnden(~<T6zwOu3T9tF(4X1
zsb&5;{`gHjRmtDou)<VuT@u$(%nt5J9K1aG^_7R}v!Fge=G?~NkH5x_7=r!*1@(`{
zOy+4lHG@Gm*Y|^)nMI^k>Su$s2m;O*;!b-Oh0TZO$JlT#7WY2xpE}9Hu2h#s8sk@R
zJ6p{JorlxJ8GjU!!&BiUhPgs-b5Rmfj^^*$n(>r8;jHt60;ZIt&8m2H{PCuN5_yV#
zn>b?_Iu3)x8_@r!Ka&>PIw~T}0m`4`+`qxGCHWKgBvgiwBB+SEO7J1Q7NUs|xBzMC
zxbFu;LVIuU;4I}WfmL~!rgwdWQGlo<`7PUReboL!9HZ~BR}%RH(wQNgY!{oe8#Ju)
zhZ)LFlCUNf{Ms13*L;FZ9A~HiDdND*?Zz9AoD<NUXo$9H7l6#?9Jl+<TE{&t%RC)6
z)^9I%<!Qe^nLC_=!uI}I&)SSez8ilnGQ6qoXGBv%jh`HzBtGX4)5g(#5I{zk^?dJb
zY@?2rg4mBF#h<J5cfivt^koEkp3&E0C|l#fIc;0F{gJvJhS+vwXYbnLYnXr0UaS1I
z8ZCMchmN#NQ`_={eu7YuCl*BifJx&ixU<c1(Qb=YLl2Q*E?1<e=%-c(77hU*pY_i4
zS7dYJ-a;D2>;c6oqmy5&AdeeDsNAyRRNfu;WT72YGMM(Cn8++C&2h(la|!`<$@gB8
zdAh;<9sSk4niFl_fJf%TU!T)WKYv!sJH4Te47l@$bzK>Ld7UtsQzlH8T+yq??Uk7a
zABQK0NNg~ggc!8#$`^gVQ#(9-f}$2ZIAr%{!*IUqCI46j3nEIl5rA`s3Ee9ULA7Nd
z%-QVDpy3W~)k1m^7fddbwEK=`vkYf`C8T@+?=Ekvl7$Qb%_4>WM-558Xf(KX@Nf(L
zlE81qOBMI;ySlk0)4ZnTDSW<>ncZK5L>w?oe_RB6UBKFgIuG+_KG@d#>jdtiI@B|j
za8F}?bH<v=$j2>Nzh|6Ka^H#K(5rgsK*HL#79ek66p4RU&K9>{Zsm@eM&(}02B5vi
zxJry>b9T6Ruqp=H4ql2z(g%u7|8D4S1t~kx?$W%U4ABRF_sao!t?b*<l~?S)4}=4f
zwW_;Q<dLSHC#mggp7L_)8#Sy;{jzlr3872Oz9QTNzt1<YX*pML@{Q480L1*#J?Xq$
z*Zt!?-}^kWy-;n00X?*sUq1ew(Y>1Penr3;$_ji{)c$*_Nu!QT)9hGjaS8(Wr%Z82
zt;m0$vq#5oizj0B_C&CxbO`}DdUCI)Rf^hAGWKo!2%7?rIH%gVxxdj+zCi~KlyKwH
zFh3pt9Y64%@v-z&4NBTZx8zF+jPPB#)W+kheW8;aS?ADs<sZd<!$0xE!{q6UzW6J1
zy$$}%`q7*q7vi<<y=E9bIY0u*iUfEd0=46@Z|6p2#Cm8_9#h^+9O>?C_zN}oXz#&b
z)x`;igG}Mg!naW02nvDkdsZ5I57(v74^+(%o4DLvc_Rr&Ax7YT`bZ5Os;}69G)bQM
z>R)poa^WCs+v9m8P55gDr-Iu@m_F<wgB0ii!gP4f*FD4CA}N5!*`Al6&Y$fu=}P)2
zTtJ%3H5G)}F%7jUJdf+s(r*|8kB(}h8^vzSs@$$V2i}o^_CJNQr9&b*&2FF3SP<}a
zt}rpt<R<+3+YDz3H!WJ=nPAK+hX9|Qh~QvgY>k4HW+XwqYjGE>!5tcRn2Ys^txWqQ
zMBU}!kSR$w=0a)Dd7WQo1{u`x0)F8hRlmWUVn`&-tq1v(+$CtUduqspakr~|BaY4o
zrclZu6=C<2nG9ayxNs1-CWw|mp3pB|slGfX@#XgY7QqcwL}i$MTM2t3oDceodA-<4
zN&4_D#!Cj~n4e^4s}xYqg-DZy)w&qg1&y}_Kfa<Jb}&}{S*Sj(KeUgRSD!M%6z}=H
zr^`()xi_s#O#w!HO-x>|nTrGdJqp%K{MIf|APFITcQ4*hK!%0fOF&?9$m(sM66fqv
z*;%DGVzu`)S~bEb_(VDW7Sq~;MdmL_=}a8{5FmRmF`4#zcwbgjGG)N?+1>sjb^a?c
zdtlmc#3{Om7m@-W{8Din`OP)Lx1e@4Rp)v+e?KXtdFvC`fQG_KO(xtv+i=+<K^iY}
z`W_2&=MAYGR3|jFVNzJs#y5~MmV<w~D39QHnXbwQ5JVund@zuqa>k@*{q_S;b{F#l
zkLh0XdqVsuwd%9Sebka2Tvs}sPJVi>1^YdD;e5=5b26^(;beZ_tuUjaW>}zw4|oX&
zFs+zfBrs7&P|Tn0SO0UbHqTJF*&~g4{BtPyn?*ho9*-nFL7595fY;x1s+*Sf9TL`G
zdNRAkZm2c7r}9pGY$xKS0Nw@@fz#k{P3dEZ*~#AwSWWsV0XC({zkVUq-Jcb_d2}*l
zPu_E|ToO8LnjLQgG4V5_tR_CwX*`~?R+&$6uS2%MDgtA`C6txiSN6MQFp>m|UIuu9
z4&H9ld@F)Kt>TS~U9-Rv1auGdGYYaVsqpIY%!P+zZ9i+S6f-|G+3=8%g1~w;^2^tU
zXCHiP*$|If7D9xzGMXa4C8q@wN>21W{%Yh%lM|#Nt#^M9%`4ds{(2iz&nk8ESSeCc
z49*0hU-qdzm$!ochO`j2tG2YGNN+E36@tIMCgZ+Wv$>3c#@+QRba*&}3TG{G7w@%S
zCdS`yS`y@vhjX|?zw1I;&CP>U{`7jLbUbC#orHq48u_Ae+@E^|ir)!2(kSB%pR|m_
zTW3SqHdXTAhJJXI1|snoZi6PaN6)08X^~rA!Id1?Gz;hF69lW>7kg0W9=b34?lmzd
zs>zO0kKhgTUmdyB-+Zu18E=V#+$^A3<qOFX_XM<Km?@6y(>MzB^-XWjn&v&=w)Wwb
zJv@(G;@Z}$uHas=&q?S8_IUUmyiS!<eoDuMJzM8s3ywtql7tk#*i$&)0)yrwbQEVb
zfYzA92JhTP57xVKJTQ0%66;efn9PpoU{S>E?dj-zr1sRE`3(#^F8f3B8`_*9<Jt{D
z@aNDP+>K!PMU)cmNamoNNydE?!#y#5LSA_-ZTBRl5sLV6<ceVQo!>ZkM8vL8Tw~;2
zbSJ1~&3gf|2{i8D&A&@+3ozQ*rFCf#mnerX+$U(cYHIko5F{=CnBl9)YJf1n^2jmB
zQ{>hhJL;~vZCYQRS?Dz31H>e;O|!+%=cM{P_H;&8f-XG6A~4}cL65r!eC8)eMg@Jf
z+>7V&z?J~QS?>#J4C}`sia{wZ#{4PQ_f>ymcz--{eTazrF|+{8e?Jr$M_0JSoQvx<
zGuE5)OUS8&wbif?+Wp7r%c!Q=w|U!fb8@@A=53-o?R-5Vj)C<&c@*^sY8%;8xySmJ
zo5?m98#)vrGed*xS+y}@HdQ>TggqR$IWJ^|hoQ}t)u8->I||50u@ycigYYKgZH86i
z;8ngW5l@6D**+#Yy|2If<S5mX4kvH5VCGan)d&K}7i~auk@P+vBpF%XMps@SuOYO8
zAy#r_p~tv~74@2`0cc&?<&cPFSuS+USR6!ZG$T@<_rQ4pFn1-h&@WiVQV3{Vmx<dS
z9M#x!xqu9g?9b^{XKxsk=0fBhm88$$00W=suvdTS2@zf1K@)#p@|1yS7tZuJe;{>1
z?2m3gCaXOE<O;;+C7HhiDv?q<ASd_vJ-C(;gFo5e1jq}l3&ZEN3vwvD(I>ymvMEZ>
zC#4pKAKE&HD)!_EyFF}BXk}_kWV~4b7bM->`|&cAFz_u@eDx;uo&w>0nI)ykd=HG}
zU9@>|PdBGu<~MoUbKPE=DsSKRzF$S943S0QMa3&ZtQrQopTipgr0EoWa#}#$cgN@v
zR&c?#y~g5KzLKBM7J4>FPT48M{Y`flmcCd>(@piw&5PZd(XEw0&C)d}9Nev&7fYb3
zTW;0|odKClFVf`=(#$V~*lg*LDzsUyV%}P65N=*%zovt_pCUnkFA;=Kjz2T~(zh`W
z!u)4A>7^hcl4*wMV<Jd31Oy4Z8`NN4kLVD<YwYwO!J(iXm>2d!<ip(#kTQxI<C5UL
z$4`=6jkujQNyzqqnTX>RJI|}ESe9do`51V+5;|t)dvq;;n;C#8h1}{Lz$?Z0QY<f5
z;c=K%@&|oz3{!4|KCya#X}=}J&N|BK8i(yAJ*xs_?|TDPu9MILS-16sCuzrg8w__#
z3Q4PcaUxLWCE;AkI*?4W^t{L^6(&))3YhIly3Jep{JCp=r9@Yne{V1TLk?e#Pp1oT
z8$K)6A`UkaKypbsO7hu1s@KEKaAGJRAkwP5j&4s%9LC4__>1ye#3ln!InF5x5j>ZN
z0E^d`M~Vvkv)1lJv-Rg<*HA4;I70&CpX3TV@6V;q^`w$A$+10dJZc#EG@A``f|iWA
zh&U4$#mb;Tj}$iGI?!-CTYSGIcg^31<O<l_{#dWae$XbR7c8}f9ALlT;c<VnwMoGR
zkZypW)I2)@kW%yeWx&rfKp&xAMWi|p_|5CJ?<_j`-MBl1g72s6QUgt~2l!JA06Hyx
zmCM*R-wz?BmQR{Q!$z4u*Oj!lWw{jd)H`>pkN<u5<3YdCj*zimCv0+1!671FA3W?g
zQbFl8BNv2t2Q{;i&i%8#hUNml>ooi-?3<gexypPX9~*ncaqq4PNzIy%EK{S}^gi7$
zD&k4CF>sEvfsH<oNS{9UBh3}Q5q3G?QF}9pJ6;*!IFCynT#gbAJ*5`47`Ju9V0m*j
z1TTN9Q&Tq%Q1Ep<Hl6P$;su6SHA(KfD)Q;slU4H_>ACqZi$*X{t#2V7tBds)Nm~ux
z(mDPVmHuPII?{#60ZI|IP1CO9Q=HFLDO!^4#bY%T(23&@>%%=aaW_CaZaNYN&ay#@
z8R@$Id^LaF57Z4>rx@g)(8TZ%{Zl_s;M^*d6%Tk%r>#^m&3NA9DG)W37Nxn^gVa8{
zOWU@qAyTg_!i>{$=nmuxC&Sg)FUURnpp6bK6ahtdweq)sUW^2Lfdna0Xk;nQ0mbNq
z^ik&a_cC}9d<}!jiRBx}^6i!j1dQ1}B3kb>il9&NHhbc;pfg++&^drH+JNN-T*gzZ
zuScQKe?*~te0tw+CG$J+uSkU@ynj4AZ+7QukdK-iTAc245kw6vnee<*2T3$rmFs5z
z3@07xQaNvlPy&vEpJ+Yji4(PC;rIZiupGZ^M6;c|n75~(yK+(0$K&O+YZZ6Fhb^t@
zlGq<7*rT{AcQNS8=eKNY1<rbW^3KLRn|#W=)wWuo2X0@k3zL{xdq9%~(|1k;aK+^H
z3)|p;IGL4Y8|D(UgPAo}O$Z5b>$WCqSGVZI2m=Y{!57c@7ObQ-wR}LXOY8<XrVZF;
ze+=VfY1{_rg2#n+%!Tg=0=|<$Yj7ICwFY~%gvT3<8<K9o-MuYfG)aB>h2*{!9$}39
zT_^{Fn7Z1+W-X0b8K|pu{KeY+mcOk)x<<wfthLQrKz9ccXpL~p%<KmiUu%os0vNsb
zvbio!2ENeuhp7b4a@fQF#IkJ3Kl3>~ZhH|AZnE;ob2uS2@a*P>kUUh#uQ7Bkx4}DJ
zDPDUp7hT^)D3h=|<mCA<vp_$lhj*G=#@i1nQ95ok0kPA{s?>|JeNv_Y_gp*>liCKi
zg@J;dd96Z*;~}3c6skakhl=(B<n59B{Fb`gLmUKi>w532sX(;~Ejkd|!e;2*>U!T?
zIdIY55fmAZk=7j+?*<oSe0+R>{nL_m^D9lrwBPiuP?8HGr98kOSFX<Ve6-j4=MZ~e
zi`V@hv>+q;`@SP*l3~gk&}Q+=p(hXdS0U&<w(;CGWlf>^QbxMs703-5{YyUnSV4{O
z;AO&81pD4(lrt32T}R_bmdH~J=k29EkHO{sz3r;Pk7a|;l%n0OUyVJTW!_~#y*JDF
zHd?Ibb4|OihIjvvp45Kle!KC<-om_^V2)1jDgrnivd%i2ciwKf)q-Jx2gKNBm?{<l
zII>!0I3Ilz&ph@a4aB#NRR-t7AX<GmB~Zif?9{zV0dlFmg~hTpryJq=%ch=*zMW?J
zKkZTu&v;KEW44X6Evp}dHGt}|B)SXs=_TWHi_f=EnV&XV*?(JmsOy3tC&T3@9*_cH
zsH%ha(H|#;;K*6|Jg7<et^3p|we_O}3%?qshgpe1`;oQt?`4F|(J@jVcau|*;A^^V
ziQOXQMq&l_Yg?M=gU%D(t_%{xL%6|nKzO7j#t<|AwP}7?H9#5YhIrA?-hQI=R56c5
zI9=fk-QM{wn_}AZ^$qA@cr7{Clp4epg22`h4nFzpC<lUzDA*c3CK9xff<{P?^_1<t
z^cY-&+uBtMT2RIKM%+Y)OYTqS#<8MjZk8}Y`Z(tb?Q{TOS?!nVfNEgcBC62va0_ZV
zA2p{YlI;9IBPaoKEkKVTVxX%wN;IiA4CDi$O;UL7@$I=U0+?%a$qj(oQOg}|`@nOo
z?P18Z6gpFxF`7?d0N@NwTbj1_SJaLWvm325I>R5u$7YfH-5i4L-Q@dfXsV}Ro?WQt
z1no!v5LbtVSc~$^Z|lm(HQ9#t=)AA2A8l$GbR)Eh2q7ZmVli_`QBMq3Pq!~NE#wEM
z#g1vLG^3pOEg+ax4}MOrTZsrj(4D>Avlqi!@d>~*3F&0s9c*1EIK=?GwPvjNwYN@J
z&)4rBXVk3PoD<8_XvMfZVAC=g$M&%|=nF>7<tFU6V{ky?C6P}mt&i%&-ly@sxQA-}
z)koumtlZnvkf`w?GQD^|$NK^1vRsqAGqi7Z0R4ErzM%H8^w2HfIjfq!?YW8=f=@K?
z16kr*pOsd&0A9TWWka?VT%qPdp4rE!Q<z%g-4i#oM3#_GqL3aS8wR~RWTEO8Hlewe
zdr8s)$+156dw<`RxwRGV)GG=p@45%3`BE$G?^oN``ge$(DR#f;?nArhc%!N@+_%d0
zFM{2poIbQ?!bLRowXkjstk`-~fee@jPkyX-p?SvoD|fw!VQd{hMXo>-NLDYMB&_QK
zQ?R6VS=;*2`DAn^g5Zqb^z`)6JoSPT9C>2j32ta*(C6o2>-V@)6$4h0?EiRsxh+!G
zxoruptjQx8hc>uN_JK&=r=D)=^N9|gx^Ez=8`U@O@%de?pp$e@rloif&Epl=wHuR8
z7_F+_9<qx2pLGq_n@~ZFFgeUztv^!%1o`ol{z^KBahpDt<$TxIelSZ!peEq$;DDyX
zN6Xa@m#XB0px$wxozGa&a#9D6<O-%&4~4OmO(ifDhLc>~U{740amiHpPPaFPV#&Kl
zK9jA{rYH3FyWch1GY+e+x_I?uj7=rdagAjy!S%GA>tps-)NdGLYGG-h`M76T3QP+^
zfO><|)qgGPrwL&IxoSrmt^&k9Iy$TVAZ^*S-*zd@4fOJ0=Fqvy-{w*rs4G*SEXQdo
zuM9`n2nb1s$!tMrjy>@PF#O*pYxK{W<V_Oz)9LQ?tuL_8CbVlg43!RV8=c(t79?<e
z=h2{4fV5UrdE3jnr*Tx?svVw!w#+_}lKIg8bME}C#j&<mWN+rt109XY=JYwb)pwka
zwVutDeB2i?-T`gl6g%}jeH(Cgq>T>^dNYX1cX8R*=9^6uR{831)26Ft-BWD(=7m##
z$IH!vkMh@y1~cuTz{A_^UkEb;)gPFNp!ojKkP9!N2c_`A`4UEO;hx3c9;Cl4&3^HA
z`hSQzuPtS<APT<{Ib0G1M2UhTcajAK1tdNFY<gy`S*vIMZUZ9WoH|vzzRhvWGLc9E
zZwQd}^{2FITIu_0>oV1}vtJe9MskH}mT%s0bKwhOyLZ4+J}MNb-#Y@)s>6juUKrKv
zS)=V!72(1k{C@lz%WHR!yAiH5qMA6+&0eTV8lT?VA>@l=alBUEa_;rbgj5%g_}K12
z%;W&Z=OXSq8r_$Tr{-qXCov`VdmKT4Amfr1?xhZznf>c54(xT{QRR~JKz%{fWdU9D
zR@Dy+wylVhoIz6ly`p8KYpdo7;+JFH=rR2Upqd=f-~U0&qJsJuKCpzp_vaM@AR!*v
zeGEy=_0hm7Z7tKg-(gk`1b@0acjvF8^@m~vc-%7lzS8*i>phF8=KVr9x8c6qUBWuE
zTpBlKPgeiLSjykhpV58y<)EZ<#`pH&_Sk!K9@GdX?rT5EL-6_ioNoh{)Q@UR-+*in
z)hwK(H&ZeG_>0FZMDF|NY9fnopX_IeCE$5tjKG4|o|J+Wukf*zE#KI^o_gf|0P$kF
zTaHmgZl7>~<=;1lV0s9GETJ#3H|J3GDBe0hsv@fO=LpB;hOZjM5XbBj?^CaA03|+C
zXY-}dG5PuK_rUpMu*9bX3bBZ|5Ds_8{Ps$2pbft3{XNGwY7Po4Jr3?yN^H1_0e+|w
zNpTD$*1{C>bY_?P8(Q${58^MZ4X#Bds>X^3P{k(`{A*SkVTu=Piw0#I%i{En9m@J}
zQcRz`+s28Ku~2p_xo1%kR@;=YHX}S}VuP+YNj(e|o8-wUWlhViBr$ZvTup(y$)6lq
zFs;UrDN7Q6TZX0)lLtEWn{<2l+CDhb)>E(xOo$`?5dX$-uJ~+}vg|8$li+#uq~SL-
z^f$J;kDQ}^Ho#4%sV2q<y+~+;CA9g6X7W?!ARQoMLf~03`>fgC;*eytS2eN3C~Epi
z%tp`k+pl=Yb=y{)F5j_ehfu%!1SvjT_U<>&w#)mgu3{%nPV`+TxbaPYT#Bl4*fvz4
z#_s;5@(bYaE}IhO*UNP4BaF}ls`~JzjGlz&#u(KeGIH_x@*R(85%zOu_83Kfdn;qL
zC7M12;e-Ab;XSmboN~zSr9b42@TMqTs?L>6fWe`LJ#JQ>s#HLRnKvC{9r^4NP>#JS
zFdSMQD|oNqYO^97Kn+gWq}m}hir*<Z9Tts738(w9@heRsarF7{5{CE)`1sfv7dD6p
z(xNcXjzP<gA=|BaCE~2;hj<eco`v{#e|6cE=x+kY#hsLQaqk?-WF@*#ZyN6vEM6dz
zr}oM%+mr*Zs&GK{7AT8YVn4gLF>-D4X)~|66xXq!ZZPR<m&3`#SQGh(mWVy))1q2&
z#yIsg--zJ&zPMzK5xkdRCN54N`PNEYG9k<3!zk<M;r856x);vj3_FN|h`bg(9_WpR
zGT+O8=$@v68#4N`IV{un_{DW*cWI|sS?~Ylij-CoF7sh+*y{aEa_Nu@`E5w7-++>t
zV#Q{x!?eq!SOhe3_KtA3Xiq9&v_iWF0-x;hr`-K9Bk)U)|D65W{YynX#zH%H%3XP6
z*_>SNt)IaAuG#|!68QRq8|O@k7MZB(p>|X&ETgIH2LMpzJtSd+Mmzgm$0s?)>)8Mx
z&XY^9MHnXcn9EJNC1q@@;q#THXyKbfRy>(ZG5Y&{4iPdcb>6SK$vcpLp3<+p!-}g>
z>51y`34$7CsFp}5>`$HVZknG?xS80dNm-`p=ppKzRm)f90A-)dtfSR2#|i0U)doRK
z07UIl+}}Y}&$dyOaeQ?EO&;@K{}4FM!TBM4_xYV!Yzl66lRc)}sq0q@lr*1^UA20v
zC2=AhdVP=#i`qeaJy*poVz01kC$jWLfiN8?wQxig@)6)Gt?+ko3-=2?qkY>)M2!z;
znc4Qa#CSN;*CP`SI^P-QaB%M!ivV&xp}&~fd4oO>ZN;p8RZfA~Q1SDESzmjonBHaZ
zEn1oZTpCGO^+K@1n~&R}lkN;&(mh*)M}k2d8<<+DBH9GBH7=Ta5DW**23iLlp74I^
zbl3c7-6O9rOa->FENAW<v`6(N7J|J9VgQwTY~ABS2s_1-H~+a7wwKtEu~xkdQUcd%
z=ztyRND^6n(MaU#u0cE<kNemmeF<JUrE09FQoW)!zujO5C?$j_P2(Pu7Z24|wov`V
z$q@0$cy`xEK*4%AEm#M*XO7J<k_I9A1Cioa({&JFv)-4e`lBzbq+>%(`3o<LT>Mna
zd4oP#bxP>rb+fbg`h{4YNL1iOWdGmrqgMzkZTNbv)j>DpV>=(JcWPfWy9DI}Ej(z}
z4*~$`<*HXf@E9U-0y`^A7!zht0{5X}(65&lB6nGTK4-YI&()f&_b^!~*b#?PVw4E~
z$Pxk4K7;R7h!tbJgxTW~`tsE{#jA(pX>n}=xl!uRD`3V;hK_|x(O*=LKiC{ix1SBX
z$kckBHn;>~8{vf+-sX4CTB;xRtLn6mkK+PVw)U=mQDh5|nzu)To8icZI<6d~*NFsI
z@HFV*iem;NRiy=|@M~6hT04L&lt}0LvHtq`a2FZhpmS}%!3{Je!Ysg?L_xU?kdaWI
zk7_;#)P;Okyw9=$F8<TIw;zu_ni+A@Lcabs7zl~q9zAIN8+P*A*G{0!KYu-7Os>{m
z7wUoZp!R^N1KF4>vTHv<m4G)eOPz*2M{;1lsTGYi54*MA*qa5QymOPL#CZ>PiRnZ3
z@O|aJQbs(|eP6**Pw3loj}>k6sb&vWQ-0hWfm`hhOe`k_F1(n^phjX4L}@j;H}MbE
za8%J85y%VIxD~zgBhu(<ma@4zNNM1>;#nfC*atSDG*Y>qCCu*WgV^6XpFHJh+HKj|
zHE(wjddkpsI&VXdb(nZ|S+(wf*KG&)NLVIXbcF;mxZ&3;==h4V8K7;4r(cF-<<blD
z<IWn8Kd>v0ulWQA_6LP#%-2=Lg%_90y?o3=E8U4xB70#;zomINCjGn~A8vtGD%P(W
zex`WdvduJ0PODcS7@>sh`%CWp@i`EuC|Tt_LJAaX+bx0|{Qw%zuEvqE<g>b?eH9qU
zv&U1re?h|#R~<bd_8T3C*vJ|lBh}EO4?xc;5>cs;04lIA>{+;GCD*`EF5E_46Y}@5
z$E-MCWR`E5A51+i7a8mmW${u6Rd>9DO8NF>(1#`T<o)!WOPmcE9W&3-Za+5&GGzhc
z(QW=#V`lWtS*^}rA-(q;sHcWYFvga#Rtf8Q;gf(qo1`!0OkWNL3|98AcndycvQ1x9
zSQXtMb#$NBO3n>B`a54m5qmEPaX;MY_^AWfGzUPR+35K0qU?3xqkXuL&dI$ET6i#@
zumY3Y;1&}E*nb81=^p=OMl;6kh&H`9c&e9zNL|oS?sGqppbM?6a&%Ff!wab9#1jWF
z!S=R5SCl25CCX#IUPRmx1kffvk>O>*ps-Pn_(c05v70$kOt{bojVy`55k($)`-mrN
zWGWQ>u_ocZpI>T@4szQkg*h;L4|%3m!Es;pKfF$g2upal`d}Q)#a0qwpC<w?Rnla`
z(n)sCmT=%rAx*El>`SZITaS(+g06LE9LS!H=<_*-y=0H(sBba7Iz;H&FE{Hmklncm
zvSqvPcA6>b)+s&<KENP;h+_z1XnrD4x)vYD({knSh9x;4L$YfL$ilX^?~fs@V+$r|
zc>hf*bY*5{g1O@Yv3qNa_u25Y9<0cHp@@FGy<z$~J}4|9RW_HOi%=Y9cwZ-)5*?)E
zJ#Lc44t;XY9_NR8JkaRWm_acD@0R3Y=0d6|RM!N%+sI0f=p8irK6CQ)lsfRYnvCsK
zDfC&o!iApgmq&apB-qNM899MFBH!*d5GJ9Bq+dYey0x2YiU7ziQrx{Ej+ZqS!uF?9
zBaiS=Had0_X~o*C%hU3(a4;w@!7vxD?)j5Xoc!+g>^E3e{d$XMvw|O|Q<{ahb%*N&
zcsET@EuwEZn!6QMo#Uymkpa)E^JFUrgoG2f91n(313K(pHGg@n%ObfwLy{9d52Y!_
zo2m}UYn&V?!AOe+&9W=$zJ}N1uaR7u)TgZ`h=XIS*GQ-FvLpi1sB4kR?E?0T0```K
z#~doulSFHhjB#3n_r_cX?*xu=5<8q60kvMe>K^a%o)Q2pKZUP%cEh3lZfx7V&)7k%
zaAIy2;!B-TFRAe1f3#JSaeRU_yRR&v=-ab0&5=*`GY(E%&TL;+jGeGfvvPt-OpAF_
z{-ilB&$0luro<XlvVm9znwx~rv7t^mu4~O_d}m5-Z~f#`lv}@nx3|736#B;jz_x?B
zhZlEPY0g`{A(hN<{`kh*;?wi3L7s}Lmn!G-J`9fK8~_f&Q{PIR+7{5rB}-A?+o#c!
zU3Dlf-AaQW{BuI&l!W~AC>-b8t<XY)8_<Yz=>5vFf{!3^rRuK3^Gi|Rn-E=p2`~{Q
ze|iNz)=CGpSQK1f?tWX^uf74m%YR7%2N`h*-=W#RQ9X5iU?#kU3*m~w-GDTAyV`Wa
zq|dP!xv2U}j7+&X5L9-4=k_h|!Xtd;S;7k*)zDs^8@TfC+cH;|JNCdt<P&83)un{~
z)dim*rQox%APtPibR?jkiImJJ@M$^_I!bogu{bh)7tCE0l3YHo<eM;OcwRQw0gz5S
zcvL6&n2gRork6d(HWq|&SL<+KAnmR>K7{+;$W}&mzsDo<2!GrIJq6Dfr?SA*N0;oA
z8`opj9%VE^akms4ESU`6_VeD@ijNLl&EpvzvtV@CIGF0P%={KgU&x}&t!m|)<!bg(
zA&HxxvnKv25CeMpN`HV@8!(Z5zhDo~DAoCIACJ-%ZAFi@Ll7XJUdU%apV}rY6#~Yy
zu$aE__?y9M^jl6WxkJ3P<`pO-sou3mW(!%?62(po(iq_`rJj;Ycjr0N>EpwFHVfgQ
z>H|Dr-biey_a527jh>&-hvV&1?)TC$#bu!5_~Mha^Rm8`&vUC8_<uw8a+XT%?wldc
z(tg7UNEsIrrgx%e=!|wfD@`skbXqvkW+KFj9{eO@5USW%op(ieR#JOgI^W-nW9>e{
zdFaEJbtulH<cUkmMF>UW%<%i;w7OEwEjKA+qY>ql@NKSTBAT++YFr!w2Qi=}`T0EN
z0n?r}Ui3iwiX{+Ovn4Oprfl|%hFV+>CdmIVSNLk{xWK&ohj?q{;C=xEDL5dI0tbr>
zB#)9MC<#fX{b8R?XXJdn7^Py<+;6*&0XIrqm|6*+fkVq}9Q=us%oLYPrZy`Qs%P|{
z&j&3qOx`rJb{zY9+)vF@+D0!b5ZL79t`gN^6oNCkgD*r07bk4{2_xNL$TNv`qb#35
zv^o0?AFDOFG*Di1;T(%>{`B1+{Hj<FE~cLr9aEE+(4WPA66p0Qp6HQ9dy&fQ(b_57
zho$)}M*9tb3iNCuCd*npD78G7>|tdG74sgbW|s^Czv#7@Kfl=Ighf;Ygnah-TThdZ
zD{ADD{T@yzF8(rJ<U!L+4o)kLDEBhm$^?6aZopT*)Db73J@qNeFYvR!y?^}?$gRuD
zU0m~W&fN}dDg|@Dj1Kp;RDl+`0CU@X>B7~6&r&rES7Ddp=Ns3;3At|kaS!3j5Mr?}
zJE#ZlNz{+<`C+P;n`g8%<x%%4XDJ>;0USsJW5cSFru2Q0)WwQe6lS-WboY?bztrXS
zot};-188!Y@sQ=Z-JX~)(6Wnv1|zU90dqM9)1(59pnY+XBm2>iW-;xja+GU$)7$#3
zM@LzA0B611Cx+iW!qjt~VUiROj;9%bu)J<`e`SBwDW=o-5JcbcFy{MgqQzpk;+3u2
z9d6Y0WHbr@6@E*=O8`w^SB{~of9bjH&Oc^!mn*KTekC8a4-XTWO?f)nzZmI5(nC2=
zK{IiKMhty>=<)MN__%##0s3vONq_kD8PZNN?VsC`94KA;R4I?mn3GR9cQ#jDT!ydV
zGtARks$)#idf+cVKe)aLq$M|H1Yae|^UD6Fb*W~AG>C*o8}0?0(UvsY<I4%hPRmAJ
zry4me2=5#f{hvXGdp+c*R~NnZv-LZki6)1VxGm9#1cl8)zsA#_L#@F6=`C3T9tgh&
zW5xv8el#Dh8*pqTPD6XMjxMHO`A!#aF&TWM9G=vwQ)jE=owKb~n%dk(X}#G^P+duY
zO5`O^C88Xis519cREoE?)L+|^vy`jcWNePkTnTQ{r>9#m4(mmzpGq?4`7idhN*k_6
zopm6O7952*6tV?1po)P8`LN^Jhz|Pv1k|Mi=Sgb-cMDBp+q$>!9^UJ=5+~aLi|D3O
zuzsyV7G|@?Jcrzgyrb^I-k^y@Rn<ERu5QVsjI*Pq&x1)XW1wXacH_(!(xUBat#ZB`
zqIa&rn2+1u!orL!E3|69U#_NdE%fT-VbXxtV%z;`t+GeU+ijdf$p^KGOCkGR`ADNK
zHS)0bS&7%{lr_iDvG}LbV=Jwq)9<1kP3q-{JuYzGEF~c(<J>9LI<6!tCtyb0Y4o-A
zdB1bA;Va%<E~t^uv*HY-HBxfRAi#0EO&5gvHspfW(&L&uX2ETszDJVk?FBw`lh={^
zpj>jYtvm_^^x`uivtkb56ilDa>GH=DQJee@n_Y!tp$_M=*L6P-aaZiaGOz5%OYRlJ
zy|4D>xI(fo1d$|$qGzk_5TT*{3O-=+k(dpme4Ms7f3{<abxUxjHk*U6c69Gw{t_=S
zR{&o`<@egO<v3U1ZaM>iR$mD3%AhY-KVWN0sKT(qV(RZ<UjRC2R$}k6^4w?PiUpJz
z>T0M6%-sJtdLOy&R!eB4l{taUZS{;BPFv9%NeH973iPYG-?WCYlkw5RU||u*pY=r;
zBBKBQcB91Q_M=tk1kq53l(Yes>`sNRB?h0Ss&sa7VCkz~#?yz88MqR32a<|K>8;Ca
zh?k7g%elj#srO&ubbFBe^6ng4%<Ihql2=%)=EEvMs9XpXdBdFe8{wdOVgtS~KdBbI
zFqhTr#Bcp=1nB?jqVyggvOq^?pSI8WBQ7}i$ClFau5Vv>akYFWfh!T7*OAi%G8GIL
z@Opw^V>`~t(sWSPI%WnMPHj6cJl)vnwK)v?U5UPH^;Rms=dlQloMGYemkF)rj}v(w
zAOc1%9j^jB!5lxK6P+(*v^b9VgDTabQ&;g-QKeN!I>!sVD4+Z_y?*FNacZ9PnCw^0
zX?)|@?~~x9bP+g|2v?^9W><Vj1EhsA0CZ~kMP%^ke)Lcsi$)mP$b~wt`=awj=;_|E
zrCA<reUOiUn*y%5*4P&>knq302H78C<2pU*kAYTM2k_zYjLB>fjgW};d-KW4)tB|l
zEcN1BezzT}=6U{1iA*lV7>pWh=HSApEauP1rcGD?hL3fyKYPrZvJyx9$oK#w0usX0
z*UJ*_8=9tJ>XIKr4XQe0ZJ2v_i+<kra|}>{-STxgI=)Mnmt)%Y&m~RE=W9RJn!3GY
zKr%UkMRn*cN!@cFN!BeI+g<a&-Yn$~qc|-H=`|<csbMnR5Z-ZRet+};zEK@t(foc$
z6Z83z2L|%N{dT+(QwZtA-bxC71MgLbfrjS<o|)e>K!f|q#t&5Pae%&*HAY@+%3~-3
z7ZTs}L_PZ3w$!x_og`id(INSR&?~%Bjn!`;gc}b7ePwQ{8qOB|`nX+*aob3f{}Fs8
z5;gL6UTSBGLzlzelOva%Q=o0TemtHk{%r3ZT|lCz-E${>TT@>WKY1mU`@|#XKqB)C
zxQF;-fMfUV2fD1{rXEpC!CPOZ?#a;&$oK4W+N_`FZO?C)iqIe#&o`{zOW30uG<*A@
zX=r62N2Ol-WlQYKXcC5Ldx)WR$J<~e&{yL3TA|sy-GB1yJ9HIsOmAE&zM^h>BkTTG
za~t$~Wa)eK0dtV(_QSaKmOBHqtLp20fA`EyWao-rp5Ip6mv;}citM~yZ8%<U$^BP%
z`GSaPKjgj}hZFsJ^|lTT_fd~R;)baa=sLnbyPe$U3n&#FV0-JRYbMopH+*W-C2;(f
zYI9IycMlsK$2BMxMb`#<V}g?F`zqZ+lj$22FXobfR$X+Zfh8(mZhnc_%g@eV%aNN0
zaZm#6h#Qn3Xx8injg6Ln!aTTksITt}-?q722dfo&V)jqYld{1lR`);!9+#I9`B{^+
zEtt~u8V;7o1S+JTID2~9&<b7^15ztVo^*H}yz8X^<NfxNd`RO=7;m|`9zOKYTyi1u
z8*dLU(;aw>bl$;<@K<N=y@}7xE^di2^d7pr=C8#km&S><Pb^r<x&G<rm9>8D%0U?h
z7Vm`*L>%Nhz~g5{3ZhGgRr}}T$P=CVJdJqay&kW2M8l_!c%{D^Qwx{3hh{Ig<q)s!
zw?i8D#Y#d`qEw4eIh7gC;s^WF6BLtx4?bOQ2IBeeysr;)M`~-R{kf$*Y664A!W2a@
zGO4iWN^W2*GOJ0<VTO2$p<d^L%=pJc`YeP2zTx}Fo<u7*_IVON2xx-u)ma_)<x$gV
zt@mMOs#5B?1GK-}DTVFTXa;uI53}^sAhw~<PvyMJgI+ZIGJ7i_fB4&&eB6=JZ!~Hn
z<1VhtT@*#0<#!Ku*~&${<{1yklQGfKnbZwUvwy=fSIs;RH01Nc1y|xG#2f>BlhoaX
zNO9nNtCG@D$mbvzNTbfjKL3tqG&4uzYvI7y03%~Y{!^Rl4&O;uAS}c`MQb!om^wiz
zX8sFfHWomG;r?9dpjIt=QG^4vl4ny)Qy6pMX{bhng@{7Fn6la3kG%~&mYr)(tC6N`
zJ)&O(1Wsz8k1O>*iv=boRA|spxA(){&t=z~nY>$h;>5vYuYpN<4%Gm*!#8JF7W)^y
zoambqEXfig5R+zfIxy%+pL;*#I(%ohT47cIN$B}HT?rNhQB;W2BsiY;A?)T1*0+X4
zcI-P@ywMyiss-Ywz}q4^?H4}4JZ9nq5kH&z0*B)FY1g`|C&jfZ392Kicu8jano~WZ
z?K5Eu0#e3EM0nAqG6B5I(eVSll+Gu|>7KN-yk8<HZee4<HSVh~9mzrbV?*PpKFfs_
zCKrN(@vK!bR=I3&JL;l~8VpT4rbORmh9lnD7{fNfOm`Kw_Lbf44sBci%C;AD@m>YT
zu$lgFygCQ;yNBE+L%4dg-XQ?Df0mvgZp0BWWRw3EoPm3T0X~iT1HL8JkF^3AK&YNx
zd617e?JQS^mMPau7oBep^ZNCygPg*4<cm(rYJmSxGma_xHRO-I%Aaz-nGR3mxuwP<
zz3%ZGYt%5c@Id2|kP}39JSEXhT2WX)xpDjIQd0VTYwej#GGfZ$NH7>6HCL)+BKyjM
z?s}2>0Fh+(X0RGrZ0wp9#1v=VL9^535(FU>Q@>~c+=TnBrnu*?>sYFNct|CCd5NDR
zZ_^!(4kH;vd|b*JIn<wR{INIt^&a5e(~IGO{xavKgzd)BblxZ>6;uN5rwnHNv@It3
zJ#}S)^29|1RFqB>eOB1bMfOiL%WoQ@^YWq!_i^;=O}evaX1I}9<^{ajVXU6n!U(fB
zOaIoFQ+x`FGY7<m-~>njJLXF7vPz63`F2z@<fx%Xf!^Y=6>=O{>rN2+(zyZ8KwIxA
zZqXkKoKBb6x&}_9y(D|SWAQA*IQc;6x%)hJu-J>vXGKW5D8Ft;i*J3TA~4<KfA-CV
z>%_=E2J2mbrM2JaTrA05Lmbk+#hM}FZsi1rH=joB<C$^3O*~*QtXiMX1Db?udB>+2
zI`vYE>&PtMW49h$6-oFy0!e#b1-GE-U;akKr?G0b%Z21*s`=vhEj${kq4yr#L6e2Y
z>w4okV$*R~Ym1JWU4(3}mG~Oqf}hifE~mYBLVHkvjXq~XS{@dxbs*Xxi!6urOab1`
zlanhn2uPMIS@r~lr*oGqtQCUp4BX+R;lF(F@b@9iu_kE~^bY+yI36;|Pq`h=Z^!r~
zUwjJeOS9+o5>YywOs>waI6T!K|Juh2))M3!2RWY<7t1Co)4o?F=KQ;5>=9Kp|Fy=|
zX@8=L?i#Sgrc2Fw3hjs+#A8bP-8U%ec~xb&v(sUsi0k(?lhs-$QMCRb(<|itxZZ|O
zk*48wCLe@rq~}0M1_#DSwm{KBKqOc(frY__l(aM8;8h1PFBE<Z%65N-9;jk?nW47#
zyw$;8%axhTMmzbDFh~jf_?4jRPbT0Ddp@SKvz=KriZ>S@%wyCPe${v1D$Lk!36S3K
z!O=W}Hb48-^9j&)9S3LDnuprJx+6Io7xcH<B<!pr*mut2Vc_M>_`Ag*&4kwIb+nCr
z<GzQa-8{Cwto3uU9(>$3K3EX!KCUkNq$fWQ5Fk0{*E?TP2zo<*?#5>Rqg!=`KLS2q
zq0*RyxeSR4%0v|(stNd9eC)Z8QWvE<Rw$uS;Z@^8-ie-TEWWj_>2%<uZ#?WUmwkDw
zVa^44`ZH1MgX37Xxh-etDVg@FQLT{Vt#ijUYV|IbBB?;{XGF=<RFY+SW^bfh++m~g
zyBFgPO(D8rqSz~+sy)UZ1Ig*;TnS=4Vu6uryk$vmE*#qA0W{BL6OnDNm+a{@o^Zcv
z+vz^T`btxMP|PJC*fIH2KzO?M{HeG2vQ4+a1@Mf6R-)REQ*`3mGXRO#TdWZGUz%z)
zK*s0m>nk#YjjQdZPRhNGb*XH%D+f2r?=Crz1K8B~&*bwk;+ot`quQw*A(^)LnKV=2
zAPYW?V*sSBc;*dwU*Q$Z;^<GqZeSPuQEn_fcy={1>IK~8Fw1TiP}-ue=keU`KMEz>
zYnm=E<U<n)b9OtjU_W9r^7<%#)b1}Wi~P&&6Asn{`}M%dugRIy6dYwz*^i$2e$3r-
zez3&(qHWeY=FnZ`uaiFTEL1)**X=PScSV3Da|^ya*IXgwxo1)^T-#Gj`Q#7_@JTjC
zvb)gr<8|j7B53PiUz{S-qcsQktpSlUvn^kTwD37X+;J{JK1B`wqhRweY5W-0?e@X1
zLsmRsa2gL#M^4uBYqV3ZU$VcNLP%P~)in5vbzn+$B0ZA`um;k;Y8E8>l`2`HT!_fp
z@1Kjvunr41Q`*p;z8CvFdEm7yWn8o;(KK9^%bIK62HVW<j$ratDX7;wsa*um8ucW#
z@bIAH6pZ>~eb;$W38y@Lp9k@rLadJk*KhojO7nMQ08YXqA8z+%@ra@NK4r692NhV*
zXMH(-^vF}3?xKU+_&XUDN3O8ku^%><#!<gDdMw4+`KG+kMmH)u^GTbROW|rWylFKv
z<+T&h#ltxSKYd{twQ;v4iPNK-qH-}G(Dl4Q5rxTHCbvYx1*;iK!6Ac-?oZ|39Chp3
zZVnxQ<2ULMQ=_j1i0-IeU)}xS>M5k|jJ8@La~tmf)eD@uiYQ=Rr%P5Eb7et70sl|J
zwsZo{?CilZ)Cg7}Dn_RT&VVL`Oqhha<;Q`!oB@gg0|(`Gzk`2SiRRn7vxwZ+FZ*JN
z$dVM4ybZlRaJ2Gw56pCRO0Pi??GhZYj<}L|qyM3q_buPYlUev=c@SJn)Y1mJd&KOr
zEUmO0;(hLgQ<HEW9)3#)mrH8@B%bO=yep1;`ulwF!#P9L;_W+wwpJI}eI;fNt=eqc
z?`&4b@3B~k-_wYU0G)<Zl};YIhm4uLCEfgj1(2ldX@EK*Ebx-w;?3*FtKH_WLu7tA
zIKDtRTsb#-I=+zXLl>7QezhLjCxU;qImCy*OM=QGkzRYm7uXVhF2ub29M?VXp?p?g
z$#}U!InDFib9+<P+;99mOYSr$+P%BLTIiD{>g}~jgxxVJd=RS=WuJKuX2Y{ic1i$K
z1sswCsjG@g2z?-a*J2Uo^0XHAJ`TTfw?*t&v6(zLLq`XU!{q*(VObLFD|lwDd%#Ew
zZIxE_ic|;)nXPo<2CHxcD<yhhuEvpZ5U48C8HQ5k$;u%;yUymoOBiLe9y}Qgh`ZPY
z*#X(3hrm4UQ)Wh(x`D~%dffz=jsffPJ1oH)qLc*$LD)FMlO%LmMn*3F>Z0r^(GS?J
z2<iG&H1kD%3>Y{J6f}&2-Jm=>uZVV{ySuj`Mm@~+K#cpXlIC9AJawe3dkM#;kJ5-d
zgc-{1-xo!S&SL)N)33hxSMaeif~lvkp?YxM84u5#Kf=cm6j5egLhw<z{rd=CL=E7!
zQ@_C8I?QN@U_*MeuTh%@pEbq>rQt@#|MOqu>IrISe&Lyl%f2%B>VAXis|pXQ`wVOM
z>LvOs<LbxB*QAtjiFy#f7tEj9x4(-Yw7*pbMcZTv$8fxg{G-Ll&>LTdT2m8g`?eU+
zWJ*t3pYiav{vcnoJkK%ebH!nZ@#HN6LonW@`5+wTZ$b;LllWn2tSyK7p>ieK$JF$G
zlpfbIw&c(j;+QGza~Yq1oe@D`<vPYISdY?oS!WySshjlY3rM{WuQ-&x^$H4Sb-33~
z*>~&CK>eOClm*yd4~OG#@GihNv-TOsp4JPdM&c84P$MOV?noG3)CHEX?Wn$szIIeB
z_T$kt6tDzzkA4emYHeYtp5IBxpwI-$>0wVOxym(MbK+yTPM!XiW&~5iapuEtO`JTs
zf_%O*zwS+MNNtU0A75?4yWsKJYaF$-<knVB5VY)T$w8(`mu4xySD;_9muzhL25a42
zbv|=h-2)!A(cVyEG<A%S=9mr3IsVB87*1rW9bV6iI6F0i?H?D&YPJfXaZp0=_uaOx
z(~AOM@{y7k#e88kq(KFtN%^3%#=)JZ!b4n}fn^C!@8vIXmvs-LwznbJM}-7})qMaz
z(+~*a7meNjx9=rjMh;LM#Cdo(+kwEO$J)-Sgm5?fUSuIKmC@HuI`Qew0+INb_VGrZ
z`vmvRyZy>D{gpg2m)u`NX0QO`FYj=v`SjUaFCHO(VqP~sPtjm&==4wod+d-v-RRz*
zIV-idB+CmijK4o4ZqUX#yJt@aDB`lJ^_jaM))7Hq?$VPN-=#aOoga<Pc)Hf9lYZf9
z86e7gSZi$HO6%9qq{w4)7z7+kTJmNgZ)}mUnCG8wx_^VmcSJW*)KvQ+`CG!Kua{kB
zGJt^B0~Q?z?x1`O^Lr3}gHjOqrtlu^(d~)odg@i(+X-nh!ANR5bCM%(>sPk8R@xqG
zUt>LHJjUt%bA4!(Ko|X~COqjaC%9;$Vl_7IL$(KCYrh8-hPyIs-Bp8nGPj~aUpyhd
zwR_XzNtF9(<)Rc$H`P8Y6T9mK%1=sJ-#fuNa57c^0=lz7h~>m2;0<)#*YCQY%s-TL
zb~>i+lkb2JS#y;}HbV1Uma3Eyz@4K<Fx4*$kRROQ$wG2;PKh%3qV$63xw7}^ovz|v
z@|#)e^ls6l?8)hrJtPcLnupA)2Js)82|a1>Rrf`5{)hDTExKLmuYdxN&bZ0}jM`gy
z!E1q_TgTB^x|>}1I*uNEoZRUBzH@5!3T_VU3SQUkgMF08>q6>Ti{8r9y5euV7C*We
z@KZp%!{1*A^`CCNr}P_ox+i_VS$<`Vp21f;!0h>&?ziW5kXaB6E>k(%qhB4p?v9n<
z4ID>U`|Mvp$fuMosd6~OH1k7vtUNrT;kN99i=wFC^)4Cqk!9IkFrxjQ2yC@)bz9mJ
zm*4XQf&1GUBuN{PSpKp&W14wWVfYJotVBjQUQ6@7sayXzC1_Tp<$+32A`5@$aI#~D
zJC<k3@4t|`lrGDED;y}9Bfi(yQVX!h!C&2P4IOPCM%EeqtSU)48cATt5S;g<zAS3S
zQ$F?4IN_MV1yV&7_2r)2<dL6OLjU9sLj|h1X}4CnyalNIu#-H?iYYsA<QRNROMueY
z9rDAu#eLYHFIYWeo7Z7-$l&#t%a(6oU{o#^c2oNM8RbgDSRM_IF%dl~zz(>*J}`T4
zm>PanBFmUd(?ahb`7dT&zH0QIZB(sY<MH`!uTZ!_S&W>7j8Gms^E@}5t@&ph@sCeK
z9A}X0<w8#lQWP27;i*lUC^Qd1)l1a<59;P(0R*wx0~{~R>QayVY`JSxH`qUi?%*PA
z_Ip6UBg_6jH{?KpD&{THWqFBzHKpcr)Ts}Z2Bu*^m5_74EglPlrKl0LgsDzYCc{>W
z0o{CiKaloOn%DM2N3^Q!?h_;(<SMTpV$@Vt>!3b&?$+c`^eWsC(%=oUr22PIPi{^a
z=txz;+{ds=c~tz@@4??N*j~9feFJ5thoyeIGmn#Q!zP<hZ;F1^R*t8!zMrmR3d+X|
z96W2jq{=skZE4;T&|9YDZ8r)Zk1?cerWCo<+fw7^zR%6kqOIxK@tgNB{!R$(z?%q~
znLtAnBy#)cl?!OUqlrX4@yWN^NFDAn;>tQF2^bh;%ELAbt*JrB&gv0G`;ytew7-0%
zg#Hd<eGONLC?VGm$?R9^8E8QK(?0zx_!IjFtl*h(Uu6_8KnUXRs5IGFzXr#7sHmC@
z;MVtLok_J6)g7hhw3!_<G|X=kOE^emSi6Du>16Bq0R7C!an0rZ>GtLB?-@%;FY>%6
zPN22AA{=QuWno`Q2I#vFPzqt~)7p!uj&}^+GWgf&Kwf@R2OZeQ!-0Yb@Je`0L0sA#
z+oEoW1>bta0g8Lt@8iN#*(9vt)Wmm5axn+v%z&8usp!0+jSa*r6MY(gnG|FDcOAFX
z?cig&<^kVFm-^kF?J1cpcyTUlKi)pzvaG4o3%9X$z0&nj5<7)tk^-15I9GECIt%TQ
zc?$Cj1^ZmV_k~1P!0&K9?`o&Ig0OUIzP<H}Gr3%(efgq(;F6^HW3j=3FW8oF<<z`>
zPNR2*pCE~fHD2V@^VU?>&$r}@C4bs5@_{lg4=m7*g1O$p59*t7fU@8E;BAn%1NgnL
zkC!@57u_P!Sf@_tklz=68qFV$<0v3!`us9at~Ux*4T|s+wB%8?VN2>1T2LA6nIykt
z$}xy(<&9x`|B@XNFi4uQe4vdA?%LO)54B%VjZT9!)&!>yY(9KW^qHt1KwdE7e&%BE
zY?zeJpZ6g*o=8(v-~?>1^>B2u`0(Du2g>Zf^*4t3ot%pdqDyQ>h=Z(tc`EF?{d)4v
zqCF;;0>P4;%p8bfEOY8$WqvRUSmcZg?>$dWcjfWU4h{xPrm$%r%Cs7J@EV;&I25)p
z)hXz}_4Wn)Glcy&T&J9NdLDis9VX1rWMxi?^_nhl+OlIeaBFs-Zv$gM3Si$b{-gZ;
zBjUG=C0d5x(wQEve^<;L-Dzc78--mwNs%k<i2azQxtzbc^sos9z1#4T059x96@q&0
zovY711b{pk2a6$z>4E%AePT@0*U9nXhpYDd$tp1~%IWW{4*<o%RI>JL!(wDU4~qEP
z9LLa52^A^qm+lq9OVc8&1`MEGrJpfNG8inXyvHbJMK&?(3pS*rk9AB>0GTmx>$_$H
zJyLWAH=Qu(9$e?SZk}k{uA9<AXM=>#1-EKu)||gz*nAPdhy`zuM)&iFyz0QR-1X+f
z;nnml#gGtPZ{Yq00U98?=fp-|0ng!fud9`;)6pv4`7^EUb2t%5&Y<cGbtDpbfw_kX
zwT>Q?6Ft5cu`$l%v#9&~wm)Gjf9}2xQ$KM0W$~oIYjB6BJZorKf3MOC4(}*H4nUp|
z^~m|h(E8K2$9uJ-^LSJ)I*17W5z+L`J2wE{r5XC8(C18}-B!OU@Qw!BTs73Z2lxnm
zgnhVQ%((QTI=Y_u8#^`ly!)q5X!1C5+H~jLnscC%Q+~m?@ghWaas`!&i1;AKE;LoO
ztmxwq*iF68`SQKTc_xN)V)}vcrMGCdUe#BQ>%S=R<vhGc3=b>oH1yvP3WbEW-u!DH
zD-TX_EI|&3U8?k~9SIsYQoIj;`2jmX4;gO}>iHY(H%F`=p`@-I_?ym;PclaD@P0oZ
zAEL&5(#bgam#5R%y64aPYT@jIPkWILPF=u@;BbHTxHmKmNbtZ7<9K77?Z}i63d4aM
zp6X~xdVo;P@WMHTso56eI;ftPM;@OJv@=NR>}K3+0yBG$JS`?Z*n6z<c~VySK9?jM
zM<PKu%Y3;XTbGKD1)NalWe?%g^RJW=-nSH(Y+&k@^R2fz<3*%JECF+OInl17dC?0A
zM$07I>GcQLj{9<RsiU9Mdw_)zZrNq*2k$pt9W;5xXK<p_jYnSJWeFc$YAq#zc=3AO
zEf?7V>;`^zY2f}Z4d4%&BHMkZRWN|D#f96S;G*Jj9r0&lZstm%a2q9FI)Cnv*}_;x
zPvh742#it_32Dj{g1(3fgz@;6aui^OQga9*@^_>bU*5Vr3Zt{PB<n>2kXdd!ngu{r
z!SDl?>@ke{m%qA9&Vsug{`JoZfRreq&O1kI#~y0hTcgjHi=V3>q}+t3<Q%dx)vs`|
z5EV4BjCFt(q0VA5X*BZEsn<qTyv*7VFw3|^QXwAP>-Mg>$6OmMgtTL3@#(PNsZJWR
zjpw0B#bGN){89s)ZZ+SIt)JR^6}`XaRH@vnj8^ed<J7y8)l1<ecVskmrdG5F&DSUM
z?|Gk7ccUJ8THie68#>hB%&zo?XXI;mlW534T_g3w;5*6Iu~mc=Bq#7E2%vlVY|LIl
z5YCyfrs>>$f%#Ass8><-1FCd9sORKh)*5k+G5#kc1!3U@DsG2ABUxIFFSJ*z9jGMq
z@vxnSXx|xf4xQZ5UY7S+`#1TF0jJ9M@tn*N92-;mEY)A%{wz?}rtUqVd_kwrE}6QV
zn$(YCzzq~6|MCW)d<g^y{LhZ}eRVKL4S#PiPTHSy;luou1gp6;nob3)-#OVY-rM03
zvZo90H2!t`7sW*4>|O?X@_&c-h5T#R_ujmA_*<G80Tk^74<hC7d?BDOc!R(ZkyL26
z6*B4|9AQw`AdCH@IcQ!g;?G4)?%#agFWV74LL?2uqeo{kc-M)=>;cI^w;+@l1Lp>_
zjTsM+(thlbu<=y1F9T&D>GwHK5-&`0ODg60F&$tg<Zmq#1K{htom15U@8R+8UB64k
zu>heE-JtUwpMRqw_4$0RUNt!v8dWnq_Lwk^@%wl8yO$E~V_i3&+Mic8%o(-+a|u;M
z*__;kytbkPk*4BXCMAluA28;sibfgp4hZIL9#r+n3~Qz$7rIjKugTb&S%T+GwG7jQ
z=mH@=o8I4dRoCYYASaC1Gt^rnSN$VPZl`8`<KwT%d)i)a|3*iTsmayi_mr#^EAba}
zX>56DY}#K^Yaat9pjsJKXiupJ0hvcnDvhE=%jdOJSyAKn&|4h2j5hd}suMs!4(Er1
zj$>NAK4aDjEmUHBxbL*%FWgtf4$gt5KliL0##Q{ET%2Y1BvMFJtPzlD6CS(=KVWqa
z=b5cPt{9<hS+yqR>cN&%=rn;#&A58MGBQgy_zvI=_(>T!iqKF6ush~mJ6GIi_k`3A
z(@b-1{Rp7&p919CL<>*T3xy-0S*{G7VD2tD=1uK@1GmpqKF%fqW+8ft0w8hlj2kA%
zcR9yxpi7E<$|1%8EwRqKsX%f|;)TX~QzH=|y>!No-l}&g?GdKkbH{}E+INcH#k8Rl
zJ~9sktT8-cs>~MuDXp(+%ZdCxwCKl5huB4BxLN$vW`n`qPr<7}<)F<l=e-p4Q#nzY
zMrY@;f#$=Ps=BT7IJp(HN(H<Qd1>IpKH1EAMTa}$W{pKJq_ZK<8=K*zBGqB({B!-e
zV~2}#Uw)oXk34E2Ql?>px}v3NkG8Yl={>5)Vl?-!9~%do0T;k|eE9utF&)+YT#brZ
zsi`3^jw%%A#DE$^$cx-C@d~>apZXz#-8*&P*Hu#|Ao)Vwr2du`SV$EMgu>A^Tb$kY
zPDAJTk36P%wFkbS@kr>2pg5KSx?YSPB0>Od&Dw@Bj<eaEV>LjfVtiQ44MWUDDxM*s
zO#6)$_D6Pk5n4ig7>qD8O~!!01uhRvj)m6f0>-1**5g1`!Ee0b*D_)7MvZ(tz;mGm
zI3v|?rkWs1`2q=yO=2l;7_Mc)qOX|B_vqYbQcyA?1+8VDa8K(+P2UQ9@t9G)Vf@V7
zRHs&Sy=<t{SFmJZ-^35F6v4ffHsm5HmOlHms9v-B{ZP%-OMPdzdys*@KAc^mq+tU_
zUE6wjv6iu@hb(<!F$^=?|IXOYU}r3CSmEan_kA`3ld+z4zb97YC2R*sc6QRqFl4(u
z5e_$!Dt|<iz${{6;{kW^R9BBb3tUfHGGvLgfin1Y&|OeO&`d}1j>$7m0bmND9DGy6
zdx*Ps7B^Po`a6MD1gNIY;W@Lhb9g({HW96?!F*I{&WngvwhtW(5={XNRI!S~os7k~
z+2klpB?IN;@@?FO%8bRnW6S%DObzs@2U2&x9@p^xc5N;B(aHF8Rb?Nwk+3@l{!uI1
z2Y7l+Y|3u+naSPtM+;}p3DwT4h{1SA_3dy+wRN%F0hLqr^_6JlVKS391!(C;PeXa4
zh|fu}idoXm=`{fWgjLaIqzYc*3f)!u)!#F+G<==$9Raf?>bO3RR->lpTbxzecaJfx
z19ueOMQDynT@Yx0+1zc|$2T!TN7BG9aBc$=pl7OCqwi{NIQPd-83;6*IBymfvDj}m
zA3N7wfhwo*#)y4M`{}JIh@0bwJXyEWn#&j;9a!f|qIK!2f4own9Ud*Z_fI8r$9;GZ
zCn2sixw<YNztRL#RVe!2pj`(Wb5GgeBNv3W;*`Ch>-D@;D?<B}k!XLvrsQGm_badM
zo^^_U?-T^@kK?5<n%~y8sBq&!-G64}aX(c9r;dhLy_|ZK`{;$5$|Gvx&=AQxl8W+*
zR$w<cd2q0Y)ik)^omMRC=^PPyfUr~-es!LGh4HZspy(Qn0J06N&nqL<=x-`G^VO#^
z2l-P2HG1tmggv})Y?4G9I$r|2t-7h_97r-mu6Z&qn~_s-Z>fI8PI;}80(N11+~)U+
z9<Q+?wtM}7n?jmY^Lp{KcVBY(bJ{O4aUaA0tK5BBGz&5JCyb#kHsP=q-wz<#;OXPc
z7{xwopTE*)e;M<xj)2ct`>X~3ATvCj^D&&hZOZ+g?0y^OG5Wy+6idCp_L$`7VERy0
zWsfrOvkO?qqsWxRs~bsi?vWYTXDU3U!}9kn?kjDQ+|P>HL2tAH8-Xzg4=zY3PHH6C
z^apvks&L+ev|akZI7PxlamDyd_A&Q57wdB~_iGFH;s&mBVV4ZrJ9$Sg$%n+obwC1r
z7J)|Q9xT#<vyee}#xI1OPYOQvb<vOaFqQfXW4SdH>0UKx<DYNcIR|P4NyV%Bgder^
zD|%_QtZLEJL!6;uH4o!MTPMaR-tr3!Z}4?U?ObpEA?S_llURTR-<Q|ntM6a39M|Pg
z@VBj$-~<*T>N#FevE3T~`1Dz`N`Z-T2N9D+)|<@;GxEdo8_n_19W<Id!TZQU7eGzb
zY5s^I25H5W-xr)dCuHYdMInn|UQLYgT@Lc^U0jTKrBaH8&|YV-2#7n-Nv;OL!ZwkF
zF~MKzx4mmu2{E$#%<H_I5LhvkcSHjidW#tIXt>m?x%2{->xBJUzS(1gXx6&ym&hxi
z{V0G}^n#f8F=~8pq&n%n5F%`3@R2QyVXjcUqodfwaHr*$5*dhgY54XDqY>G7&-Le7
za^yZaEik?*ddQ4k^KB3xa)$nTbA&qwD8~CV@RJ)bDh2W&dTxA<0EfNcQ4#K1MLxF!
zv3~^~7H-A>7fLPb?{>)WWSq8cx)1*Np=g>3;WUl6*>{&dt4>G9`abhcOb`LvT7&n&
zc#qCH3e&C$qV_MTSw|19#Z{3Y)GKwM{+z}|KeGC$^_Ib+bf4$P(-rp?n&S730X5a|
z0O?xsTPs0O`e<OQTX3GWP`QFx&ZDlR6jI9&Qt)VlJ?j6&k>fXjJ#~u~_kOt#$j=>_
zUWg23%;|w68npRFK{@>(jApH<w2m8H{k0kFS3x`c832D{fohXkL9dmZ8|bqXie}Sd
z^fmoxUc~GAZ{jH_U@%*W8<K3$Bk@k74|(b%WHGQxR&Nd>>OK9WQAbALPUVlVwsx7l
zeW(}cni~nX3_ss<r5aY2Td6wD=?ZA%3-!VgZ!07=(g&*g;`P~6PsGM7ejh2tJj+ef
zhz1reff7vs=IQG9JYLm#TP#KWmuUO$=cM}MzMrxF0zKC4mYhXy3^;8Sj#ug3evkaz
zq6Rye>hOfg!_Jn}!gsx254R`QlAehexPyG1Do+mD*9nOJR1Qwe7~?QvXzw!<#X6uD
zkcFbQNhfX~ZXBR$)hoBes_)>ijk|*7m*jnItD;VIL7eY2jrUre%b!&X7=d2SAz#B@
z0vOlW5}BU3yR`v`7|%~71T9PAvl|VsEHp;_tfRvjh9%POr(iY(0jyPTR<%K#sbT$9
zuXMGI>fta`{r!PnWXQeAr!T?rY=-vcg*M`rxtwza#peA&vmYZMm!U56Po$Uue=pS3
zgrYZeuT8jgJ`SF?>jPwT87N>hU}V?AD&$b&caFUPP4TUvp{BQW@VHfy&DwoR;1jsQ
z+~4egI`iiIzOv2tgg51A!EMk2rmL#q@3D$@(%RD>$xYyx2qThf>(z}rQ0#BhI6p>j
zh)P^Ozn$|Y9TrRknt3|fAY~f+9VML+$y|*G{RA@{v!_4*Hr~HV8N)UBax(7OvD|{(
zAd7u&@N9xK2Zy|i0t+7waM;+qkT`k}l_Pvuo$32{#`V74Ay}?2kqJpz&(Y+hCE|X)
zTdz8k;V%-x&u`B!Uqf2_gPp?7BwY2;%To|ifxw?9{aQRO%aH6j-_MztTL;o<9z+H*
z@=^AmfVVay%FkNu=e;v0oyp-ekc0lsvUQ-a%1Yz~^nK{^))VUJ>VWV-1G$dv)6F`k
zF%V3XCM{@q1JyshsJFerA8wW9k=dGZJK6^-k5L!yC|ZRF!S^`h3ux16J0uT#^K~Y-
zR&~bO!O?oQtv-<Q-_ZJaWRkU-U+k)9RtiAv$JwV(_zb@IJ7b^55efvjBLXh-47j87
zT|EgjndfM@qVWRfNvpRBh(gT>()y5^C!e1XPEp~;@(2Os<Y1%QHbpr8osypk<K&f-
zunM|d92gs3wP<5Jk-=G@#8}J1#g~?`NACZ66^YxN!{UH^u-yoU9&GH^xBMwGqU$wx
zY%o)5L4sUwih~M3L*ucpkawO6h@j`gm_;T|!ycBvXLG-FoC^93I?m~b`mOL%`Lm4V
z0@xh1{9IZ4m}O*iOVl5(E%$4_v(--G2Do?P3H4FU%S;@ksP3Pugr23-LLYxmEB<6o
z>^k;&x)VnB$O636`#H|wZoN(suf$LufYEvTRI&Sl$aS-HUi8_6AN-sd9;z(l@}jpB
zsr>c>#5Z~FA!N!{J#3smn2Y#?>Cvgjyf7we%7p(7-~Inq&tuTQFQ*RIS)jdJViI(i
zwan^GDnmWPQ%0Y`wvOfw#{A%-6WkOC?^Z|3Yrf~>R12N5at6BKm87O&t%IdDwS3Rc
zD<dxK5(tMw<nTm_tT~-2n@B`Pyxr5`grpKt;V8=9i{Gz!?zImBP6@%6DRBpZ{dO6<
zp>;?NP^oyn4u~teFHC=4r9E3m!fB1+bH8Li%z%412j=+pNfjiwx)6Sq`}u(_G;QtA
z*#ir|7S2?H$$6qH2yW?;{o?LN0Z-!5RJ`gb?w7vaTn_6y1RZ}H)#5)Aw;XB0{oH54
zh2BmS#icK_Tk+joxzC=Wq$l->A0CMuzPDI+MYY$$)M0!=LA6lVbQs07N1k|x4asyw
z(cJnzdH7Iy%zJsj%k6m*(Q6^8xx<{D2fcE~y>PNV9P=YST9?_E@|uO$mveErZYS^e
z&{W}b5;?(#Y$1rrOr@w&Jyu-dP%mKY8&TSC!FVv7s_1;0Op53W@Lim(g1NQUhL%^z
zMllqddxQ&#?ris2U8t{go7jDx!49zd#Q5*;8V^`F_8&x29%(`>#3GXRe~YFkGi{O#
z{hP^mJ(Qc}JcEKA&xzl56q)(z(Qf_jgs&-C=x@_+KFSo>z|-&89sO|JGV`+AnrM%O
zd@Rw|^2Nb&SQ`={NDSsZ%a)fBTBG%mx;Ow*o!}pNpF~)^C(k{UKMG>CYG{yi0v&F;
z(lUP^W#H|RxpmzSf)!P~U7X1C9e?D|AwI1`QVdIjPT-1y)%v#zK|@Og5enS3*)ND&
zsI(0k0{o@ni>`RYMIxj8hr0J_R#*Gq1Yb?xb`b?GK|nwR2`YFe5(NQCBCmd)wa@wW
zzk6yz)!fX?seQhCn~=2D`h+LE%=?EdCbo<6cMywfGCK~5H$pcsmYfBwdw|h6JVNq0
zR}>wLvOhD#?7j)x`*yevFQJC^e8Ls_8S7^;Sy$^NzqM3|Cb>jiz&5UT!DAWN3`Wwl
ze&((*FpCvuXaVKjn0NzJIc9X_dZPRhSvwMV^)t+7=%MAPF=`t?5>Y;gx%@+-S`Wvu
z(e*CPKMLd-k14``QLNU*0L<8w*}xkoNKLC^_zlyhPZ+O)ot8=_1W|+xUd4VlNL$7a
ze2?6MN(6GvPN9dtf?|GG$+#W7mzbe%lc_jfGFgslb4V*&Reg1P%HROKhig(P;H{bQ
zPl3jBNW)d-5iie?jZR6!?hZfewXY$Pv&9Ph1h5V0Gb2^S)~`T_0uk~zBG9G2Rg->H
zBfJ30^{(B`&oyR(L&$evwRT79=_iJZrsL<jV!}o<rOWC&05Q>X{GPfF+<i&d+V=re
z7LK#pW57H=Hx;2O-i#ll*PGy7!4GTSRVmPKvlrB`y!jno9Q%(7+n>c%zJcMZHpdw|
z%RCuY$aq+&bf2$%Nt^CN48C-h{~k6!P!@_@WRioDI^Gh&AM*z{Fs2^Y4=K3+Y4;-U
zvv6a9-LXImqa<UFE7_<-8`-0qr0!uMg_n)ji^faGLcWK}6$)d{UUr~l$0@x~f<lS6
zBqbsyCWX(CaEB+24{Cpf>Pq)lZFhLO2Bv3Q-LC`1!ywI}GYyb3Xp!_=kat6pqyBv<
z53}<*vCBp8LL@Boy1cvBfaZ|y<p7Yqm%ReUwlvnaC$5y9Ip{aCkc<6se_it2c%H=c
zu|tX1Rp$JhRd)zj+PPklt0pz9&^K7I$qALBLk?x=lL7mK{j!&WBle4z<vW-WrwVDR
zHlZ`{Ei3uiJjzRe;?Cps)Loxf7x9z)5afrt3DIcig?jC_$X_(2zhDX{4F4X~9UHH6
zd}++OMDw7i<!L&-tau0AY=q3L3$Cjc2k>XwevH{uE(>x+8>w~<AceJ0>LmQ6KLajn
z?}%f5J_BtgGOZ95S1yj!W1)bWA=bq!l0NTLo8GS~hc40{!s6*KxQM(XtLaf24@Yoj
z1V4rH>|rX7H^{v|c2m6(C0K>XNcmujY6wIn_C!<CA844#hs-j=VX)*wAfLl84;>J;
zxaHl2gaNx51!Slt^EF@>A$7b{fuBs)U(Ha?*S>ugZ#CvTBfDwdc?TW@1becoa<Z#>
z$LGU7{R5;e8Bdeju+v@Da=P50_IU(!Jv>AB6R-Vv>hiva-+I9$sGoO$m#1%(xbzij
zZe)Rl-)6*$I4io^o}5AUoXuicA@TQ9r$a)ho%9uVj^fk_V>6g=dWQt?60rhSnlTvY
z+wBkLrrZZLQg7$}kZ-^TTwmaml_B^f!F&H$VNKQ)TzsS+QgL<f2Xx=W%#cO*9v=d1
zZ^4A_Jkl8qn9J|3d5PV*hAs@pjCpYV1IktbKsX8B86MP$y3EqASu!-p8AJHPD&v)`
zIU9m-Nk_1Ge$b@ZF+Nr*{ZAtG&HFPI&1U(!Q|_|GIT%eh+|DrT#y`IgWX5=1LA0#^
za*t-%v};^+%kI&a6<!XzdnJSYDm@6WX9p+`kn_dE1<p-<Wo|zZ5ee({o6Y%N1I8RZ
z*w+erT|g{Z^$q`#C_E#%gG5Bj$=aNrP^|xIu1BKGR60Vq5Ms-?vU&)WDE#v7QF{IJ
zPRw?$bEY8>nH~oE*R=!YYz4x(?)4t*)BW9Fb~hLw;xn-S!%ME3LaXQ()G3O?PHGzc
zmCRh1Qs!BePIKCf=;tEo^Z6$D$lYSwfW>qqG3!VTR4qxg+oo?HGCH%{-|$Hocrx;g
z9aq*Nc6VYfdJJ6CKz787_>rz;8nLKkVnXe>|F!Sy(q9i5+l){>{i+qp!E$ksZwGk=
z>M=l#;9ztK*(q%WE7n0>oYR{21zR!``X_3AI{I59#_j9V4;kbPk-6=iL3x@yoT0wI
z3xZ5wyW*_B;*O%|lm7A57FFor6#wFlEb(tlJoCoQRh^<=2&mZM{MjmNnDccG&7CQ~
zzzL=X8{AK_;^Ald<}i^`uT0>pN0T{O1>-8WRdOkm9e51!?z|OoYD|zJ#oIY@P4VNN
znkEy<?6MCB7w%P8sKw{^6Pf3sQM-eq$J{aB)J^2<1)sG^yu;`F*$X~li|FCko6KbU
zmG>Xn2XM>IFg1n}(0*6T8yp>JXhN>w9Tglh5Z&GvkbaWv6DRI}mlr2^B6}=Cm>P)C
zQVU;PX?QNxCpRLmXMQ57KYV2a08Aw0Vh%~jU2}funot0G$e*)680~9WVD2UI;WAg=
z7qR={PJk!TR~uk|zLNWOEkIxZwk?6AA_-U;=0axw^F=6ke#;G<R3f@ipNL_vvqo;>
z^R3i5xbl49iERqNZ`?=GozR(;(fRO;3Ia4fIN}^tzTRp%mkkWQ519sK;bNPs9l-ck
z>p+%tRe?e1$v`dO()mAADnBDy{l6bK=4I8NY~UKj5iUDlhPCEZ1uD_H`n=dd9)@1S
z1N%vw-zU9HF#Lg6;vbO~rXpfHW$LV!u<HwotI%&n2=`j&iZ7(#Cv^ovN_?sbTEc<!
zJh?*aflo}YDF3eGWra=|YKA~E>?UYwU9MemVw3APM0O9bd{Vr9sH!{RxpyI3^c5j{
z40_2osaIv}3L!=22z8gB%{lvBl94m<S1x?~;e5s4{za*<ReAC!xS|0~gV+1xj?&EQ
z);8-S?H|s1?;w2Z@e;WH3hP#nXdhgjr&lPS)`ZfT!#UuDWMp@x&>K_P!CDWQB8W8p
z$ex${^V#9vRrm)K1^{n@q6E2^bsHYtzk11&wgn0>6RZP9s?6I2Z(I`c<4yPhD23b-
z@%eNkzqQBtXK&g8D#u+Se=c7*Vwn!i(~Y*7l|uU3d#cC)0FZy@r~FCRH#}&4B&AB~
z&nd~OP18hMs|e1{73Q)ZE+!ggdSb`dN7Is8t1E~dn&$9Ym)D589K#MS(XF-p`J|(f
ziMJd~{|g>Q4}5%yuny><u-h_J2Hs0A0CD%7V&Gq&JD)q*i198Wq#H@JRgw>X{4n0#
zAM5L8rq?AJ?k3WCl>UC)5|(<vh5MA~>C8RZ>l4}=;W`WWoG^>0XuGW6Q`IJRQSYAa
z+uz{r5=o#y?X$dX0S1Q=S$lp9Z!57Nnmm0}M^q6OE6=S%O<nzI7pa)n!|q5a>1|gh
za6;1$Z4kRYi6Sck^RCyPz7!;ae-`Xf&e~&DiAHqcxHUhWsK37bq>@#|>On=9uyaaq
zg)3XQ;~0R<J9=p*cu4DzgSJnmmB@mdLr{OCUU_zCccL~03nyl2>O&=&oRL;dw6o1u
z4p44vn^ljS{as-BLx?}R@wTW3`2#<v!*M>B@V6%Nzz4I7%l0FM*0w6#*XUOJg_sXC
zpKz~q50iq5?=8T1_SoQn!=_VkiP6q7>&4ecNsH;i$F7f+jZvXMGH?DcC;knx^gR`e
zS2AB-ATTXxDLnd~=XS=DaVtZ!%=keIKXynhbr{Y=1!=PX=$VAqlbZF>W!p^ud;o^K
zz8}D;sj%-2<#@Txw#dCimnJ4GO7j3<?T0^B{2w3hZmWSmbLw_lv_M`y$Fr9{y%`R_
z={c0&3pD+NX9$dfLT*}Ta+dG0KUf8z8|>X~v$L*Mznz9`0Rn`V?fi_q7qu1Th%Hs`
zDd7AFfBl_HMPe4134HdZ=!!(D_ZYs^bpI@8=&&5}-LhY*J5fuS|LlCU>V=9a_@JM~
zxcmzGFLLbRHL8w^dXZkuYDgD&4p8}YLL#)g?4uK(ycuJ_x83^%pk4qU@HdpCcZ=9G
zt8jhA`tsm8SdI8M@ygtP*=0B`Ke*kUolQW`_hsI;ThH*KunTQ}fx~%4GR^!Fk6)=N
zqdtI+%8i6H2F}9K`8}59DW)Er)o@W}=$o#H|I;sga$Y3>$zLuy=o-mPuA}hv<kcVU
z-~03|y$Bc<S}7(4FyjicKlh*>;F@%#KZ1=sajO=<g~Yc9b~jGoSBR;zDV!xpJ>L&I
z5js#k!b;^*C$S{>&*5{OSZ`JEUO=B9Z1CD@bRFu76+XIj_HJLGfDOT@$=xsV_Tej@
zSr#ye;HtD}*9b8EoYU_L`CQc}%hGZr3eq}Q<RtFO9^m;zp5e0R$1dINaKlO?Jdsbk
z)45*j^ffL6hOgecKxsDTP#iSQN!gX6YoyOx)pM4LX6rNGYHlh|v0GdM%R!H~I#OQ}
zl(y)vXI);+>tGhEbT5paQy`9`@yDDLD0lCPu_d5GUv0UcHAGel-HOs*36nBjl`OMT
zfV)?xk3CrmWG;VRHsPVYi&qz7o%k*^&X-PgyEJS5EHZL_dt#o_vyg%u2i%jZGD4@Z
z*4)`=PbgipW8i;c7hA)R@UgLY{)I5)9OKUif`z}o$b*Pmm5jceAfLXMMrzf_lSeQ4
zu5m)EfbRN7;pE2D_IW?`vX}R2li2i1?X8o3gaTl`CsK0ynVQi$;2>iW882I@#KW=w
z3GlXtJTl_rCEbDLIHAQHH7)lWTbA<kmS5!i<0~&mKH34;n}C*jg;4U2zd%d+2|K;1
zdH8c%y^aN}0Nlvx#F^S_0*GS2@pWH8j4PHS4Pi>C+wRMO2O)Ajk_jTew(dP_s9yjy
zYF+{s29HoD-2hL<t5>zp?)sH&L>AQ*Slc%hO|GR^sxXD^#A{DZuWQ071Cbzb%H+gp
zTf8q2oV!XVZy~@t_3w+GGj;Yx#gHG(i`4d%4`=>jbG`xkjnBXXM>8QVnFk{tp>I*e
z(v+ZhCfzS*O4E{|wdD8vS!yP*0I#nNbemhQ%{le-FcM{S-j#DJkxRl%b1aY0{Cb=j
zv0HE4c_{MmFCVdlQHQ`(_JE^EB)(V7lE8X1)Ug#EwD**BW9)fxrK-I_+}^m6rJY3h
z#>b|La$)N2ESxJ?Ox?T9kBilSBv^9j$GA~H%e^bOvrp!&B~x`E3VqlL#KD^f)fzf4
z5KyBHa>mQ``7RJ)U_fEhe?JO21^?W0<cZvX1;kptNJukHA8NV@*T-^200rTAuMgo%
zhtZH5KU-e~m0zkp7E|*g6jLDWMp%~A<1M`e=bCrm?-@JyLn`ulUA-%M;YF~&QoVr_
zVGUtymz`3E9^texgC(>U{IpwB5F$JX>qPnK<C9@Xt-0B_QA&G_xWi%v6{}x5xz4Xb
z>EQ#(4|rPdC$^+=7dDx;0B@!@CXf<3EL2W=SOi__lkl@>i4Ul!yM9bbqR}ZiT+8#m
zUyLqT*xe1JSgjU9?pALw$8u-(_JLpZ=OPP|>smYOO5#WgYm~CRKiq1O^>1n!6_VvO
zd5P~S00w#X6rRBxeHj~tC+S@RNl~<o`a%$B7N)>&qM)ju6qS9+{z{H7^tV64id%1(
zx|VHNwTlxR8Sc>kP~FJFS{5Hxmwmj;Z7P0B7YB>pJ7IBFddOpXAens|Xrg%?XmCi}
zlop!cOabd$ePx<^fCwwG*8TI)<<2v5gF9rn#a{1!?bO2o<ISjL{;aAY1O><f$i)0X
zR6R-IP;m6=E7TdxK)jo5Y3CN#vdQBC55eE(x69*Eytbc0A?iFhCSpFVK)1m}V54wC
z?xTqFa0YvKXnz(2CpYfvJm+bi&u;dJ(bu?1Q&ZVqs_*S%<w-gBys4jK09lSW*!Ha_
z(-ujUcCo0^WFka$3g~~yF+dxg;5*U7X0(H@Npl!G;U+zA&ts^1RC-S!#k=z)l$P`h
zG|>}uDKwf(a}sgYxgYfmeGc*prF3R7T7l#4OT96Nxd`bLCPx}k$<_Nb<tK5>zR8pO
zfD89G7cbdPIQ}xGdw%Dsnr!Yb1@)w|N)EV*KPIZri&{s2q*x{XlvR1?=p(##!i%m0
zDLGGaEu{j8Jtyul9bCVBJ>V@4mkJT6_yL|c7I1Lc_+)Z8Exg%d5P(gAI=%W5Z2A6W
z##6sOmx{jJ9|s^Xmo9vVX{(KBxk2UN8RCRBHuLW)43NaTxouAtQr@4N%gvv6^sWLt
z75rtNI}?V*MD2^eoqp%ahC@eh+!GI&0^YoZy-#Cc^czIQk4M!(_7uR?Gx#1PSZ2|5
zoZvLI0=1#N{W&}N_c)#kub6MDMupAsQ9gn@<k=2!#gxtG)ThHx9*<QVebQjH-SMg4
zQm@hUuPOTq<rk}YujI0;j%F)A(S}z|7>xPm!~8kW{XJ1gT7-5li8#cHVN}&&zS1n5
zcO<JIQ}04rrFsJSJ^UhJ$dFJ>p|~6z<-t!ZPQd4}*>V4z0*v$kVu8_%%DRB6p?Bv}
zps^|N)}?}^R&g5jjgc4n@JgG%B282H0_eARUgG}n$%p+l?C;3z7xqN*_4jt!o6_3E
z`L~tBi4q`auFMVg3)Rz(Z;p8*sCeWT(%U$>x~LhJY`{L|@NCgQ$19^--D`I*@&FAA
zqxKfa{Tg_1)Kij7k+sWDLxQjDCNVo4-KW$Uhgg`VcAvTRL%NG0{aI^|M>%qMdb4~&
z-KslDVy5!+L59fN`<UUJW-C0eBLP~M4w<1y9xLBT{K&p2$Y|hGhmiYiM=Gr`()mtf
z<o!W4ZZgqcRX$ouA=P*<3p1VO_^mn<1m2VL&N#yH7Sdka9dnxQ)~)@azT5>?8gPZy
zUaBSh1v<sP-p8XuY>{;6H4d`7!a;Q%AfO5a>>%9Bo1>mz4|&EeDGD+Q_+J8Mt2yv&
zr#k}*4hgDfpzEeh5nih8-1|eQ&h(0l4vTF24wS|(dODJ@`d1jo!cmN2;TBgMs*bRE
z#BDwv8`MMd$Qb%Qp6R_Hsp_1%AfVb$B$>J<ef?MQhCfKm-PiA}4__-FuCU88pN5>B
z3g&6tW!U68wKon8?S8G)|BkD4lut{q)^25Fa~P7fG?SmnPJEVr*@t|;YgCsp_CFd*
z=HRQxKq%lne7!es4&uQJIplSGsAOENBR?o5na&}tC-&XpD|GOf^Mhvsx2fXE)EA?e
zQGkP1`EU7sEyf?CdY3$6(mPSm8hABGrYK$#jGKQCH^qUL8#Zi)G4)Ger9pFMDGF2}
zj1LcZ9Sj)ddyvsUmZxlQ)q|n9t!k-2{7$|<dOUm6CoV?qb7px!0$k}<*m-dfMfUAM
zRZL3IY{+H!?5M)$o;Zh$l-ouIP87>26x)hUrq^$PI7~vPe7Tk<Q-Qm9;j7C@_<dX}
z{E3Towl3EB5kJ|>$d8|XyYGvpwl5r9MlJv6zwe!BS)e}j&F;MWy}75)<*H1rMxK`b
zJbh@4U5vFc?_eqU9KBHCDpX7W40xQplA8<jYKy@H*~Z5ipy{M0f#b6jJmX`?vuUUa
z^+S^mdyaPLba`gkGjP9(ZUB)Z9)f9I%3d>4OH6q(9A+|6IEX@(G>W3z72c!)RA2Dq
z)XIk|_tW#U>FH9}+)*n~d5CI@4_&r_({`evvZ4>%`~X>$#lN~h{FHSi2VT~f%BKub
zt#GNIU;o<AX8b~eDU?b(qv%#OU&gSJ4C0F)Yq=*=qDCJzDWW9pwj;iq<Ph*L`Sq19
zOPzDKb8>#PRQtoJph%qCElaY~0_U)55)J3J^F4GQDfeP;*M2n6ZPS<G^Z8^rJRMSI
zaE`<u_%U}+#;54+r3hsd&Q(WNY0Xrl8qBu>(v=EbzruQRSE!|*FB7QK4KzJJOZPj#
z&xa)jW24)s%iSxAqJo+_kBL#Q0O3CcNb|^?iN_i95i<q%XY<Iy_IdH)8wK>p`A;uR
z?*Unw!py725uAIwETK=%y)6DW-UP^<CVJ&Rj;|2bzW@wu*Of4H^!!AoJj?4Z>rvBd
zy%4N$@W7^~y3OE4lLMa?HZUvO=5N0lU6zGMq~K^-D8bUEwT~Z!DU+s2P*BCtRbY;K
zcJEdzdT9eEsKTScKmBsC#e>o=tB>>nPVt?WRZe`}%B>!cx|t{Om)sx_i{Se+nYA$9
zFzEDRq28pjP&kk~u*ay0peMk!KHdS#47@O*c08mv@<ecl;4LqHYfYwD=c_gjdpS_>
zmOP}2gybuH=^1@ksiIC$I5l7IHjJ!5tfd@%%-7<Sl6ia`q22OcPn!R05~QB`0_kRI
zRg<({PZW2#Q}rFDm=~{8yUS%~YP$<=kI!4}j&Bk@>@<N(w)p3X7p&27H<HOLJ!KC7
z40e+irC27|VE4TW*8s0@-7pL?#9?~>RnmrpX52PqxGIX#-4X_##c%o{j&TAvWASY!
z9I^_S(42i3aYIYtaGKg%K#ZwD^?=Z;U=gt#Rz_h+E4Da3;^tH^;8F#?a}XPn=Vz-g
zw&0fMw>(Q)ovwBH;&nH24|}&)*xJor21nO!o^Aa}rL(_)z3sE}Nn4kj*7D|eWuLQx
zYiet1kM&PPMsRqwqDXPTcE|SFsnhFuPNsNgTdp5Uxwua#gqsw9I#1w5ChU>>iSa{^
zPjGi>@Ag|j8GyM2sF`Wu&+ni>7+K>YHy`NPI?!^ukEmjU&%M`I&`zv&3iplikpI*g
z9^~$5?rnLJ55VGS{?qeuGXQ9NzU{4>&?$W*B=yOqaCwy6wrz5^$DiDm9xSPS!W5fM
zhPj9}&~a%<;y3G8a@%lacM9$XHl2mBtDvPTCMb&BN5<NJF;OTv{zsgkzgCVv>(!dU
zljjs1_FQ})f8acbkQ&EPV>Z$cFw4a+e82_%{DR*fP+eayi&~$1V-Ex|UY*9T6TK>T
z<;h-U2hAq;^qq9dfHzg%2yWm@4$eWON!BK^!1T<2pp?_sXsx4RK&I|}<j;p-e?HZ)
zi<Hx0byKtrwsT$rY^LixbSCjlUGhb2rZhk2y0CekXVCm*+i@IcX4jAzL5)oB;N4vC
zW!SQL#3^O7yD=4lVKQ5M67^A1;5O;Q{TLg9XM(an>A-}(?=`#;ueVqTYm=Y)U;N>@
z^p%|<3?PPRN|RFR!%r`YHiJ(mT-@X3c?(W&hfLaeWRJfaPt(WJm);P&kA$%dcGNd~
z#V3MO3Km#{k#pV#>H}I~!aWWG>2GBTNtB!Z1G>5QxwG7UnfXZ<;ZWG3(}%wDTifu8
zb=P`t{zs?|xano3*uEFV1QFwkBAEM<Zr@iSJ4*o7BW&+mZqiAEhX?gK3{cm6jt^~7
zEFPA^c=gx%%b`WjhxNCDEbAE$yf=>HsJR@}`LpnaiLXd|y4md$70Yn<qPg&_-nrS^
zix)z()-MkxV8SifU@;t>rL(`_zCznN;Goec2r0vj-@~DrRnzD0tl9vjK<D=LWWIPm
zZjWl|`pdJ~2J6llx_f74sHEIE-s6Ki@YChn<0`~y8g}a8j=xA#-+M!&ANf>F;I3W7
zA!0!>)jb%z!OThu_*|f;G|e8H1UB(v`Thwi<o~63k}n54`oTqs?_R_l5FGz$Y|jVx
z>PC&gey72-v>&E{9-IOln)+|<S|8&q58e3+a4_N($bgV*NDdP##_sM&AGj5sL9C<^
zhm;j}b7dn$^&i_e!1^uFqc_jz{HaAYST{Jqr!ud9Hk)*^dVmb&r)4!gdwwCP7AKo*
z{I!1+bx$IYC#&nne2V>uE^ly#)!*l9DTu>mhN-~a8aK?sO2?C#z6x{*h==TCc{6{A
zBJW<^HP-OVlBHN(U@CSvFR#{xEOKwLUE&|Fmk1qu2rs<K<PM5E8)~SmxzV8x&jiO1
zQrme2%VKwRo>`=g00sW2FRToBc*hn;xk@{k%0VnjJKsITyJX-)N%}JghtvdZ_CJxF
zsfB2v>ipVu;~&!9G7d^@NWPvb*6RiMY?^~~tiba`_MfLhMK)9&YI^TD3pGdfaAhm$
zAJux`NVnuAE{6FF5TB44X}T@2O)^W1LU?@?j~A*vunAsk*(M12?IANfI?QdTL(~>e
zrzX40P$V?vMS-F%vXmM<=$9~Gzk$_@bo1ILK$L0kP!RSuh~@nK%wI~TS}^Y_5gqKj
zb`Ku2cz!&wC)X%yTf}f)xR)RMA{T*Ouq9*Vet7o||35kFDP>E@HC#yCZK;9J$wI3q
zt^mW@sbuyp;83MnDhO0;E$wCl6|AqR?X7t%;gMQ~ylP*rz4->1&k=W#bGSS$);+&@
zoTz;(nKt*hik3eI9P=b2`vrQYRu3@T{F6fPrx!1g)jFd;cb@s{2Zd!0g(Cs%WJ>*g
z-gafok7sUNPpP1x1Uf)gBHYD45($@zz>iY6GggD3*_HDNs&D79f-mHk<b_DCT|6?r
z`PP%-e~~?@@@@<8A`recS=)b<@TkW?)0#7IAnh6KMw<`Klh~veTlh{}W9`7Uw_t5X
zZ!A90x+D;@TDQ{Hr`4VGLrx>h+uyFww1chn4Wp~dp#zqkB@iwz-3q!NcTJz|gAu8R
zm<O3!@E)udma^G94_SL2pT`cJ2ep)o0PMT1aOR+gPW5=D#0Ld+v!G;;dz(7@))V(M
zmd#fLwtjFvFFnD-HhZ;grV|zC(S}?LF2v;<PRF|ZW_Am9_C9#z1`!VECWo+rer`C9
zvwUFPw_U?3RUIyAs2uDU#QSm$vq=R3vydV>t%?R0m9N_V-7*On3irsMU_%7EgFW3f
z^gW{Q`wgROAAPso3naYdjVgko-GPI;z90MWeI^PEV5_n8``sF3HV}$&g&41VQtG4l
zqVyBwQ3P^U|M}@q@e(U4{cGMXQARt5IS;kIIrHZi^IPAK$~}!07#xl6k^_@2=KHXo
zvcnY;SUgsJ62tG4sc?+nzT8falcPXkP8Di{-d8W+t%%7ahnO*&X%Y}e0{!DJgW&lO
zHvVn##oHnGrKOW`-~0BX?oWYxyVu6IMp5;6mDaBIL{t?6K1N4HnFO?piaHW+T9v$%
z#%tgeXi`*8)R!Tc4J$ITo1G<6$Nk9Q&+{rqOVf+ZdvGwTJT=^k%F~1NK?N32)9ugw
zN!G3z_b0ojrcZkt`}vb5rLA-NmTJQ<K$UA;%W@12j{#{{yzwJwk6s3uQOq$)8x3TF
z+p8tDWB0m$sAyxpR&Hvap1S~$e|t)xxdX$5_G!jxFNw-JspU|9m|a?71IfGxR*GN6
z-8l5jLRYJ`f2DE&7(qv??>PZ=Mg`#i`kY{a@QcXeN-i!dL`x)@bt<IV&5R&Kyt*vn
zgY`FupqjApseQ0k9*86pWQ^Q<_&JQVBu2ZO_~-KueeWUeuCwsmYv(^Az<rgCsb20P
z^=`at{rZl+v}_KtYZ4kH6d%G*&ZU~&Rox8-5(kyr!}ozc3c^b|8HXSHp+0ykA7I*p
zxn!a|EmfSDmy>WR1&fx3lH$`|o?-W-d4S?~#_P1IRUVO?`_xb$XvTJny@`~#OI?!v
zhK0k8JlR?S7y6%@_8(tf+P8mS-OG?<&&3tGEKDm!^fckhe|`*@7T0EG_xq4NtEM2r
zd9PyS0?fW4w8mS_KsLgKp#U%Ch@QA7DjS~%IYOgK%An+_jr;A%SeirMcw_8lHswb`
zG&EF*c8AuBC4GXFd~Zmj7U|<`SI`JKQg6gB*vicbA<K299QpZ+)4@}qneKndn1d^B
z?4Ak%n8&4L#@7b!>#!SLUNN8B0rK$9A71Zq4kX2R@Mv;efK7ksBz(@bNR>U+5?lEb
zw`>r_0bj$o6;&C$im!$1CR`d`CDZQUS>wLiGg;T6r^WA8{_;$ceXb?_nx0Pk@;Ans
zamtS0@AWs>F%Zl&^4byzG@g1Ri92dQV#A-Lg6uxZpR@y^7AWd@RF5wL-YmCbPL!HO
zzBw@)wF`fEIq&<$%anWlI~8GP?oUU^hP~Q*VL8V4#T3N_oD+IKo->O2iqR2LW{F#!
zT{tQrr4(LP##G^xJ(0W0AQv9cZ)5Mm4(TV>2mVXll8q+;$@BZpZE|%^+Vz=jOdy&9
zS=1jo3n&K#GDr|bER_6W=#Z@rTIuqs-FvE;axMCQw=Jo2yCfqh3YWF=ZLRi?+k%<|
zOA?&i`lX-Oax*=I?!WyXks4p7|2|bxS4ZZV9C$V?zpd~)xJ#wO>y?HO75M$Zn97&*
zJBN~cJZ33a<(Sv?r9J1o@RihNd87!9S!N26<PCh%10mwlD{O1Wkb^Qc`1PqIOh5id
zbVn5F<-#ZvN;mloE&dzqDf>No40ngwpGu22u%vn|h{A0H&#b-TR5JT@jM^1vRI}i$
z{u&C7J_rx`uOaY0TU^n?6sFr56pW<XBOuXC)h=n9RG}R20X_p;b+6A-*s?dD7Pbzt
z8ukM-s?L5J5Zr_M-hYPNegwM<UN|tGj8ghYUpt9I!b*i#4~khMdao4x0QJu&C11^d
z0Vq<ekLL=|_jdNj`SRTh!BI(%!^!RocnX8*b`#QhABrZ_nVz#5u-*GDN+Z9q%wgM8
znGBH0L|e863$Zqpc>d1X>xw*lc1{_$bMm!5Jf%|qDi*UtM&B0-RmR$;s{?4IfD5F`
zI)gX+OJo?K&qq1EJzx|rFo(;LGOo~R9wc;t^n-(yO&BB};$7C}KH=48)k_=-vP&67
zr=u0?-S_9eOwZ#sCPoLS&vu)*v81A#S~|IZp)JFNB1>Pl<zmAw=lBNEaOc^<bEp`P
zeHg+WMs~57>6r}~xy(XfVgj_ZUNF8C1|>`_y2`yG`Q?@3Qg$?%JRhi1&1flOf!eDF
z5N=*i`7iMQm{okw-2qy{#wI+|X{NBO=*2H8g2(hmTn8WcG(_~=#c8Z=RNxh{49n0B
z^^(`(!8F<Onh}g*U?fEltoM&p^yhuHeZSGIv|4+znZQ<~PyW^8#2y725`a2$$se9Q
zYz(D)1)0eY@lPcuh7I`5C?)t|z+ev!PQL-T`qW;v^k^UR;~4C&-HuiE$?R$3aDVr&
z*W11dW985cGK}ba9d%AnQ?|(D&zli^j!}E*=jPheT><jg{Y?8tgYDg=$*ENHBffLD
ztA->3i{0r2J@YiXYe6i$KHIsxK@rrvuJz*ux1~48LvOPdN#c;=tfr?o_dDdydB19H
z>aooi;l0SFY_)gTS3~BT1HRXMwQDo~Zksm`ziyMx>R8SbwxPdG=^d?Kl!FPNTDd4+
zx7{@Ki+)XbrHiW-eFZBs2UraN54m@V4wWA64!KP|08N&-iP2D@9n}%G>6yi$1L7M-
z=b;QlBDj}V1Yf9L*Y8-yg$bceTlhE09$_Iy@7|%oeG4{=y;)PgsFUd<!C~pIBhUB!
z0A`TM7|43IWE7j<_Yq5soKrAl>xvh0#8ZVe;h>(e-+(KKBD700`U!#~uA(mMe0d<g
zQiX9-C62dG<>f*OD?X~1yMQIPm~xvoZ@Y3SPN!m&IIU;(s2!M9i^!{<a@vpyrO+15
zyX=0Rt$B_h!0~SgN~U0D-2F<fm7%SNM;{1tA^_G;)ZzX~q>e}7*Y>W+)7ZSA+#5Aq
zB>14?%c{yRh$Ea*hy8TEm@(abUZQ}{q7XL^SIKw+{7f>DOBd2|t9~@^ba~?g=TJ?`
z#e=K|)eB906Fo_#mw?`1;Dnu@y`=NL*DoYP8<+rk=T`x8+&BC4h$iv&os+_b{b*5v
z*iRqq+IGbJ1tD}A00P}tn8(LPgZb(-r?}6LuvH`AWX0i{hF$|9y1Z19BR=kpc?yI_
z-a3i9JpL3U12DatDitP>Dg-_&^9F+I=2Xm)4D#;7Wuhd<u&<t!LW$3?od#?;B*#eR
zXcAu}zI@SQ{9%5`+8^GLOUD7gI(U$~Qz5@nJ=;SSig{_gl*o={Bw+p**hFSrx<}q1
z|K+!!|NR{MhYaZo08MmCOT&QPvAS{R+f3g{cIgaJy9TZn-0jhNx`*wK>imE;=&61$
zYDi)_7Rq{eA%+nG338W~6#!P7>^mDyZ#E&j6pjXOsZlFnGt>8oRkABHd34XuXBPZM
zwk;*uKoRf-7Y3+n;cM?wf&lz&BFs{}yXPmSmyDKk=w*X1U?Qa|XrSw7`o6dk|GG%K
z$iq9I&(4%{jS^V(z01F__w#_UJ`X?svjKs|Fzu#4t(4sL27^(pVB{(KJ~{FvS7IO2
zL$W59aq_|Q|1$g#8r<fKeP<V;7HFER*`%Mcd$Fm?i=R4yNi@3#^B?*{s80C;Gz|AD
z0XMT=&X0qm#+1Qjju#TrY|`aIzML6yB>|7od4-a5*ns`)6B0BYKCc}h>+^e+%YNl0
z+5LEZ$pZ>^;)}%t;u{`2l=gTF-t>fu{0ggs8>L8{ePi}pbOVCq2J)YaAQBBw98j?z
zq2rTGbo@SUG{l63eWx8%r=#LiW)^~X+ZQ*r5D;#1EvDp?R1XZG`zc!A*oNJRBH}YW
z-))+t#JuEPf9!(o-ncC_UJ;P|4Wxu?(}e;NNq|kiH=)BV@9h%2Lm}<A;qm-@&6t&+
zV5mbpPR%AngIXPCeb4RdOL9+O#?o)H3C9lQumRPam+kqY4psx98vg-37B*-DxD8|b
z>&v&%5{AM89(eZ|*e3k(jyme7<*P*IrdZVwI<FGRgUK#&kNbhsfM=!|$a6zL0*a*p
z=f~zQxCo*Eg%`|WszC}H_N<ayB7JWf$VNvaEmW%WPuKm?(^&OKu!x4bJkUe|9k+fy
zy(3D|kBg4hEwUCgc&x?yeY;q;q{4UWLgjh%GB-FMABfbc@)(M1SM%!bBz4jLB)(&~
zH(B*HU%!=lisKNWD?*ONc2{WHCQ6>eUvaU|l1GAGLn8w{zhc%@WT~$YqCG`+$I2Oa
zt6}Amfg)>%s=e3wr&1Le%JIe(->Yi}!LVLDEU|=^{lH@nR3)4!9fex&>AHL0#egwb
zZuR&<bWSgotsw|9Sg|ENYzP~=3}Uw1(%}1WoO(UNi!sksZKfMcd1sdAXR><QiU*Oz
z|LF))|8mv+2hBveG_ryqfm}uZGaK-N|Dm%U+W0T_3B5KMeR^4KB#pgTh0lQ5t81W`
zKQ0kmGrP(IsXsDKADNdlSN|R_fPdXjvBUSXzLlORE26rcAKnRTy2nh-Zrtz2T1xzv
zh%(Qz%jotni?itC=GC)dxu*O9WCeh65e+|nKv<gOL?t)NI=!gI*y+;8vLV<yX6F>r
z7Z7>>`4x6uzlAgPEh<V873NuH0TiH}INQmNd^f*0Yx9uu-0J+`&8T-xlq*-(seL8}
zI9*6Lwq6Xouph%N;*I(){*JlpJHd*<4(L@BCVz_e(XjtSkW^P>Ik@=B6`d>KyZ%(1
z^&JQOh_!T9x-;qLrRpS@BGdJ7Y3Vbco-cH8TY!-kE>7_h9>K{YnIv<&6f0@~5B_Y`
zc{DPS^C#&bq&!o%`EYuk|HgX~lBF3+6u6q!6h2k_PMwEh8XD6xS-oe{es!xO`(e&s
z&~x?{)=3>K-Hv+!pHMVkaX21HhI%lh-E0;xMzTvq!IZ6nrAvvSTW8uNyJq|ay;5e`
z!Ms6Cjr-E)4yL;ss@9SXcegILwl5@0qG;$CqkgFL1)NBwKnD)qy|2D`^gh%EZ<wV1
zlMnAAyP>kj<i5A)61*N6X`tzIWU3ShcgHD~Dh;(pc=|;%7aP#?Gxs}FJ=l$DG1*bG
zYtxe8CJ(u6TlBstgJz$thdJw;k7R*m-ZtQ*I)Zk+`My~nE#TMHD__eVWck=QRbzb~
z#6H2w@`oGy&DUulb7xg}F&P~-e0+Lm>LjC}4)Rx%Io2h$`i?$7as?jhkBQ9K_{3eB
zA3+V;A{cX!pgbga`d$0on+pLjmX626mj%GtJZk9sDi_Uw<9zXPcG3q`pxN!t>vK>A
z$|JL(nQ4_+8|2P?Zq|+0+=rTV%Fi26A(P*Wd=wxz!1>8D8rJh79Q*MVTDEj|Bk6(<
zVQvxWPE%@ADLx*-dC1L=8c<~aUn)1(%E6ZvZD1K=FxL8TJ7E}Tnr`?57!5!Zz#0kf
zxWSEQ^v$m<`TL2WZ!tV;K)PkFyU4~5^=~vJ*wbdGQjwV>Xm&OdJe8`|9;EL^f0qml
zdR@^!mxoM${D*!q(E&(m!n;{&LuSc&)NkMm$R}N<NGA$@(m^{hR$y;Kw&XKXwNiJe
z^FnhZw(SEA*hrLDB@N{Y4H(SlJ&6Y}7iGcZf~Of+hd@6WRYtn>rYk5bR#@ejwL;{r
zd`v17{ntw_>Vw3oJBG)xoMVrTg4bQ~4`T2M`2$(9pd6anF}?eN%ENI%`<r2`r=rUy
z3D?p_0asT!R4*WojAiTH8FN80js9~)UGB;V>D$5N#BU!ODp7UWIdxyCP&L<}SySv!
z3=E{SwudjY3#3r(S%Cq3WX(r6<O|AQ?cRnL^Abdxaf-FODl&)o3>^`QvD|Zet_x6<
zIGH10er17&$84n>3rU?If>z>M0gsKyOrcp&-IxLDrKi|0I!lZ9XIO~tkFR$wwVr8h
z?_(ZV{&1d{HsqnH24B*wmrT}DUx}vtG`AFk!!Vu0p&i4MY-zzqM&|5rI7NI3QLiCY
zVmrTW{YBsI@TS1G+L-<OZv%VKO4fu56l<IU^BIW7P$Ke!`eulCUBY|#r1M3yr2^{_
z*vOh|rL8+Zs%vAt&&danOaqw-(?*!<Fx+5;bOz7~4e?W8+Wg~M(d(Fs*5ATeHfNy1
ztu=KxQ>QiF<$zOgN&RqhjJKShkEkOl!|?^@hydt7|Dx}3^7KRal3cj*I*VZ4NL*UV
za*|Hx>MQKFFvJoLb+bptGc1U+&^i}()Q?JJm3c+W#n>-b75%17tf0b>BJtNhl?4?y
z+(Am!VkWFlDOUGcCgag;UfMw7*|I3c`QzxQL_tUE2Sg1TPW{oZ2U6>TC?R+2tjwbK
zB$&t?O+Hxl5vwg6yy4c<xxT#BF3z-GlIe<k7k<9)vMVy)+ufN|6CN3Ees#+Z2VI38
z@l3z+i7<H;)j_qB8r6_KkUON8-zcdRiuSJO{L?i&nST%z;otoYUgKx@YV8~qKI>uv
zk`TF0$R4c}(k96#ZRp+P_av1fJ4zbN3Om_8q@LThjk2V4YhCbTHn^iA$gZbe(VA6z
zSNG%5cqp2&x0~@Gt<KEtAzf$hNZ>O;Jax%dpc#{090*w>z@#g7#c~|N=WhQ@`+|kt
zmYq&7rYjL1I9|V8?dRr4^CkK{USk#gJ3Z(5H=Pvjs1$GL`?d|}6F%3jcj=NhaF^So
zq3c0!++nJx)cYHM<RBkXes_}P84s&D{K_5YC6w~u&>p4u-8)@$<mykai=bKU_~)cV
zh-&;;@xB*1+}_SD0P*!CgbW0(X{zhxh`+gv7qax;v!FzKlsN8&l6Uy-r2Tyzn|*bz
z*|OI$V^majdWYs+@@z%MnLaxu$wqNbAym@8A0JSX@W6P{yTN+=i37=91Z>Ou6n+e^
z`As*);8*hvi>GIy!6#j&XJ!vw;{f#nv#vgeZcE98@pR4&aPDO)cATD^ZTly?890J6
zG;DZdIxZYt^0b^i7Kz;?$V!59;RQo5SSeOGojQN>MxxNt#J2F`0F1xu{R0@2&tq}Y
zZ)DJD`08kY-ATR}x=yF|59^LT(jPV<1CdQ8G67?eR-`*#Xkes!bbPBb?CKTE3Y5wG
z83r`+>3CO}+ys+V&FzU|=K1;1UU{KDI*z5k94R5w>ikrvy*Lyxb>AklzV4G8O;}Ce
z*bhq`5z#*4c6WY)*x{XwVUpJ@jGzY%V?;-W(bj8CdMKn0NT;wv0y!>B7{Boo5j>?M
z@K?;^?4y%y3zo6L6f(h}j23J#1CBG_pG))D-<itdnNEmb*Od`04)V&)Qy_>%MLUrd
zC3Zt}TlNO@2!^A`+7JJ+g(e#8GdQxC3Uv1e+p2k;@F&zXq<%ncD&J{ekB!66ZXR?N
zirE+nnK1ea8H<Yceae0KPvsMp+bWn&D}e9*cr%c_f^}Gu<C(wy+;!pX#O;?~j|-3+
zboxQR_x|YK5j>QpO}p54W|JC~PEslxJy0~f9~iPsL(BDf$BZOG<2qkZ=-XRmX|7fs
z;2xK;cuB@~=!f>MCGFXVexZce)l-a5>0UnEul<Qo&L0p7|MlE?aqI>O5C_eRNljwA
zS4d7+$dCW-tqoIcR&d%4UK%}mS!uT19OjLncw*;f1M=f#&S~ZQ!?#J%!kfJj0vnwN
zJz>lKz@8ZU$ncPo<mL>JBDHBq^&u2Lmi!Z6hM>JIMNHO_iHkUdsIH&vj3Qxk_t#3F
z%7=ssS*>p`eq?Nwll_Ca|9aTVy;}eYC%{Bf^J<v*&dMHlxFSCP_}=+K-$<f*zkgin
zja|5?=yjKvM?o8Q_V{H$7>|~av9v#Z|2kYar=8z$MXGgn-s>#=d^_tUzhN%dfu?1U
zdFQ4g9cB-zI@MWuCNCYH#?G{#nTp#%3GX9ltiyeqvRGucy(r^B1x)Ouza~HDzgTrB
z<BNK@J}>VnKS5F34p^xp3Bx}>Fh<G)v$Fd`X0sqJb0iclP711^3Sy;@{2o5S>6PB2
zdmV=SdbqY-$8#~(1tmTs1RuJ*CWBX}&$1|ZXe2mY!78VYx(>4p@Xokb<H*QV^VKh@
zG(H2=@B4+MEB*$N%o-DkGO<Y_9h*rNF87RdgcRA)p)s{irwBTdA*K@o(0DM3)BG*~
z$R(L@dFH*u{2h$9J95|9g5kQ|`Xqp7a4M=#v<j!5`r4U1|IA{r@dffSJ>Jjf#Qo`x
z^)B6!$p@CSuqU73qvdQd@c)o4+>B_Cqt`9IF-ilam7LQIYWO*O(^Zgw#`qT#j$p)a
zPytE;Y$aH|(P#rl>}6;e;Y<x$0s;aE?MhBB6~xd>A^Gxt{j9IIq_X1!)h2~KAJz?a
zObxg3B_Iqj?&ia;(V_WZJ2!OTPLRqIY!9Lh7AI9?`skr0@oiuCbCCGa>xw!G!q=kE
zWD&F2S)s|=manu5=5^NG=VKAi=t4?QNkmJ)nHf8i>~<HW!U1yfH=;BzXib*0jmDbC
zyA$)B;A<eX?~aMFo9!ukc+%^`sv?CJL^m_*8+C8HP`ZMmAU^uZsP^^V!)z$HG!|-c
zvz_ixpE>;Pk0DooYwfqR<GXWL+JV~H2Og0QEF#-t3H#$B(70)1+d6vUm{9rn{2E@>
zDNb;RDuoYM=Xyv+Zl+AnMVjX#W85QR9fj0vu{W+PmlllMaQ}#(O(z#E-2p-cyw0Hl
z2&Z{yWF%;0O_G5&tn%YkHWEEwJnKOy_z+^|R*p*}Ng;7q$v&u*8<t})aLov0!aH?X
z4fOPS?BejU>N6uj3&JZ<4d*0bcYbTT{#0Cfk$IRBv-2Ro)m1DtjSXFljc7U7U5L9r
zyY63^z3N}=ifG8kP$Ts_cskq~TeZ9!xDo6Q6p}A)q<Q1PFbEfl)bT+y05ie`#9GLo
z!E(;~x2@Uw^>z`^W8GPU%5WC3PSuZ%CphyB{i*pR+<_=C&x~w?snSAB!HL>vdW-h<
zo0pM{q!yZqY{Y&%hAW^y@J>XH?AtCslIrOvG?7m3f+BQKfYQ~H=^*MWHiUztOzZh|
zBMOEP2Q^PlYTseC`{^pGbV!y3g=q6uK(U087z&2E3>cvBc9@usCs@(_fOQOkj`rS?
zE88a5+aqACsu4YPnR*XP#IX#|XONJH_KI3gq%Iip%l@(752_I^EHI@SWN#5GExC}R
zbM*r>{9?@!L#wt94c6Kx`(Xymw1&V4+vypn2fa6uMCQ}?LdUV?aMt;pzz)5*D9_x!
zY%O0l`6oHXtM5|c*#N1A73zbD=<6>I+n)$>EZy(@gC;eNcRC7#@FVlh$+hia=zht4
zVx-+C%8yVgCQCpnLX|`U%Bd)pRr;AHuyaY2V-cB5=cbOZ&;)q)a&y(>VLGFd2^ozG
zGNOvFln&*q{9XU@c6#|{5k7~XqcA>Sei@&1=+mHUuFs%{<1Q<qqtu4OvXf9wx$aGD
zz<*j&%_dLrhlc)VYM9DMJcd1vYlc?t$8-Y#+vIb#SHDGA@|8XRLd>*RcXQ}5+DC8)
z$$)ZG9bO>$#mQt~;Ei75A&i5+ULq65`)S_axqWU7Y+cv$-wMcw30h+KM98SSrPi}a
z=uhUGD_*|>8Uj5f)Od0DJZi@YQT{Te@J3G`>DfUv42E2s|FEReOkY4TKwfg|>xyD`
zzt3mt=^RWpM=8KzIVuz^c2EJKurYIaD9=h(43a6KSDo*4fnrr$kLg#$c*8D91JaMZ
zobtS78iS~s=_Q==CiD2GBmUJc-qfOAtGhBY<t|L|4k7(~bT9-<&Jx2yQuPe|k8@q-
z1+E^PkH41#%3Ev)$AgyvyI@E51`Mvj`nB1gg${j*k3LDHe2!Y;;5iG*5z6RN5q)#G
zLVms@8Mg6fhAmKH!3W5a0x@$95(N5TJ40xFFC@U~;W3UkKEk&hF{(Z7b?Aq&MsaTV
z>?-`Jc8XuLBSyrGN}iG9<xTdYo$IbTUzX!?DfZhaQ78@L1d&)>I@-KKvO79v9GVA{
zJ0cP4l9O^PelW5YH_7+65$4dL?OhQ6z!g$9QO~P#S!+rPjUVoK0AZ5d<qrikTYUa@
z#EqxV)X`8UvL0O1{COgrd3|^LJ=h@6kKz2j;BjOFGSFb)UCRMN;RlC|u`m2ekX1^@
z&#Jc%>s_2Pr{N#BywUwjqTfXSLOKR|BHlT)GgDz^2Nr29vd|R4#j&ueQ>~MghcBVq
z`xHcNyvPNo7u~VGSLcUXT&x$#rYJoIY;62zWUHztpk5~41jazQ0EIIX&h(0Bek;sB
z>p%0)Zy4n-?tTO$<aMz4NiERo<5DTLf439Im9G62J#km8;mbIZSmCcLg}LmnX3g!6
z73#bHtVwGPGnaTxpDSh-DfL!}7U0EyU$0f|;KB89s^qmLL+@|&>Ep>#n@dd4+6}ry
z8*2Ff<1_G!@i~W5j(7Q=E2fd9Pil(J)qPZA*-cwY9m7w*L1{z|DA-0_!}>3a_;)Ms
ze=5&gu%4h~k8bFn0#<Q2yptj{C-w^+Wq1?(XK%>a;9}AP!MzOX?F-QxxmW)=?%$VG
zq;+VTkctL=#C@@I4&=L)ntV6*-7Nh>ojl{6q>|@xZ|PwjKxP<55G?Lh=D#u2@@VGl
zzp>aB9{oL$4O6!M^9)U%VzvK9P;!_I{?C8d{d+~F`khV0B#kPwswk&_wn1pdWV_!g
zoyvcn61o2_{`+nJei65m{yQ;)B5(Zt^Cnin0ze)=#($nD{>S#ov*e)vulI~aW}v?z
zBi}Utx9|M-Z46bV|9lzE{qyBnTKs!<{>}ybE*?YH{(ETuJ~ejp@chra{ym6s`a${j
z@3fLl1phwl252u8UHfRX|9Vz|Jb9aD<eMp6m;ZW?-E}>lr19h{o2Fk-ZDgB|dFt>~
zIlXaUf3N<tuh6$Dvj6Pb-&y~^K0*In&;Q+}8?xpxRgm=h+xLHu@c*4lfMOcC(*OUs
z1h^@NUxc$p{dXQ0=kH<s@8$V>ppsjiT;G2lk-MBc`aigIIOzXJqwfDhm+s$D@P9N|
z{%c^2<pZuEtXjPvWRQWHG)&d=(b$g!x{V!l_$y?gteSMw)V=YBhP<FWo;7^nF=F;z
z(+zkXM&XYcf+YX71-YpT^2v#eALTLj*^`Wm9EEL+GN>%!3+4YjORmDdyP&23J^VLT
z{^ubw!WIkpzPiFg_DdbHM3Gt42`;5}DexE6#ANyK!GuhnuZ+_-z;6%pEaqRIld~;_
zSbpx`$!sM$z`P*G@8TQW$M*?U11Y3kA#LkJR{!8az*_Sz^3MDm+j70t)#1rYPWTGJ
zKL|NZ(0z3<pq(79GIRwmI@O=0Ttcf?;sT(fm?Y02(z!CH#UU}}lV{JPxQTqbY-k4$
z0$VSXS766At<yCVBt^jgYM4w73?Ch>;%Is3?eF*AzRx{J966zet(x35vf0a~B_HjV
zwhyEqmPo%2i_3qug(yrZE_j8^$Ov!B@3;A{PuY^(L7RZ(*EeljfRXqC3Z2CzBoWf8
z5K|2NVM8MHXkSg#MwEZv<7a=L<Dc@;I{ojyt*rM!ikV3fOqNz#$*cZzRGlooYBx+v
zMsh!WO!oTUqxwQ)GF+6$A$UfVTBQH=nb_1!%cvLhjZO#=uy6ky8Ma?>_#z(Q^Id&!
z|L0GU1-Ycii)1gX2c!!BIY;E%5X%L@qGT>eByahD{al6|hnK$ctKj~}c||E)LiG2B
zRMoGcRn6ZiquDDDY|Dm{0M60O0X<`1|2cF2?41rql;ujg9}Ju2;V2z!<KHt_&q1nE
zT2;%%c>0F(oMjm_L%21N-1!^^0c;9)k4NIbo@qDtF?fm%2L(pRB0y|`k&_mYtFOlf
zY9BDZk%T`Z2jqQv#Bt<u<qs)MQTNnYkwUcye>_F7#X}#}V(49~XN0=Yuo<KYzq73R
z8tz~o%cG*ly<9I(WT7I2B>l&p15b_^i0H4>fp`g<Uj_Daz2akkKj3Q*!xu?E1JanK
zC;uB$*R`c6v~7Qh93DkLMMQ!M@+L_^L~{E2JGa&6oI8eHRc%0p9afm3H&ZrRZ!O(S
zNjCa0sAGBRj@K)R$@-7VXJ8L;$KjqB*}oCFn)c2;s-<QZGKoZRT#Qnsg%MdhR&w8u
znFJG3nq>tKqC=0Ps|i2^N41A0Pv!CoH;Yg$kRSJRV1H(URpQ|c#uU*-^5^fNK1{F`
z!06|;vYb?tyHgF#d70^#LdSYuXPG9On8F+pPSXu9*?B<P@?jsq(H_GG$!6aT-|NFV
zYCu82^um$vwubZ_D@Dp|_p-yEa0H#q3t@|imI$)4MegmOVSm@i*-u~l2g^P;D7oqP
zG{R3=ZpZhD9G+h{6i{k27sH{a9&Iov#~YPE*SZrDpF2LA2_LV@kCMjrkx!2hqQr8g
zjJrVR<1H}W24*-6`tDd9R3n}IO;uh$n~}ObQ*!13-7YT0I?o1uw#VwdB}HOcxRR?H
z$IbQVWV`DKHe=$ohoRU#$klbuK6x#@MET^zS!?psfaONJy(GmrN<U?e)il7tSDz58
z!qE#{F<d`gir$4tK3_q=S7gNzVHESj4mINTeVd7hu=0woDR<b-CXYr3Z?AlyXYbDn
zSgw^1cy(&RC<P?ur?d0V@3%PV%mgX?Jl^Jqm+B|h5Rjv<Wq+4A?pq`#M^Z&-mf<Hk
z<&_ys@GT><0vK-!Q!+GP869BCkF^HK2N)KvB&C9mJp07{P$ZT6S-gbXIvHkvG(+Zo
z;QF|H51RjSm4gvOS+VwL@ML)wLc&>E{>m!k2u+p2cD6+SgsD4wze2LznD}^VP}SGj
zq<Z+@E7XyP-PCL$mbinj0|ZOtfLx42%GMe<25703n}*p<d!xPZCL4cGkeDPaXV|-M
zo#>&qttbd%08=Bp3^$q;yF2;HqM%VMn|XX^UNZeX<{vKjeCPebqoH<$IznW{7-iFU
zfqO=W4ox5ew;BdcfKHEI@!ge{hH!tfC9JO=tRBeD6YqL&xnPlVHt!uAF)rkbp6@I!
zuWrx9?`n4?^p(<JMF|*0XC5NX!@i8D<9mQwklXwB8lPS?(L7Ps@pS7uiDJTg*Y|k=
za<?>+4m6qbSy{GibUXUz^aka`bFa2|z-g3ije+#Zrl20&8(GE84Y%Dc!8p6SYwDgA
z_lMy*xZ5`yi=I8?PqKAAEG$JP^z2}Eggix&Ed?nQ3MXLwvvAo6v(GiKK3`E5eS^<z
zRA+&eZ5K5KPr&#23|TdKnMjIR=1VF{A4*GQ4B1LyhJ^D<KVMrT{lw!@6$`Rs-!0Ac
zY$HvM(-JPGqhWPUgAj=ah951Elh)iGvLO6`xAO64{fc@X?#GR~T;aEtUeAu4Lz3np
z#k0ctayUKtj(Z9qkI=>A3w_r}k4He4hR+Aw(WGZ--4DKR*xYg;f-T$x(cXr7TuxgQ
z(jY9y_B>XSCDi4J?_j{lYt3w;yvMyqC@MFU{AnywxZrTol=V#?GT9`%e307?I}F|;
z04!dk>bx;<;<abwWUke}uq&`xJer0<M!}MhZzr<8k1@tREa^pY{Cf=rz5^90O}>}5
zly{#?O+U<(hXKZzlg>MC_?o057VTV~1L6DG&y@n{TAjIo&4}v;8nd0DlAk@Jm?j~`
zyCSiRIO|^!>s|0J@X1UWR=b#wj35a7NVLB0aIs++h7H`vWRH?@?Kw_vc&Nk=qTi(l
z(BRoHGY&@{x~l$uBs*{jR@5oI{d`F4OPWUE@!|L5qXVpTTG=Z-KA5pJ#vRkYfRS8n
zdaGR$`@t<}t-m)d4dtm))NYVGKa_y8pPr`0GA+v@V#RXU5$1QaR!wsx;U7i?)JPLr
zid~yM9?r4hBnL=les6SjqPEx%_m?kKwy@yRO;%Kmd_KGyq7w$)297Vk9K|#c2Z>Wt
z+kF9-NaJ%WzwL<W+byKyarj+N1T2;ABQ1}zeK7s@+O9(hFtBsSEO(!hixsZqrQbr{
zZ!66yy!~r=j~PFZMVMxY4h<BL!hl@frNm037;s*b;U<m?UEZ0zzd-!@&~H2!P8xKv
ztN8=t`EnIS(G3t_<K+NU+`-;3b~1-HnNH+&#}k)&UE~>U#({6h@H^~Y;lw78y~A7V
zAD4|H1iKiONz9?IzIj*i2=9y;m-FMERb9)9K4K-2Loc<RCwNoOWG$bDxn}A4eWp|F
zW|2Y^*1irHDJ`s|(%el}0Bicbk4%R741oycE*OhHi2tCsukzfBo6fT+y?sc*>DgRr
z__lj?t&y|&k(X10-!mfM9q^NoT^gNLxg<MdvW*RQ6hsk1llfJa?#+n^$gj^sH;!Wg
z?;3nIycD+waLl)Cr;YEA1GQ^;pF7DCB)C$H*RPac*%l=09uJPIeex<f3RQL(1G3{=
z790t<Hl-B>*u6a?w=ia?N{6|Z$<8~=+KD+iJ#A-as*i%(sG*7F&*?iRL6P>|rw3kr
zv%%OYpVf%=MdoZ2sBnXkmRdHMj|}x((95$7=%_-=!v!>b3;`Gvi|6X@FX%qDUJYTx
zP8ZWtZSEfLF}cA?;5N5(1^8o@NCTF2KCCL1Vf^93jDjT@!BaCY_y}I~>02^@1ueb4
z(1{ty5|7&n;_amTT-0jBj3TsIdeLl<7(H{7-yZK|H$L=AL?Vy$w;^{3L^cTMcu^Gc
zso$n?W}C)~rsvrs(1jR*W5Q3+K4~B+Ekrj7=;hww$D>umhBEq01yvNj-O-oF)G*63
z<O}16QMun2bDg2Cm--*{f665VuGw7rTfDe^-AAzuzjV?%n<M;y^kzD|ZdJ^+AEqxt
z_j;9st0UGl_Y<JttssD@B!t}C$I^Ac1we+^aBVD!JgXngdH*#XGt2|HryF53InUF0
zu17NW7^aNTvmOh~cCrqN$DamVT2$HCUMeVmfQatM?L6OaSNpyIWHk5K15aPB15VGk
zn^Z<@9wiWh4p7@W+VOaM50@1VXMTMaw>~F{3q&E?2lQdP7kJY<)^gjcw;`il{%!8^
zv5s`8@Kx2`CJR<v+Szyj-f^C1`ZMoA^`(wFAb~QYK7qJ?fffM4$tLNSp0d82^spLf
zEEed4%%UN%vE{pHV+X&e2|}x*;|V#Yg>tqnm($o*ySo>o{oCcY$e$$rX&CM=>T5Th
zB-1?4Q*FhX$747^T?KB`(tW`Jk}EzQe#;f?sGdt0f7|B-JKQZWr45&w=iZpLBC@fD
zGYlVj@Sr=fyABWuN&MV~^gC82B?UwK&^;W<fGRu))M(B**x@|H2oZs*>F%K7^>Sv0
z(Jo*kih|<|?za7(vIz4a>*Sil0c$@;Gvv5+0TFv&UH551nqPqJyxOyrPj3(gq#Gip
zD450=+7g1(7cACiJZZcf9`@jHu^wnOxV5mzIze0F0(yldsy}%gJd0!-{^p>4hj?((
zclSX?wRv~eGul!&5>&$5?abIXCD;um?m!`O#9}mHp6eo%xbZ7JLpp**R;AYAa%U*f
z*hSe-5bAs$hHDi>kH%lnAGw!OonjC)5SgylC_8)u_NL*`W2Bzl{gFJnos2ycj{K0P
z!yBR>L}BkV%JLwl7}@JIGz>)%vM6LXfXV=}P%wlCx((0_dOC4>20S|jn1+pRyFw}8
zh3Hl*&!bnLtc!(QR*~V$(&`q@KZC&u(eQx8wgbMa(oImFi2@X2^!FKkn#cLVh1Yuq
zyQ{VRu;cKkE1Aq%x4-v0e%&G~yu+7L(?CWXU^D#c!d_N68=sMuYV%C@zw|;NogE#D
zpZLkm{S`tf7iZw?7z!_Wa6wz}SaoUp?54`+N!!o2QiDomD8J}s-@()XFT~B>L5E1E
zpgtfQ@wl9gBQq~_nmXLpcxtdu7DRQXpkxBEJ#1;smR-;<z8ubOc4#+mr2UouGO6w}
z<<zFrp3P<tc7M~{#(_i?JpJ!|vRhU(!7wprI~|9q=|Kv)CZOZdVpQhe=(=0%PXZ}a
zq<?z|RG>-_&^i_hvtI_+xWXPyU8Oh;MFhp~B{+~6a%=Reym`uBqQRvI518?JceVEM
z`R`hbyb1U@aHyYfXa4-MiJCIc@5MP*=6E}jVG`}F>uxI`P<M~pfP5PvzfHb3xxPMO
zWMF9Zx3g{UwUTWAe>bu@=<%6B?$5C#%1NYKDi`+`Q~;j6{nbx2qC7l@?f@#?5=>xX
zmBbYZ&FOIra+3DpRu%k2o`rwE4=Y)ZTxJE7Nt8|$3I@`qCWCzWc~VIQ>IrwG4pI;r
z47l+U$k0FFaJ|4SK*`{z2oX}6rD%Ab+Nx=$cKu*zc!%xN-L}y`pI~Rn9UP&d195F=
znV?tyeI5J(aNfaX5zVzcDn0xSEGQThpwg$`Az})XD0w59Hb^+p6Z2LV3tN7icr^Lt
z9xDY0zK<zgQ)p5si$3bzSUjeOLUYzv)6}$Vw{CZ}J_s5MF+wWVlG;wPuFO1)l}9I!
z$K!Ut)H0~tIC!5fL)3nx{H-IL?z#v0?%|!DmY3{oH;#)}lac#WR{4&z3?T);zESVA
zNbN{}nq;Lbwk3M}a{mS?%VW1gFIYa*Om5KKDvY<M?e8VDC8-mVJVDMdpzhZ_Go}fR
ziXBa-$%Hky++GUC2~qq3>8%d4NBoJs(wk7{b9M*EFxia>PuJ8fpOVUsV=Bvc)Ueto
zepS*}PU0AZ<}Oa;tD%CI0^xstu<P6N6Vh0qXH;+HCW;`uDP777)^-I8vEqrn5wCQ$
z)>FQp%uzV!-xrBP9S4sJ%j5bwMy`f^@zay4YO=s-4h;R%JAN+aJ9&gMMZHUrtdWl}
zL#G$=VQle!U$b<tM|Ak!F%9S9J2Q{lUUEVU_K4oK13-4!O&`<;u%|0nXF!=o1nZhG
zr#%%cWT*DE6r9^6fQ}v|ef@YUYcT3j(YwB)vud)lC`p}lhmus=u*cZ(Y;(ARm{g)7
zzum8Y)d?DwFMZOI81#Th3<S#!{38ul)357x7{)AmnCmJ@5YgN=$3)X3a4R32A9shd
z5t(q#va40VvVeW|0|t({r*9&Jo!XG1TfdBV`*#8No(pF2tw=q+kdd7{^L8z2<dry$
zxEWbyk>Q`o0v-6D^cCJM)E3iay7*<EKeuo|O`HUl*=+HAW<4(C^+o`C;3(lIWPK)b
zj&QR!k@u;x)DomqVM=h$ohT4liVqknA{M;tu}EFhmO08IX5DpwE_J`_*uf4PhsrK*
zR7I-W4m(t{g7AU+2rC|le1b&N+0+8#&)%1dTi#@W_^abVStndjy|~tU3l8CpMlIKE
zepN^9S}bBgGk$Q`99;E{&|Kf$T6Qic5k7Z5wGV>g^}1pCK%`5`EBK>#G3Hr3r`WQ2
z?)O@Z`tXA>`RD7FJCUJZyD}SebAnhjSu(>@<4;RtoyZq3kiwqsg9SmwSYlk@I^rEA
zb5OY4Zs$nRYnzB>2{L<$EZuXr$|39!3)2*v{9-wo!~^fqw$HdAy7^PQ66ZR^_6e4c
zZ=9l+d*!Fsk=-yLJIJ-d_x^*&4zlfyop^$kNUn{oZ8DFN!dh%(490}H=@)48lBKHk
z#24SFhkAYQJ%~|b|Mw@<*!Kg8Yukt8L8A@!7507?gL4YGnAhDWdkenlPu&f_Pka5c
zA{RLhY7HeH`Lb-~c=goh5!p{z+@do#-p78QGI+fpK$!eh;|QWhueNRLC&LFE;!J`x
zrC+_nmf^uRoj>n(3JQ(g^~H1Ri5BlAys1gdl};rWL5HGnWIe#E(mq3kKt54JYTP1)
z!25ndCWJ{ugk{Nd#-d0kz$hjbwn48uyT{<LwcXprbhOtS#9ffM6i^l3jiY~4xJvLf
z3O1hcs95p%HP6(ueYg1*JQ1!=rC~4F?CwAxPH8gV5AA7*w;9)Ol7?XUX3s5@9JUJN
z>PeEhd5Tx+Od^n9=@#CT83~KdKW06if(jNuxTuW0&ujGD9RxU8$tE-!y6EbizX$uf
zAkGkVl4)&HENJ*mw}y{jz~1ts++JOh1)9}c{e&Bd)!kFhy`}L3aDl?^LUss_&x3GH
zB`s`9?Yp@;j@9BYMBC|Y-)mH4#*}mm6jX=UJqohQd)!?e`4GKcPeg`fcYk!D5v~w%
znoSnm<iU?qdsqIL`f?l4WXT{g>fenWkD^xaK12%oo9g#)!uzt?JNlsR;kyZBg4-+v
zg1CaVa-s>7zwLKJF_BQr+$iLrdQN7oGHM!T?UQa`V33i8Uj2Sa2td9tDw?BMg{01n
z2M&97gw!=FR@m8kdy91EoUes^KfYf8n{r>Fl*am{`#T^r-rHWttV3#HNBUIn>Tx}0
z51P~;)wbXka9yzHKjielQ1A9Rdj<t978!ziY08~uV2;d?Z#>gs*U`N`uaLUC;sb5k
zT{XsE%aWHVy%nJ$Wee`M$f@Q@L<$$U2&{{Dq@sk1n8afWBsR}T@2XT|ieX!-ea-|u
zgtfhIH%%dY9Z`9Se^ni1%q<Y-QiBzV55DF6f`O6t<TrW5B#`lk*USC%0V#&CTHxVr
z&7ZH}v#U2$_3|BMioOOYo_86!&<0KOeY9Sh{0aqjmizUz_D^H?l&<YNLLV}KZ<~ej
ztcVET`vPUTo&BGghI{cA|E@J0={nJ8RNsoNX`nae04X3c@p?$)qGpYCNo13x?{C<}
z^;S`4sVlo%xC(2XJzsi2tKneTzCOFg{;w$fZJ>+pW=SfEX#<H?_wl>nIHp9t8)|*y
z@xpLknI+#a<mY+yv4><K+o7Tqc+0+>;iN6@H2-eI+P>6E->9LEWr}`@WUBg<@r0o{
z-ys-Hk=WvLV1sM_wxu3A756oal{m;i4oQRjy2(4Br${GLDRaQ@q^D&5JiGms3PXIc
zfk9p-3X?Y=cQb{5xulexJ}QJz7j@|UL)dd{Ssdq(-D`wwr6}w1^BFrh&&$y5B+uM7
zy+}2#AqRA??7aGnY-B%`K-H0m+VL;^!)e;OeWaZCGdbRZ(Yz&VpZ3*C$3qW^svLpt
z%PZe+IGs!)auu!*ouK975!=Ynoye-Reqxzip`Xtk{(s&l7jnNWp9ZzD!28<dcZ~`A
zE$$rV_l9DaqtXrM-7dUSG@U;?WIm@w_G&WjdoR7`efBw*2f$Co`}WcA9n*cPI|%G*
zJc@u4clKyhgUr9KE3}n9Z*kElL15UnA{icTX*R|-0zRI6Lj0eo7LhSFelbgnVmV^=
zeHsxGvbZzb(AtB0Bb|o`6tmmw@L+h5vME$so3cZtU{l9->UZVl*=~<$$?Pu;^@g=s
zNjd}fZns<N^8kPQIksAH+CZuTuf{iD9xv^_*ASr@>E3h}k?M-h_!;EdUS-ql%6+?$
z9X_ZpbE1W?{gbOOUp6EXxmRBSy3EMtz4t>Z#abgpyb$TK-8MAQET-2kTu_Nu`Esct
z+;Tg;$*Dj1H4kpc9rXlD<vqPiAMwBs88d)VhN5rHtXwKqV|Mw)*f-2r^yA4#-V#4n
zeX>n(N79t6!xrWQ(w+LJBWeA_4{@&~oj;dwU@qPQ3!lg4k;G7A8F|J}v-Tm+sQiZE
z$G==Ik6OVlw7<G7^);t~&-M<5aW!0Djrj2u=FKM8m)S#78S4Jdflj?-lBQGrJjj~|
zsz3NT>DLI$+Y8Ymyd0`MqV2~|<iS=|6X;-k91fq9T-}t#5Au>r7y`jcC&A5X8+n9q
zUw`R|Rszy2_RB4)7zJZnA49x2bviUsK759v@bH4OB;+Ookl)~}^_{~I-BI!^%p1k3
z3}ww{)jdnX%R-i*OOBc20ni{o!ZK^NpOxLF=`&631#x4Y-qG>=_MYAi*nv{q#;W=4
zI{S$O>aw`YkoBtD?SqJr66Io>ji3vJ4PEC#)Z7cC1(w{ybDOu!BV9sjo9PdzzhXK1
zl+mu2VWq_$g$A`@^6@tMI6i6T$ckGA#~9BaC=8oxSq+wtWR%(+u=0FZW<&RV8X;$r
z&<>#mq4|uk{t($}&)-O1DA3-ZW_D^?AI>#Qy3zJ=DVXY8XvceY^iB(W<XF@fz$9zL
z=Zq#>6Oz!`x4JbimM-MOXSX;hD%2K~Y~+)JI8c{PpZjbp3Mjb9GhN4Nx`hT^0PD#C
zc1wRL1Db8J02~Z6j1Tjtgk%tp06jJ*sKn0bCp8loCatYDr<bJXAhHIFbGZ#rSn`h*
zRNE!=6_=G|gCsK$EHLjqlZ5bPI6U3thO-of4<2dXW9IgK8nStK2vNn4m**wcROJpF
z45u$7s_e<&BWnrSBV8o9xDU4%_lue;6U8jjLHOMZd%+bmPnmADTECD{^2Y_PeK?zn
z3l6lBQfXwQY;i>OZ6Fut_2Sl?z-;{j$;S45IeiXrDGp~rTOM(~6W;{_CB34y)Ua!r
zAzKtVnVlnY-wk(>P&N?=q9MVt6n9|_Q@`)9veoUXlvQQ#8(L%m3I^(GtV)`5N$DeL
zrlJECmb-OtOm;oL<(0>KR$2Z`u5l#X=8G+eTdIB7QBq1w>(;belSLKsBJ_=Xrtd2P
zfs0*zL;)ulFa)Ubfz>>sWR{li>vM_vG6G5@qMyzKEw5f)7QAfuRF%lvh!HE2E~NZQ
zQ)`m8S1_+}c&9AjFi)gYU9C7kJ*V@6@&?^<2rr-{$4#!1xtUcQA}t6=yYTEU#vbB{
zaeZg0Nj|p7N+&zm&(gOT@%U2E5xPl}{Ig@nJ9ajF74S)v4F7q(VW;}lW6X$(-L_~(
zgH<yhU{c<qtB-hCkvlX$V%c?F_7|g)#c-G|7lf?=O4-r;(ni<t_{0JEKG*=`{<uMN
z1J4rjU&ZS}1j_MN<6hjBW?&sZ$xGrj>N!NHcv$CsrF}pU7pNSw;CxIEAL%_-Q@i$G
z@9BnHf;M`gq!^I#a;$<ZWwHt#FOUK@WW$vXy1W*sn`y+H2GgB<FWf&B=w;zTDdlJ7
zzf)!%U+W9XhG!U8mVz+!Ws$?Jeg|2F6Zhg{_X~CzsqseS(yiRVR^2c&-%aYzGtV6!
zZ0+z6*SPSP{p+|TW7>H>PM+NwQ2LR<kVKL*;alhmWY>4RX7M0FkxP_~YXm{WOC|a@
zDu=MaZ~a-1Y&T4F?V%9=K&y%R*9+g<Gxi<w4gUX4gqDmwpB_)!5zN=j_$cC>-L|3!
zXclTvf;pmIpd?h3zEL={x77Q7<US4ZjvpDyKJ@C(LE;T32R@Oc0NzvtK?l>3Hw-c-
z-49DjQhs)Tzw<{7;PJ=$vDTCfcc7ctxfK~K32<M(-_bt^{_+Ogac;a$pU{F)s=Ii_
zvm>zLkFARCuCAMAUDw@jEWOY5R<HGPxHhSG9yAMxmM2-)x--1D3f2r47|5?;F4ty2
zN*<&b*(qe*Gyr$mR{6_$qE@p}9qv3qXo;rF3S_7(j>(liN~BzZ8~?*orRYCN;4m40
z*-ZT*wS$^6d;_YrbIqG8Ld(H#BUJWtbzJlguWJhf9Cjy1XYjG;_+Uz?aPRABWLv$A
z$;#H9WcsbWRdBh))3N>l&8EwHGDeBQtn$hlH}kD)fdC&Z0y@9osN-n1_$5gVnLPLl
zH_R^loufv}3%85=V&nZxN-evgw~S+Q$DfZT*lKIirjH~1*1o9pl|@Dck-Vz5O_Ma@
zb%0n3nHJ1m2G*oeG--tA?d}2r#CbDu;P0Kfm$*r^uy-eSIkv)?G;u~&QpUS3yO=}f
z&h37j7#uIbZcC1aKM!Yyq_cXV?pbkC$xz^M!d0Xnp(W+aG;P7=uiUZ~<hr{F`=Tej
zOem-^$I)l&cGqkBUC_MSqJ&Pa1#Qh&SGUyIs|<bAgFkFx!w_f~j;%;o#4)Ax7v=9D
zWT4bGOSh~nO9G6-hF0@`L`;F4h2mMaXE}IjzPyeg=&zk~dLDn;7sd@IT8Y?x%h;Xh
z${D-viZh~ih`Whb{+c~=i%QRifu2NpQG;^b0xShRZ8EB#(v}FuD{P>eqb(*K<2Mfq
zQ3E+;t)NB2##g^uh6c^q!kU2W4Y?`SSi~^+fm?nd=SiUEb4Gfw5IV3vt$Wta-E)EV
zaAz(iz+HaFblDA0)L}<ztK3(Vel5F*Dqhvq&UEYK09FMYJFakfQ7pl+LNKR~=ko*u
z*y<r>WUofcV(`5-rhoB2ls5#&7UnYy4~{?F##)#pghFj3P2v%#G+IXelVSIlo|k$z
zsozZ01<^budj=K}Y*fafb<9^);iUewM7->e*FO9u0L&suf>^$hvpnWgmDSw`woKr1
z`*aZ=n!6cW;h-0ft$V7BPjV*_=E;L%hj1gME!$A0J-zJFPHs~nOXUx#>s=|qmZ7ul
zZX@%x|7ue~d9cU9BSPRe84QQKO(&FCIB;&2m`0L`8A#4^hIJp%MtV%+j{V`92C&}9
zbj1y@(DvN!V<4cmeKFx4C>}n&&g&v=OiQ?G{ttto<mE*lUu2-e5%pA6zy!7T(_IM!
zw&AVZX$6?WB^zH^Cnlh)BpZ~Wb|8pFW;~19TZqrAbEH-)QZ<bx6!N(?0e-cBc~OSi
zCm9ha2BYA&U71Er4L*eg)CljgSLP)z)yj%stG5|qs4;jlIofVKhLe(Eg_!Z%m%EE#
zTrL==ux*>7(Hl(Z6@9*>c0~|sKqC4tSy3MA>q=Jg>h7G7ASn}gz^#2GK?ZKQ4J-H=
zVR?nBIT^FKwZXV@xq0^I&czGl%L{JYqJiez6YKkVI;V1lV5)6DK~Y>{G|cfLIWa3z
zy&&;EL^a=7;FM0@)%6S2Fc1If*SlOwL3LGs+q1%Ik-ddi&?(LtV?wEvV5}Kbe94Er
z0aK79qP3cv_y2UWpx2460*d=s+wr8&`z?s_zcoF*Xt`@;Iy?)FZ!W$+f|J_xcT0|T
zfT&YX-@>Q`dS1giKopQ~FZ5-sosjK7m4c8lz5{>CVo<@E6*Ni{Tcolr{f51EkbC#?
z$5sdtJn-f8?6!_+=H?Q($7?r;lbfG|iT;gHp#i}&eX0AkEodE`pp5%FsYFptFMt3@
z?<u;D*>ZJ*_hXi#dw}AY3~u;B;T?kuS#t1HyU1nrnZv%YCim1Hgoy)|+FJD)t`9h<
za^WFrRC&PSwrlhmuYZX3esd&iXb-^~ad(aG1sKC%ck{)GU?%he7TXe9%j?>XAVITG
z2emKYT*h|JmXH#myZyy2j!}0$;Y#WU7GdRhw0j`$4p`Rq0W8B%H#1SK^ON_q5lTQ7
zhNIhG*oBMFdj!%-Kn2hbo=Gng9r&FMV2b+BO^S@*<*?~Y2Y52i6R(^k#olU)(5wB4
zvPzIJ-K#n;4PNk~eHnuAdataW+d79GBJm;h{V)q|B-AFSN%{t4Ps9zQmW@VV8W4B|
zRVU6NBXChYO}T*+i)TQEKpVd^(2zd_|NqeWjp2LmECO!g@0iZA*ktAoz;Ci0YU#hl
zoSmB6Ib(xpK=<_KectwwEmLvVvvXpwF7PWm+C@moN4Juud%(J;JS<rgV428TJ>^Y-
zw14^(UYYEDnvRykE`RUQt>on|3CE&hxX3a6C}D$q+)e~GIS%jA#HO5c5Xr4MHhWoY
zR=<He+>BO|6}Ig;?qbS6CdB@?9f4_b(T^DCT~AQkbOV2jwq6HpVB{p>_M1A=As8#Q
z-v?PN#lnQ;*D^r16t$SW6)>`LtIOwj>!E9%nFn-vK8br^7ByaoG~##AZqHb;zIjX!
zj!kAdidRaAY+-YhNp);k(=YV=7P6oKkqrx`={M;+`vjF2*nW{6=<h}#q`CxqP?QMv
zz~=ef^<Drqm2Z_dV4ZyK9LeP)OJ4OR&<w@KKS^_p0~_<HZO&3<Zn41VC)quJuN_Ug
z#RtWPwKO7F+@IDAEMpg0p3&)TkPx)Z1=V9%#G`u5b88G#FuOWEtXx2B`|XXz*|W&}
z?@!jZ-K7=z9_ah3sM}yp7f?G+L*(V(x96h90g?OI^9EQZFlyI9^$$i&<$ri5?S>-V
zu%NEL?MDfbEaO<X%{4wr^(mkan)JC&wgb3k5D2V-&NqI>$rhOkb`n&#8~OmzAPbt;
zcX-QYD2<8CmQ1z7Zmq=Ogp%DVr<od94a_7zpMH!M9MJQV;qVa`XMqn3V)`q&2)dQQ
zdTC`lyxg%53t(d8S_VC(V(UUH#B^c*z0+>L^1_G@gr@xm26rwA$da?E<;kdJWAu&n
z+v{~0PJU7!g7XDIgq+!oeQYWbUEZ{Lc?^v9SX#W*DSx62)CtPvzB@lpWp+1Ik#%&8
z8`6F7ID_;(y|0;W7cRV^xB>(}Ia9NbeoPQq|0*xBY=16hc?nO|Mdq4ipHj6C82G$H
zn1P88F}*Oea7G~=cfR(KfILgrUWOKs44=K1%sQ9VrBW4-U#yA0_(1{n0Iu`VPj^!l
zYB&qDzDY-HqrvLkIhs$xjKH}%KIv<=u!!u&2Tl;`yEnk3_%O_HWO7Ns<53MooB^wS
zncMG;G3o=un;gW<Kjsw(ZIk<lk|~UuYA(x%d_k$kv*LHQeEJ7GtsjfpB6q<1tsX}A
zAz$0J))XmY&o#Le#(u)A|H}6`VVli6MwYI|hj5!Us{d^fEIDC4UN~z1Xyq5d7?MRl
zb}GBl`}cWCpHoOjfDX;g?20LDd6VsP&DFQoI6`Awyr8qy7bkT-){YC%+(;)-U_^yJ
z%dYryF2>0DqI8_f-`y<?DMJgT8{SR5RneZ41xFGjvAEQi8(B<;w+mRZBVq3Y1qcn2
zpn|xW6`OOmFE@<v55<shFH&JW%Zu*|@4INVh?mZ1ImSjMuEBnf-QgDhSQljKFuSuY
z0^-VDqt~rHoYtoO9F^NF$7Fbquz^I42LWoDz%=ag^Ag7CIW#j+Z*`u06zdZ>E#eKu
zXOhU?j|Y(8w(kvXE5`ko_j;49hu)^}%&{ne-uKBh?mALONFi4av%Xf-VOJw1AE33`
zuNuK~(BGrdt+g)tMRzW9>R*Z<3{b<EC%&u5h6Mu$%UW<re;vTBGmvfOe1)#jXVz(s
z4%KTL;(4D)zhATmMT)m1-cV4_vPrA`aE4wl5BrN-zY~7BlBkP#K)JwD%d#v6?4|D;
zV-)CEq(nD+6*;na;TdG~;1_NOZ*8`ZeY0rK5n%oyCv$`8n#@|pFk<Qn3yJQrCeMga
zwjYo4V&+TgZ=1|#rK@7@_gys{R`TJL;-oInl&w%j#eYqpt%dU=itzUx2Svp+{UH^%
zgoP%Ux%^xf@|~gkmOvXIMXbzDF9kkb=S(Fzra0LwL1^Fr!VxT)1cG@1vZ4D+B$grX
zB5*_Ir2{c>s0ecUhgH77Q_aYMaQL?5E6R}Wxu&5<<g!SN@I2;IhT76?Txy7O9c`c@
zUK+QP;7>Ep@5|;3^EvQmHYDN!cA3qO4sX#BZ-n09sowgVsN}#sDV^!Sm5~3ibXiu=
z_6Kt3?|twSoa5i>j-PBh<#lQbYl&(#VZpf8WPC1JAFeP;W{yVJ!P||7U<;5PN2c@O
zTQ<CQ3$&`x%S=c1?sd<GdqKNth8-`C$a{~sfAk#3-#NQCd*LZTSMjD27kIx;MSMg4
zQHrq(Qo{(AO_8O@Nx1_Fvd9NtNxsoxVuFW2L=P4Hagl{w4dnP>h42GycPG$cHoer-
z813xQsQd2v0v4F8(`EBW)8mgRf|vS^T%Pa3Qr$0>(<gi7SoNLNmmOcQ;ySz*3mOcl
z?fbs|JZEkv_wZktH8H5z;skpv!cy7Zf1_fX<X-s2F#%sz$f%Nl_gT^U`F3PbeI~LT
zDn80zJgc26;eMx(3Fj_w^lL7D>Ijf4Yhk*`ha;|bIh7sMnjyh1Oz5kH!Rx?Oym%P*
zPbBwmY<v2`53Wh(RXAOwFMu{5LuJl!FP_u0LwjUDa<L!9-V|lumkTvMVDCGRd<?w0
z+W-Lw=nrsS_#f_De!n0rg5N>5{&P!PCGiZnCg5h)xEvLwis7I{bjubR#<(yZ^8+mh
zYZh_lZM|e!_nqS5c7#x?#iZ#Yd?cs}mfX&DOYQRP{PSmsfk**&U=6mgr!3&1`GHbW
zO?6rc@@iEii|ykhY^xULhvHK$_nt8+hv(Zs9uzB4c|6Sb4a+ZJ^&>eOb@UEsD%dW+
zx`6l(^WsMuI|j)e2ub)bX2QnZ_;LBnlL$Urmzv`%e-sf2na^B4!gL}cWB%tviRaVQ
zLzO?~_icVW=OQSZV|s%tXv*x^gM30(dQ-^=r2^$4>Qg7)o*r2aRDu4tJP8}JDdK>q
zU%i%~sp0UdQAqlN4m+;o)GDhTth-}fjU87l)r_@*yZ{JWqy-_&7gtn>a7X`AU^-k?
zQH$I~-3yY3vMTz{CHSoOUpPu*tKR33iJ}u53h0gc>p&ZS9cTmm!16-vnwU%&9FM5}
zL7H5RA#tCirwNsl868rZMKt!Sc<RG`xH4PwkUqbtcsNI9Ju}zgV7;^2TrDu-E&-b?
zl)U7H{Y6zRSokjMno-|JC;<WK4#!9CRdvm-lP7;&P1xS<!l)Pz;pQO+6g=UUfGU`y
z^QcH(`**7F+4QdmBnF8TPG@K|w!O@gMM>A7^AC$H_>ZXQiuwKb{Dtuj9tf7&fn@jz
z`xO313QnJ)zXks;0y*xliC|qnMcDh#&!VG*lzoByd}6dK=e+=^>UIRrkj#N+e_fai
ziJ$s*fz){Xa7~@X1}C(gzv(ZK#M5vi^EsLk2`%vPicd=L^K;~<D<VK_=2zM3UIKK~
zUJf;)+fhY4I>N07C)BxP+ZV|Kes8az2``r%@qEezCOL^g4>t#uM=v2WgH>CBDZtbb
zgKv+SUQp<#`O<M=(6MyPdSvHtyw$9G4Bf|$ASkC^2|cR;qfOvrP-L)!>7WOQYsDN+
zHhdQ!%#V_O^wttas|V%1gEm%l`T%#hMut{&o5Bo@BlLUl0keGtElB?6ex)?XM3F4M
zxLfqqi2c;Daw&Ojo#U!CHgE-o`GyQS)JScg>4UEyb7jpd;9_{Os$_{t@UQ!?Lh`$B
zXArs+Ta3-?)enrldLB#~VMHx@e?>4wy32Oq=yi=Y6&V8t_d50^OeyuP2Z`M_RUa1k
zh%m{aCcYg#!9MfeuGWDZXwQ(BgTLb8T@>7}C=Dbt=Y{99j{bxN@qR;$DD`Zd(X1ff
zNl+Ye4Q{6ntS++koyg1sbC&jp5kA!`azoUI9hgYVDE8CrPf`z$ADr)iM(=dBgX)rw
z35h(1=q%sr0Cq1VQ`Ry?rO|1Y<xAXsKtJ(s#RHV-mrYYB4tevzzVX(DJ?beK2dGr-
z<VAxxmi*a1&YC0{GPMLIP37J8;7Z!c5M(oK!`g|tv^58!Wwf$$bkWvmJ|;gtADe?a
zZd2Z1vt77KWC%d5GV_J@U!7Y>@y=056EsX_0vc##J2zU-AFWn7Xu#P~?6nco(3Q*f
z77UST;3bBLPHB->`PXAqmc3&Inw`h~z?BWzi(p{2xgkS@<F+q;;I{mF7E+r&;i88}
z_4*XWh`o~%()Ve$UQxWk-MGo$r-)Ce5U%FKY_;oHJ)C5unDpSlVkSCPyBl=%*m-{a
z>WA()^Vh9#9K$0OKcq{02W#2TIiht#>V@~6{+kCTN{&fgK8a2OyFC3D8ABwp>Nyd7
z3{;WM+by|IT>rK|ogfn7S@TZrLOEXGPAslQ;Jl-axuXXF383SS@#bIQe#OVo^k)cW
zAboAD@0Cmy&`O6Q8O>XLQwjBpx2~Bs?*bFhkULm|DcN?X9WPoz_65`*x%Ald{^sjt
z_!QvJ3-r8relVVAu;WKukpxwCjsC5HvW}A7p!MjpNe`ew5aw}tZ$Q)n7-5RV>EV5=
zJ?#8)UEUXdXkdk@ka${<phZd}1(!aX`+zv+zSA~m^P`lgjR`1NA`^of-bLntJ8vuD
z<)RmRwthRR{31J|bhx!Y+<tC_%zM{8)*BT5se$_dMEC+k%OupgVPQT^drQ0UbR|3u
zU7}u5jI0BwEyg<V^BLMfB-@?+J01nTb~6n>+=rqNnO)d*$KB@X5Xd~n$=Ekt2y+IK
zKH)*JLvSjJPZF8nzcM?jb;kjn%79XL>*2WKMi-{{Xc0tXc^LDP5TJ;AOYW>NcVly#
z!^0An(fKNt=!ZO<-aODN0C};y<@(^)DRh7x1a3=xg6Cc=8RC)`csUOr<rWpmky45b
z*`cK$?HqrkFft%)LaE)}Z?nWi`ZKhv8D<rDP&t&X-z9bdpf5a-@_9}UoWarRq|A8<
z)go<4?Xz}pZ40Q|-n<?zd~zsMM>_yfsK6nDb<DA55~0Mz-yFz=`1SqaWylzf%&!*#
zm7hDRCV!lov`<gF=**C@6orC6a(hB5)Jr&9;<eqBvzC}%qh-Y+b!>PyfB`X!B0mYA
z6_Z~Ya6-76?NBLW_<OLsB#;0H0YeIqS$Jf7RgCy8r1FSzLGoMXgN-C17u}_>vBz6o
z6u@UM7qNaXz`&1(or@L!Ys9FU&iu@&UV<_hk5&twiyLvEfrtakN<zC`3Z9zp(qlL=
z+1W=FjO`HG*1NagGoPKL5OJ4(S}vYHb*JWN|3g@W*nf$IrJk;&KB}b9PdRBeHtVrC
z9Znb2O0lZL7=x&$Fk6sC--)@Yx0d(x{KItU!T7RCb>+c9_rbS^^mttPnZ07S3|xqV
z38Df{!3$RP^ZS>4-d7l^yw@$4ZOm}QrdYJW-&Yc(F9}L;JMOi2)yh|QZ?d=D@DX#!
zy46sCJ1YDgGPc%Ja0b)t(FHSI{R<$(1GSo8eRf?=E+9(S^>rFOg5dUYU1^2)=%MnD
zK)oi10c6-GR=$RAnF{pQKITA%b`Uw`g$S_!ng`5$f|>@j?R*sjB+rcfRV}{NA{Xyc
zxn!r)yjftFz!3!)AL3>>as5~MUawVr)pAl}Q#R=Ivxv@q8XJOIRPXnZ&dFvns<3B1
z+q)5HMNL$Ijy*%NLq74Jvpd7Z0^P~CVBwJP*9<6>{m>ckU$qHkY^27@6#$NcO3vu!
zT=iFDK7Cq45_Rx}K021O%h{fRzQm5(`2t)<P>v2zI?;bFQ`m!XgaJCi%H3l~yssP$
zg9}6HDYgSE?)2T8?2ohg2y3iO@YcQ`EFtZIf!5!PE4#zf%C_}eNRD7f53#>r_idtT
z&9FQKl4swf{B+p3l#&P*(qp|otZczQhl;;Y*<t?)ac%~j8<ovdM1IDH#1DmTN*wCw
z1KSyV&;t{N-AM6o*_p138RCjS`&}+kSlflGot%iSK6F#>)(t!y@OpG|oW(r8>P5J1
z`96CRXJ*BT`#7!8(LUCAi_%aXLk{1j`n47c5Q62KxgT<+Yy~p>8s-r<%Vhcss9O{@
zi^#Y>b5{@+abnER?FFsDt@X5DpGAP;%x%=G^inH(7ODU<rFdJn4db5+PEgw~rEpa3
zU{<`6R7*I4#fmBatv2yge0P|^ims33WBEO2zP$K?GDP4uYDQ*Kis+LFfGR2d!%&SD
z#^k!fVzkbCvA%bD;XAG+nb_d6WJ~{2<-g<vJV?CG_i&Um#3v7dH7L{8L;<jUQtEdF
z!Vk5(0LHdZ3?Vw3J9aMsBwq%BjYU8)mTCN0+r7=qW>(iJei?U7HA=*NT1Spu(EN|_
zjF~=WS=vj$u$gyd^DZM}0BTVOM@|H%?{4p|6uN6S$<o%x^8lz8RGVV5ln^bS&C?X>
z9W2V`RW^Ys)&AlCzGU2Aew13MWZ-X01;hD^YN!)zCs|=shs83bgY&zHMENEknJ(PX
z&fP5w)XyR3f@=!k3Z*=c*Q}19#O{1%Q9fPYSOouD*)g3~0s-LFk9+$QkzjTHuy_{>
zYg%(acYfdP-)>AU#}}CQ<NgPD$N%J4a!ouo(2va4?OFH;2VmotBUF5+e~51LaHbl{
zC9~mo%BTZRgFUt>C_t&m*Go8HPWV{J@cCuwqkMx`mQR@MXtkC=qb2?#_jOxhheq`r
zuXvyQQy{Ko{B*_uovaa<)tqo_h{j8=QV1YnAd#ep7`>iZYaicoO!Hf9^S~)9uPZ6r
z7=sMe8HPGRt+9-c`TpZR<8%CY_ZT{40mF?o|BGB*>$?SqSZ^JdrF<j;OdH8bB8>iR
zh<s1(kHX3IZcuFPvE}}kJCGIuuP}asGHD^E`-U3x7=__2(B)Sl0p9QybeHK2NX-6@
zNCgcd|8E`jeA|JhJFw?un1xdioALruEuxCd5tIy)B~DCtj+}176BAu)G;G@(0IVpt
zTbPxH{7x*Np%`Cu?q(P^tR)Ym?mT#BryP^zwN7oMUVmfw27fl4RW6!+FSR0!EYUdA
zw=UEQ7lK7SC>UH(zQPk{SnU3fjR|umE!hUUCV?0dR|c;&bJYr<P^JS?On!Wkhbo_^
zbFNOe^>gW5L3=y{-eT3w(Pz=Gi6%?C(>f&iciZZ3=Rh5VbmyNmx>S&1kPyQ!>5e;c
z=ZH)LWh-_!wS=nKAM;Ui3Q9Q0b@Ia$FtRSHk?{uh5$|KexIkC=DSRcf#l5z}7p^^~
zuw9oOfhFohS8LkTs)NNsf6J#H?a)5Dql-A-%gu37F(2MydtP`hjkHPKjLI_*9{?ST
zu%`5vF|K#B3T1)gR`as;!j8ALc^!p&zX1Uj7Y7}MyY+b`L)fo6htOG%Sc1z(B=-Ua
z1={owcb)=lO;8ovymp7R|EzL*f0EEAswp95<@<Vyf4Xf`x*3_rs6pjc{jgsFR_6X|
z2_TeCb_*^vw@c*G4e&h#;oyQTqCDN}N={l%!pA*Y>3hQ(vU2?phE*{G(EMmwa^eg;
zN$$&vm#$bQ6$pGBc1D+;#O3t~PU3kK*+Sn8+VWdRGABm?dhH>>fHafY15kh=Ejh5O
zecJ(eL}p1mKoSk*Xcnagrd~^_%>5&;`?9oES#<uZ>&MbK&Bv;A7{&;z_!|H{*z0<j
zzVXI8SX*^8lFjn`Haj>qz(863*+H5c-$(~!V#OoZ%@7j`T6#W|1OHaI$7W6_7Z@oC
zIQ|2pVJrnN<2RP#7@qMN=|ij##cES%{T%FzAl#4*=qJ)hJm!J2-K<1a4jM}P!(Q?d
ze3$CwGrOlD7wCME6=Cy)#j9+`FVP$f0GG|%rotgUA3r<h3g*l4_RE>aueI^<z{N#z
z9B97*QfSMChG5pA-;PMtzz0v`9Un0#6d1)+dGyh<2uM8huD1z4GpegHvelp@+;68X
z+6;Z@%f0oP`9p#uT!v13h<AzQK8smC*g+3A*yVNZR0RzUPi-8@R#L7m2w+vaEAQ8Y
zJPnjkPB*%P3WZxdqqy+{b;IO8qv=h-@1VaParX$o2@v@RZXXDtel_%quyu}$&quIn
z7T-a0C6Sx^zz)r3U5dZ^1JFq04!TQEKs0w3>r-x_fS#|^+NusrPF{+ad}Pe7?P6|(
z0V#J^k5d|!?_U&aZAN5Chw~=nq6Ww7&X3C3S<fSi7Sh!T2^x{;YFr9-19fxd_@!t#
zo;F%La3q+3kc_C<URmV<wAe%d$U80@FRIr!P!?jEjBE-L{3D1)qV5Wt+p>p_$Lotd
zP1#UjYAbGbT)?l1KkMdG`Lv^*N-3xIou=(0o9fBBQK``gtIPo$?VZN$ah!iK3f#}m
zABEZP0o%Tr>HB~N_@C->=k-LqEDxwT&Z->vE$qk3v{ibu2{w;s9e*}2iVQ>p=MjO@
z_hRQ|fBm84Hm&E`Xe&9rU6Nhd&9{JPOXx<|R&~xU`~8lcA6{hBvIpM!e|A7J!U(^_
zU;Xom%w@5!rU@Qgx22P`s^2B3B7!+AIup_J@t)9&e2U}S%m*t^9;;ZKS`?=a0#VV?
zpD0I=oj<(?mA!S3Lq%mbenWgQT`Ji-AfH`_%c~7YKXVe0|4zc@^<LjMV$_Hi`leV>
zve{(CZgVO)*Vmli=%e|B4Vh1OV{J4X=si7hVUf@%=Dxx`4GgNUkzsZ!pU+c@%%YxU
zoqf0Q;7@obj!ei1%n3tFL4a0h6WUZ~dOsB911Og+k0iOi1Dt<5^zmPXd!*uLCXlEH
z%JSm)!2xn}jilD)Gx1|KegdKw5*f8S4A24xVv{6bhi9ucltBW*vva=4c$uCBawLk>
ze@C9uY_nRp2Mdgum^GI#^vmoTl0n`JZ@a={;}1XVV<k_=131Gnwq<<@R^M`(0|f`|
z4W3MG&F%AqDo-~V`464oY{#qqq~b3L^X?$5-XyrJVKD0|<qAK3;_us2Rzl~!dV3dq
z^wYtUc}1}O_u%NNy^Xsu*ssBw&3~(`3SCjWpN@)^^2u8<(r1g5yoiIju?1%8c{=^J
z(HAc8jhc6+w{OJkd^qgBCaJjCmHJt$VrI>o_F&oTC8?=_j22R0h!R|0_y+<uOs9P(
z8en`v*z3Pz`~s696dn0_lH<)|&ufLSEy2_D#`aLIMWpgAj3a-l4?8tHK=IOA14`K2
zLVJ8sq^|P6=zGRH9my#1x$MzYCht(^Q*;_ZX@xSX)EV&SLCHdQMKzzmd_IHu>}-EV
z%L+ZfCK(4%+7jK3QE^CM7z)yBk}?wi>rBt258CY@LWs%`o>)OV;o}^x=f(vNp?cmC
zXoo_~(|C;Z?*3FsO(&SuFWwcgEu<zx9Yj{>nn?Gr@P5O!D7_|+-(-KBE%Mo<ZUVqO
z{lx;RqB`{a{q-403}xdV*KN4mM|<<QgOIvx_h<d+$dQ~+z#TrG@xH&)!G5Ffesx%_
z4*B59gJL{(P-KXbjWb?G{&(Iwcrglk5>s;;b$is@FlF^QB)dh*UT$zJ+dw#M1N%8B
zP#%8Kxh$v(rkg&1{x9y!*Sepmb9Ion7XzwJ?(?lGqBrcqrxrf!zevu5*RFx+gS`HD
z*%@|w`asgt{)&*PaBsLbnYA=s=l1x1EYJ`t_U877;RkwUKAa}N8)3ZK2)9>L06v}A
zRXG!Fm-+d*L1m<aGTT%E$4M*u`utSJEj`>nKchPm&;96i&|sHHhvy8nqmVEx_4bgQ
z_$%{^V{%UZ+i$MtU2+K4g)wQEL8cIyy*4-7T+q4@#3PTCU_%v_4B^S6M)Yz=CEucn
zYTu~!{fBYEx3Tu@alY%}Km+#zbJ52ypM+BBNiiz9YUjdF7Nt*0WoZTK295CI-YZ|g
zH5m!YpUHL0Q)88WLrfy<Hs8JOAlxOfmPJE!3B)YSQyq4;g9$+vAbSZOTIsFw^P%Wo
zYP^h$>HmDEouYnTmGu-!00Jxf0%vl1MFIds#4=3(f8WL1Zb@XNdsHXdjd91|Zhsb+
zAaB%H0r8<CKj;z9$ar&!(Jwlpv#uXRrSoO504{^So)bFRUrxnAf0<2jl8xPpvxck}
z+NzWrfFZD1r%&~ZA|C!8z&Q0g$TK_e(>`FR`ROYclr@UWZ(P9QR*^B&bYNsp9+Y+_
z&3m%Q8$!@nSOkWCuowAUfAb3ag5)jR)UObb&AB@5G?U{l7g+re#lhl>$*ky(i}s{K
z^AG@OvJ9oG`Pq`Dx{i7u9w3ilS%Q8UB{*ffP=6zz)3F(oNs-fLS1)>Bw(-~|{@8Tj
zT3_)1IVzQ#{zZb%5Sbp(8+&Zr`u#oc{=RFN?55o%;Em_y_CDenRFhHW-Lu*w4uGja
zGy!@C$2pQ8UsskqsBe*=9k&EE`!P$82HAkT*Wt<Q5>{5{AnyTA0ct#rrGs{Els?;v
zsz4b#`gz)y6Nor3b|s(iH_lDCXW5-?+#_f_gHw?C1?CYvbbY?UoKRemughvFE$l14
z@e^*1>;PS`845lA_48BUBdaU)BKscvWul*ZEEO14)pq>b{aTgV+Rg|yK(c|+02n=d
z9;g7;Ku9FAr0BKY%cXp8PTKd@=Ffh;J|2cwNPpErO;M@Zq)MI}T2wvo^oR7sO7cct
zJ#39-EX4ik1#Bddpir(?iVuay7De@1q#LlAIo!*&E65MlDch!_1gN-|N$2bFc4A=i
z+CpMM36JhCE-$GEMw87F^wRk<B8OL`^4nCYJVEQJoy+&3VTbAdzUjzMjjZ^5YU#JH
z>EDHHnE64!2Db1%kGr$$HqUN7LT6&Q6<J=^Nkq`~3(>PxZHdxO_TC-Z@Yw6)^W%!^
z71-*0qI2oUwbD|eikRoj;Bh9bEnfT%a`=b2<^Oi*?e;IKfjk-stBT9_3j_EJ#Egb1
zNl-O$o9Sa+NVO|x*EwT9igDu#ePqZPhq|SzJmF@Jhpp^oJ`%V|{71<pya6WjlAAy;
z(9@`-#Y+(lYH^S+#f!Nmw-R{F$V7)=2uRhccW0W`_ctep382?qX846Kd(>Z)L1&hq
z2xzwb^1^ZY*~0^Cn90x1sa%CNxaW^i1vKN9I^x`)S+~2vP$aXyXk9ft<kMc(j(tAP
zP^P>O*Y5IH|8Ud&W-o*PGz^)OWZ=r$6)kKZhrU=@#@`0W70|ebC<9D|&gY{-rt9gH
znIC<o1u2H^b$0TBaCEMb<=0pH;vS9W2*IwXeD?9am?Y0$)n-tgP8!ik3LEMo=GONI
z?Sv2)Og~N|iD-anHsJMmwwK!g3WqeYcqip{XE<O#cl%vw4d&aY7dbiB6f|aI?OEg^
zp2L$1hqXZ|)h?b<#C&Aw8TsY#^~uhT9uyy99Dm-`9*CsW2R4nU0iv851yEJ++q%`H
z04xLF%7}ug&T3>+r7z0cN#nb{ja*O5O7$v-JF=t+Fk+Ksk+3fX>cJWDy^VhR-BfRK
z*4;gh>xImg^N;sC=@p0)z1XYB#(bv&u=BCk<_9{AzzHjl({nH6;_93|^nvc=I|~<M
z;yNc^8}cy(x=sDRzUzp5mHCwAYX+U^H~=*UqIp@xr|2_~Ri?wgkA3+=3i`2q3H|b(
z(OS&kv*562c=U)rpKB(Ghk^B)bM`*i8VKEA2!SisX}!B7?&&u!?@}oW5}!S0Lh<d;
zC119uOG#p=6;4Kw335$o+V1q6O~VguJp)w9959v_vq|3Rfl`8!lP>GG>uZ5~vg#YG
z91uPksJ8jR#2tjGYO<RE#&8WG2Yl?~8PrxDt@S8uk{uiV5%XYQ5a2z>xAfKQpD&*z
z0{>&ezN7zqp}^yz`yJ5aGzELQj1G@Y&!a4;U^TezHK<^mEpE5+Cv?NWpL7yYkh1N$
z`0~Be2`+Uft3FIfIm?c;9x{&K<rrsNwISuP(Y-zPFL)vXjBb4x<Fu7_U;A6!@tP}L
z4h3iZusIi?{7H+Jc6W!Y-zWMUU2pI4eu>uqW9rMc6;*<5e+fjoN9jQjMFiwc>7<b!
z1;75xT($2#XAgI+Dwm=_W@Kc<Y%D-6ue-E~JHdX8w@-D6QKjs}fQ4Uct>-b}Yyn#U
z4N4ojF*&vmI5@sP9&7@9`1eAk4~|8>G|ams7R_WMHz8GbzfFz&37LcTf#UAa`A`1N
zb383IO?1S}{qCI2(XaGo&rnOxotw*{JVf#mkfZP?&H@y!MEkYTW`6hZg_HB68-hpC
zzLIo_;vGbszsv6Zb>ah+M5`N)T}WhtsBltk{Z@syYftVDcB;dXHk>_pLrCG^j&{~g
zIHf2^rVbhpXbNF9;%#&d{xk>f{e#TNzk)z`sP7bE7;Db-u0l&fwdah=-FwRwmPDGf
zbQJsNMSb4)?2!k!dpeg~;=2zP9kM^-!k&5kx?wMVGYN#&<LI4w+t*<q{{f~+yITkE
zvG4SARZXApHD>|6dz8!})s9CfMBUh8?-1zKfn^3gLP9BN-Kl^K!%QZW5ZcSd+|m@V
zI?qd>Z`lD3F&5;TK}U7Ih^&%rz<bdo(BzeIra9clClWkhv?1j741+swQVx4uK?XHV
zvNe13+_$@{)g2OK&+A@;1fnXQ-3o(aHVYKnYBDNuO{wZ>9o340H6NZ(Q+2s5GOr3}
zj@be33l?xja9iqK#YRmsTEjf40np`Kk|y@E0Y=zA;rv{6J0Ilam63>pGDHQgvB4d-
znGEDz@m`K>yle4yP}hXvaf1!kYn~?6V0VAwE&++u{|CSOggMq+gsj=V(AH^LRS}_-
zi1(YI#z#QiV+>1+52@H(g}%zWVx&9u3hY>>^V&Fzzl+7LmUi~$3oHh=T>|BcqmjPo
zGh*|}&W|6v!4dFKgKxfl8gyFa+|1nQSSx(wyw9S}Wd+RJ)R+5t$#$%;8(tmL2wj70
zR6BMj+NuT|*XKA&LWTrY1AKiq{N|l1zM1sNK)DPY(?95B9z}3(7T7DL$<dTP-4N^^
z{(0Nhl1*O5UcavO`NoprfX9?F>hxq!-935-7oJCE1L8!E-_YomUuX2{pOEHQHegb~
zOeB*Pznf2iy=zWcz60GVtp%Z8xtOT9LSLwxT#r%MH?HOnyd*(^1_}-B=rjm0Pl3NK
zDX5suh+W<_OErn*h6|PLLnNfFV`!*0X4mi|SPQ8L+2EX34!D<MXEwvP=f$-&G!v>B
zd*H}4NGBhUA+#-EyG9l|U@`LnST?{fxS6h=n>P*9{;C|W%iYxE_jus7NAynEdOzRU
z>+NUF72R2Vlb)fjlSd(>+?GYWiV34buAjo0moI4kob%CgHJt-L;f_9^a)Ym<A_B9b
z8mCly$aV(KEu}|*jON_KP2(<c*y=w78BSW+zp`z|_29mRsERdULhJICyH|1ykt@u!
z99wa<r%I4KewTxAa!4h`Iz%+uR@&z|$UkoT->$xjK$QVEqG9<D0~Ypi<gPu%TR-5#
zRL;AX`<M>DH5us5BzDIKX1LY`7pxh!!5YWk4}`Lrm4;I|U~p<|;Y*hA1@G?r6+Ztl
z5Uo&IRLZ%}Z=OS{f&T)Z8@bu-kmjv`SU~!b<~G-*UIx?tYJU|$&49qp@_do8;BJQK
zsb|`{=j{iUW+QYaYoe@NqEDhOSCN9`NP3T&bFdhvzUnB))NAV{;#Nw+#NkgkWJZ38
z@%I-)Zltz?oi2V+*79}=e!SI25=obYm`qyt4L3~(l27}~OMBvJy#CLQzTu?{x6P!0
zj~&vA=s?_XKFv83k9P)vJq&MT%HO8z7<K^QeQtk?%BsK$*_NO+JwDzn;+T|&Dc?3E
z9Rkl~#ar+Q<v%3`foFX`PXnlhg`T^#;Nvc*8yBEh&EQo~$PgCKTiF<V0(x9;ekGHT
zb&mU88K0s>K$Z9Kj!gl$LOkE)Mpoz0dO`W=k}-vtUt>~@At!}8G^sY~ebjn4D0}Ii
z@lO3E1p{N*7jTeI&furJ7y0ZdXn?ITkj{b!D<ynyCdO8NsB+em{n{M0K_Ez(p@m~G
z89pLeQ~xyf@bhqH6KIWaKb|=sU4$a89z(pSfZhdU)+RsRg`=b|nay(RA@FF_d!>Bn
zPvivt#L)0_3|!g%p7R;3OfmAgJ>?{ga7@}h%g+X+sy5)4c#L79>b4a?yg=ZYuGt30
z(0CGSjwmx{$|QG$inen?zUG;uo!2kCt*{x~iz@~H1Vu;+;MwiVzv$vV=kfxbQh_`A
zDLD|VEtFt-m!S}>Kj-5+?5|G|V{^C&UPug%A=v4DdUcNDYWKuolltifff8rATr#O4
z%Htd}k$yd!TDHwG{I1{}&im9aJ9sc6G}+x_iFv3zPqs-a9!Ii`O}cF{F1{4e;B<RZ
zw+tBCTK;@;08A6!%Z;$Ip7Ao!DCM9aMx7(AJ&)!|e}ikVhd@{QvPWpzzezoSk>}~V
zzn`G?I^A|jb>QC5%dxCH=vz{QbK<CIFUHy~eoJdqe=+?B>jxu7dVR)1DR`U#EEIC$
z6=if%P1L&b#C*y++}jK47dWfb<s8>wseL~}a`GSIH~2zA=bgmcC9p7GFi|W|$RFX;
z6JF5;@oNSukw-d_Y8ur2P@|#+Ypu<<?$GAWXX{7$4Ud!t&)$`eXbdtCN54t`gL^r?
z!{0+9(*%!^UeV!>NMJ(pW&eAUB}=*(hotgYf2GVbn+iw8amZvOGfdhg*WN}=`q2u_
zo+4QXo^0T`e!uwJhzzco{vAs_h9A{9rcf9B<^KD<{=WBzG;ybI=61sQe8KxjYGWma
zH{{qgOE!>!`b6o3gOPLSLoAn+@y&55k$Ag4UfVGZ+CAfS<~(wC+TRXlfQ{~VJM=u9
zPfx@BN@_;jVWuJN&Z2J~tTHnNJU_VsR#vheXAym|ichy`mpInATARewd^jp9AB7=b
zA~eDSvLP@Wr%~#qgKjL4rI4{1mViOlph5S+(y7!opNx0tb&Rrz8$9ZnjMvoFjHUO*
zFZnFNJRQ07rJ}j(Av!lny}`A3p`o5)Z!eVT@REo^6xSXl$q9BP#U&+bdnp7Yw_8$w
z;{FLpsZ|%0WY>lVgPYdZ(X;w>JOBOc<fGqoP$zZQPB`t*UC%!#9)p<<=M3X~ijK}7
z|NeU7P3OVe_XqXJ<kN#k3d`(%xKGl)gNH3~d!q4=JO`wpe6oJd-TmpRbD@Kks|wI{
zqJ&-)irXi&0*(WONMu>d*dQ2$w@r}ahH4FHG&lzlr2zjgF$DGtc?X2OoJyM6WB2Ut
z^Rw2R+}l5_S9G^H;U8{|TTM>St#0{UU}z(w?{a~EdSsy|>5@xS2jU$+Tu|uM(2x-L
zA`uGm&Gc7R@Xi4I+(7vr{-QP4k=If`vvE0f9yM}+w3*L+8sKm<?A_%+`SHp~>SH-|
zEliY*rX7r^U+0pYKamH8@-_<aJ}dwbDo?zT#M=vmJ`MH#^p3BOI2aR3;$vQ4Ai{RY
zB|7p&`C>e1{yse$yWn>J%>k(Qa%_HKHL@nyr;U3ZMVH=}zCZQP?Ul4VLUdNsKo`9L
zn*#sp35B(4=<QEBx<95X;h{xCL;tsL+f`j6V8jepj~WH>qyB?I)fpgdi0c}>Uu~wk
zwK}+FOPhnEcGr^!ImH;rg|%>OD`gD2^6yY|Tn`7&csh&8_sf1bRq4yc-IKt+fh(GN
zQ0rF+-6T8%6~>w(TbB?hFKq;u{0Uv-^!Uh<Tf6y;tC9@tBJ~p81h<Y1qZ@@k^ctI#
zg8!ihObVXgP34jcMXH1aCzFAK2N*P<z7JJNZW1|#zwRA={>{E`dCQzu86M~ENkxwd
z%tkmFTZc6VdJXYPdiZV#@k_%7RV<7CpKuA@p5LOMw*8i=COOF8HUmGKV1=>@@YeK)
zA+ZN9Wcz+B%Ro57YNU4b{=$5^9)8m0kQ&^HSo~=9!y_-0%w;RSd4%_o_sZ-_c-oS2
z*x0nC+`>u<-hD$l8c&vHbh)Q?)u&dt;opZ_)>b*P2^h0@9Mhk!B-(<z8v+X{wp2YV
z?p^3uJ~pjj_(gs8#=Fvo-eoF;`8NT4c9RiYh;m%}n&$iW_Wee~3gYrBffiUJMmf#g
zL1eBj#7E@y<>_?33ZZoWtf5G*IZrPM5R#ARbM4g@nHH?|j`Wf~t&7gmj%xqW-ZS-_
z^JGOP_k!UO?Qxe#!1P}aSx~JdV<`tc|HX&{U{$H)(5L#R-IA&O(cvK~j$Do+cKeO;
zf8uYSbiJuO8($f4%wJrE{p}I8S2AM68{Yzf4_PUJECPag`_Lz1^sN2!PJ-4M9lM`O
z89U0nDxLe;&V5UD@BHRoe~(WPs?~RO&ac7m9&XjXccp!G1D{V-S@&NsF+N<;hDePH
z$|^X8qtfLnQgUzi=<*~AzDa7RGTFPIyW^o}J$Oszy%`jd?K;384vUzVaQ2eyPnZ&S
zB$s5s7~Y`qVBCI?%ANkOc))%yx~@Ys?HiPP#n*d}EuGh-+)C^*L9y^|j|A12=&xgk
zWBl#!Ao|90GC*!@<wCE+F_VFYEkfj+?y>o4J78>R%A%A#S0Zfebvd<gQ>2J27C$6O
zVirbk8kB1M8xI|Ra}eqMn|bJdXk;hy@1f#{SoF)r%?F}sqP<*-=-!dry0lsa!r>v!
zBPP27GKJ^9+ta*uI%T#sTi5HK+V99vg1a+v6rJ#jQ~+(?uEEBAPG(4-2uCgpwSTMi
z^}G0n`7<|{eWcPN)Q?i>D)3)WY)HIP&vs*>tnHSa9^;Pl%JPJrzHmE)Y`9wb&8!Ro
zm?rdIcE(!$jQn^y%|mCZkfROW87GOaC+45l&%@WVMe}$od$$=uES~zfZcy-&!D@er
z);;@8rx60_5<H=SEDl_ai&!Xe_jDq>{@^0plZ*@SIsNB%qk?2CA^S|vy;-#*2+kXX
zct6|7v?r4O^q&{B43?>F6YH0&Bo~1Kjbl@&Q9<u{_B}WboUK)vxb;JFEuxx(!q~4=
zcM(+78~SM;s(r^cLf*aQxqT>qI_RVOQi2XDY^PO3t^0TXSl{I7gQ;HmuU5<5<qbeO
zkS?-0%-_EnYohPZa^=FWFp)5Rp9@)@BAIW(T6py1x27Kz(f1;{uK})r{NP49vd8z!
zxmCB3Wu}~l@?zHYNjjh=N%rJN@5gU-ZetYTV0b(Ug1ZMs+>4EC2UAxx!NRh6Li$PW
zSM!?Gee}KD#$YdAPW6lXde9L!uVVSZYRGX%jYi2AZ)*B*G>(_$!y`3gBZybviwVMe
zI8O#lX_)8PJr5{m{Yi+au~>y5DkwVXcQqL+ArNXobNx`t?vL>emhGKJ!D7L#<+{MV
zt<m&z(q4U@B6`_ULv*5~jm(OxT`awLLJNQ~O9fEz!L@5DkKqh>xbIIULoU&lSJijH
zhVaHrfCo(->2HLR`j@+pyrBc{UP2ZmS}$MIZJ6pnhj*3YB6QUnN!do|NdGF?%>B;~
zpu+R`qV-EnR*dnY%i%Y8yU}Ndj>rAEZ90(c7Jda{^B6ev>jX-OhE54Jw6%YUukv#2
zSNSGx$1*&5ZBe7F0BiEw5(_YlVt2I$2rF5AjHCN5{7)UR^K}Gk^{6^^*}|Ib@qpa?
zC>D60OUa^L*>sYs&%eEpT7gLMnQr(7YazdO^zFB(^ke7t11<2uak)Y(W^U%jJ(Djf
z2%jed`RV;6r%5FNJkNATY>gz4ty3@fSsy^nZW>+l>po8o+j*uY=y^im1%mY3<Ah_F
zrGv#s^K@xdq2dE1fW(m05C;)hF=l4)^&8nzrf}58msGsmKeGnghdqyYxB$eJHmc=V
zl6nYVrggsGIVy(_q7738L->H&jU%zKDi7s-PxI{(F`q*g(=JjXm_14wnsONPm*vv8
z%y6p_17TdzT+pDvw{Xpf<NU)ko`q6faim^-omsc09e=>TH1j!h-2%N#803Jwbt!)K
zoLuWgtjO&DK)Z)#ci2Hik69lNg5iI6`d(pv#X$(id;AdQ`$X1^(u$p>`STe9y5RS`
zTw}=LLh1KQ27@oQ1nG^26VI1}VMOsAb}t|=A7WwBW#71sSC$=xw406f{aW`gli4_k
zp*It8U)1<iuafr9_rN$SJ(THW8@@#3%D`iV{dLL7QDzT(L?NY(=SpQ36Q8^+9Se5*
zYe9IS1-APY^+hWY3VHG0&N^z_EW#gUXMT1n@Y&*To0!d0DhoAc7A5EMo!kqzd$yrp
z`q7z;7&Aoi6IMk>?@uWmUjR(#@*Rw*Oa(TX_uIaDts~iS9;HV^+X7WVaJXW{f7F5J
zh7W>RXDQ12*1rYJ&|MZJP};P%=LT5<N!jpVKD2News)<-g0PELfHf|Kd18jk*AM8&
z<1GA&>X2qY>p_O0J(7uzH{+&~cOOZG<KHtROu(Uye?V<WfW+rHI_2B3`<Uxvi7J?e
z=`Zp|Kl9m}ONxY-P!<FJMT1=fyw#sl0Aba!8?1<nZW`R*=+Q0!VR%;*aaVH+)#kAn
zDlL4-z(;R3_hrEgWz}3ADOb4SMWUo%K&C=nZ#HNrduXHX!8SQaY>s^yIe&N{Cj5hD
z)q<BjB{kje@ZvurjNou`EE&3}wWfPG^+pGp{t44noj1-fsjF%On0_8BnB9s+@!bul
z8_7sBqq+YUUrkyAl%rqtmrY-+XG6^|@w0!UijP;#`BnR}@Fy(3`vGg3)Xxref;mnq
zNoc2eR!p*8s6h01i~rhvu6JyQUT{F*ilrPqNA5*f2%`&p!3fvp?vgtCt2yQG=;lGr
z43vT;d?JF~Uhw6+q`LCT)U0V=Hlm#-p4t{#0JbG}dSv3trnLJ~sQ`oNJwI0v%>hqK
zug6IVqU-Ri?GLuZk%pXf=5L;$tbG?|7SbPy@6SeFp6{vonnd>eJ|7ej)vKWR5#CHK
zj8K3TVQx1LWl+7_fY+;4j1)+q;9JuL`R=<5OWYziFdfD<C|Nf2aHEU_4J0zUl!TgV
z_UH@@=)&W)oL?j1yh>9Y=rBQ|saW;<Lfl|bWo6fBXq({NT_@0AA^llu5zm;skTJhu
z8ZA`-$0dqG5KWG(bgWzZuv>z=(Ne2T3|}9+JC4k~t<pU4YC)~9?BSpe^p?|4aedPu
zl71>l5uaAMo9W}`ewO|g1aHyLS10tpIY7!F{pa>DuNXQS14*Zb*ryHS;ri;?xfrLH
zkcN<Sz~|hoyCZZL2!xT`aZ>t%T+z^Yr7$10zdUPDQ&4X%$dBKPc;(BH5CQe3x+y&M
zLKAJdoRG?xkNn)l0+e9`#dx&7M?EZ`PCh2&oy@#rka-fmh6SNLphRN<{&!A5F8oCr
zuBTIF?|+R7_aS&`zo)tGl2QLfQ<Oe<9ppfKqkj)Ea^FBM{``;eXtroD&G-nS+P-<|
z`Z6_2y4V<b@rYN0&JGb~s3Hwp<wD;5x7Ky-zMV7Efh?3|E84z1yTl~9de9GAv~>*u
z9r_~N*JYEp=dnbQSCh(PpJU$y{k${_i~6A_pVK}P@hj|7kxijr!j}89c5BH=`fcdS
zUjam&{g9kxaaVgMW<#88jTT-vj5{+ZH(oEg(<UfE5omVB_25TVP{A`hTF-4j7f9g3
zqt(|xki3`xK@Ho-H*8hjx1T#kjTS_YXFGgz;KV&`cN|EVS(`a5Z(rsbZLQ>SIm{8y
zU+%nA+4=0igNHB_9zZgp6q_<vH-qYsx4*jIyAMEC=0x$&{oRG_L#hNv!4nR!hrTFh
zvRlo@BxaROIGc*unExC_vpll*rcg8|5$st8#82*LES4NN-7DdbwMiw*Cc~|7zvtxZ
zEqY&KDUj!fj@MKR%+Y_A$<6SB+{k6bhmZ@12b{3u<1WS%p5yV9T6EXrbMY@Z8(2aT
z>wdXELdAMsNL>?Noe;?slZNHuEI#%p_Bf-s0^z^l?gDiRzM&+6-N!R8b(Aw_JS4{h
zPqG&rUmUTq4kvV%DGUn#iam4?uz$)*+1jp;hI>8^48wnNC4;eY4)I&>c0MuTbp<gB
z2MDz$47Ob3G9k`2#F-s^e^2m7xCZ?%OCdX~%Xk?c<i{R)?~Y^pbfqYYp;0y^XMBRr
z9QW62otn*nU&atSj+n@on&VEFEFNDa3q0SWC28kRyO9j|xv$t+J>O1EnZkcouHp9l
z8SdmmZq=USyWa&zMX8cYmCI*Llwng|x3m{xyTLbwbZ4Vnzp4Ta>!TnLeMjx4lToK8
z$=i6DHEg&mSln<J=V*AJdKizPtHmQ9Ke@*^-Xgpf4-VyT=o-IU8yWU*+crVkd}vR<
z(yQ6`h>tfkq*p(95ue6;cq0pn6PB|My3Kz_AU{KRYvl?biU2#*4SQD&V<?OzdEH*+
z*FUs3md&{htnDdu9sq@%-m)T_$N0(j40QAQ_-zA@2<@H>^4I)RLFK`6?L55sg)Ae0
zOEnGOS`+3rk}^j!<kH3g+qu(;&2xNw#-bbjHy$2yZu`7@@9b9|0g+%M=|#~P>T;Gq
z{EF<ez>xhn0(kws1LY=%kn2-tX0Z*jjl8Z5;wZ^u$TG}tgA4w-A43(l{5;DjYbjlQ
z1D6c-j=mEj9&Fc?AijLzOVeWF-AVSY>)=<rZd6@Xe<y#K@2UqR75wwZIf{o_VY{p}
zB2cQyQeiohFsp&NC!JpT>pfoMR@K60R?w?lgZ<$mU@hc)>9)6B%>yU{${CXb?aE{E
z^w_GE_s#b^+a>gJLuWa<#dCfn0rWDUzcOci&#foabpTNiz|*?ZAjjfUGsr%C)K)nu
z>k%Gox9*(gb-7|)StTt>d+p|QC87&hs-RWl+mq`dnZ^ysa1iy?*LCmjhnpx4kX3v?
z?Q3`nYO_)3DFh{|zhDDm)7AJEANtz_$i^nefb#+lGvR+R#YzpCgDR<iY9w=DPA}Y`
z+Dqga{Gsq+aFplmvPLd_c{9kCH9zEw&e|mz%vE99!ilJOpwbQ`RSqDjHdM^-n|PuF
z4OKm@d#8N;_6Y+4pPLRTRCmbhpVo9T7oNe=_a~7)IQ$#r)IZ4DZhi;>f3x2TNf(4f
zqcuw3b0@YO&fIT$cE42KQD<Ahy(|AJjvWu6fYp%{1Xg!FQ@NxgK`#LsdXS0SNNvkH
z#&G9pFD1Is84bE_e}O6qH$R>oBs(_j9@%EdvG<QV?`jlKA^egR|8!Rvh_z`u{2khN
z#|u=Ki5jmkfIa#k(HyZAW~U;*p;3Vi&dh}KctpkNNST)>e$SV|22s-3dyO(xF~-=F
z+c)9M!h8|lS`3Z9;TWHHY`ur@RGcoOa#deG^!NDIr~N9p&i>|h@|xDvggGW<@7jOE
zvBsLu)d-oMXa7#Rzgzj_u5oh&Xw3hqPun6389GMp_e1TS3K2C~dbxdG{M;Us?W^}8
znu|gH{ASeA`5Dp1w-633ekQIx|GpPDWy)udsEcpfjo*jxs?7I%l+h~*`r&n8m~ER9
z>q~tBG$aA(Y|#$9foRf{)q?4A*+BzbgyzM3iq#7{pPpoIQa`g>tm(7>XO_(P!+2<(
zi^{EmOi;@z>zI?iRuV{m`Rw;m?EuWk^$<-xu`t&IjF~tU+{QAM{gv=5`g?f5vp=ud
zJHI(Pp4tObfDI1MM3Wd8wVYV5U@rct_%7|QJR!EBLp7l+-2O({f@m4xB8<Z$-UL6c
z3urU#t4rwSrT`_-N=`muWw>4AV^~N<07>QOPRl2t3!O)8z_(9EhsIvscPKy!xm#T}
z)&lgU@@%w1@Rt3B{(ylz7K1X(;;}lf&)HkLw~FCFMugDkHre+;PkJ|iMqCT$@mG5>
z|F9B{b_e<vD$VzPpsk4k^anURR?kzi=&AOdd_WqIg#^h5QmgNt8)Rv#zXkWD-p~38
zc9K`#e<v8@Q8~{(Ak5>x)?BBqHd;$ExhXn1NU<;Vw7fq9;8I(YI@~uV5*tq5QpIRw
zSo$)@4I5agF%Ef&$`hGrB!ulQ`0P(Dqd5rWMXaDshDyGWIW-tW9|f^h8{O(0meHkX
z1G(J~*Om;CJ941Q1JY*}n4lkl|Gs=zoTkn6I<#L_)4GTE%tVJyyJ&lh&l~CE&kmF!
zYUSH}IY6K$ih4&sUj5}qB3qpBy8Cl1czQbvoIubqYTovKYF6O)M$^){@sIunKZ&ql
zPL%j=AV6_zYRu6vAH7S^)|SMP9XQU4$c2^@`-a%j^9hY*68nb7blKVyRU_NgSd*MQ
zhiY%u9^x}RDB1B~37}-<V<2jYAfbmD-G)DdW+f2D1B@@LfzF?$(_Xc|l`SKSARbG`
zQEww>b{8GTOwUrRk|im9l%xeRaDX?_x9aE7*TG@B>{2|NDVtyPbQX$ggqFScyT|OI
z2HxcNN!(cl=*esMIE2tjj$ffH$UA-AgYO>|128|vXNRha^wim1Q;(^uTf6ep3>AeZ
zA^0*eop(}Mt~a@snfgLG0zYkh731)s>p>awYlb-{#J`YCeEYE*;l$LwD1UvnYh<7j
zQpYTBYsMyAEhwv=&(%bWL)tbqaL$hk%JP3FE?t?H-+cvZV7xkvnr7hOGBQf93uigm
z54}0hzpbSCE^YZUS!ZkbJx*Xi<B2wZJ${aypIiazapqN?P4j*kvgO+SA-HSz;%QV+
z|5cBy5uG?AK%c{-5OhI(BkLg6W|v%NZYZm=KE2bUiIsfsB)2mP!v9}g1wbm-e_X8>
zSS>f=p;fh5x;%k$V`P4}^pjK-U6yW+x=6kBj~s`7U%v?%A4H+16bctg5Ew;HF}C~x
z3kn>&Ni4w&kKcP(8*b8H+e>X5>BY|I5;hL`#tm0H)zSA#xE`x2Mi&H*g6n4~>JcLK
z+p)I{J<X5HF)w}ZXDVZzI<fj7gS>XjTYL6)ww&%j``Bm&wH^Z4f%!rFw<;?7^Vbz;
z2NOPQzqb>)9y3}3n$%IQaEHs#ua_mQj*I<``oW9t)1Wzp>;}Fy{m_=$D!orour#qD
z56jINb|-za&ho>LpU4Qy$#t80XH*bLgf?RnM8oa^58oy87^xIEZjQfjt<!t^MIRma
zk=YGo>$Zz^H08z+_7@S~XOOd9be)ycF4}LsA`MRhuos<Ym<Gs^3<;G1?|BzQWNs%?
zZG@WRiFQi)WK83ctlRKuMU{9HZ*%(_*#6C2+30-g*@VoEEUIc~^VZiTg@fLiA=No@
z%kV=0khe(LW5#4?$nq>q>WrQDTjn*WjXzh@<7Eukms^fG{JAsTEZXo#@_I~QEj0`o
zo@EM&8BY?K(*YL0==0*Q_OW&a^5H%Q6|);GU@1if!v{*N^tJe~M+&h~YN0N=ldInr
zm&r#t>*Hltjg#&*SSBRvdlJxk1JVHkHvwO=)J=yg-|+4uEp5Jfbr&xkEvhg0)cxa(
zmUx$ZQC7csUc?)kvg_|ut8U^@Q*lHYjKl&TyLtCq=Ar#j$eMt?6;EpbXxgX*O6{?8
z_ft_`)qMgK-obq^^v+1D;B~z?Jk~N@R10YrO=U7y^>V1JhD)7VFM!4y>Lvm2R;!cz
zcrjxpqn4X*t>Wf|$^c4jq>6K<u&!Z$F2#i(wyQd^eCW@l!K*#TePkVhrKq_ie~j5~
zX)u*d7G)u?=}#x6E#VaP@&5$GQGJyBgn}l@c7sm!^RA<gtItpjT{Yu@8c?rEn!wRW
zhCGM_9<f)G>|penKkd_cso<{`6Lim?mx2u?_8hjg;p<mgI0pykHJ<hb*xg)L(dHX_
zHC8&mX&Aqk=P%yXKhubTxAMLCR3BT>p~1f!C1_J%!3ILOQ}rT73tQ@NVtW+Xy(y}G
z-9BgX_RCh(N$KBBk)|J3@Pm;%d=t1(=*%R={ImLw5XvmVsZI9MqCB8v?{g?J)b%fv
z&$r805Kq<<n%qE}8pXn`8Mn%g{Bl(0E`5r{E4#<aH(PKsZi_xbi;o))0(kScxR-&q
z%TQSdFB|l|14Nr`L$<=8VYcCpcDC9Z$IqZ)Yo^&O>j1FV`85;b4FiAz8Il`6+c;Uo
z#?A=iNaFzVT!fTt8UH=R{PWRI&-Ie0A59cWBDg92a0$z;9yPZ40~v~`ahs#))8EVE
zp>cN&iAl#`+<)iS&IpSB_K}bLo--F8n5y%%T9VJ$7I-+j8gZ#z#)4BrvVuBK>q_N&
zN^RI_UX}Yje|_}$4Kdj5FKvlaDcB{XR*U}eWK6bGn)E(nlZGLAJE-%;UxObNoU;l4
zQ*Q=uMfdXdy?1twv)iEPv_CCsOx6-`d3*bI&ZgXtY-?stej2jtWp`1%b}*L1I7Or7
z{MGwV{6Acp9bcTDB~Ktz`84{S^i>`Wv-7&Io_@*HQ}*=z`iWu^(g4oY$jB<7FRO6+
zrTAWufJ?5w0_)LA%Y5{aJwvom3T-$P_s%~6ZeUYD1zX1`(si|vSMiikBls{8_b9=*
zhb$$>(blaj(eAPp9^g$NNT=j_9t{f0M=BRVsUvlFzo*QcT#+ng<r3ePCNE~y5#jKu
zEvyE80zcg}ojDJGjfY;IqiXNq#c2oInmlYV8XECN!m3;tDnIVu&itoFJ9>C-Rzt){
ziFv$UD0fJCl&i4Ca&4tD-8Gvkm|D-Uj{U1oYtPld-avgG&#1-(LPd)+NuPFy`d`6|
z_z0H5Y2^#|nr>q{>~8K7HE)87+#VTPU1f__!R0Jk25Lc1;6FZPg?iJwF{C8M%0DIV
zt|C)Y`j~%tY?3LkbQ99~=RDfhxM0oJq}#9q2MW8dl-+aoWPRY@_|9>Kv;zX;Z<m#a
zhmI2LYy!ex-@P`xK;!5EqwTr=&Mg%Gq`5{umdpm+jm0Zl>w?(kzK8*;KEDz4)jl`D
zd{yUTYZ;?^6pSvU;K1{S{3}F5SNwO&FT6S#kUXVt4$Go-_+=XtusHE^=Seb;$E#Le
z9W|WqO0on>rx^X1f8ZK*-lhJ<_*jR_gHE#;p41Elkv%BF%Ox0od<f$yvO+EWA6|_<
z?y$<rY<n9H85(R*-*nobs6b*ppMb}XKW`sf{Ch7^=^xD&c;bzQJQWQwvS4`-j=r?$
zg^kTfObLPdZRr)jKggQmlC8=X*FxrQ&-!N8c%}2;u9kI=f*;j~-uep?`(%9JnT_AA
zkGWG&#@3|k6C{HkPbt8MBA_rV-!=QGri=PKf*v5|IRId$zu$jhrN=^z#Xj<$6!OO_
zR(@?)b^Q0Zk>vWCl7LYO4|RW6zU%(+CrTNdPd|`bq;{(cvWg#ny(;c?TGp}>&j`wJ
z*X7LU4(GtVayS4<<<POppy=@X<_!L&hs^rzYuHW9pZDi{gP%ElGed70Pm^$C1Sk20
zIbV^agR6A=aAK$K)vvGpu>19`o_T0G<9A5#p|c1epXvW0w2)iTxm@q!LfpYEua4f_
zN5L0x{9PUHf@_QYi^Pi{QQST%{(72^uj02#QXiSBx3?J-0RB~11lJa00u}Dzzv-0d
z^zKr$>wsKXy$37m--BdLKQHbtl?yzz%b|7h=(BGsXyV`mo3KDtjmF7q^^IJDQ|WxC
zr8Id<ujPBuB<~Aqyzf+p&Zl_3zM3Z~7~=N97F9d}ploEZZGjV0afd0&GUHT+%fekN
z_Y^QUyo~Fk&!g`g?k8^MxN)8SEaL!lYiEUNUkkyahJr-h>6C#r;+#kl^AO8-c5Xr9
zJGD24O{tbmSKpq;qNnmm&IPDgb3YO<XvNGY`u^B`j5K47FSkca{IBNM@$&x2w6L<H
z#p;mp5bJ>NZ)}ku_5d#$di}*muI`gGb=T%bzjhAHx#g=amu?1M_J{JwZ{E-ysAA)6
z#zHIJ+WX-Z<Kq(3tDCZoCbDsI8;|>MVtei{Xld-ED6^o0vDQ=ZT^x#;j3|*)b6WbL
z?s-^%KDid>kBR87+5D%v!(%`}$EB3e@eBRY*zZ@_FJKkm4$Q}jA^ApT@etF3cmHbe
zIQ*tlQT>K3YS=AR-z4&qxw$S!<(PY+)-~f@bat<E1!4kz0Vpsxo3f-@d>lonRu#bQ
zs%oYaj%27CtBFJj{mT1i2Y}N&d7X4%5LLSrwZWL|ay<2GtgT<~UE|}}4-*qk`ex@h
z_5J#2@{ubF6VBnKJney7ckf<dPvg{NKd9FCR2Iv_=L0n{>$`py=d75}Qm^;f$a@OY
zge$ssCr9IpVP)0xx_kMk$4SN4%*|8>ovTE#s}m{S`wYVdu^$&qE>tr9pjx}5Uzxn|
zM(-08a9VC?xu?N8KVWe}JLrLCkJNP6%f<O&FAWTGYZrvKA{D>y+541=r3la{7(dms
zoDsIPe!0VZM6<vVd~A*Ds`pKvul&i4*FVQSt+|J4EmO8EzOTPu(44K$RrW*FPDrel
zjgb>rJK1fR^U{S}yPOaY&uth2=|(YXT((c3aKs)It_i<p$A?P1C@ri>()^BMG34Xn
zHj+8-T|_~rb>aPe_WBJB0UcLbi<AQvI?rb)RmG`j<1UXiDi%nvf<Mg{0Q=_#KXsT&
zqm`wv#p@ai$ti-RGs%=bFR%#D*if<GRQ*82lay%j5XjHKhEr7a5!2bpqpNu<PL&e4
zQD$q~b%x2>N`d<x+a&f1lX8^q=SW$vzG9g_cbjc%b+GJ8AHX1&Ny=Ow>HPxBZl;P7
z=@^a`=d$5WUcr5?YuU|=w#JT#?CgbVwc)$hbvgBRwo};xHvaVI0ow0&M_b<v_&7Jf
zu`~U!yPes;87>IB6R6|NFUJwy=MX6SWBOZcmAg9Ph_cZG;}+J`?|4%6i@Hm`+W9`o
z2D$E`{WeSf)&k<S6QIy~(H>*?;}kdh96Pf+G=Qp({GrS<!ztX~VP~O()IjLoggt|z
zU#Pun$NU|YAsj4$<qqa%``Avo;XSTBS-LmPMg2BD1@UEkP*wh$JwPj<6)?agp)W0e
zI*SVccj%)$CU;i`=UP=@*t~<AQ!9vMPovqsQqq!J->!+^9OWvVvFzjd5-KpvcHJ4&
zT@M~k_lQJUPOqc#75&f4LuTRGdRqZnL~l<Xee_&1k4tWW1$}%y$<7px+xr_?V}cfy
z@Dj}d_6J6@F&qb@Q2x?auC?Q%9pC9h&!;MooHjm?L>a}g8#}DZ(Z;euU9YG~(3$XF
z@_7FXo~2c=i8GYrAVU=6GYJ|rlH#og;;u0>vIqUME%T=8ukuNvy=hiL-M)6pceBrA
z5v1ke0+|vhk<MzLhuR!hzZ-+z?jG(2!s1B$mmfb4tk+3-AwR$sRa`rhuktqZWaExy
z7(2~$nPkCf&u<YbnNR@+r~t>_@c+O<H8l5GVT%K30w=pP%0;=D`@W@*a9Jjo{s~y5
zcrTpqkp)jQ+24Knv+9rv{2bzvRiPbH4W&5HzX%6xfJQK1hF+h#*rx9jFWC^37PA84
zs4OJ9);&F(APwJo&jGDKw}e8w-Z?GW{2pkJ2Vd3%sOQkpF_}im_xIa;fz5H}HwpAm
zY_WCa>!IPFpRVgZ1M;MXy2bZex~YK%;Z7s{xCc0!tzu8%7cPXWC@*Cn`A0Ss`X#rE
zIt2W-1*U5dh2?NLYL~~T=1+Wg4k&8;n9m+o=HT#WV7jsMk{)l2ey4nTe?isVJGIew
zTQ46)x&e7d_HG|Z;#?>d0I@)_f%gbht!<LnfPd|m`jNoFraMREo{y3DD@6V52@w7g
zJepfZo2Ex7WM;<+zN60zO94ExeoxQMM`M1D1?9KPDUo}d-?Dw|C`g@356=3lII^6k
zyY&!0UwU1{a<L2Ub{+uW@7o=>Nw<D~H(e6!9NYBb{oy2Yf2UQ4*9L94!my#p4|P29
zk^^8Z?K#+*kE+EV<RJL|OF$yZaD##D_neiT4|=}1n3Dj`*zhM~ZLOS?{+Oh=bGf44
z%_eFd<*C=9)+1};EU(8aKqWYnbvg#p&oD0-ci2ypqr-!Ny^|~Ua+DY91<BPjZ@6sI
zM|d^ww2nCUWjEEYJ{hC^mzBOFaOE+}_QY%<mUoayX-)3_K4l}sSF#?$ZOd6dh3)fI
zuHyiuQAcFto+W_}*mdd6L!Uz09as5#qwlFOHpaI@fNi<<nGJ7}yMl(bFFtMYyW>5H
z>}uY51tA|`*gtAdIt)HJ8krgH-u^h(zU8*PMiIkGjf=5*X<%^+qPCa1y`_%X?c9>N
z{mG9cwcO5sFpFY?9ms27dg};E`Y1EepYudpb_*x`9OZCvPQ`;gfd5gn=Zkc1-%pwP
z9iTbj^zfzh4;Q2p`r$j4*RE<Q<9g7i4=uqvoAoCvm>;KAvHR^8k5m2Q<f#SP`5U3S
z7=BXi^m-HvYP^Hs6u$Vx+-OW-bJpwx0rk5lwQYB44p>rTqNFI*jTql(u<GRx{*?uO
zPtxNEq9nVU`V&R{bF9@A*{L4^a8pOQ{ezhj>62R|k%sMX?4<GWn!;<sY>xYh@fLX9
zq`zXOvrie&DE8GU{3Y?)#QW_l<hw(YpCjpt`o)!@(%WVOs4X%;x}MPAEYjtJv{CZE
z)jjw>8Y**r+R*(HcO3RtW=4*8n18W7V2ez=&q!ucbx~I{*QcZbaEZai>;{yAQ|l4=
z^-kOa6f>JD5KCXNQPEw3j@=VGjfHV<FsK?9xqvCg?$fll#XqGEM+?9VgUv0hpm$vc
zR@pHNl*WY9qxcP`l0g+55{A$8l=mS#feRMsVi*|N21&AJh~XU|fH7XBB`Ee+LI0@&
zeYSqKBPm%_!?TffQt3ER-ctP$Nar#jMW}}lFF|B4g-c~}2II)%5LAgBK06S$<SQ*0
z6B)~k3GvyDnv#Q0(h=ZdYX=rhTXRdMt8*HP!<%dtYue@X_cz{aL-Vu0w}6E^h&YQ7
zXA=4c1Et#NgiS^hi|5y8g*Iipw7@U0GIBGmJi5DGgxp)>y%X=VD6#rE0%IXyPfcbD
zJtD>0%<}#%y1e7wA!U-P=7U-VB#fvR!2vXZAFS2wMFD9TQz=+nCD<mn@SuST{tl8k
zOuvT$Lnd-3d+v$Dv(yeL!YkTNw~ryE(bM^2qyH{O|MYz>u!28{jQBi)rE;7>&{URs
z|9-{Pft6eeN=u2kX(4lJNhgLoxm11SubkYwy971(uwppU8Pvju@mU^*9hDG7kF1P?
zro?$eLl8hIvONEiOqX+oj5B^V-s-}pM(Taf3p>^47vH^?I~QdW=ppRbM)LwCa4fm|
zvfAqt)TYmpo*o(!NeY_1S}fN*E|q#9Fk0#Lv>BR)CQo?pvNOX9Rx~J9nSBm$C_MZe
z)(H>S@Na~(pGINNP=EN_UuQ4%$_bMZT?w+~wQ<@6y%413T9#CWa()Tq>faOhb86s_
zA&81`f2@gUAM&Tq+>7eOefL*~5tDluoYf;}+@61hF*Czh4XGvJ-Hz-q^6|JM*Wi6&
zey0p{xGlVJ?<tbKKAI2DReXR!m#;fg>l69*Ok?)@5<rrv>z|EVdA6JyGJ<<M494TO
zN*4w>yp+RY#_FI%TA6FIh|b~k<&i<FZ=qS=^In8yWoan|q}eL4hG=%Y{!-e$ePhln
znWu9=)e1=yZ9U5|GWYCNI5WuBAM89E_?70rLlA&YlC<UzX}iNU1c<(VSCf_bsazrC
z+fXc742yJ!?p3o!@TdW=7gbd|8Cak(8eu-rI43P7`tS=YDbnggGX#Glo1DQN%gbY@
zz%Cgv3{Q~IABbq?9uA2BfKm~w&5J4Ncd5kvX%VdR8S0;w{w+>R#o3$(b2+jLW!>Aj
zmVf*~HlV6`#R9umR{@#D<@X57mIA#VXtw0We}CLlFHRkCJ(RfB7WdC(RukY0X3Txx
zdh9>)_nVbJ=jcr(H^5*EyHJs5qkO9ri`skSo|-GA%o;ylsg(cYi#vA)0cs+N<&BQ9
z?b56Lx@n2n$Zqs20K>gHF&}Hjd)3wS-C>6f_r^+l4tIbRr%#d#;z;7cCy~$ofrUH_
zAHPeIYIEX5>!I(_{%3^X(;uIT-L+w9z2H}JSdVYyv3MtW^BJbW#F1=dQukQH#(A&z
zv=2wQ{!y9LFW<dOqzu~2G%o4`_N`Gicx#!Vm|~4Hf6Qd)4F~&duQBe)IA@Yw>?yaq
zwn)<PwrOgEa}NOij^rH=2fIW3OhbdDCFF+g9>ORt@xiWh-)}go)1e*?JGF{Y2B;{*
zITvB?=XI$QP?yX_V@f+dy(gl(B#00X3doXaU+zHX=Kupr40pM3%^kKLLa2mq!z<$v
zXM~6bDu1CaiwSwY7avt0MmRTxNNFlffz`|h2&_3NZv=Fj*38>Wj{;n7na%Kas&nw!
z$A4E0yb)wYy<Wln-BPYVM|W){pTCbO^OUo>B01y&Ca7yKgByo)%;O#({@B`-5i8;N
z372<n!G~~4I(m`S@8i%~@(#;(u%Ddo`S^94W^d~!erWjl(yVo+-=EpzJ41X-az{9w
z`1=X;&kI%<`eaL_=vP7CmwnWbW|{(cpttQGS^(Xw(6Te`akslBCMywM3QvOdsO}HW
z1l-R4exw!f#rkRs8p~a%1xwf|jqhYRGn@AA#@X^Z_wyOlVlh)V*G}7$DQ7Ar2Jc5e
z-&y{q$r~ZYN$^k<1XW%cfx^tx;4qUn2{hP;DBx)`GCqAA9wk{?#5>x@$FJ~)@?{!O
zY|83Obd9$U-PU5Il6?+qozClcE_c_4J`BzRYVE@cex*SRB1~#(^k65YeQPZ0Qorve
zJW=3=PZ@8ldbt4CN7{2RtLP`=dSav#)&LmXTKm&)&+y|Lyr{R`KA2Ys5<4I7UB_w|
zSh2MV%U&xo&C6e~csPWYTvB6)XEgm23TDior-#9-Mtc?EBz0e~w-!hkf)&szI2<ZM
zP_&xEecyeJ-E>AdBTHM31@%E;CVG~{Jt-nf^k$JuWMDyxFWjYr>bWf+(FDCfCFs7$
z1OM}Q35ib3EA)E(Dods0dwqzh`H1{zf<I(@6Kcf)1*Wo<_Bfzn^x)tD&iH%KA8~As
zIQwY>a-!@J{My=JL+b|QG1nmR3LdbDG>Q{;Qt&L;%|~Ur5RMSY#`N{b>gK_|1Erv&
zf+8Ka48ubV?I3$nCJ{v=Y9QR~AXfSXv_tjpiA?qTV_%EpLW{_$=|=zz_D1@#krE0-
zyMqM5<juX@>8mHlTK=sCtK5FZE?d2g$<EgUzhPkFRc2_~5A<<|1bBLwv2KZgS+1Q4
zhE97tRd_AIS%R$19$37!`V3FH)P$mTNQ{`LQ9pa$Mm=>`DoN`V^TBG6N&QK!Ol+O<
z-Q^3V8(ZX}!$(n)C-|ss2ii_UedmlHT%q}lVs#wbP4{)VTe(L6)RfywZ-pr5YBLQB
zL2rGo>L<JZ884*NN4#1;&&9`}jQ)<bi^FZ@e1@;uE1Tt6$Zqx$?p`Yo=nY=9zzb$B
zyEg58iQg%&RX|m!aaE1~<CxN|_?^?ox$I&Jrqzsc+4!l8@_B#X8FRw!B4`ien*hS7
zn)+_Cc*V}vY<VWS1=vE7Pf0<m*1(zB6$S@}QtQ{HUNbXlnBWa@T)_etPTI}sd+=JJ
zz8xH3*6av-+#l<W>7#k>bforIQJ=1{Xu<4zfT3$sK@e3KFW((BfV%f;%=iw_>`c&e
zUE=s8L8PGTE1q;5wa+oW+0q-tWlbF=t0>fDdJM*S>I!7P4RrM4cic_p$+@?1rSl^=
zVu)*zOw&BCm%2R4VzOhe2lS<d3Cjr(yCunY{S0e|7AyPw-th_b8_>lJ&TOqN)#pb)
zVAzsoNAU@m%yRL@fa-1}oy~u28&z|i;_n2<r{p*Y-{xz~v)P_~+MfO4<KsS;qdt6+
z{TKi3&rqPR(s3-A==$`UyC3K-woN+H;wVa2GLzG=&*8@b@09ISLuSwNz2}?Rji+{*
z{;mQP&#hNJ>lzbuz(!`E)WZ8!3{&oVsog0CBqpU*YRS`U^{3aq%WTVmD4}{*gg+Gh
zbhD(-$KJjW-zA?2sR1lppp|laOBzWY{X2C?8$eY;pYeN*^JD9YOoBA|Q6f>g#OO0Q
zc-aPb=-l00bTyQ5lh}-=AYK)D*h>RzE4;<GD8#*8+!Gxy)bG<@C|p*^tR{k3Imhu_
z_-hTJnGI;5^`~9Ne1Waf{T4vt{XTS+bWz{>*%^l7ciszg2&r<!3l#K<l0;Q;+`b~h
zs&v^vXg-2|t&Gqa43KmD!jEUJKDV%esW?`>PN<VI59PD#)Q_Zd7LB*fy$$8HE4XD3
z>nw&~W^a}$^um=^QQU?*Zf|1I9w!jK_Thr8aM&A%+ojd_zx2qTj<CNHCkx5Zi;jMt
zPsYL(;veR%Z~wSp4JjLHVt_yJm{A4f(&3|gs_TK<ClREOfDZIW{BFfcwuXtQ0FER&
z_JE5Hos(eMSKvyTe}>nAbo}EPq<2=P(GEHRUP{Il7o}*qq`92xWkMG3Tk)XSdq_g3
zc{=Bg=M1&7ahWOR^;XQS?i?;wa|hLS@mZAuC@yEN#(rZw@#XZ_fSyWBeKYROIS-X{
ze}XFU7N7m?bO~dx1NO74!VIv;@&sZGRsLB0wG(o3sxK;Dbjrsk2e7=HK}AF};PL+U
zLI<TC^^V%R11s#k5Vg^IJKaC9*eQsNwO&HS90zD}=;9wfk)6ATKYnY*v=MY)D!sT|
zAP|k0Xo+?6c!nf<3fYvu=He6_g)fk*-(+GwB&`A(JP9-5uHS?ukt&GFi00|tZ;~(4
z5ayGrN&aBjXWFTTHN@sXn)l)rwD<xutF@P#^Fc4vvRNT^-ec86&1XQ8PtqMItlb{s
znZiAlP;JPNTxeZ&?2fxk*I!UJZMVtG8{_=kicKl+M|Fx;rsPz3cUa-^&6FE-{i`&w
z96j@$-5Ax+4i#8tN7w6@J0j1Jyek>gck?EMUGj#$W$6dvhpjIBQse_wUR^$U?4SL{
zgV7kcShyq@_v&le1w1D$#*JJ8BT#&IPiFH72iXvoBIh}Q+@m|UsI$fM!&vEu1&su!
zwl>Pmz^G~-@t4BEu0LS?VZ%FxZ1H|r5R2}&S@QJ*ipVF}VTT9WGuk;No3~qchbWeg
z+SSiVH_I>_Zb+5oKnp&~Y<o(>+Ij6|mfgH`X>~aNNM@^ie@cb@QFODj<HLxoR5cWM
z{+_y4AX$TVrupRZfTvB>r2=Z``*W{7fP;|u#JD~D-{g*am|Q{X6mpX7k^h(rNwt#<
z+P(Xe9Rv?D`h|geT8}3ax|ZN=x9qT2ImRt~<$TwNFUbr9P^sHVgiZBZrYAiGrtOrJ
z{0I|=^WMdZNL<K=Izm<ifAl>)Q`*JIuh^;N*8o!A%QkCKcz4(QWL3ox$kFH;D2%>+
zn^)xn#M7kkOS^y9;S@K|A8T0agB*1vqc^VGdp*`vnnK|`?Mif;XbKHM>aD+`PjvA;
z@)f_m_I`?R%L${s?)=7}bA@f{@wI@T%dQYDLe7Z0JhA>Yo7gxs&gW?Nr^>vL6zL(~
zU@#<G_rzJ0Cbj{)2|w4@<eP<e&RH|3$#?lxu!qawBC`M9k>^Q@_q=Y#?R5Adot?3S
zK}YwQV#72UVd3)_cz6E04CU|xTS$ay9Bhjx2gWYYKxUa1WemsVa_@$MT_m~^F};#p
zwAi0@LI!8|E3;~YM|$=CHH-RqPe#@6mjb?^VOpN1HdP7+78~|`cce&SRzb{$N`)aB
zvGbltCTeBXvU7gbmp8^=3_IK45c}usDbWfU3U7`nOcD+IEs%F(R@UmBOkrL$phXMF
zm}F5Uiznc->qQ|udhkQA6T>#Y52+E*DAO%BQibFeZ-?I`EgT%wICe*Z)b6m^u*aqR
z_NB4t%MC9?21yBGCdpuN4R*O!htzeG)5yI$T|_e_8>hz7=_K)=?DdIcv?eR4_lh>v
zBvqP?Ym!KXyWBK*H0%yw3k276W}uWWYs%J}M800OmND#yo0BcGE7@+?3=}LzZtnfI
z7rDD2FX}gF&~lj!xY=D(x~8-pH!YW8`?Z&~8gQ#Mb<f0VxD(6DfQ~P|czZU<J-NnC
z+`DhTcVyJ^>g}t36CX02^JwW~BJWe~kyzFJ6j!q1KEJ{3F0|Q8vY5!bGP?zO;$UB}
z6dxoI`-3o@idgd%z~EBK!s;pKZJ@B9HW{prxaNuvti<Pq;cIR9owwnDBuv_dcWx|0
z0NxkX7j6v3)!VS!a+FOX1t7_l&EL<g9KzJvLb*v4rtyl7#m9l;3>mh-!j^o&yt?1-
z(j|U}8?4RRtNf_>K-Y1ztSHCa{;LL7Np`Bx;|{-G|B4g=9#wQ=Kt*h^{`P8k?`4p5
z)gNx9aP`W)9)n!?1vAfohC3GeDQhA5{4dYv=&R?i+^hEH|1fo4-Kt{S7XC{h(MJ#g
zl?+OFQ<9P-N&5A-vvxbJ?rHl}?OM?QbB;Mi?_d9qWP(9X4v>@mT7L4yaK@(%xpMdu
z*nB=$o)Qy=a;G!#VeLz9WZq^)y`HE^9mwo!*F4feVg%Pv)jQ`HI!zqW>JpPrv`4rX
z{1JC14u_{>UT$^^xdJ|9(1+iQ7laI}feUUIPsXZy)@yzgua-*PiAWHY)OFEMl)dWy
z03lob1@$i&!|V6(smzr6K&gme#L5S%_f5_1z8LcpGI?MIQ)L4<AMRqSpY4)gu*W8M
z`U#m6d4B}y)vD|p8iyNPMVg*oZ>|byw{rweHrqZWvk75gmT2UCzDUW--d1UdKTK??
zr|sSoa>Xw)pCuilBzV;iZ@+ViKW+R4?27q;d#?|zA}RJJGQ@I$I@VT@{f6vf9)3t3
zfL6E(j^xwM1~#qI@_cVLhGMN?BHljiyhy4IHwfpPCDpgGvZ;X{er{!MD-;5*rJ3g%
zvXrX5)K>aUR7!q=yrC|dO!&SyKhl~A(g(csM<k>pXl0egdO*HOo|!LHDE4RG=Wim)
z^o`}F{jz%vvn2~;Z$I|3ff8VSZ^$2WrPuFiBc~VK{}{raF~9eEl71YyhgQE|_v3eA
z*l;+9y@0dwuqahMG15cic^}E_*ONk0rx^C~`EX24;rTY%*4}Ep?7ga5LHqt@K*%Xb
z(p>jpxlokKn4)DAcg@iyqx&5+Tudk)E&~i4q>&075kLIJ{Kn@}drBTuaiM)uKB&w6
zg+V0OHMy~n3`y@Z^R>yiw*u}oro`x2A^_iD9GQ*k1@Il7F`88GLaxqU4%FOzIL3wg
zK_Uloan})^ldBT6$nj9L3N3;fl$Ef*zI{Sb3H=@7HR28>L0DFo8H{@Jzs(_B)Tthe
z9;ww%e)7}Fg_nv42fW8%x5#lgn|}i(|5ox0adk|f2&dWA-7!}Szt{IIK!>b%4&g~v
zl~;Eant}rO!5&0oj&(J{aet!!)Sz!M-mCP%IT{Y&#p5Wei|+i?(^f$WC(0=8fk0-C
z?Ky9@7IO}F-Cer!%XzYCd~l?n=LOM}x6wQ+cktzs8KHL%$N!s;V$x}AW5=Wu0B;aE
z??t1H|6>&tYjw#Tbg>1pLY-9=JUWj-$^*~yei?(+@l7Rib}a#o?qRYSOA8oHs;Edt
z7q>_KBoJE>G>5Nn&mlJ^#k{;V=kCH&!t&G#>Kse%ackU3a{ZI?^IgjLDx9F_pGA>N
zpld*3u1=XH0q%%LG#UM`Y+mzXlTlZk=<DfpjU*qmhn=-&J;nNdwh_kds|6G0uTRSV
zm7l=g&qv=pIOHr|kk`B4zQy@M{;;u#9SPSlK9Hq(_5_>c=p)9*M7Zq;^6kgF4XRho
zMI4mRG;<KZ$P!H9vN`1ucZU59Px2h-k8sLdalF6B_e#WmXx#=R<Vo=DPSb_WFVWZ6
za<gbF9V#mYTdc>GE+wD=*j>y*M%Li<f~MM)zgCh*jnHfP2lRQNP0RGC6mQ(kZ(0>p
z{rhX`P+nFaeIK>SxRP2OhjLJFKY?YwOw|VsZ3@M;dF;nMwL%9DTMY%H`z_yB)_tFX
zDAQk&DL%^B<i*$0g<rKuODRYg`J6Q`XaG%}yVh@z7h5Smh2pgcK9&H_Hoo3IY+Jy;
zCDMXU`$*k?z14D#FvAL{i-8g}59rZ?bW$F~BO3Q3VCl=JB(ZMUSUCI&gQ{=-)CrYo
ztiIpLd9O4OyMmiZD}Ij?m++;D$va4RzZ0LHi)ImYxMuZ0BB4~d+>N?^X7leVQdV(V
z`MW`!dmO+YNVb{Kk&?aBthl*xm(EDfjwNs@YPXeiPQigdCQhTh1FX`u2Eb`WT%diU
z8)I615kYpT;DeWshm2m|38g_a$pdL!l>K!o7uv8h>Mbhr@GX$c$b9`JBjfXOrJ=V7
ze%9eN-Kth<?K6CVmm?veoot}GzjU8k%QRUh>nnzV#CIOD5HTsy_56;4Nm|eKGh!Zi
z##9yJGKX--#kk{nvQ(ZCsx!N{r?+ljgv{^9WcJYrU4g!3ib9j!hSZFu_2g#Rkmus>
z#0p;@rMax%e3JX|J-+$SN15kaZ-kS?6GzZR(oyQ|_lajh0ApFsv}xZ4%&^J2!!(5e
z!=?d*bSuE+Gj*>Ymg{mAKmqt!ZWN0P*jy?J6_FgrS2=a`y+}CWnS`UxKBXf)6;Jj-
zBN;GMpP7B%czLfukAd-K$i_CN+y*KajCOTACI(~J%}(}GCyl;e7!JfuGJuiSSrZb7
zZyqMu2v?rGSEkjKS8+|Dc8GbEOWwq53jS)d)!nE77LLOT7z#-6&c4C;^QUult3+8W
z9zc%`Z%uOefO;n$jCfyy!9+r!7>ONGOuPrIkU@Y1;Y*<KcSWP$yfou?abwlS!IAp>
zCdW!2WonckLf-vF{9~m?(>gnegfgv%Y=OwFv3^^7=L(*NDkn}vT=$`zPpeoF5cDZ0
z+jvMqM80DukDL>-JOzep;WRmknCv>jeqOnF`2IBaZ&%8KT#V`&{{lzLo=gOF;rpZl
z7fqmFg(wT=j?)`Ml0e2}(0me%x}QJb(?mN#5@}k8E$XsgzwZ~s9TEw>3#ag)#k5_{
zD?p4l4~%yGdN3XU-*~x;hz#*ke$>T)5fa|*4ggnqhClCfwj=GJ?LR%7Pvc=8F@gsJ
zJmSw08kjP4EqMq~_!6U=^U5pUNP4O8wPGj9+ETdaXStJ+tcy0CJuPeT8tKtAaJ0i~
zJkZW~3m``r9O1{^4X4Zv4uJ%STm8BEXT`O3K%^p7&r(>mSZ5&k^7f62?ZSaKukHQv
z$b9gYnDg~8gQ<_#%&i9M$&mSzp81YU**l=yU+aTJ^DTPrm&D(Vb<ky{mgZji(PD8v
zbew|R-H~kK(Qks^{qO$i#1p>xnjV>>cYX~WaY-GP=Mh!G%ja~X?}yrYhnFdaJox1}
zeai)-bH%V$Znx-GdM_kQ%}7PUnVEfVM^*0m7Bt`XcH9qFxAAtADCQihjNA)$vX5!y
zocWxaY_Fwx!Jqf*X-`+56sVMaiA4IW+B<Z4YI(Cfl@mUVN0_-!m_zV)9|l6$<Qw7_
zrKbzT(D~^r@~^mA^2@D0Bi{_K@8vBbg717ynSOlG#xk^2qIqfqSB3R-YC(SaWv^Jt
zQe1q$zbS=ayo8Wp?6o{fCqe0)Vz@QU<+as0G;l58;9@C&2znlfYOg+osDC^W%|@TF
zJjixyC=zw2Un!|N&0;U%X|QUvyPgg@J9YKpy?g#D=*PQ3mI<hFRiw-B@85jb=4Rzp
zWAGlILedU)z!kz5dZ{wFlWQ%1q~P|B4Os)8LfmU`Z3*q;`I+8N#?)Ph5izsKdkZ3G
z+4rz~Xs8!J0o=#)C7Qp4vU`LQ_iX{_oPBCaE3u}?F`By=f7yCr(JqLWvYgO+&x6sm
z42KQh3X%-*3dn`V7n^nOH-&M6f^e@Y(#d)pe4&QjNo?tXe!b58i`70<j#R}TSFUJi
zN%C9SBL|^lzf|;Vm(q!B+8%luTo(jTQv&4vOFA|C?TbIZk*{4L&yZq8WEL8e`-9YL
z!VOD+!QZ$F(XE+|L6KGuJv&6pzAD#mj^=HOb|8vk)8?=F#%~Qt;pP!-4fTNhfXs(R
zSMZ3KL7InL1g@&Lq9x^iDZ!3DA!G9h4yr;4o{$DVF98fS!ERi=gkuJd@=Sc=<?7Nm
z;YZ61$;~)GhD!eVe3w+3LO_qycVXX(Gqg%#X?Zysh5KWF*ZZmD{MM{qgUmcEFrZ?K
zTn)eHygtO=@MZ++5{vFm$ul2P>1Yose?uHmKog<P3bbL@FEQx%=DvopSa!}hPgzu;
zV`>e*)(sFQ@_v~&_0fL%$8>1BA3|ytrc&j#rXB;<qF{SDnsrGD#<=4#0bws%zfSmW
z#R@I+kfF4j{PP)P%j7Jc`|Xg}+{53f8$q}i)BD)7K8k}=4;x-)rafLx6o|pdF`WTG
zP6is>yTk3Xoj|jXdh$uUPWS%Jm45(=<9Y{1`<*bEbtAn8L!-NfD2)>UyJLQ_`2<Em
zeK^;8&&2Rx?A<P<)~0r*TeoUC4VlJFt=DFiI}1A_U1A+o6&P^@<ZOv|2;^>=eAQ^W
zJHt(WMgE;S=pbOIljk(llEq3dtv0hU7h|p01bE)DhfEy;8JlFl1(?b&X%;o!DhXqd
zKMz~P0K3lxJc!>Ada1wRvGnbcdZo&w9vaR8WO)H=_A$<!wNV}Ux?w#0XQsGqm-ze>
zm7KST>E+qhqp_iaosEYGAq8MN_%+77rtxbm3qmyd!+zZ-Cb#c6$G4wM*nZF?+c^+a
zi&)IJ?HFWq#3H-IHye_K)9>TKDszkmYL>^vm3ohKQVu^@EI)hE51=qZlhy1)^bZFD
zh;w!|cS4jC)2<Nr@iijxI&3=H3$}s&6xQ}dynFNUjdVJ{x!>Q1SzmAP`}B_Vio$Ju
z+^qZo;>6iKSg@a7lPk2ajG?yS7UP|{6g{aJf<Y<nybP7C5f^Y)kT<(d&}}mU?c3<f
zok6cfW2>{NB>ieU^qM7o&PPPbI^K|QXETg+!%=#w1v3vEQ1k?u{D)K%MUC6`yCEUK
z0u2DnzF57m0eHXVdO&a-)BpO~!ZgK<qWYdnT#SAR2I%XOs^p`XxF^P!uwxt+&Sc|!
zA`uy1C99cwUmBRDkE~*qI<ZCU=zJ|oFDmi&>KOi>rR-+UypI^>C?H|D$ymPd8HdBh
zv7a;gG7oiV?sRK>z}@Uu<(ydPFi*|Y?)=cwx^3G1Lag;5-?bzE*jzCLQ9=6E!(2~X
zp|}n@#mm|hQg}d8lx6NRQCWR6OHJ=r#Cwiv6%8eP@Ky+i5fbJv%;4ikE4B15absi|
z`k<h*$xYOR<w_m93vNMb(27e*fjA)`V&{Na@Bj$abNf;jLR+)=Yc|va6g5@+)YAEP
zneY1jsO6E@qZkyIyNLKwB7cqoMW2QYf%f?5@pjkE7RfKn%N&Z*8*a<*61JxnGLri%
z2K@oi03f&2+f&r8TyIm%pQ78Q>XXi6d~p|s;bUW9UK-Xl2DszdKI(Ibm0Yb!NQH1N
zzAZ;~jFt9wNyH{%OHh&D!Y^SUfJp7Lr||ody6&6bGc_PsJ051@ik6i&G?4Aw^7$l_
z?%m3wlcs|LQ7zk8U1HCpV)l1^Ha8b4*kLMI%0s$1!<dR+-VXdqZ>zurUk^8<{QUxc
zL-AEk##*7(HjGK2oi;cv{pql$qc_dCLlRJKN8^Hm;EYFuD@OKPZaZ@VLEqz}U0}(r
z!jC7uhs$iZ)CYmJ_!{mq&zaeG^?M7+6nT4q_(1GZNkxO>r?DO0-}=kX&9BV5YUUwk
zHoD_+Tpba7&lO3M$T-%#4NR*Ri`784^IqZOPC9yT%BkQsUDzLl^oF5P2sWD)g~b1x
z^a5eO79I7Ld!glzM0?k~o~)$&SpRylH0F@KRa~&D>}P6jP_BQGe<(4S&${$mw;!?I
zTn8G<EhVAcj1wiGF0fPBXVuGQFx-bT{hSI6E|s%%8l-HuQrJ?ZEoz?tvkvOx^|^}V
z9ch69Q@Qs-{2HCLU*;@K>_DL<38J`3?8N{DV?*jlij7I3WfzeYMD;ygl)WF&ebqym
zKWOVnY1PKko;jZlO8@1}L}}}7O;Ax$G=Lx|e*(TowCjGNE1`6Fxo@BQyrYrV!{RZH
zIIMKel}I_$9LxN}><4QiOw9G$qYO)kB(l_x6F2=~U|k|LuOHYp2!$ZQ`7lgJb`Hve
z67J@IoDgVv;|!b+emFcvIh*WeV5=-hzMWds%(c=}^56;Y1t?M}!25kW&t<hbr^g=X
zhDdwb9vYG%JJQ?FzYb_`REIFws-^jTZjkKPC;mK)<=5{2#tQN%?>rQ<j{GiJ3hvLv
ztbUwtI_WPk%=z?{EyJx~WxWjWC#WWRIKf1hWsRRF68nLe|DF43b7)9;s~2W!4XQOU
zl@xe|5p4g%|NM26pLjsx@d!*Z+jWjPeBcPA?l-vd80aO`pMnz3UGe@vn-s59=57sx
zsnSn3(ydX3HB2NllPbQ|GUQZQ<I^1a??N^hto|V_6&~qw2yFen@ove01kzgcp%CQ}
z#5@8zif;yGB}*$G>V2teA?dVX(tGiKMyj(C7VkoG(3TBjl$kg;cDP1$-Tsq|;l~9|
za;<sAwau4sFQWn4Ge!<TZwy>O%zVAif-XlO)@Q%IZkQKUlKNGU?|~$cOED+~7LUh%
zI-hRSC{)^sPs&TmlIQyH6W;{;IWy$JwYxjIti~fhOmHCT7y|z`tt|aa(WOq@TR>u%
zb&lub2XVFa%sChFrQ0g~w!XX)`&D{$D{X27J?rmda(bxh^zF&*<JXDh>Y5Qi_6vfH
z1R6sfDdz<Y$ix66=2h_ioEG&ot#vO=fU~gF`opRSjy+rOTG<KXPq%DSFIOa(UCAf1
zP^wFYjuy|~PiuvTBz6Z!fux!{z-so?%vVb{$JQN=XsQ_9{@8Xzo;>_Y%~^+QFjebU
zC-$piMQWy;e=0gnj|T8=%hTuN1`ArYwz27BN2-g|L%LZ7{3p%UyWUJB0Iq)_H0R42
z91TyH%Bt@SW|s^xe5tD4Vg>81^XIqBoTv=xl>H@JB6otapb#W7mc`lo+<p?ZrsC@>
zqPa^--J;_U(GlMpvKB>Z`B}!g(S+Jwf4p*TNjaifwWaG$AQ4AnN9;R<Df$CXhz6Q9
zeEY*CM2kISTRu*l+8Eb&Ms*Ec;{5m+y}q(ZS{W~4`3?yGjN8=-Lz%p;7jSMd<MB_)
zoi|$3Q@*l*z-Xu$KkLfaeE-Gl**hldk1&j&HC<>R5aU)<hf+Y$pfeF)@8Rr+70J+=
z^&%mo(0oSGvQrsF=l$Um(9bm>cECr8Kyri5-PCeL)Tq<@l(3;$mZ89!iduR8lh`&;
z9xt7@0H8t>>@{7p1kkCnd+>XKcq4QqFpoTW#DCyVc9-v-zmmcrIf~rp6(-Wx1k$YL
z*~@6x;UovdQer@+mNN=3)gqGsBF;MZuReNJFh~sEQFM?nt?G%5g;%mL5U$9xcOu}M
zAKRdRF9d<OI5#e*aqt%r7{6n#<f<gj1G^vmuY!c2H|~2pT$*V0#P4uOz#_)L9=+ba
zqk|QRtj5te{T!%V#1M~$ayO1O#P_#@Lh^5oub-#zI%x87Kf#V)YqE=AnpzvbDb9aE
zYu_ny25JSjGaV92C7XRaAC+$m&LxgnP_nHX@#nh6_iuIaa@gAue!+O0+u`x;_l~1H
z>Z07;rkm-Z$9+6->uWMCvAarh;@g%V{w-%r7^32SHo}5%>m48t6QDx`gOlIO5Z(Ma
zGRQA?YXi&aK=B#@jH_HJzLMx5)du`>nCYjFN~6Z8alnM6F#s{n;n@HkrKwk6z4^!^
zSRk8OyIhHbp?eCN08zOfMa<%4c;)aE;BnQUr+Cg00RLA@{2+3^WvRK**32LMHdMpg
z;j-LtI;r;kz^X)?(qZdV{$y!lQ?Lqy!a(t~-)ZrBR&wsRA-=)@@9RmuJ*c;q^SbBR
zb~%?O-6OUX84@ve5cy00^i3M>?-Q_HQ}{F4)0|wuP#WqJVnx0e9}FH&nJ0=O=0hZ#
zxC-Rp)HTYFwa>-Ay)j2t->(h5!&1Q)CAFWPC;<ZC1y)VPZ$JjXr&)A{WKB$c#oX5#
z#7<ncSw5A^UsTrtF+^Jo(9pBVnj7gni2AFsw`AggKTaDmL?qtcpt@XS13dr2yDtr8
zKR!p8(1~3Rc=wRUuA>~-E1<}8uFceQu->M0w@IHU;#!^OhgSXDw|w}`0gDo<n&-M_
zyY&-1$jcE%Tl@;I#<ed?4*r20Qud)tRZIMdF@C31d8KEQ%&cQ~Z^$+&t`krzcG5h>
zCpGT<oK#@hpaw}2_RMK=W+!Nk^L~<?&dw9K6qd~u8>jU=95((WLYREbUjxGS%EDaz
zUR#hD5(2V1I1Ao~TejS7A7R<&&pp>aCQP?pUp}5#gOSz>N37LB+SdtK1NFV!?l8Yb
zB&XZb%G1(%?ry)&&YJorbf{178yyv6?)IZ)2h}Kmq08e@)l~|&dl!}G^cp}PKP0Yh
zgZCfJW%!mtCL)`A7(^rD>dr3wMnt~v46ZW9<L#PQ_`4<@NVE(>2!U49y}06RjQ5yH
z^<lja47?IFY{^-J3`Hh5OI{QBN`Da|7Y#wZr{SN$OHGljE3Zdleyyiix=zm?VW{r=
zK&VM_#lZ<lIqWn_j(%~Exc5Ai=_2BoSa-j+#NWc0Z{<AHOBg~s6F;_oX(LsA9GG`e
z&TKgVcT+Lu;Wen&FEy9w_Q>1U1&R5TypPWc)1oQ%`an7a<|(@d#d`8HuVcyIT4{ar
z4$GMgQeWMF+f%_^E6d^QWmRF6!9KqZC8PJvFS@GKyHMFq*7c!$@4rNmO}~y~`M4Gl
z!%JldfK0>$P~V=$E%@NaO#w6t%>w15k#Z02t1^dC`4xEc+8$K{@pF*mxO3mJh#ao7
zVB&ii{MUo}R3(V=+16eOoWUL<%>CZ(@<1m<x*#M$t3lFXsx5P4WI4&nsf@p1=i_J$
zA$azSsBfhlrijtJbFm{C<i$|)w?c+#T%X?lr){L?gd9sje;I0o)%_QIE@$juGkyvF
zlz8F7l<r?K>rF0OCTMZ)*GB7DI)x;bTKNff90<=tliqQR4T5IyiJz4}A5TJ3^2dHN
z=9<2CktT0qt%t-#-|z!8>!981ErO{3^HmUO_5KRvenL4PhyithaPyom&3ZPpjFUzp
zMv+kWm&A5{4H)V8+pobzVwngi2dP+xPvzQk@bce2xG5+Q9BT^|(&2;hHnj_F>tD#Q
zK_+{QR5;?Yk+&(G?dEk)a4{Ef;Q0QH9gtzIQ)1nG@UF=~v*Lk<=`WA#cn!O22`BXX
zcO37?f%FmnkuB==sII3$w}i|byQWZ@^Rt0ciL5e)SETUVyDQ&YUU+6xPPUgZ-hc4d
zU6U%j3CBnm4Jx}3#l#R*NmEc>j`)1yPZ<OpiHAn`8U?7}*s|QQpt9<UpTjiLy0Z{C
z(cmVqej4p^T^;DRG_f2~4}|?7H?!u^hnI?@L6-QqX-?{=lsUpE8hrSgM?c%X?`>86
z6Q>`<7g&52Lu?9lE$TJs)h;3(_TL%|v6>Qv90jL%?Zs2ADx3x*`qH7>D=QZabIcqL
zpHQj`C?_vuuBo=KfBXk<1y!5M3r)Np$dwjLT?!C4@|rGQku%8qD;4wSG~pne#%k*-
zm!b||I~Tu?j(Iict1rud<cP^iWyZCn?|J?ajrSpsmzCU~AAUW&VHA9H)@4mgc8%X5
zcMUbr%kA)keNEQYA5Xw{4vF!zUk}31yK)w`4tc-9f5D48zeo4YK6n?Mk8;WUzHwnO
zyaK1)NyPQc@x75fhhtJd_opAwt>kE|$OR-?w4HSFZ+cc~+}j_+-(I%Q_e*??btDv5
z+38Tm%?~*bm#72HNzNk9?4TwbXA(4N3_0*H{-BflneCOqHg&{D4j<<(9cQK<E4%ih
z?|E(Z-Ismj6ROV4Ox@mL$P0pQr)qy94;4Ee_l&rlJz{8{o%`@b=NE=uHL;_udef1(
z0D4VTA2K_60*r1Ryycq$F?uLITc1BWtx?<Rjz>S8_AM5F!Uzzn<Mr}SMs><m3y~X7
zkBX4C4aJ*>#`Bdw0PS|0eJ&w>y1G!IYKYc_SAhUN47{)gE6J61in;pxwVy-{k=Oe0
z#J^veG@p|vh}f$1ArOuHmm?!TQZUMZF~XN}g@aMmg1=$bhUXZ+>aU117fzrFJ}Tck
zj2g-N`TO`7>(KF|I#kFeWj)O{5*vvKn3j<YXA@z484t(fLAlY<+q`cO5XIGn6u*c%
zv)Sl!xW%mR-!CUfc7TSKus)0@*I3T;07;)ly^7o&-E01i#oXndEQDO!tCgc+U5qxD
zW3wWj6mq~3qmIWdJMPdv$hE(Nn&<~*%l*VaV*Rfg-5lo1yLdvU!JX}?*{(c=wglE2
zW8hr!!A<W@X6Z|TLiVSfkgTMQdTyvcCp=~HO|=IAlH2Pg#NN@$+zLNcm<^TTadCLg
ze=iLR<s`d$5cUS~zBXGVb-7DC(}13RHDeTNyk|~v0Kq^T9Tc-K(9OzB9$pnf<xMCN
zp3LLekLI66Z}MZ~_xe$Y>>I`U@Ste#^lT-MMf8*Tou3&d7`4e7Fp!$l*!{fhMUOFj
z$JuimuRg|+5Hz_<*KP004BFdX{&x3%Lk{_KFB|b^c(nT+WyJW7togpDeUD54dl6gQ
z24dbsyt~B>jpKrNoj&T9Hq5N*lt{#RAuRTzZlMqCr6Bj0b$I&exm)f5pZTS3kH|R`
zGKnq+;n>P8oBQ=ykpv<l;D;fRW)8v`4C6?km7>l9{=VUVu2=9GYz|C>h5fO@<JUZX
zfDM1Oy%&~zkZJQu%+TN;`!8(AA>Cp>n2)%ef&4vv#N(ZY9k(Ir(^V0+FLRlY@TV7#
zdD3Zfd|DzIV(Eu;7&VP-6fMHBS1=&(!;;r@-8^slavIASxyY$uQLz+>vz>Queb5*m
zV^sApdLF;pk)hhbw^VXp!kF%Yru)v&;y?%b-5Gso-oXiOwkOTR!B#$T%Dlg>sh>$M
zd;96ppKcU^l%5)b;f>3FO{Xsu`22hJevbuu&+8gO8fvCK@qv|rhcf?F7g7XqO3+F%
zZN8Gc-m7M@jsZ#)duqI4BM|qF%xzyq&appNns23O@8V+|8@@I8vHa_x13D>~fR=T!
zhH#gJ{#+RB=7jqiN6MKn;f`=DJ{H09KGIdc)>yq-%x1jL@h?VKTyKAAh6kd`1ARt_
z-MbkF1Y;9Xw>TF{eTv5pQ}Ur-dVwDIJrETu9>e(x=*@N}KuEt_8;C>nAknRC>dr4G
zR?iHDWD3=hns(-`5Q*2jc2Umk$7{SM2EhQx=RJq@)Ign2D#%>|oX8X7*8(GZbW_oj
zri7z`wB3kyFseh=QvWvf@%A7__H;39n5AH4$0oT7`Rk^-^fqv&(q(Y9mC_-Wm1V<d
z(UP8r<ItZ#Dua7;6V@XB36aVjwdZ{cFJQZWj(75hCxw)~_V=cfNI=;5VET6QO`gES
z6G79P`zF#6DO`8~5A)jHbGSgNZcuCEh;^5GXS42}OE+rJ*pAZ#5zZ2rK*15j!cg(x
z*O!OI1{uP?{_fPIU34%IjP1FYzP48XA}7XZQQ`4|-QCN+Iv<Ez(taq9yb-@zm#FXa
zd~3BINzr5Vz7|K*#=LPoVR5?Caao;|eSwlsZdXs4Qd-3Cbzc#!V}voi%BK{3OtyrN
zSt60O=3=Ul{GBT!veIzlh$}rc-D74<^lt~eEB;9~ld-rF4p_R%vB!aPCX%p%Ndvl*
z;q=j%?;8LqP|i}VUm3QGkA87Bh3(Cv4*ft@6*c)`W6hWMU9{y|gJZX7@BwE+vsW3N
z6VGSVei0d8Z`P7-4|~cGtVCAhb+T?CKH-a|_Xj0*^1eKN4a{iYJWGH=GrdHnUjL8p
zkz$eZ#z8H=hKvGOex2g;*))Fg=X$_pxVxyu;~?>Tg(d{RmHQxLyR(xnjPHd(^3B|h
zIWN)hDJvi<I7+gaCvfc=K<M$U)=W#}_iNmT;z`HN=~URNVhcLPWrJd+sJ5u-B_eI7
zUrgvY)e-1|^bvFUDNXB1o$TN|G$lfsOY0s?h}-=HLm*Epj~P)b_IyqKr0y&}w9n;^
z!_v(Db{)bqjD@P95dvfRp8I0@5KG6#3LQR&1wh=A6))vGdrYyk!&zL{^GJ5^%lqfJ
zd?L5~!H92_*S0Hx43~bN_v6!62cdhoRd)OSYVZ8M$CaW#H%}2$on6KQO^dJc7Ra_R
z6*1b>&|uD?EIR_8-78H0f(<CvY%CQp!RKebEc-P#?I->uKJIlZ!nGPmof0c%rfh$o
zGlJ9EVTd}}&jv~%m{TRa_I2Rf6~}Zfta)GI@P}S-9AR_l(ItehxRhB)oZLRoMRf`H
zYoTR|(rk^BQk4&Y)vu2AOmDjAv7a<KttONN?~wfk1c|py_BDd#NNglNa2R2-ssedj
zPr8M=SZ(*S&g1lA$6#+*2>wG}%K;h`moD{f^%Ordx5;uqGTmK@qW!LrepFKCVM-67
z9aKCULYE|H=DZLd3>1Kp9^Pw6Z!pWr`ypekSbO?QN0i4#n_ibDGdZYq4!q*Qn)m%6
zz1Z|BxU0^I&>GH-ve&~>e>6UBiaL)^tSm=$;0*DY$6o;leDUQz5>*rL`wn5*lYigI
zE%J%9Uj$hSl$6;YuT1f_txXWnzt?Mj9H3F+pTw6&W(tWQIS;UKlDqoUzIYFZm?zi<
zW*vL$$Jd|Noct9g7+1Emm%s*`ZJ$v22+AkN33opl>!}^x`skTt3&!G2$h`7bCU?mL
zy>h%%GQgL?p$Bf`hm7*f6n(0yKhL9k&~4Le2tK?|P)<dFLLBmsWt~7HkGNUacvFSi
zt+KRPXRqC*M6oPGNfWE42Ons_wXFJwaJ;EScD3FwZ>eb0koPM`vgKENi@EWI4yyZj
z?G=pk;0O{gVU*?qu7Kv5etXHLTJ|Rao|g^U^`o!9bAf@&Rm@Wi(i!@TWrMPhPg5HG
z{iy)v2w&Xs{*v@Hg+@@2K7vI)-i&eHE&&aB3Kk43B$y(d(fRHJgfR{$76XQFV**xl
zrSU`JBi13l6Ak(B-o7J4CWvuG`~;f+!@B0T08xOqOnvzn7Mj$|3OI<0@X?iJV;5_A
zxXVjl6Km)uC$$1k9-mbZt4H8Y0~uM^-^RnkK*H$A1(P?Zr+K)|2#2rZqCR{Ty??11
z_j_1bOJ!<)u@D*06ZbpvNxANG2C*DiD4OVuS=vucwjdGGFTWDed5+qn3jMLhAj^%^
zU@64sx9Ocld(&ZL-EqYwB1Z9%X<23R@OPPxZbb4a(bb*{=g`=P+w(xR^LW=KStB0y
z(@={Ano-Zm8vq}*SbK)Ei<=Rx3#=4!+00-A>GvE1M<<i_yYyRybYz1it+(1uKju*?
z=MV32I2GJ=FL*6cwb^_S_|Mn>o*9?($)^kcYan0nV^5Q1-)`UwgJyPpSn6Al?&fi%
zkLc4%G_!IM`RaxM9K|_82A%M8PMF`2!iOoa4<WB<U`*3J_uSIN*?cUC`?r9)z<vC<
zq$Uk>+&)ZiC#Nmnu1>;31`?oGX|8mi4Yms1Wg`yBrQDkf?F%Cja{Jw<h~@BTv<z7+
zqKSYGk<z5EYa#{y-UoEQ1*nG)c*oZX?Pi|V)S63vn>_7Z!O;?(z0u^J*H+eWy%WKt
z2J-fPElU`GrM`Pn(glG}-s`u!$$g8P+^hEG_ZuaWuFza|ui%$@)~A&gSOT>OGZhv9
z6a`nKK_~qbh7VcYkKFPB@Nk#P`xn~5aFK8g`IxYVR_FSNvl2mBjP5pqbAWW#_?m<i
z*xE+whHoX^p92o3PWrHBEGT7rf{{oOc<3S|!`u}3EcwPIFi8g8mjkd$w<WP}Z>R8c
z3E9@)#41;EGD1bNCD*!v>hNPPt#~BKhV@xpXJ!!SAZT^d6xYL-2$F<3-=tUfKs)RM
zInp(S9jDBQ=&7X5?FT9bEHPrldvCqzg(qwm$XPm@XBsg8O7)2l+U1DZC`bTNYT!i=
zPwjOJZ8KMcPk_Wsf4rM1!DBK>JpP2UDa9T!YJTG>RS#_lxp!yov2wTTXEgr;(xfp2
z552&<f?%TYEsT>1xx3=H&7cHD7eB6fQorv*4LVFtJ2&JSH%ZNlVgKm&n_~ICuDpL`
zwsp4NeosX<lB+<fJ88ie=8jHR9Qq8&##P6pX0)fYfd78!vlDY5Ug{R%4j-9UfbImj
zw8uCyynS)eud+yx<nF(PTG3YE4S$zkiO(Bn#ixJDlhn|J<{x$z*GWtwsn^89OkqC#
z#1JmNG)^mDBi461bp3Dinct5C!yUw07pgt{J#E^1VQu{kJHgmeLk%;j;8rLyWj5%F
zFuh6dqIZRDvz}6P5sueDpxk4!0FU&`&mP3K;)8%Mbi59Slg=Iq>Zv+d*7qX8#{b*y
zeXTa?U7Za+3@gj>S+RXQk*6{E)1wOE9z${|e#&!*l#@objP(Wkp}g{ybBI`Ss9$=M
zmb(%{gkZ(MhLf93Qrzx)*^S-EvISMO8FzTH4L+hc9w2?n)x(5wgTi0loRn|kdHxxJ
z5|1Au;y7nq!+o0;_C5+d>#`kh@J)Kvvb=9O6>OK2u+ZPYgB|=!@)kSF9**bAaYkL8
zW2@MAydBJ!9Vsp``q)@8Lw?*ojfqhlKJ6j?nlr%Om~vob*6w|@lkIxFQ<;UJn6Ws1
z?0`IE$KGuuz%FA@k@o_Du4R&KApb{v1Q`k0B<rHy9`FO5bmp$zBV>zj4t%tZ4<UGa
zLNjMu-X}AADc(tBKDqyTygdIao#zwJUiJ%<J(v3~Ag)K9<>9pz>1K!dh<5R&i3?z{
z$O~8nYi5*ye3*uNh=<?ru!LOJ=7kj=KrG}4ttc<g@sI#8Bfm4Fw^&m0wu*qH2TZsi
zZX9LD(8?XX0Gv8P<>{<Bl?M6E9|A`kx^AY*8)2x|Jh**RgKr=>JU&V~zp}teKf|^=
zC_kx1x10@Zpu*IOWXTdgF?XMqwHR^DIhnik+-1!1;A7H$Zmc#_5rtsE1mb<ADNi|Z
zD7Ec*9$&Wkm1pB_^~)+<Z4m^XaQ^Jy2*astu1VS{x?*9#Z>-5R6XAdB755;0CPcr`
zvhyWJhQHml)~yR*$?V{?eR5^9()yt4X?kf+<dgH>9&;<~`y3ih<$~Z9Bp8jb=^9hN
z)OBQ+6ZR*t_+|ZO6X0+}fswj-QxT#NBKUqAW&=vq*GuyO!@B`>L7g70$D4@n#0ww^
zjYKzGzlN$R2ugbTtoLdIbX~+#Sok}hOtK321t@<+9Ctyzk+!Cz+|zy+TmZ(MpUeD0
zT&?~FP$&f>=(V4u;8dYDBn`bDQt<Qyfk~9L)vTOTEBL{*_K<W?_FUf9asJcxSQ0Qb
z8A+C_WU;vw;5VJHUCW4_?UPfBZhu{UX?;KA4Bd6+jr|OEd`Eg*Bde58)Ch@N+Muh+
zX@8_s7fPu8i!F>}c*mMzbNTaA!%6`&Rs54RsV`hJAlBOxr^ght6>^Y~!tU-zm*N)x
zI09@*9)@8SQ}e0F1-Q?(hftAOXj=(k5Liwr;T&bq&J}ZGEk`1MQJ%Vtp%EOnXxp|@
z0>tWhbnaspLG>XaS5m(SioYL4w9|oRj)WHOFYVEj2@wn`7{2iM`pS<Mr$h|}$@9MH
z28@>S5Obv_%Wf|ve(VM2tKYDyh|R7gz`u`VW0}>}TX6M^A#T>c56eIdtW3~b%^6=a
z-LeyRpnux_LvMh@wvAzk``aiMQW=0TtDEYTkxa$BWt;(HsPK+$WJdw3$Y;I&*k4%v
zR?xCSY)|%2ZXD3$s{ekj>#ka#ympI6LQ}s3P_>T`W%?Vs`aUGF@XC|sGdqT&T*Heh
z?9V|9N8G4s-}v%Vc#LGZLsLP)x?{}R!~$xDbG5((H_NK<d|e)?!qcimt7A}K^=dCp
zkq4@QPS?lm;mI`s?m5AIsWX{-z>F4|E?Dosn`jj@q|gj;F$ia7@b!SMZC?n<yd>ir
z^AaE-0=1@i->@Y=c>U~dBaasj0`tiL4@HJs<V2y2BrWq9hQvz=&W8)0hBfJ^t*)*|
zt;jorOBzpu!}qJj-f%b)8v-Lr5rR0|Q-g<aW*9WYe(tq+_>|SE<9g?l@Tv8^M&I1@
zrzXA(`RF?#dv&yV9H7M}sCx#ME_!*XQ~#ZzZ%}5+P7sKk#k`T8fv7CDx2B&=w%bdo
zBNk!VhDcJwyCvHfToC(`FR+ymAHPr8DkT3?`1_JgWjL;Kb$6-*D`g#zTn}1u1HKUp
z8SHWCCXaE86UcQ|KHqZdzK~r728Gu7`AsIDQIFFyu7^@bk6UX@lTeE7a8Pvhdstr$
z5)l?LZ!JSuX$v8)mvFzQzw@ZyK4od^b0R!r{k?Jt{RBdqOb*NS(0}(`?@$pC1zwR#
zXpQ?fWq1dHKWM8)`i$>*P!VN80T>zI#yvt&<YU|0YcBF@@LJ+&&m&Ut?sAbn#}bzz
zp8k^Lg(<?Va`}8%K&)Ee%%hk2n0lO!)OoBu$)&J86($y6SCgOo_ya-Gd_PQw_j#K}
zS_SCDy}OT+G26SU2~K3O+gxC`O_sQ-fgCx{A5QcUh*`m3Y-4M^3rT(g11>Kie$C~r
znV>^H&=(Z=e=Jc$k2Tjhjt~jFm-Lui1MhsHP0+N1^kna4(<kyK`*?8}!D<iAA$D#^
zWT0qchRntPyf*i~pZXw%zkc$+x8FLnqDn>KzQzdq!r(n8hCNQ*cR#7SK;t9c6mv->
z?5WzbrMG)5<s=$DRo|i!N?@InBCgWh?1f6DebELxI!F+I&E^6UI50W{-U^ahTu2r|
z<U4pYOhC?u!-NjMpq-d@p`zgi*$D*-`_6<ABsB5*K)*s2wC6})p7wPXBW3;IA<5mR
zQc}9PzBHp<5834vK8kBY<Cyq*+!e{=ic^^VmW$jRg+nLZq`hQ3eZbV0Tzz4P+X4Ub
z%H!=Yn`DPsNIp!xLD-2Ux8~60QtGy!ql6SLbG!ZgII~I(gE!elYWTiy+J1@Yr}Z%n
zA6^r*rQ_l!wBLvI*xf5~dszIM-1LD#a~tX^;j%7|0*5jYxYeKf=tsZzp$556NA^!D
z?jtRjAKy2I`ou&uK=b7Du}Rdw6Ban+L7TXB=)IGdrh>|&(ig4m=9P|4UF^Nw+VA0B
z3&qVo?294(>o|7fyl;gP;lwohaOUSa*9bMlJq%dBzSnJc*cZOfYZ2G@4!J1aPIzS9
zeF3?~fbjPJjwgk9@r>h_Jxt%dG~@5;#5K3J5UALy%(%qdGo6xsN6Pjx_|(mDq$)W3
z<5H9_!OS5cW?#40aDSwe+u^iH7hVEG&{e;1zSE#;-LJeD)Jx3iJ;b~JTJBrg^6?@-
zO9x#!=mxF5ZzMT=Xc89Gu=*BRG(&-tDLI%D9IWwYTmAhnNl@II8Iam7eSB<d$9ICQ
z#zm;mTm--QG3w?>pN~(!8R&clxHv~P?6H1dn3ZBk$Dr>}zZLM(N7Oo0U&n`8Y41wd
zsr0-DH{TeZqlI|oJeCk*;GFLkK)Lc_2{YDAaJ^oHv_Df`ILG^fE-<fGdcX$WjKCrz
zM*stOr~jTN)kH?vz8@`Lf%D3aH6DukjX!gP$cZGriwKvKR03k;^oQ9!J6Ko9CglA)
zz8oM$AL9aWf&XKP6CXyDYDy?WMB=UFA=&f)Q9acB@Y-xTXf(I<AW|UjpBs5Hi4Tsr
zru~=IqX#suWeWbp$)}=yr&n-3yQjf;5h<|Hwb`dxL4{zF8sU059z2%9g$|&*seeF7
zRWR>~tn+&1nOhBn6z)HFe3f(2Fl*Re%f5qmfJn;zQgkVdy$cVHqf#!8s;FVw8fHTn
zPd2F^JRd}HsB52_Zoy#1uk!_h*zfOlt;-s3tH?myAc;s-8cpTaT7MHtnnm>jQE*{@
z*j6xE;++ze4c<6+!t4?+*APNeN}bq7x{}?UI<M?!7)7$)J;3tTItVJUW#Yx&tYWU4
zBkPClddUJ>M8?4R*rDYi8h^t3N<HM=rKOHMnCea29<zR2{&$9)Klr**{~Qk?^0tYs
z`Wlc)vCA`I4vc!3&$)G)9vusT+gq5~zp669wZSURF|Se-lFK`Rg?ypw)0yvfHJ%8m
zmk2%D2z&B2O4fX<rlQeLVp|d*5HV)!p#j)E7JR8Eyg(5#JVoJi(lm4={bu2NIwUka
z<)*xF_?mUxcf5q3p3KE6bWXZ%l_Wj<qe5a34yIas33MbzJ&;m$5*>nN?=@ryxcX)C
zeEVidvXNd&@wt+RI5>q)Fi`8f#=lBOA7W!80;j!*YJIUFg2Q2BT-Na7;e^<QZJtE$
zV%Lz7dI3-D*6)4Mxjy8LDyabMT~Hv&hw+LgAG_knjY(r;tOY2JawLsAGE)2T`sW7|
z=<u9gh!Ni&Spt|M*;y-Ub~F+b)=FhBQt-Z$Qv`=Qwd}Qltbpz`evy1dp$^lV;(MT$
zi!cExR>K^suUejcpYJ0p{NDY3O_2M;yA!M@zjefj%zcrf3>ppkR2SI<xcj7CZnHPH
zt6=QQ(m8oEj|@gISk_>U*IGNr;&c-Z=Kb2+F_Q&7XL|%z@V)m8O9rw7DYTXTx@oK4
z;^X+E4n>WavH~YMshPH0;q~M1;JqjBavncs#1pAPLVhbD5a7+l{nmdQT31hc5#gQv
zig~Z@w+M?c4E*b%2RJXiDhovTBDWJnFq+sk=eKb&@T1EQZ;3s<U)wZRFE-1!Oqf?H
ze|{~~7bg>e59qo3?bG*{u8_Pd%^um4seS9K0j%I_Atud*P7U#+3^K8oW*#4;Wfbo(
zu85ZjHzRDr<->_C6@h9>9EK783{*nLvTHW(oz@Xy3MxUK;WdhUhof(a>^__2ShqM0
z%bqFo3C5gm`DKwECvHtX^UrJTd=E8RE645p0qzz4A3dEjp<tR&0x3E=eBSPUy}G%Q
zayR+4CDkdWxDhoNSAu@rFj~Yi!I}Wc))C<A%U5cD{mGEdo~O2ug=AG0mx=L|gDWIB
z)JkXx3qBAuQWX(Ju~g1@CCRzIrup}IeEjy8TQ>7i_~8N*5TMPxh5c>52<%hczDcn3
zCy|(TVV{WH3kOqMatpuKp#f3#bn`h#`8$7j#?~OI&)_k<aDYaQV@U6IFTi-5!;l$d
zBX9kQzoG5ZSI-b^vSjvy$155CwpZ#5%^(9|&Or&#3{mq3h1gf?ePGy+tiM^h5IWWD
zf7XlcJ=i*>aGji6Ri*Fg_ByZ02}UnZRN#VrrE_RbwSGlcsS?h$=hQ4rMHZpd$yT4(
zAU<5u&DXe&K$&)V|MIZ;L02cZBvYJfbZkymA+E(wa+(9g>7`@=qJMx*bu0IBM{d&_
zLN^Q`+HMr-S+7pZ1x(U+pq4ypHtfF1`p{K-e-Yh9Zw%Br%@NBI1=N_l7HXV8Ha6wA
z$~DzfgpD6q<ReRyzt2G%Mw4ddCq^B)pS`*nZh(jrM4F6`QQ!0^FS-N49&+<>r&xyE
zI$&nwL+g*K<T%%#PB+pQtsvX)d~QH)X!p+W&e+H(N0(H0j}VvYHO1W@$<Kz;07)&L
zz_yv>9FwzfI1;RU<6+sVeUEA*4>a~|)e+Mu9SHK^K*3=$#l6#XmVH<(LdU(E1OV>u
zWE9P|mNI$V-*NqTqu@oJ_t%3s3k^MdFUqz75E}!X{w(*~+)Usf+$*luS}qm&YAN7h
zCVGQJP=#2!E$IPgRzdCKZhIBqKR*pfO8gr}hHcz`v}?UE2kzKwPmZ=f=<K~P$t4X2
zw%f0`z>by$A&>0}PaIGgjfUR_xW|6Ajmq%@L$!VnkfZ*?!v2To0#1e%*7q0Ip_K#)
z4QFGVvc9nZ%ih<0n*j;AMDIP*sdQ?DIR4>B%~yzl$vf`s)*<kFMW<3zAL%0-t6sjx
zjkevm=XyOl0dnxVbjx-IaH@84clmzz74>)hkYKo8AP4(}C9O;iPJ)`}KEC#m*e@vt
z!OuE)h}?tiZ&AU&=*JCQ&*AcK&^QcqvIV$@#di(Yta@Ay6Ta)F%MLo!E6^wMPyTW5
z8m;6sr&?k<TX0rw7Y&=KeAE$mA8w!5F+YdgeNm1v&fJ=1D%GnPdp5ZRrn@$AGKO&A
zzv}yaZx&UH5y<;d0jSP^)_Vz=Bls_Yb}sZwLI|kE%7^koTS`u?WM~f4$3no9q!iB7
ze}rh%;X`e=TUy1CDCjQw-rm>g(G3F&?$uGRVb|8k#O?k{l8XiL>n}iFhLWA_GLOfN
zvOl7AgIN<qBqkEnDD$1|KuV4{q4xWMZ?2RAEn0}q{qEO7pUtAV43Pm0E;uXrNb#43
z4!Mw>;g!Rm14XSN@hB|BK$+%{bZ+h^N|b|{{T#i|)0PTE$oMUBYoFlFUzA+>&U)&U
z4<3rZ#3|((TsjQcwhVMwgWmp5T=-22Z*YgbjN=Ax-^>vvJ{~gbByr1r*x^43{uw|k
z@Y6G^(55W&37xrqJA(}@AS+sAA<dB{=Kei4Fg1VChbib0L3k@_frRJQh6n0EUaPl2
z-puZZX`p!Lqn-e*4`qbvf+7f*4v!4^{=%KfhtKBr5PA@6D^Px96(~S}o~F@5$`2N$
z7AKXfp(^`^zmYA0k4Q19GPjlV<0eTFo0oi?;z;#))Y*lJE%as(v*7B<eqp#Ij>c=i
zrR&k|RBdk|_Ga=rAm#dgWY%7&kVnDvj}~;HA^F&Pg}9ZwM^*gLeM75fKKJ^xUJzcJ
zrq>e}@-?1~m!~5~Fj@9cPRt2Sxjs~yjG8q_BPY$dN8A7rk?pnF=Xg5rnlM}(-&2{C
zVjU*eysW?8cVB88=|tm2pjmT$23kHM{#8gt%vubo>S_3$VRIF$B{}DBs9jGThD^`r
zUqvM>DwCzzZB;;dYAsbh)-?AOJ+M#ow*R&0G*Rlh+GYyj=m=yX>APJsUS1|oY?jNa
z+dHw?4~O?!WZcp+5i1-gmpU!4#l1bg1!Bf)X`qiKjt|Uz_A~H@BuQ{|yS*H^uP>B3
zGE<}N%xS@RpJSfp)c9$Y?dO5nR!YSec>lOyqsG${(ciTr7rwk7x=m9Vna3Rd>{t8B
zADePnktE6<{lUy}-6-IUpXkOG3mE#Zt?SR;W%U(g7dVX&9rG}dE+DOBH>w*rt)CZ4
zVHP+~feC_<q9%KVNmJr+4wCCU#o)qTv+7wf$e8Az0=*9gEYJLwK&|7iwvBL++Zs=L
zTR!4ynQ@0loSHgZWN_kr8IbOhya)PuO<g>6*{uvs%Wtt~ksTE8M@YUtt<ui~ZYZdU
z%M(OM_gDXQRHzvtw+W=5eFluRkU-51C$ySZ#6srQatp3V%H8V^+YC6?d;iVR=EYEE
ztg#{@UNr65iG;i4be5QfZuFxy@|sgLAjqrHD-M^hnI0)UW=k6#dwSK)@v>VXv!~~k
z1bf$?nYFb7*d(cSiB|}K2?sgwpk_t(zQW9>-+pg?2h3cG(|hH!7c1ycw^B4!;I!RI
z4s7P@N!VrMh}xkTbU9?ywlPtzmpv4q1GTty#TD|)p??d!)2QjYcshs5NJL5C7Ly}|
zXMQt`_9GYwTiY*sKp==b1sql;xc&JX<E29QmbTwn!(PtR8%K;-lp;16tyW3~d`5<W
z*4jZY+g1z`srTF)?FFxMi}q}k%d1&Cf=q20bf>_qP&eRP8m33HEuDVFN!a>lb?{qq
z!6PM8GFmEt=<ld9pSUW;vS%aCapqw{(;<9Xx5s?^ZAg>&+{7wJmLr2ykk>khg<_~X
z=Y@F`YYg1%+XJxxGw|7SyV!b-$CrrRo4@R%6XYD-p;sawDFpx_WJ!fe%BbAsItj$L
z>-G;kVPN&HZ_WETcTDP2SGq^MO%AZ0zmC;Qw4RmF%yh0#_U{qwXNyLhRUlUR^rrSQ
zTB5?2OAp{8-?oPRE-_B4S@&qI=Q~2E6O3d+iWoM1If|n0{^s|OhGQ|AHXB4K{4@({
zy5wuUw%o@HCMKs_!uHp7QJ=qY--aS3)T<a>6yDdSpJa~-@K>lEi=5~4{St~s;mAMZ
zwnvvsz85Ew+&c(zozm$|ZfaBsNJ2=oTmB7amUs<`(htryuA~t$-|}u=ish8|)Y{BZ
zjD%nHC~P-JbqEeD+F%=-pnnXMdb-nUDOy1U?)p|^CI<8V7{*yA?2jS;KcdcTTUBI<
zqQ6AnJkkh=^r9ed(hCAMNcZ)%*i~cH9p~2G$D^o_WJX4;m}^hVo#iK~9iH**RYCLE
z&;Co&#@Du1B}KKEvE;6y;B|m{ABq}gO3>MFzo9t;p3vSI)KZ4u$KI226MiLYA#l*r
z^|Y@%gM-PNPChgKP(-3@k`35&ub}Uy&vQG>oJ#HsO*`1D4@KSsrIUDF|NMz^7wH9Z
zrlyjMHgzeAk8xwK+H_Wxk18KT7KD!@f}%?#GPd?XFvY8v`#4tZ9!|zLbRJfyY)9Al
zZhr3ALrKiZeGaWe>{rVT^t<4q-Np&ve<_?0XZ`w+SoK>)2`_^Gb}|}LR`Pi_H?*}w
z-D8p;n+RKpE!FxR&)P<06PywWDZ0#6y3h6Jo;p-Vp*%|EFh4A(q(snQ%{v@^R-Il)
z!mxt4PfhL0ifMlK04)LKidc4oF7h@>FeY<c7o2JaMa8#sl#B5#sb1qNfr1u15!38X
zifp(ast;>qz7GSYZRktunK+asv=7=SJzJ0Md?e?O?p>9QxS;Utk4E1F524My^1(cw
z<&it|q7WFd1JB7l6I1-ug})<5lZ0R&?`H=oIjfAE$sglw@+)}#95!T>07Obty5jcO
zyY0IA-QvklSU^JygF*~dpMzw%$DqiG)Zrov00cN}4xx>!2iF`ojW%?-GFUv%z<Rqa
zmiy0n?&;S4VtlF&o{tt)F2UpzXrGt}o#*Z)_b^~sf1ug>DYRh)j%TA59KO+Oti3FX
zDYiYqiFU2=edGVKj#ZUFN3n-Av$B7^88ZBh;FIyjPaFRm?t+xCs)#KB@q|_BGA5t&
zMHpAtLT~mP@*E@QsY3lQoIS=d#4w&Sf3I!nMh%%?I~TDt+NRnq^X20@9;AIMJscY2
zF6j33=p4zj=U6@Tk|Qi*S>0hW^*n(0gkJHySZ%5)9{r_E&9eft_L51IsClNEa3Wmn
zz#V?}$HG1>lzZh@%KSWgZRU<caeXb9{0CKH(WL}bK`FkUJ)G9!xxG4UC|7WBIiW=N
z&Z46_c7tLnopUw5lFD~GQomH?#^q}5>4mrP5{r?BYcVIBuH#dizzYv^S6k~zkzJ?9
zZN8m7)0;$CKkX;-D~&xgs*qd-g#8oGib{&m^}z*$&Kt@OE}zWj?!3)AJotS<R&upf
zUw<C^XuBir)9niTJG^spxTPvm4a-m80aMy0ZlAc3U-tH<9}GGUyo>ouR=rl=lxk?d
zdeFD#4F=G=+4na%0`Ysw4;A2^UlgEa#8=;;?7)_36Anx3chH8<f@{<2SLlvnZA_jU
zFOp-`3Kvb<Q>Eq4>(@EJNTdV(Kl>xV!QU4~IL%H>S&sr*lym^G&|%p7Z=T3jU_->e
zX-n@HyZ7$c)8M?wFf*58Hrr#oOO$jDpP}ufzDi!%>|YlaXk0a&QR={7a@gwhA444y
z;?&*@q+IZzcts$JpJBds{smPVg)7ZAKHB3G_8Q{L&7mH^bTS+TLdt@p{z!+<Mo3%#
zgMCRPKYSPN!L6#!uo6lJiIrf2EX8-g@cvv=Ovy2z@6g8q+;Q~Zn)V(=#FgbH89liN
zXBKboML3xengp<>YW9ZGaJ|Ld5bwtFur?rw&$&KtZsj=8ru>C5uD+k~cYR}o2Hw?d
z7Bt6W9sFjlKu;VtS@l(ae%@+UePWulu}fOT)0a!xyCI|AMb}xRRcU_531V~mWh4*>
z%fY<fZk-S2h-dtDtZKst8up=hN8Y~eg9nibeC~#mEej_SHa>asam-u-f3doaiP;1Z
z4v}q0?LBWB!<=-OT9dT;T3q@{R62`}jQ-*G)OK?BX(aZ>m+$7tg_)3kBb#&Cm%8PQ
z1rh78eA4Cq)27WrzUJ~Jd@khSfR^K0Mz!V~fR~L!{NV`z-5(dc;GLTNu|2|!s`WHL
ze;p(C&>9IL`yPDUq^~b;l9n;t+s!U7@Xi|edo%5+YV@)~_kEa*FI}HO27jbnojxey
z2EUfwViksu#+hEYeoEy1uiS~Cd7;enAef$oOUr9SWUB2(BH5INIl|L18@WP<4Je2H
zLA)ZNh@rJs2QbeHsX!OyS3Q&j6-7!IZETe2XZ7{+_1U|8QAT*1p2Hhuf1elE1B*Y)
z%`Zl&28|T)Lrf~cpy6EfU8Y?_z$#hw^>H={HCxzc;c3l@xfPUSgr+PMQVqE#t%I}(
zUCCVmUi_#CVP0&{)JF6+@aPjv8Xz<kauZ0|6F28!*fb*Yz|3R7@UoX|>3fJYd(Mcj
zGsFa>X6{?^lI-#4jS0cBrbT#01`;wARh-slWzi3B)$wJBrJ{gAE$uLhiPBGU^gtO1
zUC->k2g}c~cQDbi?=$z8ZS1$COuWOHOPotdI>c^};XV?_gV89g4@H8AkC&TX9QI{0
z2Ibiipl%+;eJ}u`A@VK~2~4b6#$NS&vBMImv3=vr+R5;>F;gb+H_B8plte75A|a3J
zMoY5S`6(lwuHyHL1wwKmIESrF{#BA=im=9!G20*u3;rc&@sw>|6c7FmD%MU}W?_5^
zIcp+&nQ?aCZ(gircPRBs=OZNbC*odiZ$<o^Iv6)U$Ba3b<30;~_ZTiIHyFho<JUg+
zGngnGwc<e1t2vpuxIfEuDEgB%bWK}fRo?7x3YtPek@2(YzrWgq5;f1>%RF&G17L&%
zNjuopYG?MZuNn_mwh#ttOer+k?Brt2PiFP9zSR2Ch<e*1_LJsYHRqxX*MT4r3%jdY
z07~@kW1ZT}slL>E4FJ9hvwQFjiidSOdr$luQ)G!3YXqYzEz?U(EA4?DwhyYqLymOI
zE!}Gq8vPln%gH@$xnccBjP#cSv%Y(J3ag=BS&$eo8-Ua@{oLU5%Y98PpTm2Fso*+i
zo~v2|+><zXdA!y~8Ef~7`a+p={k;GB*Vqq=pnpO^<Et~HbzG0#`$Tq^=Z%|~S)?^;
zanQAh2Am(@PJ0xE#fRrV>B&9Y-1D%1>a2)|TAMrRlRm<$X?G(y566)^{k4cFca@hI
z<^ta4tY)N~Oux0a(lNWkS!V$OQ_AvgRsA;o`s14td5V5oIAbU}zTXmm0{@@>j(Y4E
z*b$))P%n}j{lY^}@<;AYXbd4Gpon^E_$B=w&_n<((6n^e*MoOP`%m=2+3Hh5SEVwJ
z&-MVL08!1#Yq8t<Xs<JINPh2qCsE#j&Wzz?J3E}yAz@YCtXOuljJ2q6=~Luh%MqA3
z?xaDah%at!SN?P>IRV*;j_A97hRA#>al7wb>$s<7nWy8<UiQtdJnr`=6Tvws?xXK&
z>Jt+AUi!1i_^Nr|50VmEdgt&Y@jiW-K24&xfM#^rDEHjP_A!uB5MLjX;?2hVz47!0
zc^QG8Cgimk%F%iBoc6ufFQj3_F_s<K-Ltm%^PZMu->dwk8f|)?4qa&;$G+zY;|NfZ
zFIL3s29w5P7_r@9)~~bPf``a3=L<qq<Wn1kg+l<E&tC5Mx5?%{dkX3ODQ+N6od)@_
z3i4;e6e{<uIM$Kt9c`q8Y6jK*Ba>J)rMuo|Uz}n{UCKR|WF4<?e@A|G-_3~*e}YHm
zEm-g4)iA%S?H`|DBSY@|Wj#-ZU)~^$)>sJRxm1njc6}6<65#8}F#;QuCIN$XJo#+w
zcj|zLk05H%Z<ieYY#7YQsQKF}*nlWqKM<TVOzd4?2&&I-!kVnXL>ungYkHs;alzy|
z%ZJ~`>gKn}uY^>-(RWw&P0a#BK(h$p|D_=rXPri`9X#CPpeFFnc&Y0B{nR$EX1d2X
z--Yilv5M&NmIwvK^xIi*))`&fpz|<)=7W8^zfR!JnoHet3HLPWHzvkZLEf&}`ZIAt
z$$ceCW50Px3JGi5Rsi1MRAqswnl`szZZ*Q5M&lmp2BE#rcxsAdbD^AlSQSHU2QS4_
z_6k*pUarV*g*iLY-rPO!4Dky8?iU4dtsFSgg;$-w4}>oy>&*~R<bkH{N2!0cJmr_v
zFX>p1T8ed_5@L^-0#&#Q!K>WRP0M+LTW*XF10ZI}_n`B9S@(~3fA00j{!H}=3iMzx
zKLY%{pkG?P`xQZFD68;Q(O$n}OP<=qvaErXX15}6f65eh(5rI!nm(OAZJtQA>m8FN
zWk{HilRNjg+qI}K(rI7D53nil2{YHtE_x!Nd<6#$E#aqg$1Dc^clg44Ccx0sbda=9
z!(7faG{TX3Zcn$L{sSjDvCY_hlwZ|(!awoL!{q6Qy!fN={0;uh#=#na3-Nm|Y8i&l
z6d;i7M1Th(R69QVbgx7~tV);jsPdlE#PFt5FjMaU={*>%dN|>5kg5Dh_*L2ylR_8-
zzMZH3&GTsUhFvpY6X(d2H<EBw;sgE9E74+?dNpiFS|rc>jGwg^x$q?%$LDzjP58Bd
zQ^EBsj9*qMfC5zjro(f7o(Xr0tb!hAyPw0hy!VG}sOf`nM$=rWYiOAL<gwnw=4ZXz
z#ua7YkE>b8MzI^Ss@F@vq3`H~^go5OWdISK7uWCSG-JXyxXMCBlN<5&*9p!NUS9Rk
zGr^cujv+of5}|TJ*%}*Cnvn!8($gVa!w8H!)Wu$zqmFweMB8z2h?Jx&bEfqBv`!DJ
z00#AQMt|WxtNy|%N0CUHdLQ_d(j#bVxa)|7akp!)PW-rEm_n&aF2e4ouo%3=_23|I
z$uL_&c|t#UwfXU!#Mj&JSA|#XBASyG^o_75!ujxZwk~HUtH}Vq#dyh^Ih04)-5M1w
z=R%^(!fKyS_8Ez{8UK7iI!rmO{Jqiw+PLXozihsBf-2tq7v=L+uDK^|NL_`F_?8&`
zmu}52`tPw}J*Q9o3<60E^j%avK|qFu+(W>`<dV(PIcBcuQH80|8?icj7_FV+B>W~N
zeoJZn#v<~Uq<kWjKLyC1OU%ao9^Qu)m5l}Te9o|cNQ3`L%sw&gH{zH?@tLI14}NaA
zjr^555!j$zjg8sP=I@&W&D$Qi4s9r`)D^<@yS>l*OpvGZls`X}wf7Ba9H<jI(l9wJ
zYSSy4GG-+>p4D4;IFA?g3kf0=UI99gK{;b`)3`1W%I+{f^f5&(zX!y(T5rDlypO%)
z0N0hlptHp&^>Du@&s>0-a7m_36pz;L*$WeP)C>!?u!5Ix5YvjqSwbi32QB9J{%8ET
zS6e0sH~UOu9sV2&{%Vo;jK?F{i=eET57F2E;xsR>od^i)A3a*b>~z$cM7g{-KK3K=
zP$6%FiNNvga$Oyuh&jl=0$NS_E<rY>%gbvfwB4T-ee=j<$iBSCV5KAsSTqOTfns8@
zlA<NP<MDGi7QH$h)0Y8kgI$HEH!h*9mVvt8E$>s7VbIGEFVNxB>$+b<@W)lWa;axk
z7=n=Qq5X^k_9Yh{FFbSR;aK~cbWci|1xYqMB;;sdy`0MPFMwwsd~4YlkJ>h-2zzC8
zRenltk4`8#GxqscCqFbf0u5<DUr}sb$o?Iy*H7--wP76^Rm!TjI|B5}-u3(ZRFU71
zX2S8bo_1B~>1Uow@R!GUiuT=XDWjkfc|n5=4|k&CNzc65f9#iu3HF<oM03f_RU+`a
z&ZOO4eW3Ek$33Uhu^1x~1Zgb^#M5Da?gc7-H|EGwoo@J~bsAp>2VmP=EyFAF;Yl8f
z#O-~3>tcWKEgDRV()KH^=Fm+ub3r)*SnWMnMVnsWzU-^l$Q-GzI7lx{-cbLwiAVj_
z2fLi{=Oiqx3e2iN$PTzCz>Z<YG;NQck3e6Z^mcD)-iK~$FJ3wC`+>_m$9}X8+$;7v
z3EjaS5AVSnR6Ul*{4=wrZH8NTs6sSJNb!R`#?v)C(R_l8;-rOOjk#?2EFI)v{R_uK
zgQt)fpIXHfPC|#XDi%-QK;|QN#=+z_bl7plpOXKiPX!{b-4F!-efKBsN-+E^N*Q+`
zOSGIxr|2WbdtiD8UU{t@?<nO7Hu0YiSB0OzT|RH0NZ1v`HAdc{J7Fv9{sWRtsBz!^
zw47T<fYHv5)}_(7M7ezB-O-k-<)@$&!mQ_S6MPj}9TEmu9=Rv-n0PJ6ehkmrHvLtb
zEI3X004Ygq<7D%bnKj?r9?r;WIK(C_0yF+280m0>&-@5vRQPJ<sJb5%wuTVSexAwG
zd;PjZ^;WC%Y5Lad^I|+vygwYcSBx3=d(uO6{s*zZxQ5DQ)>K_C#c92|OGb`0tgYTN
zp+^g6%pWZ;e%;eayQ4Skd)_XIX!qw6X$r09(Wj_e*gA-w>V2;7xryw<Pe;chFf%lI
zJ)1tooK01?CS#SuHkFmE@-VcyusX;uxTBza6no)&JQ4ngxb0-u`0^S*)R<3%B-_3g
zIX*8-G`ebYr{mFIZJ0S#pc(;yeAeGcE|UKDiy)(T^~r@7$V&`XFkmGY7Cgp%TG1}K
z7NV_7KP#D7*Y!-NjLiX3qn{G(9)<1$g1HM>#6iU}wn~6;U1#1)akbMP%Y|fkU>EnL
zxqHH(wq~Lns4TyS3JiP_W#9efN6hH*E}HoJBaa0d?c$04Okbcbi2c!RVT#5Nj-Eh#
zACk2w*ooA-f|xwu_sO+R82pzFkC42;x-h<9hOh+TjXnl-QH)7$9@SQOFG%YsP3p@D
zR(sf>(CXONh<J+-E=Y#8=i_CNFz_Q*1MMojd==n*nI)ysdcGOkKkL)%9k1?do}T1&
zk9A+t*!cUh_xq_DbrM-@yr^`=6syId5tQ&oK+|-NJUK03-xs0u2rIa7+a8~4sUO)A
zu$57~CAS__B6`xpnWfJ*!gNb}a?|YeR&wnnv}PGP2nUgU^-~G0>b6(B!r=r=rk@z{
z1~l_SB{oM=a+S8~RV;g33**gCoX4nW`zaCx_!0qpa#*bVM_)f>7?;b*&CeAHNTwAd
zkBLdDBLF1uub{y^Ziy1YYwUO<(L+JIFfV)wNdR{{NXjVclhy?9-xf*obmDs4B%#<R
z%uM`Tu<|_WhGjXXnhv4Alh9E!-)Gkfx|uf=rNFI55MHULAI0)=6Cd7_MlRrkqnL6f
zjFB~7=l)j%b~aG<(7EhOGKwZd^u8xh<u;3LH0$=ha3`IV@56UwOEGEJ4^D*2ye8ap
z-G-87)xMv&waR4L)<Cm8O4n(t?~Av#7fSS`X?gnTpK|zoxVuA$+wk77HlbWe2+1Ys
zAjxKM&@RgL<fb4XV5Zf01KFOOP(C;Fuq5R*VY4?>IqoruF?r560T!<hpA=R2XRX7L
zX4~)CX+bT>xRZpAf0C=5@@3Wr_afDt$qxNt<FSX4kCW9gN3dk9S;Uz*t9AhfJwn)!
z8_<S3IO6jud29JRNuGek?XT<g@OtZ``Vwrd2M+Kx<KfSKu(iw43m{z~L1}q*gdnBm
z_sf8PFCcvcy^6>U9`c*VV_#Ve^0#pjK*7=RGPh7u>=XPkg#euvf9m<ucfT(o<#s??
zM8_sYFtv@er)9Yu_0)*Fwuk?Yeo%}n?Ft3^bK|Z=D>xwXt>R<7kt)h)8Mz|F2(6i&
zWWMh0CAMbxUFY#nWuM%5DK+K`d~E7hhdsL{WG!pmib6|T%l{5bQl+Ejpx~SqZ#Mbf
z5@Y;E2b!ybQ#_QANA1ZV?r>qC<2=k|cs@upcuGC?V%#>o-?l$B@9+_9ZEhJS1q5Hu
zXY(mK5)X8UHKXJ`o2ne|FS6-=AA0J(%&Zg4U4Qj}#~Nb$L(tZuZ^=x*RbwoS*d~UM
zxKJr#Z`1Yb=PpiWQ;W9b`01y4SK!3)%6jw6E*;)r$BhR<;cN#@F(0~Zzdt=#_b=*&
zy<5HIMd(s^i2l(JR5-T^b;Cp6Gw3T-jT4@Cy9-1M(xNm~`y{oO?()7LT0rX6S(tEI
zltCd^I2o>|{encr7in~`Py}qco0Y$Y^nA*&7Dzyef{~@V3O1u7!bh3gk9Fcj^lO}`
zl9+#?EMKpsK){&oD<btyV-xhPp4N-_&d3bc6*vblMtftpL6>nC+si?yjD@JwZ$R(s
ztz`X1{*h>~gbxnN{pt*!4t&(;(&89RRhV?JWWw`~1CVHrCb!-G8IA_%QYCMTAOR=g
zBHH(9<U~E2IX;9bEXU6q(QQXR<()AcE?m;Q($D$0vx<lC%hq;t&YZ6s?z6Zi4=LK0
z&8O_>70!Bk^vzRLi~(g`TSu#q19#4snaQl8SCC{u^_>$TT(NlL%y#%foXpCy19J)5
zMa>$cCI&*>zOLCiv^_F0!kdKi;DhG^8&=Y~R^Nc@5{EY&)81HS7lv_*Jnchd!P81V
zl)~?W27I>wYjAv{*BafUH9X#6+>i}#+}+!Zjwb1q|A5@L;{%M5e>3F*h-qj&Y}WFW
zm7%&?KTE1d*YatH(j_@f&{{jJ4Rv=Yp{)^)nT2!1;OianS3#rqoHx(I$-p1v{b4GB
zvmC$Re`4E?6qtNTf3|%SkKSbUR+ex=>fqVUy<<{o5MQI{TyJmxaG`kp#+(gfhfrqm
zpp>MkOf1xox$?|Q`}7RLMwAX4O#pV<*o}5pw{OmL=sgz|V$}NZIx`^HS(heeI3D<9
zq0$5*RvOw55w|Da{Z|{_3vdwBt=m1Xra{#z^vFQyGg}~cYZ$NY!l4)KnSjW6Nc2IO
z{VQCM@$vBi_D@SX-BMe?v|o*(QnNE=O8E_gT)8pn>ENvG;u3pai#LJ=EXaiZJtM?S
zGE7-R+NzckJbB<>h4AIGo$swVYYE+tI^`=~f!Lrke&p@1E2tB0yi8cC;6z<Px$g?x
zbtHadi9Ggj-ky8&6P}~rb*Bp7<_$hmsvg-(i#45Po^?n)H~aMK^wcP)mi8VU@BJw~
zsr}CV4WEU*#$_|Y9G%`N0yrJA!MdAoZr9T8(P4oH#MEJ!CKVw#vU~My9s&!`JiKBW
zif;#_49<sPvIcNUpx%q=wl9r><WheMv+d~a@PX?uoBI~>cDfZT`ni7J(>;Vt**-0{
zqP-FJ8?7F5W_aj6Jr{gw^W_$+)7?QT`)_HF4MPy*?0sHD1t9>6ss{Q#UWZX7IC4_I
zH)>Rub+0<*j&YD+;n%|Su&7aJKd?^uJAYtvbV#&YWN{h-eBE$tahRp@l-Z&4*yb+z
zBJ)J|D}%sLi8pu-2)DdO8Dipp4$aT24k-iO5f2*d?K`%f8tSo_PFFZX_Ypr7V@g|r
zu|YiyuO;`AQ*Utv5ZFGz!Ka*DRUx>9g00bQB+)if(U=lsBWH&n{RuDObsZWNDX8l6
z#Jq_Nm;5@Koogre(yC#E^mWY!>2wHSS$)Y3NHtJx5j8M8yo#F5gYLFOR+u*=f-)%A
zLgWY%23)m|M3Y9x03Qf8N#%Qor|&%oXs)ffJVDfsz1+cZ6rN)pA4RUYGML6nk$j3n
z2xn;8*7ZHVq78&tTxo+b82%vMHk;h<<`~`HUAd2juDJ`A>4BaT_Fv;mTwE5g7WH0U
z*OgCOvX7mQ`@FD0vT1cVe846mgoKc**(xPfJ2DtO!#>#bn18!HR?O2%GwPAwLV{V1
zaB)k+&O``;BK8^;4~DhVBZO%Z!pU+_9K#?u^#plq%h>5-Po1uQU_?H5YFVu_Guzi`
z^>n_$re!=G`rDqMuNbkEyZE&oLIr`BMBb^qJ!m5vji2Z2Db2dHhtm;Jxxa@YNf!Vz
zJ^PF6FOa#+m#iF4`ma#Xemq?spnc3Qa0__OZpL44HVH%UnU4NImiV=%+RHY?tLL!p
z$i9Iq)Ktk6d;1s^s@6Dq=Eb(i67o?Las}8h@bVCaYCqV7mU`)DSq~-0dfV^)eO2bx
zUW}+m5>x(VpO~g|tM<#%I+u1)Qg=+fAF}&k_Z+TN^NIJRa{ZgZqNJpi-XuKCrhy)}
z-3cSM{b*1IOmAPlt&z~(Q{z#3e!?)00ihySAqgaF=Rp$Ib%rTe)_SaCFLXJc1`Ctm
zgm=38#>YCo1UEeJ#J&<-k;<UWyRyCZd8Mh|7)5fh@XmalrDE{<8mz3*CmEMMap&R-
zNZz*{uiE{N44$?xAexu7SO4~1E_OIbhA-1nx=+oY3$$xjCLd8+)%<<Rs-i#Z8t!F*
zf|#IkSa|x&q(T7s@s!tvbd}FGer?<Rt&jc7%n5-#0q=wgk`7<J)V^G<kvD>Rrmw;@
zF{0(H4R6^6on9{x#&R~7(5dh~%FPw_#I=b_ronf*zcLg{Mm~AZwoV`K;O!5~CD|hm
zyKRPa^<|VzCDQdy^ID_V({V4i$zQR5Lm5+#>l2cXdxWLJv>=A4H#}Z~$Gm>K7zU85
zexTthK<uR>Qw!eGR*d^?m($#vo^Q+)yBGP_ohya9FzwNH-LCQL_yZdOAsbMctq9$9
zM*aj1|F0`L<GW^MmxaN2jNDfr2<*L!omP%xb--bhqt{=<46g4y5|k>G)~Y6N`?l_W
zI;c<0iH~7l7vDrJ0`ULbh@bQ{)%P9QlexX1jz(p3{2sjK_n8i@QA~||*atC=fV6Oq
zl{(6wCpbIOr!S56W;7~C;=GT|C!1%i`ZM6BO*h@ThuHMhkH=Spms=H|l#dAsX4=ID
z4~N_TV48VTFNGNiihn5`Ir9>7P%0mq=Qx22_arX+B>iJ)_J_k69LFpZi6rob09jvu
zO0Q<MzVEiqQ$xG^r~o&TD^;`Vc*84%H;C>20bBXFRG@wz2t=zccOi<>sAu0Eoq(zd
z5B}h{<J(xCyL((jc+!Y!;+JmsLRH!Z^xh63pIw{dwJIvO=Q|fNT|DA#hdVKoUobuw
zasQz4ZP|EgZfAWGGh)BT5d;V_hOBU_bkNM4-(YiKuLF-NSDX*(3!*L?=$cMdUo6<R
zA}(?cN%{MVmW`pW+XskWt{u^1_6|WcIikP+g_cDH^)b9*1%L0?GXX$CJhJ;7lA7zi
zg;UyEWw&6!svHWzbaQX+Uq|Z?#R%}YW%zw%N%Z^pHc`*}KsUGVZMVCGb!N4+Uc#R2
z&jWKQA7wvdc<<XmN#~4r^y2o|dvov92qx}xzsTS4_4~Q+7A~nT)tKHP*&pgzI7uB-
zGr{;v#{7cZ_s`Qr7T-SIuM$hZ^TZf|1#f&Q11nzP6FXntiFZAHkoyC~iy5K<vxwY3
z-~h{akxMWi2!d?kQ{vND7uBbD+q&0f+~|)Hj>|1yw~8T-`77C%UfBRje5Ne(sn7}e
zdhhpu^)guERRM)q#@q!CcgG@nrV(g^U9-RD*rDd2z|!O3y`|KFs~F&iDv_4QP-1N?
zArE)<xWB0d&we5P!rtIo=Avq>cmP#=GR04`)(BHP+gtoqwy`Qt@5H6-7bhk3$&WTp
zl#GRP63MefMOYnE!rqMVp@|KL@+5s=sMw|tPN^DN?j?z#W9DiKTqM5=WWlrsQ>H9Q
ze6)PqR!r~c)Nixx9%%dIOxq8^DX}1q_>1^AhjZm?qm*Ueshb4PqbCi&p`pKZ)P3e0
zb;|%Zou=9ZGxQ>%5th*AADYQexr=mwj0J&b#r(DAdy7Mw(|+A15~HZuD>Yla(4${@
zmz%z?IbFVC(+;8j@Cq}$x$NH}-*Kwjv#Ap|Nl)}mC%CbrUmiu(1#BB?P-A!hQuzt+
z_mEF1^ZUqjA0Uj-1gd`Vri`A1$Ho}-9x`%?b$*XWv<L@<JNt~HcmB%QeTAkEL3p9R
zMd-f0DQ6tAd)W_pBfKcimU{3c6JT(tVUL?#WGWSsm)xI@iH>~s2`I;pDli;c9&327
zV6@pWPM`*-Y*HPN8pZDvoqZRLMhR#5vB@*bAaM-%%lUG_TfoQ1$+=65h#)IV1ML{J
z>>9Gun^z*q%g;C2#FS?t{@tHlwH5lCz;W>=r7LfPE19fBmujT(e#znqB6;es+_Fst
z@Tv+2RBws0h%J6*FB)UdAs-I&oGWo1ODcj%U%wnqCgz$rK(s{cIiDWY3Jdep+w2g*
z@t^XXw?^14;Y^&}PaN1Qan6OjNDiZ{qleq~F4C=Z4;JhoN+R}q^mw2*8p?dX_@R56
z3L|9nW%IjC@8cWe%o(ylvGY&xmn%|wNjT4kwPow>krvXS5Q^xV+P^PKW{RDdi4M~)
zlVTCj$axpzZqXi8$Y`Z@3k5#i<4<|`V@BYY5B~4&WA`r=bstO38kC!I&+|Dw-})eh
z_g%dQ4kYmP2QMj@3N12m{ejw1t+9=!@*e;|wSSj{4I1tIcO4((n5>ooK%6gEV2dzJ
z;WOt*iqa}^)XU?UXK3M@FRXYnnQ{#F&-sm!QE7_Ls++tE`R6Hn%R8*N9+eMK-(O+a
zzzo$E35ETs^UceO(+M{d+qN0Yv;+N(Kklj(t8##{PiEH99+=~V^s(xIASM8!b}nyS
zSU0m{)K!vPT|kq^;`g}=oaW;C5P|o2&nylFH@nFhv+Xo|RvVPGfRH`4?$nAnkuJU7
zNrpx3Ah}v~8O7`scI`x-MHC3rq0$IPR3YynzS0VR7q9f*;4?bWJ|k-UWtN$3UrUU;
zE4_U(<)HJOVGalPj<F0O*AqTxGq*PA1JPE@I#=Zsnk|()&RF%eyNcyq2H&Em8Nj8H
zgjLT3D|CF)e+TKt;3>nSH+Uo%#Ic2`l`5i5KwFcty@lcTfYm@7pu-cohfWXekJf$i
z`ovP;7|UXDR@fiar&tQkB8VYW>WO_z4j0%dp8WaGwXi=Yu8h6v`75Pxt%eTRm5wBl
zH)oARuI?Hp)A6{^9nzcNl~blBdL}h1YV%tJJ3uKVL}?oLn7q8Jj<Q|USCW2XJ{>J@
zy@wR6hqID(fqUlI95ZQnL4P1p{A#v-1=y^ADpdW^7go`Up=SJ<mqjjlsMWkdpRBqS
z^zgblID7p<tWG2<@FKGR9sKAO!p>U0SsV4M8}hNA4|SJ0XU(ZV`9KQ~n)SmFKzh0U
zs33TJV{rmI>yk1i%%BABMJ1qLFHc17vi^9?aA%+EHC=C)bfI8Je34S4Lik5k2$1#_
ze6K>RnByg^9_LFSUyW0;`beIZ*EW<}rFlI=W<2NUSU8uTv+DB)hokBKwSgCz+0WAk
zmmnPDa%R4r`JVHh`h53Mb=v30aRDk@>*`+|J3_1${n6lNIP#&6D~H*2BEc0ref7(V
za|R<-r3a_*ZPxf_?Etb+Dp}2a{e9-cO=JRtF0}myH_(&_vjB4v1tt1IMnb(_s`>b$
zE);m;ZI%si@gM%JfBE#$%!!kB;hT4hiIDj1(S!EsU?;D=ofOJ^>+J($a<%um&<98l
zY7dwOkd3)AzkVjD67T|MX|l_QBRR0&)SAYghuwOA{Fo)6ymOmngtZ5|#PlLR@O|ap
zQcm2n{j-9jp3>1{j};yBq2_m1Q-0hWgIgU4Od_Wx23|ttP$Mx2qO=CxoA^Ps996bQ
z1oFZ)=|$hV#~NMFQa;xQDGOasv?S6_0$>v=Ba@q1!s?#giT$PX$yXkx(^tLI@XipU
zrwm=E^Y;B<A0}EJt2P7hy8YKX61IsJT_J@G?)&>F==h5B8K7;Kr=Nyo7t#~!<IWn8
zU$84ruEhig_B(}U%;#0bz)Py-R^8`sFWrb!D*Km;?xgv9Oh5B_yn7{Dso0=y`I+K*
z+cC2|J*|F;V1yF#_b<Ki$H$jA#px>V5mKnw+inr$>Icwxb~TQSEuTFcovXk=o;{xW
z{R<j~xa#NuaXNGy;vnng7^{XJzW{p9kci5J6i|VEW6#1hE4_w>a^^Pbnv%blGv=jr
zmRY`Se=zkppJlL5l*P|nRNe6kD&za7K_8ZjFYlMns&F-Abj&<Pr+-BdWXb}>quczh
z$K3d|mRehHA-jDzP)`kyV2mwi?F!cO!Yc)RHqD-jMV}7_3|98Acne=-x=n9XSQXtM
zb#$LLO2K_~^mjhXGVz}f;=Z`k@zsQ|X%2xtbI|cU#QF2U$NO|4S?R40dw4LPumh9(
zFiHpl?7tHHbf14SqnY4#M4Mg*p6a<IG7mJA+x(eG(1li3IeMtg;R#fG;)w&8V0&Aj
zC(07f64kL-&m!&!0%((f$nmuBtFUo__(c05v75V6LU_;zjVy`D5k($)dx<A|WNH-s
zu_xi)uU}@4E^^x^g*h;L4|%TE;c?&f-~B;~30t^(`qwy^i=(8%zD|T(rex`ct&{9p
zws7E0A<M42>`SZJ=!1?Tf^Kwo{E{CwrY$Rhz2pbYQSWkk4v5gTUtu;Dkllp{vSq)2
z>?~K*ZBPOhe1Na`B90djLyHrE(zSR$o|Y?rGi=Fy8IsdTKo<6mbGv^pO=80Y4X=-+
zQdeeXCYT!ri1V?xWM2(W>%oq_CyMCDsDtV2c&D(1RM|p)EJAsh;eDNIN_>#gZrmiB
z{eDs_zgu_pc%ad#F@s_R-Yv<)%!O1lsICciw~>|ZaTm7wzH;*Pl)3P?nvCsKE3_qD
z;X==TmV0t7CD_WN899YJBH!;e5GJ9BWKcrmy7il9iU7ziQZjT9$IBWEVf#aAkVkka
z8=ZKmv|?{I6j^mxI2e>yV3-S6&w3RTCwIf1{RYeGvqs5m*6`zWE3@>s;c%S*@1_Z=
zNAxYn^RS|-b3A<-WWbBsnjGbTkZ|Ib<H0Z*K!?4n7A((oStRenkmQ8-Lurcfr+Ps0
z8W#sjFw&+$vm7e=)4=QT*Ge8u>eJQ`#KASzYpm0FS{egsH1tU24k7zS0eed?#{w$U
zlSFHhjCopv_r_d>T?$7ziT$2j0kvMe9`0Rr%Lss$AHv(Wyvw(LZ)`tw7Cs<$I0-ik
z$+^j?r&I>;KiX=^I6gp{-FKEy^zB)h_Q<FE6$dA-V750aChn!l@@j%fOpkR_eq{xQ
zXH|k)Q(+G(IY2A}%}v7R*ifee<5~-tz@5^l(@z0Kc})krz5Q09&_8|wY&)oXcyWW3
z=Dal<QppS#j2&K<oF1J9c`B-2s$9tXG&ojs2sj8&y=!&qdq5+XJVSkNUq(+(J)pQ0
zRR;eJtduAy3Hj$yIL=X2Y8Qk1q7mot32NI8UxLI{s<(b0Z;E<HLVW$Dz(iF1=@|yt
zD;?BwQ82)~{kC+TpB4bG;3)|lWW*JGhvp!nKGgM&l`y(2geM9&1Jc~>>d-BdJ;rk6
z;`%Q!G8N{RpmM7#oGA1!NBGLKgdg7PZ-0Jl;L3N=GS}xDK7onIC(QTJrCfrm2R=bY
z!DnMZ8W@l1NI*YQDV<T^({vzol>EG7ab)@?n7b$>J-?pmJ7p|*UbfdSAf0&ds7~-P
z8QpzOuRa{x+7QNF?ZbhAw7cQ>3*7fcwl?b9Eg6~n<;UI8Q}B3lDho_~e9m8maXse!
zQAQIK7iHjJ$z<3$k6Y^~0XlFspJ#Neg7IPFV5-Y9b0<`RkjJ@KH_AIN)cmDF5;s3)
zP5e_JhV=B7{s6HKU?ThHf;~K=)Yji;JW5xz72VeXL4bUEBA)?$YM-*y1u&k4#qy2E
zI|jSacQvu(4)N03XQ+&%deiQ?BjkBclshp<V}zTO`AQ+(+{a93_ZRotY=nnu0Puhr
zkvP!Dzvl-pe!MOL9B-Fuzn6{~hJlXri+9qjW$l#LV`~`re?#_SNtJeUEr_$U-}eNh
zj0Xu*m+Cn>qdniw(z6Vm7A~}z3W=hJKgswCbz-b;R};RSHvX2)w~le`-6y!X1n_13
zmKG`b;?i?5LXjjlg3obUJ*nZANXprGL^<WsnQN7brmXcEmt25@_@X8G@i-PC(_0!Z
z`k;L!5(upMQdDYNwR=WGEzbuN<bRkeytQ>)VBY;hytQ(0zkq=h91uu>gGC0CN9ht)
zge23!cVA6s<b3@ErDD_EZ@ZTPH%bglt%A?Mq31RZ{={i+ipx1y+Z72_3;pNwK?@C&
zH_f~s$4@ivm*ydDqaT+DY>H}EiE0T7!MQxZ7oviT6OR3Wk#6`ca*6fgyqG|=v4WOQ
z)P`JID6hH8oQQ1k2)rNss#qT`rmr3yQ<I<4uf=%~==CWd=#fQxk;?4R+9}_srP&hW
z{RTh<dNvW0<vkvhdY()7uyTNkc@I?ca}I%D{M^i6P;PR{A}RtxK7ak~r^)*jHFC-6
zz9$qHe>pGmplPNDx0gngdzoQn!aYJa;45G0h!fDB`jF)(_}TAIaQzX;t;@<yT#ITh
zya8+~1#7>I4)?WEffhLfbKAb@($mA&Qnw6O<0B=H4rAejTsQu5yTFy<g3Z3{q8_*>
zQD4IAhoxR_AMw&wN8PX8rMwd*a3C#=4eMH(vhFOYiygBl%x($k?IC4wZmR7)JzQS~
z(BwShA=~qYJuzRRWfwobM(CVF=6npNNd+81dt;Cz`_YnSIqjEnlpA={J9_j%N7--y
zXMNZghTkp5(qqjqNeT(q*9<^do)P`IvcLM2&{=W_<M((Ni+wfG67jO)nY}k0B5Hat
z8U=s~zop<MfF`gj$57Qjf4J?&-)D4}E1svmr2w`McN3XSc{)131nEQ4M>$YIGjWSX
z41K%n$>T@_xP4^-`faYwe)#oqq1|-a-*+H6P`dV|QXbo}ARln<Y_GbweBVaEFb{jF
zj|oNVVX*vy@Y)ebOK!>tzDimYwe!xJO3exBD-s%QcxN0&Te5hMFDINkEgyBAYUQjX
zd@C+Le+C)e^-!FiL;T#Y*6(N$Z2={5U!e~P3Y&#~j;B9|T7mu3Te1W^5Po;YObD`n
zX#rd};Mhu>zI|jLJuJWSjV?Pe{RT)mJg8NtEPLQx%h760ZKF|IBc~1PD+y4EycC&4
zRHGZ$=6;DPF<LAAxji^rxyo(M7U;~C;3j=~cqQYqevJC5By)c7WS^_FVLa-r3wgBQ
zD#W3bZKwfNOf<-c9W5h1=<@?mmjRq7tp(ieVj9~vbb)v1)@>zDjsX@?q*AbctuHLh
zW{r8ia3}JHx(gdY6N##-e-u33mPr{`N6Q`ulU~M9%OUK>l`o}5+xJ@4d_Kfop~0As
z+d5%kMwS(Nwb+NNsa#9FKKWQQ;I-Hfe_E^j-t$hM6j1U(ZQ@bLe%Args7r%9tYaz3
zdY$t2cyVq1p?q+ZUeW2U>_?M&y5a`|oHr{;NXVpcE44{#i7E(~5f2)D?E^j--2D3%
zZypym$miKf4$>Mac~uzVyhYO)p}qsT;I;C(wn$iT8>sh@q(069AG*mO$bC|-IN4F|
zr2=}fMaZmJ05}EHCo5b2cp_?B++ee-a4gi}T>iZ7Cn6cjeOl&~{d~zE#qe&cv$>v-
z?i)cQiJ|D(>KjC8XupCFn0zE=!>I13t>Y~xp;)g1XKHge2x~|0_U6yYl5i#PMO1NX
zOh--%1@5LZ0BFsb@UIN|a`gj_rd(7QR@hAQKI|Jn7tKoSO;#TJDqORGGDBSr6@gg<
zFIWG>p0_m;8fj%tU<*gJaKmXUdLs#8lvja%*0)G&87Cd@9~dkw;`p=Q2t!2l|3?ue
zF42!xp%X+y9a7Q;Sh716zL6Nbo2t_J*@dOAdLB<NLT2DfFdRrK5v5L-*9)F9N>BF&
zgQidLyiC!Z<d<%69kFOOA4pzdvD+7`gcs#ZpvZeEh`$*QswXz&OY@a!@e^xV!%qD6
ziAI3_uO3S8$srGQboOccnm=N|c|W$2mad83@Z#$EK>}CeVyz>m31lW19^mx^!6r^p
zkd^78taZ!{G@Lq4QTn>E(QAA7?sp~nuGOegeve~$F$#u-%U>?^S};ze^@Ru+xpX`W
z@C0*wUEJ6@SMlPy;t#4+m(DyTP(_tiUCBxocu_w1Yj%Cn_wv*}<}uwz&1vj#?)OD-
zQid2DN`$LZ39~EyLIb3QG5~aH#aU$V=zjK49g9a8*~q0juKT9*N$A<$v8CBQZNHF@
zfSUqFTyN}~7fAS@Z-e|C65~2O=$C<3Sr_o(%EDr{h{lD8_j~if%JrKKsyy?PsJJ;U
z)$lxTQ6f`F2_~Z!hdFpKDoc0^*|Z58z{`F8I<GzE%~**eeq?fh5djI|>GNp|w+&6x
zFm)-87Y(X9V{Mt+C5nIk_HzwTfxYT^KDvQNSLb8ae;!MgRgdR>sWo+b%7A2Y1dHlW
zCrQI&pGnp&9{XMMzeculgHfCoUg)(TyUZ||;d{AZWWIm&7kr~8xuW^~kfrA1C4U*n
z2lw0YN=z3>C-zoS@Edr)K746-PT*hWZU$&@zu5Q#m3tDRFJ(=T7n_O%iok`$H$74J
zPqZyfqeCZ&=RtHx{vh<aT&dRnY#@XicLRN8UZxuE7XLm;zY^oNktY8m_*x_y<n8>-
z$rYEbzI#uOTn%oCw(aJAf2jCte;eo$5<Tr!xLIdUpNja&E2-Qj9ytdRnP0#?#2*73
zd*IyBWtFteh*}C>`ZRT4jw2x7^Ydx5f4;vx-a{rrgJe89SiM)UM>l9T`k`rPWgthT
zp8K#R_H8r?!?Zob(1v65HB#s+@q44t?9KVSifecA6miTVE)$>euyx3~|JB^S`YpEg
zJ^Fw-NF4nzZ*}rufOb{C{rB&dd#UVR(aZDO8t2@7Kvt36&eOifYn0x8%}^|enD$d1
zc*$j=pU;n@L&JU4;|mdCX#~2C2rO@qKg9w{1qayPI_jE9^+SYrZHE+&-%?|K)x_Jw
zM%VQWibc`2#iubr$qfRP?xD#H42l;ENkFSEy3)WBmCsR7A@&M#>utModnXP`h!5h0
z6$qLQdq!iU9h|TZt^?}p`^L9#&)2Wr3m;+*PVR$pz$aGsKm{I`=Mni?lXPsD(tI?W
zERhLSNI!A)^sJ>7JSzdDR+4<_@I3g}a|y<K^pgTe<4hQDd4+zt>lbq=gg9vZJ-p0z
z;4#v92RFvw250Y0d<;$*rN;N;qswc4+kAR%-FSN?f~{E1Pq$Xq{`D&dWf)kzXFe2h
zl5YTyTZ$CM=K;I+*UObBItzFj@j|yAuTD(Er;d1LzldpsbLXSk%j-GBYy0hxC7*I7
zp(#=7MX24{yv*VYpXWnRObR~ubd3ze^Y3}z9~Q3EH&FX?OMlb^28o3!juT{3VbPUF
zU@S7LNz9iV@f1Tnt&+_7`(1i1gaN)`_hV0@T^Rd1i9ZNv!uQo(UGM2r(`jw?X=bW3
z>ahc~-`gpJ?bT?8&hYup(ocifhC)A;+f@g>Z1-*URzd#ocQE<5Bc(euY9r$=uFFjn
zMV{q%4|druL_Ft_eA5SGqNOu!TAF76re&_4c^+uU$BPTEL?k2}1ALP-+=N(h;e4x-
z(orbpun<V2DaKFn9xXI8$K!M1z}NsIV@Cc{o0|dONmd{%#E-H!+V+yUVI}6l6LU5;
zKwrcAdD20xd-kjd2WllPQ_M0LbK#$%8VwgBzVPLg&)$CS9q6%~LUVhKG-dl9|6(9;
zG6Q{FS@2qHFfpM*gNC}l9d1D(d*;j(!^#sU4jy|gOv($W25=m{wLDq;Jn7{`M{c;J
z%LRd$G^5jjK}Y)h2`=1#@9fnp%nBe0wXV~ZU_lT?g*Z#YqqR?Ak^8mZ4J5MTXOP8+
z=3r4R5I+Up7V&8x_yF^msT;=pZ0;Kzir<%A`=*{0&#5J-j;Qh}nf-Il^q6)m!Vv_d
zjFE`&<8y5Scv+z12YM-;Pmj|r?P+-*A}DU*V8Au*yDuHdLHux_aa14G!U~fI!NF*0
zb%I?k8%9T6^iYGLY1fqKo6K-TmyZc-6U=N^VQX*M8*b3HeV+ODgf8B%;TSg4FOFB|
zknTQ^+vEsWBfGl*aQkQJ3F1Z)6W@FaI>G&N9T?!#sNdmRV*gk>gaL%=>$MO0nA^{C
zedw8LJrA)J-OcOUw-0g#+mSaqE$c7*huU$>(61rCoK=2R`^|KC7>_M8?%8#Z=UAhG
zsf7<3mxP=kvf~+vZqk~<2FgqN=a7-o@7-vRbdnKMhDU<I1gUvaEfe`$7Ie>#)jNnJ
zyElW~%3|v@tRQB%@-CX4CXXNpp`1R82Eff_ztt4adV8*|I)}SdvFE4wI`R%Z(C9Fd
zLBz*U*2r)3+QuInInVA3@1Bo%InZy$S}NFX98I@FDXFAVa6e@*<EL#g(eJ4%3zR1w
zBA~Kz<M_40ZZ39yqFKGO3py{)s&E^}pxLAwi)Mz1#5OPF%>i@u%$CL_?^yb`KHc(F
zQk?lkYzR((1h8YFd^}c3kR;!ZYK|N=^eE6<+_zFrLVMi_VsE-I;2G%XABtP_y8@@v
zC9$ue8*5L=nQz!U%P>wp5PIP~jsq<AV#`v5bcl=VcC`6EKq>;uJ^tfF9$Y6z{{FSQ
z5-hF#M&}Yq9$Mm%eR}K}VlJvCIJ^ZkY9EiB3moDOgJIQvz3$K?T&o-2&Csc*T3$zH
zc^`-M;HgN$H!(=s^D1~HP5+7x5ue7Y`7Rfd)2ZRh<Gb`}sD`>dxPvAOk2lT6bHt|O
zuGSVEHM<zuUONpmzy)8Y5nWDu?}T=z02_VGhP2#mSnEKvL6&&|>zNX~od+k^Xb_NW
zPqLi}3QzYY+1M+Dg9Y5-x#iz{cn|g|%(W+J6Z8T7J2)RQ$xnrInLF2brEk0o>`U{<
z^&C?=oJ_9nuRJ`|AOGCv3f30nh=ZI@O3G!ElxhD|71sQlZR`<MJ^!`FHQDDx6T>xR
z%T1Ts^>lG!?kgTMIvCzz+03gd!=0VJq>8w{pEFsnO&Z7R4>G+{-p_0FeU({uxz6OB
z@Qlm~mGtYv7|9VRS_p|0J0`F&*b61?3^;hzLCgz<AA_>ppP>h;7=CW3{jKPAu-6J@
zCiBrre<Tc2!XSC3==zfhIKx`UY<4$`RpVsy@Wwo5P2pF+_oKp$ElPp(h7XSB8?^b_
zN6#xn+jSCJtUZ4l1N)BDGS294bx7D*#jx+3#lx4EH{<UXgESLbqvz2v_JapLl6Ldh
z2eS5=)AbPGwh6$3VE1`-*%v+eaex5HwVqwEq7c+Uf9@q_@uPcnhCc${U!k&ugt-if
z3d%&4FRBgsLcH&}k4hJ%CQ&G%RpC|RLEed;Yiz!?p&fMKqaz-6n9IJs)v)G*JpG!e
z_0DlD+eV88Jtfm$HL4fVqIYi?qxQ$cRwNVX{fa0>mPxWq&um0`<qb9}zgsy*XbRB{
z6UAQnRPQnV7)tIi7fP7m5gUwDqmw1QJ#%Q22hhBbO+>aIy<$(N@r3(T+fKI`)>oPu
zfMPBMz>dkU62jBH=TD82^EO3a55O}HT8Vl;Pw|QCEdUa)QKAsHUzTYNK*rYf`4*Y4
zgV7eLlX7bkU8;KR%E8U@y-N<{5H>ZzBYoYCq#^gxsCMc{NTzLmCd~{u$db>J1ORC}
znRx@=S9k`qxcb9zTG$1@l!&FjzEh8kdIop-lIPJGl(zWo`#iV%k3tFeoTl>=`Os9t
zn%$2q*pE1jyxz+nwfjrUBLDP0DF<tUeLQgTb8_b_14o%u_OoYp_j!2Ccb2fu+GckN
zhwiFio%AoyLgkZi!yZ#|R|Hrxx8Tcj?G-|vTP}s)Ykx|pfcz!`e3Ffk9L{uef8O|(
z2>T}7H>b$-Xzc-hYe3}8Y|l3rT6i5H?yxG5Pf>$^DL6b#8efJTMKApN&C5FsPLnUx
zk(2#+8~yar&-q_X;X>NP)in6CePAkeB7Ktxu?N!LY96NhNR@0+E=6SR_xD9)*j!34
zSNe-Hz0XcJ`QWuIRZ{jR(KI}k%iC+whuh5Wj$ratDXC|dHXed!je3yU<#4By42=3?
zbJKZIxlBdYSzpo0AlAo*>o@*MrTH5&04L#Ie4|^t_{6t<KV-97zbdexkLG-Q>9Mc4
z!&wKn@pm$6j$C26<J=uCOXAPg>WP%(R-`=9MmH)u^GTbRbLnX_ylFKv<FykpBwy<S
ze)_^PYU^!Fnq)^WL*-&VpzC>qA_|MQOm3-$0jn8G$svP_?oZ{`9(DWLZ!R5z<2ULM
zQ=_j1i0-&wpTq6o=^3Q%jJDb$6a7Qfd2P3<bW8Y^$l(%1Qb1%0aVIheA&Cr6e+sYv
zjJ=2VvaMtV=$<{h>Z{=aP`$t@tB4J(+vKH%F_$JJ6v+Q1uBJ{PnVnTlLkSTDqF{7d
zkPLXD&<T^UZ~3(lE@yzEz#u_+-Ou1LEnvQ_KPHj6y0<Tuh%`<>$=l%dL86trXJ96)
zRX8tfqItfGb;OOt9o;X@yzkjQp3K5G&3yk>U@xtwKhKC=mZg;zHQMK1BsB?_{^_=~
z?|I2}lz6HeaIYwI>0kBa`%8+d#o3<>Y^^rB`-g~8TjjNF<K<Kyf5&_!#>xl{A5KH6
zOeP2JA!8=*@n>!j0VEyvHb5N{CV0tj@$PiP?b>FI8lHX}5?`PkF0DH~9UC<J;NlX+
zpVmS9MDR_UL3}uRF?JS-<kq3Sz$4+yBj#naZ2Pj8@@bAGqj!UHn&-D_dsF7zZTvh-
z_B6-Z<KrP(=$ppMz1bw<`e790AeIHTedfKG4K6zQIrs=wz+0k{x^hqmq4UMxnlHj!
zoY(xikHbx7x2PRUHkEs;|Ij{TF`4^jSe69)3Yl5!UNF)^TP9__q7?!{W-Fb!-pnn*
zOo$Gct6^X)6sm{mf<UR$*~}n4yUnMbmoUm`9e6Sr5O=W)x&yL9_x|a)Pnjuk(hW>5
zx7#KlbPQORQC<8uL@5ghf{1ZOCP`qkjEr9V&BnH;L_ZO`A|&hYpq(1>Yaqa(r=VdJ
zt}krQ&MT^&@L}&Z#IQrS9*A+{DrvT7XNe`HpGG*ox-bbzHAu1D{%a^ww3gF2pU2vB
zZ{TC41XE8xLvfJ2GpJR@ACcn-iYPNL0r)7~{(6KTss?b|snNe~AIxZ|U;}!%-oiHV
zziWg8O2dhaf3q>P^%#3-Ztk28Hru4g)&2R?PZ6Hf=i9HJrjzKOjH4ePz9uD%P1L>k
z^DuvEzwRM^VSg(PioTKs62oyT@{blHLvQT$wWh?<_G>Yq$&?<qF5}>CohskbEXy$J
zbGh0_xbhx?AsFq_d=L(^H=zaQS^Tmz)|P$!RJa26F(r8%rRS}POgXp;QN$G2OA%eh
zj}by(Wm`t$uSe;(tn(G>sk`)-3rM}yCJLlqy@JA7s*l<#y3e{ZP=6PXG6DPRkZ}C-
z-#PeZ=04+Gr`5yMNPGhhYNXiEEeXSmvLF(+9h7(8)s}+Ael*y|0W1OCq2B_Vm|GAi
zmv<a6*k}UfRNWg&_Td(+8Syo2t4_w{HGrvMS+m;TVk--8AfK<y_<7SCT3f@##Y>xT
zFJydn8b>WHxwWO``z_ln8OSur@>+`D4d_=qOExlHgEb$vGGDl~?f{S4Xs0hQnp#Fc
zbIgY29AB|Mh7*};`=;{5*{T^l{&9h<W-9?22PFi*Kd$C&YAEm}p9$$5P7PK=8dMOP
zl=TX0sP;VN4(i$zEK6{Dy}!m?`gt1lb?g0oREQy1-3Ras4S^tj(AfQ-{aFHLWC6uN
zT>AHGQwdCZ?A2Ni0n!bBo-FvM!{BOXo%nt(0uj5I_Hjp^`}&W~xsSz#{z(p*N%r_6
zQ$&FA-aA-oKB+ph;ZgF(r`yJ72@JM|PWQRL*A6k%jrOC;SgF0oX_kvY^c#)n1smsV
zUmP8v2ya#D3+JKM5kX-7BxfgjNDo9iKVLfI=-Nk_bdRfLfG8h9t+Bo>tv^GPLWj)|
z5O6GL$(e=hbrlJdss3`)-8(YAL;59!uX2A&{+6&w(_D*G1`zP3V$q>;>fvjgeyT9`
zhn&DGMfPY1w<oIWsZ(@kC#1;)BPs37NtV2=KiTA3X?w0+jrExE9Hz%;yU-|sE;=eF
zWYU|K?`h(}d|h!KvK;_h`#E@ExEsUPpR!lZr!6nxizno__IS0p65IXs!8_#EXR2L9
zCVp-cC_f2h{vHHtA<6gv5YU7511u*d0e7IIu720uboxU{r{`m0SNsR~kTp|ibR#s!
zW~uTp0Jw8>2&NoUAN|2CnoKlD=Y%NyAGTglJ(t&gdZ){1jK`U!&hHi`Wk*h?^eJJG
z(j0VFHHiP%ROm>9FF!vt=SQ@+@8R96e*!jmbjCiYVAS3V54Qz^ZXE_|`P}8))$#5j
z$H@-g?+2%(jeoZgSJ2$HFP@`3+!j(#TX-wa>x$oTTYTxF&rd$_4#qzR^`CCNqx3sG
z-IKnbEMpPDGuX5}!k%x*etK@I%z|LxO~rg2-16vr9#{$9!Er>i&;A00Y)aUID*6jT
zGrxqx%KbC!@5?^891hBFeMrXj$g=D%7}3TGg{}50?@L?Y@T<-cxWCO_lC&O;<sXYr
zOgr5b1pXo&E0$4?*V4Q{)V+J2W0)0bxu;@mkp&|hPS=Rxj>ScCyC0-3h0XH65^t2u
z5x-lr)B@sh@Y`ox154Y7k#&ZjRUs)$BMA%{g7u!1#-wIk<x*db6OJiTAQkMQHul+$
zpV?(4^l$bw6rhS<?baT=w*ZwNo+Qt*V#4+uIr!g`DL`p#_nCTWaUOOT536T9=B=MB
z(r^BH+43C>jMB!!Zc4_{C{`N5@-R3?MEEQLJK*;Hf!TQ@)bOVeY07x77JC2CZJ2fW
zDdBs*V%OR>p5Ncr1i~H4V)P_rl=65o)#dfMYVHN^_}8T&jx)&B^XTb?7DbA5cxsa-
z3g!W*dWpIlp>EC>KoDPhf#U>eUFe~kE)R|R^w-g%KS+^2b$da;qs#suH$<gC6>}EJ
zTN?3iPwDkN>eQD?{F7lom5_1c77e+<Qq+LGgsG0PO@>Fwd${>_Kalo4yqax<BU(A^
z=@TUFX9};Y5%yG8Q&p;+yER!9y$W}fG`NE-DeeQ*le-o8I$Bi-_c6>u9u96ZKKVNa
z+Zz`pZ=lTdpwRCR=6Tkyh{-0D`$4~HE63AV-%qz80p+6s2hW_n<nYT7Tbi{5^p**E
z--E)3V+3j2NeXT1Z7R|0vCqxnqOHlra$oO$7|$r}z?<-2GXX;sBy#)cl?kxl(L}7A
z`S@3Eq>gkMab>Nu1Ply1<w2VU=JbMNXLX3YZDjVZ?JwUbp?iQ>Un3PFjLG#&GW(Hw
z0U8kB+RD9wKe7LT6+AQUcNjzu2toWF7AH2+Z~k%aOR6S)r1kw+Yf{XEVh>U^ZKn^@
zznF0o3nWOSSi6DuX{GB$g??t>xR>|-e)i?=SVdCYi9GL!6KJirh(y}YVPTs%1@zqo
zD1|WhX{{m3;{$`Y4E}Y}lioOepac6lc%vW!yb%tQ6JDF)v8X$0!M7fAfa0F_^Eh`D
zHV$eeHSwP~_D;QVVL(j&mUQ-_jSa-B6MPzfofKpHw~kxtws$dI^MLQerT)0i*D0P&
zWN|KRH{8GAvaE^K3HPD4ox*mpC3X(TH~}zQux_Wt|Cq2xW(mSC4tUNba$iWe0!H<A
z+0{;U31R8<`gP_QrE;-I`|?HkA|>hI4*7-zK7U(+l~c01ng-{BJV6pW*0_;X&)cgs
zN7s}+Q~tI==mKS2s4UQq!fCw+U+iy2KDPbVCw~Qb+eh9D`)rh9@^q7gu}+!bklz=6
z8qKT6VGz(Wt$s|!bw;izeja@NmORQ=#FARM=9dP0A;}+^a13f%d1Khl^-?tkgXA?7
zPuQrCu6@h9KpXvXuwH0mO-TB{!w1zwUx@k%<OL({pIii<4U^DW_2@IBLYtxlCtzz<
z^=PG$`rgDRw%NyZ9D?jY&Up&aB_2kI{IqTy1@YZ(J-Mg6J;q*+Vo8o?4n#4QIe!pk
zt{OQaa)yO>s<ZXE@wn#)2?k7hV3RJ8X(e=!H9Cn%C~Og`lheNK><joRK>RmSr>u6W
z)bXn$gt>}W<{X>N<RNM68ri;Gv-^DO8$DV8`vc>D%H97&^p>$iOYu`O)BWx5h?&C&
zeVEqQfn6NwAeY(^&tsP6V*csU^GY1x-A0xKcwruu3(BptZZ7u}0P<igEQTbe1M)L*
zi6Kdvv*kojTj}_-Szun2lkuYW0L39xvUaY9$;f=>=h5$V90Efj6tu7#-N}VU(?YWb
z44_@5(U>I}3>HP+Ym`$-z9QBYu8@*G*C9CrWX2$^@0RxTK+!4EbOQhL<UWpVXR)^J
zx+yKNHc0qvaI0o!&G?7MW{UtuEO>)7+|OU~rUT3J&|hZ`x2Eq2hJ^5T2lv<aVSxNp
z6C3^nT!+)WE?2Tn1~Y$WRZ?Fs!9<`rgI!;!Bhkq7PkWhA>+qnQ>EXSIFXKX1dEGs>
z{fg`1FWuK->L=cRSv((*HMql5sv26>u_;VneTP1J0P=*YN6x;6)}4PH?yDWG=d-lo
zAR^pnNYi)c@&fQKN#T!z&zXkZR=*vP9SyX(VklV$@DY53U9ca_IP}6gyj}P^JH7Dt
z9^Wpe$>YRn(}TBb&VowrF#5yBixAn#B~&UR>VphV;Z>H)3Ll5SZpv-Wmfs`FQZbn0
zlj|EldJAW>DSvWQ|5b^N^>m&QGOWyV-~9q86k^(Z^UXe1s#bn1Kn_P-s#MjM1dSUh
zKKj4@z}1I`j5i78@(cHqBhrshQr8ypP3Pw~9>RC<cwCN8QDeTzWSm{EvR+r+ap!%t
zaB;z>^(57*b7T>ykE+ADp<zHm25t~V8)I!prhrfw3FOFBhb8F=LN&t+mjt0^TZH4F
zth{FyomJZEC1ti#u9?8h-YZX&iPY;}t9&cUEZ&!bMB+#&2p5?z_V?DNqGOIE)Op!U
z_~bGcQp~&N0U;ZhdgW~EuAI>jNgheS+<9l(K4?zZpuuRK$aZS}0NYVlY&LatGkPzu
zFv2anj9qoc;by_)6<xrIQZ^oaeVZj*xYSxo0P&(}9;S`%0G<ZEc4^@Lod)m+rpR`G
z(h3;Bc*KR<ui(P`c^mNS>$II#3LCd!>?HH|0huj=W%ML!hNo{7nn*}fdLU>|JU|$a
zS1E@+W+)|tAR>E*O8(<b@0lB)>lUY-NB}a+ZO2m%P?g`0z>+=tVSn*Ao5@&kw}U_b
zoB&A4A<%j2XztiUO?zwf#q-=u`J&|}RFb8pMWWx3Vj&)2Vi{^57NL*Hq|#tyg;lRF
z<=~{|hJsnfA(9ADZ{N0e%{}MZU?HR(Qj<^m{Y<rzh<!N@Oez*zTH=rDk#wuM*T@`|
z&ME2rHs?~|nj&09uf|7jPi7|tUS`QKbtY!G2(O<@X1~imr|v;L^0dBr$TxJT!I@p@
zjm*fVf0HoepKqb^W$>D0^VlAQ1SBW$CkUW>x^zez!4KwCSd(P_{DApT4p6UR*AJ-D
zK~*lXda5<z5@Gz0NeaS34=Qepzo1!K4h`%T>jzX4`lxQ_KHQ%SIR{o|X^rW8*X~VL
z5#UtWKAw{qieqC+szMpNb~Hg<n?COe+ZS|Fed6hpQIqmL7)S#J$-lS*C|>{pg8Z}N
zV_zN2;fsH~Fiu{-m)u48D+yL}VZ1&HSpC-d+VIW}kB}W*cqh^L;eXgnBrdks(~~=@
zZ;$-5>pO2=Q~#D`h7UzM!GlOSUOWQ&f;R{pAxQ<-wnRrAgd+^<8f3A5GzZN|MEtsl
z@#B}x`(Zo4BSg|bJUVn5fp;C7%wCYFx(T7g;9GZuZOpiUl=k-?4I4*+eHkbNNq@{y
z96LdrnNlIo&q+m?kh`@^1c0ygw$5b>yobZv5B(wK#~g%0xIyO!{{Ec`m8z;%r<^R0
z#;zGIdrla~`2DrJpXLzkW8G&yx1&?Mm<#s)F9lQ)#p`S@<gFDgh%^tbd7?z|J_2K|
zC@{*L9)Mup=U!2cOuwcIdZ8=z{+*bsb}GPgrdo!11#p27-%alxyQ=H^29OiM>nZkI
zLtFVHOK#`a{KlWZ#qVir-tL_apVKQ-^0AW46)W)ux-_;>Usu{)5_2B|CZJjwMQG27
z0|A*sPYR7qi<Zx7sWiiv+d*$}<Wkz;8$~C8fb1_%3yx!2xm6Ks1}1i5T%_-`!x-$V
zVhf*vrdNAc4&y5RB^PViGl>o)cC1m5X%jAd_#?2o>Sbo@uPuhKEi2}9xH*XB6h4~3
zC8wx-Hz}DW8*&G52Ye+A5=CgJ0@xk%u3bv*yJtdb>NL|_TR(j${3jp1Hqpe@^g`jC
z&`eu~PB60<9rLE9;*Hy9Di@z70cIgQMLv)?xW*1*^t-I%*3$*WR&szbK#R@G9x4#u
z<7lC=-qc7GNR7^1!?)si#dSbv_xxc3yzB=>?_%1(3ZAJ00@e_mF;%9ETS;qEZW)n1
z`WAkyq>pUu48ImPxw3w5?;k<)!p=dPV$N$0@Kae~k%Sk^+d%W-3q{%1d6?`HTBRIW
zhrHBtVi#|xdWFLsb+g983u$fW^G2s&Qqbx!b-r3hd-&ks+?Su1^D_%uh?Hr>psuhq
z?bUWVp5KFV%!kwd@*_jNGT;JO&o959EhkH{zc-^~R%&{Yo}~!+B{rZ25wbipPPoOj
z6DwU!5%*3#_I1_t5zu_0?oxM8axA3s1w!HQmM+#Fd#AxUK9a{IEBC?|G#&|_2#RAV
zpzFo(DWU|>*0g;w#&JHqE|KD6r($@T%pF6FC*@T@9H#xm3c4e^G=vrtUj`%0Op_5H
zaK6n0lVidfog;V@kM&fk(jSLAek@`Jchtz|6Fe7MKr&K|WU2|Glpm15ct|Ye4Z}81
zi0I3w;yqZ8nG_Bwk$~2+Pq^pRQ<C=qxp>T=+%bM;ZK6{vTrV5;=}Sbiuy0}nEJd*I
z#T9aq1WTWNT2yXn{eCK^)k$1yk9&}Tzg90cQP7A1qi$`zG^}YXikc=B7Q+a${of}x
z8tjav4J(Xp|JY|EFd6GvcRON5U*c*3$<9tX83gQSZ-gU_q|Bb-BruDZUvYuGIEt-D
z-vy~BEg7&x@`5tBQFR*>5t!*H-a7G2B>+qz6uo;AaUbHLUBr#mxb8t<6#=TLrB*W=
zS?b%OwuxwE4dJ7Q*JTl5W&6^RAkh@SKqY&yxU;cX_bWLFQ^7zvx%^)CLZ!xXec+Mz
z8JX(oa|fjEemt(h<85EHc%<WDw3Wj?YNKIy@!g}Aw@>i&nCK+i<##6c)E_OFIV(^;
zPD%8}JFM^O1G}w@Y4_MURhpkfAD$;>awZ>^Zg?7sGevyQ2Q!}~?ULML06<s;HX}uF
zVq5s!q_O^8(52z)l>ZP2TcVEZ^Ju=5<Z_SFQv2;Srm1pA;hhJk;ZWxU>@S<W_51iH
zhHxbH?1JPrFabKIoHhEPWQO&4j)$Ir(ZqVQh=|4WX0zdA+bdAzH0~I(jkJHfH3e~V
z^pq#_UYK(c;ZOVKrIcu0y6Io1kZ6mCMfdS7W$w5S58@<5wI-Lh<?EK3a8eEw{dmEy
zg9o$EY44&J1Y2>!dT_m7mU2aDpD+^b?#Gneuibv+wV$d^@cltS@cuk{x$zpew#5!N
zF4WyBC6D_@)pN>Vh-G8dgWQD;_EetXD+&yee4wc)udo8!{@Fo-J))+;1^;OIvYsy?
zq5CLHbz!Wt^d}6@tp`QdcnKieAo{#C5{>>Pf;Hb<Dz(r*HLypoz5Ad;7S5F<VMFH&
zV7C=JaV(W21N54wleZZe6?LZKmh6<(3Mt?z4A1-gUg7Z?N@9D|U!*A{aXGJ^o4&h(
z%c^NV#Ke6N1FUk-Y0*s7+}|LAy7+{IwdkROXoIVdGh^iYtbO@O-~DFHyF3CuWA3vS
z@`Fyn`H~I6^lKAttl0fD%p&-~eQcIG{?%dP(Zcj`P!4;Qfv;V_Ivho&AezrWigSm~
zz&=yqDjku(Z*gB~ljQ!XoIcPSZNNrg%)x~V8j6z=N>}=eK3thw?_S!x&Nt4XFi~7S
zRPjFM-sXI*w$pxW;auFnb<VE^1A8ZL$p!h8*r@hNpwB|k$ZXXlEhGyWgky{W;(QYD
zv2Tlhd<2Qqd5me-P^3F$uMK~>b(ajN5i}KVN`*XXY0NumHO+F-6g5g=Sj~b+ZR^<h
zMqB0~@CGl3)Gqbrs(xpr-`E5s_^~wVPv2i;F|3Q4^Y^WgkOUT>>N$GYvE5$ov2xi{
znE(@I_aY{Xv^%{9gpsSuIGhIcqiQsFM)r{j7eGzbN%o8&25H5W-xr)NC#087!A2Ir
zG_MHbyX<GbhqxHgN+lEvp}o#v5fFVqC%G8}i`YaG!32M;-}a&1B-F@qmDO1>p|D~o
z=LiEByhY6EXxLQq@;U*_b>iAAzx265G;4bMA=3D?8~VtKUQqKs2aWfS)JJ+Rgoqd!
z{K*!<FgK{);V3>~xYIJPKnJ2-UVK|2Xhb&NbN#Ifj@&1w1;ICY2bobb-+S>Xr|{RG
z2BdR<V!TfSqx=G+QXo~)v7<`}IIM?DMWk!x+1&QT{t|dZxEVcCD7CbETmyzDqolQy
zeelN@Mbk`xq-osk`mpJXVtwdH-)G*5@k3x+Yw$i8=lL;@!nA9GsQpE1=FvfFahb;`
z^$H!RKkH?~kE}dvy=AZ{-RJq?e8af~Q~ds5Kux`PfOO61trZ|BeKoMvO(f5n*ttSj
z&a*D11X9ZYQt)s?JnDbMk>k%tJar3;d$&A#^yiLDCxpgf$mpIUUa<Lweld*@MzdyE
zn8%GS|7-^PQPB2(0l>dVpxSsoz-uLE27H!6{@Sz%zNV4pMcl6Y#m*rC3}!2ELXt0d
zB;HB*CC^=mE(TV~%H2Xmy|<q<>c|M(xfls^YnR#ChkAjoxq+~Y;QPCjieaXinJCko
ztbj%~*e@J#w_IXFy{F0_Zl6|qEWS?p_>~gOv)nWdFtBhjlxPAlPdB&YajTEBMN-)P
zh_?HTR-!*2`zO|U&|}^2@kQhYpVL<1c$41k@5s+B_F$)z(pLz1*x8a=@UHjc;a*`a
z>6}mle;{9{in9g#Iswt2!Xb$nV;n{d?R{awNC)%+vQX@8(y{G}8waRb*<_|zb{`~c
z<E&u$C4S%9GOrU|5a$O?<G$v{<}Zo~j6f%6kgwrc0vPwYN@Q~89_9uhVl-EW0JJQL
zPwzCcvS5rF&7;K`hAGnaH)pm33Rtt=%yNS`Q^WeJUg>fh6jhz6?(u{d8FFv3awR05
z&CuR7uo1V6cgYUeY~ByF>vI6)GSFqdLW>#j_gqO%Q1k}&?G-E^7jK@n>jPxC3=Uv4
zU}V>VGT^YqZyh@Un&SJ5hMNAWgU79qY})Qq0v{t4=J95G>@#oH_>-@EM>tak3+@XR
zFkMj$cdu2nv(}#fNNxhhgcy<Rt6ttYm14(D<J<_|5QXr*<IZ`L)CCiPb~+!gAY~f+
z86{m%$=r-5U4a>n+0&iJjdyQS%5X2dI2q^cP;7o?koi70I9Gx^^%nUM1r|9R;IOe-
zE^%}(9*)RiwWi;*it7Dwdw;n#A`_6Zp26g##o~Uvn@yd{$QKEa=ePHlZvid-!A_B8
z60G{*WC;kVK;X}le#@WU(#Lzx_j@7c)`E1J2a$mcU2OYLz+0a}%1v8sbl$0z%w&J=
z$zK1Z>Dp6RWySIW`aX1d>lyp#N{{kD1G$dvlFhs%5fDt1CM__$f$E=l%6&KZBdxMH
zGTW=zj#rh+BJ2x)C|W@V!S6WZ1!&WGQ{(4#b9E*&S7pZ9!O}XmEx(ZR-(h_`GVxl@
z4ZG^8nE+7xwf5-~IfD)VV6Nw3fC2&Oh=9vfK6kW!t0RFXQw@eK8Vxv4TD?s`6l#W_
z)M|1%yZnT5iV8NCM+qRu>J@I=1m*Z|ipLXzlUGi{D#-IJ1RLJ8aAO>i!KXlpk(LIF
zD=kBZ-v8|;68AYn!~ywaKLZka@L>0@<<FrJ-fo$71v8}<B*^uq$S(mjG@knkdFQEs
z2zpV6G(6#B*vk^+Z0?7SRYIRZM;ZN8ekE=yf0uz=0GorBpDSt?vy2S4ME&L3Vn60T
zSLGvdJ<>aIh4L)tWhPW9th;KJ;8{8^^l_}r=$l%RZCx+ZgD}!(>f@fyXj#3zbvi{f
zv2l0;M(6BP#hwcy*RSQ{gx|gR!PkZ1p~^xpFML~}!fzuWzHzmekO^CMh;ja6F5+XR
zgHw-bFeYk;3IFuJ{a>@=F=*h2^9RS7uf1Dh5_E*M%*tIV0zJi5MwcSCj^<QjesbX%
zX$pjMufsz#KeAz}h0kH-47lJAaZMvy2TN^g`CY6gB|LWV1yv0#o=DI&r_;kG5}^@o
zkEB1NsYH}`7iFj6_amNb_CdfZAow~-oGP%tPs(nv4k<o%Dyl|BUHSPT^rtDVvw0+}
z*66<vFC8%h?&Tbq<J&hmpt<!4kXN~XK8S^;&HcJ-&mymdJ01MVs^AJjTDo*?xW`ez
zmAEt!Z+e3BrK>la!}<<I$KQi$(I1Ih4mII%=~CaLw=+d?NdvnT|Cvj>>L^O8sBiRi
zNc8ZX#e5u;>zbc*1fNh)Ez~s~gc0qKXWn81G8wRGZvHABIaChwUY^KutIi_47Lt-#
z%*A@rD|g&CPS&S&`ijriX7;7LX5#k6oU6C(?2J!M5x!@U6I{p^{D@2yiYk<2$>kQ+
z0Av3WrTr9)dc!L7k4uwr9{vEni_%p%ZLPV%@(S4~hT_v+;X<N2U%Rx<l_uFHcAsbP
z1lWCI{P(lQ0~U_w4<ad#HX#;bAxXRAqUrHWpGbxtXYyV5#b#QSpR>aycH0j{rmk|l
zw(jSQmnoU>x9N8m+Z1?!%KflA`r){xCvT56(Vh$WT*9B}ioI#ES4e~)F_`x*TULay
zM(YFRSpZU<kstY(L`1yD)n3XU1+iQ;800KpN1Cp*%)e*hJ9}kr-u5@a3`_o+pUKMu
zzhuxMR;C)~{qlknxTFxZ{wo8}&=Ns}0(X7w2gE%%v@bFM_)EhJU2%zxMn+K|qu)N6
zTr9M|y@#;G<Mq1N8@}ZkQ%*zH-63ck86o+Y%d!SX*<To97H$0YzU#NH=3ijX$4sHw
zm_Li*bUW43TTS_JkV^CgF2*h59hySSU?>jDZ~Qa{MzO*M3n>5evD1OdF=AKlyOTe{
z6So&$-w|OmWY;o8AGQr7iD(}@nEba_wGLj#M!vW-|H;5Jo>P?nf>14!0h#epqCKY{
zfSOhWfA-Vn8&gh&I4xx#5Cj1jyo#PTpe-Ly{2i%<l?dh<PA0p*hGHHm`+3_rwUA-o
zCR6Zw_rbDP8a=HpisC9;BEbXn?rw1<!?$*PtTGtSK8aM7=VMBGIyB>k=JfScA6|gu
zY!4ZE0(cDYnXy#Gqu-zqg(BqdjKD7Sy&AN$65<M2uDO;QljT8qy3c;#YW<vv#ElIL
zn~uNRf&m+wDWB{WK@bxr{cL_d@a~KJ*1mOESs3Qjo;@o0-4&FoxG}!4yxw@{27g%l
zu1cPKAHTffmv{GrEBo(HLF~_D$+Ks;%7tMJ?sPPblTSIAs5F;-xuQBm-2;B<EMK1&
zwj)kxa_xg0Nb0yrh<wZyX<*c=Uw(VT{g2&?b>9gG7Tg^ZSQzDg&M_q&me@vi$R>V$
z5g~=Ejk+dr)wz%&U%r7bc0EW}kn9-w%a^cF;wEv4iit{*GsH*8q;X;Guh3oj{B_%}
zEct?_XIrfK3gV%c=HN_2qzqdm`Q|0Ai*xk9gHj)_Ka-vU?c-y?LN3$$Q+L=L(wrOu
zviEe5;n)`Y*FC`}rDa#_H`2hxuFT&qd2S@8kUlxIcrAI%?W~Fbu)O42wSQ`2L-XGT
zGxq+5ilLr^3~d^SKR8SW(L3XLv62+Q8DUmfrm6#W2IjJolIB?k9-2GPI?*hbRVLvV
zuPE|;?FeWzc%e?aP11}_=^0Mpm}1|Z!qJaqd<4z$Rbum?cuB)x)~5#tZZ=A0+Je_r
zeR#-c+E(iLB`g}|iZ)a(IfN9aL;Q;UU%DDdS$l^JwYn78O#861Q(T!xsGJKK)(qiQ
z)S>u$r|R&os~lXU1Hj_x>IDLOm6Y_X_WBu~8Qx7np4Erqd<X9R$qlb<C&9`)M#_a#
zR7D{w(k4lWf1+V3@3Pa;@4Azudy?(XEI1%^anC=&UIuU@8pxm}voFXleBvAto*NIR
zzn-C#FW)vP-pYe<jO?yDHU}RBfIV4NU9+1K;r{+N{S%~38B6Ym;YYKS)Af@Z#32u%
zu197FYqILf62Uw2=huWmP_sG6%hNYnT-pMf+djb}Z!@F?yepd0n%7QpuG@*G`Pe-S
z9}NhhcF-0aIr8-tQx^&Y&iA?(@Zuf?EH}N^k@x$b%uS9uB~<SASI;--18z0^WTg*3
ziT6G{7etda1@kx)PqDaJk&fLrAu}YwiXOU$$D1&qU!Um+2TZU=suN#6mZ9<8IisG;
z_X)C<2N6z;Tl%^(5Wy&}&6Ht-oHF=7tun638r$IcAnoDiS;3^?C>Jx8_J>G)v+hWQ
z<FTwG!kV^64oA}+hcm*u@z44LW{lNjRNFEn_t*>@xW>Y6SrpDRUtejij=M`;IsmX|
zI>-b2`^6#!&PrW*Y=3}=_^)No#{8f{V~#!8dV#&p+ap=E4gc*`c($({#2s3`&&{cc
zX8o*M&R%7v;u+vVz?SjJYCb4Y_~t}mdi%>x%sA_6lK@1fdPlCGw!@e$1DtE!BJYqM
zB6s5M2tLGp5dVj(EF}f2X!Twxn#0%hXnb$`$Q6_lODklWlgE%uCQ%#hJMUuc_P7{`
zm<~m1>4}bbi6UvW>DvWHXSBX|+!Fzwlr-Xr%S-pLI3X7t3aM!@JK{=wiMM?iIT7(d
z`Re(ww(r~Yz3Ca<^q`*3N`-c?ROr%OmlmiVJ@g24;}h>sN?qWJy`nG9s7+fVmh1@r
ziSjbf?$!v8w*Gy)3^+rq+z!`HPL3>+q2@I}kqK?rBm3TPL=mK^{amF*7uqu)>toxe
z_%{Zgabw2nm14gTQZe2BZPlq8^JVmp+)=9G2`0J=yr27whp%DI5hA7BD9=^SN6I`E
zlqKI6(IU`xU~!6n?5%jD#sCZ{ZqDqVDZVVTX)?adf`i{#NUyqq7N1AvKF)(t%OTNY
z{7`dh#Zp!yXKfH7<a{Sz-re0Inm;?kG2YfPTKDGwZ<&oyV~~Ij+)LV!=tzPIxxjZ+
zFj#?TmqP*clXx*1;jjiZ!#e_fE_{R<2w<uCHB%anMSSD?j@LW>Lh-B5k^uoG7UV(>
zBqZ0^Pfg_uNDo;%`;*bu(}Zv@f%T`ca%R--dbA5q!ddMQf4=O;>r%kL0Bu_gq~cz%
zG*qyU{&v8ZoZB)TBbKNxlms>GZB+Mz*uIw<gH)a$GO>?5^cztxSOa!uCG32-MFjwj
z3y(NMl=WLF$Ff1dx1OmW3m4m1aS-F*PWnEjD>4E?O#{7v;Nz}GvHbPe>R(r;&&%p-
zUZ86fdZg^k6nz>O1**i;&1HoT@G#`!>+~<auD>)G5cq?v#6Ke~LPdmj$dpkj5!dGx
zH~za7KGJKiH~c{Yc~Unhq=ZC?u_f$@iD~hz13xjjp#8h_!2(VhdWKLka06Ic!R=F+
zbbOnAtnML}kBheps`}NpzZS4XvjFTd>?L#jTIBvy@F`Y~pu2c&&RpK*e&!79jq#s<
zI$vQu)P#aqm4r2siUu_euK%7nLOtHLwppI(_jz5S55Tt$E5hq9(^mBi4_=U%wJ(`V
zOlXvDdki1<G*|LpV<<m}*278>MjE%L?J58LI2^k&`vhSC@+J@^_7C&b`e*B}Uy_g)
zo`B2*^MH}c<2E20cQ5&IBYZ)WvL6x;+r01J)u+8)HdP1Z_!CRNU`8U=@rv+tqisgH
z5a-K*C^85Dq}5KOU%I@JLF-~sDyQz4?yKtK@rZ4$!n3b8gv<Vz$IdX*;>+XqY}&oo
zYVpDco94(`mzIzS&i)4}(d}vb%Sp#ZCT^l1-5EZNFZA&x$~vfr{Lhx5Gw`0iJQR2H
z@PPg`;atYNpvDUXpd0sUtK9GWbNvSwJ(v1^Om9=zMMo^>(fV7N$uBjJ@ek?F(;2_}
zvo^84;V&bP`|+b-hFh@AX4S@*;>9J_+ue}u5{j@u9kRS_AqGbfS!=)f_bEOBnmqiJ
ztDvAPmXqy+p1QKCfmn=-&YcN4y>qV^NobnhdJoIptH^4XdB2t~85Da3pA__2%Gz^P
z2}T$&%#xcX@wab3DEq8(`ofAX;>pS04XJEC$50TNf5@pBkRh!B2YoS*r&!{x96<ez
zsPjy3IYAw~i4n3ibwNqq-;q{{Rr|tLSE$_RHmjcZ%RC|SXE*+6#`{D(_aE?O>gUle
zk#D`@f%W6(QMNzPKW&T5%*JQA)TsGj^YIVz=XoSR@x6OEpB>uM@v_MjUSe!#9bc2H
z^`iP93l~qluP!(%WFYg#A7!#{n5CmsDC&3&Y8aR%Y$-gyUzXvFDPtCjq^bUgE&RuI
z@1=H~-Bm!7{XfsdznMz*4TEhvy0#7t_bbxjsj2YX8{+EZ7rMpTOR&g2ghg(i5Uj2E
zVZr~8b7ZwD{4?f<Q^N^(`5c!9-}G)=*-gtqelM`;$0t5C3i5u?UWe;6pTGL4fOLb7
zE^TIOYPE7IRto?S2AiFPPEBk@+2fI__uw&Zh@bx6OIf5QgbDl(N5K+yRPWiZmGqF5
zBRDL2&P|7@igsGc_!sA+Ry8`N@Pqy)BUlUauX6k%YgFlFB@pXoF~k6w14KTUSO{^!
zAvD?eO&J~jTJ)VD>V@zDKZ7LAO+wQw{H=ay)01ToHR9fd8x^ft(4D6hX?ON@<FV&k
zAMe}!OR)ma`4@LW!g;l?H1pum&tg-CUk@CW`(Dx*co)vs^*K$6kUB_K!-q10Z@QrV
zPiN%h)FlMTGZX5Xy01)bJwH3r;&#y-4N2*Q(6EqlG02b^SHS*6-m61u(wY467pxPv
zYJyxycsp=+;|-ko2Voz1TLkJk(m4Sfs4vP&Ie5hnk$02scN=JDk#So{p8z(fw-<ID
zUKP#%G|_hMGgQC^Z@l)SUtll#EZ8&+8H9I}TWr_x2>l$>c>z9GarbFyI`0H&4KDJ%
z?#iC<`Gk&P(e{%|ISvP`*dr6!<V^duywbX#I-I`R*Mds3v3;RanQKZf1o^`9d8@w6
zNx^1ol5a0&D9wje1m5Y2J>Kd}%zIJVVt+mR<kh%z$6^tq!uT>W;5aIK&i4i-_a3N=
z2z6-PmWNSAWhIlXApW&538Stgi55K^y&8G`?o)xp<VmpcPxW2YA0P9?Jdt?6G~&ah
zS@Rc>k+WNZaZ1a40yqw&Cs$>NoyM1HjV^7Xbxrr4`+Hb;G<@;D3ntIM5@vso@#7Q4
z!rxE(FCnwY85x+srys<gSk(Q(vlGwDBPJC{cil5@S`T9Ty%VkcN(ZHhFXTcTPNsGS
z0Wd%8C^^k0Mr<80z*vMveUU3cKYv#q+19`#qduNe4lc(5Tg+k8GHc(`gqyeQBt_3z
zn$B#<LD(C^mU;synPUU6q!YyH4b9UX+p0bnhyt*}(?=MIgUZ7ww)S<jz!+CdXA)pa
z&}|Q8$HEY~oc94DzqMB6H^k~ejhdH`g&`yKnr@IM<Jz0@%_8kaHv*0B3Zm_sirha-
zr&JIM`w?#6{q41mNXkGZ2%Yl&#;M!mP@p)s<d3xZ5bwO!8GFuz?ewxCJ)3&(?a4pp
zxIT{K9nx>y2N^i(5pc=e>+u`*Evkn&#Au$0QD76Q8h7nUdcTuWJwgjm&ljlMta54W
z)Y1G<kg)SE+pV~NB-AiIq#n$#r%ef;<<8h$k^6t^krUr*08C|1B#MN>d%-9Ptv5xS
zTj7fBJvrT|%Q#tL)!qTOH}3n?zE}9h??M#iM7=hfw<|<UMW4-m6pH~QSge2hN2C0v
z=u<GZyN_E_rf5(Ux`-8ccyAU~Yj9owP$P}~9WR&UU7*6i35AFL`;zy!;NLN~UyvJ!
zfLN+}FKLG1M+|rV_MC1gpa70{zCLp4a5m(|deIhMVW;Z*5Yl777lS8qJt9k9{XGpl
z`^8?7@A<e!dMdE_t9n=D#0qeKrCNg|!WY2U7CodC*&}IVgiB~C*nwM87$O{ib;8{I
zx%+8IEcvmq!jyCxfx~14iq)D9)^)AWdiVkPflTYeK$k>rAtv*}Bb(`s0i*<ng~&+<
zlb}WXVs;cx!V~m#%Y6`{V0`2pspa|iI~gBuqPaUvvFeNWnfq%)IF>ci_aE}Ae}Tk{
zmUZGzx4n)eFh|MT`^PM&ef}F-N&&L`wO_@42?z#R+VpKWM{8pva3RUXK#F49=v(kS
zNh1{ay%SV5Q&#9&a+m$}`R?{-Sg~FkhOTMr7B#qfXNu9kE4mw*|B{5~>687O;64<q
z{CRkj_PzRrEq{T>bYL=@8!*wF4{UH)xXCS;;8cO=Ty3G6$U}t{pO!<SfAVV*T3!SU
zxA4`zYdd_Afbpi3GEb_i^I-uxL1c1V0acGvBov%o@&-D?(G#L0U0(7N)6((ti44K@
zw{rQT7jEsZkas!{Ueg{vErZ)|L}4Q{eD0!&^SpK!PH)!}fRh_DUz2edN88Gt5A18)
z#i6M#PO2R)=gJXtCb=uWvj;54!`lw6Bax?lsl+`5h1>^1bf=*H7q13vqXTj$zK9w9
zfNRp|{fEDc$vrvyibJGP3=}Wth-fWo0hs79b}3YnN%OtpdgX5TrAXV$E40$7$!K|o
ziKf>^>0{xODMF6aosz44)07>AKAYo&`N0eKHx^GB$Dh}X`Xuu>RKtb&TY@@bS;aaI
z;@=V7=Sg{mf2LUZ@hhuR|Bz>7?f8MFK`A*7(o0Nv7<)|SIp~&K)=y-MBc(!sD!xM|
z&IvlWtWT&MNegfK?0Ilgpii&V{6&gpsyDw&GF4;{J#{EBr;q>k(^l=V<p#<@;^Pf#
zF4X^KVTdH&&3#K~puB%~iy43K@LhSh$opG;az_Lf@3b%WZmxE9K|;sZh++qt0`_?K
zzb=Ur<GTSWem*N#te!lidU~@iA~K64A2HshmM1oBZ~yFTKA(HDaEkG+sD$5~pXJkw
zfM?Sm6;(Dr^P6^Ec|KQ<@Rxea#p)C7o;r=H%}2?V3Ab2|Q6-h1>U?aa1l#b+5dmZF
z@p)XY;QpEf7A<^x5Cy!%ilP+dO3mWP+uXjY*oWR}-zwE&;P>!tFGISRpbFVykSGs-
zVqrp`M`!0lGI%)CJ-`CPn#evL@dEG8B4A^ak*!O3@k_zmsBM%qk$Rmre@&XEaCz8o
zak<F+>67)t&HqMN*-x~&uh-vOa5#!f^T_8`@&|$k&|DrHJTG)lKWuZ(8(zV0ZXv!6
z)6xXhI7tTLWAvoO20E_kttxt12Z4oXknhzuzaOujgG4<!&SXgqRuv0;nHz*mKU<0T
zG4uyN4DBJaUQaO+eDb%v92V`!E^$W5MBnOTibAHaq%HyS_C9BLPqPJ?*C7wq<#ivS
z_I0cj?e!yF6ToQTUb@e$+nGpTIMdmWN=XM@G49gNUX_1pN?@t+o+fHA$H!Z_4gkEz
zHfNlXcnh=_6Jbo#tXF&a5i=7YN&~6TYOS33ze1-tybh24y2m1E;5BxVwID%t=>SlL
z0=DC$@_tq9`YDZgO0tX<1@bQ;vsJIiY$rbk2o5p2XRzz0P2mUCW`EtzS4MKdhmMHs
zO9Yk18YWkfU)&plW05FE(MXFc^y;&_d4z2|pBwZ;^U&zN-^WNEcu`Tt)Pe!^l3<ak
zsp9O`#T)q`4<=gX``51*NL&$@bxaH?GYcv)A_+0M*O$|G4Qb7%)Sdf9JWJ;ERbEzQ
zWTWrzb7>|eF()LYTYi1^%QcEc8Hbew$sB(52NVjp4f{GA?^o1=!Tyq${;BNe)zY(_
zT<*g;(0ao6qtE;Y8FQ|e#7LVe66zHg#fSzRSmo=q&L_(4!xtAnAN$^kjIDvX!D5PF
zMc%l(k-y1Tu-x##NB=>rF`_g`=2!|mQSklKfnEnEj6CZSHjt$uJDgsfAzQ6-QlR)9
zT(@^v`mPPk1HI3YW+4f%#Cvhc3tbTCw*#t}7-O>`myolg@V_X&>e=3I>nS8rOr|fi
z6&Vlp+5rv|lPOy+rFoQ*E?&6GWb*6JI{B+Go$OO^vY(HH4tlo#eYfaPG_Om*AZ7IA
zuI@Yf2&WUQ58sBfx%JH?E|V(~u^4$;y5sO8aqi+=>+=sHC6nIqWu`*M1j2x)>6FY^
z9B&uF8-Q(m+7M00uf1?gO5QPkhBO`xB_>vE(&3q7yL1SWEK59VmNf&496|SnWh%d_
zk)DK<-A{*cA1JP<Lgh3J!}|@{q#md*xNvAC{l=_XZXX>@{4^1I1qutOw(!)X3v}Ao
zu&Ykt4{3goEK0&(U*M5Qnw&!~>xyL}0jlLsuVi*_-|_gUvB2a@xgF7TtD2cIE?5lW
z4?makun&nUc~-@c5Y;=k=WgyV0srpbW-*vvIdivT``HrhinoH;>)g*Y#hmJ0^+gp)
zB)8d-Z#`3{rti0JZ(z4go4Vicm*M4UK$#&q5<lSU$R(6Zke^!S%g`UI&pu15M<sm0
z`Bng3DU+|-e{I$RTDlz!uueB%dj6)*sw2;b-UG&Zt5K%NDT<;3O`XNSs8x{gn;w>V
z`<RK}GwLT~GLFyYnfYxJxX6uydc^+YrD<PCmIgm_s=kNk{!*6UlQZ>+UHdx^+-a;;
z?(<yxi2j9OV7o25Ge^tKeaJgG-(Web+Dj|=lixXTQxl)fV1*+CKP_Tl7P`&fZqr*d
zjf_bCs%E~3NSpR@{-I16R8<5)6{oI@a8%ohPOadi4U(V=hlKxhW*#RNmUc;brcZc^
zBUVxvp}v>ft3PYUJbujk0RmVA`?dE`3+Ee7I<1(9_ug43uD~5!`mhPX6JS~ww?JeD
zt{Bie?$Y~yffoUI%L?;Ll?eJeE6tS-bOPCudMb-peEGGOk@`XuuNaNfWBqRZ@Z<?E
zF~>e;JzY!jc&^W2x4aiqb=M}w(o>s&ZYCBbPG5^jFhNATB7|ZF&PVwK0e4in0Efr#
zt$fb!y?WqOo{6`|>Iebm=*Oqu2eZ`7o)8#tgBqroCTNeFZ~V=}HO!~$Itg%?uUnU-
zA!0Lb8!~(<vhlgc6f%q7<WuM$G182M_c3O$sz3;h?IMU9ECt;h+Pk+0Q^V>3&?|r1
zVL7yf#*kWUkH;AYr;HOWm61CK*pM_Ptu|eFtF+(JD5|e?d6hM*S)rvLtglSJtgJQ|
z@@3`O_B9nU`zzSnZ)Th7GTqgdJ<bcAj50pci>iDv{|Q(T=yfXy1OsjN<6>W5>CGPF
z;lW)_mg|eTaEJ+%n*?jx1ALJ&eP&kS@zfqB(p}o<^5)S7paKs)Gu2<+4+w<esh_0g
z2cGQ}ET^bP7aM-=gSNnSa%u<v&=^nYkJj+qkB%m4OH<OJ#Z%qHad9v}XlvgOr#t_V
zzYQP1OpCzBBj=aPWk1><zx*OT>Am-fP;4^p#^RyEj!OcG-z>9ewf;hLGL8m19r^xK
zfu$?NXo^HVbvn!#DC8XfqfXH3g<);2S~6tvn4W%M9#Ox-^B@2<j#rJ*NYfFPi*LAt
z1^sz|?>|^w>-t12$-y{4L5ypMe!hlvWi9OftTJ7_?8kJp@03ArD!)<OAeS7TgHRPu
zn?OU;GyaKE%-Lv9XTt!d?tNx$-8<Ok3vrQB+AUU!ZG+9uONh-hjRj{Cf9Vs?sLkYN
zz1}7|&+`n-U%Ku4ex$f&9}$%B=;+Sff?tL%o981XE;QGtyw?rK7WYJdbZ>AUNj*A0
z4Bk1yvOj3hgubH}vJr3h2k*a*?C@P5KbA@B%mx@h@Ubbqw^E;O8p!GhKOG-f=ODRz
z=KH!2+Ie{C*E>s+=h7A5fZd0DUwRxd`}M=zbxPiZXt4b~Z$0G+Ru~^WJWu?aS^T}q
zP5+5*qHlhk?rV1Zr4z3g7vcK#U3pzv|Au+@^xoVbU+FmLCArw<Kt95VaYGZ#s>S<U
z7t(d|Kt00a&E+PVDl$BXTJJ#DO!}uf$tM<(!nk&A-AQk;=R><&u}|w63%xg9$62))
z(D^gJ#=uvkU$Ws2v4Uy%Q<IEuD-km~2O-#P)>`nSJj&m^4H3hkE!ysc;|kl>9s@=r
z&!-gA&$?cX%F$&aT4|tCAoI)3Jl3rHXwOP%xl__?-6>)W&5EcIl$3~J9oCDWpDy1H
zQ=v{%@uZ$szlN&vJ{T(b%!gutcP$XQkcP!na}e-`Fe}kxbDkX1G<$9$+{Dw#bxlyn
z|0AB{lYR+Tq$shUdJhML$A9QsTeogj*zoi`bjOprVi@?sQ=oyV|7LEl^CQcBYrH`m
zjCutako_~<UnXV@F1m_8q!rpQR+6Yg%8I#LlHsHKkH<IQ`Yo_Wf3)p9QNs&dH+X~1
zGJmZXI{rwC4h-e5rBy9UW&qV5@g^C6+dr~$*ej5P*0ggzJlv2h??{H#-uA8Jg)SHo
zDiEFe4WqF9VfT@~@-zU%eR?=KBddp@6IGE)8_uz$30mW+itg;GZY^MuzbE<=yXRXF
zV#glfg}RI*Slnq}MQ6<l^_Oq&ItHKE>;*0h?siSGQ0*ZKT!|S`1}w5;i?dXvABo6e
zEJ{DFr9Zg1V|`Kl3kU~lf;@g#VSlHlorS8g%jeVoDcw(oF24-X)l&IX*O1SqIZVeg
zGEXEoF$)E&p-O*|hwF7B#_-bJ=t}%Yt%r_ui)&#rj;n|IWFL`+`-Iq}V|gM_UY~_?
zK(sm?<GPk^JfGd362)SNx%D+bZE<mWq`3@D!lN|FAlhP;^1>c;&5yU)JADPRsShy}
zW$N4K`NIXqayGKrpron^<E|W%9_O?N_?QLznc$h+!mw>o!#VyzdLD{gfOg>`8Vj@H
z)*Sv%m{THVlg~7azo*+09h>hHtrlB60&9noI#`fHl}ah2P`Rk-XEe~knvd$?H1;Jj
zQcIszF2U`4d_&B46}a%K2g!-H>^F-y>d=bE3-i1QCwKH1D%sEM8um=})gf^64~5_k
zH7oA3bw>UomipTd^2;2ABOdN#LRo+BOJ$7DBsXqm%ByIBcEC#b++*D<;Zo+=Ui3L*
zF?Kb(Y@49I*?omv$a!BEVsUNZH)GDX@80|`vV<t33y&-Uetzw9`%3W7SMRB6V?zhh
z+Hf~sSpR4WO&VPIdDxm02e<tR(PrdE;|{I07h<Q@s?;SpeN0WyNv!e?_gj*F5NmzM
z*;VD>fMvD_!)5SUVE1EgY0^F^fp`kJmnjA7AZlSMo5S@fsmVDxf3WkQlv3freYX|Y
z(ffi^-QNh|Nq}zVmGt>=A#C@Q;F!j=S%+}zd$v7&cRg%#P}*iNiANr8SZg7LxO^k&
zSd-oqH{r=fowFYxypG*uA2HC$hSy<BI&Hl#FGQs(U6A^+eyIWP%T<gf6#!;Fv2$8w
z6)7sS(*7MXF&qj}Xb^}YLfpZD{4`_~lF?zq*>wo#jjLh8o8IUm$Z7-~)b0H|_-}hB
zEWoWslkazH?4to+^b26Tk}1E=LQQBU@F@KLuKxS_pyMS}MEbXRJB1l})yLddzm3h>
zHMK79XJwgv1qVl?S^EnUgX3FY%uK%lfyH9h-)s0oJQP=BJ(QdIG_NuUa|-`5$U{{_
zZ?%U^GN>7|k=zU7kSA9*=y=C{(vNj}1P+I_FDaTvbZ{@v*Vpu{d-O8q7n-W)o49;l
zj)1PB$3C#5A`d*ai;7n$+|??s<;H1{6?i0we5Wr1n2jj1{b_zq0&za{6n?Z9A)K18
z(7d}VMwLXxp(rN~&<7P<K+Wf1e@#ifWy~LTPf3%@)_=!e8kZN1(Y93WRu5gSekse|
zHyjG4UE$95usu2%Frye_<TmW~0q&rb1V<k<SFcE8yj50uF%!;%<o`0nVD2C=p-qmD
z^eYPTGALzN{wOZ3@Bs06fL4lK1g`JC)I?Ux=}@PV2N}VKRNi9@>x=@y|1B91fv|@A
z<hp;jG#^f(czmUNs@{(wK*Wnhqdr*H(TCN9ewgi(KINXUuLLP0cb;yJU@ehS1CvdX
z2z>AE@wttBa!~C*BS5rB#_*aVfp|C0?N!gcD^A-LtLwcqhzZt5o}5KA+)d#+eXoPc
z?diHuA9;R|4u-zcKjMd*vL1##giFS9a#DnWs;@Dl5Qu1L2=QSaq!DpXsskzh$EeLk
zsq%1NbDItE12gtBT{eLbxYXKLzkYFLdUk)b0x9&Xm41J&G_`LxTCAXpvt+XPPv)nU
zEI2BEV}C0Jr^T%q>BGUNZRN-dNZzYxserSu^H2T#MFAUOAy9x7b5u`Eg3iY8xxYfA
zic7C#iH%wRkFfXZQWadg1%J(V+k+q?mqbaTWbjU+NCr{i*PltPy-#;vobEAd)hZJr
zzTpWoi2GbxJV$LYcXN|)A~u>D!b7`59!^j40x9`H<z_ij=Eba_5n>Q6;ujnxv^>ai
z-3W_M*EpMO0h;N~cb{``#f`6*k_G1R^Q7k22JY*0oUe?arP~?u@YWw*?{RZEL47c2
za`?ceKa@RuF62n!ZAm|M{1|t%8^tbD!?+by89a)&h3h6<8eUJTJHoT(`s!}`z79Pt
zMwA#oO%kz?li`<LF5+{YV_CiA#`hbnlNkfSOd_v+0)fU5Es{7x1`-?oBo$=$QT`+?
z2(>^_&n5=E5%6Y(9v@Cz^Wj4)rlan|oL^RZ_w8J`*XyP9dQH3-kPUlv_fogi?~5u+
zADk0XoNqZnd{2=9DYN8S-L7y{KuXEJ^qi`^l)mhvO5MMBK)+S-3Ol6rRG*nI5hfe6
z2PEmYEzJGfxyV79Z<Kq|*nLxfC^VoP1jrz66wy%fi=jjIv(QTCFP&&hT6XBr{|mRI
zF3jgXgCg(qs~l6V9b@~TCPD8BPNA>a`1*vJjnI7+|A^FhGi4pCq^=AqP0kGMJ-;2h
zp0A%uf!8YuAu90u-8tj^?7Mi})iCl5ta7aD%BQ;(4EyDz=JUu98q?I<Ly|W!$pD1N
zmHffBcJ>ZXrUt)0<JkAgth?@rz`d?8%7oHQu|SJIggxaTqQ`KzDDm>t85LWq-GM0F
zHSo+51*_ueucg-4(}HRioYh}bc_7d1gZyg<v^V`wb})tMk17Ep>CONonyR`_)+Lq4
z$0ERIV5^GC!g(DXIwZUGh}Cc&SWy-F+koKi*7sqY3iII}eLQfcY#ycbnGAaFfP|Is
z0vn21GkUKC`~a14%=Witz5o;n`e<KS=zCkDvG`w+bqygiri(e0@Dv8qEo8Gr^iCSo
znbJjb>Ar1G+{|n=b>2iG=K(T#le($HLafU;hPl(`?}t2mu`c=HXcfQuoN`a)E9le_
z8U0WS#50yRMVde>1zaE#ehYZBYr?|_eKGhfe84E2rOv)Vr~!1ECk`DT<!oVRV<*mm
zc$dCiQ+W01^(XdN{z|B2ub>rc-^JTsre_~EDn<ur$dB7;qxXt#rYrmSg|-akooF)H
zKE4UN9HRx%@MxQEI#rZSKUDS(BfI#NE4c|7xm-tJq5-t@^D(~!3MEWA3iv_boM%8B
zGJ4jiqL_%Ml#^Ue1GQIAAl$rC{x9$!wJN?B*9ls}>c*zodm*r`DCHWJ?&IAeu7eMJ
z<{^6S<1Cgo!nMnohh^x7ddcf!!!%j9n;DE^U?fi<Sc{MB<Sb&oeZNuo)I0NSQm!dQ
zWARnu#GF|Y5`YTj7Z2N<Hi}T}a$m{M@ha^XhIW}veRA-_fWaOdoYo1r`po>vnPD1*
zF}ug0KhlDjEVg`_?(Oh;wPwK1l|@p>Frr&9D+gA}=rZTWmSUX)B@NtqE#&n21IXjJ
zYGz1+?cHa|<tY^g-t%~@rX&K3-RfB-w`H^MKr9T>Zh3}K1l59H{dmD`sRenc)#}rp
zIApl0*`+<K=fb*)Ke@|ny7?l!KhYUoi5C58_VwnB_tjqAuUXb`vzKY@H|{3Q&*hC{
zD6Ph|(eI0L@D8XJeBpcTHW~e*webS74D{&B>bW+-Y5;gh@w)3!Dc<p1n8X9nWbW{$
zWK?KpX@+fjt{>0=aa6UpQ3l#0xR+hJU#MQ!ZOr3~@t{pxIw5Dyun;4Ut*0KoC7s9i
zB1>P?$&`7=VJR<zVTNG>Gf1OUWIbClpPKdih&hTc2pF>U<qJ9DrNW+YmTow2z!gp>
zXqV<>3W6iPMTJ+G=Xv*)D%DWp4vcwu`u<*6aZtTHy7WH8gz&xDTX4v5IR*8J%X*Ux
z`Aq%fXn)ieE*mnT4BDbapWknbzAO<0IQ|oY?n^K=AJ^xh<DspGTO))y5dbR};(Q+y
zu4hpAHSGX-8eNpcH6$jVgAY31tg4)HcZ3saZ+PE)EhhW%bz<>a6ylaC;M5f0=RFhg
zdynKhX_W1Y-{J)~PfDI28?qk6z&3GsvN?(TxTNUA3A?!2NpF9HFC;@7m;l<hR|#_5
zH~;g9-sA22f%6)Al%o={pE8-XX`PA}gwRO<2oy)49;1l{b6_=>cqk0ms_o!p!8$Yz
z`E%LGe@T0e__#OP#bqBwXC>Fq<4-}-1=G8!GWHEp1<T~mqJf~g_AZx*2YL5#rJ|(3
zw69V^AWo^*y(b*l+dt#JM(^=O;_$v4;}31z_kQn=Tsn3E*1?V9`Y!obrsN`2p{SS4
za0zeeY69kei9_V7-#>~5`7g7%!@64LiVP_LfF`<RPgRB9v9uj-;X>Z`?9!T|?&n@*
z_ioO5dOdG<ROct`L8<ihC2x=EXejI5*%(F$dyxC-Xcl0#w|S?%cS|SxDS5NX=u*_N
zIL!NNV3+KlIX_=-X_~w1Om|O?S5X9f!G!_pT6o(#mmmOdHH2A$eYc%Nvy)l3&I7M9
zB}}9w0S$EJM&3Wyh<W+kF|zT@H0?FMkO`KS+GFvBy`K$?^=(?2aRUO4qPk5<^=u#Y
zDur1sVCD&mm>A5SE76blgVWzv$|@$?`OEM<XmD#Uy3KvIW=V42v-f_=@kM76a~kUe
zCeifIUH;G?Y;`F<K*JnfPr%Lem$e??sPWF>GRLsV-fU9%lJ{@a{!IcNqc8%&7q9_a
z%?lDV20pJnAnQx}<DbKi;rQ!l4^IYAxC>K$Y#_eju|vp@mbKq0ROElKItU4Y>&=i7
zw<rXHBn0{IiXajVP<)_LoT1~ByvevVHWFgOtk}zE$?A#tl4~VvhhiB@C5v$L&|yiw
zaP>q1x}Tx-jboV2>4f-9DUO@W2{FUj!AgH{-0-kv>MH`0zk!r+tzDr&v?sutGicD^
z=0)=f-XWU}+w@4suNKpM3Whqw<D~qJXi%=bd>9U5?I-sHW-P<TYjErk&Kpq8#k0Hl
z(xf*Ks&O9BW1-#7h1)QW|9d$mTEb9RzzzGp0NaE=+NdWCx%hGW+7wGNLgyd1=fV3a
z9Uk}dK?a_gq#(}?0SPFUx(6rLj;_z1SSY+;4U^QpuwgFJJ|wbslR-8z)U1?<-nj&#
zVav3%?pQ=s`aIA?0UftaQ`<l(`r#{R-6Cs2gGc|^>$i`2ohzMdT}ljtUgiep<MS?c
zDm<n#=xatgUbsFIFQ+z!dy`%V#qV25mpJwix+3KGnAaaPZ4;p=;IH^GZ=Agcy{f!V
z^di8jDe&A-pHJpHGJBfO!CUpJ>poF<`CN7Px)>`-;GrC^26$gZKC`O+Vql5IcJv63
zJy4Z!p%fHq?euyTohv4cN*{hUGo7r<OQLHCf=qg>a}N{3hF1zPTli`4e)yb9J;RH!
z$R&9p8!UM@nqiiG_cR3?B8mTxPmno&pg0ebiVAL~S(XF2iu|`4Fsw6@`2cPF7o9?{
zjYprJml{r{eZ6!jFnbjl6!V84!8Nn5Y>@gR^)m7dCtsDX;RF74zr+?ZEXww@PrPuF
zw%fzLU{ANHcXOP@<6Luz^E#o-^Eu{ZcV14*$-&@N^63*~%o$__fN>EGKUN?twf#aR
zp{`$EM57)RZq!W(w$Ax2gY*SN-dCr>sVkwk5Z|&Qgp)v}&)kIqv=!$^-s11tH`F&9
zDNk4zXL~`t>rGtwO22ezqJq<fbYmM%UhfUF*GG(6-%qPiTpi2(VX^~y6?w^@;(auU
zV+2Wcf#+S{5dw6sfbaTKaaN88=tumX){pEpGWDyTgDEmuPku+<nC#}0ZukL4n)R*n
z#Xj7Ny=RhC=$Aj#03OUuuZw7=BI{4mfz24I?uzM>-u~u$;_X{Alqm3R>TfTV@PB4K
z1WlExfy!%<%7)*yGU$=IeL>F=b?lQ0Si1e;1$;u;d{2{M>>27=<&KM1!WhYX3IdjF
z2`pXW<X!7re)Cr?{(@e~)AXc;5K}vR$y*Q8-3?W1&V;*LU+CKxk|j|z^^{saB+>^b
zQYg`ZgLm(1XdZ(DwZRaJ)PM8gV`Mf&{&-*8E%M#hBi|cn$`WZ30m7Z}j=4%ktr4Dn
z(Q=4Y==o{lQIpPQqv=#`$Y!nS9Ngp~mu;TxFUp|#xD7C8ZJCH?X{t2=Csh!%E6um1
z9khU7f&F}aM3CiU^-|6CZ8{AJc9uWf*t!JoX<s|5(vJ7pQNzb)u--kVmc*I=%KU-8
z?zQ@!ygdp59_o+xzGCAQcW!yOHE4@q%t3<koZ#-ZcKY_<0btA-#`#MF;H()k`o4lM
zt8knzN9)Lqr~)n5{`N~Ji6!iPHPmvsI@Rhva??!@8TtB<@?Kc&2^BKF{qP10xq*X|
zq|x-deOP0dU!HDq_iM!YcoEi?6WPl`tqJ95?>G;>S&0cn_WxJqCa5gDS=qU|I=geN
zOyLF7K$aENnZRfOngG^Fct!{}p4rj9Jm-k-9es=GSp(9|A9|lxSJc1Jkf1M{nQ>*V
z&7j$tNbn@0mIjc%8>M|xFzCIWoZIu9E06!uFW#gJk{a7KpIYVV{W>Zk_yYVz;fcKy
z1wU!GdsDh=Zd3j#7NlxV#UgGW^03FYgDV3YiSjBZqg){agPGowcmi{gXSIWyYOa2E
zm5W;CdzW6jvceBLtYG9F8`(c5-YXQt*G_!tvB#-Lios{O#Wo$eue;!!Pwwb3=Y7k9
za%gVG<Z%U+=WuYlb%C*-gf1J$22T?OTtzyddI51{Y+G%wF6EwS45NX%TtKl|YhiI>
zwvmKNRQ>F&dMG8Rn#<6vDa8u~11Y&1;0t{PQmD3dR|P(@W}*=Jg78<nH{r$naidMW
z#PVG_QRnyu9T9@kuea`2m!K#e_`?q77e4UtSoG{bLsG|$pq2QmfX7B;CXh6!Zqx+z
z(o5`=y)MV%4HlxJ@oEdMvo(Edjl$KP>Gq~NkAbEdd`a_x(`a3KC9<%}*XPMSPw$&I
zb+dQjb=e(xWX{$Bmxy^n)N9Iw*et?r@RjWjZwkDtiPeAjHn0b+c$uw0vBo9PQum}z
zPeguD-}LY--@AJ$S$t%ZE3qGejVxdFth+9cDroffmW+U8s>n>JF2Y)e=>{vL8-Pw|
zh+kaIWFA39{^snY|81Pl<_1)_{>!X`rjRmoJpiY0-Rp;&rM7%=Gf+noCgTO?2p8x;
z$5)QHc*@y(aaXwVS|3&q_qg=Q^GWu;RbTeFc^<ZKsGB`<hN3~7h1NNHBvvBfCF&J@
zd{z7e68cTsse%eahQwbPD;+9s7(qhSVI{0D8Fu%D-{+&&yyR(*XP;#`FQcWP5(OQt
z6^I%%oCd?Gr@ht%QNlym>$y&fdoYn(GJn=<1G_C8yy4c<Umbp{uej36b6>9Z_rlM&
zefDL}*vC7S$?PM?;Fq@id{!jr5ijJcc<)SJL9$ToBxcDY&-(}&_!cFVQjptvDaO8G
z_Vour5q^syyvA?v)jC=deAZ71NJ9JfgzQnzAZ?P2SwkM*&akIa`-$!iW`Ta24y2yD
zu8Z>Id94-JiD~zaiXi>F41(PJ<hHsShWZd>RWzIV%>At8AVRv%Jnn(d8{(;-{0B5+
za*SOzZ&;Xg#n;nwp1kxZrrA)^u-h`T_lxSE2oEfK_ylIUInm-r>*F<7(SMfbqWETS
z;a~`53w__N0e!+bbiX_27Y*FyL^O15=#5)cm2!i#F~$M%A<yrT({1&kH|O<vJlF{#
zJPv4&63ns9J_>U6)b1l_R$I<3c_KtrSNe1pPX`QdD|A78y|5kyfoqcJ2R>rLD`k5$
zDcU-eXbtXg2vPF(+MW~dzqt{sTTMR)1uI5H<d@dd?woB3Jg)T3dhXdMt|^2{hW0Un
zl7t)Ti#$&H<4+uj?;~Ja+KV@;cC)@iL1lhg3yY_;l;M-klM5w6*Vsk9K&z|q+;7>w
zV5HWq0nYuIo%(~4+)Q)juQ@n^JTz<=^=*6(<dY%!{PE%Fjf1QtI2X1%xs#q@hf|2#
zw`e#5ElnH?KNi6F$H6&+F_{|WMG5ywBjc^333eyNM^zLuGgs_8%1n-QvQI=hdG8A_
zHfe#o<ADZ7x`yTGy=qpkm=~Z-<}5Iv;V;Hrq6!U6R;e)G1hp*bLw*&d^ym*X`916<
zWKvpE=`Eh7GA8cZTdM;xDbR$Km5m;0!azj(h`Zx01+l}vsMDMO<z56mXc!|}JdCzp
zzhr<y>V$L(C&ccb3k$|NkI{~&v{)v<I!-@&-qc|k>%Kk8orGD34W@fIXzl1X5AjY_
zIz#nr{0e>)s~;e*+@$P|SQO;TzN5rf58W0~g&x6VoM`jmJT^~5gM9%<7E6J0U13|b
z{NDHzY8u=yp*B?<<*!Z0-gsOlg@$4_rb5onj<C-~LH?%v;Qgz7qH<fg@5>LscV`Y&
zWUpWyKKIYFe4VB5y~T>VFY_}#KyHxPh<@+=(YFyil-`@{n|EsC8i`CYBA;zgH0%`&
zS*juV`gWw|JwiM54l9shE79bkmMq{NKXduw)a^V>-Ca()n*;qq4za5(sN?hMkB7Be
zPf*UE5DEYF+?mtdPaGf)vK{X=iS1q?IiVpxzTP_%rrI=XbsM}i2K2JB{1aMKi=g;T
zFU<zz$4gtX%5kP|lc9yT*fRt+dK-Gex;et080SbakdizsIUq$+)9lp;?=<TCdU~m>
z-0H$9`OQ>Z#vVj<o#d#N30+**jvFfn5-R&{9ln^EGNl9WoHg-l<1EE%2_zf~6G_>w
zVdA?8B1X7yO8@xY#fJ>{MD>0juSAPe@Fn!RpIAph8@5FJr$QKy<dCs+t0KP6{=w>&
z7OqIOLNB61lWA-H{366!t^iF-A@eRYfjciYRCTJGkR~q$p2pT&T&U`Bgc9D!%CvR(
zHqY|I)15EOX9+N|i}HFq1@pzOL#SWW!<FUJzKaVKwN01i`aNOz_XA_3!qqBsIOiq}
z;__h+h0BY8DyV>1$=m;*M)vZ`?$N#WJmz-}y1r))G4=%^z99sk`l8+^uR`AV6KkW9
zVD%*}TzVpy79QZ8S(M^P%_Z$Md@^oMUDWS~&z`P08$>c|EF{94P7=;&-V*EI^SvV^
z@RkCNso(n&K}XWVa<T(79#mpAs}F!&lCyqV3>@|MVeF%E2x1+E>t^Td0X&6EQH{}$
zy$r<H%=u;2%E`nV@SpdiP1E<`Pj_s%lKsB;z>*gB<Zt+BSz8SJKV%CxH4^dZ6`g6+
zr;5@_agbGFS}jq#3P?a>{KkUAsxcf?fRX@P307|;+Q1R*PYuQ1h)GUBKmeg#D9BF*
zG4v;!d>N-s>mW=jGd>etQku*8x5197Ic&@m5QZ3|`Fv~?Xg-)$hz{HZQhBUtL$pCZ
zaMiwi4A7GJcCY)*O`PZzppJs@wJc@+gjMV&ko(?N{74DR>%6%yMj0>YLUJj0LQB9}
zC^P5G?igk48FKRBt~AfeO<vHAOl!v7ikY5uWDweqMxq`U^PN9z?lscVi9idYU#MS;
zy0=*heMt}yA02a|d$l6WhFrhVQHxv5?1=iz`R{yGzWUp1zfUv1TX&(Gh@*LC5b3}o
zvMWE{V0>5-gElsG!#>RkQOxOAwX0sR+;db3jQ6vGb21+mLbI<(^RCDkMMSJKn`s@+
z=F0O=9mZ`KKc{h1_Af0v0zw76&ba~zr+LWxOpy0Ii3i%SDvW?v6Q%gr`eUcyLx}nC
zI~=lz6ZSalNk53}Fnx@HJv1|r32kQ4GU(~`+{d2(Qx=MY7KB}*8h+r|<E@pC!=((E
z6ZOzI>S#lLtFLI{JvU@IHz(Z+jvhvR9*D2p{3&0Y%1Px7Pu}Zy@N@_pQ_}4a+z9#z
z3dt7(Y1tSs47?Aq*YQC#05jqWh&5ZJ?&nqvttp#I5c({7tVey4sDr*+rz%Ecv(^%#
zKeb%gI}iohjp9u(RXT_%SWy?f+mpGi%V*waQU}dMI-*CLI+V~KXp@t?pWCr8_Uh^A
zX-FrJZs}PlKq=Cb>LKcTYIY8e@c!Li;jUl^aZv4IW#%1LyJKGwPixPzpb)KvB@|02
zjv`>FOMw9jZ-+P4GdosPoUo4}(2?6M3Fs~f!iP)gRdceX&wH@3MHo--b^{4%*ItpH
z@4YVQF(2_Eij$;z9~zia8M3#Cl|BVqpmVhX8t&^$M3IuIK!de*_VdtO>izS85jL|M
zE)RNdr#&)%e|<8Jb?cztZVBwrOJ7I})89Jg*%V`9#6RasoNg*eH8fkFHAG*3ahQ17
zkz<)CI%k<{8vA0f6T9x~&E;yE)6}oY{Y`PlF)9ow74KU>c7iGi2b5D;etz7lUBJ%W
zqa1yg$+SXghJ_};vwnD$l80u^LeAzSzK|JJeBo&kj>O!RFJor@H;?c-{21(<zMN-#
zQJ_zQuDP;+9*$A=gpN|@O`ju&a!Md-IDnJtTumqGX+=YSd^c33CN@PI^Djp$chs&f
zfNlJ(5~XkHJ(<c}Ru3y}aNR6&j>HJ=AURNOlEtulesR$#7<i+Xc=lrVua`)9vG`uZ
z`#~(!iLUE<`P%^*FF{KTuka}8_^Flr%?=l>J(RDtgoeOCur(f>#z$>g9?D-D=Y`~Z
z<kB9ZVKC%6I1inBYS{}Y2FOcpLtPQ{aUI9^Ko(%KSwaa8iy;uO*g*w^z`?Z7Lr5!L
zQ1?s;z3SqqummmP`*^Qqj3*qE%-#F3{-r27s!?}UGvx{Aytiij>4<-2-+p(f*D6<@
zdKXui;+;J*ee^H{OKu!RLsIny{f}GyEJ}QPa6bO}XOy?-9*zeu6?VZEZ%>$9lfHKO
zpM?(T$A+^fQqF<+#BRE<f&pc8u8h6~Tp`EryiePBTwn{7=<os3Iro%b)jbGwyl#Qe
zy2vKL>fts%Z*0J~9Wko;78U4+(Q0{Xm^@(rR69>!v?FH3j6#v`pO?{SU%u6Sb@M;Q
z$1lZg<_MIAae?+&oij{E*t0t_rYw>HlRMfY)K9UOTk(UL^|>a67|t+<_DtJH`~z1=
zUPC>vDtNhh5@`G!j57$6^s#sdpxNT}p@D&?EQFy-?|nZAvLe0goO$IKt`FKR3d37k
zAGaeDkbwphFL+K63O`%>9Q(qr1X(3#j6bD&=xuq+t%iAoMWZ-=qJ$^M-#Z3Ma=IVT
z&dk__o@k`C$U-v&7e=X9ms;6(9_9(%-jqGbv(J|YrR<IRUfmv2>FcjOn<A7Lu(A2y
z%$6jZMZN44vXqK)0SadtoaqHy`&L+ge*e~=b(;AvMn3|Q{c*7P_gbJn#82TV|K~Vy
zTq*Kj(G#QM=e<;8j}`v9QdrCWYSxFNQK7#3Z%_KwFms82S^C4u!e#akq6K*HKabav
ze750w_^$Y0w@<yl*{94GU26PzM{76e5^bpA|L@npFUC1ogkaqHf8UtAZ+%=-_E*J0
zC6?ag&r`wlQ$i?>@Gb${sKBfLvWWj2rTtfV-rU~>O7`f6{wZLU=X0Bsp7y4{&{2jr
z!GF(YzZ!>l?}1<}gL?Zy^tO-Hf1i8(?iFbTnkIWi13xFRJX+`dy@h&zZ=AdKbk22>
z#z#)t@5k6uyxN7#FpMB*j8*D?DB|;Imi&Kc91FMp?#QQi{`+?ix!*<0|Ffgyuo(QG
ze`vA&p;F!E@7*Mgc;;34eE&PfPBY$*`>nF~^WR;k!~b>q&%6ESjTjQg-k-Jpd&ZyF
z-+ucs|GT67-v{6C-9PdF_i52c3zQZb@=f#q`^^75jUuY--<y#r3G8n(Jf^(+&&T+?
z6cjPPS18*4U9S20faw7(Rqdn1|6o>3?<##X<|BdZTn`!X3PCh2CH?!|w|GLcKOj8P
z8aCETmx+A?dv98T&+%h{p2Giq1iq=t{gv;2z`c)o$kY8S3e@Frh7gIt8}k3Xm-z2J
z`=QXY{U4hDcSZ<kJFG)u6~F@XOBk48`yjAf|0(+={>l#cbzU)^@V{V;Mg$oIo);rQ
z3!@AEnmzn7WsLK7`0h{Q`N(n|LgT0TknYq1o_9JM+Sqv2@AdthV%z6=PdNRxYSdC-
zRltXYUz8X4I%s<S%`^p5TJYIu9+q?Us>YCEPJHlkGzU)+B`SVQf@Fwt-4L*l-P577
zEG=@>2FHu1T0;ASy;MvsLZJr`WdaJ6%eVpG7$(8K{*rA5{|BOl-fDgP>@mUVW-fnR
zsARc!?1w}D1T-M?|Mai=rV9UrkZhUyoqAjMb@%CP?`~LbK}tsf{hB(*mBoZhrYJ$>
zj(zbDBCa6xYrwElp5cM^TLKZC9WCbjXQU?nm_x&7_EYTuvm&Hz+Sf5Y&lI>BHSIp+
z0{8gK3)1vZS*8JkU#f@thr$t|Ym8t}JY>~D1i1nq&^UZG3G%HcwC5Z&`ihrq6sEnD
zjyLoRa~<V6pnVW(nOSj)=(!eS`3nZn_^0g7Fy`0ZKf2Tn@nH(TIsXJ77a!536Yvxm
zZMdKE^**I2u0d@Qf;YFzgek0?QFNO`;!BR^GTED4!=AEj{Db6BSFIILw*LjIrk6C5
z2H<j*6aPBM?2Hrc>ORwkAIxoee<WgN&CN7CN-GEPO<lC^dGbEr?q?nQPBg(FQPmf5
z#TUe*>2)>8*{W`fx{aq%O<)LAd}8t)YI_S@fG5Z6d2)W&^9Wv1^bV_z>aHxPre>G&
zmL~GtTiEDQzi5Ny$CXo{(V-nKPT>Rp%|GmSwYq!hn?A@Xgx{`=D;N0yxoKtFqfEiP
zy(87iED&qD`h<|!bSK>30cHA<Uk24D%W<KuqK5??CwzFEMV&mEl^tpv!yT;}a>(iO
zA;{s%4!3JRy)%wzG17(OsU|NIwWrAnk@ot->V)TMuv+b4@IO&Y-wLCLhBBuP|6PP~
z$h;5lX^Xv}sKBQ#w9oKLWoZH}Hgw}#oi4lFmtt1<b*wbiS1*9Vrj53k=_APEcfg*S
zJuAzA^Cyta3DF|HKWcm%yFASbz?t@Op?3Fw<3i(YW^t32ON*Ip$>Vl@k2f@ndiTbr
zA=hssaSQB;9f9rs$`G&#$=~1zKjZ2{K|b5l|3Ivi4K|BApg@6VJM?DWXDh;mb4=+b
zyKZ7UM!p5szalR>6jjf+UdSIk77O7bDpw00A>;YoID4Fle+o0g#`NM;%)4ICsAP4-
z9+43+eR-bn704rQDZhf2^NHOb!Art0Vi;Sb-W~e>^sT#eo<yzCuQ4g+ScpV(;TK(U
zt=_JGQee=-yLN@wcSOvl1kct5==SMW&kA<5t(zKd2#x$$Y*yHkk#bFa32+joOMquD
zhMeZS5G6gXvSR3C724_wr|0?kj?Pdib~+ywS^;XC{S8i9@*z`;Zd#7z!p3LinWn<C
z$_nw&v8BK56XzW|iKTX7vKN-t+@<z;IF{$}LC%E#SkP@y+|pSu+Rqn@B>k}(zZoT*
zp|{9nqFJ)dpCCb;K%*D?6baXrZX}Laf0xC+8tH}Ts_vyQC$nZni4@B?THj@3j#H@$
zj?D*!<ThVx97!WI8L|=S<A(_L&G-Bf#8ie-iK71J%**}E<2{`IB3e<75LB9JI)aw+
ze(v5(XUv5vBH9|jcgXV7xrQ+S%n-q7D^|TU2CrV(O7k_8XqZgro4YByFR-M<fU`)W
zSo~u>G^o+fL$j8F$r}KeUq8iO{R08MvhW2lujzLlqsqwysEe|W<F3&xdKW?lO;I}n
zH^m3(Aq)E7zE9jI2qlv%b!}*d4Z<$SNDim^yS{<v!XNQ>G5N2suhKz&0?o0*lc^(>
zWe5d??>_y67Klj|->Gu5paDlgKKw=4liMV0BAXO_tKI9qT&$2cuQKC%ZC;iZSlaff
z>~Xw6bgTkn1S=_?<F%aS#Oc1O`LJ6&(YS8HlZ2EeM5Do|t|xhVR**X#4T#P@+k;eA
z7r1D;FI(<UD1BSsI|Wwx`O^&;w2E>vpYZ4P9&2{ozoXM#5(OK+_FMa7mph3TYS8*c
zy6a^qEVSSDD|tHJM*!mA-EQejKIBXIlQha$#J<-Hijm4=Rq3Tpx`R&M)iGEF=c6}i
z6dKh?Kf~k#0l9tN?aAKz_nj+1x>iP-eP9TNaB$<Vb~~QF*7jccStRWH2)vUvY7;2V
zu(1~!wtvRKS1-nAbP|}t`e{W0$dFmxN-b1={>2#S@@;~(rswnL6pYh?IU!JbHm&VK
zKglYy7!>fyNXO~Ri48KAx(-NaiP=LIY&4{>^oqY625=y$Snr2uusLV+R!bmL=h%u5
zGggI=v}AM5(0Uc&Ap$r6;$wlhT;`{Dne%!)nsl=~3$an;5pGSe4$%B;-9LG)G6}Ci
z-c?(tZw%`-#dO~#8RR!(pub-)-N#J~o-r2NTz>wWH>DVP3W^EWPZ)g)^>}^Y0#3RA
zKqZ#}^ZjL^kbmjjt2ijt1uXIzODmTAX}f%%pOV@~O&dKjNSNRx6q%nR!+n6}^Kg2{
z_1K%d=gRmewBHl_>+SG<-=)TcbV9gVW<e?kFYJE&$ED>BYW7Q99?jT3CTA;KgEB}N
zZeL707$(T`ydmDGxWWAV;a$58M^ZZI32okEuMQm{;y0VOn8h~w2+#I6O$+%@R!5n6
zulu&jtRdF!dQ6g`mFHvqVGiPT-!NW|n6AKFleac@Pt`%L*c75zALA^!M?-v`{lIA9
z)i-v(R#3J4Ts`4GG?AU@;;=v1s2&2XyiVoV+Ef22UXaz$J_z6hr4QcW&(WC=rEvsy
z{S>^ons()uo)3A%1O1A<RSa@8V^AB%EABTOl1<Q-5!wgG(p;k!+<D*TZ}DU(2oObA
zdqlWe?~Q5zrljDzLJLT)Yr3zdU;6O%^R)h6*H&ZdiAiC!5)5tndkV%C!#g6u0l^9m
zI~~P;DV#cc;U&P@qEu}6u)}HbQ{!>3!X*X!^l@j*L!FZ@F@`%RIk(9}6hG@7JPE&E
z$NfP(Dbp(b34zrPZEO370^|`cjI)Wf{~OZ9<D;@uQ}`!A#L|Y>*=Pmg^W24S>|x$T
zU$f7h&QI~MY!(CwsMRSSGCX06r#4InLWdty5|=A{vSpM<l&mr!kmNlH5(q6HA|0h<
zD3`$o>hk1UxwxioaBHtmh}x~Faw&hb+Io*btm01!?t5J`Z4I@v<$vb!wh1VYL3y(C
z_x{|4Ik!ip%Gdgfwf7ilXv<m^{Ez4`E!BGjwD_Ub^An!>Y1sl*<p{Oh{cFJ+e8Vso
ziEIA-^KZ&(Zm+$(G&A4AfQzAnZ;xHC#s^L`Yrk^p&>bA`PZE^9#`AZmU#dLs8V^Dp
zmse->V`wYEK)St2LuJ5#_Wouj;*&>hv29Q%`e>6t6Y|<_7jAC{MhhhAKf`e}dSObN
zyA0rLZ5EU@-U^G_WB3}@AeNRD)^}3(dLDf>Tr9)_Kz8k(D#iE*kBGlvCjFo>gL-Rt
zy?AeSA0UKxry=D<f5$jVj_f?a7Ba)`qKLXbuZpwTFl2NYRLg@D?gT#FYz`}m<*js=
z*WRAKzZxL+ymxKj29T{0n_H02I7xir8-H5xosI<O3dHILQHboXuE8eOv{>ln$H(f~
zrw%RBr?<a%%oY8rKZe&{BC8@u0caO<GS+?O?3=;sGh{~5?V2Nw2rX2-^po|3YMHWK
zl~f(GBh2ddTLpv!lh1TQ=5+$qQhBIYf{64(CLgk3sc_Fyx`BRxDXVZ0k9oZ9iaw;8
zralSYUzf`i3V}arOdO0r2j5ejfZ$DS5j&*-1(arL+F(k{6HLOOKo`%qM1p*CG0cQ(
z#v31)1WBZNYUEsOz!y>bHG|j5Pn&km`nWjdHLdO68DM_<Fv<r{O*P;K&JjV61^9vh
zs^21Jq}B<B*QW4&Cidl4%@_B$<%_{_-X~A%?CU{p3jRr!RbR&U*G?<=+SFJZi`*H%
zX5H6M*O#An8%qb*e~ic6IJ~pwu&r+36?6VA>SG`oAsJQT`1oC-J9Do!l|IiMRj3CM
zvw^d*{5!pcZY%{WQb4J|9nn{4vqSQ5iI2R3(_l1L_yyEyeXa|4c8Y^>Kd_vQLIWC=
z+%=roglwS)4RPg9o+NRji-%bi#`nRr5A5_W*;eT3ji8h3=xpCy*pOh|ZMk**x2qnn
zS`d%I4oViB;GO|m7+!tlUZ3IZFvHim_i4>pc8w_ISVP=~@nPV_EP!y{M3|o*{oc)p
z1`~YWdEn`Q-|%fa*5%~7o1xWIkizG!9_#t5DRMW-4G6HuSxY|XkQw$6e()xE5zjGm
zJlVhFz6iBR!cxcmpo1|z5Mjm9zBR^i7ab-^qPjoa^r>V+cAtm%N!gTpU%L+o+^`HY
z2x*&UkWt{;`zh0SMes7*%e!mY2#46G-^4oPHqG&p#`J6tu{Msta50+S4e6S1<%qZb
z;$QyV!-a$TzI(2$KkEbDDv;qdH@Nx>0f+=dfo_qpvn>*2UCu$y-6PEMv$phmQR9bK
z%f-0G8=NiJGfm$@!2YeAOMc1pnTWt+P{Menz<!;g9^PAs&G)buKg@NqxCixVDZ_%W
zkA5J<C!Lp1Drsyr4(q<*ANwM8Wv(C_0-D38Z44MoqdieyhKMP3;P%b&e4PqdM4RjF
zkw8-p(AXz;_{@q`&HHu3ArM4g_jG{vsDU3j$Xbk8#FcLYn>y%u(q^*mv2T8SZUv+R
z(W{NL4jQu$_QK>>JYuydT~gC4%3r6<qsDHvE?oP+zcrOQDG<^7>_PTE&W=%Gb$eEn
z^=P3sFn$ULoT&iBw_p53&QcIV&i?9XwJM(pqsl^t9npKXq7e~77p_NU>0v>8)UOHG
z>e1UmE#f|lD{t=~eUx<C2*&Rt)cYNXr_lO`+}AEgHzqWUgZr(<xqwUMgFaL%5)nzR
zWNRzY@}mjiYJ<E;Af|y1tiJj4!(&A)sUsW!KWt8OM`<7IvjrEUn3b;cVe$`&3MiQj
z|3z%)-TS6l_mt{v7WLMVZLja^g1z~YW>pus`BD$TsTn!uSML@_3M@1~c?-7PLZ|2F
z<+gY%c7B0*9Y0iaR&q$e-9B}aXFt*<Ve9Vas?i@QAJ_u4NPrP{ZF*~<$8E{!ewxL&
z#P<jka01)xz6O|Yl4Z!}8DWtW-^sF=PQkO>=W511f*?CM=qaLWOm|eaZ*(hdIM%~A
zEI%jCgP3v43N4N50_1<`Nr$c>K5qA<Ryl>rL;#k@_JAf;lB0j-^`G*%MO2a{h8~ia
zb!#5XrPqUfDwL)!$WABffD?(q5R4h7V-~&+j~Jfl5KS{D6}(c~HGmYhAN%zd`HEPG
z+{*6eMt7ePgBE}SU*2Pg`~dQAFweQXeF3tfU(S*fh5qm;4(M+6IoQ90M7sO6Y+gY?
zJ&v=DU49R#F@+xT58fXJRX{Cb;w9}iY<NG%EH|Q|mhGvr{-=%eb!L)R;US?GF82gh
z7u(Vjsy59Mza_(k3ZD(U@1FbSrGw12GEO^`2HYu2=i|Noo3rYiq~xsZg}=LtJ*SBI
ze`n2az{_~PWKh|Kh{nfnsl6I$z#L0sR7!m`C|l^KfygO(dq4*VNV(D~<H0>t&CLaX
z_;^pSN+~bEi1oHwo3FBQ{uYP(wN{whfDU_i-}QkND1>swrU$wCy>2c4Y86;{RNfsJ
ztzon)y(y7{;dv_br=F!%9Aa+xzO#w3K6Vb(o9&bQi4YvpQRDwz`yluL@_MeIzPwC(
zx{U-ic}>{$Mnn=X`{|X&{j!`4CC;9;OU!NcQ-~I-e}NeYhiNs2YisM48#U@wzF)>I
zFd4{V7q<gHPQ*YjPKsglM~QhmT~kG5@z@ttD*fmo0V&>;Ov5%*W+l*?9#(zvn|IBZ
zD~LZ$A;!<~)C&vA8*&M=Jb{4iC&x_WSD`Ev68C8#{IK|Tu+dDuq4?_)id?P<yJQzS
z_vrZZc#Hn46>8VqgCyd{<oc>m&l6nB3R7n#sJPw4{N6tE+N0Ecqky;*2iy0Sj5O$=
zv4P56x%0;zXd&R0u(-63jbysbw_2o6{-^*WczS<-&6lX0^XMEecHOg;(*TTuCS7rN
zizt18!Mip>UlgzwIdWekhTz|87Vh_h>BO^R<<IF(z6Z`jj3<m%;=OMeoU!{vdMb#6
z@2Z+}Znm?on-{^4b!1z-d<04McKPYd6~UiUO7!}r(zMNguREJO7t?!AR|@bgXsien
z6yz#i^SSV_h^={cKHG(O!I17Lw%KWFKeMY|^`@a8kg{4VVcyr;*YkQ_Pbj#y#%;a;
zQy&UHlDk_D7wns8yx#NcLsJ)O_m3cZx<A+cA&_B-a@OU+-t-MKN}1WpKV*NguBJT$
zy?yVQi5fJ)`tlj}gZNY!)9HQQ){T)TXPclOiu<Nexr+8vAoM3&9M5q_Rab~<SMkR&
z*`+V`Medk5eTlkhc|^~7w?P!%Zip39j1?|XAFNXDqG-%oX9KMq&&<f!I?z3;72Y4S
zq_j&V<lViA{dF)1hI~P70LKvb8ie<~w+265DyYukrXsxU{VGG?xTbCdC_qAf>C-4X
z3B**}AM(i5Z6ww@YM6MQ5#^;kKn-QEVQ(0H`{R4NiN`p$du!H%WBSddhhS01OLl%y
zcmY`<@gN~OyH{WC>o@-!&w8<69>wf`%kfMeR){j-Tw-X>GA2~1e{-=a8k9uOoIBV~
zTpe8mHNg$7^0qL{@9o_;#O+M#>&%17mwwtkDxv>v+ynk>Iu1pn_2^BvybyUkJO)l0
zk#-#ERI34NLWbAb`bnPW$lbm?cn@AF)_QoDoib=H<GWW6#{pNInuGV}Q$%5LugATm
zlT9KtH)o|vp$tvF%0pl!7lj_c$et6CGqg)wyFerS*?`~}HvoTAO4B-6s9mJ@#o6>p
zSmqaXa537154EI7ZSTv-NvA5k{3wZHAo1kGxIM4Y@j?_M0LnEVw}<J*&scN%vEpO>
z@_rg`>EutxnlcZcH|CD3-)6UGoBU-QJme08Dl7Ui?^M`L_aR(;zO9z;9g$EK5AB|4
zrY)Aw8$WR`KO-J-K@3(O6g$IlxV^6Wy}fghrZ!HbJxId6pB{|FmwBGqZEpzyq;T(q
zyw@3T!hFvIIAlWu_6l+Tmpf9yH>m^aZ0p+VuE*nMr&wX{u>Tvpq`zMUq8}qc;aHHs
z_LMRocs*<HJNuaVOv6*S)G$A~KeXN+tZg5<D3+43`L0gD*DU5WRJeVWm)_a?L$S;z
zzusa1(WZx$1?MnLhwx@Bl~e`ygCj(0ePdE6-;B4jLItl7d)Eb~TEqp-%z}rX$IHks
zaI@5}gH}h~&Hjc#yHXgi1o}uHIF1&fhf3{^%n&}>CHkKCc^MxI{C*%4nZrI7p)d%(
zJn+Z|j|v^Z@qXSlfa=ZnJcjFeeD`N?exK&aP+Rsj8rRUm^MwywstL=>l91o{y$7LS
zf?u!k<zw7O<`?!?T4Z56^;0+7sEH_J9Ortdg!uBh?wjmzn|fqs6@}Jm^JZMZ3%<0K
zS1(y-!G_baQuna$D&aoMWKvLIzu9TJ)};6T8?(dJICZsmzUvq2P2AV>(9G0NPXZ}i
z;!$MC1-6Ebb_&Avo<SMmM3SD)XGB#+H<0TBPgKxcAiF%geJvQTV<Qw|xHi62u_D%%
zK;;&8u%A7S#!tiSS5Y`;2}(!TO2VoEyhh-R`S@r<z=@%TF30Nfc5mpiK;)JUQR(L%
z&dXehyVRC?8~o`$4!z~WZ$T`f=Dn|B5aT|E*%9od-W^y!KXJmWwV&)IRQW7ICMvJS
zN7E)v)I2J-*i(!+sG-z|(_!&%;c#LK<#}SfG&Y7RZoy3N0_TIk@#Wvu(5LrU{O&Lb
z$J4>7be&a!>IQ%Ahw7{c2M9*M8Ey(<|5{SZ(dyL=YoGvuis(rmYuL*|hVW4bcW_P&
znK;l4hhFPfd9eF;o~+KdTX~P)3%o6~BIu+3`K<0Sx8ks{9#l$04wZ}xn;9=Gkw;Gm
z6)@YXz8dzd64{Kp8*{An%XmI!uH^y_t9``N`Gz>roD>_S$Hfd2NeG<SgodVnwi~qU
zJbW*TsR2(Z8;<J+qh+22uI3HDl8W_gX*H`i3EV9aQ3QNC`e@%f!Cp4B9-Y-__``P<
zZlGs&|FBFnt=A1_6^t{)(2Q5)qY`@Yr*U$Ut6E)7pu@?)G#}`vCe)?UclUjtPygoC
zXPove*gY)Tdgdn;pu}MBD?Fg%8wPW7I$<}O_Gl33nY|am#J_O)^(N1?BbuShVeAff
zpBzhfxCn>7E0yM49{^bGrowUwU?1k0I2%CBYA^o}@P`$U6DJ%oxo>J^Im>ddOXM6Z
z!JmsuwyF0UuL?>Cd$Xo1+e!P-#-6)G#qfaXM%9iX)TA6K{$O`kV5)Ejt&9(aRy)_n
z4MO5Mt7@@bXCm}{xZ|HM$1TVW{;z@$o_2tO6;x!jwzbFBc`x%7qN4K)ga#-?-zDe)
zxk|R`{M%>FoYDGc{}XhLLDiO_dufAa3f|Z0iXsf&ZVyx6+GV`gH{Yk>2<xbHdxieo
zN4Tju;rt%-iL{3;@v`Y|9G-gL9y{bZzql+%d@zI>^;?`<ccsuqiJ(jGE|9kkzs*^{
zK(S>#qTaD5nb#5_s^j1Wvdkd9nB~R%SmL>2-}7?Rj2myCPd-N6^(VSN_b$#sBx-s7
z&`(B|Tl}C~0CqqMaZIsXL1DFZsN(kiKr<AwYy+wP-jHo*XVFe3E`+oCVWYj{>lKCT
zo=ThBfF{H9>_XAdN^4jE>g)K~a~(%bf%_%ETI0IvYc0m_zjJdRE3qIf;7qi@B2X(g
zNyjtP7z9Dk8bXn7O;6tA-ZM~JCmMHz@#(=C3P{fny}M7+#!)4E*JD;dgKA_l7{n(2
zrsOyF&5u37po)An&bu)KDDwgJON__DMtSTxb{^~%?d=y04~?`?NqC<?^(YLBG&|<k
zk>>M#0l1P>jkl;jbowuSdT7T$%)(0axL5bm0!3(&Us!!(Qh42->n}y`&sGSONCdwp
zeo+{~JUIPRnMLhvdsdcm9BsG;1qJM!pH_3T-raaOtpWMk`iqp+ryg+t=;7fkKP~2(
zeBChqct4-%QM8kU!wWUetHD32BIzFG0p1`5O<GC0hqskVYu6Ui8^0{{u#!v6`l?du
zMp=%`EnP93_qA24h6-}EzZZGhdsek6$$JC~?}{s<D}(~uAb5f|21?pDk#5l62I_Z^
zMc}$S*=b<Wc3~d1fSynygwC3nO{<#w2!JBqke=FuuCs2Dnmw2~C*199^GNKg`!K%s
z58EbltYogF=?A&BgU@4MV6r^wJiaEGka;a@iX=)o^|b+vU-I<5@OXLMVX|7zPUW7<
zqGXDF#or52Yf@MtHm=L`?^DRv_|L5>5@kmTbyVo8{OaAAKIKI(Xv_O{C+l`|U*_#Y
zr&kdK=LCm>c<OQ?r*<id52^{!*GVBp0dy0(*Q=Ky+ELmnG4|2iL=U^~oWB`|n<^A&
zhgVAr?rO=OBhKyazp`Wa#AD|1#;<)%Pvf3Ml<%iz1897-t83MAYQdKG-(n@%!D@Z2
zTue#a{>IXNRMlhd5cxX8m@Bw~M-ZmB>-ktbBb4bi$Y-bRtWCEx*95<E_0zmA`WGW(
z_<sBZO|8AxC9rvng_AXdA*}ro!u7v%>lpS5u>?G-q@NBSt75RdDPKqt)ujHuXu%+V
z_~MeIOdO`0_A-@MC%%^EXP%9uKSscRDtk5`o`YBQ4&Z*NKJH(__NPFoYIom$Q1T!3
z5$Fnej{}5;gUs6KyTSc;o_|WKQqI;VxW2hmr#>bfD8KJgfF9b$fC@4KmWm?W*#23d
z`adbpj@S-_9@}6%=%-qH;))9?mr=n748EdoN6m%5h`5DNoK+4j99ylwmGjoXvwbnw
zR*{lCi4S6rh~NuPn0`LrylQw}tFKpwcNA!cvXkBh%9Vx#KS0!;2I-LWE#=LpJvmnL
zuelqU3w74Ce^BJl;dV?p=-~h!P<Jb}fomYWRbr1J9qUj`)XHvDyLlM{hmz~v$kY!H
zrKXXnS1V`g?-&i}IQxMX)D>#L`(hS3^;LzlqWU(^OX8$b5xr3okMC#UFDi?#U-GE-
z%!!2Tw-BD|5QytcVJ4$CU#b&D6afK;j<C<JeyPW9Wc36-95Lgp2IQm+%z`&Q!{5b}
zZ<or|vdg)<VKLb2KFbia9h^1jTOXXdJIu(Bd1$)93+3h!ZqD90epFQNNTI4*XqAca
z#R2J_8Nktn|NG+w!3ryLh%mGnvizKfO4;)>`oA+1CtfL#l)0BJxEyjc#E=UVWWv#3
z!99l4xj~%viFWBDc+u&NaE@+^X3355hY-gurvOH&@~W%CYCgUQVFck*xSCk~wJuOo
zfjm5efGb)<)Z7TD_ArQ@&xv#aZ>YETDLD0a<gANU&7ihqUsZ!G4DGZKDMfBYn(l_o
zxr^c%^x=Ev{k~{P`8SY&A&R6Tt}vUYnv%RK=`D%y?ZDLXc>?8STz&c4@lYB3*;FaL
zq;Fy8pIbe^$0l^4ws$NP_Y8a3yALOjE^m#+*dPn{3?|au$UIN{A`eI?84Tj%0O~0$
zX!ux>Azam2uG*FNcJ#LAYUTjoYn4bWCnO~2{63n-<0kZ2lg4JSK2lFuTS&vSsMkDH
zAzs0WecpbX@Jthur3{FUo*A9#*1$HKU>W=GHc1UC{AWUEkLvL>&REBl4Z6c228xnM
z_qAy+BLg^p&jX=u1n!=)EKAF5lj!tb4i%yqO>;AU$wG);2K6U-csSjN(gcFdLx}cP
z$}jxg%sB%{<R^O0H~=_Btv<qAV##X%yYiqP)G*P=w)8u?C$KE=?tSumG*oz!u4{T1
z<$28z<O)C!)aiN-`R=lQICxAYwsLqW!iL8ZoSfpl_ddm70^xpr6Ek4v4TRB*O!WH~
z)Em%8+CM@(UMo8Th;mMC&mq48lQ}f*&-Xs_JpX6R`r2rwF<UR2v)<3n+kd&zNKa<O
zXMX9{@;3-?;TPoVz3D***h!RGW4%37k(7yh{D>a9b&$+5dzOWtPv>&<ZLxp)W)9q5
zYYy)>dV`)L{?r0Z@2AZRz0W{;{PVG$<(3GP)1)ztms(Ll67}>14LTR-_8nc7!|;2b
zfvc37>@Ul?2(PR3jgp039?`Ovx6LH)E(E$(#akNrGXnjf9NYAg*KHQhK+DYt&<WIV
z=D0SdXfVa|H9PY1;1Ab`j+#}~S#=hAGFFv+5xh54uHCFf)}qVlGFAByaEkou6O=)z
z;*=7i^0pq0{Sg&-g?^vKx%;H?!wF&F@^@YTyGtL``*6^9@bsrCE&a0e>-=?pbr<$>
zt?%E@APtAmyj(pJ1e<=Kz3ETHDCQp<P&nE}2gsD+o|l<C{AJMs$J|hwevR{MY82Po
z3!2NsVh+EQPF{aEH*lLhVDOb7pAVG=1(FrP3mn!S@f5rDVP(UbOHYzz06haZ=noDG
zY1+N#`1kO&9akYY|8_ihfZ^!xuAn*Nu0uWxw_F-=Kn_y9VFF(_O5XU*mV1MWpa_k&
z8l~aU!O$qJ{BtN}nQ|HND9fohAk9)PWOnYgJ%r-9+W>>a4TpsY@UDVx-nEI5YYCB$
z2upKFypy+!V`kcoWzTu5h)(@EK%&W*rZ|3FIOlghJ-&<n=TWkC#v&h-vHv~2^n6W)
zK~05M@p<kYx4Zh^+C~j=`z}!rMQaIeMM8z39c|_zWA$?2f+9n&j(jji&_r@`2UPX&
z0wX)^XQ<)*Ca*5PKOK>UcA1p-gE0;9D%6kT-Mkfs&)z!zQ+9_h2%Gt{_jvJsJkt7h
zGpthHv_jH1mt?&6mwI2Dd($Avyq<^A>#M8n<}wNFt?vP;8kbS|zgW7iEk&^?`b!{!
z_$UfWlnnAl5|FIqub)lztW{H8V<et?!VWRA31R&L*Y!~P1=2-_Vt8N0OpDeZSpfL#
z2B-N7?bY#|iO#);wd?FO?fP-G!h`^}8ylx)NfNot?3tY1!Wu6h0#KCZw|rr?Np)6&
zb)!ArS!lB0Y{cu53THbda!0=L+TN4^x0v~Gd*4_!D{Dj#G*HV?r~GYfS=O(gi$*{A
zNBZiELvguoME@zhx$gt!{0iZmh&>qoWW;?+NHQ8?;UL@CF(9q|&@1nu9Fp|aHvU|Q
zH|vC1!yL3q?R@g!9v~YZr9xioU?2pdaPCRWhjCu~NzHoawYlCde6U9`B+Bs5eBX&8
z_uh2&hSQI3H^0V?zR%j<6hULY!xKfvSzo~&I@l8YPmAlj+NdgBy{=y6_<CVc1PeC*
zcGR<Mgp+g?2{$v~rbv7)Xav6VPXzPM#=Wr3_4vKsHQSApYwk2KH&%Y9w@K*C{c66-
z$~#>;MIClfD8w?^<gvc%aRRD3*UtcKJ?w~-%)LZVAk7^gjPhedl1BYhO!D?xD%%3k
zguNfpIZ%TOtodb~(cz{Kigs-_1>Vvh%oTZ_E&4#57R7B`2F$oONg2U?V&XrfiCc!h
z)2#Mzc&m=zO#UgGzIQGp(T0#N?r(fi{jd6;zlu;WVY{cVFq+gxTmL1zwzjsavb{?K
z5-@hk=H72X9K>TJvOOj489!ZF<e*qj7DXHYIgitp)twdOjX9to-vb*?<j)EZ4j6*7
zZP57sARS(>THG#%+B&z#I)L8MJn7=j^ERIL`A1_W+G~5hpz593@a@8*3?)p{<%h8{
zTxj>1NqCv3=jXWlb#c<E$eG3NEnp}?TYBXi4F1AYy*R0C#HDW3)zxa<$|<?!bKe`L
z9c$=Y&fQK|2;R9V_UeWaJ)z5c7wET61HG?lqyN*oj=f@Mw8IZ#d$L`mdHf}PqPY?#
zkL##9bekTyoEu5gm)R^czI>V<Mb^08$@9FX?eJGUTuytvcF)-7Qhg4ye;k%Gs1m<)
zD_aSJMH@;v^(%>>GEIMqo`C>QP<jP#HGmt~^L_)m=K8e)-#C5l-MvL5jT{ynQ3__=
z!Y3)MH1Jw~u)41%)^A`Y=Zn-67r;ar{pFli%?ZGsx)1J;seJ)pxmN{<^RGnXt+~(8
z<n!u#aFS-r=6l2T`l$Z>$-m&6@pIBP$W8z2n4aH4sNAxcS&n4tBm6Xn$lt!Mj85)y
zk>>h3ND^n0IVO#%lb3WQIbY)Rvy^lFxd0s9Nwx@?x|KBI2ukr)Tz|mo+J+#9+lHBm
zJ^E7v-F%0zl2^ec4rPA*6+ezBtl&pJa7c49GtMoXa^c5QC_nXB!@O4s2iKN*rFJXs
ze4`!TRP*s$pM!_hzat1(T$#%UEgvF%7O&24Mo5`FT{<_mc$ABE3F;R*dR6wf_U|2V
zleAQd_LOM^fN($#a9d&d_^Obi<B+tEb#+87shtwO)%o#Kiic~^m%(#-+<ujvcfI99
zKk*0O1N2bBVPh&rs!Q?<jj?R)UwcL*JmtOXOS=y>T*A#N2pbxN`1GFWuid!ckekbX
zA$eICMa(?xL4FvI>PW-5T7{Ako`+d*@!pc^H(>&!SMVF$aWiUGxM?wak7@f1d+ODX
z)gI8RV+OUa6EE{6ZwA6~;@4LSc}-P@pM!S?4qAjjTb1=V+P1pCk1EwKkPPk9I#zHl
zo(ysGr~6NYaViO6YNfX0^=x0zDGV{wes&)NgU|X8ai>;*&0Y0^?fTbr4Pf4RI=+=X
z`?K}e2LkNeF)x9&=D67;mJS%<M-IzSy*_s6|N57@F-ckQ|C}u5=DZ*EM<<LTOJ2b#
ziA2$UpV{MthYxOuEcW`k(0{YvwB&w%wFHy==_`GSZq}H?$8EVKw41vRTQfXq6&Zo;
zy;E&>4(&oA+X!AKLDbt>?)ms0(LPb#pMlB+F^mn5g1x>Oso1egoX;%gYJf(v5Xa!v
zE&WqOdsBFi`;+n!zvjY$+~X3dKk$TGbdzC`JO$=n?-2upxHBu6xOaxz;{o^Zw$hKT
z3I51oU(LR)FHnD7Dn9#xO`^HO>L}~TXJ?I$)ob1Tl85(!TiR;AuYM=TzEaNJv(F0t
zUfGOw(#r#wqg@EKw%~=L;BhMarvZOGQE(OOVZn)bN;n7*{Q$~dPFnqI9)i9v);>ex
zPE4bwjtP&I8#%~CI&(`e<d4Op;4?_j$ASz@x~9^5*SbCn(a#z8&RWeq_pH~GR62Qk
zG;oe^E@i`*u+NScIFibIFwg&5i6>X--5ZXKz49G&6m@VTN~0=|FnDw=SLzt!#Ow_x
z(ly7riwPB$37&s?{Xwd3aD=Sh^+yb1vHY}8zzHh={p0Hwy=eRG@|Q%C0eis2&{;JA
zd>>w2S#^1=1NOJyY*p}UMw7i<PbBnB7Y|m(Ps#1!UMRqarGb33dD&ZqTb%<>jeAHb
zmsgS!Kf!{wFp;)<V<bOR&%kWY;Y%!u-^%|wukMPf23xx*Nef?dXn?8vV_V66Ajp`7
z-nMqXHr#nSLm+<qt>=Y5pD&4VPvD5$Pz^d<DmW2vM!@?)TfSxA$G7jYx49qcN6B>O
zB4I=lTXKS^O68CJanngKs@~BJs2^d{|2RbZ{LX#jJ`=v+l=;B>kFbB~v^>h3^eC~T
zHE0_qGB^3L3SQ9EFy<pDd-ms<wUf7Lb%<lkV11&FgD4fY`Gzq`4SodiM1_0kC?)e^
zDZQ6Tz|tmTo(J-q2U&x~TM0q*-Iwg%){bh2KQ`L|QPQ*y!AImySoBINdtB+z=v?X0
z3wsH^zseZqfxf$@D~)c1TU}`6(|U$hkfZ&(y8dcaPn|ydlWGeO&f6(9oc?2q-z@$q
z7MDTJrBj}~$&}_FaRm)k=?XJ4ur}uK($C;<)J`W@(<oLcGPlymC75^X{g7Y0$A<1>
zz*64fN%DK`lz6|hfL45Km+9b8_GvxDb6|AFewVHiQ>s@>cIn<D{UN_m+?<V%e4-a*
zRsx+q#9}(I_xDP<O#UaTb#Tbx<*D<(On3P<dirFSod1~Q5*1||S@j*f7j+#U0@qi}
zqqkn-EmH%=+C=Z+v#NV%Ywweqif4T|N%Ll_PT|hyw(}}UGszv2@T#FFiL`QJ3g9ri
zeLsfnBR$x8GwbrwzAAG(7jXvTS^LdyP)B>o_2pSYWezU|`Q+OX5LH;<DoY~iJ|2kF
zM8jzQ9e-~1PMp10jW1x8_glpjx$0i0i+6}SAC9ikN^76$bvmcCxZy?GWxcfr)!V0a
z8C%|*&BzL4;iU{j8!?7PHW+dmgf%YWZ`c#xR<g#|8a=d+6UJXHW&Zean7kmlt`jQ<
zfU8Zc^;rM`9#-9Sy<6L-;lY8jj#6!5y%NF;7xxE+6!%z6-mUvCIYYT&ugY#q4MWVi
zKZUUMdzBx73Je$MXu<#^kswH4c<l+q$SaNDscB*)!}56in=Y}peILHMekRBeM!yF$
zd|Gfn$Vyqy1Wn>SSJMx+pz`18Kxu+f(~LPUm?PD4Q(r{H0_~y3$GI$<e6Ej6vGu1v
zW(5>H*M{+B64<E*s5*y{w~UmkaD`dC9ihKE0Ij|;nqSk;=IldceXk3d-SNwppg@(}
zyAN;x66722{TKO7`~H4j{`<G=*sOFv3VgJBkTlq{i5WE{Fx?QPZ$JQr3P$wqmc8GM
z$RxDr3in6g+ow>|A`dOrI2GXS5lFoD8Heg<)fNZ0>MB4VA!pRb7{w5!RKK(btkGKy
zz#f#k+N%@UPWKO0Pry=%zgcy%I`TqKH;jw8-OC9;ONH;x*Srnf_eT}MAnz*3xp<H!
zf}GA}FgIm=by?ub2^-#yCs%rnxsO&C*SrQWSkROQz8;vJlAZ${99RCt&VKbFz9F2U
zV1GBEl)MIAo$n?B*GXLi+L$Dv=MHCfN@_w3PKc)>F`Qp5Ef%n4e|=m~ysAe_%&u6-
zRjDbBHka$C()Ui>_{<m`Y3A5m?=Lq{VIeh+ly*kyoO0VO2umK)a@_Q}kl|EVrnd*d
z@8t>>V(D}~aL8Z5Is@G1?T;fXu}+Ol9*-$z7ee0%^uGT7Jj50uINTS=aq}Ssj>pB*
z-|WMQA=ZSgAYZhs&6|bDdyOeAY8OXrGtWv4+liUgzgn;-WPIIgY3b^e-8FrwNn^^_
zLt)rY&UqhDX4H`K15R!KKKv&w;6G%|GP_&4$eTtm4~`~2a4cF|p8+h~%8x`U8SqG^
zp?oIa$$F+aSF=j(n&u~)yWssQ+}l*s6l%eRGG@dVaJ<0g?kTRF&VRH2_v>{N^6-H|
z=*Z?irN8k4cmGA-K}~Xm(!Iqdgf(8Ss3`ZJSAaAV6iU|VB3Pas^hVvb-PRAkf$2&e
zN^fr=k%!<*8_)Wh3M+9WMJNzzH$G>kzcvBHU&s)Od=&@gEo=@cVZ3O3f^3b0c>EZ-
z@2bwW(JNE?QN1%omFiCBzlar;h1d93hx%U7o_M@_t&g>8tC{ChxMgWr%xb$C&TC()
zqXPDA?Y_UP`a(J?7?(YN7zJk4NjwU_p0h67r;)(o0$@fI?S*h-++SpnDYJi}1d*sX
z=rRT$!h$1`Y}G$#^2U{0l*RBV&HD#JJgRnm$n!O|g%vtHVq3Z{BvC%K!K8Vf7+lh7
zXlfCZw6yc-uD{Yr-u!|(1lxE|+W89UFnn#{)6!_3P%4}{X0jx7ge~Are|c-Z7oT>X
ztS7-HuV?a@RRM6pTW&iVbV5^oFn@9K$-j#JgmrBk{}AN`W!gDQf)Dwhj8vjaj<U#s
zEZ$w2D$i64RdgcbfqnumK8c?TOG~cH{d6_l?>#T<c5f3nCw?|DaQ`04saIQ89enS@
zG>43@&6@$C@EFjCqLYT0EZp{aoAy2;)OZV1(h^@V@}=8jLu3u?frz`8pu%w@Ax1pb
zc*3Dioc)N)Kr9>+2<82O&m^wN!(4(uaU4}i4sCXKwDx=K8CEa??PCg&hC5!qGF&au
zA>WM}Ip&2ji$0M@hk>fxw~4OH3wEvGuJ@vFH-J@CJrMnJsruQWundiJG%jTpk%!Nw
zexL$5(IE2Rg9bv9Ys+){P_^pIE8cj|bmWY9Jbn~3z~^%vVUleFNpLrx>#e(5Hu|l5
z>Qe_FO#PlsCRY|gcH-1iaEe^``5b!k$U?+sv2^ar)%2_0FZ4qEjqg#1SNKlScEGzu
zR?DiMO966A4*Lywi>Lnf4jc3N$@cU?GC#jP?Q6!5EO2FKJO^8I`W2+}>?ZcLekcAM
z+YW7KN>^Ge*Rv?T`XlzmDr=%)SF~~OaY5Q~e&ny#c8jZDzPl?Zl{~qUHg3`ba7|c2
z3UB^U$wFVb#z^&SWm(A$Q^PitzZdfsq0b=ox_{H2=8d8lWnb0tBNTw&aL0LPXg;*?
z$W%Dh7>E(oo+&e5XfqS&`z?<vDNyT6@~q7LTAE1Ca7H;VVPFK_dte;&rcW^s1|Th$
zC+OMkKFXX65{(i1AR&BD@nIH}Utw42s|3@MO0^ZM^gT~V2NMHzSK%>op738gXlpR+
zvtFJzNcv(cx(L}p^%USK^ds9YdZ%Z9kM3XhaRkvXhF8PCGm*L!_3694j%D{d6#u?*
z017I-kcGKeuMl_h>)`r%T11?L^Y2SM1YR{(IxxZZ|GqNxPQ(E8w0+HOS)jCJvL3+c
z$-OS<M$>Yly#C6%bl1XD@lK^nydOtYq#?xX03}n<Mu$t7rRdAMBlBmH_qVIOU91mf
zJ{si#x-7h!@Rs$v4}HG<z&-%ylDK&RzufQ(W<0~pciO|j_zfV{;Omg=2ruBiN>=y0
zyTJ;S@@jS?&zx!g$E%<&_m-~Uo)Wf<;)etr<|PgcG5Wz{2wu&l5(nWakclfF;;J%%
z*x1e9xW<ug>Zfs^)oPsbx>l#`>hbX0P)i@FY>*yn^av!tzYw)4?aEQm;=}t`{AUgC
zKMpy*l(_EwW+DH=eF)DmI(<63cnxTw-%|pwiiHe-=`7IE15A^XI)!IX4%0bbDIMAo
zphcG+2CTu*l2dkBXq+~HhM|ll)$iVApVv=O2j5^t7v~t*vadl(;RKlqmk+<^S%*t#
zdET>v&pWD9=uFg4mw#Q@p1uCG-*`)8VItQ7l&<g2>xXPtGJJbRSbT=x;O%jFUVYT9
zni{=I`m;@Gb-YlX^da8mG{n^PMu_qFmfHvQbwcJ*G%sMi@j0Y5oU<n|QS0Se{w@->
znl8SDG2F#8`)jf2HyEf*oo5TF3ciQV4LM2uB>Tl1M9ys0L4?1>*gGv8bwdSoB0H!^
z`Dm`>lJ0jQ`elP<;t$^x&KBd-Nbfl_%aKRiL4)XT!hR~891g{Bx54XJahg?t%lE7I
zn(bN?+@IAhwRO!Cb}R?#@n~W=jrpv>;4TKEa+1-3AvxWNNdSYFZQbKGTracaeSX4b
z-3O*#O_JH_{A5g&d4T^@8U0SXJj*Xl-?)moDb?Hc2pwU$K7J`3Xk8|nQX>1nux{vJ
zkaQwMH9Y}g%#;cMKv(n1gSPir0=~{Gw*Cox9P_ut<Ie&AJ2G$@9V*A*?nPSb@q*64
z(!vn(9BEej2_;zf@MokH{ZK4xp0+1ZI7VN_eq@8#Ui)m{0~Rw-U+Ayb?l$o<Ls&9K
z@uAlU!Fr~_um8^RzvCo86Bn<)&Ej!--vvm6QhykBB_Wu%?bYK>mKW-;zAvt$_(2vT
zNS7}wSsQUZ9tqbM3wFys-ETSHpaqOxf6aW95yqfo-1z?LPy(N@vHFdY`%<5)m3$`^
zx+mNcijh#I-zQtsG#fx;=nB&y06tlyN=dekkhlrH)3TN!l{)ZUk(Qbg|4dIZ_*bca
z9gz?3N#}#&Y6e`SvX6{HTe<SrU$*DWg%4Povq;8Q*<?7Ae7(^*Is5Ydr79({;j4;b
z1w#5I6oNj*UA2FaiiF67)<5_ndeIw~CCY#j4S1p__jEixeg4q-Wbr4KcskpsQ&*B;
z40(^GR4==Rwm|XUa=+8!s@Ye8y&#%SNlwBnYuUH!!ZeX5s2CbV@8Pq!z|YPvE)G>O
zy&CB%-PL#Pp=hU}z>D)xQlt&@;m+DSS-02m_6s0d^g}8S-BDtl%7il4<gOWtx5-~J
zUjv`UUBd+_Jenx(gC+J|!yTl=WB6%7u{jfGij0tF3VjZJ%z-XHxC{GIeE_sY7`4Ef
zovgX>6_{wgP=}T_N6GydRRM)6Z-SBU+hnUlX+TG`-)}R+Yc|N|N?8!Fz0YV4DL)r+
z7(4%Qc-u}D8($VZSQQO?ra0M?obz1hirr<{<F+MWIpZF`G>%v+dBaMXAY-AuVr_G8
z@Tb~u^W#UdPRy~n|ItyCCBqT^V~4j1#f0vC8tL!8DBd6bc_AhM)ckotA_Zqt_|HQr
zWdq|eV(y|uJi;TJU0bpG6Ah@T6-E<Jb4OrR>vD9CC*tmGxLd1(mJ{h@#v`9LzX{K0
zuVWg!2T}iJBvf|-^Lv47$Y+rD<Q8He0+faRuFIc<>0AetwD$}r(TgJWfPIjy$Gc()
zJyMNV2hFDqmT#dqcGo@RQ**QYV0-|4Mz-_mgno<YCs61vg-K_sdH2v$`M!`t*WCLP
z?u^UQbuwdy43K-#D&lb<S~u6eR%aFc`_agKwIm2X@95kd0V!h7ivAe6nAG3iAib#X
z=b1hZz4@-gBW1H7ltZ!pdl<dkp0BPFURMd-B*y@u{MOu6_fn@lbq_(#b*{l>?aKI=
zfo7?2zn84r&)Uu}<(odvHl2;bMY@DxC*O^n$q3=$Dn}AP!PCxxIISxVhVbWHMj0h!
z<Z!QK3Dia|S&Yf0{^urjY{CJ%8AB8(BAKz$;QgzOpNEwhNblt1bG+myIm3)-NTo@%
zgpA&kCFFgD=X@{S<^3c8`N9#-(<VuPHoHPRy=0zXQHi0#oBZ`A)`<zL6Nxl+e%&b7
zB-2+jLESYZ`qWZzR^bc-QOH<yz0<fCa(cz?S8O=`Fhk5@bTL289MUlF_>Oe7N5^B0
zmmO)!{e{yPMgiH>28RPp`C+-QQKX~sa(t57`!T-3Zq3gslU5!*$>c8zDq9yfa!<5%
zlc9+MDok<x7IJB2{XQjyDbz!Ts}`sDxqW@-D`J`OfyWyiS`eUexAP-m&u>f+AJp>@
zuvGxzbp%#!h5`kD^t3m`EY!AR?89B1pq)1awDmba0A2r8I=m|<h&QzUWyxhFdC8XZ
z{an7{T<@S!feB$gp1vRV<Vrx~Wguk(L-iMCn0K2nK1DE+uI7Wg53oXtEO}jruPF<Z
z>?m%vD>QK*qLt=XJI;H<p#L4+=svoXsgT=mf4V4%Kfx=w2ETB(?AhyweUM;DfaHC-
z!x?<$u7?z<AxFyT^GZS5w=Ad#NafZ&A_s#Y#+e%~t(iay0mEAnLQT#W(hpCdVO7no
zH1F4R&sLM{J!YkAqBukt$Yi=7+`ff-Z$ME;>`U^x=GT^vZ!7n{D2b7k3{Bk!U#7>K
zl<s#Q(&r!k8RT$>Fd^!rf50vC?Y6A1M&6oRvwmI}Dz?&rI=dLxaGf5iz6N)w^K?42
z5=EVWsEm#YD@v<kteF|XRL0Sx^HOQc8B*6@-I(mv$u05^*LzR?7LWdL?7JG;yzy!L
z)m$cADe+56=cy5(vN`P)A>6vZ*|X_I_x#knFU$zAi7pBP?zp=naIm1!F*-W62P`BI
zGq~OOn%$Rq*fX%_XEf~Dx3<SS;Cc@+mac8GdDdMIcTie*zts}1q(o6u86)cFG^=yJ
zDow?F{KC-jpw@g}^<E@tBXpMpn(c?8rX+M~Ah-Yg_G|-U;xW{>^0B+{a&KmKFBf1Z
z1&TdiM%R;GzsVej+BUoMo?k84l6`CVb%w4WvoEo^sDHm5o;%0~=5t_(jy+EabO}!&
zi+h(RGpNH^(rCl{<PT1+eU3(g%8el-nZ9i_ul)EqXcgA8yOQ4fOP;E7^n|Q+IN6#U
z*rn#U>~u|nQ-dbNtL^LCRod29E%fKAaNWFhzmx>HH@1t5h(eyWeQQ#|KmYOYmJQP0
z{$*7184r8u&4Gw*xa}qJ=l1sW>60BM8IeMW6341Y%1@#!ErLv=2P2{RfRB&0x?L;p
z@(}>6dv&!P7~_X@0ifihoU&;zeFfdZjHQ(AS2K%QP$Ic}43kk~uzy&|j*o1OLi>vn
z$Va^oAid<>Xg;%Cbub@5IpXW_aH!}d{EOfE=f&=6%L0TtrpfTrNg_CDx*~NO$33#)
zTnKL=p7-T=KAg|*!#ps58gJ#^MajHtA>DanQRK(|x%E4OcVTybKC9QNkzpN*M)THB
zM@Tu`e}n8`#s_eGPq*!2e5S_)l;FH=6}_s?pDd41U;*HIPg|mG+3QSbfnp23u$hk<
zB|<6%F&dtxy1(q}r>d5+el~WD_B<dNn&bAP^d2f(wiZSoPu!Q_Nxt44(Ey!pHec(T
zJ1gwU+hZ^+!!PL(;XD+>^KUBP|JZ{lbJ@?|>Cl7l_vb6-lqJ~~g2;@n^I2wVq&?eg
z%tgM#q_f~(pGtUvG^5uATTo?t6TBuZF*=(oD2b5J*gr3<30&agqT1l!yTfC6brgsp
z8#Eth$hS%N+Zh%VNY-{+F^-@REV<46abNoY2MSp~ob}?H!DMB9zyQjOE{V$s{%5*j
zDwDTTv8l~uf3CFyO{^Y3JqCtQt~+yPrA#U?C(f^WvOnUz>HB%yBa=9O?gM?vRd~jw
z_0;rj{f#c`1=$yut4~-VRSA|>4tcpgjeGFU-uOkqOt)&2`0E7it}ym7hGJXdU2}%f
zG*EN68>cQjfVNd(pM7mxntoqG{dkC)ji6Tb?nmzAhb~woczm!#wv}s4<Djw90cPV*
z6^U-FVl@3@<~HC&L~7&ud$T^xhCa#q+L%no0>&oUup@BZEM+uPx@Q6UoXXj(#(UWK
zQ@H>6Q}d$UZbu(Cf+5cBLLLw+1>oV9@7$}VK<~LatR?`#oB=$_1K}CkmXKBr4>1c!
z^UyDaKAzs3{QZ18Cq0jQtPRIrLTCH9;reBh@^b_odsMQ8d1!CGcqY;b)Qxj7ZOM7V
zsO4M2n_jca%lX7#0@y7%oUz%I=^uYZ6dTXrqU1MrG#?K7sn#C+An5s7-fxGI&LgRu
znPJf!(QCkTxF2ATjCoe6`1iNK9}I~Hh)z+_mxZX4B!Lt9ZiIxtLqO*J6PI2{9y<8P
z#Jc(~-38aJZTFLzUnUR#@Kbl%rgy?#i=+B9@=|}y)h#ljhbah~8^!ixaB!XkD9ICh
zA)!AM8m7DM7C~0PS7F;&23&{oKt7iKDe*u#I^yMYNcek{+^Y>G<CW_Xy$As6A%%Tr
z#l$bkXx`1z1X#<`&LMg!{YZG@<7m&{tFUd^du;j1az&9hB_xi*WucYK?A-BHl67$D
znsJl|v8wBJb6=g<jlCh8jtCL-{cE$q$j9VIP|wkFv-`o$;<t8pb?ePe<`L?_lullt
zSbgk#yt?(5TF(RbI`1ig8|FiuEeRJ-V?YevWI=66U(Sg-4SpTwbH|VI7xlI<;^l~W
znAJCDjHU5j1+L89y%73)v`2mX<hKO~*<0nGabpYQ`Mx)y@E2+|;r;aa0Zk+X207d1
zFW2>*PHaBe&7lM@SPMvSiu+rc93kPiTtA15Wc1c*<L=SSoI{T`6V{}##Ne3}OzxDS
z+BxO@c)wxn@|bHdnT2Z}+ysXKc@FHzV4M&mE;iNE@$YoH9DcxNyiaR(8N4(N)>Kzw
zMoHlSyyO)BtD=|R?i)Pqdpgl`zDcy-dS{V4+^Z|xY_9BH1ii6Xb8u*n79xGXM9$y$
z4nHY}JR_^)J=bUG*aBLydaMOY#u`+Hr}^T#t+2YHY5AfVEBD~_9f@C13rq2oXV~^o
zFrbuPUwR|vG=U1q+okIig6YG9D!yE_`Bhq7ZpGKjAR29)c3CZMctLCKsZ|F4_AL_9
z9H6EsMovHo(HUroQz@5B<1jNWk2;!DIPU?YoKTRzk~#L9UlUuGj?`Xia{L5Q=_B#H
zX<gQVBv-=ur>AYzD{*0-BZ%vT6Dh%t@O1Z%*?Xb)f{{}Tvfs|k%Y?yq)2eU<?48r~
zR8VwA`U}TZ1kGH61Fij46&301{i|bl<6n-qhi8RbHKe53UNDKL@AtGZy$v4;i!pBB
zGrB?^4v`VaAB$LeP|ZY+rBuIP#R~mVB0Uc17rXUqpw*wjSS_$7_wv%QOyXb63m|nk
zGY*yd<r!Ej*qS}FT!GKdQoZ%A=vu{6=9D0u7P@eO%noG#ct(8ZjWRdAI0qKL`++Gj
zls*TP*Nvy=Db#;X)TH*7^85A+54oayhu|1f%UDxfZ@))$R{=-DH{-Mb({Z{myNr<_
zzM5Onz%?5B{oVGWs44NqP1j0KJ{gPzU4#sHS9OKZ{ySt86?&lMQan<gc<{DV7^A_I
zufBbRrEJl^jQK$t6h;=ZDo&9)-Rl)h>NowvM#Y~O-vBu(<aKNeXA6W0=_^RaBAb_L
znVmTjipkj4HoG53Nbw*e)bbo^Nd-1o=6xuF{W*<SGkL5p!Rw*f;=Yzhdvuii!?Let
zX5A+X4Kwk@En|qG!i^JbWyC(dO|=j8UiXl9rp)(y{G@Da?|!k{i>VZ7stxb~NXzbh
zAYS{Tgdc~qrQ?bs=5|1OSQa3ds(CrFyliL+_&*X(m2|j3V!~9BDG538f;U3_GoUOb
z?e`pcyCmMDdBdL={|9JHlpCU4I5ZZ&-zNo7#T{fhh|ljmBpuG2PFYY?x)sN78g5>u
zD~HqZ8-~Jh#gy<JpVJrhH)5WQ7tQK>rG5qWEUkwzS$=orrTp3gf&@Fcxm3;Eh!$KA
zg5OV*-+W{CQ*KXv8&F&u5j!%+?rHqG>CQkU$`RkGgG%)7$sg5OtBlghG@lFkQ(XBu
zSRYKU0ofOCLhtlx(ETZml#=y40f?=)@*RjY&a*JmnH!8EMmW2u;R?lw@Cv~?(sp0X
zC)o$eoPXx=`!U{J{G%~%KU)<BR;An7^9aX3Lz(WEY<5j8uKIkzcFxLp(+p_WA<u*e
z|D(eSUBMR&4@gqkxqbPXJ+Gv`EkJ4O7UWlb*ZU<x*!1`U3Jg46-q@Nry2a5Mgt(Am
z6Y`Do*8qNQyO!+mB7P#g!TQJdbK6FU4Lw=n+ThKxCWfUn;_?;1d#%W(pGN{#bT0HX
zN#|?Omr%J}2l&cB3TQM=Keu&36W~9@EY=+<xU2u*_5i)t97g#~A7?~r!Jgiu>EMs=
zOBak+d3~gSVPys%N_)Lz7B*cB?4E`<)oseN9YFQ8tmU{wdw7E#3(F`VL5wjObW9j+
z!D@fgoBX{#)-PP)bjg&()`PVbK^ot8FN57I$k*47xlpgIYv1|`8aL-SJVxTHG;Ntm
zeiV~^efO?Nm8K|l(4Ef9S%t>&LBzx@r{BsAlO~&Fv_1(lctHeTuod&yF1E`tnCQpp
z?UT#ujdWh;hQZGHXx0PXMUEK60#S6sp4QO16mbm*vv?Zw!@e`$$$W%o-l|%IlYst2
z735$~kNH7<7H``e57L-?ojdQsvl+aS9*Z?bMe!{+FXEBd*jKM?Xm-BxrY~pOz8u2c
zl-R`d$}km3)$_NFTE;W__tWR5uiRxKDH{3aT0ugjt(3FFhwQJDz0t?!Ky;Q21^<y)
zuTeSWI~k_W|JGOst~LMX8#&(q(0N-NUV;rV;=nr)X>-26`B71isJiAMB?Jmd>8>I#
zDR;>BlK60Ho0^*)VPO-@qLe{ijFjMgGDfe^7ZX;)(VV-0kKbJ(>bdi`0^v<!;7@)$
z-Pi_=;BJxY-|?@7XFns1nMLadoomNpXg0~7Q3<ozKT5^tBfw8moIj+e<}KR_tP6zM
zRh(-3X;q3=UYz6FU!Ju6JLgS$+T!7`Uzx<i-PedGnreiXv8Y7QeK}oqy1)#a*~6m5
z>m;?hE{KvvpZ%OXkN(7pnj(ezfSxGJF)(vdm>=I;rW0|KPtR<AKQ&2MIP&R7aM#k@
zk3Vcf8FwH6ou;Tr%DD+WujF0?EL>jxm+2oxABQh&i-RM#-#^^$+RNR1=qf2oT;Fe1
z@o={E3?z$mwIvORhBdK?t1RU}HNVQQc+tzgejZ%fP3_j(n_W0Xi@Ns%LHiNsSiR82
z?YB7j)55s2bRk)k+gO+exM^Y)J-rX&rE#4rmS>m_nG1b*GvT)OC$w_XZ&{vMt|Cc9
zmfurtSN(H*AH@rev*raK?rwSf?WzK`zBqS%L?GXkPeVclhXBbv`KeL$EwNGH#ys-!
zC!1luKDwP_!AT7KdC~hTFW$P`r40J^Q9I4X2U7pr??Ac0(k8JM(Fgf>7T(El$bEV_
z95SD@Z>(Dos&S>kNTXo(^V*_QM_=zb;iF<Ag77$&?HR+2vpXAW-5w9!_p7UX#{Miz
ze%UUsUJfrgyyu2<D0^T(_JUZwoWVN_Y~4!|E5VVU4ko##B|Sc%l&89YV%6Uis@^rB
zHI`Z3b@mx>>5b_I#8Dxvp={|XTZF&)!-A>Y{h_if3(1_*NzsIvYTdBdt75AD^mn8G
z^cTb9R%b6|D9D31d#GUb&yL*`1b#bFka&9Y5|x!tRTh%YH7MrEB30myqrXHK@XFH;
zMkh7K$YSSD&wD~o_e429!yZVh?tCjI9o+ukFpbk2%kX(24SaSjKQpYA)QRaV0igz6
zG1WX#^nO?9TF=mJ@F41->7Amv?B%&H)!u!%4y$ihwhlr`+(H+?)L+s4H&rYcar{*}
zcfxnrSCR3pX=dtO)8@{O`=TIc;P<5|eZ8QTFqB3XZif(VWw4cX&?2)DNIBf<N2gn6
zleZu$yl|sAT>G<-9<t%yv~EOQ;OenJ8MR9lNB7o9UiWn3a(kO3VCLzW%X8xNg;;d}
zTqFBA><4jNgIh;3$&L2)^D!rgpA<&Ff<D4m2sAaGV$(L;lLzh6gsn15p>b`};tp5V
z&*OJ|hx0@2ge#E#YYfK=8Oq}*$v9116__P&3r_XE5%^8RfpbFHxQD$hK3$HT!evlZ
zCtqy(@&C*f4j@a#(A!#%(E%&5pX9Nn9WSDWJlfk^&zAYoxMS~EI^O^lkD&)7??(^U
zBxVz0s-JHJfP--!Z&h~#R&H+++^XLWuX(*7LvFWHFIYt-n(&;Qw2uYFK>DM@Wxy}N
z$o9P3E%u<xcp*Qmf;WBZr?WS%4*n6%2NSH-4>Sjd<nXx0#offNaId<58d!<Bxj~N!
z`!;=2Z+gnl^M2Gs|9Psr{nl}mkq&INB1%FQe^K@jf+OwxLM83->_@bNg6KQk4n%N}
zI!(W4egC`t!WK~S_wW_2KytRnCw1PLRNN`2%nM~Z>?;K3EuWuR72zhTmhPR}jr@g$
zxMl50?*7d<))J0&OZTUe*1jHk%$4?D2=95_Us4po2jeX$0Eid0YIDpN?$rY<`^9>w
zvz2IUz!~e^%;0e4V8pb@O?%*f2tCXEMx(*K2m7u<D_elPp8ZVr8z`f}DeXk1JME39
z>bEQ!;nCV7cD;i9oTd$Yisz*rZ#Uc>Q~R^O-0rByY1H<7ME=(u;Qs>zwL6S>v^%@j
ziFi*M!zp`BE2hDamXkg{gYSG`e=ODRt3s2K;#gCx|8}y^w>65;X_Lz{XBt4dKn)1o
z*=Nr8+X`uxAM_tC3!E`e{c(aZ66%3vA2|t_1)<yD;K+f{6RAxzdDO%Gfy>TP=Iwo6
zRy+gY4@3&;WerE45MMlRDSKy}Ws7@5kj>5ektQ-C;f6_D&G2s0Y3{7m##tGkd$70g
z-`7gJj|#{tqjow(yY|M!u*dyN66}i;WU5}`&%zA~8`6s&844t!@i=~LnpD1t*INf9
zS?AF+?CXW!RP*}w*z;`O_+s5@KZ3=CjRH&Eo=z}d5e(zKJ6>^Hc3PpC%_z)yCC`&%
z{-IeRH+k})+RfVL)58dhW;Rm)Q2VC5E$T`6<Aq5eR7>cCjPAZ<X(k5)$V@urMca@4
z=Tjfcbp%yz&jmXuo!W^ZyW}|BRc5QN5T<0c?I_)pZ?i%F<T@l_n?MN^U+{_FNe;&m
z#bdbWc0f{n+FbWkefNNWrjMaSu#ciu0gS)7Q<GG*du3#Mh2dR$7bdt6i2e$4T9AO+
zBDX}Hel@tzwoV_-2TOZTeRx;eVY%tWU$}i-p>_uUc1#DTJHQBUH~ky}pE||ywyaub
z-CRkhA@vwE>9p>tdv&a>lHz@9Af8bYhhO%R=oycQ>-8k??C)~|!UFtTfXd(|N{G{$
z0FsiMlnE2=>op>2EI)rRVSF0!n#vv;Wxz;3<8u~?G_(9d-N2-?gV{5D*nJlq8YAg`
zG=;o4mh1;_2-*^T6FUTu|3_-erL-cr4a0F^kSGljVrBWbCMVbn|Hdp<`n%A6@2RCv
z2mQRLsjgF0L14<@+$ByPfN{V_8vP!h(y43jI(7f5PpQBBRnenTemGzoW1}k)=jiQ+
zp`6rNLzVtFRfD))SM&p#KUxJ`Yx#ke51`^sT*=k7289}*+b+u<xl<@sc7286<?&IC
zmRM3o?oP~p?!UpFQ0C7YnReVafu-Qn7V<mudk5FThuewkbY|$=e?{Zi-;Xvrb;50i
zbm|nP-+jKuD<k!YP56vJWr2(IQ6l+CeJ--qz!pFsqWWbd3Z`TTB>XH@enZ0RsL&Ax
zwp{KnVHbbhOxNLH+dhi;`oL!{d?1Ylnk>R^Rdqo7mQW%M^5aOsCuSww7HF~GbdObD
z;2fX#+r;1BrvaL-VLDw2g}vn8fl?@ieM$G$x;m<M5+TB9jQuY^%rMg^;6m{&1|6c1
zpv3HAfI{2t0sgbyH+4A9drUMwi7ww-P7R$R-Rjq)iufgF&%z|3mA$O**uMFVdu65C
zJo~o>zDiw04FFc|8;=i2AM`W`CSlJ{C7XM}=<iCg=HCJw$l@u!f!G#Zj7u&tBvbb{
zJYnL7vj*{ha?f~D_H&j_A4>0T`TG@pSL!)P<lcYM?(=QNko@$M`;-Mg;1kWUqy-mV
zktZw{maUvq@;IoEPY5(={ZmAxxtn|KS0noE0^h<n7eAtBUI&ASfJY1J$d;fle4qs9
z;WG;OE%>6I@WF=S^4aU+QMwO!=zE;3$EEhJyoL@BvvFVgl_)ur;$&-GKDd20-JBkl
zaJToMZfSd5M?)z^vUm5z;w!Lp#$@a(KB?<Ncd;d0LmYzYnOktZTumbVsHNo+aO+AO
z0`i;HC@Jt<W~!?|bbHb#OqZsF+k!{07wYn&d0#U-ea@)An(4CIDX>RFK0>aWX+z!w
zodts_sy<Adh=y!8Ai4>)S&fZO9i02jT8cj&AQM49+vhMGAxpE`*4s=H7>LXx)E<8T
zn3AniMEe3Fugc8AUsoy=J=I;<lg}U#doH(0D4;_N(_o49efYH;q4D4f&+}0HSi*%k
z6P*1*0RlXw3R#}Rel4G&qW{H*QqekAIv(iuwT63*H+1oVCTCb!x?f-WUKhlqDqz3}
zI~+h*Y<A%0em|3V^765={Lf0r5md$-Kc=FIm#(&4S>vfvdN--BzDKBp?r(U%pc~w=
z?~DbZ3>=`-gz=(nYn?;bUOGnE5<GrSaHH>$89@UZSMT=^Hbxbvm4VJrELrAhr2ldR
zBwwJFm|6L_KxdONQ7d`LgWaXFgjQwll5t9kccNd&m5s<P_&RgD<<|$w*Q^h;S$Bo{
z@bwVnso)+3EUczRq8*{&M%^QL3+W2gy%doQUmLzp$TLVghuq`(?eDL%&iYRWTH+`@
z9XxqO!!r`YVmxTeVCNgvQvNiBi3^=_FoLg12UpFY4#SfJ7fjr6rVPY=+o$7n;V(p+
z8!y=V0izygl41N-Saa_83?m6rpuyJzf1{l~r<A5Ek<QS)(H*<O);B)wil@moO@M?!
z^G?hbPxmUBrsMDMYTr(pX1<+-rNF-0T!f_f^^VUflP0sUltHrDfR#Yjt3rrt05l8y
zx-|eR5HIPr@qC`pXM#QJ%=>E#gg3__GNDj!Pkd`*2Atf3T<uI(`&>SgFAH}#5d@W1
zK0E2xFCz)trXg>6g+!wMwqTWF-$i)+2}Q26<rqUkhEvxPi;^HX62;ZtQH1z#bAz!`
z3X8MIv~5f23B~meJdWDEJk;k)<{YQ(G?CRzpP-aFP0*f<^I3&HEj}pc#aH?xTKU_-
zBjP&FD-_^};`)l@ug&(aE}sSa0HqGm39%|~xdb0IyD<Y_w<lo;d`v>6Mae1z2+qx(
zuv$=;r&EVf5S@F{2>Sq@iuW6j8wf4!4@Wt(=Qj22DP38;&;zbNT-GwT6XEQ!>?Inw
zTVT-Z?Z)c2S-XN^rki2);}5z>zJxtwX9q1nyDnc2Gd1b0vK>%zKrtZ{AapFskpDks
z=GUv&v9sp;IKq)<K1bKDBM1An1j#psO8lu@#;MfitVw(29Jb;IIoQEIpMm^m*ioWe
z`kZ>1V80PZQkt>E@njgR{+1qm`?T-xm}HpZ)<!dEcj>uUj+{B&m_tiG{FPD1YHXqY
zCeSmxUnDLWxxmhMPCsb;^`oA<TiL!gnC<<-KA*1RRg%3E4WW+4AqpR2%Cz|~j~~U8
z7_GbTzBvjqvFKw*yT46oQek|-Grq~$pGj0E6i19h_%7IiSjrDG<Z*pM^V_68Kq)<*
z=V#+z!j!PC_x1&r^fTsn8$|Lsk=k^s@?US-XBdNbN;YBOh|*`-Qtf<wph+6UDu{rr
zOkYmT{DA+vEM9?Coe!zJ%8n-w&>OwDA+$i>JC5TiUmsN=j4G6H+I`mGtdP8GA34#Q
z5F&-WBcu|nH|Ij^ZrV$QLS-<GBo_rHh*N&<JYQhr;v_=~fX8~zX={I+&Ab3O>UeaV
za4!eX#~^`Mx(>DlMADk<8(T9F!CBw(x!-xpUFhKiNne(O7p{4{sPRhA@q%}9_YY>Y
zL;f*u_MV16bmzB6NBm^*o`^l5)mmT9&WwrNknVd_R9!$&kGrLw;6U#IkxMA?YTm<u
z#<LpZ`JTkm`hLT8d$M(?Dze>3{?2Pq+J!nAkRuZH;M1|94=sCVKZQP<zsE-;<Y9VO
zZM>I8bM(?Q`gJ9PftLh<Q_muFc4v9be_4{9pfX**@}W`aK{8e@faFcQ93M8;EDO*_
zhMfiJ;kiapJA;!iA#4V0i+o@hLPt3+K&~K1n`NIehe?w-ov%fiLr$aHm$c6V>%CBw
zS9Ni`A7g%{E;z6GyS_iZ_wXf?^n*TY$5$OGO^G25Ke-pa(U^7|K)$8Q8k0IMQqu_X
zd%V2>OKZVh_Ck(e3!ZDLw#YBFy~DQqqOu+!?tRO)o30ByVL@-Tx4V2D;K8IhzdeQn
zH3>AR)Qt>`AG4j{DxhT*RzS5`c9I<FK{h5gxP&i;AriGYCG5#UQYN&ZK_9WjY#F|u
z@n%U*Od-NNJ?Q(DdV1@)y)^WLa(;kQNhz;SbMf#9j2^h-&7R^wI|qHw-ijAAB*pWQ
zwWr5?qrc0dSJ0>dx$-jIb!oJ|ee;Mk?&1Aj)us=}-@deRHEtu8J^zRe<gquCeL=sk
zO@H%COvm?AVEC9w>sO&xS>5}Ae@*VCOP{pa^;Pb5r~gfB8V!xyUH6$iXGFN3I3lL+
zA<#>@3`bw(rQeMgC?7-q#x{(027R2>cT4!){HWKb4jfNh_iDqadk_i?3w|>PmOXAV
z@)eF=vJTA@EWunBluh<nX63~wPJNtesY~b3G}z^JbEv1fFgd)Wj)M;!2-OJOX@3(6
zj~Sh{`ztnICwaO;(ZhI1*`wA&i61@RwizFGafDoXg#kUa@7$0l@|pimk=Yekq*)?&
z!?%?DLMog)GTfV)!v_TB08YmuMCF2l`XI=29)O@NEzC2%RycCJ;6FdjO(Yw1!{D2W
zDT#Y+6LaxFP54?7DvtwXgNw&o!k`^*IXt~{^8P`4?eLc5<=hO*B#e_-8?oraVpg=2
zH|a2LZA{fx5iHt?iBmRrw=nJ|yI>-|OfAui_Guv(zhZzN=@jkqng?Yg9$*=1mvRxf
zh&_D!6>Ka24&Mm+c&wYROFVG}D?-O~DPU7LUY|WU=<k+YC4L>~yt(kL@gREk&+TaQ
zwF=MsmM+Z|PVkRmA$bAJ6G7Vq52mJcGxtCgq}tPg$V&wRZd$y#V1OeIv4!b}a(%s>
zj-c5x0RJEK5#{314&=+PyCH@OdID5+%cJUYp+vME07k9(7Rc6?xWf7P6+;R_`%LW<
zxgrteRi%p2$}L(5{xOxciW5l0!edTvKhj8nRh}#yJ_z`~hS#+}i1e}g2rr}a<M;-f
zgPIX%*kPZzA*!N1Sx#T#J8om^0N-7X<)6?I9fu>HIKA~gw^>YeAgUTau3#S>l_b>P
zYxK1n`hB^kE@3y4DS<ixp;KtxuSI?ZYQ8-GIyjLq4M%UE4Ti}F$6%kgx&ncu3b)V$
ze6=-Cw^XEtV~K{GzQ(L=`~4FtabqLp1qq5C9BHEdy$9g54T<#iXr*T^X{Gh{2-w3!
zA#Y4i{r!$X?tRLgr9kHJ5&Ijf2Qc(9(I+*Q_nE>K3;t+y64J@{v0EaE$inUA%eCej
z=?#f4Xn0n7O|<B@1sVh2kZ6t+*~k={qAl3roTf>oRi;*%91;iJ4HFAi#5@IEThN=L
z!l}5r5lid#;_J8*b3-y!3ax9WBhjqC(ev@mzj1$2r^9bcl20_KJGy##N%nNzt5k+}
z@-vXg8%p1kxOWzGiR$;3n~3f|oV(AH^~z+7N%k<zBLSOddS0Qflvh_YM%Nf93<c_-
zvSaNLAC75?E3unH^?6=$!4GA1*R+tT*F2{9Cfe2?)M^OP*@4XT{ro)Hcip0w=j59Z
zBC8Mc^O+lcW%oA}=lH-^_|k6oQ7V^(M%|CR!Gp%agMLV0A8xvS>z~~L5$Am2tg;6M
zuj60L5?d<jlyujI#>HT^_2mKuDU_eW0k#s*_|Z$8&M$hLWfpv_JqcLKl)0Cu!U(p7
zZ}v1m@3NUA%~#HXjNSrIoiEBbjPEL+MG-1<JcmJtLRp^%xRT|-=%Ih;*6>olX%Exo
zF?B$oEP`PBfehU2M~Awk8}rt;bja^M3od5qKih_Gy3%6NB**6MImhEbTW*X2HDkg+
zqtXs&iD*~WCf*nRu^RM^+<QdBOzfR?$Lie<+b{6fI2^1t-(chwkJWzcl-J(3BbmX4
zFBS4h>1%I<WZhc|13=KJ_Yzk3cxNe&m%a*r5sC;7eBEJ<Kb8%aXbMpiS9+#3Cqko3
z;s<C7L5vYm2!>lM3Pn{{P&-_K<Wd&f8Q=ZYx=*SL^HX484$|Xo+5v`B(~)~-i48N9
z7gWt2=t}HU7VfB#{V;f8&5T#ZA`j;NSaCbjXeh7p9<W(sU-E300*mt1Lvm!vKji&o
zY=l9xM`>X{HE#af(}<LI9zo6%Q2;UXW8(_}wP@us29@+@jjcxp0!?!phlZRTitTq2
znd40TMwLsrBQ)?BbMFr1F6LH7dqWL@YKTHHxaUH;aG%rbO{*2Prq@{DQM7`e)IJ{D
zmj3#)iFI1g+ou6}=Y1a<BjMnVdaul5pNnqcxk>OBa!V84YUu!=Ta+$>71Nb=nGQ`r
zNd;s#>Zc?Pr}Cv-{A*ATA<M#=4aPGfs8j5Nu@D2T<6OC~k#Ik-lK5uKeg>-v#(_j4
z?w||wWKGo6VFZ?sP`sAgcu4PX%8GwpJw2b0KIN{?T+MM2yj-+(CSsHPK8X`xQ}K4;
zXFd6tNQ703m&KliveJzoOlxI`AT(r@gnyi@Y8gVj+P6618A)-ti4+b%!Aaxs$?FgJ
z({CvyRm^?{l~ZB13%@L5TwZMF=vzlX^!|=AB%R5#N(hy-cg2F!QSC)=eILLI4W~1A
zOWG!fYA}(W+Tnfyt*clYxSWH3nm~=%2tWqE0XT9ofLF!`=wiJ4kml#Rl<TfDTudN%
zUb0GvHH1ttM=+cd)bK1Q+0!#vl6#iHJn@Zp<!sp6mOyG5E2{871~2SK!)3van;$|3
zG83iA%g4*_Q!;5O_7)yW&q0ni-KCtnSoeJR%Uwq*yQK3qk02y{BF-g!pUVoiS6yt5
z?7+kj+0C}nR==D>5J4Y(L)L>RDpg$?K-MnAA&h)O+9Pd{Ft>B&%b!okBp!h9DoPwd
zM#}tq7xc(~E=oqe^5l5I`klx>7X$r6XhjChAuU_Y<<qnull2^YVGI0S&R3O=;F#@M
z7fGulxw$Th<C?;?#TEBwv->2AFu|^K$^Fof;Tp|FUr6q^?RGg!hq=BlRkPaA+@Mdn
zHCdE@errc0^Y*qry;_0AM#ujk;J$ZXkImK=;@&0MW0k;U47V8nj$})x1Lf22rlw(o
z?7&4b=`Y>K(P5wQTQDF#k}ka}ZF4%UBdoc*XQnI=Q#}NXr#}V&nOiblijcqE%N!oc
z4*d)Q@Y9*=XHWR+(a}zUs1s%Q1nI*A)-Jrbh87G05C`D}UTrmVME=7WB#zuA$5lwg
za3sE(HhR5x;n<R=*B+hrOMGtrW9iDaR7HZ|FNy4rA|MFLCZN8t3J9_z^7RwdcjkDf
zyA@fhvT})xNVnNT*Y$pB-+jQzFMoxNtpJJAq~HlQyXNsZnLqI5idFN1%K%0c5%)^(
zZm4Cqe)VL6*V9l0T@|ULmu}58Ai$Mkwro;BSj9W)-XQXBf*(WIERt9Sd)!^#NT*<{
z^GoqUv46h?9fXv)I{vur4e^nkb`nHcFBgvRT1ZwY7WZ>u(7woJ7cgISMSIMeSII^o
zhQZf_uVQ#EIF#Su%cCFP4W!yHo@t%!@>{p3bXzz5qx&Sgu&sbgLoYo7p89ZrHtOwq
z@V$pMHb>T!_DyX<Gn;9W*Gu5R((-$-+xN9*y2$R>i*%A!DBn8mi4rtDMj;VAD*5$Q
zk&}E(x_!95hX=W`imlubOw+qBub-F@u3_D`0K)_3et_+%N@lwV!Oba@&a_)w8qDtH
zkQ^5qqivTqT^YJU$M<whrQBQjX0tBAx*lo>j!Oq)#t|Oqq!&J`DyZ35e23TNLo3bm
zE4VWHW7Y@zyPMD)6m$em5E`iwpHqO3CK?pD_f1bdLLvhpp(`nWhbD{S{Pm@Kkbhl_
zOCzj1nzeR1dWwJYbsLBCo+G*K^Bv9lCOYq(T<N%v-bh<GBebJYJd~4aZfeRF?I-u`
zH~+GJ5{M57&acB|`Nm4W>*ia{4AlMBvbFjvE&m*+4R7A!4=CO^-_Hr$o`zG;u*m0A
zRa|m|i;m_Q9c0Hgmj1fPU#IPMg63wiZH^-U^7P?)C~9<Fzd}+3^Vw8UgfzORas?;O
zhsySeN3}cpdMP?G;%ShAfZvawsprnxkpT_iQkG}50zi%gs?aicG=<N1%WFCf>vN`4
z_NUSs|NLbk83~cvSIFUP598^0PU!^djJUj34TY;GBENfgOvhZj0bLQVs3`S(Y5b+u
zPRH?2X-etM9k$QIi~a|M13`In!!v#B%`DT~X565K;t2)y_=rvDm_io<R&Ed1vvGs*
zmL9D6^p3?=Y$YCZ&Q$HqjK8hhn``RC-xXl%WcYfcb+}#cCUdL37KcOCTvmF107oQX
z{PN9x^0g`(wN9NV-+F4)<Ov!rW3``td!k(<jjMiIKIlkz>A^8MJ89eR^9bDRQ{~lp
zmJKJp205#REPu_`OXD4^HG+P9ZWP>vB!vzg0<eAi+zKyoC$F-3t*9k<UkY(ID8v4h
zoUS~Dwvr|U35*?Ww@&n&pee&*nq7Kr_r?0l7W6J(Fk%;vI<8-Kbd^9YDAp3e>3_>+
zke=dHg}c0LdjT-@`3)9U?yW~Dz)|jR2jt(XG<(1j-R9Cf%eQ$`C5TGC9(0sFfknMR
zbY?GqCqa1qbhO!4uWH9;OwW|=ugtp?&4tDx?(EA|Q!hpdfdlBmA2~;PfSsoxiN3p^
zqsSO9CIF9D3U3@~kk@Zb;+GU^yuGAM;zE`FghYgjp_Od@(Yu3u(1xSjfEzgbY9g2~
zYauLDfhdNhA8K^sAM|teml%qCW_g*(DS)uo{xsaonYlO2O=e3hgd|Ty@;l!8v0Tx-
z+Ol_w`00E+ZP4vzZLW_*lW(#a`2;CBj294&CiK0T$DPAFrV2UcZK{q>X75-u$xF_A
zfXuO!nbt=Gcw1n^u^+BjX;r?YeiXVMCiEn}KsZjVpmro<>(>fheJ*;hPY(AYS{|Jt
zIuCt=_(ilk1op|W%Nd|?ZTW3F59asDHLXD4z5qj@u6YKkAc}^=Ciz$S76{16JzL(L
zT-so2n)&!n-}bh3yK8W)u1cpS<EZ_}oi4@qqcu>UP>}SBx3edTnSVGxJfM)4o0vSD
z5t_)7__aciJC<T4{~n`i%`^AQk!`<c^6}szsyu9BAXV2%(F2Y?aHg^cfxy?Uvq??e
z89m>$Vf57HYjretsVkAp-vF(hO=Gj^7d%i;r}us#tJ8s)G=l}uO}Bb%y>Fpcxb@Es
zRWYz{b?d8##Z~1bz|DC~a`6fWFqr9R=Q^!!XvQ-H-TJsy9YxT9YTAAQ_*I}7q=Iq%
z*ALajN@TF_;?m#wK%H0=X1uFU9vdC=hW~sY`g#2c#MuOez1BvHzwCFFv`EpLOq64K
z{+t&!4t{FVv~i8FslKAGLRYp3@n|j;%yX84H8FSW8N_Y+%akA%eCz;jdwgJ3&_&f{
zbPE|`;TLJ(%SiT65y0^urgfY<qaA-H74c9JZUf7IA8SPk9swsQpq@=R-*?<@JO};<
z2tE(p<!1-_9ts2@j(&f&bUCVD!jpC=<D*&LAy`g%h*o`^xE_oj)Uu4HY`@CG&#Ff4
zeyGRqtW49%f}Y>~#E*Y%c{rB_>^tAq$XO41EKhfd#aUpZ&$_!xPzWah1znctOlwM`
zr5Vsk+&rPXC^RC!y*)X93T&W7^3cJT^Vdrof-3K=IQ+(Iezwo?eVdozt4L5Bv(d(%
zCG^t>{%k=x9J}GR{QU3X-5%DqH}0$lzZ;1NNrOritoE9`ytp|Yla~|u(Fj|;U%%1*
zYjzS;5{S#rg2!MrYw8fazY4m>AQE>&i))B@?5dotU+RW$i~$wG$JZB98K?(pb-nk~
z=M#hnEqV_Xuz<D{WVZ1Ly3?Y3kNxVpznN03mW*EMQF$K#CqsCFDoh%8@FrQ)TdM;%
zaEbs=HJ)AeETdv3E9NC)Zms{OPi`4miW5=7LhX|qWE~D)&vqev#ZHw?*z}LV@IAV$
z$j1`}2E8AboNnz>a6Mh2A6eN+#kC2ri<8UB@AY>W(0bS2zwz_@dI-cs%?u8{i=Ck3
zK~g_{^1Zl!+Iu#SYUO?r-=Gh5nl%0CBY^HlA7ev}E?1HrICFsqDWpQ^whIS<;Pv(x
zbdNM&tJ(`to&#CwAMEY~!KK_sOQkCOIB_~$fFuQpVjsr8uV1$3#<?n6AYBCI6^fv#
z6tv9X?`I3Se^tqlqA`ve;upy`YGLw4QvZ8DT|Rk~Tt~R0RZd8pWq&H0N(K5L%<HN+
zfWLy=$OaTlqB;iJ8B_Jwj$bFLToL`e%X6CEC-U%Dh%a={2>c1+q&y4S=8weJ`v}*E
zYovxrB97b95neJ#81VZfRn>yFt9{&{!Z2!wE9j1n-@})o(_+pFu-Q$}VSPU&@0N5W
z!yWiTdvfbe0@i0Nw@)Xs-z;Z%dPTMtXg#V)?~Qz6-e)#O$F;*M{S9oD``EKlIjp|z
z_2!<N$NlxuC2O>UM#_X6<W@lA9@)<Am4)2F?>{zm+PD#D@26hVHu%b;!;sw1Kzx*-
za$)L|7yo|g@%HgRp+<!a=HleNj^7Uip;7xv%}DOi78RXmRx>*Jm^Z5xH!-;vBo{FP
z*oq%$)AuNkH>wbFYFqS-WbqzMo%e^^xPPRarrU8q_GR=B?S+3Q*CJwa&L-Id`8Aey
z{!XYrspafSFWCgPIGT(TWQFZkS8kquJnmm_<)t4_0foXh%DmPii{ikIeH(F7=7ffH
zEvGNKMUZgWlHaz=gv0qrW?8oIpL2!cd&7f+8swyCjNA;61Z~LPJsT6C)Y3;wR19e7
z{(+3{2^0xjFCg>sGpOQ~Z$fHJa8Ew(MP2Q4sPvujF30{?L<jJdu{cJxq8((M_K{wB
zxFO~4YJoO1%^dvEohXxY<%^o?w<8ets#081`Df(d69akW6c`NO0>p4$B^gVE!k4c!
z$f;Eq@a4DEl6Wi`OzM>Tg)#1-%8WO_nvF&wX?&k((<!fpH$>yd2&H(vA4;}_JTK15
zWRti}rz71S#tdtq1Mt-hO;7&l{uV)P1^Wh!z>%T9QghC3+$}5p$KhqTpUDNcGOt{E
zZ{BgB8R9{;;iD#5plpk_8%Q25+_Ar(;k{n3(v&uj7+?n-_~6&?nfrA9P^I!?O(D8k
zbfZ8qW_PnLDc@egun```s37&%;5tsH@*Q&TV+N+$mjp&N%s$m%)_21u{rk-KkYe)M
zyRD7@079Lh_}&aQJl{p_1r5P&K>z0QvRd4FKDDO#ChoM-^92sBk~9LtTfeLv>kl8E
z(a#v}sQc?Z7q4dt@rd|+?Hf>FRC?;2%g~{|_o6AFu5!pKTX&f27a}K9Af3YV)$n!g
z*A=>M)Tr=Zq3hmW%K8YcE!9}}?j6qMdy4Om-BvIktC?PVD!Oe(V>}TT#){y6Bs*TM
zPQ35iy9NQuoB-DkiHZvC0jIjyxqq8!%q!JOhOX+iRE|fL+zbJH_XO%8`DX`kxLtRA
zeRTkK)}xdhzx&W#yqn`*zXtMhDulwE@tKOge?W4Z?JhyK%IA(@$snSUD38^jr|%W!
zsO;?fe&2lSCx0u!OR77GxU~TQQc_|7rp^k+OPkII?E@ORNUIoWesK0if5?OvMXCH+
zpvg>fJoC8OK$!h{InHA(X&b`rvl4TAn+M!6@dkR;5UpYQ9G{`#MZa+u0X+wPKxq_|
z=g*l9)4DFiqLLE0{cD-NKc<I~t%zHTSB#zulwVi&aqFzl*@yG`SBTHhjA$u?EJEei
zyh_~%S;)Iru=>u+cWx=dl`Q>{4)i&%GJp=`<XJc=wVWvcydO#?-slfFyUQgLpNuVz
z=3a;2nZ4FEd9&!dIv_qfEIM!wEn1wX+L-CmHIy4t?VyL&oEzU<(V7mYtfk?1fHqk5
z??zpYD7=hP<K1p^+L@2H!Zwf7U<Pt|{)GY4qf`XRtif?oEG1c3Ea6M%K$HcrO)c6N
zj*(6p8}$Kz_zcsFOpR8fi*<3Ff%D>R_PrScvZLVeNqb0f<TaXew}H19$cTmE02tes
zy&SsR$?718mAcLf!kGqH_w9Cb-kct9Oy|Fz(!t%yA0a-hh#ZZ?43a{%ms^xWv_2R@
zYcemOL4|vCf#!$F4@|l5Pr>zVTR}PgqIN~|VYl<N_&rX|ABFixDsM9VC^R1d(EW8;
zliULW{&2m6!UzDyw0tzLeU_(a+ri0OS2J&S;YRXQ{g&*&v;ISyba}jg@3@^Vq@mFC
zwf0;Oe!u|*J;r<_#G<?HcJbf-Aggk@58ts6>Q4wueFLaLyuqJ-siXI%b)fo@IDs|v
zT0&bcz9)NcO6T8F(Y&MD1d@dhz82U84#-@e9@<$@jVLr9TEo?M=N`X*{E^9)EqR3N
zZ$&y>JA>y$9u}Ou8l4P+5lq&T|JJot;0;I5Ak(4CLH?H5%vN$c#CAJGY3gG5pu>3r
zM;T7{#2hONQsaSJGf!%aNzw{J8gYpprcSAU?CDePq=sZ?y+g_UI63GQgMO`#5BqM1
zP%4dMfD$?J(fC{PKudFXUnjl#wMaK%XQ*@hlofLGA{54`Gi0^;*?N1(1&misF=IF=
zbO}L?KUT(2A<IclDl%y0xdNHf%Hyo@G_e>$AmnKmS@-pEkx9G-5k+7By-Q)fZHzXu
zKX|vMrrZyY?lE`}$hp0^!T`^L(TM{%%pw=*xp%vv#m~6uP7&94`rVJSb9x>vE3hmO
z4V9P27#O~j^))!I2%xOKKfPU=CCsrZzyU(iY^o#|zt}&h%g+s7$T=#fb_{pVra<M9
z+n%C#Wa-;&8~R?ow<r3BnE$9j5s%(IzRxCKO`n^d2YYW@sQ?Kse$Gevd}amy;}Hyw
zipGa5-#WIuNy^PJex>fCLL<rMTB9;NnN4{9Nq`4He5{71Dda)GYGNG<ZhQ%stk`kv
zal}2WrTMqlXYWV{j898eeKHoHH@LH&DuMT1Z|xsv6y#QB8pBc1{Q^-SAg2zlbd`%a
zSD(a>zVL}f@5{%>-UC;0U^aPt{~q%R9gz2Bw}5ztGRK52Sk=EVAD~)e9Q*=anUpxc
z-nTxN>|tZGpuW7o2EcNO(l%`4rPyrG*RREFfGOI|BmdaKJckyA0m3IxBl`Ut^uNyh
zn4q4whSlPfzjU~@nO!1+bcjP^ds{1?my2%D?e`6t_{}Cx&&L|`4<3Kio1tBnB*Ht?
z^ugZAKiaz)N^1f)F_nKE(I@YT3<bXQ)UP8#h=XOjXQieWEKQlV{@Ce8<+f;<*&{ir
zvs~X+;JN9Eoyh#JPGTC`J9g87h`>(tOL<F^d=(Ve%po?4N_eq5^nm)V(oq$E9;oyi
zUGhYvSgADImnFcb*L~^}C+TBDFAF<?*hU|`!u9fL27f4$dz@P3@4&4THfjLXhaanc
zx0x3X9Z~|rfnnrg<j6dcK(lLh*au#W{qN`Yb0~MYmNp}%Cm-980^|3&9GR$#6;~@>
zMl=+ZR|PthmAyFVKty9XccA(<azuxNd`noLo?P@EpkuvAC%q#}d_=t=b7i6XYsUs^
z^mh6&aF5&#%3i<Y;l)*ia!8VXsFjZQVMk&!DgNd!3mm#fv?D%#1zS~Mbvw4v2$ldI
zJo)iq1T_FyxOC<-J3jRPhPSssXHYx>pQyq$J2HkNpxoLdcd<Sl^YL5_wm|(!%j|qQ
z75|=Q=QH{vm9Fvo^6U*4>p2u2L{r(cwp^-9_q`8^epP#`Hx+9^6i8E#%Rc<b@sd)^
zjR$2<N<z6u1wvqG0Y)a{dDC6Ns8t;;wjZ}7)<Ky6*X8=sU&X^n6s7zi5zfw=e)T#o
z;7;GGpMKIWjb*AvU)f*JaL=B)z1`8;_mNN}<168rsQf;rlleY8n|5$}3Uf&1JR#+m
zr{b1MdeS|{e`SgJy=q{MUXCKZHyz)aRgk9%ofR<H9z67|*837Tal@wJjF3bS*^vqn
zdhxyM3oIAXJ%v<o6v~})*?)ctsNpGa0RvbP>91S5Ul{?d&d<u=U!b`>f~Hr$By_E_
z$HuM?V1=$msc%}r_>=1DuURipklY$lNZXCC7-`A3B3NJIKowOZ(1>-O3+Z^17`|Nc
ztmqz^>9wjpUi+@|ApfbCu5)iexJJwJSYdAF_|)LKu;TlR;05TfrR1~v<uix_UJob!
zGEHD=yT1fRLat1%GBe4FJpUZyV!nd(GBE4(dj3%ebX&U38}>fEdexA}Seezcgev|`
z!CFsldvauDU|-k?{x%0fID<mo{;Aba%LQY!1Ke+f+Hv|r$<}(ga+h#QPC*&zEba7P
zRh*xs_^nh;MX_H#c{bPLgHD0#OWVsU%giEe-X@O!^C8BVJd1M#4~ceq^-&IAXm3PP
z{7c>y*!Wz~UqYm2g5XE)zqzbyBv`#7fRY7tayjzoYA|YEQt1%xLO<QDYmQDlj5d?K
zceCF=`@(CC`d5A7R}iFC1U{zV{?U+pdu;+LJ9uv-*|X0r^<JvMnb*ulwUv*m6`ne%
z5s=Od?<@c5hjp5-(%?k5u%I9?R+!^&Hy2#AC!X-Dl3Dy9ad$M4q53fbo`lIYa==BL
zfD`r5RvQ$v@4fGz*h|s(bie#!bT@z&o<le(t*83iwK=Oys7$I?#YP8l4rDEKYRAvs
zIClrIb2SgT%pbd6Wmu)HN8nS=kUR!`&OLhFNnmw3n^1lj@99OpAtqISDzoQbpF*UQ
z0<N05Hpf`m14hz>K`uDU?RHed!AUCm!F+#nEc^gfsN9!7g6OG>u7DVdPwe;nF>iik
z*y#D=OzI`X^1&S*<&BuVcuzm>^$QA}wbRG+6<j0j6b@e~f|Zv43LfT5@Q-OB>!0Xs
zeh^hq4`!U7+xY@0e#>7z8Qpb{(vcTW?{D&yT?U01N4&o13od8(Hr!<}pS~b`0o1Jp
z4TBGibFVq}Bk=Z`LZ9^N<E)|m`N&8ndj>o($s52>2pl_i5l%(Jo){9Es9>-E<z!U}
zAc}czqZ47NR4uHDsuzw|>%4zcJ}lzqD;H0kGz&C9{#*u^ZKCH357Cf3-fuKLm&8<Y
z=<XP5^ay?(-xJkM;~xzNJ+jj=>Hzpo1$%v+$kFyE;E7ba`@wsVk?K-~{IdP@{Qf<8
z2P2wg@gzJlrT#v7F~yZjhxH*noxIGT9(vUOplEOFwd1xD8dpc=41TF|i*B1JV(g0Q
z4#<)oR3#>BT`JR`P)k|`ojr7X(l6BYd90CAcgNTL$$5iV*ovH(QS=;?>~(%s<t!Y}
z+`fnb?sjnSN|=o8^kF059wLFbvv}?G9IW#pF8XpBVQ<NMB;<r-)A?`IPuy~wa2-41
z%8>K2?ece~cFXC3ZazuuV(88{Fv3#*c_+ZU?Qh2}c(_O)-_pzB8>}OB1l1&l<}CwF
z!ZTC?05e=m;lRlV!FGI8>FAz=Dv2TVd>OgCONIS!K(2n+mBaf{5<6>;Gt)H#r}i}D
zi*bg>_HkM|h}*b3M)>n7KZUH>3pfBc=EeVkcaXyb1$tVT`^`c(a&tk5Abm8NXWg?;
z=vf21?pMpyR&#7>+JSlm^w)IaqT_WLo&@%-iVC`hjmv?*!R1sb)z%D=+QiSJM4lCN
zAQ*vYz#`t%#sAzp@HK)m4qGCPj~WNrL{!Ey&!H6PwC5dJaSzMm)_5cc?{@hEyw40M
zLBHH}eY5_uO+~6I_hN*sUUWLS*BLTHy`oXjTsOcxeA|^~5G&Hj@%D8B3b8$8bx_65
zX%4Llzu$M?LiP|M%gWCAPDgb?fiIdKWH$I?nci0-?|4jLpww|vw{_sCDb~bzkeK}m
zw69+R<5Z`kwy%&XmsUHhpCNh6tq<$kPvK1mrv;^+<re}R$XwMAKRu4R*PxfqvL|)n
zgdM(!p4t@hwpm|X?tyXxvaqZA=Hm8HLO3;;FH(8wpSJd%ymRQrMrKRVFPhJ}IwKVA
zOK10VE&wsuicg!IZk-;*sT2xnr~W{-1<mTyMAaV8WN*tD0&Y!7!GSVOurohmC<nW#
zeN`UF!UqiG*OvPck4r5v+!M@l^<JW_;9N272`lKtoz$+$ck<SVy4s2m-@_)n!0}fe
zv{@AXz-wC|Wk!DfY=C}w!1U0{oNl!3X6#FNvsN}jlpYP?kG;I%WYov{u@?&{W`@iu
zbXD8(<0*vNj(zaNLdET+$gUVa>cLN5N%uQF`=AshwM(a->gDHNH~jf9pWLl;w2Uj<
zs8<2JfL14>Bag+ua}fCwJcWTncgE@uM%N%O3<n8`Nl(nsIJL0Ljta=AyGxpD9#JB?
zJe6lHFa)K;p@#%HJGgqkxAF!!?RcTd;H`@F;s(=;eto~?kR8%5k2>^t;?ucW5^_2G
z{>>Fl%>9u@YqdM%EYbvr&@~Ja6iJXWJ7`FA>K;yLryq^bNZIFQXumxvww&L6_C}6<
z-oN%od8X~afa*-~I&o&V26lcsKl;b%sq;{L_A9gwugm-Q{s<78)4vXMZ+R5BaZ%5U
zC}=!e_F^)>$ZWgjBM-j!70R-yI1KkY%AU!{iCy~a7vui<Lqi<`$Z4`~a_iaMh3Zi<
z3N(<-5d(pwuZM8;llcYETphm?z_f=ApZgD)1xc4OvifCW<PLJa>hewVd$w0uGQ8S|
z=}XFbm7spVkb7Pbqe_DNJIjbhf%L}D0Ub(WZu8-<5dd{US}lL_*A3ZO<%g@6mDDtA
z%L81V?m|+L-}%JIZU7wcvkxIik77?_*5h^8dpy9q4Lyp7ThB3Eg{~{;PjN}-<A|<#
zdY5|EztK~Ty)2SPUE;_v$TjAK6_%?S4*j^SKIGW^{U?83joTl{TeyQKEte%_hAg-S
zHZ58bL~2IzZoj-ZleT1r6SZtdLvm(-_In2c9UgdVsz{&Q4eJqGo&2gv(P?<QviF{Q
zLaU8?@kf8PgY@d`5&GYxX^dRzcgN7sqR@i8f>S_}shC?D!Q3~HsK54OP*oW7<&Kh7
z*x^Kn;fA)w&c7-2bbXNtN&ex*w-i{7Ipq!jjhJL1;yIqh{f8A(qZB@zRPA^2OLP@r
zctn{xAZ$2~fww@|o7Ye(kZAa6K&g_)e2r*OgsmzRfPqxiN+!V}peu7D2WuvTzs@ZN
zP@c|B$o`J$vd+`DCHHovRhQiV<ef~!f7}1~_ifDL<OzkFV$!tA;XpmZSFXzfoE(2f
zJ{<Z6X)jmaAt!0ooC*EYRQLVbL+-qrI^lPNG%1Ma@8CMDgir4TG8iC*8`OTFzv*(~
z8MVCgdwAZQzR0}5th@;6KmL50A!Mq-VdI|PFAc}{V-Gp=F7^~OLE@T$%H20LK^iIn
zTCDQ?LT7(86UQT_+KRUzB06U4b5L2Xr7peQ^*d{IxqBw1!9~);qjPy)sE=0KEc4!d
zAP}NFV{iB<v-g}oeY%8Cii=!34bhYDvHPbcCfxmLJyQ@DF<E#B&MAM39CECgJVm4i
z_becie>y%{ZPQ?8K%yl*53@tz4EGbU^O*4!MR+H;c#8MJuKA^U(hCpzhZy@E2v;~p
zSDlwx+JQ9s2|?NZ*RqfKp8rz9v$MlKV$p^-In39sfJl!|y@m&<Fz6-;_?;!?GMh8g
z$y>jND};F3Bc(XbTAp?myqs&8t)}wK(EtmM**YTDFwY~R=PB);;U(ZxBN*V!7@&#L
zAwJbl_ku^m@tc;7^sb<`?vBIh&_K`H2U393KhV;6npC6u*TeG;mWkjbU4y6c{+^=E
zFzg1_)*8VX{l}~KA<O3*(-xwMQ25rMt~!5#Tj4G_vWt{im|qI_k_ts;==UWCv~)i7
zM?pAq9J$9ky8LqVlh^gH+_p9d(A?+y`5g6|-!f?MEpLztmlD>pZ)!~4nnzMckc3~%
z?$ROuF>|v1hA=f&ZP3&O*KZ^{lt>yO)Vm4p(%+ws7Th$6_{q^rY><KPx@WqlmuN3@
zY&@Mwx}sS^Kp**d%;~jK{I^qGxKe0ebsrp$WN+WY(y@Q_@p$>%`Q0a~lB^8^YF)Y5
z!u6{eAgvh$S>}|r(al|Z0CM+5KPy_yKiFV72vWG*t&n@}Z`ho=o-WV9O)Vv^(qoa%
z@@>GXmN9!n0v)&OUVj{@1wLn_8<`Is9@XTucQ2rV<U;mvGdh<;Wu^NqV23vfL#gAp
z)4rcgJs%gRJvPs?__OLv2^h4M0f~^f#oc-1z|637@9x!d!eso4@@h=*neNNz0@;6D
z^2i4mq5Qtk^L0q_j{;-#dCsxwNA?;49&4w%`Ffp)sXH+lsvEjK`M>WCM6-vNa5uk?
z@(B*=59=veeQe*!<7gOZ33fOru~=kk>(h3tYoGWv!jWiYs5_Szh-tLZAjAAl(ZJ)6
zO(P2yFKT-ZzONLBNO&WVf3d9n6)R|8e$P6H9?cB^UMFx2hPErRp_rEC_z(aly9p1<
z!#+~L*k1M#-AlPhqK&^r#){G^j6}^i+xPLuy1F}dL3^!XuM-4-HZiVX1JcwS7+G!k
zoc<`G;HpX@Mbr6w0=vOb7{$Kf{iZN?hw`38`*Ak`4`1#IYSHcY{(V5gVQg#9Rn8|p
zSv|ok?T_KVG5=g!%%E*~iNFAe{Dd_`jxrAWu)C#qDyn=c+xeW|Z<B^#V61;&Lb;&q
z_5;a^PZz4W{l<!ek4%Tf;R7Dyz<O2m!h@{!_d2={P4>2xFEhQtg#;!~5BE{rfs8So
zCxQE0dUy3|iCo;4SfI#~Qh%UF>|JIfdKK|dCjH3<*>%L}iEsy%>=+--S{TJ{%3GGJ
zO1caWsKZIjhQ~$xa~w!$X!>sQHTY$yPL(+&-S4hzYIb1}maKg8vn~WZVJ3LuN6T%%
zl1&rP=47cs>4W*OLj#y^St4=kUM*4{WT#?BT-Z#(Uz1&5&hy(~F1GZ&)Ls`D$ic9=
z$iDup^w@z;<19U}J*;)gPdUGJFtkvZ<rNov1#wu?*1OEmlyc?4lFXJ2+=vP(gS*m-
zjQ^fhi#A61#8Ri8S*JM!FdWj`G5UNsZnvHHGQy|6KcC3x{OAfl%s-&G-CEsM!fZSq
z`RUvQ#pE<jAa#$)7(R$S(1xbHmpA7|?+k5dOvucna@Z4Z?pjnBZ&~JAg#1flC8F;l
zZ+{*nBwAegWT{Lj(x2)9Da^w`2%XD0fgE4be(oyZ<2AJDcJpeZH57HK(*pDfMc@=!
z>GlhKTNe_hk_WWhv;GS7w0fzWoov<#ipA}B9P2yif?t*!pVpo@qGgc_N3K&3-F?4%
znDURTQR0FsVb*+r-7U#^_SYsly|~?oFSMnc`2$#8(GQS}R*uPo$nwJw_xnJRzxc0u
zR4m@Q-IhB)y+jd@NSgLNcX!e8D{6hYtFfjeUkQmYG{{~5q@dfN<bX!^-Ol64HSit+
zp$JX+fW2Bb2Wd)Z*ej5Yya2J;cdjriy#W@|s1ARFD<Y_V9}ujak?5w^ZLl0vl<n@$
zBu^4qP(%57f{Dw&-bWYH#ZxbD9oH|RJ^IAKQF%iU1HeIS`uCD(^0?Taff9I8<nh<O
zfIb(rxi_<lCH-NT=FqiVdC5^(v7DaWeTDc+Vr%TPfNfGI%}p=VL^<PO6(TghP>SRW
z$_!0k=$xyEo+Tr<cCbAOlJ5u^(i_Wv3k1o$WND}sm3`{^LaZ6+71|*pIE6~M&h*A6
zlhS@&LTn^M<^p^8J(H<Q$!&Y&WbRb{O^|tCc)w3^Ex%kz-9P)?zI-J!!!hHlvIiXV
z_mfCv1Fy{aR6BA$|6Zqn<9Eb-&Pi*WnUfzum&f#e$8juGj*X6!@qUASjFC;M*a7M8
zYsigwJ$GPlMyPk`^;J`XdMk_vQiWjF7zYvT3mtmu4j**}5(Uia)X(zdb=Pe34{Q`D
zc~xlJLH)>?z$P1QiFHz0=1=AV4Df;;5j!!&PaX?>)DP?meo5i2T|k-ZKN~RBwH&$k
z-Y$1DtuqfTHqR#fho7`9LvZAeM><aghCK;Vxp3FVrlpQ`Q+|<gJ-*w5xnGF^$a5r4
z<V1#6r%Bd)H~j-dq*t217Mvd~p;b^+cg+w7-($so;X9Nx!;3oq*nMMXGk6hcvmpB8
zlDE&pPfhbb^2b1NnK@*8n%=vz%B;$5yS3e}zY@z0NtVa!sV21tyaNc6!y0u-2TXCr
z&YG9u_KXjd^=Pc+3SmhGf;4nhB3^Bm$M1}`zR60i80m1|R<fSW-@hOQx%wKSq(zyg
zr9H^_0Gp6;Z_{}kl6%9;_nnpeX{Cn|sZ;YR<9v$B!pIdC5c8cUO7D&x2;-I0*IJHp
z%KQ8$O0(QPk*sZVzczJ1!=FzfM~@xQ9|0-l;U<^Ft{I2EUC**{MPse}Tefd?+&w*e
zIkVEP-n@86*4g|6frPo?hSVKuKs@#{5c(l<B)9izz_<mHi_Bs&Q3l4}z+>@R@+AAC
zE(0EoVaRMH$L4MdpHIew2v+6e=Z0Y}q0OaF75~0t$-MNBEEKuD@n>`|a4;Fy_nlS$
zm?d<<Y3eNa5DTcq^+os;9Z&>5IJN@6AinQCRI{}H+M3lHxhD8j1j%xpPvBLMga2t3
zsEe}E-^g^nMwlH@-_@bMZqtA1Eq*m2w6{k=hK{9;W7xY0#`TUnO2efCIidb?Vebyn
z9#rcWcOK3$*bbt;+%oG{i(bU}xPae%&Wq{6ODR*Bpn(*;-qFvq>{Q2atX&~KCz?I}
z={w-Apdm5O@niXwO%m@S`Z?2RF0d?a`o<#U{4NH{*meYYLkZHvC#fa3GV3etgSK08
z7n`e_Tm4VAb6~=cn2Y4|-{;(*`WW+Mc}S^@32T>#z=6bZc;&(GW6wP#XkT{;8YvS{
z;2(XwCHoTE0&mWDIN)Tv=P~eyMXt(L=d`+ifM^rS!e4sjP!3?wt<B&_kkS_8G+)m(
z5MIL@_*c159=Zkb+y_9o+ZT$Dz=aLs{u6Ctmg-R9s)bMU@sBUEvPUL62aY1z>2d4r
z7yH~IL6xbn;N_ffwU$_$iQ~a~ANvwEmuf}YLWPB1wrX#aaACcZRB+ThTdtq%?k&Hp
zujaR`c9|h?qNUqL7Cjhko)0l7ZTfqHBA2y<!);!7?8*kvm%$daxGG2H>R=E`d#wL$
zs)2-&%tx9yKTCGq$U>;v#BoP&dj+75z`|^(T)xoLuq?Wi_}2}%7iOryupHxC++B05
zj#ueGgD=W`<)Js6%_WB5*c#z-t67(CTkAm#y=w;hgQSq#+9nGM-^}VfEU--?xs?8{
zAwAPKW+nP$DrYZC2FYt41NL~)`+Ey!*7v_0wS?*$HW9JhsCl-@smN~om8P;~t~qJq
zox(jy&(k8y(AH5v<-o}b1kTBoM4t~>N#@f)Q`7)&g53G!LPper$b%I{2nc}@OfD>i
ziMPkx5X}q8#pmzS{QB76Iipkrv1+-|B@1lMw$N))OjexGV_t-u8*m`B8f)(OK;x#z
zZf+FS)HG@D6sc|#$x-po5ZgBP`^3L(tA-&T@++||=@IIw_zCIjRfui(he^5bXl{Sk
ze3TH-@K#&(^f)|0R9-$}tli}CO}`%im*;4&tW^Fmk^e?cp}jS+k^t3uFY@Vk8<`}|
z%Yl9YzC6T>y0NDr#qE?PUsdT1jo{%pZYA^3KX>K>c2UAKDRDd2mr?GKcz~pGdaKiz
z|FOhA?UP-$M>LhL?xmBIq;K>3{cxh%?+hwrnPv*0tO+ve^L!ES>j*9n{;6J9=7An>
zkCW?JH!rN0wKqzJRM8|u>|R5{;TT^DgkDXvJymfG9qk2c9;i<N1+}sgHcs<+RLhVC
zy-p?jxoqLJ(ur9WcG|zYL2*z%xu`D(S&#egPg!f;@q9+zHR`@h@J`^za&*<g#lBk4
zLL;kD@0G9Nb^PVJ_+vDazHpb6jxM7NE@iv<sm^>|wquppbKLOvhA=N1(mCKveD}Lc
zuXZ?yJWr#?aGs&k11BLGZYd=^6mR8}VORf3wEvY&oVSc=$=Xm4<fL85Y}nFc9f0lp
zclNjlNoN6pw65U9G=B$Hv`zM7A7JkSP(^fCvgAFWdb@2*(hkGAv0`<<f8-r?&A}Ge
zFCrzER*5zS{rcXYt%kT1Exp}m{s-#3dmf(Qx_9|k<4%8=`FRHgc=fum+X2-7&buX^
zbewqhaTdrZ{V|#9Lc|uoc6We#pV_$>xP6l-$HIdK^%pX>{Py7?Uc(;AT$0k?GJrOI
zt_jhJ+Q&D(;@E3_$>ni$kB{?Xs)RwUsDlg|qL}yc(<@#xuuFy5{B(_JFtz_gfyr@r
z6=5x39si&C&^9qq$l~@pkZ@kd^SX$UK~_dhthw!OzY3C%#^1?jtEis(VB08Htj})S
z1xG+hC7DI|LY?Qn0G9}aWaB_sb38^hG`oHyCtzbH5}#C14$L7v(^OY5A$XWZApkf+
z1t<OEe(bQ}otk)lx}%U9WA#<pCx^@vb!PxNwZCh14pztR6;rX%!zZZK<p$Qdm?53y
zl5w+hz)J5_&u2@$?DAW3fQ55_k!9n>PxC2wD=-wQe6d~!=}9J|DK7cPW{YtT!>iJe
zxL+b89j@Z3FlJ>3?h6nr*z!e09<@q6Z1c&<^{fD~<<|4~hLRt&2+x0cF{#q{p{0Zj
z&L+7Q_ON8QkE(^6r=A4va|dHjpCh}n%A?pE!(o5^eOYxB`M$}T=fd_GYJbJ{9EmN)
z=|M6CdGaYduEDodYuJ0BwZ2>pPe=mp;y!vV3-r~W6O6Z}a6twgzgYQa|G7<jcrx>~
z5T4@aM?~Bt$l8dFvIqBOZ!#$Pp*vt*)5WSp6g{$x+12+41oR^CU4xSHTyl(~xKU0P
zg?ga*8~-*lSQ5#8v$mTTXElegFtp?j`XGJf@@F4WW-VL5GiIdeiw-xk)&{DldC)#f
z`D+ZbuNO6U6ke{TZ)#jKb}0TVDY>!>x|5txcaDJSC3$#asJoc{Mc6oEO3ypMf`uuQ
zcgRsZ&inaGN!n?L`g#YMUnF9?dv&Af<XkW93LWq7ugfqj)E%4wbs;kxuf(A|Dzlb2
z;rylf<X0`F8;1U42c7Q3YRTI<AH^QhIMa1M^41=7k>c}`TOVRVu>nt1j>s?Uh6<r5
z9FJQAG(lE__4~7EYuPyE3dng$fGW4?dpeL+$Yv;h@pI6m+_xd6$aL5T66&U4h(m*S
z?2Jb<52Cj2ez1fvDR5^@O5xRbCM$|JjCc7!o{P(Pxh26cE~u5@!APhxFT?V&%x_<<
z#G%f{J6bAtORX1bn%)L5XRSg1l>%o(H&)>)!p)N32E97iIKII$R3~tDFwT@`hY8vr
zM&~!|&FdQdSv<t|cz3uC{9UjDU=2o?Ru0wkk-ayT{=q!iCNZ;F+dxS|S{qZF@+nmY
zbV^|<R)=nTLmI0ps(BXpvG&+!LY?e)NgfE_8}tr!+b_hZGt@;cEQ=9;VZrKn#K#Nm
z7x|L^&OVL+rnR5|+F>SB!zzM)t_}@X9%k_GE3q0+<f-%li{L=L>@BoxlP_K1^DXAC
za!087;FJ1r=+$>4MDuGnvdM5UL7H36*W|ki!UkWKP>_;=f|rN*^13Vwv0ccJ6zDFM
znX`+o5Y?ZXE(c3g2W{;14&O_%D-Cjx#HrzzmVNF_mu--|A3*b6ZK%b9!1myl^!_*`
z5Z1;Q7L=g00BY8f@-n?zJx@bv!oWy}pVTf@DI>lW^nl#kA@~!k!)F9fvd~-8gn4wV
zc2OOiU8GA(O1jzp#TktHqdtP)CA69^;dGw&__};Yu)_10|0=smzsFz)Nvk6#fu^Br
zJtO$%9?6Z3sRV6-*l6K~yLN|m_Lb*WPyvOY)cv#5EPCl038-dZd%SSvIT1;!JH_=&
z6w>khxfe%ukSb0_%<~;jMIe+e$o1JmQ}=AkAeD$qu*lsieKZPf&6<hK0X>$+ZPQ-j
zfONZh?mJYUw##8eCy*4lo44(=`E)_8{b>%%IHLZt+%>u1fd|Ez%eQ@lgpZ2Sr&ZDZ
zt&C$p!N^6ByX9rspRb~?aZ+(<-$%%+O316C9pxL@Ce-!*pUW4(t9gKPxn~xUNG@aM
zvay^xVwEHBoFc{?{GgrHXFTuC50Ye5C`2C4g(BmPF`JcGge+f%uAuKgP^x*es0oO2
zFw*+q$KE2<0gmI;H4xtrzrsTxZcaNhScOz&b+G_xXfvSR$n5AIgk>Gr3S=7VR-`*>
zVr6VbUsa7bWFP54ZX(ViV_AxAK)5@~1S!bjL%{X_qB*iXNuDBEKvv?D+h#};cXzYr
z=<stAb2M~affIdFnfyJ!A0OxR=9pZ?f<YA)9YfZUdm>Z5e46h@gN^k*%VSP~Kgs9}
zXvIVLAvJ5_>+|osdqV%n7y63kgfoMnCGdskKABQeOSoZ~gc|6sS3n-jLA-on?IkRT
zJ@uEH8}d((^XxzGnBJZyly9`t4^OH3j*10kMSP83T(WfI)m$%`kQsroMj|mHh-<Ms
z2;t;8T2#%iES<lyzHh2uEDzJti|D40g{2Y6T!_Xw9R4k?<bnNla~^>1u9zJFT#)QJ
zc<5HWQ3+@fXSEB#+FCu13<T!D_se$RUmu7!Nr@>CMo*p+=F~c_>OH?zE%8Bs{Q4Yj
z=4grm`^9mjbKR3Cy!JW%&(iX^EZ|t2KY@$J$;)Uw8`!;or@@fG=aB3Z$@2Ofw!a)1
zI_0*MrvuB`#AeKp0+Y``3~Es7DHtgUO1lv4+mjCZYhdGh;C(0dVl6;~hQ#iYi?$9n
zoUg+xdKuj&1$2F?b`HK_)RWF4DQ%+{!(~DF3e6OO;vu3~lt&_R%3{n3+`3C84kBe!
zjAFL-dpO^%x}i)DxZ6j&d7ev77l|=4-AF_YF^5urxZwgabZLXq$KMi_Wmn@I@6J5I
z|Eg{*zfu<(HdEbxr*Mp#c4wtmd;}mh777o(vXsr1_y-0vl1bGTx;m?D3f_b;C>Scg
zuxSiqqF#UV6WO?0R9>{@r|I|H0%}B)NnOqqN%Q4~50+9f1KQ-5CQPx$K-0T_YVy?u
z85YGjv$IRWFV*4}GP?km;CboY^D0!6hz6D>=RDj*d_?Tmik*{D&xFg#9n%@jNW?Kf
ztF?Gd0(0u8cyLxQ*WQz~mIOmrf7vG@V`KXJqJ*B*YfFjA`nSs^{*JEk&`;Gq{#HM&
z&PZrTLzK5Y{z_j{#&mRi>L^(l>tx*^HEUICXrH#pETx5*SRlxlXz(7&<QcwDO7hrS
zuF=ZjG2$Bw1ii6|{1!x>LNz0mT!2@<2V&EcK&#jvC49xyU*MM6>$<1JVf~9az;L0j
z!w^OwFZ`Yl3+OmNW~%l>4pENlX{PrVJ{`%lidQ<dDRPTGB}#q_pp%tKJ7_Bc%1^cp
z5|>@4cl;cZPo?I{Wjtl6HHc{Jdih6usPOYfvZ*Ro0aT!PGM4bj_KQmw7k@xq?sUBG
z@>j<_3I#msh=;57!*kQe&aeGo^4r&`mua)WjYr}q=HmT(mSjHQwG$p9E7ap(v+8&R
zN^Bd%`OGaodfGO>)!Ak(rE+IKs!sgO$P`vsFC}zt_4MpY)$dFbD}=Wo5-cCaN3Rw2
z;qgNC!Dh&lxd5PU==h~3MmYb_-Jh(4z?L-$WF(q{q3-%;qCDb5D_&1K?cn`R6Z%5p
z$-!6R9M4g@gFBm;r;VGkOk~gZA3!5SV-G1j%D;zT5Wpk-JCC>h#BY56=ku-1CcP6R
z0>f4%T-nkat~sOYJ3W<l=IL<8=py?E6Ot<2r1I1WflFz0ZIH`c;pg9O=%ECPKREul
zQuGL0x%!0S$&*X$t48P8sk*B_;5pwH+0V+v#Jc}LBSK7t(dBo?(k==L1;!Kt2~T#)
z=YGWBL6>R;hV2zqj!_`(LJ10D4|!Qr3wW8p+z2tiWwxy>N%mjdO=ziBQ4gYET<T4c
zF1EUoV{D(7Nai&|;5X!vzC7LflE-Tt0jq_uk>`&N^4s9ycfL3h)buX;H+z2{_(K^v
zEyuRN!OY~!AVL#ua3t_65WSENFdG4zoe9qkY(Ac$1on#G>-riFda)g6mmE@jqJ1+)
zpQt#TtsZZj+OM6N`V$?7_y%pP#n56DO9?~89R;zVnv9LJ#aGsTWMx>CZit2lbGGFS
zKAG4IxHL(~?JV@Z0e0Aphxu!ZO|*uCfG%8?+TR$;a?aBgpE5;Ao<8l}`&|5!Hc8Vd
zc#;7_1GSJJ4{zeTbA?c3Hzfe7mkrxhOx{QRERT@dh^(9*LQ#x_Pxyp-!F!wbOZ0Jj
z;$B$fe?O1R!W{Ve93t|Y${UZmWT7*;FUX-aacZG=;H-5>tjFbjRCQ{|;0Os<YGr6X
zN@t3BfF$rUMY_Hv-%BQ~vL>Z<dKBvPT&`Pnbq^#g{-VaB9tZLaw(_sUITPyROkjlf
zy8Whm2T43$YyB;Vg6Q3EqwfPUEd$TXmNOX1&tQEy_US;gZ4*`Edw>`5J9u59cVHxz
zHJ{_XiiCh>r#|*p9>(yS@uw{a2wWf^#}tsh8{pR$I}9X=`(5+Q{#Ccnym|Qht=%u?
zf}KR;^m`vow!hYs6K$@0h9nF^Q#u+b7aQ{Pv&lYmJbiu;Uo`_K)GX8jnet|t=hu2+
z77O}8=S%f6T0l%Q2yQ}O`{s&!{*l=E28!+lSrgFXJ80zAdd-b_hrhIPSnV@*x6^BW
z%}ei@i#y&jYm&Pr!x1lioH#rOVUWSKrRq%a?`<KZY4%Bf50JQr%*)YSFiLH?Qj7C<
z0I-8<%B<FS$$XPR$Ft|AMRts}Zo54P`78{7l@SNB(ky=bE(E<OYokLyPoN>~I8ZRz
zl28R-=8bSkx|fA+9h{fm<;!Bx0LjzQVuQFR`*bP|2L?=D2{cr4Iz7S>j&Fen)gL$}
zkZoI<YL#|mf<sSy2K_F&FD{|_8bK!an&i4p(y6Y&eSmHfVLE|}l$f!_Nqwz_dTXjy
z&gBqiN&{?E+Z;{W=a*f4@37H4VtpjD@mZ6n*-@Br(0h6wC2xGbDoZ;#_QZ}}aWcWs
zS7wGA_7Er}9qG<<Kk0I7g4d5M_qjKPTO>x|lVd-1p&mg<<gA2A2C}5hRzy3{GI#B#
z%AskL+VIksMZqbkOhh|hiCm7NR^@an-$}0hF%B)z^2-qAlRO)dIgt!E11wTM#f`XY
z`Yq^vB@Za@*5b2fcUIG2-Lv$*X*gn1@B)0A$K6*MgM(aUODWThX(M8JrQnlh^E~}n
zbq)A=Zm8deK5C{FuJZSnOvpfBEAW{nnFYk=vcxpYjADC|WyS315Bem?4P(i(wM2do
z<sTSFb<OWW%l%=W;}<bUBqJ-6;24%-K?RGu)xkfj6s}_`#=9YSM3A-&+(@&vo3TS8
z-5jddyQ}xSh?b?9uATIN+|vj03X!7dPxRF{ijEjUl4b9Dww*s@nlVBSG^}!zZ#1%A
zU07|-qmy7tXi+at5|^Pu0$zL+VKp|lwTC~{0(EYw3Vl{Z8yh}laW><QviJIBkCRok
z9M;_@vXrRAyY!&=-9lWB;FogR8STz!Q6oc$=H6df&QIX(rSm*bufMQ=Toh^jH_zbS
zE$)7g4Mk=j+}@%E%8FaGa@QkLqs8&G-}#HjS&DizcHq*wX92mffHgon1o^ZV)6VpZ
z00&y9zPF=#VAWCpT{y8)tA?Ew#b=H#Z~=*#(M;|Ga(Df8)TfsC8mGzvagc1Ii`(pS
zdkF7{8s8J)%97aWid7<~tC}Kzt~n4odH9uPPQSDb895T@p2#A0zlkNV24h$FX4j$N
zC-__1evkn<U&Ym%=;EAR%_GuTpI6y^mjsRJC!IMxN(Lsy8CYjfqyDQO@)AU$r#{@V
zbe(mG?k4SMdbxAvA!?@aA^>{N2^I$)4WaeTl5O{TLO$=heb>J-D9&aKs9`Tq;r8l|
z^;2szLBSWy5p4*|6tt6e!K4PS0lM=8vShmpOt&gl+SFR=>KH1iAV`n<wryw|wUV5y
zFCd1ce_z+W(9?66P}k;YFH=qJ=^hf(@g-kHt}GaSW#8`tR0?P*e~$Z4U`(~dliNoO
z)W26_+1cb((FZ-7j`yVb8hJ1RW~Tr*hav(QpZoaw2FP@t^wx!x(cZM{WBKaeEf6`X
z5*}-=vd#K<4tlC)aujvA_xl^h^V5pSbgwRMoEGcnjR0@mUM{^|67#l=C3RqdRz+9z
z8%j(E$Us8pvJ`Xrvm?P1(s!84(;uc{-|ta-tcWtI>KX#NGoWp%hNUEN(CnJUxNCvw
z1tSlc$4E4Cpx!%uZDLx;gvP6an<RBFNG%>750bgo%5fA$04)EgW6*&~S#)whn|-{U
zM0#9+khwSCods@N`A{wg-w2Q0*&lT2l$J0{WT(7GZe*5+J&vSqqzje2&2E3n@j#t^
z4?4+h@0FgtYs^m}2^o10lB9sM&*s}O0_)({;YxCmk6eWkn9j<sgz0n~>a%fvI_55%
z<MpB#Xrw4_8ns`msjyY!a{wckVljDRK`}ME1G)GCRl6uLJ2FD>8fW~6{o+^s_F0aK
zG=D#|UGgZM%oABi{=J43AmGP6pYe25MTt)5)AvOwlx(~{RQi78*a62GmbEkm8KDtb
z7EyuO|D+=Ek1KOty70MX2m7x;bvqG61*mH94Au9&Qm8qbufu%Fs`UAI6aVG?zJuKw
zlx9H!tXKIB54%AhJTRcZGvjK1S-wuDzpA6=zMq-<g^^LAY5KW{s!;C@^sM){_G6qB
z_uGvh8@;{Vquc!o-ML^&kws+AZ#BtCk^7Jp8V5-B`ka#fRk5WnGA5b~<PfK+)M)GV
z(l9PObrHnj(4iKp$cPF-&Q#BEfuQy#d=U=}YPmkH1`Q=;paxLl`fz`cyCA9pYsIcE
z_qo`)PjEu6HwMI<kMG4vGy9WMWs;D4NKPeHZ0@jdle{2kD-v=FU&&b3@FXElVOp!=
zh48Zfll^5OP6@d4!_%I9=I23Ja8hFG@?e1rMnPR_j#l3|eN)X{c%cXSn8qP?`-Dtz
zq2wR8Rq7M^{7YVMZxd$MAd9K(Eod~7Te4(=^l5s29+TbPo^zm}jS-NuTO8f<7YUE>
z63JMS|G1nP$2}cA-}IR7xhl5Z?_A;h=j{rdWyLMSIHZ&$aYGP7xh5|~HUOIk`r**~
z2`Oj2-D+(~KO+<=u~TB@mZYlcf|qVzOcK>PXf!MpyNvr~v)h!cNl%Ur-l-ODl<y7>
zb8Ofs((es-sdTcwCECXB&~S8{mB!;y3|OzD)qzw6WuD9o-oLb<;)+}Y>;hW5xTpR-
zHp_A23$(rFKKI(Y+;0-9=v6vsiGgHDb8hl1u`?j4@U?O#6I@&Xs<OY**=&=B^`J0Q
zT5WO_I9uMJ>T{!mMTrQ}fC@{_kwd-zW9quPR8`XGUm_!qq98#8C8)e1NhN3D*Uzp#
zGi%Md-ag%mh)`60VTX1f7OC5F!?~7o=pvVT5FTdV`bdvl5};|cVC&go&i6}rFYVj#
zkzcp;+dh}Wj4uxK-j*g?CK{CRBI6j-lSq@VoQv$BKtd965V^S}(0E?x^I|a+#aQ?@
z-=q0S#~v~?EA>6VSFQDNA?3*iKo*WZ=NpRDJf0Zs>;+OD*B_1m?ZOuwXG!L;ER(H;
zuzrxUhF`TW`$<!1U)&GoA+rc1Q-+rfJ(@s+Lp<NE9ed}2K5%wKOaJjdyiLRVVp2Ok
zin$7|Evia_CBWIrJ%is)6wILiItLF+@NS1Tm8sLSFi$dss-SCh{g6{WN3_Tt$T6@e
zH>>-lePX8%)x}kjp_bx(zxd^T{LTppIgiv&q$}LFeY1b>9KpWT>zzr;pOlr04m2pw
zn!Kg=hm#Q3B$AbACTasm`g)0oR>?3!P$49RjVWQ!LNzU2cwnq1`n&-p!#TzVd3x<8
zJp+C^lO>;g&x`3~^WtUXn3nb-hj$r77j#MD;4e=j2?riDk8U3N^U(2jyG*E<`&-Fx
z(tb{!%4Hv%9R_I8==?f{zv)kNLBw}eC;Kn%A>(9tI!#@(u9oj7j50EBZ?_oMA9v@g
zGnd}_0x`Qc1Aad$y<%S+^X4C%;0_O#)B9DJK6_}ONuUF0?B(C3ns8oa=cvl97y}M6
z!27zB!PIGU?rweQ*lxu2(hV<GYdc8;5+bz$g6rnrXGY0eZs?=RYyhwCU_pn&^I<=+
z41kek&7}(*YQ9lu+LFQJsnb}!f}SP?FyLCq)V!N^1Ih8W{_t0<F_#}br#lFku^Pxm
zcZnipk-~F3e@z0)St|m9*5%KHE3TeXS2epphB7;~!s(0%&8VPJwNR`4bfQ3IXQO?n
zViJk4sXCI#d*?ZCFg6NP|K1Cm1fFYq_-14>ocz-)zK`OLL<(x}x6ExRpSdNyVStFM
zC;xuGMeSL%eDTNW_hrXJ1H+gv9|S0^e6+9VL-wqWK}6reIug<8LO(^^k)y&R(~dR@
zL0kgRkhB(?&tK*bJAvn;=de)QJ;>q=skwl0*Pa6HFAAZ#E9q}oPPG_~WFLn#!_WML
ztSjb$LyN>V!Z<^`tlCc&Ly>GWT_SQ<t7HO3zV~H*r|5fm8mUibf>+sOE-m*^|GpH$
z^Cm+p{?fvM#)cO-UV+^1_U*`ukgyp1={=)$1uZQ+fznDAa_jE6V;?<jR$=59oeK)X
zg!i?>yZjCZ&rY{wdaHk2KzB6Wv-u=`r|T!+q?48ISF9|dAsSJlKP>l@nV2BdToll4
z93*)Rw!>p*k?V2aE!{=PI&$hWrzE#L5Ow1B-O@XfzM&OBzHM!PEfY4>aTZ^ZkpyS9
zDW#20mtU~sUz(FW4f3^EX@c`*_Bt%X8T^xcIOh+r;MPAHCteT8iOs5SxpE<X1Bp?j
zczXJ<snCaS2n9qh4TSNi>66!J1M?A(miT#uUVj2)CFGD}DH`uI5cKxZ$l&|qc_})h
z+Y{j}Xns8Mj|BV5{r6tC-bjgF>*X?EkK1u0yjS^Je#*;AuH<fb9BMQ14e#Kc1l&@9
z#4Gpxp|mI~G>(^?^2Z1rL~MErPbIoZ)xtuCNf;ol95ja-8K9M2u4L)(!A8V(oJQ@l
z-F6b{fN8!${N((b(#>krb6INVFgu!@$Ft#hen+FT(gRv0)8q4{T%XsmxvP*=zc@dJ
zOvc!$w&Dl$;BIJMvafFmJ#=qL={xR!`8xS8$f-gXOg}Hbw~2K>jM;NFLQ*4waK2VQ
zioe1PE{gmDh`b*R+TFMOzORq_oiig{51r31j+aJhF;OLrV>9^y1rwrdDv!55@3TRl
zP1wCD2DKsKTZ5eiM|*QQb;I)P`J^fTh6^WFjxh|oSPU?Qd;E;Z<b0^>crJn)z^ri&
zCE98Kmyv#smjjH8PCeu|_24D#&1TN)FDn)i85tDw8|QgXVel;OU4_#E)GTOv+bA5<
zAs$viu+u**NzL@k*0`5+PeyEMKs2WDbs=}<;ADWSYRB%6z>sCw6T0ZZHL_^ZF;0I#
z0l<gpGK4Pb5bl=EAfO?6vaZ8fJTS|(-qMncl>YNQy*yM-!oNHo&xmt&jpi^gOW8ed
zB+areN7ehbyy4{4$#$T1$QP&d-VSb&l1}A)P11vBIP8EZ3#Qi|4ZJ<*{StBwnSx5F
z0VyK%VD^&ZQdsN{9wt5Yv1ksM|2NMQadQ3;f6@}g)aAW5b9nn5(AO+;i!-|(H!}_c
z4{7QX9&DdehFT<=!cv)hhjwv|{YU}~Juu{D>qmRf72Qme_Wy^Oob;q{SXE^<x<IDK
ze}iQW+wAhro6!SCtZtS)v6@*Ypm()BxFjj%{?c}4_WBG*Cq6rJKasUnm;iK-C?xCV
zZ9{o@gIY+>7e$7CFNo6K*p!?~&ay$lV>3S_tjIkRQ0?H+jGpazi<4h8|GDg96aXQ@
zQZEWbcDg2g3oQ(}vx~bg>-&Ei4LeK95`hN$G-mIxD78<<c|Y!E^T4^Cm%anz_$AAb
zGr8#BPtK~t!g0Rh84byX?gmllqo(v|O}Mu#7Xt~PR-`u_OpyNixHW6z-@9Vayfu#;
z0TC+1xU)--3#r`E=iI^_{Kp+1@hiS@Uz*3j{02}$-Ha=8iu(9&RA3Is?VFx+FgLqP
z(xGCBjah-ezeyba%}F%FZ`**CxqWVXn)C_p=}so>c$Lc0&EPj_d0OC+bO2*5-+g?5
zKO$b-@=9+$EzaFRrzBoBR?8UqF7dGjz3-IqstnLNdwpM?uMB&VPMeM#?_J5Abpv_w
zVi$+sG2hWt5KO=B4)*rx_LHQG0gP`~>Jw&1S^bglVcK~ICIy+OMQbLXM;+J-NZM)S
zwQ)az_Q%6SwRr2A(IP|V@Xch@FuywNo+^{qn|*5@-M%<nrAJ3!j?HSO5BQc1kcRns
zm@;Mg{d}nPUxkl+drkT2w;Yxy_yCE`=DJ;DrZ3-9NtTQ7HF`E59+?0do4Fq+()JVV
zAqJtUei~Khb7plrDJ`Wk$_>JQ%)w22_f{|ATS!t9da9>qm%NKN?p<|#-^^I*-kQt!
zT_l6%>xE~|I6(B_k<)wa0nMPQ5&Uf})2p#)m*r{1_vfN~>1)42esA=;sh@_ySP~^8
zH`&jc4DOYu_Tzl1R!t+ztMMddGWz$%oc0;?+r<#gg;A0np0ymjDIqaO`-KuwF(Zq@
zAClj<*O~0lnIs!*E3N@yN*NeG@{<y(>dv6i^tF~ptBVO#??8j(zIOYjdAMlaHf*%w
zHeia6ak&`?flRh1)eNWvhH>MT(JbHUGgw1(V9!2$B&2C>IzF!at_<Y+r&&;&SKGiU
z6Y~MaZ`|^aQ$SJ4z(K<LmjPPO{vO3}wj-J3F~}*8JfXI$*<=H7%C53FyvE(F58e!a
zQXeTNF|ojX*Uui`@&Y}LaIr<DIMEYAB+OA!z3VtQVjLmf{?shJ`RfQrZSk|*#F)44
zaKG~fKN80&^$8=RSHZhcte(7d`8;}?u1kBnM5oa@6{b**=reTaMp$(X+)@HIe0Ud^
z_zdj#Yv?cDfy*^Cj^q+XTRXv};>T=;$r+YvhYC6{xqnTz<|LIBrMSA8JOTECKFc{d
zgn_F#EdL9t@VnL>Ro{vTlFFyac7AV5z81U*_s(meS9|@}UEksmoo;Et{oG4WmIKC5
z;S|{0{KL75*^{B^i7o{`&C+##>4)GQ2Ls7vo(~0E52;vHtbKkLiF1BGQSF~TP@IH`
ziQ?BVnB6gFR_^!<+^ad|XVEHq_as_or@NGtjckN1^$yL>huoi`(TQpbiDJ`Vv@J<2
zn23kpwLYU)xntFVii0UlSRJ*O@dqymej<~(h%=n0pVY$gtG<L2_lvoi^i~>(-Z^S?
zzx=@0_0DzR>3k>-{wcBMV}^L*xZal_Jf>c|l{+b_1+Za23FC=@n_5S5@!e`2xRaJ@
zjQc(`uD6boW5}sdcd4nW>*00&*!kTIVGHH+7De4k&{@jpb|fZou=hKN^fJJr8oLW3
zDfwC`r!l1(K^a1QLopD%PTLmMI0{p&l`#!YdL*j9dcHgR&aWhR;9if^Rc4joTV{|i
z6rK37_}Uv8j||D=3#lQJ3F?T0udV~_#JD3t)_6RmXun*(WI21IV+y^t)lY7wilS=s
zsMSaUGyiqC>h@(2rHQxD3)sSzue>K)ZNKy?z(jSOFZ}+sfvYj~8Zlu6fR_X-Ay_{L
z6ex3G#l-FOV1By^&K4CGlVT_;tJo+gV9XNt-7X@!3G=AM76r-G&#*jB<zwOui31ke
zRfw(Bouuhum@Th?jJ|pTLI|w=C>4D;yDrj|u}Err#A`P$B=l?9S3(qoSXLPm+5;QN
zTCd&R3{s#Bza@x4O%7e=n%b319Vw<@h6NX#c~X6RJe108{Eqg@{d%kDgB?oEZ9H`#
zT9`HvjtT@#e)<@=P*Fb|9x5y(Qtr$gS&L*D?uPjWn9M=9&R@Z9+BX=j0f=~KVeMO5
zU|KQ4093iJL5GmYkImhzo@Qrp1cR+VuT>YP*RYo=%8l+Q;=>t+X2?QT?=|t(|D2q%
z&M?D}hC@Pz_I{2%7W(iVjF4dk5mIh|sjx%G`arxv)nPB%!>NI*xNpNtO}z{Ap%n_+
zLK04{)ZUuI&-lB(UX8S4Aw*i6d~fF|S-7eLYbX0Puo(ComK}t^EQW%Q8#}}?F)xm_
z708q838seq2cqe>)Z4A7tC6++?H?I>MxXE95YET*%k5&4VX*c>r5Z-`E~~{MWmEm|
zJYN<Dg(<wN+?MR_C7ToPoXZ8z$h%Fm<93_<hkG}l4nQWL{k&Pbd)OA@E%SPBUm!mh
z;P^m!2fOfDsRcAfUGaM}$!dif#uSNz^&pF7^Qf-b<uP4=|0=L#{)XFNmf3HUwTq)%
zu*IT4LS<H@&v8B7e^i<R6Cw35#^lf#6!Qm;2{q`&FguLS6B(Uk2~@1gq%gD3)sm7s
zu5ze6^Y-XLZO%sY`yg_%k=xFCiIQ_<pt-5(ZZTQ>3Mqllg-ZhCa5YiBke|j25ti&h
ze=;;jIdtt$6>;d8714IMZec<BJNIB1lp6e+RMhwes<)R;3TF;xs>O9i#Hd!Dr_&}`
zRPl!Zu{yNS-<A1J9nXi+H?ELusa1NC32};ObjuT_f%y3aq*YkKvP9H&$TVu@RQ@(6
z)UH||<&UOmmcLF@`twqYIKiJTi3tN@!$2y6eL(rf&}@2DNNPuy8RXV2{eF&UVcPZj
zulPYCRD7k{bAjZ+eSk*~k+hKeCmE?8wLT8hob#ZnwowZpT5`BnSgk<QIs_59tIzJu
zh2joF=KTd4q#w#kNpD<&JC`({d2%JRD^&cNBj4SnT~&zlyt|!$udT)ccdYD-U;R9#
z)Df9<^p3jmpL23PYWC&oy(<_aH$@XXv3Kh>e(Lw?WassCJ%=v=Ar4d(opb*-Zilm!
zRjF~apS3|&^4;8-#{0at&VVL4X=a+6^xE%9@>c@m@_H&@l$5)jW5hvk8N})6#q8m~
z8wa&5`P{XHXY~>EIcU9?74&E*>a%YJ|IQ;OkmwI&Ev5*Hg!y-r9!lX<f6{Z&s57md
z+;hvC<DQ(s8#za>4L(9E)Zt#;Nq@zU_O>RqyKzi-fB3XMl*IxvD#r^@0|KyQpNa49
zh0G*pjDC3R=B!kkI0a;1cy@(bi1%?98|%wwgrcZ^cx}*AB&%1p?m~*3fNV=emOCHB
zSK<V<#Y_3On+{XKgjst%bo&b#WC3t<zgE;g<>?n)&xLj0n@C#2!u^b<yD!0kWk|R%
zHwOLOll9do%B1*y3fXT$V{@`ZLOGzi-W~J-KwN9i=Rk>pE`ZvydIVxK$h$XP`Ss6z
zGv29V-!h=S5n4RA42l*P^ybF<)h03jiz914guUwU`6l0BJumm)5t5%F#QpF$bytf%
zG0U@Y@IPkj9jx$0f9mpdxo6futzn}i!%G)x=Deyrsj_c}jD+@m5g4Q0o0J)iMGh)}
zan7u&W_UCO6NWAv`VPyt%)ntGvoSYb?mUewoOpcRng{z!64EUYOQG*K<Xpw-i%<rM
z8C1|`o@<@`G8l*D1C{`##_!Y`(R8SnWDDw^T$D#(!8Tm^yz(c+6}#c88oxH%-F={H
zLbgy{Yvo)QnxrN+jv_MU`7A#UR<w_g$-^MoB_8kT?Z5QXqxmqRZNe*VTxh51ur+<T
z`wkT#oeS**c|f%Fj!iS!WK7kA%yhSN=`nkIzH*e?F4}H{iD}SYpDW~<@P0u}%TG-C
z3?uA&+`%Vu2g?{(!EsZ*av3W2rtxDwb!`6VFHI1hVVcc7Ke7i=YE?d+xC<8Oy0PL*
z{DwaRmSY4s<dgZlCZSGzg^wV#xMmWky-uyWDa@m(5vsn95cv9fv0;zHphCyxW-Oy4
z{fsH`mBZ<IaW>Q|xPs#~q`ugxb@b1LzbdtqZ9jbbe|Lpk^}oyJ9|69W3Nun_PlJ0h
zwIpKqL|^m0XMlZebI?(PbYlQX?!|0+!Bpb>?YeG=H^6zYd<HPC2%KTyd@AAfqs{}g
zSoH_#lP0_G*HuFK^E#ZgH#zHHUw+J39@OGpGrK=_U+w?qXSdAESnbG+_)B+RwnxbU
z5ykdM?qC0YEl`XLfluqLL!@G0!7LU()chvOGu%CY#gSPi==s1V5jqIFEdik{e*}&=
zF5LOI%T5PDggfaa9(UaDd*RCFf+RxlhuoL=w&$U)aqEJPH9AO6l!@OVHELY{)i^v(
zR{O=t024i&FaeO+M0`%=xtOT_d_jOA|K{E9d1@Gz)4Jr4MzkJO?)k^>9GHK<;LCT%
zniPKFH%AWoaejB4!{i8C)TFJFm?pmzJ*TVR<83WWBRiuRiymqL?e0=;LF9PC*=SPM
z>9WG?!_yK#t)MxBk3Q|M`st*(JEK#tShQfjGA}HQ*gC5en_{b?gsyL)xsA{lr=3ly
z_|H!f?aiye(5WKxSND#|+3Nf06TAwK9(C<p9RbJm`qd%q0T6yaqXXPF939H}Je_;F
zf&QtvzKrbD2*u?-e~={OU>=@uUAI9K!uEJPJohkdeHdmT?4K29q--xH<EoCk+T<32
zR5b_YN|D=FcsCop$;&rwXaZK0c|9ew2ecyBGs;N8EBEVXxA&hpXiB2Je?1h?c%hDy
zk9-s7?B-B{kd*(7M-y>(JT4-;wA@Seh{r`IL1^cFfqZ}utx4QJy2UhsT(IzN?;dT@
zts3XZ0d}z7)6hD+;ln0SlIm0sf!p3RO6R}(4w?f_F%~35Zv(bw3jQ0*Cd|`AQZtZ=
zW{W80$vr~b6`pq<#63dyc*RSr)Zd92y?l5-?|*0(v~XPHBiEinDhFrK$U5Hm;WVn!
zfLlO*8TRj?+mc&V7vMz|n}Uev`vm^mcpv6R;!yE#duAv+Dr>*RN_&c;>JEjE_nd_&
zWrxc<kxoA22C4%*6qZHU-n#j$Ng1xIM-%mO8E_SF3h@hDAYqj*UCI5T=;)X6?K}nX
zf%FXi;zGu}`efz13OvUQ4%b01D8I#FA_Aib*cBSs5A-}F?8;ijjFvu~bK9?;aEA$Q
z<@H7nJVR|ti|f)-4c+D!6V?-LkuWE!mN@=J1zs6{JK%&|sypB|f$sQYfZx_tN6EuR
z2L?XVr}%(jdjGrX1G-PR5^8;kDdpJAyT|oHiM_77);qZ6tWp$vcm>iGghl{HtHZr{
z=Rewgx-^<3var`(FWlu;xJ(~oh<@&{oad!(-MVyycE7Y+_G0qlTl-tUxfma$R;!m8
zH0oxT?>!he_X@SOZ{$8}p@|=FM)43P4I~Q}Wi_NkC}H7Utt05@a^}t5R=QHDM*2yX
zW#b(^U^BuXX1Jgd);N(YjqiFh9EaZcCA~@T$veE2cU8$AgFeCu(L`lg<fe#T_;Gjc
zw!|Yk->}|&UafsI=?d{xlof2nzC&etT&#`H{1=>vte^Ny;QqoPZL&?8Ioe9|rGeLe
znG#&4ogQ>us6&Po>bhUxgwsy<TZoebw4|->!lYN$J$o!>Tr&5aDb}*gQ7XU?(93IB
z!^`MBThJNPi|xc5MrSt*Xt`EQ;}$ZPqf>-;Wt#Nm=C;}aQT43e^y!4P`FTGfD>R)6
zPVG{)EISpAA`=epq*MnHCN6=9ByCG7^E_irx}Ze$c~Q{bdw*SA;j|@8mXgGu2#m-j
zY)w1kDrp1$xPnSQ3e~>f>Z_>?73J|?u{wcl|DIuaDB11mPF|b}>tcp~u*k%Ft#B0a
z;GG$sKh}LG!()zxRs)HDf2ZkpL!oWQyncr*rw$UiAztZG(mt`%0b+Wn$dpN*6q4(y
zd<oy5F(13&_X8}3`fSiK3BoCs8srp6{g1C-2*F3dZTcskpiIU%#D17iEDYhYGcr|a
zxjn5gvwyH*0a+%ngPtmw@2ozi9vu7&DJJCc*Lkb(zuT1JiAfSiN>q75@og7EVm;&f
z$CyzWEAO0%$cmXh-`rNHqqMFxb;+yHU0cZc8@m7gVZ>F2kvJd6FN=@wwjZsSOqhae
zZT9XI(a+spfoZDE2gVPWiIc|_mUX*Fh851ImW16~);<hi2){LxdC{#My+@82M!kRc
zvM$a~3BlpPd$5R)<@If)SLLkUU|_RC5Soh*pXrL`p_Y}>%^j7ykJ-L|7_U0XP9G3l
zfV27=zwq_QMsCmm)BWx(gToR{q9(yQ3Mr$I8SZj}`{xMs-oSv_#z9_qL_>tTl?p`n
z-s-*%6L~Rq8=rUDTIw)^8Kdv>N=6adDJW^a8iZ!JQ{jsg{SFHF@{sq*xBd15pfIp{
zkaX<UyG4-L=?*j0NN-J|3sqUnUGO?Rzt9U5p5rOASM3N#^;c&IMihJMkN>3Snj-Er
zUvR9n%a@F<!MgQBki;_NxTobTl8EhO!s!a11HYkb^<=DpX&^?hZq6*H)s!c71@Dx%
z#sj6NoB+bxKJZ!oC`Nq&7Xf1K&6Q3zNIbQ)LzZT@Jjm~j#g%;q@9)9dpK0l8dZ+-Y
z{EWcKhs(8XL8qh;OFiLaZV<vxBW#y;`vucII*QuluIb|<*TwBM-iE2f%BAk27y99b
zG!Oj%62v$K-zH%-DNq(_cMNRj0?md#$e(xR{f9ZMa4gT2%>1H*_cQQZoNx1VgcH%X
z8Z~OSwbk<4rAO|5g4}3>Y4`hf;<yL4lXv?&D*aJ&*SRm$vdba(oD?P0N9dfD)({l(
z2|M<$8w!Bu)pKRkfA6O9HMOJzYgK_EDgwUp*A!2i3`-IBkQ%b4M18VXC{?=~mZ9z1
zFQ2bprI1dAjr-l_0ZuwgsATV01D+h6RMZ{6*w=B-4#}l|<T`@WCqes8($ghX3sKM-
z_UB(&>QU(R&Ju@A;ga|F%dq5|*JMJ(zbEF6IgAC8G5A&fZH4a_ZBI=3EW!+~qbzp;
z9z28oV+QqzZa&19Zv%zUzpPf-MZtNocW)CNu_S=*al%2(u3h^h3e5tg0YO)!{$|~i
z)|Vm&F{YfaGo(*AB%`i(wvNoJnO!L23Sr(OMSY4N9Gprv+=VMJslM>&{R*)^YpLbE
zDLd4cQ1aZd-{V5&I<b&Q%9-b>x>5GdW(?Asce0bX1<fX6HUei$C#yA{uKqNjf>klB
zoGkBn08b&qN%jb*Zk<{n6Ut7ciUMw@CZ-86alk)4QRIb!O=i7?<}T`F{mFi*)7X}&
z*j{zb{TmNWu=8$Y;KvB&+DkXuI-B35$Q04{gOrT9xPL5_o$a*z+2v3?R1z26Xa4m0
zF8h=eW!2|*UScmEIohp6hpBu}f&K3KI`MO6-C;Id6pVY#J!66q_LY=x=<4e!yN;?J
zWhH%fgc1FnDHtq66|mpfzIA_6bDX3gcBJ>c41iaGIrRx^-b;Pp6CEJJ=_R>Y!b|hW
zlyw`7)=cz@PZ-Z;v<D<l7UyNXf;-HqW9t36OdU<Qyd&%Y9ES?G<*3b7bEA~&?Q014
zYnW879`y*QRUZja?u$F4%2$`<ECA*bMlRcbVb@dfn^%|J<F+34m7zV&&sER-$}olD
zN@o<PN_o1*lbW>)yJ*E$p6zC@-n1muf1e?~F=UMNXy!n^iRB_Pff?rZ8DGaIxj-MZ
z7N|zrLY!!9c$i1_pXOck#{Hh`6kq9fi@A#j)l_|De}h)=UNThfboEl@)=d`@l>QFB
zXw6>yQ^4NSUzbsakBxCPUbCFH-lo3P%pipdl7F#}k@Ibc?TIq;xNK?X5058p(Wpnr
z6ri#&ba{c67n%I~qXC*0k4%xnKm*g`lecM8X`dksw!2aFcq2eqa&WQYkMH4@4!8sD
zJv=eGf(`Ebv3vop05KftIMTMfJL?#r@&oBwZtMG>BsfJ<c+GLU@_Q}YJ(?eTkKMX~
zYP&I&ioc52<T<SCsjGPVGK*^Oecli;8ggN!KH<lHAEoVhuENRrZf>6iO0{84epc<T
z9M6$)hhu|o+<4ocp8{;DhpN^dB!zPDSv#Zy#?Ld?iE!p1G=tMqS$i#<@Jqy;ZiGjP
z4nCjjx1-pz9XoG{C8i+N$nC<~bqm>CP$i}3PR|SLN-~!B(|D)QE+B4Y3d9cXkeK_y
z5pYK@&eNhJPB@jIpX9nV@X@7ZhJklI>$uewz(DzU^$-c&!}6uJ2LwLAQju1o?0)Sd
zr9oN^>XPWA;@&o2(nzf{JVLT6`pYF-7!LSr(4$-Zx}WbN_4pkDRWgfoM|a;$kzjN1
zf7i;o#)^=Mn0{sGi&>KWbk6nTh+9kEIpsxsy{{^0(>FPxa5`Xbd4s#ndVC;CvuXPz
z^~pHEyDYYz?<RdLcJuvmDsWUSg@*iU+zjdf(ZdOjmOsN=&2Lu2rRgZUoa=x5BTn%6
zvl7S3F+Dg4m@a<b?<tBu?nu1vm2m4-uH5Z$c%-Yae#)cc@wtEk+QThhK>3jyXCFG}
zeRz6rP^Z~`k7Taa?c;WcW88&$Y3N4+eRGkdUCfAHTd<mE3s2`jgz(fC{vVRQa|l}{
zlJ-``jW}Bz6nfv4pG7}Tu;x)>POolP)6tgK7gc@2e}_!Q+Ve>XhaFrKU_6u*(74(`
z^Tjt*5ZsubmTy1{8tNE;R)GRc%dN1e{~ES8IpvyZ+^_n;F0Ov=qPr*-(>Vm-Mp%tf
z)SLB1(QXM=2oCS62D$ADyWGyh^;Ix!s9I20JN9o;B8M*y&*gLAk`tMcaa5d+Ox79f
z|3yehofjzy9=-ULq;bgd)mv3)2?<o4gw-%USrxRLlLGxIJ(FvLRj{(|K7`Dpf~}!E
zs29dk1XY|pU~|c~;NDgaYjbxmO4|F4us5dXPN^i@haw)^^HkF;t?gDek*f0@NW-#P
z7D@#Ww2cl&pQJv~&GqO3wjv=p(RUFg*w<Xv8)%-~&R=Mo>qFbg^~P#}UG%xMk>LnW
zLo!U&=iU(~=>bNP_o>JdAZZbYI);$^HnI>h2lSuc(C&skYzzmE@B2L~mlL3M%zYtW
zYT2}hV7T_$*-fM8?fVG&$v0k<)U!Tqtnq1+o7zi2Y3fKTO>jTnU>Ch?XQf{7f4$$z
z<_3qIxYgoGpu)4?9hdR}vCgUFA)jF%gp(^lu=TUS_81Z%-6Q;%FTc9K<mzH@jc--=
z)-`g7ZVk^9rkuz{Q7_t)6J8s8r#Of=1(gZ~;Q|~Z^Xwu3+S3G4zx+*365O}9__udR
z4yXBj?VIQo(R8Z4XPymDTM;l4w{ZUJnecN|oqod!86!3ZV)jX~Y!990RA|LJdbi{r
zq-yClB~VAYX*_aoO7}&`UGfJQvm;!7JkKAf&u3>6*el0w3h3#_<)p*>A=ZmfD1dQU
zoN{dnt79|WhX-IWuaA9`3wGTA20M6#KAo^$=)7^zz>?%?WqX9s{rQUD%U}NqzBIYw
zSyEbdHKIz$P6THFKohv4gRrB+Vo69UN~-MYc)FV1{koCq`}tv?Hx6nD<(`xc@Bo*L
zcOeK?RVZN=C-~h~EL3Dac>tz<!t$AYdbGj0wVCnJ_pCr1#?-9>T5p+jXsCiQzq25@
z7>+ohEHUZpp&d!aRmBkD0n{mK*M=i}^jZG|am|BfROk1~F;{}nyz=&{+X_^160yGW
zM;3PKK{C(3UHV|_el?%Fm_+aqSMYplsvs5pTuja@vfn_Qzwc(xK`-|9+rPmXq7jkv
z*Jc~IK@nx0b)T=`VuZ1V<4IbG1xdGxm6No!0f6d3ov_7yyq={*afQi8McH_b5qe#u
z!IQ)v>Od_o^9Ij8{5@Km9eV0g-xuWq4xYhjezhAVo*|*o))4PI`Jg2u3zPIoeGVKK
zzfr<Ft2JfWpCLE|2R;x7?dPvv{t$lQkagW(RTkbK74$FO)}P*Af5a>e#pZra*w^?5
zB^Gi9p@@|Ro_Vh?2N^1`Okn4>US2b{gusPsexsltFxy}I18VK9Gz7@t&-`o4V2`HO
zkPZ~OZ|{BQmOfzsC-5?F{#Nv7umh7(@8+UWrh>c4_t({cn%@D7kUF4zocPxTUM9#o
zxwTsxpm9#k>p7{2Y-2N6ndNm=ZNqFYLg=i!yo7Zea1yVH`##U=MKhBsq&530#F_*!
z9HsR4`S^lZJn$IN6oU3~bdw{D=1BOChi&x-M;KJ$63!?G>|Jo#df@m>^;#ULzcvga
zWs8Lw8!=%G*A5(8$k8v}E^=(UJxLfYGP9s@n8$Xd(8Z7<ALhegqHQLPC+mU|g324C
zl<-E|nc8ns7Z=Gn$1R6tI$-o0%oY2{VX~%L%58dm_J{8H{?0liSsoc+Q3x+>9S|Pu
zh#Ac+2^;eWeY@AVfFhVT#bT(t=8+$a1p4&B$2L^Iu!K&K8la)p7AOth;m?K)LRF{K
z%qK$4hK%x4Rm38&XW@SMJk6?t;#;)LozmXx@!Ts7#w>N}vcSK6uWN}lRkd+=%@<D{
z=(vGBcL(Udn!H&LkYO>5dNSXLyW|#0r_V3SD7@vuZ(-HZKfJP6+6e}<`|mjiIrVIT
zzjzlM=?pQ-K1-Y)6@}Xdw*fa}ufm}QH9RKYS)?1pEszM>j*bJPR6GTu@*P7iI;$TY
zvGJVEDHt{U#mnfnl>$L+JIDJIh2%EiGt`}9AM(8cr-yTx_SBRdo6$JQrT>0@zqYZ2
zr!N<5YVE9xAO9(INlWQWnHXP0{#U+x@xLtdIQ)HT=>_Wme4lR^_q}4eI?NPT?#|z%
zcf;~&CA9mtc>`1bR&zf7HV>g))1k^kc;{t2{8xWx=%#G@YkzV#t*iE}|MqUSyRcW^
z9Ux3uKR`xoO2pgH1A!3!z9Ds}`l{ZH{qxxVKrkGC%51;8`->&&zho%mF(+efE*1;h
z={k<-O1#%e+l{=078AJ^C-)hD0b(VS^P{_B*r~w_%8O?Rv9E96h|M;s%<i#{{ueF`
zV`$IdN`sgLzmemC8z8OzKgIauk`dH&J)E0YA>5l*2a4mxHQ%{->e~TTE0d5V<jBbM
zk8#c2MxT$oCSR!ItiwrYpKdG!arvyKB8IO{%iIT$M+IyD8ZGUM#Fq<2u0HmW*!AiA
zNCBIHlw%_vcG?x?^FViGvIHB0u{&Gquj!)IBsber5QDNkpBq#6id8yj(|XU&f0f?H
zfiz-7!~K5e`FJ8aGhgaYYvFqzMV@ZjsmFnU{>@QjIRV-6apd$NgULLo6QtNEeD}U|
z82tKkNoYr@gbv!j`Wf~FV=xz7dt=r8Mxj~c=t(m`7X<V!@2zqzgU-qD{d`j+FpaWl
z-QE2~1B}jJTG*$(<RD`e6J~?M;G<w8Sp0l-F7^CQb{xVdQl~x_SAgujn_wYIV1e4A
z3mniS5fY19-8bm2Luz?<Gpgj*%ZqCn`dBKBYMLaBP+5dm@_aYj!5n>%exRk^1_B4@
zO#9C2x%#_a(67ODCMHPO_*ZA(Lr%skIK_5byvdr=i)bJ0X+8e(tb1@W$kgUy8*nk-
zS=_mkQD#n(h`UybJDStu0On)!yaX3TgRXNr!68N~6uUTym%vt@8oFjDF5B&Lx{WlH
zTI81WQSlhA?Vy0uB;og6IBE=ppR(cZXk#x8mvnTl!(EUa#;QLE&15w0Z*<7zkCW<_
z$ovVoSMFH%W2TV7tKLhfWlRR;xB1FD>yJ1-k)bs{E}2)?KkKSE*~6zu2<z}K=Il<7
z6(&EH%juv}d<{t3-oE-`^RL3_Dpd|TC`D2qsc}s-p+KFuuod&dt3UXfOxw4*GyeV^
zo|~B=1*m8HxCW;kcGpv4Mq)`4>&^~@47**o!S`Z(_!!M<nDTyQo(zAy?mzwMO~H)&
zSqv*QMatV;en=ptkn5l^1^~YpLHQ3$0K}s30>J_+!Bz23UyEzZYt&H6?G1;OKF-Kc
zd4+$ZYixx9wTdNc?t8rs{!G4{C?;qAg#(bJZKOre$N7j?IWZk&u7C8)D*I9Uvo?%;
zw(W`-xQ0}Q8s}&jP-c*B<eueMB|T;MrT6L|ANI?0t_=o095v=OG+|D^6B?ggbriIq
zp+56+fxYtt%)rGQAAB7#U+&Yx82jP9|D>X&<+uAI*=|4WAur56%Rf%S{;a1MX7@=N
zuHgA)Dz&~|yTtmc9e=J~G2EIzrg_4(&086oAZH~new~Zp>jdnMqCW2nSxx0CkrMYn
zBSAU^t^}I-0U+#Mxn5B1ht$A<a#w{TBZYOT6bi@@|B{Avde<SY02!p6Jm$_WP*s|u
zD)j7q7Ib_(uK*Qo)=g3J54VHwx(;pO?yW-j>_)D`MHtb8&``d=0`0K>9zOT`_etZ3
zoMHx{{NK*GCj*WYh+E`(?Q4sAllkY2#V)%&zdK9wlT-RR-P|D2E>UFqFWhw?i`%~<
zf!0u`lrh?092~rnMnOE<yeR;1m(ka9e8`3r{813l4+&3AQ9qH1L@H7WK-WV6FM@l*
zL@!!rEG9!?3nE0NAM8zqu1~B+QrV0w_3oFaPgPz2Q8j0Br$P!w;;yT#q|)66fN<bw
zp3YtbNd{0M{BGjpUdQ>5R0iM)^SL|~rqt-5Pu$kjp~K3TEA5j3bXnVbf2PNc!~Cde
zA|za3{u*aFpiBz)1Y>W9+*^Xuh+g{jSrAoz;eJA=ZNqGKH4K;2w|?ew_bVtS^1QFv
zicdJLXu6Zaq*rQwx<2rMz6K9?$|k*jtpFw(cbYNWkE@)!n&TGweQ&tHTwi@a4nred
zr~zeidFXL~8u#x1)bccWR9KPvw6@J0@PY;Zoz^)Pd@LD%4iK9_zJ8yurSmn8oNsJF
zAYlzw*PG&<Xmea&I0JBPsma6uP))&8eI+1J_9$|qzQ?+rhd(Vvvf!ce$bqwyEHZ6H
zfWNn*1yVcsY@{PDQ;f8Sse*Fn!9>ri$Dyy)TcS>_@EET>Y~Lro{H3dVdcA1iPU`Vu
zK^y^M#7X~AlWKj5m`P-uR6cGVyJU`z>&`=R)?~weV;N{BwL}^dMw<93KXCq|c$Y2X
zesxvI_wEl~dk)o`<*|3?Mi%f1X-6T2*x2ANEKGy4N%#{VBWK_aXaxDZO9qj<`y0Cc
zc=B;NUgKo4g-;j_q#u4c3sO4NORT;>v3?UdYmc-xMk!FXB>0x#a>#dV*B|DH@`m=Y
z9mw>b1w5A(v4WbFEWsQXOO^cj{LY_GjA9Oo9NnR%_YZhPm8fjOLJIFG+w0xJuDtLx
z05l%l^vm3RbTvIMR~135y0*|%>oJvdb!|K>`z-$0A8CK$%?)zIf4{}N_Z@S5L-|h_
zXU9XI@+_029IroFkhCige~9!{SszT<cL47S7>%)*H_G|4rfxd7$)nY073xT2xFx4I
ziCvUO(>hxvJO^fWFt>UeU*y|6(P0Lf+M4`KzTAb~e#e7b!wec#>45W|eshJb!#+Wy
z{I`$L1;fPfwoWQHf{;@h2v&_MOziUbn1aKjO8szYs}=FzZuwS^)rb#sa6`G657MVf
zE#dN2CRi<AKqQ=<4H_opn<TCA@AeiK^D2JM>5g~lBkIg)2I_?d-5J}1>8#_)P;ra6
z0Sea-?Yn0<CO{I{!a~#S{dGp7^_d3So<1Zv#RIq_{Dg1-XC9ZIspt^x%gt#jhSNp=
z)1`QVhzp=yp&;WfrPo8+yR%fDbN9?$4_8jY8ASvd=;hka;dM~GTlsBHa(<BVo*S5x
z$wyGdqOR?%cR@&|XM|bDRNwRyL<Q*1KUQuXkmbU8ckQCvx_%ee?ARYkNG(Ev_5|I^
z1Snc*Ct*dmpQK-l<R7o%P4V!3^)pS6NY%xcB)jkExQpgTVbLq_XhtSBylR(FERwQ!
z1}K!%tinBpUINaV+0ZuxcXHIfLyd~1%y8x-#rz4Uiu_Tmv%>nac|KvAgn=O)0zLVR
z=~FH}rMobPsC1XJwu))@QMPWap5IH=evLz?UnbEQ;(_~=<NdaKUo#X&me2mebHRd!
zqxy2f8~JztJN=|7LaI-0w*dFk=YglEsQ>!-x3|Sc65H(aKL0vs;X5pJBPmlrSjzpj
zu@hs|%*5tn!?7Gu#ax9<;=Egl+R&GVMI4&`&_SI8j@<{K)Y*pc*w4q$)k1cC)NY%|
zbQ-97B(}hV!N9~MaEPs&s7asY`shc4bu(+!ddy+9c9iBL%tLwVdSR+UEnUie?LmV7
z>}VxQcbjo@Z~6K&u|Ik026$jTsOnR@;j?mH)s?oW>#dT@Zh<EHiQWI0>uP-VX`Ww2
z0+seKjmGIUEDkhEqyGL8KnQ=jUauEHv6EkNT;8{B{aM28PdFy^E!^^ekuhj!<iO3T
zu|$>vJa!@^fKgG}f(fdm6QrG`ti?gK3Rt`~>b5@WvBpT|`|cK?Iwz~BbjR;PG!)EF
z@}2H5C1OYO{^zm1`MX2SJ$rtY&ONqMTK!E`XaAsJ+c)IeDkw!7D$|AGTBQLu1dnws
z_K(jN@NoFldTX?GQ(o$Ad8Wo?`CRteMmz&Q5O0wvTItV2BcziEp_Rvlta5OCC-bgq
zUD}XefBT!DL|F~T7vfO}QN!qjtVMvW93y5@_-E@be)i@Ou3fHBXYTvcm}L%4+4JQD
zkFQg+T3>6O?pnPcc@XW*^x|OmwvSOJb0_F3mwN@6&fV#Bf@5dh^!#0Xv7AAR$Z(SD
z*IB^{$#d>@7TVXzi-HEBZ1xnMRxN;J$LZ_YpIaT(Ec0R0N3vUzReO8dsM7vw{ql<T
zTYr{%4FZ8#Nfx=*-S@LEnOUX7Zj5<)nKw1R9T%E6A&&M%yj|hQdFoeS$p++Q>6w1r
zgt-+s>_zK&FhhR^m^MfvdJqi%>^rgB`3^-rL{aiE&S>)+2M%1~HoImpUB3XBD~)x<
z5f3%MIici*cYtWme?$`B<Ls)#R%cEJHnb4E$K4Uy-$eFD<zD9aSM6Y#*&W=zJeRkj
z4?n7RsX&5a0+Y)_pL$2b`Sd<$)^<p4UVbN6(+tzo@g2Z5Lgqe<gd)EOk($*ArCuN0
zG4?WHl`iDUS|;W;drzFKc>IY`-1n{Xm>E&y<O(R`ApWxMa<j^oy#`{v@BI+jSlAr{
zwFfBo&jD<f^!PN>up^aDoPC5=7y`On-3d^=B8%qhC``o`XXLAsRgWodm~7<=0BlIc
zz0aE1awITFAYi*)TV;~{?zWbm_T&`+y>c}4p8D@lCi*MSBU!xpf6lJ17e|+xhVe6>
zw9`&_Ho(Ha%%%0847cbHv+}(FvXr^G;L{qB0jbC@yTNqv-)Gq!X{U-nVEG*%!Q-^N
zW}I#LsFnI$DDju}T%1aobObZaDEOy<o;k?*&D%`}!6WsAtuVW8`t3HyYdMsw9vd~*
zZFRS=p~jj?%4>rUyPN03eVe)W?U?op3{tDq(QQ0G2MmH;hcJ44|93uoO(fo6UpN=C
z#(r(AIi#8^4cS6cerqSG8ZK9w5cI5FQo5jYcWi)=OP#o9<x$h_=O^3ij;t8Z)uM4T
zVUq*{HADTK_8*2DFe{;A={cLlE7MzKFI~LO-skp5b%yF;d(MO`AEez$*pnLyvplL3
z4~DkA!hDb=WL!-3yprqHuYH`~626n}hg&s1=QuQi?*hlItqb67hE0$M_Q8%L(su#{
zzr;jAz_*-E^Z~-q)FMe_>W1_{?c7eg*ZzE<->w2`vaiEeQM<U|;kysI<L?9h_1>(d
z32ny{1P!mSs`@tYf&F}+mtCj>c3lZ@8L0i33U_cKS4eHz48DFrXZ^F;Mc<Q#YbI~T
z-6^FqXe;*}zXsu6f4h6i!6?mE_O!ECXvx_zcXHlOv&RhwULSP<`me~K@mvCaKTA{m
z-t=DhdfrMbj^x<`?X*|?PX<G?pX~`#Shr75(pYN04U=w|HLCfgoV?IL;u2%CK8Y45
zp88;pqHs2U+Qx!8O3vv{BMGu>9q8R5m#dcUJBznn;7NF2DeXO7%YtL>;ZcqXju(tN
zN(%?isa%78JaH+%cL&<P>1Ji;@hhx(u!ia5o>fPG2v}?u#^&^cE=hSllGUiaOA1Ra
zWr9mkf5hE+28}z}gJZy)QR{jk%wfw8Sc!-xMG}6zYN6DXH#8#uoaWf&#W#%q48{ox
ze!?yu@7;bAolc}O4S35TvnSbn92>w}Qd!OB@^UAJjs_*NyqhqR^|(<qcQM`;3{h;G
z9gTg(f|Im;qUwg-D5OTxUAPIY()D%c7}Q%&=V)BdIu-gM^bP31M}yD2G9h#ebI@Lc
z6?QV*XX_wo9{|tYMT~bb886gY;a$ISXt+Ch8Qk_u_iV}aWAg*(sAOtdD=OSeP+F@e
zA&*G!M}3N9lE%X(?vvz~ISOjURwt%+TP$<iuo$47A3@z@dq4KmH@R_ZGf+Z*u;fFz
z|7dF!7E$q0cpcP1@nTM9$sx=?jblG1Eq(hTE{0+)cD`eu$XwJ6!r5-E$?`3=8WVlt
z?5o*tGD3cD`|9lV6?U<2ZaEKcSI(~)(NrW80mRJ3=W~cQ<We?$2wY|-P6r6VX0TOf
zpmnAHDLwa-+O_buCsXp)XXEThSdLUC-5mQ2zpQP0PuLl8eqhBje2K<17sVaPXtnv#
z*%LAqybfABenN0Gg%YlQ;LZ89r!Hb3@bT<B5E_hjB$LPkj5RfywQ^Ghs@=brI3v-{
zQ-nqFM?$l}rchEb#s?&<Q~K{nZtJ`pyr^KIa?*&fy`42?yRJb7(b1pYF^8*4j4xyz
zQ>foT{(H_VYnbd>N`tTrhWz0&pg6!~Tzj6L#tC*W1uQYl=>3G0%BYdatuO1xI;c8y
z%L8Fd`-f<V@^;mApApwiNEM(AVa?|10$D+><4%!Lzmm#t58Q>KxLiPkEPf|MkH1Xt
z&tU6Sdwlh(9`%pDcs_zhi%f(!3>=wOvYWih9)e}rEFpGtD0z7J0W<Vhgz-3iVf6a-
z5c!FX|CFPx6~=z~-d*-2Ki3mTJiO5I_nil)P5C{8q|^<~9{2ok9DTM{B+Pah{f2Ze
zL*G5UIdT554wKs(Of#&s<0)er6%iE~SZd_4rP{{=<zXBk<aIw_r|xHumr{s2dj8Ix
zPx6u7@{c(oD2W1_%_hk7)gm|vVxJryfR%HWtjW>xY3!*3bQ@+z5}07we0p;z5~z>%
z*+0m|e~^h@5U&uCvK;05J6%LLKrny(Pbg7fix~n|`)&M*9{VCyI^;CWownffS1IGN
zfWKRXd(Q<*bZ=jkAXa@Uzkc1{_>Cs??lSn$H^y~<u0!KvJuK;XiJ`svfhNjJw9s6C
zkM3K8=S_21RJg+)?y{s`2f#4%r)MCglOf68?tza8tJ`Rn;T0t&!9E?v-MNG2%fyFK
z-T^l^F-_TPP&T|C(Oi{}6G}#}%T|yZB8LB(GpW#I^^Bc|c|aW+|CO~rrEwTOY<H~2
zWz)>0pWu5(1sx>u=fX-7wX;szL)(gil*{Cd`Iryw9DI-A#9rRRC=E5od5|>vuJ`lp
zuIY?o!3)C&P(k%u71k3ov`LZ3ZU@t83Ct>O;SF)T^WW0t)!;PYW;CCKEecKZ_#-g9
zj^tP_l=%<W;gG;g<pNmD;MsSHhOxL*75JwvBNzpDINc<3Nn#4I140LNY7C4*nQcyQ
z^_MX4j%qRIWIewHy|il_jjk4+qwjN-gCH;Mj#4>){#MXREYvOLotcs9?eTTwlO#-x
zo&t);0?u)`QJ(-Z3h#t(HIrFmHH4~meQVAZjACvNh`T~wj!bqJOp|ihU}^HWM8@fa
zv={U!7$xR%a<hf~pDb~_UPLV66lFr2LRr)i-}5}>P}!-k2S^(}QGP*T4Urt3=a)rc
zp^zdjj=8ha4%^DO|H3Dk(D6Q34TB4}#tGBd8mdX{p<oRX;igqf?oYdzu5=9M(niVK
z&g-byX%Euth{V|)<cmMv+|s*p7MWV><4e1C=?C;QK)9B>^xHAEsy)DedU7JT%64#?
zZ%aOGj;o)wCaihpP9_e=<B&3{Xv%$8`X~jZ=CfBlg{yb@Jo$2F(%VY49alVgzA!4p
zVL4q<R^cC|BWs7{v3(7JG!}O<Iy=85%m4kNioaZl`aMm?0X{{-ye*3u@+8d30ikL$
zh4Okqm~RsJClKl|%gZ6B9KkveLb5uq&hgp<boC^ASnz+kf58TZ1fuY|UU*@_G^qmb
zsA@O96^%c4VWB=J+e#!8)tZB!6bECm@DL>-S!tr&5!18#&FD;jyFS>beER&1P~!3Q
zgC1;#XNYket)1zVyoci*j**<+L8FHyxvrJFzM^<%Y+DdkHs&I>Of+9%rMx#s>YMcU
zu1vji=V!w8T{mFZqFh%&FF@HYTH#sf@#s^Hdhr%l_i{wBRIYd1czh(gOT;?;(>ea&
z&W_q2P;&TiGG{>(dA)<W%)X*+_fk_<wpCe}4sUOm`U=@Q1hpyo8Z7$za!&91p`?zR
zdE}+2dl%`cClhgGk%<$J?O(Ty?}4FT9OSsKOoF~Zjx!3orqqQ%0k%T37C&=ebz2Nk
zS#hwQnSM-;#!`Iz#FI&Pea0pl6XjkQ4Ot#C2)x0lvTQ#T)L22;FxkJRG%GRO>ocaQ
zm@=sdrNDq3k=O-|8RXWP{mLXKYQF&c&&=b@@@@9b9+y~!A5|mW@dahxb-w$KyBEHf
zoWYbK`J(uYCWM1!O@>@zzG>=t>S3gjN^~Pa1vrD}H#EX+a?zhW2SZ`L?h>1Pu`}Wz
zk_A8A&Ry>A!F?xK4^lKCuDc$b&LbUlr(rB^1%J`i`vl+|8V2`QFWK?Bv~*lME=Ej!
zcjeSyltrhx_H~KF9(K}esl8eFnVZUo^W5|n-t4Wv3#D07Ezs><ewZ>h*W9!#j(u*x
zV^NBsCwe;qr-e$8?3%-Ql-`GQCWD-TIEl0~f%GAN0VcYLQ4EEY8xRz65wSE2s>)bv
z`nl%1Z?UUd->a{17@$}h9yvU@>c(%Ez!mdC7RyiCmmvrBcqDy_!LtXxc}mNq4!L&O
zW$&+McmfpcwAs4c+DN2w;c%j<HnGZ5K0jyXz|{rURS-8X@3S81iKOa_bg<0swfG|f
zAu-BHe7oAPQ>n*^P3PCNp~v_1u|JDcgK7?|GKTu61O1-D6DJ{sD))nd({Y!oRD0|$
zDJ%BD^>C7l)C<~U?=o~cS)vZ{SM|rP)xn-pI70o|DgDj8(0AA}vhKqMaTKPy7Js8t
z_W;?Sc8Ox#^S02Ra(E$=%Aas0>gH4HE#<;>kjaTKgUB<|J``Z+ZFH+kM-&;>>-|A{
z-z(hv_Jyz;)qCxJD(HKsFLv}Q<Za`z^SoR)zW$r6anlQcQW$y$<6Xz8m!ocvdiDt0
z0q%N+hN9a?$&q$}z=`vYJ6w*#7TH=K29Pd%A8po?V}Z<ckk5nB+2O^VeKPz#OoAFe
zQ+AawnC4a5^ZzC~HO~%eK`qbGFPu`p9L?`1I78eOnnwo))<hh)W5q$<BA`bDf!;M|
z)Ge`t9hJd;&PlZsgWd0}*T(ZLk#K|caNtXjLlaQJCAU8G7mFn5{=?FBZ7GUH(O&|U
z;G?LBBtbH7fPhHO;p=BpJ+o>}R~ZoDh7)$MBUi&_#7}z|{q49vq1N!v&7@@iw!b7%
zlWmW`RjiZc8f&_X<{eEfEfDE^$G3yg62h7+ia(}@c3?xoq|aXLNa&cJPJq0AbPI)^
zRXIHHxz97Zf79_5i~GM5#~njF&bNr|AI;CGLp@*6CU|!3-_E7~D(CQ{n{Vy5V!&G6
zFMiqsU<yN-ku9KKc<-}5K&|6ODsK-Ql9ngod*Mu|4*IdLyIEm|*=XJJ@O9ImMzZ)q
z2`ePd9)47ki4QTqtHeY1Ypa04C4G{?E{l@u`F`HFAUY8r(Cf>W?(sHP6C;t2Sn??+
zxWN0mi?0M_Sp3p|waX7J@%TeJh=Aie(g(Ozi1Jv5JN$y@d8inF46DoPFe~b;-=5M>
zqR8z-jbY1O{MLLfa}>_YEjhnh+u41<KwL4-%Toln{1ge-xaJ^p0Q=#lgdgd7gGD*5
zxaV++m%wlDsZm`l8;*3FQ-iHjOJ9Djx5RpMP^b;CPVj(~Y5R)PRr2xJtcMf8E3t4%
z;MtonFwuf<5wR$fLox;I4<Jy9PPN5tSAhhf0dlL-bEjazuo?h2V^K^ev{PvKTO*s_
zi1kS<NTv*pxAmDn<}*wiLD-~L-)S9O#ejEU6fNlcHRB5~*dZ@LJ^Dw&Uz=*)?kT*N
zeja70@7G;snY+RA&R1AaYdv;VbBDwp&YbR7f$vW+O3DxNz6UVJkPq15^#=gzk0%;j
z*UFx?_3z1@;dlhDSpmBx`F^$$jm$pbEe9%L)ul0>5P<Vlk0iB`_(-^}wlSr-&&xi9
z)ye4){q|9?F@RGb3FK4HU|dE&e1z|b^#cU>VrCx_CUZ42T9adZKAJ5bZO0!*H`kou
zDg=F?7N)E4%J}n}wK(CM`^OJotG__KJ;_h}djEvuL<yjHe?eWF<NJ5HA?V!)7vsfo
z8~?ds;N#DoneH)GbVxMEtRbNTUfe6C_o5*8eq7J_WX*I*c)|ht?eA4tX-`0nF^7N(
zcwXruJYUIU?V#FbMK4NID0VE0*-jpi_wGI4*ze8bu@uj?k-?8Dzo56n9Oy{DwdPdu
zC=B@$)MJ+^3{&pA*q1x?04_Ls`qjk{Vav+hwBPB^7nl5r{tqatVF#CR%iwXMfuYB-
z5Mxe|GWajkq+WaZ;<zsW$Bl3@*N1;M;6$?YlCq~?IEOwfIo%~UiHM1&S{d^5crs~r
zWq}Lbhr`44*}}pvIP$PnfV-#yR64wFBRdE1DfKk`o2lGxa?a78G^Q1w{VbEXu9x69
ze`^+xgIsa0dv<ScMHjW@jc$#9^#OSJd}5ZJ+HpEQ;F<Ec-ARV1p;Z+L>9dDVDa756
zM?0Y6{hO@nVcoyuZ9Ke_)7N4I;nhpX{MrTu)|@yIO{ixC{G1?$7|Ko2@ez^`-ADJ}
zMZWh#$ZB6lD+}gVUqH!T!D3@7oi=F~iB{J^m%#fuy9nEQTf0~??HIheucT>`_cT6w
zQVsR<x+phzZMD$aJW^RD(rtLZYA|2>Gi%{>!f)Qi`VLw02Z+N3iV2Wi3eL34QZesN
zrvoJ8z$E#)(CNXkneHTy2S!UbU*pV}+#`W3Ax>yr7xSRpdFM3Eb%Cnp?p5!z?c?-Q
zevTPKrWoJ?3ueFZZ`(I0{HPuWrz1CsJC;RSpF+|(yAYvTWiGN<@#LayROO}l#ZqVP
z8xOwJrkD8~*mm!V!rG-5fc)*Zn+9_50KPt^w>aF41E8uva&^>tc0UQ;^(QZkfA!&U
zc`L75hs?69G8{5mv|&3}u-L@YL*~FuE&5#(c;wj2<1`lLpBfEP27t8%$E7Vw`aRBQ
z5%bn|(+wi!?J>wH5qmnPM3;UKGfbUgn>Cd`Lcmkk?pVqatlRNn-CC}7bbO89)e&vV
zSznrB<(U$^%YOYj)Ce7=&mJNIQYN+J)gbTK3j7qop3(?SJbp7j2Q7&wC6a|xmV=kJ
zCzTqbAO!r@csFP71#bWOER0me1mT|Wg2uXU`|hy5%x{=#hAmRw<1Aj<jK3e<XCXFd
zJgj>@=UZ`<P@`KGk^0C@6=#wD_Ua<sprtRA@z){29O3KZ5nn-i6S3hhJJ6KeJ!^$p
za49_dVj}R{!Y~O<;?muc=lC&ca7wo1(X^j7>7i77?gzWwepc9l&)DHC<0Evf4iq#6
z_WN~iLYO0LI~N3<Y^btM$F7(nIG8%ZG@2v67a!#ZxMm-(`=~gwgq8&R=KJ=GGe35^
zCqiA*W-VyZNF-1|>WMS^%1t*3RA<=BV9rN*HbwQyB8r!{5*@$~VYC?W>yzC4r$D4#
zU+?K`DONtVWwX#O9_*5!sUani4fQaG#Iwt!+RJ_59MxPvo=Wd`a+Vk*3==mJ<7HFn
zrG|=%v#H0J*$44Hwe30n5X?7wf5EE`FGo_ziD%E`+|4Hj*%dtW>PpC)w1824K)9x)
z_All}>n9J%1@~%?+^$EE@Z68LEchcl{xmq$Zqvh+8K*zf{(kZHd@deI7OpjKg0o*z
z6r5jM@Ee~$7QR}iuLtc`O(ns-Bm(fWyiY#`dwvKH%az2q0lzXmY4=~BV}UycLs{&D
zDP}^7au(n^z*!K^{p|yovp42h899q}&Ce2sJG2Yh&usW9G58<yEQ|RB@1T^*FB1DQ
z(EZZY561?+IXnS<bK;T&JMjDZct*H{`dNo@5V_A9n=ZQk8nqFyvN)<AtC?At<5@mM
zD3u<m>Pdc|Se&@7v`+cKW~gXWa^Adf!R`LpuMH>E^8*6zfgr~>fHbeaJ!`_0<;CDN
zBx&G-mTx8G9+nD+Da_!imt;U<?3RFbBV(gKO%9>mJ}c!R8{tU9f=uEIb#-o@pTjCN
zFcVB!bxL7$`EnBeY=4sE4I5v`D=*+Z`E&lIzvdYVmN2SrlQ*umt?NYRz$|hiA3gYz
zhvWt!e=woXEKRGo+l1T9KORofb7_pI?+beNKE&xz`p8td2cYNzGP;dl`s<<T`TVWJ
zV`h2Ixq&l#%c5~dmrH_&=zCf!(oi>Am!EjbgZ{=@M#AHGH~X1dW7c~$VuxR5#{BUT
zb$$CS`^9*Yv<Gpn7a||7hrO~hs2kyCvTc%3Pb_P>clv1gbsvg5A#?AEdU`^!9r3^S
zXCCF(U$yWgh!mv+8*ne1EmH6DmZq<iGo_#Xbq3(pGTn?Afi_rkB2+p)>h<^w37CM3
zK+>BVJY~gn2vPLZ;2hN~@ki0$@AJxkUsHS9(50J%a*xUIQ`9#0r&~?48cqwR{nug-
zaYc;U)<{m3=+3^TFq}5>YXe{#978*(f~PU@5ta(;7kskr`((p!5QiY)8aXVYxRLPi
zhLOC`E<mA9duM_JGCn&5N%%zx_9Sj&1_H=acOy^#L8EecKY2ebuh&321Uj}LL6-OQ
z^>`C6e)+IU2qLkL>O7>TjG1JwSm*dys3y(*t2P-qaBwac))VbXzQQuceoqe@v|);?
zOj}!TwB-kdE@8{(T-uim_j+s6g3Arc=~pl+QX9TtaIU!PE9&OHh1U(YnyF1Vk&J(R
zn!aphuF=$w-?*k&=2v`va5m&Q`I7>-G_1B)uC+<i1qSo*;LU#*hCeOno1Em!UFV!x
zMPAIu8uGOBXo~9xt0JHZ8uJ^Yls!rsipH;cUx;o5q|t6KEsIZ&o@~1J3S5bXN@FKe
zef%(UVjuB1P3pL>JervT5QLmRmd-}sr91MR4|aqw4+72iuqvkFahqb$v-MDvvv-hw
zvZ#;g<`Nc3GYj^bwDIlROfAjx0iMhUSjYNX>>_sD^i!kcD`F?%T*srF!=JGoU|f%)
zc7OZB(M|RH4P5Q7TMlhezc66I3Ln)1sFG?7w+Iz2`+x~xG370uyj4_B7jgaCR)-G#
zH&4*mMyP9x7d!sm=)RNilK6c!2NvdDd*xAxUni90OQo%Ewn5574R_6Tv^sgL4)t#4
z#e*_C|FsfN%|59q{;~?9SHaVvpGJ+LX)-xt2p}mx!eOWA5)D+e*wG8t5AzJ><h<t#
zbfY&YAwV1CarbVfBQQmFM3c5cdEaMG2X}&fxB(~zw%NryyOU`yFR?>3Yet`HuXFhE
zvr#Cnj`qIlTxXu{+Er-N^`T2?1V(R5e=&p~@AtX2_oX#3gH!U<yyo=VZ|mAs!X703
zF8j^pKR26Rd;HCAn7!`13W~MZwd}2+rJtS);TI)VsS;k&XdyrEtldkp2gy>K4E^GS
zQ>0;8G?7Y@ebSe6r_Zk=`W!tObR(`4?;0a(uz`0_BVZUaUVlid!J*&G2o-KF@21OI
zls*iL4nZZQ;<Cq5%FmK*d%Z=~QN(NRv)sm)eJE7KO;lND9k2E%8(9UjZfZPV@MYmW
z^?V_X5N7nQpqEuSqys5BL^u1lOowDY>~o9+C<vS`(kM4S5SD*U8&__JLe^h%n1;r@
zME_PEng};xer;Hm@$QhpoJBeN+I<3Dzlq~*#?dracE|d;7xSlTvyWKM0c(A|h8tOK
zIov6j-8cNBebA2E$Jp}P?*=p@Dq)dCuW&eT9<DSjKHKJe=V-D`=X;qdg&3a%;rY?k
zrvmk2(^Q|QJf4(x*q6~c9{UHm%b9aSAt7SpkGFkXbZRv}_&0OY?(tek#|O4YC}s5S
z-gCywxHt0wV527Tk`@du5}T)bCsvIw$je1G>a7u#=OoX4pAk@mYBihT*0=Bk<58b)
zkz2Su{X1MCJss5#+5#MPBv4&p-Hik-Fl`+waU5WlJ<=S2ztT>hl1y9z@>q6G%PT5?
z@D=-5GrWFHRACnXzP*aaO@JM0n%zkV5M5L*2jp_N5y@RMQn-Kc{bSmoqyDqq$}bD2
z+ZHx_(CB*n5$w(Vd!q>{rH|ouie7K%;2x1u^3{aK7etd4C|4!carusf)t2p7&%CI<
zHXPy(B5q-(M3yIZ&mjXGsE6qiy-)-2Xr^`^APk)x&yZ1EZDRU@qpHncx<9DuJ-pAf
z^;}=H`?x3_2=7qsGrG+~EqkHmmmpGy!||T@lJ!dOqsB3Eg*}n`-0>;A;d<pSm*#j7
zKFr1ZbuwowPOq>!^OqY9quMyz)TdO>6ux>~c*ldWK=J8@`*fetO@|(2$OO}*rwSND
zUkmk}_u@Ad1yP4f--EWxQqOZHo^|Ne>!6MV8G4~sM>5EC_%VI)>O-gA)K|2dQ}1Jb
zaaeJ_CHih{6roalflS4BNuVy!exdkCtxcV@3?LRZI-<bW_8|)1z8PE{h&tHYKF-MB
zwb<9bvrxF^x%g`AqbTsn2l?F)L=F|A8}1C+*HEkypM?OnrC(XO2u-smP<(i&-M~$i
zP;WM;(h(2}q#v>D$^0Fs&T6O=eF@LP`aJGo*I?#{HZJcQN^GyVGRx~{)K#y+7db4)
z?*@=p1T6u=Ijzd^8E_|to&ZvfaPuSD*k{bWw+->mo9Ejj$#2ixMeB=ZXD&<b>y^vj
zoDfL!t$Litk2?J-8a0fqKeGPcn(8O%pN6&`&hBvygajsD!!PNXy=`Qni)s?$J!9Kr
zc6y@@&A3`Ye4{Ef{NJdeJqlS}NNRQy)U5wT#9_}=qbW-DaXxXMJlY3~WHWLvJ$!rq
z7`-{OQWMI1u>`&Utpm&bN*{#A;1m7;@OUOK>;Bvp78nW4XZ@~1R1Nk>+;mDBAxc?Q
z{Nq>D`x=Oz^Vr6sW?PrXUKcS5xTo<<(>K+=JHWhiJMIfJcT4+y?fqsX{?DF<_RkYD
zFf}5CmDdQ=X!thnx(fK_8?T5z?WEtos>5H-CJfTcB8j9w%RcrBh57{q*(6_16pqX`
zFKnCm?+$ClOh1Oxy9zrLkM#rFuv3h@oE?MGY>$fhB(T19^YhKdXtixPbxx|Uj#?;%
z`e<X+@>R7-6M2uA?z3`67Eqk6sl_RAWc16vP6{Ll@~Sitfw}NH;u(-NX9tH8{jr6c
z&dkYDpHea%P6eyv9^R)hzK%896HmB6fJu%gro{qQ4aWeAF`=L$Il7c~#<XF5pj{(>
zv=CdiTl4oSP<4Y)Hik<aV6SehCy2-2{&#39b0W|0zG6E#r9+{(|CZ}h>Nd^G@T@Zy
zQ6F*No82tG(@X22q<)cAQkj$H7|nLS4?XK)PeL}PogF{I)4J*+sm&L<KsgrAexM6!
zUEjSNb5uN(dy#0*FtpaJUXZ}sFVF&4Miw<g@D{7$U=D{+7~<+`LWu+O)FdT{RqLT@
z{YtE?d=m$1kYZKzP3)tNZ1d;cJRY?h;kH2>V>;4j{VZRtW?f=zZ5+xUp>FoH_Bv`4
z5OpS;E)U{4oJ}C{1gn}YwO9{IethdVyq4Xs@1KNi&?h8PxHO^ltn0*$l@|f0*T)SB
zBTD!v0^;9Tp{3fi<Qd4qE0k=kCVJed>k}@OJccdcmOucNDUHPl+8Bxbqu#G1TR!wY
zX~Kk+*P>gO`}p2C*ww$-%_rXT?1pbat?cvR4oQitCf*&po$4}f%BKpGUg(%!o^WAP
zmLJZ6t2;W)o`Nag#d!qjHy7fCJ|A#)bXX}P4^Km$|K3BYY}2W-PEccX-WKF03t9?B
zV}@m`e-9rud!w=d%!rtZ(a5ja$xK#P&NQ*GS%F#NuR;9PRrpgYu(|RK`kGpd0AeIq
zkO}Wfds9e<17bEb{TU;PuIUcH1@^55l99Cc`3me3_CT$-_f<LRlk!m!BpBVn^#)D$
zp%#%g@%Cq*@dI6TI<JW9RK6h~A=~sWmBO8i!?-`K{`qg7mdU?4p7>{@)&71P@Xpcf
z(uro2UcTRfL1lhzrI@@=b+gjz?c+13Zq|G{UKAB;UrNBuyfU_Zh~j;@>P@uGJc2x^
z#-{ep5c>uE8kGBi9<CW|QBH?Is2{crg;B^`GIs@v3Rm)7-XXx%64SW6!h`vTlNI4t
zId<*@aj)ud-^OKgH2IE?Kvs7~&TrIv41~WU5|~ndNCNV3IDEk^dlsjfv|+9Ck))T*
z6EB00{HN)n;CJ;b=o&#!=6*x&!#NcUErbILk>aQeU8Qd+{?IpQ0{-^N=T?nEz*_|Z
zTDQP!C6(Zt%T%1Meds<Myx>N>GRm4eccs*?tQwP$%2%7r`mtF^G`F>vPHHC@*1kR;
z$1i2XI_KpKK2(Jbi#xyo{Peoc6@J%-e^$Ed2U;HZo9xE!I1)$#5uv#D=km;$6^aBR
zZGW5#iRP!2aLWd_=6qkLSEKr2d9@*Nvvm*`K0x8^iSkh;b$vN!8YFf88j`NU?6>s`
z`ciLg`_<%*Xb1dU$P?K6#q4Fu8NQ|nK?c$36w5ZAlu@j1*1=|@ess;|sn!Q>vXA&}
zOLuQK9M8#VsqaUP(jxLoArSKP{ZJJK8!vLsqw-Q7Q_9ajkM5LqRhyJH5)XdVjs%;*
zOUs+VX{NA`%$!<2t6w#==|TM#Z_No|F(F(tgv!=t!5;dx8baH`?x`eF=L08=?IXC=
zGwC#{OIMwJ-V)$(-=FBLaL@Q9o}e}_@g!Mn95?huNLIh>0#+2yi0R$oc+2O|LMtK!
z6|h^!S>va4fbV(eW%MRTz#LDWM9SoIJD^B(Zl3zJ_Q*ZxbN!ok?CPrsMgd}Y{)UXL
z3O(isS9d#!;)vR>HAp(a&tdnaH+i|nG{Y?L0aYARuTtz<AsFJueSI6s?}RepQ6**o
zI%?(zm9*cr$Jrz?8&Jp1J)Y@(4Zu$a#zS%h>(z+CHrmSrexrsi`TC4q6mKt<BOBsz
zY<dCNBv;<dLkU1y?fl7OL1(kcC5jzX{ZU;Y!Qt69*xWe@;TL41Fc1eunXXF+_S0TA
zh0>`348~Z9pqlXy>GOyKCsnto0D@L|Kr@p&yZpX08wQ72!&TWnciw87!AlW;18Fe6
zlI@R;9Z+oi76WpxIQz#yGyiN#$tu+1z3j?=f}}75{b<WYTs#v*$5Q>iOuX7iupTs_
zwFZk>{rA#Cmxj&3=a&yC^NPU3>g(;m{+Qkm<~d4-(sWM6(fB(1-T{w2_-3+@nw%R<
zTWApF<7duq9JeBFc*^IN-Rglu*TYnPu{`x<9(<?Tu#d}ijGMMr-%r3fd1S<?a&Z-2
z{`R-6p5MSmH8^X_PtGdJ1J!EATzXP(Sh4YN*ZtYi{%zW)no&R0x|@7(+hRP>l%$(v
z*V`|V^zk(*K~1CtDV9Mmu=a!L@cZMcpJU+<(6EubAcV=#h;XKWwD;?;7j?!A=Czam
zVzjY?;a=1XVF~x2vCOq!`O{g~c>Ch<1lk?S6@&r3f_<?W)W?gb{=g)V@Vfc!lEq((
zl(*zt#=5EgG$d;v5Ie0eBO6`E1?tSBttmzU@6i|H>rp_d3f;GRCw-`@zexuyJ}h<^
zz7VJ2Wn7>Ck5vYa+X5RH;&9qy7Y*E=19Y}!;SVTy_xI7;{}d5!h)-2%5A}LIA8DDE
zWX>Ymk4)&S1&hJo-M#mB2-M9+&k7RcU`yx$ryN`Pc4N>X`(yLiDZR$3{NsUHzH1*(
zW<WeAt7;uF_y)UWtq&*pe!bs|P<j3sVd4`%g%uI0ze6=}58v$yyR?gxFB)_c6jD|B
ziyTGQ-|U%&a*A%!HswKioEGuS(A~aNFm{>0ZYl7wkTvW&rtfR;?}ls-h|llWa8%Gz
zXKi7IU0cOM$+($S-V&N8*XkEm-Jk^9*|-E2^fV^0OVTVyz0RE?+)VlMp$^9?g&aQY
z>~<a|_dSPWOi^Bm)$>|K=*ab~Gu7Fo0XoMi#YubxjdN*HbbZ?ZV?rXu`W^Y}!Yum2
zh!)k|zp(mt|1g*n#I)gpQ+UgB8B8&8#6<COljF5{fEqQhYeqPv{C3gyx-GBX&h9t6
z1WsCkWB5G7CKek$P@}@15b+uDAk26-MiPU*b&JTzsHrp?8t6MH^yeCi+YKKb6_<0H
zAJ(dz9$E#AfsBwC1+<U#W}JM+bLHlZGNi{I3kq%c@~%S+gjb-45GP$-=2UVz13KsK
zW6jfhS2p-<QyRSpzlZ%BnYHx}_gaq{>3(GOm$F^EfD}gnQEJuCqVft?qkEg!iiKVg
z*G`_k>f|Hkbvq_4<z4TkpCeD9FpZ~Qj`@y1h=ci+y``rc<Q22MN&`VFO(=h8<)V0c
z1cYOIAF&j0&hwbXHxsHtS!>GgYZ=^r>ceU7s#71gv(k*uW^zuf+95l`QDbSp{m1<R
zUo6+X?S(1)Oo##a<P2$09P>cj304~i6_43x;H#L2+Q!Fppg-@}#YO^2<Wmm)m8R9l
z&sCPcj%A*^f#b>9A-Jc!$=$k!77hi|<VFQy3r7m)vSNuPZJPbVlYo1WM@4^R2N&`_
zXRVrz^1=PhauC7eMzErO#u4n{ecJ;RnD#Qi-;wy@%|lKQRgrDWG=_JQ4B+j(EFUU9
zf38x?2}<_m8R==2jr>#1$#rqJE^eMZ=l44*FQ7!$;xfTN=q$5*i{tq;w$5ZfNng}r
z>Crgf7~={&Gie1-Vb-DH?;iK^jyrsn{(1PQtKy*U3+qCQK7v-zxdViTyeAw8VWQkl
za1d`rOy>P9R6bEJD0^nsRqWXP0=q~f%G$zRM!4MrD1u*-eF6KN4+0<whjhPHEG0`!
zH97r$y%y-mwF?tNT4s9P>SvjgaYMX*%Oh&d1$Io?TV<yo^~%2yIz9fLv^AesjOq&T
zx__+BzM>131f%@1-*Mx~?L(SjzhDOs*ZoY12IFfqOXk7MhXNe{n}q5}bIP)P)ePwN
zD!xbsR@-dDKk_oV&a?em6~L8Gt1Z;Se#4Ky4e}CR1EFB89RT)@*!y=3!}6=C%cYES
zVzXl<;2)p(u1GdOnX*Q2_xqRFH%csVe*wp`pANPz-ruhmKVjQJMF(WLSUgkq6qD4i
zU)5xw3nx|@=N^ibk#W-SxxT)u89~Fa@gK^e{D?!|iz(=wjjkf?xgP4h2g#vt{1dtl
zIk3lbJ95-}4TlrSJ<`#9crwO|1!|0u8$&EW_Htl}@Humr)Vumm*FH}dnYln@qwSaR
z@kNxU4<)fSy8bMBv@MKehLZ$Els{OrU%TJ6fyHFaUQGB4{~@25^^~1^4oDMF@3Im9
z88nTv!q3o#=7w(!Crpe7j#i<jg+INDMWA<8%7YQ;;oIjC*X1K#pl(p!2D<L8e=so+
z`W(e#>X?aI#xWzQ4O#@p1P6foG(q7Fd_2+3DTbmv){oFFj5`IV0VWEuTn?hb-?_~w
z^wF*Is)W&P*>(aWskqjIM>h9<UWHa~Bzg$59|~UjnZHFb4-h%re)jCBlKMki>HQT!
z(eV2dY=DQJ53f}TTK?@0Hjs_u4H}gLEq0vE&)sS*c0xeDNH~Eu+r$WD+kN4IGI5hJ
zy^deu7VgL)ITr0k?}wN&_$#z9C%qr?plFBFekJbVNK_^y<m5EuZ&34UCchT@!?lee
zhgf7M_Il;|&lYW$8fKi+aAFUHKb7ax@Sg6rJ<t}h_ro}Y8ZVA92(Rl;xX3~ADeosY
zdqtD+vg*2Qmx7MQ)@8%~NgE#rs<Vp~ybff!pG6)yKorxjSMIli^*Wp1<PFb@Kb&QE
z686<r-&-!z0yGs~FGnoICRma_eFoNke{PZiyRv=xPfly{c%xdI(S&q%VEqOcx}Rjy
zjdj2~`R;5E8ofup`?isUM-9K?x4jbxrJmQBu}YDkmwoDLDYb&(-e$LQUc%w*dMp2j
z>DHbaF_xac*wzxEt@%6$qO4|%Hz?!{PK^-NqQD$c$f&yyN<sCXN?k)Lo35jjD3DEt
z)MsmdwbQ*@Zh_QXK{$dI_v=O2s<V}1CZMHz9Wk4ER}uFG)Rg^4$ZYMTDWjGke!){Q
zI<Fjv+=6jJCu=KBwHm6tgY9|Zq~p20yT*=?g2+|_|IB8v<JHIa@DJh-h&&wNE4P<y
z!j5w{4*LNe>eA{hl&4P-<U`73o=o9OedA_*W~T4q75lnz9h^lWQ0}YX#bB;kE<`!6
z%un;QUo(5`5pHlM138t~0EvRQ+srdX8e`*^0ONTOj(}6%%wHj_?VZ`z@D0x|yFVz$
zQ0x9Wo_M?K$Cn6sT(5%8_(u}Kq46`d5OO?XJmWPD8O|LcpQ(L6hqHuXh&Eng(v!)l
zus0yDHKYHQP%sSVb;?zK+7CdWLB!~tyU*@)pL@j2_-M9ZspR#qIMn#}C{1^h$v-QE
z2p{lsRdyLX&ZeJ-Vwor?61?)z%YxrJ94Z<8Q0)+u#w>xihZ8_c)sPj@LW|eG+s%a+
zfhqyX@f~h^)|IJAU&v}zgh>jRh#G`v!psEV4mtbm0eZp5C*Uin^Ew=fnB7-!6#vEP
z5~Ib!JpTYNJ%U&~UXFY5`Yw2;z|^Of7%cRmjj-Hn77J9;`#*fgQ&9d4zaT)sfqu;W
z(Hgi1b(aJ6{7z@Y^<xL2zJ2_szn)?NYOC3k)YPBC+urFz=ML&3K)>N_zLs0`g!2+q
zwA*c-9Ka{5=~Y5g9c<A;R?e2_ya!Iq$rqJ}8~pQ#%K1bVgri@>a_z2$^>Bv=jruq~
z4J6g?C#Aq-tDo09aD{7e{_MA;2Tu{8b~Fd$pTm0xPcjb;ACvn$g^K?xKD9STf1l^y
zqGwlcu3O6&RW(pO^b!-Pwk0U<ozFK*Ljy`V{p7cFfI+Rd(&C$Y|4O>`pV?5n$EtST
z3mw+I_o<5C$A<D*0Ent0rynYGzvtVnR~|{dUz$*3+K$)w{P6Uzu5#JF_6#wfk4Gmb
zc=O(p&DI`Rr?|+{VrH+@?s3Qm4w)%-ykM9k{kCs45F9YTU28S|{^Ruk%&o+Fj(*`k
z8b6O?Vl(YK-_l!Cq!Vv2pfO{Y^psQ)ZBE~Y{3qdLGMQT#QXa&(|CN$>!9(<dkODj{
z02s_S)_%S1N~D2yc)53s#6T9>9ls&tD|Iwp`!1A@yC^U3zk@H3=pr<b7<BHW@11=E
zbiP__OV%4A85XlJOfKUdRh%Pu873O^VBw>^1Bq3VHPyDAvPT%~M>CkobU(Ym1>e;Y
zd!Pf!>1=D?q2FJK`O{3hdr(0DF`2&(xrk8WhV2D_EK6}11h@&a)%ClwPf7cv&yTHc
zJh1IF$rT>eS&*YV5Z8=uXuXdr&QIg-LV8F9to;UAT#LB<PeJJ>I_P@s%Mf%!(!{WJ
zq9<XXhq#y@m@dUW$@w~zxT>e{7~*L>B-hvB9PH<frwn8Nve5`zfI&P=Y@_a5h5MXg
zBG9Jbf|Z|(u}$@o&$ib$hQl7!C7SqIiuTWh3`vf!Do%y@08rFSu4C=J-|Ce7DChU-
zAz5nMjwx1q)o7(+po;JF;jB9EyHm(5)HP?${3*|L0u3fMa`5n53DqpXrYIopO#TLG
zxn__kOJJ|HhH!{Gxykhp7XtbPlyPzP3?l#rw;awp4T{?+dym)mz!f!!&tW;=lQ%8v
zY(_#0i+GffE*W~=NUo|0*{T3$V|c|Ri}5#h-$L<&jrsM<q>J?qjMqc|q;z*Pd+AKy
zMl@Z*D=S@&UmXTKJU8wds<jFQ>&u!cU(%EPLknaHbP8)?e!y)`(!3no52yZCVecDx
z(`8_$%i(PHHsTbHuPSce^JKN#Yo=drNN)E&HsBzDN44cc><j5{ere8|7m&~Hs>gf;
z4?)*@9(3yUNX>WUOk|T^Dz~p?)im6Kbew&49gk3wF^WB!eOG`?KQooD1LEa%_bXjm
z9gK!2O`cw$K4(x2d4E_}wLiw<+dZTXt^z(y+@%q@oJ#-TRvaCP69ynxt?Q>;#HV_I
zb$NU<IK^?3v7Bz-lwi~&Qvnf*FfIGqNAn1d{~phb=6zq`U$wx}*=wAuSUcP0t6^SC
z0rW#J=k6kS&N0;?@ma{VitO?^-bj+)YwvK5>m>A~j~6nRI5>Z^*4+`uA80*xzjN@3
zjJ%>j$-_=?w(}Ztg&Cq;{@TJ5Zq1e#3dHO>zg6lp3)>0GM^JA7$=10mwqX7>EUPnl
zf;7)dWR`t`3-K5vM+V<A5^oa<4VP+#JDFR3EzjgT?~0RBX8U^uS{a6Zt^b<$-RLTF
zQcuG&(eMxb>`7n!<w0x8K38NaDN#guyh?WGZr>r{XaFw5rFr;ikMM`T_NDh6sz1=<
ztMAW6=Emd!@hwO2H2|h-ldjFl`s8b%llNuc7{@IsiFfAekd%c*)qMxR3*UL`NSfWn
z^tpDZmKgwpoc698jLRp@#RubuCX30<@>AjuS2!~bck(e`4wK~!SNK&D-1RoLdMthG
zd86-^F5V3NX%lwj=z)EBSQp40LmneY`%@wrgHGl|(v(m^!l9>*Tf>TvJm?>MvRW%Y
z`YdORPDG?4xkm8R0N<>RbN0M8Y~kwq=W}EZ?)$4jElcS4??oT&ecrH%L8&JQq$I^r
zq@>FFfK>+95#!q^UcaKlclAqCx_`~A6XxL{&F%AiE#)#5!7mwcIf8JyFyJT^1Uf_9
z;q5|ZK0z?S^9z$ZpYnLv4h~GxoB@%_H_@K9CQzNS-uEiPtmr+!6R0KrBqDRdmxxu5
zHwKiPN)H@^`8^)s^@0Qc#KZEMQn>Y{c04&v^68mv-eV+9`p)OO60_6m5q{6XHyn4`
z`X52kNgaP0ZVG>f9ypHdqz_uxU*^%fRdj^Cj!V`3w5_<T!^`&CE*3+Ncjssy`5qvD
zza>2phG!wUPmv;8`uxO;?3&(|!!Px`edzSweWJ>O^V;rWpZz^<JQPtOE_n*Yu1>?%
z=ATs?9_jBM7@t2hb9xbp(@C72Po^xQ$)CZ74$lF9^6+0@Wih@hNH#uf@Q6#Gt))d8
zmkTf0OW61j>|dZdvQ#WI_b+2W7Ok)^A`Uv?R<x|!)^60gsoX*CME2+(X<W;D8qe&i
zq%nvqN%ecs+Lh^IVDXT*0%GS@ZvL6?@V!eQA$^4IXH|}8YL7u`H-bWF{J475N7LZp
z2ni$obAGMay_lJsa3Qi9CQN?Fm<C>c4L_h@l&sW~cQ?76ucX;)h2>p;p|0v5cygQ6
z(;M{PK18~q?+xYVIo^YxA{|11GXE2)$A+TadQ9H%yWT5v2SPl4psm5dZAuH{;$|%Q
z{&uPJgy&5;tqVEBb(z>BYwSyyS??eIA*nF<9(*z_PJ2=brG<wZMM_~Xi)=Qee%o`5
z>j>hWPt+VORrw$1p56G@Q&sa>i2pK~I#|z2qTML(Ly)^9A?HlpNSe$o)r-_fCpO&!
z{veg?J$UK^qTgS%K$EAF15gCwP(3WU-{jhU|3B%)R2**^Jr&oBhr&l9c*oH3islR%
zvH0`zZl`LmONrB80&%01oT+~<5X;|LSc>v6wSo(&*G@5$+j~omp0RMGi{e{e)xB5{
zb(1cVf0J$^f>vgw>&<e|LNA!lz^7#L0N`$=^rle{b^t5zdjU8mw9dlpJ%_v|uTQz>
zO!V|!ne&jLod%E6+Zl1t2i~lEw)51i5KVcO%2(hqF$;L_*@T7-tT#?vp?^tR%lnSr
zotYxFIDBz#&#1FL3D^sEK+&9bRV7|yu5XQoVJ<23&5;ntX{}l7b8!cMnLl{JCwl(K
z=IyJ`+%{pfdiSWjIVY!-TM#R=H{}bZVbVbhuJoXZbLG|Rb4Fyk_Q&u0=LEc(VIx6Z
zd!yP0JlvPbC6{P8_9P2IVbn^F7U$sXUb6*pM>N#*DRNiPP<lA2LEOo~_Bzc9Ic-zW
ztR={nHH&!ns&3l~U@=UUpncv3k6GDI7hvebs_$PYd0noLOMQFEPY7wdM-Nq>8&EN|
zfA$3LetTu$3(5K63q{nOX$z5zEo><%4BBG2kp5RmMd#J6Iecec%DZ^}*$%F!rICII
zPxsOFu=LnGsTX$p^R&0K@boQPz`%@3`sLzBT}0_7*}=1U_5MUOC4Y)Ny*eE-n}8AA
zG|1y43XALt;U!$4F)?)x<;Cw;>zIRyufi%H7&d&b^c4|mGrX=&aZKkW1y|~KnJihF
z3}&6aCw@hLU$4_^?1#1t<)^9>l@V!FW9(}h0GT`+exVsSKhD26Zx3<$jh>+m`P8+R
z0g}D#l2^Q4E~IJJm&Dcv6AR9rdy1L3Z&h!U#_ewhwDDOuJd9vLK*tN!`TBew@`7i$
zl$Nm-Y0_FolU#Emz1H*0XF^kFR;dTigeZYV^N#=m(GVKPAx-jA-QN|>JjGY@wnE5c
zoF0-kOkdg&Om^*)!sR%fTIJ8=0m90<<CEJ3khq>XnPInCDDLt<=<J0$JHf#qb^(I~
z9m8C#ehnXEB=_5mSrkUc9!wVCVF+Rk#eqwq91wB%xxIjs0s4w}J~jMJB3EnwRwybL
z>btc|t+{0!cxKaRo#Q(ZSP=DwX3*t?Y^LTpz^_qE5lVD-qK+i-PBmFSVeCxlrjXsF
zqYNS`r)~h&dH=c~oN!=V^HJCw;`k?m6|Kg?8XqkEe5xdwLQ@#_iKp{eC#F{DCPaNS
zOJgOVa36fcpf~n)U=??j+xPb|HWIoSnFD#P!OQ$85(ADP;9uKgblnU27?9B&iKq*2
zFbP67wfjzirusbv+mgZ*ZsF=nkT+X$1lWkxvHYt+X^B?_N9CJ$7}S3w@~zqZt&BX5
zg7v2tcM7_OmMjwj3Xdr)V%vSf=|svNgm&sgT-lQ|!>XKcn`4;Jb_6qcH@LPL&AQHN
zvUc7dPSHf$#C{{=Xs^%n>DQ)G1K$t@<6ioGpB85K$yq*UdGjQwT{^dAwzpduCUc87
zlmOy4SN@mWNKu$BJNa4w;hKJuE`5x*+XR?j4+WT#zI=E%!ToH}6$-~#-=4g(kf1od
zxHn7(qx>dWwB~atAX?)d^ADmK@zKn7sUtJLyzPw3$3}g)PM!60R7UTG*7g<6?<8g*
zZXA~zJ#D4?%9JK=Ae;_Rt2N15zu2m4yk>1Y49;Ej;N`&pV7V{0467x_NMZyl`$pFn
z7UAv<Q`Ax--j{vduF#mdj{|<2B>I?n*jex{l;9_?fp$tg_VKJpk}viHQnqcln&SR~
zXc#TARHOP=D#$bO2nCj}I`Bi5Cg0clepG<`&42EUz$ldfq*f9$XK4aM6VOdvhF@L6
zoeci&yIpy@U0=7u?F`caC)o`0=NULRUMi*0+B2=|TU_dr>Tkz+N}pXto6<B2j}#6q
zmT>1`rsSut`=sJey)>Xt)$o6P{eBO_SK&*KaDtn-O=`RJl)v2T`^iSf=Vrxy(UQt=
zWl6i?SLM3iz)Z|$=ZmYs|AFuQCH>yd)7aR8w&z**_Uc5`>kRE&sE>_EP57EAXkS<H
z+eO&d2cPgE{3pwk36KI&^?uY;VZQnn^#E)E^>j~p-|l<55K2WfKg_n=!<{{vkR^Nc
zcwTfGK?5@bkqwWF1_>aDm34Hea=6T#yh_CVdFgk6(mrE4XxBdM_{6<f?C<LRi+nzR
z<}C9P;yYyR1`C~d4`;MN$hTbx7n*}2TQ^Jh*{C<_j+ehAnY3&uC5pzg2(y<31~5F%
zbMCr)^`Vt#v;`}#yugfN549E-5}*$kR&SmI+{{9e_aBkgf&s8HV4e?C%WPYx_tR&f
zW}!JOxrb?d2x06n;eOp;DyT09Oz|N9F^MFRI=o-0UkLq<Tr&vy0!pJ1!PewP4pXPS
z2L?NZM75iw-8jlx<|}qGLWVS@Kr#=Gocq*3b%rY>NISFpLd`)PaCCr0{Of7G7l6u?
ztPJ)kAzr#_37-Y=7_ADnWsh`UR1Pe8ZGv3hQ%DjtCH^Mty9Q-QU+VR(EZ|Wx@3W_Z
zQg3`l)3IMb5JkG)G@p;o=o0;2puA7y_UJaJJu2+}k`3nTTD?rHZ~45Tiv@=K6ulcm
z!bQ{ThYsAG;OCtqL4X_z*~V&pVP;5Q{C9i(q#7`$RvtB|=;_}By;wC$S=nQu5ZC>(
zWv=o~qxSiDXKE;e^SAr+x4|SEsqd-qcgFbybZ9&+fK}`hX`k^HlG)b<_(bR=Mst?e
zE=8YV($f)%MW1X}=1t3}47uw6#4Fl;)Y%gzacJDP3W+Hz9AF0qtA%&hY0H%nPoY>%
z)<7Lo!5qAU@NSyf>Va>``5ZRCby6Qr(~_*PFgD>KCiV<Le44wkXM;QIl27In2?Igi
z8tBEmLwi0(*2i5kT7J7RB$h7R0|&Ei5keY!ft{)*)#Y;Z)(f16?JGBCXA=Ss^PXUE
z&cQ)K$+d9TJ8t}b4`D$BCxnZ4JewRN>`;g`d6%*36w;V$k(U|0zJ2}lW6Ivb$f$V^
zQnNdOpxSE3fEOR<_?3)vnl&taPv3I)6XYBuKgzf23PKuS?1rF!nqaVE@dHNkXnkX&
zmdpX^WZ63Ju=+XUDq7=vy_>Zr@B4n<mzQmfzFqvrUz5!EQ;-ZiFNYSaQzIC>Py!pT
zn$EzwN;S`?;G;SS_OH{;5!hKdy<55*+c&g(ZE6#h1{GP%BLhA9yVvFv`gdseh>Up!
z5c!EBUo70D*(HxZ>rF<(9piy7MxdD^j1bT6S}UXbO}DJJcvMg_|BP=+C5lBoviC<Y
zG@coGk1uW)SWGl^*Xp=>Gt7nQ!LCo=4zm~4;wXHO1(X$U&IJRzDuL!q+8!|+B9`ho
z2QViX^)ap>UPETj%!MK}JRA=qW!ETPk1veuoYhaTo&-GQ5xjU>)}*`}g3PL}5N1Bh
zK4l#<6h(5agq_Tllpf1PO@R{Zua|T7VhX*`nXzvWAU2e1MaKZcscJp@hZM&k9X}V0
z1Ei@0!t~(-4KaXK^%Y2nZ|&am<&Mf3s#uVm%b>^w(qAzxuT<_otXZEls18Qa>tSik
zDjw}8QC~CI!4pfxD*+rGugAOl)h|l&IZOSO{vpUS9}Y?|<}-ZAn)`-(B!BsOxJh^Z
zb+iDU*hlR2Dw1Fz+|mWQccOocasz;6RIqbqf3xqK!&U00FDK%e3zsXAW}Jt+_fq1;
z1{zrxpd<}bHD)GrRrkPqY)+?Ir}tD+WA{KC%JVdflB^NI>2`=Rz|w?Ev8zt;;QMe+
z5(@;3NBZb^F8x|qUHI$q3k$lzqWpRlGsY1NUYW?lH=qrJ{Uu?}Hc9lTd#tD&U@BW8
zw*zLS8NOVlGVTb(Ki(~t$3PTfG+pO@&o7|IA_%8WkkhQ)x8<U5ut~KFOtDSf0iyuq
zoR=6lZREYPZeOiJ@n?Eh=2J@@n!80by}K2C@d5&x_at7b;?a0Lx#y?md!P1TROC_#
z9~CIRpZaJCscNXnGSHg?Sr>u%dY%UD9t2URp8&`d`7s(DSG>*pd>(NW1-jNyX19qF
z_LKlL$VLeA_-LNR17<DvruJ@x0jM?bcQy~VRvT%afyc&T*CXMM42zSIueY$y>tVWr
zpR}EQOLlo`<7ObUe}=Dxvi6h_I?Bw=dRc%2&duVKbViQnq;{K%fgUY_w9kVCa8{cM
zV9!q4BZibBvVQJPDXl0uj&EOyk2AWGqwxG^UqyZo7&^BHDauxRKihN17Kh3RAL+7S
z+x8B&uo_1No>$pqvYU6J-u-pcw8MS1*@y4n!aR)PW_vVl3sl@hJaGF?VV$|vi98ro
z7{>cvDFL3mGE*>p*Ck(-;ucDL%_@uVQ}<QHDS3y#8fGT7`=%^2%~xT*gT;kr-CcDZ
zKwyW8_6$7i2Sv#C4U9*X)7|{pbsoC*IS5t0{O-@IQslSq?LtLR6n4D}|1*R>OCa3C
zqBL3Q`g@^*cWZX=*KnV&HyjF>)Aj4^YH#4coV2T6n|E2#yP%MkxyGunJ~y}cS{q%G
zb8C>ob-SEmu<LAk+o}m(mh+J7okyrw;^b8)`ry9Kq3MMegb&wy$oW(6TPQJB(HVBR
zBLlA?*7-tl@aVM=fKzGqZp@TuO`^FEhkY<4z<8_Dw7#Hla$7&*b;|vhh^dGY6@Ps1
zg&fUo67d&g&*F9!e%Z+o0faIaN`tz1qoy%lvhMOik4rT9ASR*AN9Xaer*pw}j`cZy
zx|JyB^YX{_-<DvzFLr!j<!T*f<(@V}ceLu{_y<s$Nz-@f!$2HCN4<9N6@Xc`2umSp
z=sCdr<I0v+|F}J`P!mya-v(@g(|)Qh&#p!*eG4G;q9^<!bG{8P;O(tV#x)Ps#XfZL
zpTuW7n2rT&dytG~Yn2Xna^w5^$_~E&?(O<E-$HHRg1f4L1ycQjB6D=-c~~u}XY+c$
zZr@*Iybi1f(4fY~wJ$ky`L>+Wr}QU@OT5qZ9_#i&cAz7&@27iwb55w6NMJSK9&sgi
z7lN_*(q{o`MB*8kn8arn!sNqG0{hg|9LKPF=PKB5q9c=U(7JF(w*d%Fdhh#aphW6`
zTqiN00IzfHaF>IAZ@rA<VO;gwKMx;U9e{bzrR%Bqi?C8&oF8LPD`oS(*yZqOu-5-x
z9cQJDaptB6;L3jxl;Puv&J9!hsY6yrTBMjH`m?+sse38ub$z@z)K9VoQkvs3=X)Fz
zgw~rnh>u-V?(nDg2U`J>p7ezkMznIg!*&+vC3G%_-@Wh%e&#?Ky!X7-zmrGQT~b5I
zM{`bdQN2!F{vDt$ZDyjU3!nz}WbfObeU(OL=DU*03HfsM;IjH`>06$!+2@EG=oa34
zhAOYzrspN!1o<@;(Dg13flA1^lSw^OEBV(y-M+q4oLSI4aY$KUH3+_@$D<134$s%{
zmikFh=WLr8Qn8J&rweD8l1)!*A(ZovTz;m?4*L~G&*%+b4dJq{yxLyYy=rdo$e8;A
z9AZg5_FV;mdd^>28BN5rZc~eDe;2{UyIXjZR)1YGm9Okl|0rxD-^lN#9vZ8FLG$WK
z{^dsk#nN|!Mm*Mcbk=Twjbfh{=6F5rJ^|eLDox54zpCztJhfO|E68Vof49xCcrhgZ
zp@*9pgv35mQy{(0(=fh`J;Uh%f;X293jz1rJ;yl6Nfn0=9Atm*qgWaOp<AhWxx5j2
z{RuX!0zc)6C93P}&fQ+gRG(nyo}S7*3MlZPok{7{%hCI=f^x9JgK$W(teQ)3<x(po
zA?=#$cjb0sV_3Dsl+778A7ybBjKk0Oo>kQCa?;+MpTB#!dTbU6R<8f%Q&(izH+#+p
zV7p2%oa|$?b_3B5Ot7<*uozH|WF6$S`Qm%<*6kx6zX%k8caP)Mn`{_=<?r{)F68Pf
zZLbS-%3R-NAiSQ+hu4RGUege=*9iT-;i>}uQMQUlw>hF^)W7)W5inxjaG=u?9%Gk|
z&s{Gv$y)-1hdXZg$VX|pR|mT-ztS~zg0i<>F-dWDeLEfB)z7N6!j2@g3?7fWef91Q
z(24uq+wSYh8a)t7hO7q(yYk*v1UO`SmA|0)4z4}aN_Lg-+6c;=c7f*Na*){=@&}Ke
z4vBL}O!r6pC|^JONnMSuZXEStSCh~50F}Q87zNb#l@NYxwI{nsiasuyXg4UhJ4nSA
zNKs#D3&E-C(Z3TBBefLZGlG|fOIJeS6S_?o6@C<&&2|(XJ{jQ6hioIpS76oO_1z4=
zRKZvV8v)xD7AUkrLH<F@rspRu`p?<8JyM}aLG<IH#BdZhxv5i&0XSLo-l5>XJQ2t3
zGK+^K`)zqid0joDMf?LU=wFY8R-Fo2r46iWrF`PGfE|YoboUK-1r@=eE^ik+sxcyX
z2Ge>vC8|r_wh=J_&u7^)PYd~#1kJB~j`yNpr+k7{keC)U2VcacRuOQUlw;ZT5&l$o
zlP-FDzU^Lu^~<`yM~fz<aKqm8j9m7mNM2DN{R1584(1bF@~AWIz0JczRQ3zYh=cC~
z0xzrH@<2E4gD>@s;WzpEN}P=59sf33wC8M@IRiU8lSjbGkOyHMCjtikEBjg}OI4)8
zt7Cq=cO}3L&Nc$5^2<GP@5;W(Q0M-HP0o5ud!42a*QXfRCKH`{1~{kr+MZfn9h#u%
zQCYVrYrU!ExA_7I{t|jl&_1KSFJcMo-?od)5=J4Np<ycg(LN(ixQzZ0vk@;rKlN15
zTPB7ZJv_7^`EiUJYWrv>t!>7=<B}S>q_!gJXliKOT_1XPu@ZaBpGi<u9m#`H!op>U
zgP_(UNj1*8&m+W3nT|GIb?~Me;|m{haE4{S%GLq}FveChd1HcB{65-G6HI}n3517{
z0Z7=r7c%vFu(JXsldPQuXS7!4bGAXxX(wdIA?u>6Q0)sXTh(Wglb=U%j>TX43l6Mn
z8xWV*J!8DTS^M$~d<wD&WT}EFdMgwPKq9kzb|zN7{=>f^NGGdWF9mV*2<p|bzM1uf
zUif~WiZ2wfJ3LuCI!p|j+zQa8vhhMZsb&P&)_y=tZLoPVs!nVPi-z}UHtyyN=XOG{
z$*=1bs5S7?^4<yRPsyTOHFb!aP==F>6J8O6T4_P=KdPon!I%f5HBc>c&d}b3#8rt{
zw?6qQ@#H=6{*^R+jTa!_KO3x%_$EPn1muAhJgL_IkqP|Zuf0Fmv`%wZY8|>dBOm($
z(=+d%=qNcHu(tblb?$Py`il3?O;fVBdLy-9V8`Ql{$7AWmGn0^{vI{p-$=E1P=3b~
zb>Cy#JJdmm&)|!n?TTUrZ`~m?le%*BL#$jqK+O;GgBnb$vFPc`n~PloXuFhHY_6-9
zj05-H&gi@Z(fT^n_7UWnmOcGAgKU?l9^M~Uambcc4?*`IfK@t290RN#%N~y`kj6?C
zF_N(ReA%b&8T_D~wB^QqXMF(y1Xblsd`U<4vmP$Hg=^-(%wwIuD|od70|=dD)dwNX
zR52qimd@*qu?kR1EFQ2RdpK$@gFs^U1Op^p8Uk{Op8Tof3$;9uUh++Op^l@g<=7uL
zc==MWtg8eO{?A_G;|4ZiN2phMH))+yrF}2^E?^U@8r+ZE!<viw;tS8U`h??u?0w0W
zvRIhy)70?R0tJMjARv7w?F?xY0qF#Vr@x!XteVxT$sOKY@kfTJh;TUPYj$%iv-4il
zf3Wwa;eNkAK2|us@4x}P95uK;f*?J+J(??X@0tz7mLXZO&~f8_De63j{;>E@K7C49
zhAPu*%v4C+khsv{c`}Y(@MeMA{pd6pIJipCBLI;V-4`h&SQl^_!mJTL{lO=urz@%k
z8IAdYpi*dr{=rJw=5~U4rr#6ZYCa^2Mm=nJZWR~EA?L}eg}b-ExSsSy@%^@EJ}p|X
zW$&t9H7<nB52_Nqc&9hChog-R;v2C1Q^<}RT@d=bCgClh`f?TNwd8B_-#rIcE)~X8
zhx5Y8^V9fD+Rvz=4sd&Fd!svPiIRhTrSrObH0#Mg-neztra*p$KTib<s!UD$uw6P}
z|7jy959Ocwru|H8APchVEB+eyEAOIB=>!81N1Z92WyvQY7FkA|0m0Eph*PgV3;spD
z6n)g30Tf8b7>!45`!qL?iqGw>Nw0*lRNe~k`*rx1+0CNXg!t*Lo%{K#ujdSNl|b8A
ztPl1bn9B4Tj8#I*+O_x1BKT1cnY2cazsFtkri`Y#9)w~qjNoe$gSporT683(dbpP`
z{Dz*O{%Ze<Dq*)z?7!~JDj(=6s{O@5x+}qjG_e`wS(1U9gck_i(5JPA56`pQ27=hr
z-qtzt3I+o|aH*X#mMD3Y=#ZYaRaVC~du4=eXq0}_BkHV5GziOY`9q6z9jkK%Fi)T?
zK$CoAb)qKnrTarWY|Dzy&3UdbG)&cKEF3)BmT=U1c;l#ef*HJ;l~PW538CVe{~h;Z
z@vXEVZ1iViNZ>7>P5Cp`p)dAQ&Z+r#U+BVXIjEGsaxkc_Q)N?yE0fjG=8~fCvy{G&
zryJF&k{+hVdADE%{+-NHBNL2jyba_F<X_qQU302ls=|B&Mf$0Iq3<bkg`50qf&UyN
znQ-oUIwbP@GB6|rQYqm^Iya3t;R!h?wX3wx5{K=kNWQjLwS1?8+3-!V2M(?j&zk&G
z5I}nLrH##ezE{5Bcnid4IOl*ExbW~U+>#65L{{J;1HiYBeLv^+m|Zh_E?qACw)TO`
z9R1B;P^lRRR|t!J?uZA(ajHMIkgD2Go8agwczB_+-_!R!CUNQ3bhnT3xrfGxwjHVx
zvH;&=aZ*x*eFJGDlwL>S(aq!nfleq5#BzbI77fF~p90pWN6<2MguTz{d$0|p&SngF
z@R!6^=#9kd6Eb64C>*PQA{o~fYIwTO@_|L}z4&cI`b!PH8`x}yvT<KzPrekB2W73V
zTfI|COFhFsw#VV^Ct}qRJ~#B?&-|JV%zB5G$rS-g?W0ijX?PAlOf|k8dP!aodh{~V
z(_7UOmca{ZxLm-q{!E>Eu|67_hm1&VKVEs?b`4KySzvwb6yLofPQjDhp5sHa-g8-F
z8}Um_4^!+ca8nNu>*>85?EFR;KJaN)N(-`T2?+xiL1LZ?{2X9)q<rT)>8PKx*ZQ#6
zghv>@Dc6I}f0Vz|2!zqNhXF(wbik!TSa0Q4h=a)x;GJ<a=}8lXki>3zC{oz*Cv}A?
z)gN-M-SM^&?sn1LyoE{1j>cO&zZguS5+#-LWxuc+NicBDL)*mtuI8ECquuD_rQAt-
z#;&l>hfkg0Rx~=Qmc%@GGOCCFHmX;{0E#r<tMvhVo8iSl@-#nL6O9LhhSHbMR@$0^
zvz*2ei@gA@^B}CeNZpN@4ca|E#XO?Dq}#t735^GCZd0L2{VxgO+St<t!`2H5L=tB?
zT`Nl6^`pGs^Yb-*^W9U&(=~i4d-NpBy}!{W3a#}6Qqazq^Vf~n2)0Rw8##W*rqG*b
z`g|Ni>I=OQz_CGdL7EeY8|P<PNIbD11n76@#06+K-Vq2Wx+QWjgJT`Ssd#y0;RubB
zqi54%xzBCk@R=R>6&<@H9^v7Oe`>5Sq_0Ds{xs*27W^^Djx5TI&Im6^VISs4bJA>#
zjXl88RKOgsx%=8PD!_Wvt4iHI;g#T^<W*eA4BF2OBvPn1?|sJw^4CaE{SmM2x9j29
zL8E1l;EfaieH^?Wn_6ng8@zuG`B#hFKRDd}x?8mP8b2YUMOtsJJP3}|oK7{=xhrFM
zyY3<And@-z#(VKVT1D(FX^A3VRywRXI8s`vp!c<u+qd}Y$?^8^T)nUY!A@9cHQs+c
zb5rGckMJ2tKXYC$9&y`}KMQ)<dz+c3m+f|(-DFGQ8FCDZ<lInodCDJk#kiyET$1+P
zcv-8GkHmqkl_sovg4lOfF-v3(qB7so7NnJke*X}njS{r9*G#?%pPab1{9)kqbBMOM
z(y(jh87IzjUon~#!9KN>&@K?)B+i>;ZLbftSN)7v^{_1a1Yf<#KJS6&82m<3T|9VS
z3d*{$iT{h6E$~z527hkoJY0S24sA!CNSGNeEby2lc+3!&-~4Fi3A}UW7el@aL}}nr
zE#Rp4WzH|#@_I+Iuy?8S_pky=B*UEYJ!JibYTHj~_5zBk7=H5eypVgDsQ>$x!Rg${
z202ZTwglPdhv*Z^Kgvs{5|O4Z^vZuwBb6CLvVvTrxwkpO^T3fHyA91@eDw7GCBz%E
z&Q-pQxX<}MNzTLJe64!9`~G;&a-Sycfjj}CmC77ZE%%|d^nDKU4OuV`8zP}!&+N3p
zE>_JJHS54QsqS!juDc_v{aM4o6Fu16s}}$V;AC`U5Mx8HK}FXdQ+bfa*Ex|4ONTrA
z23FF{jvvRD@e^$*nDJCu3PfD!`xwFZj$sDDhs{Vs-?nAiAIuov%(XK-|2PlCn+d)K
zJf>AX8XBX2Sg-JUMdvQ^HXcra>vud%`sNH`?|(l~og}K0aWw(LXGLK@p#g2ofm_uG
zp4ZHIzgB__xQiN@ZXMUv2}tGCY47jw#qW7Aex&}Cgr<t=1(NX^%ts4r9#P9ZExXtQ
z3>t1&CqccB$2=eTo1A(NaX<?mq8HGcPUTc2yC-l-wn}QwTtB5D8iG|k{_T?g7(0;c
zF7e#6L%R%YH<%(xFs5t*t(cEyn$!uZkLiL}8KkhH4h0A>?2+QWD-H;xMqUebs6AIp
zi_rO>GgyT$Nbo<2Y7@bOjiOmR-zM_hJ73uY{%|2*y=630AY>#o_y}0u<!D}c0b9zq
zNEeO$iijNGTl6vijl*U80lA4_G$pGw1m7k;2TN8t?bPh>_J)X><q0(4hvcMS=$<IE
z;y6%2On5&W#3`ZXNtq^6j^~15AQ%P|SR~`F6F$!+zC8|Y6>Fa-k)s2Wvit&trteUs
zsF=e8&g(zIb>_<#S6y#oeMzs1b_&f!8cz4Ubc0XoXB!Hb1*TtV%2-TF+%&xIzfWKM
zp=#KBq-!s-gEJtwF@*FPE158_@F?kEV9gBX?Rtk#Xa2r?N=5h#wQGHkX`De_k(-fT
zTNmn6>ldFlj&6f4Y8uRMQHX{)+m!HWa#!G{mQQsSi4Z<H4HOubyUmrBqg%-!><mdh
zRxOyLfbQ+)O0yw7Il(=xb6E#xi)d2ZrqU9DvDex7>-0SC>i{kObrG4xvIp~i`Ux-C
z$bt%OY)T`Ghf*`|tNl3q1RbE8uozk%`K|aB9MOB<=-Bzw`@X!Idkx^M2Vnt37R?kN
zg!n@Itn;0paW`xG(ar2In+B`B45G~%mkD&;{$hKeFS)=>6xxWyUR?<KkN?&W*KN7b
z&EfmguQs}<p8!J8c-DIFH;my%u+hSssq%OZ>8rf-^cP|`$Tax+1%_oTCommNlLXDt
zC}1k>RCVB!enshgw4ZmFnzB%#h@BZh*-jO{5A`b-^}B5w=i}6sJpIh(8%-wlYEIGN
z8ZwI(Ax(Vah@lylxMcmU`e{QM2||}fP;YdWn`D$(A4^PD2vAFU<FKUZ%^zV>gJ~?6
zn?&vJPT1D`tDFTIN=Y+sZ*U8?l`9;GsAfj)qeyaS+gc&i6g_M8UgS_wMp)agUOuOd
z_Z4D~0gmQXSHwmP$*<x+UN7^$yuqvHr$+LS8EP&qFNaN$aK89GzHeY=Omy*0j)r6e
z%*^<mL|gssr%duaFf7Q{JH{gwvrV-kfWi#<W2HW(An`1D+iOG-?oYUQ;XhP5u6Zd#
za7CTME@H;jRMGk!K5RU^9&cdURX5%<f~WIX4v$AEGNG{CoF&m@KoXH8@16MfnUL)H
z!b%QT`-)`C2j&UfRG{CPECNNlq*PrTUV?l{UGL50<0ga5`Ha;VGw;xL-R)bgo;<~o
z?fvO`E{SiTdsKyR5)d4AE-9e$Z3k@@B4^=UaUB?l;_Qd@OXFD8?*#jL+g$1#PA7T+
zA%)H}236<hkqCgsn1KhC!3o2;xG}$Uxj_(kN)z^Zp<>rwxSya3OzEWBu5op{e}Pgx
zGR9d47IlTPvPcq!C&?u%Tt>=UsIO7|GQLK)p+CvNIMM=WHAM}n6!lavHO4+a=()13
zN5QPAeo`L&RY?-)T7GR~53Tistb~K*Xe^muO@BDjWWIo?bU2rfb9pj!`uKIrG+_`h
zN+*X(_OCi4ho#)dBNA%$HizJaZ_t;k%vF3tl~aJT&;=?2?iTg#y6z3T_UG*)xTunb
zY$t5a^Kr0GMf~-c&xwmeDm`z(>0W(@NWbY{ab=23zhp7J^>HHjzz&^^;w|yL^Ksu5
z<7q!XV1r6bl=*g9x!{=mgh21f1%fi?1mzG*(#pfoq4l>N<~`Kqo;HXm#`~YBbwo~#
zqrvty*hAX9K>15KiPQ11aPM|H2ClCOHa~fnr`0`G8pRTXvYvEf;o}%Q2-lm;5JAZ5
zV;@(ztcMW=dsy&K=_)^=ucVn=MEe}{e6I$$ga>e~1i`rkT^6f*TObeW=r(?@XJE;J
zn8cP-H+_zryM%g%4k%RfY2feY)z#bw_k7>7y)3aGaWN$%G&wfzbhy7SWaPvn+uj00
zxdY&#yqJrZj?aDygZIP#mF2XxBPf@D@Wov!NV2@teSuPy0kf~Q9aJ+K>=kwUg8AH>
zX=smV3{k}GS&I7&dpU3FGppq0#YdC8rq-WUOA0p%kCOyUhA05zT=I7!fiIXEB&%G1
zlpN+@Mquu<sSlII-Z;Jf_~>~2YmDRGs`@g9M<yYb4L<r30BeUFtw-zje3D?C6c1HY
zRZk1Tc(?-z;oSklymuFX!GNAhUf`Bf?0li%$85)uaXi6S#(0nD_FKF;9z&=Q;4W@c
z(c<gqn}gedaVsI_>Wg!TeBDy%IqXaapshrt?k{J4sekg##EBySCzGA)Io?}nXA4IN
zKFA)<Gf<O+QXD4q{X`0<rPa(|NfQcrV~oJB%o%n|VCPw>4TxqC6^~R*Q1kciHB{X0
zhFcVk7F?5MB``Ox4&u*rzog$+NDSEH!cUpupYIZ8?0F@lAzw4HIb4kU>I(2&O4;HS
zHP_-Y65k=Ol&1^HZt8iV{kd+5d_UZ88ZFO@<lI3sJ(ojPmg(`m-vE1WjyMe^C+zrB
z$R*A8Ri_!a+~bM%aAC63XJih>SYNfpyeU`VD-v~7zixsWh~b|yejo}rqB1-qhH(%z
zX@oQT$w-gk<MG)O;26Tjzpz2}4G;4-y+l7$*ic41+4bA05Vfs>(5#RtX=rzrr5mrF
zf_s`?ysKw5SdxGw@Al)IE<5m9Vpzv6=e6yFp-ErYY1&SOG2JDR-rIL9cCNq*ZzUJl
z#y~smLcY_=j5|owyakAEkL+FB*d@4YmD%aOs>t_BHf0FlrEK+tDZ05sVfL_H>fep<
z4OuMagRQI8t-Ei^sO0mtahoaJlgUUj8o08K<uFD7v_r#dp1SM3w^seB^&nW>P}@a4
zON2XfHF6g?Zw6N?9YFq17?O;i_@vu%Eoy)_zNT%-)4oPxYW-70y?AqoFOn?vT9ZzK
zm4FoBH1`x(DY`f@8#r%G8je81{XC2Lh;(-kT<@dFF8SD_g=0e*%$`W+wIb!<iy1>T
zddCuCy>G6s2FQ7{<HV>`@bD=KbN^lJ99wTlkP?IXBg2^#tjMuBn&cDAm6M1Go_jYp
z*aJaT=?jy+bu{PG@I8Id%zW69(_MW+T$M&F+So<AV|La$uMpxSfd;}#_Lxnu|8PVy
z#0@Fp07p6;=N&Y7(&e+(eDPlwq>A>9YhsZqXO(@lo}x>!HC!^p#P4#HPE?@z?Jfo+
zA*qBQSSk)lcTd|2j37<Ul;+1HZGGn47oOkn!8J_JC-!h?zhdY87v9E-c}}i?vaX?2
zJif>37wtjo>Qe2HsO($}EJpO!IF12CvoE>MNf~SUY#i?6%?Q@e*pB5n&k{iII_`xG
zZ2N1B3e-632|@a$eqaW2eL-PU4OTnhwk?QA>iMDYF@HK1l{{3vAjh-~ah%k0hCgRA
z9v;%;{U2}7MN~M9aFw~YSAIHp`?{UZ495h|PP}67;gi#o+0u1flT%mZP}I#OID&sJ
z>{XISty0Um5kN-u-ZEVu!nD`<&%Tov^qAhJ*r58_;%tEOSaXNS3rPmap*0yxduIZ_
zyKaZUwr<d9@}5|2dIQKK?@hkZAR7vEYg_=J4-1r_NxNY;7iAdo;TPh5S>9dZ-SPn5
z9Uq~8jC^oGweJ*co_B$Jj_yGq0TT|+{`In>41Ecq4}Un*R+%4++jR>#ETmcbRy$Aw
zAA)!7=w?2{In~QKf?SIsRq%%JPBMm4>;9+o`%==hfSB3$r~$4D2V)A!kTTs_4bWw0
z+Lx_vMbR4i2sR9R)R#87TAh-S?_Q1IJbDfbCCUm8>SA8omm9m!J-2ab3%Cn%2RI$z
z@e!mj5e4DE{+lMC6SV6MNc&p%#{it$V%<}VVHB^!wHu?CA@pkBcXN%Ga2L>D$Ei{2
z=>@yQ)}jH_I{|`<%yz#mlDT_(ur6i}Z~)GA2Dn}p7JrQS5r_z$lI(hjkJEifRuwBq
zM8{Mg+uq0xJWZa$1a*kuyioMpGYecMDwC^JNk=dJ>MC<pSfIJZ^PfQ|$Om&d{d~;%
z@M6*-av9jnI%jOYr4x^e5(tf{pi{F-y}qN@Mmyg_c2K&LOo)+}@{b+aUl-0x85A?6
zA=Uvs6c=8a??3edYpS_?_E64!WI5Sy=IP1@$t~faErs&u3-(au6hP{d?wxe9JFi9k
z54O}WpIePrfZYUlXU{zJ&s;$h#NAihlT+`5gup-1`e8mT6z+Ih`@?5|6x+714MnYU
z#747lQUOnTRcsoBV(7}XXKSxxuD6CM1~?^y9NlqGs7OIXxh3=f^Oh<nZ3OvAm+Yw3
zc87O#etnll6VIRAHl1hmJ>6)4wGxFCzb2`z)k^27)~y+sC@(=RtrfGmL}#kRWYBE9
zoIQg)rxuyY)628Dc7Tc;xx6U0Tqd_TJ*ItO-jUwca4ex#M?%haIXFlCJ=PY>IJM&2
z?Fy?t@j@5G$Qhka6X_ZR>Oi2hOnqK{e%BHH@vbRx@bBBYrByoqEr;rr>{&uRr93FK
zl;3&Alj@`L_USPDL5qAn2SNT5`ed?dPR;F4b_b^%b`qykYoG5q%@9w10t(?W<rE~<
z;Si5wEp?XN!(w_Tqe};f#YOvErrEZ-&PE6Y6*#WQS)O^9UV)*F**=`wjk+SH?$cAQ
z;pz-+`GjZAg^3<g`*_#K;hD@}K`uC~_|zU?G=_{Ctcjk6ZV>H3YkE_T3tZnfA5M@n
zVt*YD(kT;Z9hwP;3<?$x#e-DdgL}*nNxRn2s{P0pZeY^#XO^6E+3WwMbALxi*DY-U
z)kYFG2tIIm9{MJ*Uj;><&uf_ioylmZHoy;!pZRtB>_s0R|7gXEvk*#Y)W+oRd1!yl
zu1!XGd2>@;Mv~Lw%%0Y(UNx{EK{_&ASH{tXNJ>6kV1ZnAj-QcB$l2`@A9H!!!#fF~
zY_JE6pXEAJY>Eu{z0V{e$gX45LF}oByx(*ak+@c-4RkwHBB?i2Y4x_)mnys4?HD9+
zxY91?$CSZ&X8VyYEnBgA%JfDWj!^Sd5_E)a$$sH=xI~XFTrRD?+CB$%&T8}<OC_7H
z$V7iI?b~WGUliDmxHT0zKI-*wfS4Y`%lQC``MXWHO`gSV5Tt$%Qnl<>C=uG2{G=pT
zNdTe#)x_R|4v?@58&a`wfb|(?z72VE{N~$q&LmdGJ6@Ay!v)@Wbbgg|>qt3ixDDUK
zyqOo9ZlwN_VHRlp`eU>!D>#Af$Bjmps7G&`4f8($&}<!|gpxZ87eTsyK6U)K55Rpx
zr0L-9lh~a8!XNkPS#7@A5F$u(l!TS)_%Jw@?uMs^aUjtQRri)$tXoN-ezw>@7h>_=
z9p*)}1)mou$xr5&b~A!TPpGUo{~T#Kpr`i^gh|-RRXWpKr|2<~X9bH-y`l?hHrHEZ
zWDmc0kk$jmqjxx-X!d}AKfItB=MB}9hArs%mVJEbYzFrc`XDKRcBNNV47WycoL%jB
ziR{x80&vV;j53!e`a|S5IdRZoqM7)4zvsMrJwCix14CkfaI!O~dd^i)zWdztM(Mb#
zpLSsnf|!xVtU)Jq52z$aY=oNn8i;BT#}|b735`ag+HYt-){EiTzCsm`__Ohb-1tpC
zpmZ)h1-m%MtBn!?ct<I#VM<?mbuC+}sFF)p(95HQ7TINO-18q14ueFM4|VVM<vu9V
zXnj!oNpFQSJeNH05s@U|EdKamTV*9?U0jc-bqjc{qxaQA5HZMkkUBd1zJ9Cd*9*b5
zf3{B;>U5r5S1>yqF3BgnAaw@w`}h|l$(aR{dYax-oZZ3Aveu(=)(`5ikJZnXK@hZ5
zH{*v`6&s2ZvoA0o%Fv7c;4MS9=}g!=`%=Tb5Jx$;WK-DX?rX^aobK%$#JnePPL!Ac
zR~R3>IfS$%allCtKNEW#>;sLB>nC2u{bt7x?3?!`YMfrj@%T7i&E+nhlojZ;9Lh=)
zNgkN%_bQJDN1-h&&4ruECi~(|6S_icS64Bb*dR*@Z7GM(O5ZylLkR2F(_%rB(MvAg
z_lxE;vts_BzO$MlCJWt^>+4kyO6O90!EkjWCE+h-E-iuC)MmJs>u6%1hfe#fj(wVa
zao;1j%cHie_w@)%z1JJP%`n@qI{VuLZ?KJ#hVm_5cGT8w;HwRQ(EAW@N~Ih^q4{X>
zn+v)|$*vkKJ!jZJdYWIVUY`LT>j%Y$gSHAm90oXuBD^|D5O~AhaC!cwT>M|ExNl~-
zf96lGU7$QB<3)V4C%f7!R56ZGk}mXbkG8Dbe3j2E$ON{cvxQLJ!P!Z)7GBl?rJn{^
z-TGK=!7G0|L=aZoXMJ96gPQA?)7Q}5l=4N=MD{0@&7}GDxf~}h2w~RJrJXp#_0RO5
zF4__9J}}jyqxC6uZt89Q?2G=sF*p>LH`F|)T`}H72(f229~)2ePbJ-hJ3NMu_F_Zy
z<%EGLHEu~ZwguRN>8K&t7S}6@5@i1yqyZxqY_Lt0T0~0vp|g&}2i%13V>HqqP2?)I
zPod-f;Q{P0MpD?XMOW6fGUm&X^Ir}BHNklXCks#Hp9rpE8mb9=db;m3$-7ui`v_{T
zaaCF2-H*;-(w>&&23;g@YIs`hl%l^O%9ai+YIdas%x2OZ4pk&bO`J7*Y9GEX@b*q7
zP<@&!L%nkV7ok{%xUP6MD+G{+UzkWYl2{t1wSds*_n>D8ifTM=-F*+JIT3{S9mEBl
zV73`EBLMKN@_yEfh;E44am{L+j$Yb64u&#HeP90!FEhs)9QG5dxXF~qek?wjvN{SJ
z*r#(>IVS#&`zRWo``~7O$3s;^*X`^V?B%CJy&cJkXlV(aEYsDWKnVBLqx-NbSEEsP
zhSX#NfIXfz3FE~R0#K@FG$c!QX$PxkZ*EWp(v>KZE-s;=X{4SBeI`2zb??wXpG*Co
zw_DliD6;KI{U;l@!2xw8bybE*;V{yFF8i!=AWu8-K{`Ta<>&4(2Sg}Odo|`;NYAel
zoAPNZj<6NjFCWpSD}9&x{mfWyyRngoI~A>t_dXT?wq6%;2_b(Z&@2npnJ<#?sS>?2
zU!6p>?IgSpFd)V9KVoNWPU`n<ii((xT>N&o2lNKLmqJ<S@0jSw5GJy!H`R7)Z_<ID
z-j+R(XunVaSHDP=PHVc?btH(ZZ|e;vw)>@=gxjOCv*)+j<8`=+y|&LA)RNbg)m?0P
z?V~@q;V%a=+iU7+;>$C5@&TBIq<;f3fnDb{f>O3~jHv`6u7p~5^3Y2!M<%GDCJWBc
zwe;FelIe`S!-@C9bEo+G(pX)d^?|+bXEr_KX50@+_|lf8a;+i^%^OeD0zFyPQ#}N{
zh9L2PkN4FVDqLZ0%VT_wp6JlN#K*Ds5r#vcgb9>GvE}t$y`M59a*~AZVceQDeTboo
zofvw3RsSy8e%b#2zyE&@{$GuO5J@=3+gGZYYaX8R-tHb}{Ku=VPm5!%J|2(%I9~pK
z`01JE-4}lo|8WF5>XUw|?v024horILKlb>8Skh)L_LuLE{x%fjr}+J|h1@qC#s44>
z>>>F1pMQ=*`;!Zp_IyT!b;Pr%9#CKS+bena&l6&web?VA$NKosR_Z@@^}K!Szn?{M
zhyP^%ec}4gi;f)kpQnEhE1mw?_W18l+24y(@xL735sR_Z{)D1w{?}Lj`?3R3<^LWf
zrq%sp`gAPb|Mh+T*))AtOlN=J1*f^+{{$ui1ivG{;0#t-+UP0tuIz5A{ypvY?(^wd
zyr9{i;M1&rjNSasg|6vFygx6>bZ+o5|GkHEQ$6+z_UU?TO($@y_M?EO66l*p{_g`J
zA@R@F{UZN+2$wuXsr`8V=OH>8Z}g6YD!>x)B{ccb?L!7-(5L9{qbH~E3w_ITjQ{i6
zphXq_I13T4gpfErpC{0o&bkPZv9|y2FFKzi({l;sJWf=`IQs_o?f4{*cl}T&VPnTX
zpKm<t`7RISHR$>Te*dE4Z)rPDKR8V;0Oil&@jRh(zFuSA8t%R-z-0_qOt>84bmT7@
z1YsM3|2p^raO;GFMbriiDuO28{$9={J^(s_B0+BDpfluLzlWoEDSpT{Z#j!-4+*>v
zmwjPp0i)RVF@p;8`?PSRe-^%z{y+VzzS&Ol4y8xtzpwV6>(Ud*&^PcHz`I4k@io3(
zPZaLleT?pxAOj*MCE|+G;bG%f;zXbO-y8^*5-ah!dq&s0KNJFZ8-AvMzJiwX6{7m^
z|3%yI3%9t1oO9U4zeev7!$ohtDsz=y|8T^DS`#ms6{x(TgwVnb$!pYCxxB5IRgIUs
z?K~4vD|I-&x;NApX=@Pc;OIZH13gJ@89mo>c>IFCSx|dTXj=a|`&Ylb(P$sTZ*hKp
zRYcN~cf5lbM=N~-)q-TqNCI@B`1n2A#(2c@vT?eN0`VmW9nRvLSPRSAHa>N650=vM
z)Q$TEAlE!V4T8UcIJ4&$C7vc6@VoAErT=vSbM^-!hN!llg$!D=2ase1Gb!$%%OtYO
z7IuV6X>?U*VZ{YH(^_b0<YZR%eBB0ixZaC*RxUC536;-YNHrhS>&d!5OCF@R7k$F&
zeSps9Gdt_=>})EK6!`Gl@d0<u-t^<jElt8!D8nuNipbBY^Fccwp#XoR#B3vEi}t`u
z?*-kKHbl}AXh@&vYUbvNL^{isr&9MuY=`%e{Ssf=p}Wt_e6WPuWgksvDh26+Wc3Pc
zSdQixvnE-{o-YK6%0O>h-S|P>y2VK68MY>k@zCu-5Rr9iYQFg=v}Rj{(#}6Y$vzUT
zh8mDR?)f|Ok3PRG=bHlc1-%E0*o&AwY?kIGP-0Ehz7=a+a0f^_A~T7BRhoY_-nN=G
z%B*K;kjJ0k#5M?m`JAv_Lc<@?ETHNX+rzuafGMZ)eOz4M$v@*lIXm?1-CHh$y<&@M
zi~JdEXoz*5eab?v0~p>8obfcodH)rkmlcA(z03bJG=Z(~&v85uDp;;c&TeodF<#JS
z&ktC}IB~ANLtVYQmJa6@%8V6hsIqpD?T#;i!^OcFf@GN<EQDn!HOJV1e-b^|m(g%5
z`ctp+9h#~;Uy~<z`S)aT3B)}#mSDOh7UOAu25$+&h^8Ik@OhuE>d}51@7v{o3h+li
z&<yZ-jd7l#<7swI{R7MR*nesd;<5wcQYm<XFH`DIuX<LJm$Y7{f!+9i#%NSt9FG+1
z!x!T6`Dh?%m1a%MiZdVGyFJx_u`Ec@*VVtt)AJL_-TUIc{XGT9OR}@=^d?d{{3}Q3
zw9Y4pDLyk;5LS69KuPf7@6z}D2g)Pn722nJw7M4FVZRTDhdiX@MEL2v*A~2oyBZ4Y
z=F5BbJ1J+Nut2rgBAt$=i=+QgyfslgonbP>qx{iaIAZ-7vtwzQLA<N?OQKo5J_#36
zc*N2A0R<33OQ3c*=b*fJ%@+dCB%pXS*$78wA%cA(l^0&fM45xW<-bS%*pGZ~WJ+HV
zznB{pOvht%Wp+6@={6m68U`29(d=D4%?nnpuQ%ve+=Z)HuIfYUZ}obr6klN)c)F-(
zP%cI9CFQ&ja455vv(MChgCu3@oAnXsXKi$NYbpP7Zk?@6Tp$|KMDh?-Zq5^Rcye8D
zjgW*Ggcy2;0+}Z;x-%*dy5GJ|B;%A^$n{_~NBR_m?;t0UbxH6C9sg7iV)zW6zx+N+
z2L)@i<{K|QFb6aY@$T<_`|<5DM+FD(vQ59w4_?f^fQ9y&`{^#~hofD4);?XV)Jv#x
z?Q1nJQwdCETPnbbjH<anJs+cJk5z6hXS(s8Re)-qH0%-QjenBvn|dB2{`{#&aeP)h
z^w*(y<~*Uf^{5PEzIZQ3>{uzb%x`kIy)zkJR~WRC#OhDh%x>wLGy64SlZ(JRlU{A@
z?*u6Q92|nyFEeTX(x)DXe|#RxBm+FwK5ymoVaZf9!rw(XXtU6DYI&e952mWrhe~?A
zN+#frt-QOaO%{b(H5{Me9YP>~ws<P``T2dPiYLx1eVKfixAkG~#b3pS*Q>dG*7GC~
z@K!io&&r^T3Cma#biPmBGY-CLIXoklr%Usvlx1}<V9@x0Y|zgKxbgV-=+^xV?em2V
zhH=I{!5`Ed)-dz&NmjW@zhjGxR2;r|cb<uUU3;E55YsK|T&*Gbxs&{v>but+!dhJq
z+Y$~E6srl#QkQ9kRFAKGNSdO)=Hov8&UrNc5GeD6VNB1PF+mWK(T~miEQJPz_e6YW
z%}??36|Yh2D}6sJ-QlaOXwoC(fOW^`K?a4b^~dk`mhIyvj*~t9D8%PK_sv6yZqR0k
ztR;+=^2%7KWJqHHaQ1eiUsCZh{mW)_o+b2BW#kkCjBAA{f831kb9o&0QPW0ge)#O1
zS4liik>;gMC!}uYdbg7;?sX#kL(a}l3ba}hXq)0;HX>Yo<Uu9|FRXs&#XE|dOR{qe
z{hioh?y{M$!6V3MZl6rwY^;lbS|Hx2xL#lWgwQ}&-=9)X#|^AB?34kVf70#vgk>~^
z9>_P#N|Ab0j7WdheOaYfNOZoz$h!Bf2n~#dri4GY+82;4>%r4WyNx}zqQvS1bt7)k
z<co)<%oC1$S_`j);r(m*t5V3-^LXM$@~wN=?T>lrRG>Vp@iDZ{*g<h!=^JH1@rswa
z0DMzdrI&-k5m@!JvzXOKPi&7cijU5n^TpaK1jV_wKSqRiBsO+=y6^RR=#HI^Tyq6y
zZeQl@c+?~Wh=Ql25zf|UJ2Z#G`#@)hBmYj-`q)+DFH6xSf$!<dY8AR3>5M82bhWbI
zlh-T^Z|Iit8D?;vUM2qp_vYyq8h?PZ>I7J2IL>~irAZaenK;>?-s*5yBmt!kDOxuQ
zhoqwTx$8<umYBQVPrhuqQmIfU<=)a0lKRKNVUFx;(oysHhQ|^P^QW;XeU=w6wc&lh
zY3wV0f}Utca^%s<m*iNmagW|h&aH>l1w=`(tn#V!BSoOHv4Y{UUazuf!}Tk#w68YZ
zo&+fjkq`dG<DyAM?}Wa|f|@6QsSwz$^$bvX-fN9Ee)07lftY2u-vwW5&6PD&WYb@!
z0WC9YGqe2u_CI*FLCY;8RmEC=G50c&!td%d%=vT-v&S`oEd7;g)dHECw6v#k(fWw{
zTKi?$_Z&j2ov@1UYabVRy}PnWFGVl55H1^of!@Nqy8>t`=(S(Db?5<$NU!&U@fhT9
zU%#%qOZ9%Z@xyWlKlXOZAhWeEeWe+vE&0$Ru@q5TZrkM(Ey@UgPH}BFgWKz1(QLfb
zrDq1M19rbj#G9?xdU-GhyEOL>3J<kqgr|9Fe#a~B2>xhkyXyddil=r@m16u0fHm8{
z&*e9Uzr*JjTE^{j!r~)A`szr-gy}oP(VaO>qs3@BRu@T7A!RDLoAW(mIpn)4$fSty
zkIm+u1mR&ny!nNKIiH{|e8_H}Kd3Ko!_lcQHB`+mFwD@}{T6+zNN}ueOgG&|n_$1g
zPj_>i!L>icO!e$C_b5P5#4q=FQ-$bL|H5VCtB5Zn#n4A>-S3<|2zxC(>ZNb7xN)wq
zd^Hs!7b`pCZJQ-!*CA)XKHVRcMOxmMkwxak%E2O~S4=@fwvhLQEKi4B0$zIe$27`G
ziDLms|2Wl=$`s}L1O*w*=MgSK{-DrtFtj%=$y9ivWVK1e2+zO(Y{sSyz@=cX?BmR)
z@nqjGxh<CcM0k3<fuKr2=@8)Yf{V3)qLp9M-`?WWIl8hs%qR+HHDF%z968h=QnzcS
zr0~d!h$E15%Vr%SJEDifIywl_`S0`Y7<M%o9<vp*#&Nf$fMLk@Ml3Fb2BB7M44<!)
zRlaS3D1^Mj9lm<q)lbhCpNWI1gX<P8ozO#b*J91G#(8|@-+WDblIHKjm0;4J5hZj|
z1IsN>?*n{l1>6lB{Pr{#jNDc|yc$veofT$9bAD|YLY!mfEa5O{#p8d$frVfB%t1VX
z(h};#IVdzhV4btV@pLC)?Q0OewiIZkHYzBAS4ihmx<j4Df0Aw3O~F%9;ofLx<9(-)
zIC<M_zq{`n{x}ezWcbg%LpMnBMu9rAFD121%(tmpoz6ch?(A#0sti;PQ`!evo1PCN
zRE30EX8>5pi3T_LzVe9iekVgTi>V*5`q?z4J_MONo@&Sed=*K2k7CoQEHf#fO`ciJ
z>B9vdf;XKxdWuKq_t!dY@AuPTx5MIlZG=lWa`Am>jN^AijhD;ey|YPq_HhdTI!<^h
zJ7wI*dILRdlPX}1mu;MghYK(#ICJre;H6I<iDx<phfYtwiB*Vd>w}R2qT}>2<WkNQ
zO)Fq!XKS%N_7vrdf5mqX7pUtexq)>5tSNjHtY5;a_fUi8!;3q2s!7J~HUlnAK_ird
zs89ZtmATuC8b7>SEQc-LO077_$D<u`Ok@_^{dXUikqE$*2&Gr1a}PG^mWzPcd=Go^
zLtCTCr9f;QG!y7$l_G`b5e(wPy>YH_Sa;1i-6tuFws=EKDfH^wn3C>|^7OGexEv^M
zUmRs?EF;>~S3A8oYm@TIlcSai^4-&Z-mnWP{#tuFaD;)+dEgQy8!(AW-)1wOhT9(X
z`?|-z1@qiW*>W3di<I}4)c`}$#oo~~TMlr~@f8&>How6nZ8Z(9{qL&=PiU#j%w-R<
z_i@HVrTOQAnRmO@;rQCZ9!JVw)t6uX1kQxRfj{}H3mraDCbTLKY1qq~f*B2n5Z)mm
z+H*&B8>3oxu2rKCSO!8e3G3O}zxr@dk6JK%(@^aWkNu0O3%So-uBweeM+Avo<5>8J
z^dHx-hVgWC@h%QJ+U<GJ!5Y;_<I(~kLU7m5Sx#>!LAlovc7UH#0q@|;KG*>t$HafS
zSQ9n+)ctz7k>cTf$8!Gu*ov8Chc}ouaxt7*us>$3%|@12@4zeOx)0c9;OHNmg0Uxn
zjF+M<bYnhd^3$;A+i7or(l2H?G_q8LJpd6kRN;Q4N8SMvDy~|`9Q;YRB>r_~UC%jg
z&9!Dt2&!Oz<uJ!dRB*$80nYUgd7{ZDXuSF*hHig3vcdE5x9V~!;6;>sT#n4!I=&D2
zzR;~l%{2iyF#Up%dm-oMRXbOeq1M6U1`+*+SiJZ1u!>pFqP&o`TRMOVUBI63)-4Za
ziw^hvuBjnutXq@PMyCe*t?<xQ9_rwNdKd#C04O-e?U;uzDvf`2d*dm6yjmv>?PpE=
zIe*9-;am|jQJ8t6Z}0#aFlb>X>5KcCTTng;6P2kDx33V5$Co=7M5(5?14n_F_v|6&
zcmbgrZ)sj|RZp1-Om=$@sc{RX;_p`fv_omE)OfxqcE91=x%y)xAjP&lm6N};aj{PH
z{Z-zOQ1eCtiBW!=TjHvWKsayr-Z+HMCV}G9zIdrO2<*{r+ds7GbAPzY?c>|-s&W^g
z7Q|clOFXPOWqkhUsLxw&y>C7|I&w&B59x2NZ#B|@DZUKR;{u67X$$=<5I9L~sZOf}
zNF|$(xc8{4u|4l#G07dX6oe<6MQx!p^OZm(-r{gS*D#*}3zK{&+&*lfT*sB08Wj51
z+S>E01+PMeUt9o6=ipRo^FR)U*InPV@_d*j6?6UflaJsQIE9rQw&i}?!(b{Kl=DC5
zJ_r^**5yijFf;5X@#a&1e~no621F7s=XrZ*i7^AG8RyR$y8mtUlh6`%z+wz|YFxG6
zY8};t?ay_5KrPM=beh)6(x%SCNc14<W*A27epSF3fu#%y5(^$2Km!elk7Z_L7Pg@@
zNl@VG?pGlOcU^yZP*heVVptfq<7X1e+mE>T@Py1x96gfI$~I9*+?PiFhspOni^2UH
z3cv1tAZP0idXI4|U}UnSAHjdMeEkm`h_LBGU8Td59i9LTg9d(5Z#J~~+h<YV4%dC5
zU>b^J+jmPwN<qq};L2H?ym<YQ56%(<)Z26eo^A6Xui`<YS2CoK{d|ATm#AEMa2dm?
zyHn*h$3|2PuS~o$%3giJtPS7-Wi2oa_toMk3|<qTB$V#PlWP{wF(E%acSDQ^F4rBL
zatzMcdm=sMh2HnBiYqsptU{!l_hS{=)>&jO5Ysh&Ds5pUl^&Pl`aNV>Tl`+h>HeJc
z+jF!I>ET)482+$98TG9ATu9AusFB@eGl<vd7*C<i*|A+F?`o+{b4;I2I-C5o&$X|o
zB}1r3__mro8SXfR{Ey@k)8&GF5slZRuu|nZA08e=eY;~P*FF`9kDDQ@V()C~hC51{
zPL)sPf3dEjJRvgj*)x-C&;;wtr%wywQ+~)sz~9#m9X59xiG07k$565a=gAZ5^Hef&
z3{4She5+NwxcUiF{QD%w+}-Yhy6J;q3+uG+_v3|_A%$4t?$`7rJ*HGT&;Z5vM~RW?
zfp%1NhS@eG45o|J&J|z0lP31pUIW_f6`IHgV3C4fw{OyF=h3L3WrK$j|8e%Syq0Wz
zunD@K`2rSiQO@$jSUVtG({;NOu~5Ur>ol-V#6B3U-l-0K^z9h94G0WOaXJ&6K_-K7
zRmz(O#>nN}6dpKeBpxJj_^ZAo>$mtD&uY1!9!c+hGb5AK>P7qU0pDrS`pl}osaz$+
znMN68dB=^x$wE*Q*!}~cB~Aa@pROTn8HxzgnSLxV<k+K<<39^`k3X9?d~Bwbxs7&F
z3THKB0ym3DCyvxZt9)3<09%v!yWDOri0?R(TY8qtweC~>Edg{&`<`{feoofwFa_}F
zE~Bsneq?Xy<f8y`=Ok5GVn77oK?UaBkd8e&CevNuGzI3`UgPF}coFQw9<EMyP?Wd-
zl#R>B0Kk6)vEX%}Jd8GeIm{VS+hiV~3RY#t?{GQLGG9ZZc`M+)G9ikA4oxuupRarI
zGgjPgsLru!e4ZKr`u@m31Cv@lxOY6&hBw}+DP9_NL+;Q+Qd?z;_w{XO9bD$LZ>to0
zM<l!oRJ$jdS&Qk@K93wgz(g9CL~nLM`61)Bw_(}^F<mZFz*C8olmuFsO(7llD2m*H
zUJoD8otO~fUS|ZEEh&PDOW_Y}-M~@whC}eZ*D$qmROJN(%&<8bX4vH7Ui#a;ODvw~
zhKQHAQ+S*Al(Oj0YThOU+*Uzs?4P_*-$pA*mCotSKf*qWrEr7$RIIeuAFNQ~_F4Y&
z$v?~CL~r8jBLws7otim>k+Q50ZEdbDRgh3FA6;vk&UnbM*s^p8ULn>lgNGuNfo5iT
zHZC}4g|VFgSn1)g`?j5L7_{pF0~TuZ5NJ?;Wq3oSmPgdaFNzU;<^8^deItIS$V9*@
zjp50y*Xb)5P3m?CUEaO@Ztx~`r>{JOt2}%<APVKD&T7{d!ta_Dns_}A0Z)rCZ#jfJ
zxAWeEkZ^-rR%|T53DUn1ur1+4&DHO^Ia*CbISr9T3L4PH%i0&&-X1$-X4L_$)8<2a
z{4Mw%&7yjVyY1Rf$sdrC#p}ZTE)z*!GT-i7QI#f3x^H~yEscHGH#t!aXu^VG*EiGQ
zr{050ILCtkw5odn0+bEHHOT=7Wl8d;o^ztAB6}2u;3i0DE|Bjcw7+JL^Sz&!Qrccu
zp(56nK;`zucFP_|<ENqbv&hS^75V}_1NtVT^G@In;9|7l5}LCO-;?Y7@oaQi>P$Vs
zoh9QyE7Vsaxxj?14bpM{)}0BtJt$Ld*>Ru4ws*sXIm41(=k+Jxvp9ZI+9iMSRWS+T
z<`mVCHtoHMnzTBVdx{YUHM<MY?><HR%;CVGjCd2`xp6R5_s_V}Mip})Y>JReRL9Ry
z{t|xMuly#7p1Vq?Y(C3fU&$&Eg4I_-?<<IX>v5PFb0@ywmDk9Ro+JaiX6pBbCR>nv
zYeN$W>PW+6xBfz(X20g3;eFrh`F7q*TkVOw9N_^8@iwL~<FGVSsLB)V2<<b69*h%F
zM9=YL(%X7{H7EH><P+*{G*hd_ATzmVdWyv>i@?e@;zWIv9F!hsJ-ma*09z6Ps`|3i
zpk;T%b&+&sYFbfqJzzUcUFNy^tohZYTxEDLoz&)T@n1v~!8sdzwC~+uFB_Wa+iVp4
z;d}5}J5D>~f~TW#wcwL<4TeelHQFokQ3*AmmpZz4>slEsmsp~Hl&IrV;p>Ogy_0>N
z&;IVKWf=D**rR4;mCqxTLD~Qb9-nd%#C^cQVX+#Gdo(DXu^v_%9sk1l*Xd^vBhU<;
zso_l}J~=$R9%>EU`yn-QO_`qj9!t|BfOME90xCqrTY34X{Sspa<b-`Z-IEPshweNl
z^#eJ_i8#x^)Na?rK3{pb$T3Otezc>q9JLTHkIEiOAAp7q;SzD~C0_O#7d^8O2yCD*
z(<*Y!Z07{Y^;LoDKrR@M8^=)lJ!l7ocK)m2d-6Fz!AgK?a@#rs6o==@`cdHZz;g3l
zk;%o-bWh4x_56W_2&c8a>@UH)(GIl<g=l!rk$bY_zRNNUK3+%O%i5!FuWzy6hQnsv
zvh5Z6Qy1Z(;)c_wS4Yz6xBD$06ODSRUCX?Y>-^%!W55?fs8K@zp!HzaP!8Y@=-vz_
zZ}@Fw)hL*4Wl-<flT7P@5Y=_@09j@b!}QkB7gK;P?`N7BSg@WQne{Q^te@chyhNCS
zNKlF*Raq@B%yX}r0Cv0{+K^$ove|nJV;cLjQ27fgM?I<j;Kh4tC&9UoTzH%~YCGPT
z*9*Qrdn&DOJ(>(p*@G98nbitBwbo(Ta~=1Zfwn+ET7`R8Uvt)e|8;NfV<qPK`OuIp
zun32h8!wD(i5}1MN<&B&yXj!`+TAqN)``X&IL@a4IiJL~@4WpcZQSd{NgMnX+Mh;*
z%#P5+-;DgmzP>mk^}Uj5<9-@F_<lC6afktQdz8nX!~53BtF!&0K2=B)m4pxbrGLOi
zlKPwey-EG~F;bNyui8gYQ}y_lKBWp12zgiuH}3U*L2sUK?!U15#w7o;A-<lW_vc6i
zN+i7B5x)pZ_JImjL_9|AY=g;;#0*YiX+de7pvlqL=I1?7EQsl^turop&31?bV4@mM
zBGhiI`_~KO1&&s9hoaqur(URWTG~0S%KJNgP|Fn};-q<h?BQ*7Jt|h)RQWFtZ<xs;
zy7Q{CgMBbvk(=LTFYj}!QuP&6&c7GQ?ma6ghKPFvOISyXRwY8B$}HbiQBl&ig=2&M
zw$EohL}|V?{JP-!9vF05^XLiP`OsbOdedI@{Tr^d-)C$~sp`oqGrha1GmFjcHVwo+
zyZ6IKT~6(NilyAUC@LkkPOzl=1d|uh`*yBLI;3ConxWDxv0bf61vGa3TgVu%WQ1<*
z<W`>iC?9mW&-i;GYQ2|ch=t1-|M?c875{NhBSCbfP(_8VDy&;VciCCE1??l*60&YL
z@1@(zF|!2WQrxkt_@vD6>}uz-Tu@DbqF}};8PHAWUaz+tfx6UIcWocdO_Vy_+x@%a
z@bIeAbpL9P(5*Jbg~72U{wrs~C!W(8`wWEtaUAv};_-PZj+?2BQ(0BZUCYxW`OW4%
zr_9z@9<zQCw!g8o@AV3CYcHteWz7TY2mSsGEMlg7Mkv!O>`Y|sq>Oe}D7;^JDm$&S
z`o+lTzl(oIQ)};a@sM1=#0meDKCD5Ngi?pxx|*}T{#JY`TM#Kqz}4gT7hW7SseTM4
z=*8t+8U@P4A#`J2FoS#xuetf@vUcwn5R^~Sp3R4H@Txw+<I7yr<O|8{G2pA(+m|1d
z{09gUx1PAi0er&=r8@YKT>8n=Pin6RcgKixN^z+(A2%Jn4W9?kXWxw`Msa{lD2i}H
zJMPyQhJZ!RU^(DBEQ4{cvbFNW8Rs)DKY&`ke#)+eS@~OpZ$cQ~H;HOX&<6fyP8-s`
z?yRq^bh#Jzm=Zcf1mB4bx=FTgRsXcA@2w6K6li-$j(jwfD>e59u(HZS?dsmO2auxo
z<XD1|SViC{>bz;Eec&yW&14*JQh*24@Aa_tEkfTbvB!{b^DM{1dfE={cFSp)e?ky7
z2Wmf84g&!_n1Ze$e$k`j><6G^SEvE+lUd}})>T%_>j!A(yPI9g=!23tB;WbJs4TX=
zBm|~tmi!$vK9uW_9LQXv!A;U%pnyaN;x-d+!jU}{a<=c`q~2xCifMP%x|5{gF8JU(
z{GCkEHY!ia4f$<jGT7@rb04%&silr~7qIUnF9)Uo=skF$+&ow=eUsy~I&?1FZd4Pk
zG6Bw6YKUvmyu|WQq%V{1&D@2!kVBJ?MeZxOPCOtl_V1mE1Fxj|{!1RM_7TOXk7*u;
zeuS&Of+TjN59IIm8_npVJ8i2CFGu#QfX%Ei`{7}glK`W<p0C~&77($)htc*hrFJu6
z3$nA2q{X5Ua77>=D=<%jycc3;`F=5e&^>kbTM){E$XRCv7MNN9k7VTp_<`HLzp#Hu
zNZs3zIlrTLg7j&U-+o`Tq<oNq>4=2S-w;BQ@0yY4>qTuzgl`mGi}Gk5#bNbDh{qX~
z^m7i6%j@zjono=;-fQ4!0J8$7lsq}N?ukF%E^nB<%^LjHxo0qv-bNP1-7kv(ift&M
zrj!R8)G9v5P(FCdZ_~TJAMh-?ZO>ING?G;+0c2<-Byy1qx|Z5JJg6Ws)|(5|U7<#K
z<UUQO+)#yp?(pep|2F=a-O1BI%U_dBtMq#f9K8wV0j|g6r9p*X2C0;}GVCy69+x)F
zCqfJq*i0vD(;5TKVI4lJU`Yht9xlyuOK+p#cDJJZu8`A=^x`G*A$l2y>ptaEtW7+0
zAlPmQ(LU1St37>K_5dXE6K;^`2XJclmT)~{&TId>p2760LHEwL3?3j*yV<j-?*2=g
zL&#pNHA@6>TJxRQ0`x$gt#WvN8_-`gZ;!hpQ7>s%yx{LRIO+D;`xL#dJyZ(<pGOt=
zBDvIZ!S7z)RHKiye}#CkDklesa>|^WOMZDecaPX!?0x2G`ghFw%AjZQsh&4?O=R~2
zr{2qO9QEj&`wy=czd>k+U*FoXHq!C`(sW+iimF=>ekG6~UW$SeM3M;HAs{(P=IKwd
z`s^`!_wM0ZCc+=)tg6q!Od|Hu(cYJ_SMhfW7NQxdiY`I=J|2%2Ut1?iAB|;Cf<NuG
z=C`j?TSQ|Z<|Rjxo8M-??Wra0a~f<npm-dS`$<e`hno8(iQ<>q74pHTYH*(--7doo
zy2@)A{q1rde2$<M_cI>Hz#Z2_-&7KW?owJsdn|>iL&sNStMCyQRpj+h%k@~G6R6?z
zUZMQlR=wN+1vn#-u6??cTdsHch|Khc^zPz52>RtAmUL|tB=^BRep%c)CsD|o56Ym2
zFBcLQanOR&m@cC8Fp#=)t0(ZW!J_JezvKGfEKT42mX>z$G&p7&NToo<&HxJ6??x!(
z{rt4omVT>`r%h^P-?WqsMiCzN&cOy1j`WZrGG$KbqbKRVT{M4Ubd;v^uFro+ud?@o
z=J-3}9?r#DSQmuGS>--%zeFeQ=}clC%!<VeOGttD^Q?kikMH6Xa#sx=&=7Lag>J$y
ztcTuPf|s=GDunXijQ74`u;zyvz;SRGb7~)1ERegIcyd%lg}$!4+T9!>{sI-j%VgXO
zl!iMKmqwz+6P*YG&^;Gc5JF@q;4?kQ=+;R466$=?TLNw~ylgegVrC&1UivXYamC8#
zvU%T|@g?<#iI6A#ctl#QcrlBKo>oTr{X8#toXq9M1%EC<yxdkRqd<#Yv!r%-dxm^_
z5BdB%rF+NCzyDX;DDKB&{khZMO5?4JbmLD2N=G1I^fI62Rd|EO5-^HWx^Nmps!Heg
z7O2VI`ZmkYE&!yJv9gdJKXC{cRk<LACt!V5|0=JeUZ1C=rf0qM;<T~P7oTN8LeLd0
z5jN?2m4TOJ>|s6(&(cTO`1$v|wVmB$Ps54@6589B4W+7=xJiiBgotPop1gycs7KF3
zHheEqf_%B2%piPr{NsGFLnO5)((BeKpw++XX3dePZ{}|5gvPO6qDUzc<YUfGW{u~Z
zfE1<fm){-ntVq7aywT7%jwmn_@!`6};>nJQ^rc)8U51Br<S6F+UN;61*cwp-1@mUq
zDR&zij&rN$qA_>j9(!GO$j+CI=<?z{cbyNPWAG2R44e_Zhf9G%&1|Jy_?aC-(%J#+
z_#KKNijnp20vms|j_5VaKF}<$9MP^mR^y|Lgxbm<2$9HMw<r{XFwGwO2Jn4a>&x{l
z`1>e^g>v|-zc(UF-(M#A)@Q7D>b?dw_gT4{Dr)R+cw*CW($_%7Dn|z9F}r-rjVj~y
z-Bzm-Ud|jg!6K+$ug6I-f(h<2!byxNYl-}fLf|*eKg30bB@>BL^zU-hZ0Dn1(pRmC
zH?=>0O+sgH7t<@s_wn4S4?z6v;sfDo1XO)BPEb{+`U!%qyZs?$bKfGUJko6s2JD+3
zS)=*~I(hqED%t#_PP}`feKji9YqMvaP~m0{s&=V2RVwrxeMLdwvd)*LMRjV2HDOUE
zDZ{@_Z1|@%af+Zn&JVc5m6HA?3eq?Ay>cN-cJbZsZ@f|UZ}&g{R1vtj1}BO?E=YQ^
z^*$1`wXq)$u5%bj0>&2b+}qU;{c!w99O8QR6+cs2<e*wl4x2a#a_+}1sanfVYjePc
zd>`0wB6}-1yrjczwhadF@5h7ZRnm4g5Cw6)uLJBI^^?hNf?)3#ig2&ZNb|O*7lmqK
zkM{m3OCi(w+@r1RpZ<C#!FisZIj!t(EFZHJ;Kt5^hLR`+FWpEb4B`h&l8O-`&aNsi
zz>k+8iZ1!i66aflFKsD*JzmOF;l%h>SG4E}UBU3ggBvn1`<ynq2%c-X3%-nY=r4_+
z*jWq+2<Z~_g)jwNM<rrkb>HEgk39X@%`(GtUU%4JfrUbz<~2qP<Gy=1ANN(^E#aO^
znIC4C9+nfV5`DZCjf}>k&7|kbi#|XvF?rUp@<s6hGeTq}<OcS<-++#}{w&`GvGay(
zHjJd77Z=SHD1Nh;N66svkt;Y@?N5`cFEo?$83`L_$V6G)dmUHp<(Hy;8=Rg+3<|_@
zUI~eFU!d?--{#ul-_;H1*x9m$&amIzr|NHe?f>7OqqeEu?_b6A^c4g3nuP2^ld+58
zr#^h#?dK?{<Su7<t}eje0e79E(-^;yMO7lVoH+KDdaCj>#L=y6OXgEpNhAC$O;Ltb
zURdKc_^E95W+HW{PYp~B>SC#^qC*^t^wMWNPh^(gllMK@l1z+Kb5mNm9x}Cm(A6`X
z)nIUJxl=2rL_!VoauFal{;HFIw>kua3$F`%&QbCq;%DZyZaqG)%+p~~V+%(mTNl6b
zP|+)szqx;}fSaWCpqRHhjSvtHSOZ+wqk8thu2*nWfGJ#Gk`^J_LCEryJ{QvA;&(u+
zP4{bG+G*Qa;6J{4CyY=-35Ja=S-C36Uu-~y*m?VkNPH@L)t7PZFhmENl@WIE!t$T*
zi0;yk`wh7v-Rie8nURGo_@>I;xR*5JeAvel;ko<@C;4}a%6>uzMlTEFPdD>OGT4*n
z_kBX7^1hVl#&RFfOFCh|`V<tQ5KLc0lFsVI*NS~8Anv|z&_PSVl`NAEN85hv&!dXR
z4@!pSY0>3FR3-xeyXn?TBJ!Z?6_jy1Tu=5HmBIi$?Pr@CXna<Gin~V%+1y3XxVH1A
zi$8E6nSa%N^=Io|F7_i&rv<duJo2)LrG-ZLo`#C8S9FW|uY0a)lT<`^-A91AKJ7>S
z-io6HR4zOvA4#&mCyt)*@WBbNioJMe=CAh~7kuxQi$5uOSL(|L5oD>zf0t{-IH_~D
zcZ$|3u_D*KkColN7{^Di-}jE9q&KtD3E}O-xI}q-`VZa@%fzNdd;PM=Z`jM4E{kjp
z12&R{pnVTc_osyNCOCWh4;31J%^9eQ-12$!VbC<FCi6x*`R2agBL)>w#8x!%-vqbE
zeF^fW)M>|rf8?;wW`GHb)L)fKNP4(QG-p^}>N*O^Nn^strE2>K!Rlgxn6K}}ZI#dk
zd9QtTNhaJ%o3)TgcUYpZ4f>Pdd)O4*kD2>40)3D~M@1f;Sq)Rf_oLZEl)W6as;}>&
ze!_=ySrT_*{HZHMGIC0-_=&_MPVo)|I=g2=lCFIyD$t~B4`#1gS10k)zs9|?R`Jh$
z)%%toO!R#-&^g}y4;O@ljgSQYB|q34{rsO5y_GV)y$71LR{^OTn+|V8VUz`JG-t<h
z<d!v#>|SsJ!D6i1kU#<=N{dJDPf~TQ<WKpna>);+B5$6M6P6JAhnF8}(e~F7&XKG@
z_JEEd_yrL7-rrSeRRs+Y-=0e+mVRH4CU?FZN$C|L((ma$Wv4@Mlqj1cY~Bzo?xn)5
zN};F5J){<k7sW&`T4kscakCdj(nI<5&E^z%QUR=j(6{fZ&C1IE$XP*Jc$)*_tBgOl
zmD2g5f?nu#YxZlynWvL-Ll1U6EyC$^jtqbRkdr{wsBk^tiI|?aQ^hDcU6bGa*R{!a
zPk|Bd1>2r7P|QetlB0g+N_Xt&O()@~`hKoZ{fLwP=ONnrcg`30nfQaJ%!S^6yw`E7
zr61&)(TIh!25mz}=BnIR5h%$jP;!E@fqR=dJNlYdi*bw{tQ_zyL*9$1SF}kg_#=oX
zcDRR@Qj>Qm$G0N#ImTqo(?I?JFs?Cqs{zP&`wiRK8vSVTkIjC;C}~;;KbQC;CcOfn
z<_iNPsv{pdao>XPzhw;bz}y_ukw>H&;*nZ8BA4eFyujkwudctn>iaR}`wt%t&}7$R
zY`nVMlzvIrs}`S(tJJDb!DNvYy&p0ZROO3~I+V`N!MQ^&R$IMV(V9kp>9BGuj8ta*
zM(>97{6>EAitj_c4^MIj_KDHEKZz*CH+B&ZFA5Z#Lpb|J`xoi80)Y9rAj6aC-lRLE
zR|+Zr;~n7IWnbAb@m<QM19$tbl*6Xc-eNwy$iaI*=6@^Q<yY(RlUq`7_{il05cbEa
zZt%T4*6}X#U5U_t%ag9j!)GldTHjsn;oP|DoyVs7wsKz9-m_K3pVe@hd6ngv<UuyL
zXsAhISvj#8beQe_J%%lpL2Ta4syH{m292jIOb%C!p4{d{jHe)1tQeFPzY6oouO%{q
zS|Va1vFN4`L~Np9H1~Axl;7yJ*Q)UbocjGf&_ym=?|6P6!qye%<g+qbUV2Bc`=kxO
zq@CAmb9lV>Ze79^*VkqwnXw2mkVuXcN&|o`Kdt*HXQ?0dg>NHUqqlzUTK)ndS3@{e
zynh*b!{WM%ECgD=o5)(985H0_*-n=mVwP(G9w>_j$`JDv(h~TvJE)|zkHsVaBrITR
zloNCh1=zP?2zduMbX&ibDGgO1l9d?YWyFzu{UQdrIl>ruL8x)7Y0^iT57+UpyTtvG
zIDWd0)V?4*H3u_zS}gre3Pn#uO%~n`ctf`M5Ps8v(nPglSaSvuv8|LE<a&$+NH!1Y
zxhU#%uIL3xGsiz?#Wil$8bM$rv{N-ybuU)g5>hUMRq-tQgZk<Kwfe?tE*J~-2~nNI
zzMo?ACuO^`d6S}Bn?nZx#2$=wKdf(>?=SaU#Ny#p{R!Af;j_M%wBJ_~Gxm_sbf5DL
z$q>0e96sN6+3U?1nZyQF;f{vBeF`+~^G1m^jKz?8__Cno<51F8W$~F+mOknTDf_sO
zpD;t1_m6o)YxI5ia1Y9D^{yhtj`tURfS#pG{rq?()#n|&bpwc%?N&?>S|X?#ajlK-
zeDeqJabsH!JSx1exagbnU~cN_wFv?@BQChoM@RO?)J3U_ue|{d78K>7uZL!*U}i9#
z?wWAqX1C0VAJ8Gk*v=<xB`<zkrBBIOF4JT68Do;gjz65ZDXIv`KVm$Uh~eZljFgqW
z<>d}6Ugf<ZW=F~t#0sgkHWzDN?jblJa3-vdW#(8T?9%ZcX%&qC0i3XOj`{8C2ZccR
z8$ab|GMF;UeD8zc?|gv^v3RvEbjUvucp~-n-XF)R#5&drNz*ZU7h+e7%s&72Z>#`B
z|8QIKeaAq-<8glLU+(@2y%E32lgKsJ=FP&$dkHD+(=0EkN#0gu*e@h;yB8!=B3Dj-
zH;jCF740SV9#L&7mjlwDp5R>^u+6Aqdx1`Ee?R;uFYrGk^)fqKyeOMSu%MX|IikB(
z1eHS;Zl&Nw%7$|PGC9*LH?o=;-qEZ=yTs|y=FfOOV(MQH(-bSw8IWuwWaOU^eP80*
z@%-2O|9ak4OoKZ%LNu4U)E>CTJNsYE4c4TWSUA_voHHC<NmXx%riE$7&(s9z)o^*X
z*Zku&&9>&k2B#}^DBgPsi98^r*LYT!SX>F3lzwugU4@jL{>lVXz>|S2b%=7;uRf(v
z;&|3TwZRkX4Iz)tx2%$Fd>65OFTaWUkgHY^ei$oC%;CIyc~QSJ$`ki*r*$B6ZWRk|
z&^3vJY<@JL)qDF?{mDj)ZuX&ydw5umipF_gKa3)~>Leaj=J}*6_HiUIxj>ll`Rp6v
z+PHZn;$UX?Oo<Xv@=_)GIbmfyr&v`#sbH8mS&<ESVczl?`akV*SLRD>i|eM5Qd2k%
zxXF2CurYFC4L)i#6txISUYhxM)4h07HaDXV{x;qasByXJ9o{x`8F@61*eV=bcCutt
zge~Yz`?N8?3u3*W+*>y4OUI@mV%A=JA@sVdK_?W|2eS{OJpHNqlSB0|>@muV>a=^7
zL^o+}38{Y0DYiwg*|^@+39P+G_K;pc#G{^oi%%Bj%+jLEayudl?{`ZPN4%E_UPoaz
z(QyAAim7{m<vqCXoUIRuP?=YQISC=84_PY@A(=VN^SXzMi@bTuOj(Ou(MXqe9~(Z_
zz#WLN^~8r{5Ye72$k%W2&_%EPh$~Pm&`~F8f8sNluYnwrADaqtW|U5<?u^!ck3EBu
zA;~VJFw*e!`KQ!AycNP<vKQ-No5dVS`o&W3Cn$ZF#j_U*-t`U?0s~sb#~Vh!6i5d<
z5SO8T(Z;z*KI9?a9{H;b0PgEbyvabwN@cyBE_hhg*$X$}jac@CxZisO6&LfV`k<3-
zLrHKmpX;>+&m8sEed$yAIl6w&I#EE+C0l9gD3I_LVLk<KW#n=RIm$YJ0h7n8_6t3e
z`tdvJ$c5WY+AsKSv8v@BZ-;{9mK^pQ@ET6t^&8aYGf(#AgKXygzU-^VToL)AHJ*cw
z`1}>7^W-XZm3|`#0zW@Ap!{7JsaQ{v<aIQ@i-oZ6np;uEy@eTRhbb*wtnC_>eY(U6
zrIyO%$lAEccgQuR)e^tLp+x?3=@=u`aiwKNS9A@VK>3}`>j!lPxzpXN_B4^W%c}dV
zjz3_m0nkX#yF>G?1vFdYRHGqAl>4%e{ZW7sq3*ZbFQiDVAYEID^RqOGoDH5mEde-2
z@9)6AP@6u60vv#hQXIt#7)5w-2PPULaA86KoBS|~YM<F<>=kfYQn9vTmcFGC`9jCw
zaWj6ikqQJ-4k6ka4Ev-Pr>%IPEG4!dtPaYjD50xLHtpvdpWJ<P{~<dYM!)d=-<gOV
zipslo-^X(M9g6>ZDFg+jo+%=L4VTcG+{(Y?Pm2hn0K_rkE(#AMGWsUm{y#54?L_in
zPuu6*hJ#8=A*%tNp7h=NEjZAxPg?yHUA}3-G5f~yIoyvUcBH{v^pKLND5K8?Tx9z4
zZOQZ*rQP+SY-cN{%zLfgVV7mK{X$uPd(-C!Yy~3JN12}&_{$A9W5?4MT7rEz7=M6{
z9$g)g9l%zeCWPfZZ%EFEN_jQgQD9Gu&<hV(mpe;W9Xw-8C}D`;VO~NIls-MhUk1r6
zkX#lVeTBFP0j??&ij82GrqwU``p9eNS+2%0t*XbAT);4W93O>?rK}Gi8EOPF<X;%I
zDeb~jr{li*=J202eE&S;cvIrC*PF%khe$a5gw>hj$-(cy7Wz9zp$TW44^3x=iXLQ|
zyxgh+cYLw!>nF!UGeWfJFvEa3Sh5c4U;ZGTD;dwvcW2W&-1CxWmH+csRB>qER$Sx-
z+B^Et5rW@o*4tSsPW!4L|9+|%ITO{>5xg_kahG1}$7`gB6EJJAbp3W;KM&Hz@B@uw
zaam!DA0Q51T<lx5$Hyy}e4FBuK2vWwC%(lrgw*9qAQ1JdG<WLv3fOyAd(e90bx3PC
z0j;&b5_Bp0Gpa8lll?MdxJhyHS7Onx?s1*kw=KpG_&s!fNJ*-fZBH-=#B`Sj>H6@-
z?$r!$IZ$CIvXOhP(B?`me|h_;mkpMQ*L6(<`m!#A<vnjEDb^7;*dV&AxSxtwnllT(
zAA6CLruhMJ`F{0Yl0A!pKkt80TU$RDYdlc*dmSP*%H<3ecQG85lY$Bi$?LC>gfMv7
z)_vU0P(6*lr{`@UTxjYaQ8Zhv8;y}V594nwKK*fzXX)eki>sKQV!Z)f{Sqk^{iDE-
z8QISi6G;vp!q9HUb|j=ne1yW7EmR1AF6KpmZSTJLLY0<W)r&$H3fJf@oB&y**=A0M
z@@4S1EUxqrycB6^E_rnNXjYR4axO5!2}_D@huWrbbCg8-^JDFMGDyv(OZIQTp$F<B
zmi*FQCqY3puYy*5@UBIFJu&dt|K{-DaT2e8fuh%0qNndol*b$Or(stkg8ka>3L(Nc
zu+>lBC)ZKRu?i98^N*9QjkwS>;kZ)9ZAsqt%jw#`@2K@xY_5((awNmrb=Maq3K17R
zet;$})u~*`Z&ads!Y_gJ5zF}Z<SK^Yd}It=mTLyVCx@j{l&m8nZv5Z0tVKY@FXbM|
zOGQb>K0GHwlRW+^BDwIEPY2b}j5Vc`T){?Ly$F|nM`B}v0$JK?k&U0aDe+bK0s4G=
z?bG{@D%A+2w!bn;+Z9L%%Cp<U?mysdlBUs^@QdhKXPlQ$0+pyQ5FNQM$KzxEr_Lv{
z*u^^>fm}JZ1qsK{`@R&9v$e0{DCCgscUoB1`z)|;h^AwdlJ8+#_Rn=@>km>=(KPsc
zha8EV6f=7~IHOX0G2&IeJ-*c&n|6j~MVyC%B5mfCw$@(Bx_b1r_YqpuV<{g1K?yc_
zM44-J(+u^!DL*n@eV4&q!}~Fq&=j9ziv3pCB`xq6{xq=IoQM-eez49&9Hav;9aDff
z4=~o_4$&5Y41CUP6%FyB&_oN_V`vz2l%3otGbB{Kr(;ljO|Co?#%bKT{SGtU^%hUI
zocKQ1xvcggmFFT2W9!}zU;9;t2Jk8-vTY#q&yMz_qyir}Qj6qDd<aX#bjIKNIQ(!{
z^sUR1K(Kmq!QAFt`QlFvN9VG2M5N~J&yE@`36AieJG_Y~HgIm!$o%$6@pgAl3o${U
z=FSTiQi4wKKJwL_4UWeTdy{119?)EJX{7QmG@zo^Gu=GRU4d1u3;m*x1aJ(vTg!u%
z67gh)BRGEjgr6rK9f!_A())x&>W**z&a`*W2YFxIA`C=Cve4gk*~{q8wNOdFpTQ)(
zKcB||-%zm-E6x%6=V5p)GM~2Qyaw;Fy<nymskvVI-hM!zk?ejtvD-e(6Do9YdonxL
z-nZcW0C-Lb9CNQvI5RFw=am>BqB71|D~bDoXq;60S*?|I-+Qfe<q~1|`F>6{4M`Dq
zQgx8lLQ?;}2ic>3`7^#BI`dlvG-Y!zl+*R{JB;tto&gF9E~|`c(#wFM{950D1gMaM
zd<$UCeO>(X+7=<5z-FoPy{G8*v$E53@nz`QW|DC@%jY0ym79^W2_fDcl_nt+JnkNd
z;~$w<wD)}@WfcEXF_Q>sBj+SU=TfI|ta-W)2K)jT88Be8W2qgZTpRPdl^9swDfDwZ
zr$;40k7$VHNwUO**%wP#_hn#bp4;>HNkH<2BMj0B$bD9E>0TwsB5+Yjfhw57<tkN?
zc}(vzY3jlXsJKbSUOkClq?mQFrQ)pe2y=mmP;%bKao@-R?66<4!PujRn1rZe=Jgyf
zBtR-7Q|_Z9UF{#9p`1RLex^GnQ{x{F4CMwpXG$brnxKS7xw+BdwVW+CDNRPbcO(E@
z6jHX%&c``2)>T0!3al{M<(Daim2`WTv~a$6<@t1Z)lKcoH(fE7iTT+KnZQB-m9w4h
z5qJ8cgLtQ&2cIi_hTaEO#7|m|K);dyz8)S8IG%^wV?tQp;4@Z!Xs@i^mwF_N6T%xB
z_q?Qv8hMKK`sL@JG*`QzP-KHvs^ahc7F`I0ybORHqN(nohk3IJBhUPibTk*<eTWre
ztddud;!Q=Ql$Yw1dqNYR6OBB3%{cETzUyh{a~mDXRLQO1f1DM>U*J{6d_3GO`|364
z?j&3iFnOPEH#wU53t~s{IH|<X3-xiRBBMS~DmM;|H5dXhPW*6g%m`5kXx@UwOTB)G
zet1F+`_P<Hd-rwwYyf7&IppItQeQ;iD`dPMT)+Y$uc0U!-zD-c>7`-9>&k!6YGfn@
z%TTw$RhaQA$NSxf<#Uh!4N9;}m@w+2e!wsD^}4KHt!(wRUULsk#YR3*CkO2szSV<=
ztA%NNnvRD?rl=znl^;6dBzaYhH8DT56~6S(X(_ekWZ~fJ#$>Or)FS_My|?IZ^5_n9
z*Mj8<JO0>Ld?H>b2|Ux&R3k#R_@h+WrT9ypbtgHer}qA_`mR)Uup!`Sk&Iwcp<ErU
zqhoWxM1nAb>s6@!BItEh<xbDfu&=(geY}IN_Yh+0+9q4zob_;nrA2TXE#eDGlC%eF
ze7ZSKs?;qDQ#J2>5WL<GExN6GCy|U1I7<W+z#*$B8I_uPqo2PHx&ByN2l`gr)BPlW
z+1WXtp`8>d?sOiVx9s(kIS!R=wx@l4wcwNNpGH_`<O;I;6q`!=@7LmI2j#%#2bO5L
z(-a|>@CdW``waTeV>rngW0-k*=amX^&sd-$|DKgi*EVV|rSpSUVm`a6@vS?j@k9AM
zi9i5qPE&ll(11>xE|Gt%QH1cCuDV|2ZS^X#JC&IO-i-63WXQeoxd8Rblxf>PO)R>n
zKOf$*9qH0Nk7_#O;dgv}0URG}`<6Jre&70(Cx>ZgGm4++WdUC2MxO+c@rlL^M#Kod
z5Yp9SyOi&9E<#x6wUzCIzC}6^Q1Wt0*&srCe!H+EB2V|LnL{rq0)r~#+KVyRJ!Ufc
zo~)n1{$UH`V!sa|z5Kp1LSi|O!MsD|h_}bXfvOjQ_WtU*$L-6O1qyX^lh492`iwuv
zk*Mo9?jsw{g$Sg|ysx_F!|C)r%me$E@mB0rl;nNM<eOkDDhTKJmFoLpWTL%2pQX2I
zWKac?f$aPvxJ}!wACwn*d=STXOw%j|*y$5gg7dZkEBko;#qx+5CIDo*Ys+U__I)O@
zK=BC>`Th9R>IX|HgwY5L)&8x%`p3gk*L>r~&%O?bhML}bO7D=eWoyAFe@pumJSmsk
zOEO@mn@w;1@+XyB1$*>|W$2?0BitLC;klnOUc7WL%AEJ}cRX}3{Jr<P{8bcWlZg^L
zI<I`0t&w@#W^FFY%{|kZ;N>OYsc&AdGA^Tv<|@AHxIpV{E|DZc^7QGna3*wt_w&Ps
z|K1tygV$0phHS`uoDtt91J*%}B^GPqenk-!21|Z30im%E=b=&b!%5G6NrF<zT}f&4
zbB-KVbo1$ou1wm<0O!<`onNXKGO;=c_1H#3eQ)N?Qk@>qoV@z-$@Ro{)A#eZk4(~-
z-v;KKK7JY*S5w_J)$em&0W5I%^zn>iy^Jum@>rMa)3^`b$rpc7c~z866#ia*vnPz@
z#*l4GxM$9=ng(kQf8{{{hS0Xm?31f)OWo~Ls2dKSdLyXyadSV;<OU90BzSzVB(6~^
zbmNe*(n4nAP9=$ItZLNVedaglL?mkCyIZ|J&6+tX`dXW8%R$B_+usF<DULGgDc)BB
z`W!3C{0R49gUayYy*t$&^>tc?-UyaBH4Aw_^-P2wZu!mK!xWi)t&YTaNHAvzk5XTJ
z2DT-}Wi24g0?|B-r!w^M%PT(sIbZQ<+^cWF*vY7D(;Kc|E-G>wcI;727WS@vh3py0
zM_4yb*|bHc4Xu`6VTZY97w6MaIQyD#e(?sF*``bP*(Wrf{#i}0+-TlksHa-{;D<oZ
z9Du?XE1yPEJ+Z^0y`*;yr^D?KpF8xk3e~-RMFH$)0U|o}fx0Y0on#rF&~Gh9!VLj3
z-(EtDestI2KPFbNG;{}Ex2D-oCUDem{7;zL<2HRG?vl}ur;!%=eJ-yb<8wDfadSSQ
zeIH&pPvZM|CH9TPPR466ifkXm3b>CpKNddUVtb&_K*vXKSdM7?Iuj7?K1%Mp4HeM#
z3yoR?1ohnec;ckUEy&O8?bp+LB$?OY<Eh<9yvI9j&%cYfZOM0RgvoLwNigLVzjt03
zH8ERf^a`@_&uu-9${>|hwQi2rO6}Mgiusam_8xWx_lS{>QBP1H4Liy0U?<^MyE(dr
z;Chpe&ln=evoP&IApCaYE)@u_&Sl=01Wu3+RkB2UIE_9ryeA83L;7-x9@F4fK{~g>
z82+%|7DxO##ys@u>l512c&<vtUVF>L?zU5m_v4jb7bs+}rF+7SEt03(UWCHGuvZhm
zPgfXFM8d$JBzyejx_;w{ODDTN6z~OWJ_%28cP%0s5q>}g9}<!UC#nhCdp+|nkeJw@
zBE=<y&m?2hR}nngS8=0nSF~O3a|I`}cuD=M_+nw6gFDh6CyWtio9dXbKOWDA9@>oW
zaZS#{JC6M|*42<z<EtYsDJAsf$8($g15f)motQb@WX5gYCy77Y%1cKE7jEAKeKA=h
z;y(H;M0~H0io1V1{E2z2Gm<LARe%aqXhE%5-q(yHLlAkzX$FC*5m!etEmtx_^#<DZ
zNc4UsF4<F=N2;P+SCzdVvk`L~A%*1YFjc(%`r!`p75~}XGA_^843tHLMjOXHR*N4z
zWX(Ob(!jr6i$pXBtSPFI5(q+kfgb_jvqQ#VkQnEC^_k;(9idT<D8yeWJoih%IM8L9
z+P9j#Fd<Z$CZ1QVO<I`b3K~p22E@z)7v|}MaJ^t6<ynD;^-U+=h1oZZ{39c~4eSLo
z#Fo8zFy6O&9WTd>ViM9_c)lbU_Us=R?Qd66lCQmfMYmVM0|FM$SNT=Lk~G0}&r8SO
z@3^s@{n~1aHLkxCszPrZB9J|Di&#L3X(gVc9&QJW3+kgpOb@6RJC!#ukKSOd23nI_
zac(&_a?j=&k~*B37Ztn330kXgGoMMS@*=r_+tg-lqgv`56U3`QE}XA$1KHi5AEAAZ
z3O{-L>s0Jlwosrcee$Vy3##Zb(EHb?-cj~D7Zo4`rDVDn!Lz28aHh0g`}^nifE)?$
zjMD;5$MMYWF-D@~)z_@fsP9*?+YKDKDRQMv2T(>i8mx>eUIM-AV-=I;8?fpFd7#CT
z-D82c3$~mYqrnzl*W80bv6wz#dqjgC`%rmE)8{eWsufP^FVo{gg}EoxP>zae6&l0I
zf?-1biL$XM=DA#Ea395NGPbozZZzPjHCBXLnj$R;6A7p&E)u~wtOdk!Ch6+zd!Wz%
zVRPhtbd=r0AK2Nfx@ciOjj=dIh%nUtp1`e)u}^4XEvLTgKIEM!^ZOn1m}_j!gD2Hv
zOBI=F!>>QbMf*Jv-aaYe&x^NZdc`K@dcg7!l%KEuNQ;RR6hl+t|B-R3<ii;e6XpXe
zB{3yD>jlRZ@M#};zvsy7IeOpgZ@7!Wc}QbEsUa!Zi^1gA=P`sT&Y&oMc>3-`(&5DG
zl!Zj4YexU#V0$OJdN|U*AQ0&lUBYj8iaqMD#XK1v!|D4@{Q~V-Tn%Hi^f%R0`zAvm
z!ESCY9%gEM7F-Xa+f9>O|3WS=wx_-g*jyVQZe;29Y4q)M1DE&ulD_c^JJH)4!1C8x
zCX`mh>6|Hfb`fTOy@TiuWnZ|7-KztV_%CUskgewtLTtTJZcwE0ZwoD*8FU+%emVOQ
ztVoOqE(ok6ZO5zgh)0EmcTWQTzK>T2|I^s7o2)9^Tm5!=zloQ7LNZ++ZFWU1&g1E|
z=FLh3)ASkVMV^4Oy|#xHxq{v%OeCr9>fCfqo)=Qz7O1p!3-PP2^X?-ts5`s?1qYr0
z)@nu2PDZ~5G0f!9M114?GoYW_E(Q24L@y0(*WG{lbsG^j^yG*OR=s?vNkJixxO_$U
zUQ4p>=8+h~tAjjE^7S*AbD*9t!(u)W1vDDR-f0}z1caQJrK%-GXLaxVK0xn#4x{+R
z_Y+2H(Vo7e`NBVbo-P_*ak<BkVI_tT$oqcD%xoqbxP2L3m)9u;r0+66Eo-5d&px~r
zsLin|Ob}y8`YjuLHh;B$@m2X<?(6S-2MW(rq~`sl(Hb*=g;n5g7L|*)Yc3v_#<8zm
ziHw_57|<WdD@<FVqMl-tpX=OIxztp(^4sHSIX#eZe2~y_OPQ~FMW@LIQ>=@E<P2Tq
z4{pWO<M&U@qN5+i*F04oSMueZY8GG4MX?_8E^<U87K$Q(f4vG>m(pHko2BEJ9`-Nu
zo6LJ~60EW@cp2(X?1EnSrgVBxp4rzn$AdgZzt>H0zVZrRNr%ZAt)lRnnrDe7HUQYw
z4aH6`t-E4o?DHX5^0qY5y)sM{QT4)gqn7c6`u&t&^_4$QB*kF8xt53!X-f6<5(2Jo
zmG|i4;~;dF3`F-HS>C7~)7=cyrGInm3(&;>uQyVmhM@Dhyaag=TZ{u=Ut-Mp_7z6;
zL1Wi74>2K9Sd{K5^0InEY%hry2gRzs+8<18qL~#6%!?n@{~nF;odNfD8iUWAI*^aw
z9P!ifr(X%fo6I)ug+5-n8in9?QL3K)E8*GC58BL<)g$NnWw8twCC^Xs-1t9BMV^aQ
z&`EPnz8`7BH6rIgVRn(G%6?j<sukxKy>{m(WA{L+#>Xuj4*Qi!+?{=nc%rCAyb}&P
z5maA}7oEw_184VPQ5JNP0{;<4$*fEISDJqQ!iwrFM*4srsSE9!DJjnP-!;*Ruui9E
zGJl_%EG|6xbU&d=YfkPC+falp3_!=}lSRc`2k&>mdmzXkJ@?0U_pA#851-|QBe&l_
z{B2(xUR~rWsY_Vhu4Q(AZSe_87Wrb!8Was{WD^%fPN8b{il21Wi>`Ve9L9<5=DioY
zaEg}4UJr!rM*`RD%w$*aN7JW;c4grpvM9ANF%4`YVHQ1p57N1IUKdQyM}jgJ=I~{M
zZS9UI<;1_DIB|SQk{DU~=c55@i~iEmnZa3m`#FEJ-oo|rfNFht-SiOy`KIPIi4+_H
zCikd+d`h5v@mYxMo)*1g2I+clcaH@xvl1nv_E((W>vEG5<lBFmX*P01{crt&a-gM+
zLhZvG6#687qv4Rc%yKvYV`pE%o+lp0g@GfDil(o(eU2@2xut}Q9TVXPz>PI0G&4@l
zY^+s7AKKqfe+UWJTbAP4j_^1iJSDiL#_LdY(0=S2;>Y;}-<fag?<fLrGP_R)lU(D1
z8ShBSdpM9{RlgXi-W8$MmRa6(?&<UKm2C%%qhe4Y+48M!AN*T5Ea=MJ?hlUR5Sep4
zsz7~FjT2=1t{B9>?q+m(cQ)Sq`r5ZL6ym|_eW>8{eAjM@qOct)L_B>3nF1c}p@>oI
z7!>>D_B|&(y36MbUwPaDbW)*>EVb_RyhY4(i&Xj<bWmEgr)xIp@b>q^1bQr{;nPAI
zc<oAgCYUR!BimXch8k4GK!2l{{jSipj%6DEPE>x~y|VheZ_i!1df%4Iu)20>>oAmr
z4RQfY-TU17spQ~@6E5<p6@SA%i;Q1QGvoIqu5aA9PYOx`e_tFkmoxSfh6<GS^$?Uu
z&H#!QB{CZWDUVwn(6?na1q-3V;7Xgrr8|l7AsKFU<9w(ys2&TFQQKI3>F@QUtow4}
zeEpgvWajaSPgCOfLs+#BT_cwt_JcUC{<S69=*qbIiB1WkmxE8AG4y#BU{ez)E^d;2
z@t~dSpiyTzFfMhR-GT;wx}N?9^Zn6^7byML5X1`w$>Z3P@tU-%8;6PnPWApF@Hg|J
z5ZLAI%{dXw!!r&3bAnWL(%X^oe{h8Z%u*rpwpRLcz)b8$X=rKmS<<kMe($Ac%gi;N
z?%YxrYN+DT^g!hO_{KGf-h>qErz-*BV3>wm*<PWQ+lvI(vft%3o`)E6yOBH5%1X(!
z*KpEu3yFbDu7fh*7I0+0-`8vSMlR!-%sCZL`c==@Ubs5AG>Q)<T&p=U2Z!izzl7QC
zkB{b6-P6EK%+EDyO!#h79>1rj@;vQFO>&>ds@-p$mpU@O{V0ioP{4ss?xIgKuRZ|Y
z5<kr)P*I7l#qB`&2f5YsThev?wGSFd$-l!-yg<p>&`;{LJE{0%N||TMesNv^&09J@
zlk$U`s9f4_Y}d+9uaB0sFLL*H#<7-htQ)2~7L4|LqsCln--UQTFZ-`#nV+M*g#-ZU
z{3x3g{e@e3hs%Dk?vL4uG|uOZ^=2mLWO<>*v?z6R5PA$f%lt*5!MXYSS4CE~h<H8w
z8SOVv!oXA7N@{!D3r}UgEE@4<w0r2hGcrF;8~hZ{b2DDAxI3n%w|{)TkM0_^J?|g)
z=KvBYK|$>dBOYx}js-B?q_O-CZ4;%~AL3%t$EW|B4_wbt%|0vCF)57|#kt>ClK&bb
z3tmlhex_^<Nf)dEzB2<Bf4i=TX6cdta9)HmK6dm3FcS6y%ieMl(F;Pgzs8Y+q383c
z>*-D1ogQ9xjxw*`(}L|F=*R%gkd$W)v`a{yAXw_YDdD*6Rug1>efOk^6_I%5fmC1x
zCu%ik)+*zqj?aCtxA5Q3irf4F$twG3b%b{9g^6Jw_s@~PPfm!b@}%Cv4SKwLXZ>TS
zh=j)D_+vAq`U8W{I$)7?8sCO}ISbpvynNr>X*RDyw(hnc(PD#I9m}m_BJ@{8!}xOh
z<-8@w6`9$r3bHGCnqKCgniX-A$2U^DK@)tw(ZXWbjnwm<VJdzt>PfldnT-%sOX!1w
z>b`7gCVx5*iF{16rW?CFujpbOVU^q0f-RCx?Z{9ZavW|CcB?K3rsTAZmapos-jIKC
z8KR(xkOYc1$ir`xf;ghSS^jf9U{QVC9Oqd6_5uII(1A>F_pEt97=Lx9Iw~3G!YcNv
z4pDOxCr}6^cZE64k6>+48lsAST05!DtNY9cOZ!e;a8sLMx$4>9aC^TX?QEe4bO)##
z#0UU~=Lg@Vj$ybhtJYdqN7flcJ^FP#t^3lwq${hS1lJmf=O+q-A9s%QM8Jsq?nvm_
zzo!U>1@K#-%HStT4C9%Al9Hd)2_5ds<wG)<e*R>_cs1xX)qQAGAS2Dk=PVI%V!7F4
zgOkqo=eOaiRF&~4jKurV6w{0@xExRLn*wzcJAjbCC$;5VSf3i9o#?p8l!gegqPSn8
z<JD&RF$vY~CN{rYZ0XZMKP`_~*C{F^&}DetWL_DdallI&-9A3WQ`_8h3dq-|+@1e+
z(W6@AJhY9W(Pq($e(#5&m>#o+UHV^F4dHfe)(t5BXeD&5MUE^VNX1`a2}pJY3pHN1
zS(bg|j*(c|b|spZ^t~J{si2J1nb`f@|NMPHnLe*%-15K3iM~%;OmA%e^)HzV+KB_y
zY2ey_o5r!b(Kae|;&n!J>hy_!dw)$(N9rD$;EW(;f&b{EObXNExhPf*EPy_ID$j^i
zbjdJ~2(w(eH3`;Hrehe`Ql&cwZTNE%UDtdV0<-XP$7?QvFOM0DEMmVtbV&P_Kqd_`
zf60Cxax!iUl-RHOn^Qe_j!*k-;_lDWAWhfMoi4@9Ueez{sg%lj@~yEhuZMP&5W;AT
zU7sFiz%(*YD1O<XBNP&rm^}<oY}$Q*&$rw580dK)6OBC5m21O4f>#!Am3J>c!V+>P
zagtHWUe+&A-frz&IJq)U?zIM2sr^s`gq8b;#|y-Fpyx%Cu;-_m%pIuAH#J++Uj`3k
z_LRO*Y)cN>CFc;4srwV2;KAXnA^e}*S3EJ7pX6gs>FqWBdY|7)JqMZG>rdKkzRqZp
zAA6;XIrsze&kU%pe->0_!gOKT>M17a;c?Fcs7b3{mDKuX?t8xqqu(Cz4REZKOK<Zs
z7{mv9G{5@TGV+BFl=!;4tO|b%-l!v7xS{xTez)N$-v&JNqbKWruHF|xLxqRk_#fj%
zYRbkq*;<<pPM1vAR|h2A^*cPaxS`k4Pz#CdoPDzRi5!!#3Fn2!$9mTtd=kDU4u1Je
zt=r+dnnavGfGH+G>xy0k;y24tR$p<+mKTv|_eGyLo$CU$g*UUFsk6rju4cCSoKSyz
zrt@mY&>juxh`4UH2?P^%7Br@)>M-#V3bO5h(M_z(a;$ag@Vd>MrMlw*F%itOc@6`O
zSen(gzGf5wATp0gd+Z@FCBZ2F>=THxsxw!A963|<Sa-;GG{Z#vcED7{20F0N4VF3A
z1+Rrh#)Bh1PeayogoAJ<ko^J?0X)S6u{?+UT0S8~|A!Z)KI>TOc%a?q8r~bPsNzFS
z&T?GeT)h2TXT$`?Xq}3?96(%bZs6x`Ka=?3Ik%GZ4<+;xAMAU~O;wZ5ZDl!%CQya^
ztz-A`1uy-(KjG^kH@M}#2?s+NJV3_@?M2(x+81HJ<MER${=I*~8-4qjA7o(T>izx6
z#;EMLvdH-fWy?H{%-<RTi!azp%%r%Vk+aE~*ekuGJGVz=iOqw($;L6tzL9<=SMEb@
z{_iz6TY9-;`<isVHtP;z{C;l?@|1u3_#9AEBhidVaHDP?u!VG$YCTmV18>9oiD`mp
z=YYRoe%;MG>74s~Axj)v&li4pLBaDQ1=)DemcdRps-fIz3L*zN<!}UFqLxo+zY2om
z>vF;8ewqpt_e~d%(^)tZO=@_+`$3}~CbD7l>nGWVKarJ1+1J4Jz`s#WpJPhX)sN0H
zozc>5X6u^}x7pL=>e|PGL3<zBEu3y;G);7W@S5){juY38f<olHCY2B=e!1bbil|O3
zOl62{Hh>aHx`!Cx8i36Le_d;c6$nqhZi0|T%!%MmI{W?EBJrNX04t$DZ-Dc)(F2Zd
ze)?!lN6XLo<SOC~Bm%$Gif1eL-7=EEHVtVbs3aEZUkj)d`zC?)CuXV66=R498UC>r
zn3P2EB~yI$rX_?A*H?g*Vj#{wrfpklN2t#GAmFIoibHieCog*1juTnV%n?bc(}e6v
z@O~f2r^O4Ug5<?L(I~$bjEKuPuSkF+vWxdoem2*6Z90qg0ZARwE5NM0r7}2bc5V8u
zZcpOiyXb_<i<*=eAb2Nv0=4j1p06tS_@7fp8bRlSsd&2zxPeg8&UxxJzn!|eKIIFi
zXS&aKhx1ybb|jwO9C!W<{M9#@^?K#>>#SYiFw@PT?1h6ak)F5@*~vlkQLamu!%R(j
zqizRmIgpqThzL5C6vY42iTQh1>)2ZJZ5%=5nNOd~4?y_+T0-O-OGWNfEaOyYb5h5h
zdI}mT#~SQlpH5Kzv)m{%4Rea$iD-W@j>HUWN#oHlIQ=W%h30ABz9Gr7*|qu1u-(O{
zY@vB`y0V9cyt^y=7|XFi`kTni+<uWb<i~+_zI}CrCS3Bzsl67Bw*j`-2VFW{#*3`H
zj|_r3>KBo@2vcUvyGiHjTV}QPEV$+<D#W6XE#vf?TF2t(d8%BeTyGMkiNq1(5PUOk
zAeJI$hcv8?D1Mt%4wcgVd3x6FIfx1Ca%()eq@SU%V-U&bL~7HqO#9BXPvS7QYBHhW
zh^^1E#oFm|N0HPIA20%P3UfZz^L+t8Pr5*>Iv-+XRbFppK;G!t36KT)-E|yK<#I1G
zaeN>Nr$Ntwf31kTYwju0m<S>T-Vsp=)|Yn>b~o)?h3o;Ew?{52Ac#|XYTvHNh1pR-
z6o7#Fp4Zlnp3O9aIEtoUuVCK}o@hUshE|8$0wHO2@(ZmQir}Pcgw$={>P_rGf@IFi
z;T^1LxIDs@nZpIo<Zn58v_qPkS9@QE-}P6&kB<10g!@A5j;z+|e0t63$PMxSjk2=!
z3F>~c9>?Q1d_$2-sNrhf0-wQ8HTLbkWscGJ8?N0KTZghFn~fB1f`+7Bq@zJOB2#xE
z9!uuXa5pZ`^x5q1xkM<#^evlk-x|#yPtzFhLi&Rsiz5FxNyyoql{M{?C^;f!y7JPY
zR+&LIR^CVCO}Nl^8*`Qg=_AX{qI`clMpnIsSGoki4A>TVM>B-^q__b2j2vx_dn!CS
zP11C_WJQWNjdq{X@;l~xu`Di+<@N4a^C!3dX-&V??f$z3o<cHr=A_YH^-=2rO&Vcx
z&O)uR%{ah(OBEG5b^PZMe-OVX*bB6@7U;5Pa)ev(R8f^h0wDhln)ZjC^?-2iYqDK+
zT@(lld8?h>rt1I(llJQOF&wH%s6pj+WC4Cmc7v;kl2uSb)n?gIL^Fe8OpbpJJeDP*
zM}3UAqlHD8*uVx&;}dg5;6205l3yW(5$5?uzF(oo*OuS6hOS@CcX%o()ywPi8;=0=
zz|&WI3VrS5cO7@lJY+~pCz`XT`+Q}7%c7UasDZiiJl%A8w0>QE|7iUE-FxMx4|Kmz
zt$c;sh~rK@vB5m{Ws@K5_m$~xZh`LjehLg19cld{Ru4{p_wZkn`_`q4n&jdY`@Ylt
z#TA2sM(V74&z?6vxSn_-WNrb}OS%H0uj=VH!-M5xNWb_Dqn#ihXLX$dyqli#^2&d`
zrFGwJ7*z*Dfnk9+bKp37Q?Op)nI&maOu-b)Cw@^U_hnW+R()0URLN~T2d2R--t|R2
z9}Am;B}ES|av&at?@arXu<@8tS-W|m=^d5nf<zDFE+_X&4`g9{ySB}`z{L?t`OXaF
zsr}}fJd)3}KYq+M!z9fSsS|wVs1K-MZpmOTW)3+F%sxoR5<=ztjLI>{^KS@28%CUG
zysb#{g6KZ;`YMq%s$t-!qD$gjn#f#SSQCEM2Rn}gVuQ2$S4N{9PdPl_r|8=wd+qR*
zmE}|q%OsAIR2iY<0x>ID>X&@6PGwBxRuUY_iP5X5Z%$_1Om0C(e3=@elkDR{E^f&}
zKhmn&*_#J-BY?G+wR5qE{D(XIx)p9K_XchRL(^6LbBHIdU{!3{Him2p$1C3l2mRY{
zt1PSolh$XUG44di{n3s#S1a*z*V5&=#0l<M4v`noJQ0jd2ykl3S92eT{8)Rw5b{#O
zfE#CD-XB23A+{jSDaX~DiH6OVh4}xVkJv8Kwy&J~_KGo7)FY^>8v(m62T4Th0b<lj
zXrOFuhzrQaUWh0NEuWev){4X@Ez5`WS@}f^;6J94Mt%7*u?XnX+xPgR0+pwTha3Zb
zUkkeSCy}PhT=b0A4Z|xi2Nf&L0AC;Z;ZuJ0#d7RP->?a-1Gu|9Cp?iOIu0~`aQy0B
zYIEr7AXGKHU*JBX)hN)v>*r_J%=dhW9m1|<Q-*Z{L8r*NU$gWA)qHX4TaZZDnrF6r
z12FmUGPvipDq$cggDrSNzS@|_Yb;R%U7#SRuOVmKZudk=+*r$LM#7>8BF(4!?gMb#
z1VrrJ8~K^aT48<P1n@AQKrp7K{{4n9_db=@QW0}_58aK^eE_{o)Jcuyd!lf~!aw>s
zit*&S_*xQ)k%iy4FPDn1<u4+-kl|VC715yH=4&jtA)oo9Dn_C*6k`F0bDX9J^I)q7
zn<C<%y`p2mN$97bY72YQCwrBARZE3+^@J*HrPPqk2Zhr0t0hsazcMrZ6~4H?sN<pE
zqA33ik6m58c(OfR_FXC~ywVet$Q!o4M`^Dt=rYyqB{vDxe~`ORljS7}+9dlhEMNgP
z&&<3cT`4UuD2%QlR2VAKL6w)akN6;_sgBHTFRDw^g7<rDtJ}IkRK50QvtOib-QiIV
z0V+F)nZBK#NBgE*%<`OE6G3FvVSYYSqbu$1ip@D*&<i~6dK=|pSs3j5v2J)HW8u!+
zWw;MFUB7nE_J9%Rbmpz1g9Wb@Ja!4K2lgrPo(+wQ!ECDY83|I@eu@WRC6Mu>7dV|i
z)HsX8&#iqCuoN+SD~_4rZ;Mdx%K*JiW}Y;?l!F<)fu1^D)NvTUWjad|Qsx96jSiKv
z@*295<-qEJduZ3-Tz#20y31qyf`Kyg{jG-?xZaNrb&faot8ej;-dqk|%))&(HB+~R
z#i2-!kGHQm?gz$lLNusZ69A1;JD?<@T{xTgo`w5rFjsP~5e+l3SJq!v=d}3zqHqa=
z!D`YCAg^#N_hYAed)<y?2M1g#tS9B4y%Dl?YbZ1TVW-}=u=-ngEg608%Ao&X6T!o;
zJFH=D*>H)*2sLr!XI$|TGP-18K&BAF7%>U~xW!?k_|R4C9WGFEsf+y@zum>UO%Dg~
zQ)plg^8IVtKAKY#%|DaK1`NeRs@WY?iM`9h(;C?g!#k+h@xof<!Q3Cqt~7&!@~Z3u
zHfQWpp3PBkQF<LBN0u}vZ=SIc2E)<v!sQii{_E5DsLedWoF`!e#Lo9k$VBW#ONTY6
zs5@y~HL?h3nwu~%l;n_Y{ZV4+nd-*}AMrFY@K|%N4x|qHRz`Eh9s;`|3Y)=wEu@RL
zIlf%AN_|w!8j1oot?(x`_xrZReRnc3Pm6l<G!XB+e}~$Lc+gRArAc?G<YaFr^8be1
z!bG)NK0xU9i5JldnNmAXhuWv)46z&4Q<jHg;i+f$;#Wh!aX_;HJR`w6#obv8W1vOP
zrQ?l+lLIC3OW6GkmJ`5%L?rE^3)Eyy?5TqfTs~svE!Xi7-$2R=`*$@xpNKx?FR!_r
z!_4;_lyxRzlie-~BWP3cbg{RdLP$j7s)fs9&tg&PMh|GMf)Iq7{6xW@C#zhB0Ke^8
zJoJpDG+ZSL2O#6+k$wvL9enyNrsR^{&!BqzA4^x(wwxM9|57p^CX^^ssLlu>^Avvl
zUeEjOef8~k(tu~Uhc)C*vnb0ly}yUM$2?pH5WT;v3`u87yzbQULaJgfp1F1!xV~p#
zg+^YK<hZFbs0Qy6z8Oyk(7N)qhRZqlr!mxs?H9=4GJqoo8+c{BfTg{O4{0WzE}7+f
z<G}%f=c!+JS_L6f^bu^2hZ>#>C42S<mL!QXI1}%9GDQ1++hRy9V@Flbh~QOnHGBc=
zxZhd*fXqbS^rZ;0(;UyY1ZN8mC3Do@o8{BqNvk>~95Ua#eA~Ev+=AWiV$D18%btGU
z61G?E+nI!sdqZURvwiQ^Uh;OkR~Pl65I_`_E)O*zYlq!Fj2`xdthBF~lf}<NFN%<h
z0|4Q#NO4phA@h*t?4%S2<3l~Om^onoj`hJuLw_H-kqvW5_kPWEekRvs6<<AUf%`=~
zUfBqa*@1hw+^R^gk4x<Nj(Th`;{I%QO)3v#oVpaB_B9o*(J$}vi{Cdbk+bx;V|pm-
z^$yJqme1VTr5|E?V-U>Wx77?P0~Q;tGC;tcR9~5TYjTZLNyu8Iavx4w?0;9XVUv-5
zuxVYfutE0VA{lpww(u<2XABD(#0=%LtI^avzfQ2`Zq1LeKumT2;sWbD0?6D@$&!bP
zeEMeaQ1)2!^#VVgI~FA1uO{!tzcg$24NZ_f0$}aJgKytnqYA`9cz{=1#W9F~B%8vO
zJ7gGzyEhz(kIo&n-jm8S6#pcv6B**aI^HH1tn2;Ud^?|$Ki+~hwg4pREcq{}*;UW_
zWUSE36^rVFkO7J)BCeIz-qFi$yyC_9pO>x(nkrI9H{PnTM}jLwY+l8Hu!;}#y&>dX
z`71-0EQ(ked)!^WD5v14%SUkovHN~{4T6+7JN~%sb@7>;b`nfkuUC%fT1aLtW{*pz
z)1JsBS14b#S#wOPPtJxAhQZT>pQ5`CG?c&4%cGya4Wil~o@wmux-Q#Gx-XknYaXdC
zYzyGh@JkPYr#>9uje5TwJojl1)sZ!%eN`Ip%x0?h=Oge?X<47__WLY}CbB#BDxIVS
z&bM}RqJ*;+p^*q3mGt&0$cKE6nsvB+`zJZGf-Rf?O4GX^ubr3xp<&rI0K)_3e!$vO
z<ji&z{JWhgtzk8m)En)`CN(ZL0&SNz92ves$M1NIrPN*cYBR6?vK&enj!Or9!aF>{
zq!;Q%71U(Ne*NcK(@ORF362bY%<^Q{hXKz)K||sMqmdH%IR*IW`wR!}ebrIVfY?At
zU?rvBz+lmwzkM_p_OG*kt%PMqv*u0%r+Afb+t6S39I0(z9w6%*VBXuQ(sH#{Nn0=>
zwWHBIl;6cvm6Rn~FYecE-gT+pFdq=?wZ&<9`a*xp>Q_t*-2IlkF}oWrueRL;cX#%B
zG;i!*eS)^9ZkH2Q<jbkZuBpz2N8<tp*|CYFKNk7twB1ke+|0JkR^&B}pN@;BM%#7^
zEJZM%4HZpDy?rS+XyVjVvVXf&v!id<tR*9!hA0U1{rHJ`?aUn+&@e7#dFGq}$nl0N
zv<w|hq5f@YNykBXNi@o;i*w~&er(J*Fsc0n96s$~I2|uB{f0XuPOnh|;pU2{?>=n9
zHfFa6E8-Joxt7kAH<#zrarkqZQaWRY<I~`({Q==1P+r|}Prq6<$@I4AcX*+=LPkAn
zu?lQMXam5?t^Rh=?^wL0Cu_XiW42{mj@z6vMRPZzU*mMf65G*l0oeN8|J=bm+;0zq
zxtDH(w?o%lRyw|iMkHYT^4)pyr7G*CMx7|ne4VM$70$Gb-F{s6#Jffs7VR|GU?hAr
z|M<SxantS75Zdfx;g)HV^e3%^IID>&f610}<sQr>gnxaiXWWP)g$5r2sC|3ff+%q(
zFS2nfsM-HsGjZ1|{r>Yl-FOPLk}7}*j1_M8R&;H@%7bj29C~T?*|H`xxXV|J*x99y
z%a0u##aA<mHAQIp-;)WVr}(JCL!P(20GRspg$gV8)xsFyC}-UP`L`(59<W5Gx>m3J
zYur@{rjnm09VRbeQSUIF*~`CC5I(C0nr-nZc5K3QOzy0C+QuLk>W8ScuD7##)pHme
zz!(0=*~$~@JQ*qUJ-if6#%MMGc)U^g#gT@1{Z_rboI;Pclax`MsoWb;h)^-K-kW!H
z9}pk35GYsB22Orw5z3dP5M-)A9K+(88tiC=f3Efs1CdWmH!(N`5cbj=`@1nQkBYg=
zY>thP)QL!a$6adE5sjNAyQh#JFUQjc-)`38x==LuDw$AEklu&k3c=Ag{ivp4XY;n9
z!j5?xi{p#g+a^uwlG7d_b8KaXS)T#k78r5p`WtpymCvb_0_$N^E#m{hacY6IBN<z3
zBedlu>)h^rcx2)HY<1CoY8%Wi!rj5QPP&y(0F9sLb<=n#zmJY#`U3X@7y^CG3s41N
z*dI2@yUBN7Kuzw|@XqMaI#be2?b%(^S?2w5MqqVQTJ=2)=apRPT>L&89sLOfMXzYP
zxT2VNhs)Ci3TeKJ@25S$6Il{}W&m-=TrA}EIjH6|achcd`y-K$2M1Z@VH16+xQ&YD
zbM%2TlsyClepZ=`YV1tleABw#QP-c@(%iKyL^6MUP&=#2V&fllpk8+8t^upjzWA<s
z6QG-RaoKX;z^`!YUK_e%P~U2oPlpv(mES%t&U2KrPtZfbOaq<kv^aqgO)zxpqDHk9
z;S5yMw))Ulfn$&g#r3u8i>vvTp}vb#|E4{4V$qm!ZyvdAbj0i4>wD;?Wfe%U2?_gi
z6VBee-xbm<g<mpJj`5|w%xvVZ>bq*95@}O;1Fu3;wh;MfDrL-TlKkau?AQy0+q91%
z!7TXL0^Ihjv8sSY)h2WU8)9J%&(O<w@8KeV_kSAZaccEuSPd%V;Ue7lruRLTisC<g
zPEsH}8*`p#JMD1sy&4EU7wqzj4Sx>>h7d=uyP29CmLK6o+mv3PP50o>r!)XnA0J%v
zhZ?;s{UuwU{IHtEaDE)h;WsJccrxMV_c-yxA1x1`rGom-uhCQ1g&)hynImx$*sxx9
zHwg~mB%z@59L%&T*BhFFoW$J~+N(k%^V?ga{pY|2StJ(>zLdXRn*dUIU&ZD({_G|D
z6wkMK8L^54$1w{u{^U)+bpLNH$opg4-{;l)9lp(BX*&JEx`?|`h>*^3sluwgygzPK
z9gpvi9eUw_wR*q&!u`)^CAcJzke!8&!D5uuA^iRnu*P5#cL&8aKt6U;F6J6L!53pd
zh4Jz2gHi_if#<T^d-3Z9!Gi|eLj@|J4F#KR+=BKrE5Bp6IL<mzirJ9SD?JOh25>S!
z6sTfJ;|}g9pS8wpp$!}(!Bh2Do4oQco5+rN4Vio6ed&{vho)kOlrU5K_Z_wlho5UX
zFur2P!Xj$=N5B6a9aiL{k%EHW%DqqbX3n^dF2F}tc2ah$e7wZTVdd|#9(qvkn#V7C
zT|Q5NEKw7KH{V6J-|`TtAL?{3?qAlPO~X=oT*WWsL+vV#S8V{${pewAsNwZSssk6!
zcVUH;3GH^}01&+0pS|W1^0j*Y0LpV9JN=X0onW|>dZ1LQ!pe!`;R+-vL=?LqT7O>N
zTq^sfY`%0AlusZ+rcyX3I{&zssQs%-f)b5>+>pOWo?Z&0CzAf(_vP^KXU?@mJ6h$0
zw>|Gqc~z)D9|UPxWC!S1kPBHsf=N^d|9rtzU7O)&hlL}8&pW@y@p~dSe}VZz`wF3-
zAdbo_qb>eOV!c|pJsmyP4U%!(kGAlUA;N&~N2w@g(607Tg$~1TKHMO8bo?ED3>{}v
zl0nUGgb(ZYDY^G|n={;jKQt$&Y$afQhJ34Ak^Lnp!_y0@wLt4pRs5*rEAzdu5g6At
zt8{m$Rqi9#Lg%pfHMhHSsh*Edtx4u!`Ot0^?yy^djC*L=_fHaV2d}Fw>a=kK(B3bt
zq%G)`hll?CxB&5yL&}9IPj0lX@$p`}kWixn26J(AKgVAULumBAVk4A0(4xZ2#Gdt5
zKBm=TMpZ<v1*t_00Jh=_X!<VY@_G@#PHhWcp)5Z9v337&8;@E_X}TGDR9^<~&|LZN
z`<8`F%2}j(Ab*D3O22RF&uTfj(Q`6FEsiGR1XW?H(UiNZ9gq9ZSNUkilTV@XjW)0O
zOv1=_BF{pel-PkT-SY7Vwg?I?+k4%1iEy|a$t+7|zP=P_zE?ans3A@YV&tYnBxpnR
z?o}B8rRE+eQ4ye_`zI>8CrBi4oq)>As#Dn~-Go>l5uViFSzWA4pmeSN&4+Hy!UOcm
zSiDEEfDST@`%o)fT#$TsGa(xqCpLa)Pn5wq@>Pws`w<9xRmrZgyy_|R#2{Wd`Z~im
z05Mz^NyZkT@cAe9Q)<x!Jozg%Bp-YC26alkOds}eWyUX{nhm0mG<;9AVdpp9?Zctg
z11VY_hn&q}&x=oGu<xje$0OYwh6H<{4e-?jPfz~nth1mtf^`Q*;K<NFsk$V0?w;h{
z^YGD~dUT+z%q!Q<opu~#hImMAc<4!HXxoBz1IxpiJ9du?qSxC^8sq920qmdwAN*Ng
zsYj<zRmy8~48Us9^bF0I-QB##d~*$gN_b|2g3@1w^EjRIZ@_(z36yF-5){=i`&6A-
zz7_lKz8AiO6_eXMEOh_?5bgxo@2<1K<sqIw@DOZ!@Hgj=+2GRiu{ln6ad*yLPv8(L
zNdqvv<;P61|M0;De8yl$JwD$l`@C|PM?~LSS3v@!&|>$J2R8M4WK{-tl|xckn$6sP
zFgY20=@eXUx~HAjHq$h{M2G(dU-#ykmq&PQsrs^a9tbYKWAu3Lwv4IGYW(b}@V@Dl
z{z6_DDS}f=R<xL{_}Dj(GYlwG0$e}5Rdi?%_^7j$diROOyi(0~-xlo_%h8~ciy=Vo
zo<Kb$?_vWEw`-4|p9a9ra+Kc3-#&0=_ij74pN_hm3ZpQ4c*UaU9Z=k6+pC`}@}*^1
zGKgpt$|H4kwY|a|m7Vq2@2g+=;_o?hNj3W|ZjBFsl=RjCQ)dPJa~>~;a}61~@LVv`
z^yI9KuE~TKMJfN8kjZ?fxaU!|K`{ICvF+!Q(-w@|Cne(c77w`N+wJM)jBE|l=lBYA
zH(ZBZ2=pBE0i{7uUaLLnhIyOGib`7G*4i*#cZ?4MTad68j|iL#v|ktYd2h}7;vsnb
zYs4oYBbrJti*WfhZc<yL3i)s|R@=Gh&dEiDlDRj~zBZ*r0?>i{er0w{%@+y)@28T8
zce;jVcRnZLi?PJP*lUP8lh3lezbtrH2jpjmSp&|Y0mXSN^@+|MUAd#w4teOaednti
zsObpG8X9p2WP?@jp_lo9#>*g8?)^T+t?~RSZ1p_#hA-!rHSn1Zts+=v^|l>jD@lTE
z4n7(Op)7!HO3}J<jC4A)Vdn#g&oG_Hl%N`2&8uzqoEvSE=S~=qErozj+QW(?EkVxR
zdfsGUBNhZbU~E73dT8$_vxOm6?AQwgXDU?PxBK1xa$2-8t@n9J2WKbOLUdS=IqGl2
ze`l&S-@_E9^?o0iqj7}{D#D{HJU<M+XYze_@^4?u^z&g2n+4><cITd>?=V(>66Up(
z-(~ulojoK#kI!{^r!ElihuZ@ZMgTCz`Lp`$lQafx2Or+N8ELZ%Hd3eRw)YM?>nmu|
z`SJ04;Bq>!h63qp>9`L1fIS*|jPZPv72RpJtM~PKS(WpB@Qs8(d%;-h=fe%+3;pzK
z8Gg5O3#lK86Ifj<CD3y5JlXwH8vm8D>Km2@kSx6aGodbUK;`=MJYNJ=4+G<QuDJ4H
zKcer-ADLv{-p^oJ7nH-#7wDYG{frN<h9{k11mDZa`)cP!;B{L|VAG+=e)^Tz#8Of#
zz;QcdY3i(dki&TaM;VNdw=onZtj2w(WM0$|k)johG@=|FrdBCe_EhIPsUp=`_mFcd
zC;OeE)1T#8v)`r<q+CDxXpxf`jlaL2pftCSWz>qbLAePphCautEU=pw;V?#BV5`+l
z=GR3nV7Q$XBSL^e=P=axQ)LVkvYn))BLgbW4al5E9;P!-lNCeog*0wM^RYayGRe1K
zqUdSsHy5V+#+(OsMRaSNmB-=PK6@7iIrk5j>CjowTd{|RS?HiV_iZ*%{PeqKXHof}
zzuhp|r`ORmeba={P=0+5zV6vcS3={80Lse8%iYDvn>iL4G(bq1O_k(qjl6?8ua5sg
z%~3fuL$G^Q89I;L_7dGAOW*HX-*xJvInj6I{KqpK@#x+2_o~vx@VN1Hu=bW23$Wng
zr*x1n7gpeFmtb&I5Fe6sYuWrRDR*06bIn7CMv{%CL}z$3s^GFpfCs>Qtc0g2>_MPv
zVjePX_z2e|+i~o1z%?wTY29m+d!&8Fqb0LE=`+w9+(nBO-~BE3=1(&Ub}JK&;iza{
zhAa?}QyXWx$k~*tFA_&z`L{{$^Ji`CfvY$$n>>8i=X3%C@-gpb2+vT)@TN0X_3lg!
zRBMDczd~0gCc&@!D=#^F*x1A`uOFxZu-sc|Dz<WC9Jc4n&umn{6z!&ge{MmV!iz$O
z;1i?~z3vP7Uwe9vaL-$UVz%=&?(a=v<;Wmy63|%g*2tIns_As|`@$xEvq;cWn?qXT
z_J^GjSb0t|yhBMJtew2l?p;?J1GtGX|6@d-+!rboc+yL|4M-slrsZ6elAf_OCFf;j
z$2*l;qG=@0_eq`P^1cAiO^@tI=6`V#<G|Xnn+8M#UPQa*_xPPIg5nq{%tp}(&vu6n
zP~Sy5s^aQGO25)1S44@Gij#ew1AKbh#~uliY72f@coCRwbp9t;u65OWefEAtv6-(2
zZlQ2c1*ksaSoOC}yl`ky66g;MBWD9g=7|KEU8BWo;K5k`zHX~cIrA;I7%@J1IEFMB
zf3Nw-gl(ia=j@}0eMY&3ufbW_jr<luG^YIks&6CjXmhY{3Ch!p3%@;ltY_(@wPcGA
zsV{7<Ot8OptgnV&yBmDx$lc-WwH^;2t{{>_lC+{%Iz0Lv$<3tbmwrrW=pI2we6AT=
z6i{_LHsJu303JH|(P4lz093d%rk-pM{(t?~o#8Vm9)V9(5t<zt-4@Vpt=<o@JRQ^F
zQuLNU{aMTGJUSNt?q=&T+B24J(f9i5bO-x693DhN+0IQq7uWXp=-=8+?aa<l%o$lA
zO+Byspq8UKrkFbq$)1>`a?b*S!0-YL4aRlHhk{Y7+ULl6-rtc1!Tdj#>qq-!PyMYZ
zd5uCiJ8jy{Z8@Ji{cc`d$3Gg|R0&?$A7{8@Pwn1n>GSXTrbxwC!aY&>eMG;fNB^pt
z-svdJA(eB5n4e#YlPmE_a~bcGyp7-O4AtoQDB^kJ@q0EiayQ|#0tMTH3*KtE&w&%y
zEgHcHDFl%hQei?bes^7l?LvCQunG<XxmB+FdQ~6|PeBV9z>-k=+~fVi2%tK@3Z4Hz
z=JE)cUhVp(ON~8NR(XIbbTLR>)d>2ZRabXQI)Q@aRv*LKZumqfOMVr>{E+}ED=L9T
zuJf7+<4t1td`^?BeVz@sQMKXLwXF;LPc3)sM+3n%T9$_bb2G(Xb*>ExzPk#p4}L8r
zU(_F;z#Q;)IPuqUgi_n%BQO$bWpa@i?<7mp`WR)?4WgI6QO38+N+Hp0=q9b$$N1?~
zT^=H3QZEv^_;&?+J-O`fBP#>@!j6cyIS9h(6zcY`a|yRxC`Q}B{f6ir$17U4=EsrS
zH>ac&oRKclPFsuY@*>S|rKk#u{qgTtb<1in1#X}7US3#c5^3W;a{ONmF+}8ETtY-h
zwB4!Cy#K*_Bb1``{Vkxz=Rp1vCN(1rKT_|@C2a+R;2`tiWC5RCj@-HuikjD0It07G
zi+9VCf{BOGX0VTT^14@-xs_h7#Sd`>L0W~-WAY#M8O68HCZMx}-wmXCR^Mayqw1V-
zODuF-`LI|JsY4n8<;>u*@O9TO<8+gHJG=)O1%t877}njCap9gs!k<EB@rC5w;YfyR
zt@}JllS|Zqv*-;?)I(EjaLj&mo_AueS=Z6syhdO*Ko*`uIw>uu^4B&gtBmMOsyD>~
zgE$4U7CyB@z1J`80qR`Ulg`uUu2UISY03fklnX46A)oUIKM#^vT`vZlABIPKmG8(&
z)m3Ho{HM-D`kf(EGnVQYDSN<3s=!YLd%oX~YS7#7f_^f;b&7-)P=&(zcmsr<+VBR5
zq4>h<UTWj+g}MdKA7@Y>A(9VH|IF`X*^Bn{^HF}_&{^7DMBkt_(u_g>gCkgOdLRF3
zd<5?pXR=m@7o$d2K|PsadTp00p!f}ctrNO!pSdm1uGZb<F}d~%Ssd~Bfft-l&b@!g
zP(J;@_yVX~6CMUN7U%A4TTkEJpB4I~6}7ztR$a>|Cc8Q!Fv;zqPzW45cNI=q#hw_F
zny65(UsJNH_%Ox1G~tP;RH`QSMAZ$3n|axPDGw{+<|$WK9M2|XfV?U9uiHpZS01Jz
zX|&&HddkUC#ev<?m*5EgY|j<d?aV(b4t`{(W7q=l9Shd-IgxkUpMWP)>2^i*Afwc!
z3h8xQwe;~jxd%O*Wbq_C6Q%sUcrnJAONZqtz3enk;2wI^{-9`I^Rwf&93EFk<^p}G
zO9Qq|7&2BtwFgv552_N8y)KsNIyk=@1<W2gI%!wx_Bxg*sXN2x@#5TG%q&HI8)5kB
zmE?2z6!|0^FWf$h0PeQ&=7lio+o@(l;2uJOgtK_;wG^uJ0Z#gQ8nE7y-;tCPmQ9zx
zQ9p9?eZ+a}NGL--mu2Pah1$)hC)j+F*hcW3udoP9UHyFn^R~YqTmR{xfP9ayho8R;
z)DcpX7@GG4G6}Ch@d3<mOof9cBMjT|Or@ne4z47+(D8Zb@D3GpYmZuezsvjYGbih;
zHB3xf^_<$#urJ0ZJT}kM+``<(*)hUjOj&30*_xpNz%d{G54?jKCM3|~%-C-x*vQot
zDS}j=X`Xd19+7ADt+HE8<GdI{Rnj)xBjCTLkq{k^YyTp!Z&g&l8rH7|{*I7SrBv&z
zi_|98&m47D$bn!4f`CP$sjF8%TIe-GG7d+gjE^1%IYd;3JWb&gXg8M~*>Ml^^Io|m
z32%4l6S~g~Btd`NZTYg^yp36`DvxY{tzLLKIkyQmL!EM_;JL0tdHBA|4L?$(lkM)y
zHzdUNu+>2qJEb{L71s5)Z(w@}lVxRR|Hh*_qrn%BPcj?4A&(ymv3ESau|TQAsBTNo
zQDbx#qh4b6C&<432#ix5kLP`XQn|EPLHP>EublF*EZrE~HE3E;>P7w_!GX<H`SjxB
zpt%*ebfz_`GbiluL~v?j*xM#uc76ED9mvAA=&GyJ!3p71VZKQDwR>6T@916vC(;v3
z3fFMDr0RrJw9D<?%f14{U@0DLaGH5~W~W@pq@B7#Y73s#r;#dMo=Lu@-uv7VlZFFj
z7*J<^MsN;xV(X?nQHA#z*sslxBW{<PW4OOD%hg8?TEV4YniF==kvpkvmG0!N5;e6E
zVZMh$c!A?@JY=&d{D8+c!^(_&T`hoqdBF5QWsW!6auW6<d|5LYU`h`{_;W9B_%P~o
zsjb-rikTsE3an~Ne!hg@yknm{S)rolnk6@kANAn9Kks%uy*fV^CAE#mj_TysUemql
zFrA#Owa*EcIbo*)cmc0YWJfNGe-}UWBt!~52X@Bd^?F;OE{p&Pg-KUTK%AP{c}MwV
z)IFrLV;s>Uy1tZGDKG@3!+}GBnjJ#D^{adVPCH&{GI)z@xjO#%p+CQ0-Y19n$D<ED
zocMSu<~KPVe*fjND&qb`qtB(&r!2|@hrrQwk`zg>GCQ16=G0t#pq+Nq13hM6*S`66
zq}g)$cF7kt_G$mwALWU*d>yVc+2_O=?c!VM{qpRdr<caV@!2at9bV?|`mF_+&1pXy
zzPCIY+&HP%RTR!Vn|I=S`jFXnO9vi$?+ct|W3lfa541hs11GletDE&l{fCA+_^{Jt
zzvR-hyDQb9W#peBHb)i+6n$N!t99aKKy$VHPJq%L4t(uvG7H{q%*g7GiBLO8`Jzp?
zv)8em%97#LgiM!H<|l{r`;}btj4Y}oxqq;XsAni|tTyCO-o`c^{)hnR6VhtF%0DMy
zCzbDSZjw{ube^Bk@^ofWiu_F{Ms|GQfL~nzLwYoODx(~3yUyhS-mU0CJls2u;R>*>
z;6KH^TMzH(7^iQpCEXXCYP`xUxzsfZb)B4JN>pLFqT;~EWwk!V;om>|^J3WkK;FUw
zI%%maDHCkL&rs8%B|)Sn6z}%)hcjqXW;pSj>}Xid^zeRfA)vzpZ%t+Ki@Re#VvCbk
zR56%__Z$1@xEH+IxDS8y7R!%s_8zJKT^fhbq1Fe6#yJd3*elo>ESa*Yp^?n}e2My_
zA494_pRNzItb!IFwD0erEw<iWp~u^YOi1z%55A$GYRoAQ0BFQ_5+I-BSzLdtVrm#8
zhLei@PX36F0t}BRQwO9Cm%(>u7<=<)v<f5|aT-vn<Tl?z8WLfP3I|{yRnIx|##_Kw
z=1$(M8j=3m_Xt3FIyGSXJH+!cjlYIm+l5vga{b@m_ekQm{mOsuLlV7TaJb3F^SQ7&
zNYC(v<FEiHNA<u5eOICE<;XkKB+ZgD;C~uxo>#i4ows8vtan(GLWuqWt;0g7JKL9`
z04dzz_5=S-hZ8U8<z2r0>uz^h;`&D6hA98>m(v6z(=!4#?)Cf82z+a+PnmDFr{D<^
zl?+_&ez5`3PzlgtmFH(V`IDJA9x>Gx{0b(bL$bVjmE{`h+F5P4GZ%+@BvR~OB`rAG
z*VmP*&$-1i-(3xZ5akuQeXUIHYpT0=4qg-&I#wKjlkc+o*I9gXkC*w1AzZ{H!NI@8
z{5`bEdrjmnqBOW?0g?Rk@kvUHhB5;RE%BwFYzm)nKazDGGrpjR?gST&(O%e9YplIH
z;YqK^vA@1>Ltu2%c$uYbSfihil<n7seNK;bjfu|A4zCf37NW_1x@{RudOYgWKOu!d
zS8t!+nNljVDKnnj<#)Kjh^IMHifu3XX=ftJxdq8$D6bR*SZK_aAz2O6G$ekW((V;p
zeLmLx9>I(bnJ5kBQ{DK;co2@iw5-Pu1-*4==ud|Ve%2n40-RREOXFowmFnFNuLo2n
z{F8L^U&{A)3O8N1Dy+8V0L|z>UA>xYpI=N{m?pyE`wVy0=?B~jcTG`Uq>Rk?QMi^=
zAToWo&oQ8-%b`08!iD3=HQv$rkE36_rv2omu^@ovyuPp3pxwQO0l_!F!zx^Qv!-=d
zBkEo~-(?6(_}OT$E$SZ=Cu?6AQ)AbLOr3xGg|bbFgb1NN3}~0Ge?D3W(<Blnhaa&*
z1-@-x@t&T;z09%Ecp>GAY7PK><f9>_mqPKrc5&r$q4|`Ze>{>``yJ+%{p*iMbN%3V
zby&QU#`mdZ;UW{~uO@)BCNN}~V%7qiyL18M?y_!D&Jq7){rMnB!Tc}-?zO+;aO!rt
zzIrD%m8gi1Sv<-29=lq?>~#rp+>UcwIY<lC7nB>BnhuWY`?Pnikb>j__Hfr*heKzj
zU1zAn>zS^U(bsOiud1Amv)vr4*F{{-GEsa6v@#$O-cI(gzj$M&-#HKGX4=7f_=)nO
zkBFHb^WXs4f1K0M0~jIyeZcuTywh62VpPATNcBQ%2?39_V$Jw`F8$b^m;~JoO&h)S
zcZbmI;UheZ-!p$fgSuv2B`J^1_x(KTdYnTY4o)m4ncCX8-OJJ=agA^!UK#4n;RUiZ
zS|G?U>nZGc{IH$LhQ*8LJ%`v=@<kN9k;s2o*7}JByf1$j4MLB`1^}<^+d4yA1vyZR
z^L%&;0F&K?C*|TbV!+rw))DNbR3zEP-zH;*aS?>#S-)71VPzf78Ct)&l~}LeNB}Le
zxIzu+tfs)op6B}XCkcg6RT3$hPNx&p4f;&a_7(3{nXx<Mk9W8qb|dic`7Wbo&HC=Y
z2NWEJrgR<Ua?;+5E4aB;>)sdh&#}Y=-j>%83V^6jn0;s~L%$E&d;Fln!lRO%$9dg0
zo{<a;<q9Q~E81==L{>aHQ;lsM3Jx(c9b|_ZI>x^FDd?GpSnK*ZI?uE0ZVR6$T7?tw
z4W8~FgSdkjV?2!l_qX-#%Ec79sL8QGku9aH;YaLVCq4XRQJ=rNlLfKskkj7615&a>
zbTmp~5Zf_rSgy$FJUE~aCovmt7m3gDMnXl?4}&kEFGIDe%qj7HcUxkk4YD9-<&&4R
z0ptl2!4>OsY5|sP7=Sjv=Ms`Wm=8M;z&z6wNm%!3Q1T!zDz+qqO%(hzTIKaJeRbw)
zNxy69w!V%U44aDV=WmrBTF7Z!q$iHYY8~@q%5N<eS~$$|iUYlZD9CB^n<pTp+<2%Y
zvpIt>qCm;up)?}neJ9nV^#L)l)T$TOt`0sH4(V&_UD_YF`_BF7!Asj;PGoe}n!@+f
z3KX|fs=Gp%^yf1@T`E5t?aKD0_BrZ(jobq?wDWiVa!&Y7Ktp2!W+I)#jzn{}tiX6n
z62~OsUlJ=3e;0ZCiy&dq;>agcWdf0|izlow4+kNzua`IM_})$ZPyrt=;Z3)j77Nr+
z^r=oW&?gjuQzW_5&GdblNt#M-(ELcc8_?70wXk=xQNGbEZhpg1J|GwTF`ekNbR-bX
zvs5^8t$Ju5``y!!SF%TmGrELHRRg=5lh4`Rs_^vTb_1T!<Z|NmP;~_#;60crCJ!>p
znjzu$fg(TgKlP}Xym`OR4}ScJB5sj1?mO<`fblDyyL?w-PkH|&6v9A|yZu=~H-63m
zjqW+E%aL>7T_i#wNcn)hns*yzN_f~Su#LO|vDvkbFe#l571FQ_*4`13RDTah)-EV?
z)63SIHaf~y`(WNLl37rFUcaEk<=q~GgX!X`*RO{2mq3p`aR^ktFvI|G5QqLfB%0hV
zcGb}W&$2Z7Sy#yCLN@nq6p^Gob;Ib}hRd%hIxD8#vAdrT-AHbY*UYdsspHv+uhdA{
z!(kCZkY6Z8@&sjqr!RcY)kDXUkz3k0o+QZ+qzv($<$oEHWL`4Q=oRH%?07<S*1;9p
zAtN{iO0Z1y#=b|T`8h<`NQTV?USWN`$08<|?U|CfQ+Rhl<~`y2Jw>JbaU^yB>UR75
z^PU)v89s&8<2~0^BApF961y&T<n#P{oP3Vok>zuGH~NJ+c_Dmx40k;aL#}dccpUZb
z7wTh-Y*5(_NO$jy+KAh62llQ9S{vU!B_*i$On;(O2xX0-7oon;f>U>>)d@%xD63Pe
z>B`Hl+NKq16li%BpzWZ4WRFmj4Y#*>Qd#ED<^l@vf)<i>qK{rYHu|vZ*#-KN!uNcI
zWUlwBpj6jz<l4Kt)Je{*acFROGU7jcr7anTBY!&5>04mflOW|YcYAK<*f#IV8tS*>
zx5=2tjVu6Zio%Kfmf_WDkUigt{{Rv3jplC|=Y?}%W)#)l66C>;NU=V64kb;9qAn}D
zudHN(E+TDY#D83J_i0d<G{2G`dWuVoKH1as-jP*iQSRHlX?NX?tlY3<d468%yL5qf
zfM9Y^qAzJfDK6WY)7;-*(Sb6bl{w#FEXlx-hAwjCtIhmeFQD~}=KF?`j__?E``PsS
zOHxp)FJVfW<#C)_y^KHL5Hjv9I*kHyZFu>yGv9w+=|M>P)V#{rbyk=dxxx%#zRO5y
z?XiVmymI=P^HGj@kFUcxNv#v9+E$NSRr)mI`51QecmcW=P*U#ia!%GY{m?bbMb>X1
z*2?R={fgu6<y!NFm3HOkMmw_4rZo%_ri$xhr!N8V*iS&{2dI(Uzo#DK7Dz5Ki^)Xk
z8E=D*#b-|6$)9u?@MsJ}W-EDb?ym6ZsE^2CRX%!c80HdaE?um6j~z?qrFUfE$n6fR
z-hQCLq~E>|R{c|!&;+|G6Tc=a;5jO<LY=ih5qQwp^1Y12zK=jn;__#m%}!6xf=7k0
zEZ6uqq6+fnf1U;EtZeizH0+-qBuDgjHMp-^^j~?4Ukn)S?a`2-BWdFp_8~%Xz2%Nl
ze{CU7sC^u)cZYBfsr9Qf^_K{02Vs|QiFq$YH{?8=!1|cdY<%)k%wz^+AO*LxwaX;i
z#W5I4M~E)(vo-wrJK(B-keH_UGOu~{j&>panrM&<Op_abkqA4#tBy9d6~f+7f;I6;
zYRIKby5d}ec1x~eb#qd)TV*Q+Cj5xGNdCUomkQm-h$q`aOeIWEI>ZDHB98qh_1D^(
zI#|$t9uhoKMxelJZMeVpIlKkFoM&^u$+oYf@Ab1><c-Fi%kBxGO*jkx=!HW&fB{>Z
z!8^f9Ta4m#xs*V7^<Us$<xF{MCd_l60O4*wI6eXw){FZ(+{7f-;KEf3bya)E582s6
zgPnX^5v};Rb=HS{ZK0sbRFLs<O0-&Y?9C+bVBOlf2GzA#P_|I9LeE>Vw@A9MJV+@x
ztX>V*jaK`WKj!c3HSGC1!QkW^ZyVY4uxRsqfI(@|zY`p}%sJ@q)3Re1)`!0gj-bUw
zIWjjJgHYOI|8L?mL>S3@q)G5IC%27kgsMdXcW~Pa0CfZw%ZAFOGd=e6tVwV0wgLCT
z^aT`_BRq?HoNcq^RoXuz7Uh0&-|6<|kcHsb=)rt1S%+^L^GOzZ$ME+DNg<cDdCzEk
zGmHH+p*D%)QoP;*dZO>lLj1{8&YI^0me)K6?D48~j|R%D-+wh~3EejwB4WEy(`1ul
zk=^zSO(pYGa?;4#nRAj}r&*Tat)oE7fs+*&oRc#N>l&&g)2XK^sz)?IuKfE-M%0YV
zgB3*>2tg4{&P;`gw&zq4&kM=H-@m8nQ(M0&p;RQXYQE7q3vA9d(@U0(X7r|qGz&P#
z=OAb`l-%(N;-<@PP8gQdIG(>TO5FyEqvGE}Y*~2S7yfNq(f4Ve-pJY#AK{*gudu#e
zgvfGMOv-&rbNk2HLkj_fx6&-f=ivpR^86WL?<TizTvq@tFX3KUsPt)|{*9VKbFU)h
z4OHtROULy-Fz+bMd-?<Tav#m=#-92Zms1)&Ri!r&!GmGga^|Vk52l8?C{db}xE<@s
zX!l4wKvF5am2t$cELorS?_IJ-HWe?<wUv~2*QDk5X@{lP>Qulo)#$@n6Jpet=_)>!
z0a_mXOT8`36C7`slgmjnuB@9hcS?p;(I~_0{)~ddF}e{5y&5Nbs^Azp+zaN^Q*{Oh
zwY(5E?(FjDmZ1!K8*{e4Zo#e4$g(Qz&i}3k#liXHs(x%#Js#_yv(~iZ`Gk6$smDAb
zIzb%E(M5w0`)0nfGue$gH~;jX<C<#X%A5`Q%3WhRybdz7l&xx2?ddje$Kq{GQN=$h
zqP(n27oRim+}|#~SwS!IJPnTFG{L0@K|<KyV@h}`?!qbku3U4_|MDtI8^$o@b6@u4
zLp!k9u%zeG1KauU)8iy0jRgeKyg?JwSP!gd8EkDGu-^HQifC_S%X`B0cH5YD)A!59
zipAqm%RB0pLM^VFMM}=i95e>)_T691ii8vmy*(y=g>>E{4K4`X+w^zlPJfvBX$J>*
z^|rCw0n-2Ww;_>q^meV|B#=?MGKuQI#1`MS4}g1L$tCN#ef3t3nF|l<A8c&-t>$4~
z!yd_8lHzslAsauHMCe5AqB~!3?5(_}@-R5Z=jAyTLa!FoL52)b#JlO~6D<kUr2-s&
zx<xdU+E-CvQoOy2w3aW9|Id7Qn;2+har+%aIB&ycnZ-~iJL6d_x$R+nGE$Gm&+mFG
zsE(>}Y?vx$z1w#F5l~V|W|6*7m#NF3B?2Sa$QPCrw^0p@w%f=DurL!zOe!b`<`7?K
zs?C@HI!uG$10113lm7WQwm9%XjXXa-&`6E2`>O1VL*<EjFaVuezooeNi*0p^p;+MX
z32Je@Lv=1<2$NjW?^X&}>4WO{WG?4jdVe3V!r8#cveE3t>F9qIEEKAIH9rUGMJA&m
z&S`D2*|5jLtJ1KzpF=(FZ{jJ_CuIli3kWM%@>N6~wTN9DQ>Wy77J%4N^L6~f$q!zH
zm%qB0RGj&~p@am%COH@OFekW<s)>uIo&>IbK(VJwQC(T&L9C8JzrU<MRvkpXtCH$9
zvt5GTU$(slvKHgx!7>DO@-a9r{x4TctoJ}`{kRg5kObVtV{jc7=&QdV7{3~W85MMV
zW2W`KzK?rEGSe*+UShox6E_LAHe#jhp}pA|3|f9*2P{iGn}vv`N0KnR^6`X$UI@Kw
zNK#&Mj<FRdOv$ED_B4Ozzea+UM6$lD<)qm~O<^nyFS&!(OFubZts~m3c>{RHgfe~B
z;zE|^p6X~Gvd>cb8G_{JhSdX&mz&`kXRaDrG=JupoY@uZBs<XTBcOWkG&nKTLyZ42
zY`kMkPdmVZg)xzLs8KvG`{_qX=hF`T^%ge2D8#mp;!e}=OF1_Se7t{an_yU|I|Kvj
zOlCM9Z<}(d#GIoy=gn1}-p(;yG4!80==dP3mb_ikLF{0SGv4+CZ|)%%DZZ|$S(7Cc
z2k^w@h<w9t=n#s+@win$6C@>6zw7zD<dvN-fSl(9sB#~FrvurAEQaD|FNI9XW9wsz
zOozQMp>GO>I1s!edpH`YA2wyXVkN|qf^f#56kd%cvZJ{D@Q@GWzBr7Vni3Yq8NCwR
z7zusmxu0v(_;tlX0_tRVfKs`eOD$95_})V~Yw^3E<l6(-Sec^;cT@iA^kU=S=#G`4
zI6<?6vBxwyjPU-@Td!j8Zd+-u>?wYSht0Ln@4_ko)nKG)d0)Jq$#-Mv70Z)lkYzS$
zDmY0<OJ$tLbc~fAOet)|YTs^OSYs7gF--zLlrH;vQzz@2lN-W!I=w^R_6IZS1bvY!
z%VNY|S*SW5@#mTLvUE<@i-&iB(wd(E?J$w4VP<|e6^Dw;4-@qFl}L?7a#uQ^MRK5C
z_a-RY<Vjb=e6z7DoB?h=_)B>>bn3Sf!s*i=*>`_6Aex&`xA$)ogblGQksu`l1rHbb
z<!zp4vUZ_Dl7U?+GZzP}5Y?NiHib%53vcZBf!Is3iZkpWNl?Sj4g1;|4qKsk-$UlR
z*wBlGfbGG_>HV>P!&n<nn9+hd`*5?Cl#k(->SgS60}G6FSfyqzavAxpp!ww5_Wqw)
z9sWk}Bs0BLRgi|qVi%VF#X-3=r=+{(UF}{kYxU``*TAfPMALcN<LUAP$qLV7{;TXF
zt<T=_-;IWv1V}@-azgUYJ>PdWqTZkd;-H!9ALj?Wvu`}NKnf^;r0(B3&4No;NkBCN
z+v5fc&xt5fJt(f5!+?&a`jH*gUMe^lInQr6WxkL*5Z7n3v$|&+2Bk!tf=RAc?tv(@
zRZAi=2XHL)`*!|_J<9FsrEAfB+OCHIOd!d3Hh0@6)9H#{`^)I(VL<<7ew^iQ2OSi9
z%D>hf7CtIkpJqXO_dJRK1tTXxu9ll5f3b?TMDK!&yDmgsRYF}Abd+Cc8F1J8e=c7E
zujT>H<z7ihGP#7A^2)T!kX4SneF_<)_xxs3U(vKTY81(+KnPuY7K)5F#;6vuA|&bD
zw;BBaf>KSZS$#t&2P3WXSN0yNHgFuLwu1SF_!FK233Hl>!7ijKi-Qg544MJ;MP)~G
zVJvH7tw5!*Y(%=HMpnjQ^i4gJfUK6D<RaozBrHp@6$Ez&nIHu@{1I^dzif^iPl~4~
z7Lc9z<TMG&#O=fAI6A0LVhTdn4LH#kmB_!#_gUMgFUO=RHVi5==?J!t+zXZRxvqX2
z4K>!sBo8SC{Up8B;S~?#huA1dtj~WR&I$aHAN&=K5uXf(mcSQYy7w3x=Qr2Sqfi3f
z_3_D#If&OER(lB>Vn_Ye=K8euQ=a`79n;&(fb-4ywBjxmzd<qKtca)4vqQFSJgVC@
z5fa_kmrx{&2=ZFI9E@<%6cknCCrg)~tnI5}jpTluI}vR9NSG^;%!P26g8tv;N^aO6
zoAUs4cfsrc;DTk(!3A6OPQ4+EIH_#_)z;#9WMD7{y<fJ4{(4WMNlJ`?FnaNnFvaF^
zQ6K5OXh;kK<X3&T8-pSG><{lFUCNH!;iXIQf0mYqd4|T~RQnEylh;9iRap0Yo`ymK
zpTe?FB-`t&-~MW3V9ISVPy435iPeyx1SVgA7(BzNCu5|ypIez|-Cwld-FyqrgYG+7
zFP02KXejK?sc30X!}-~~qUGUzR3O)<o-h6{2s^?olHw-(FkIs2pTLNbC>}zJMSCP9
zA6bkzfm?R5#KEL&jL^(JuTT586?e4h0e7p<ch_~u$3<a`OgEBI!^|Pqo=z}B3|-pb
z^zpYvCCN>{M7s-5@V}}P$)DJPhs{_vzcCoXs@a+G4SxcV8XJX+SXoLYQ~U#i>F-fJ
z&vbE7*%-PBfuAu{dS&AXi-~$$rx&VmrKo&p(~INZr2*84CX+g!C{pH2bq^|~Vgj_u
z8o!xriGZee{@mn?D=I9Ceqkqvq+hDZ&17}~F2VECx8qf~CJ_&;vz+n>6Y(dqel2)$
zGU}ONJ~=}?fs8}~15mBS+uJwBZj5?+fpYER9hZ`zYwDWRAsHLv-xDQpQg00<zL&q3
zoTK01=uhob?4w_?p38)!hBQoho8y{$XJv>7+oO(>iLp-h4brn#&lT;_7MZ2A5RnxK
zHYR685Bd8Qe9%gA*?W4XmBVwuGiDfi;}H2Ph&+XEMl3l1ul^2XO@I66f?X-$C&u24
zu*_PPJtg+bU(NxA3vKE9AcT0~?{b(S#{n@@wd+%ua@<Z6y}$DDK&Dl+(6L34OH}7*
z`7wY_7AkFnRs@uvZ0RH~yN%!I)xYaPO_l3#N@BAYLG1c?NBmLYr;SuoRqO)jK=EWO
z;g;=Zht95EkG|aL_}HbNmV0Ijbkva#7fa1^V{N6kt~dDYXP5K1nb5`~`4e+>|J_S6
zAMn@-PmvYM;g7639Dx$sdU3jNvj<Mw<~15yExDBMtY^`R^@K`cf&EefbE~5#M=I6}
zO;#cN3MRqwVR&}utUNqF=ss8sxieP))O8Ktlw=W3Yr6fjl@QpxB#Defb6BX`?)6rl
z(V-D<r``GBuBQ>akZ82=lqki0lpfH|Cd<>tjY%T1m&Xdw2=UlM36Js~0TcvqOaDH{
z*LvYQzWa;$7G{&aZxjN9MkQL=(ifpQqiH)WmUhPJaKY#zuMZ_8Rk%y}sTF*OI@6_2
zPIEz=f4_r62^7D7T)A9yiCVe(g5$}Hdt0|No#I8+U0Flte4iz&nTT)mu|h_KEERg2
zK5X-RRnREV#{fup@}hj|h5Q3@siv=6ZdRli1=22%;2`#t=Os3Qm+_5_2m@Rv%S_(y
z{SQ|YUaCddK`0ofdRL^Yr7q+>w)!KIdCd^`4Y{QsS2KU)_UcE#YGG{TdV`JnHgx#y
zAKnRWdROh2e1A{;pbXqO#j(J_Oyta9LKAKXB=9W|y|4~2DglRGh|UexeB46`>J{tf
z_UR8=wjC#jyruX8eKP`2RO~NihhLnUpOqNe3k*X%gVvX<Z!n6bH$z1&1+$=%jE#%Q
z7v_FoWvnP|ANEh?V#x_&GO_A$YLbvzN#Oo`ykI*Vrk^EN;S%%$Shy^;zcZ9+U&b5$
z%47k#`?UM$Qt{8)B#uY_MFtEF)IxeZd`axiWkQzR6(6WxHfR>{{XJ?Id4SbMXr^=@
zh+-(z!3*vM-)-E_VeNDzyfDfCR+r4e6!`iSCi0ug>(4T0;WN3<$XlPqv4P)#y_5l2
zJ+9xQs!@G{KuEYz3q$i^JW<ROB7yZ7YTEYxT@z`M&r)2*N1==_`LY!^=RnfpA9^h6
zu_yOn%l}%O6Olen1V;ES+d4j4SmN>L#@qbR55L_ucpf0rGVr`?K0%TE0@ase7xy&V
zRAC{0dqffI!EN7K3q@l2>~XwXkQC5p)#u(!g9vdmezXJui3{xGm<-l;J>vRohk+z<
z>n%;JwYb;Q=Hln?`EfO7yhu2V>-T7|-K`w$aC4jsEMbtE(qT_IIFO%SRZ`Q@Sg$Z&
zHGDfbo9G2H`Q0=wpXJKTCj5gg*W#l$fS4vQ+=RdO-4XZv^KGRYB)Vr*O(2hNgUEgE
z&Q8SJ{I!vTVxO?PomTQon!B%5-0`MSlG-&Hj(BLp$l*Q+y$r1_Rb#S$zZL?TW?%I0
z0E>Iryc~@gqtucMHM{(J06VBEPs%ed8DBE!c=l2?sE)DbeYfXepM~MCGGb45n%RrK
znV@BPskh+s_-B+IdkRaoBozLS`66AC9(ksj2m7P7={%b>K=O1rTM+I^>Q<!@z(C3C
z4G)!+j*ke0qr30I^#_3oY}@9lSfm}9;P4ZlAioRt#Wher1H|M$qg<Bncq~h3AAn6F
zj3;Q3l4WeRWAEI+y){+~`+A5Hr2;mpsg4Hi@$)Wvv^Z!Qus@R7_$tZWY$?n*_&vRj
zk~_RUg?T>N*2oTSb~2#QmnXUtbTB9+jCA|8A2qo#pzBAr`_vtSEfmAx#j$mnsYeJB
z*$YvUfh}pZW#JC8%xzN_DLjp03sL$!EBFX16VmoiBB!IMMLyp1?>jyJDGtr>@=K8A
zlR6u*IgxZH0W4BGMU}X#y3OxACG{!j*5Yr~?xM#2vS;aiRdHlV!2|GV9#>ywbPjfv
z4W*2CrU}W)EBSStOw+is>f-a$R8i{&9yQYlH~F`|M^qqi6!c8ri3!B!JV!Lk3}SPV
zWyNUe8axSd!B}!{O_ATj`3H-mx}*=G;r_7C(T6NYq#`Sm<QOZ(j1CreFa3Y3Qm_oM
z80~uh8N%AqcfzxEzUw;_(v80OeA{x*i=Zq`bZN&2)ShbCD};)oy}+xl6b(6qB+KsY
zV%dMlG<|>_Xi%hR-<-*Qb!E>}8lD700!2MLNnC;s33Tz%ggvvVb$)t%DNvV&D!{YK
znn?F3ld~9SkloLkJWpoPaM*WWs8XU6@6f&CwKEAh{59sz7tozSQ6oc$=Dt5!PEXM8
zrPDNxZ)?y!uZpz%n`a2`W@o?0fg-c_?_be`WW_yPxZ4q>(d>BI@4VUNOhrBFJ7{S=
z5}#aHz#8Bkf_mDAX(swZfCG(PKAJ&2uxc(qE}X1V%NZ}0W%U$Z5dxBB=4@~^#ND;e
zQ5zc)Yn%!b!a=eH7Prx+Rv$c&HGW5;l_jy`4ZB227bQi0Tv8x((%>geoOW$0GIAuy
zJ&{f9aTjx74Td)JjJ5^g$N$^fR@i`CZsOvObaqK@#u4SL`jfZ6`3++FNn=jWoWYV}
z_pIHkVfWJxX%3;#Qy1)5x=dPRcjNhJxT$^NVQO~fMF8|(BUT(lG(^@nd2hSV3-)=p
z?YI23LGft@pX&Dl6>OjOSia6pA}Dx*F@T0JkA5?rub9-(H2^!`CtJ2NW9e4K;ygB{
zy4bo(ItbG9v27b@qvks$`wN6&>GkJWS9*N)Bl_AL?Ix;memRG?VSAFNqE_bjYu<G`
zADsePN?*gi_Vuxpcyjs30`>1vnN~8oMOcHgX}d3)FHr|0V0H>{b2uW9@wty~Uw}-f
zQEMDn8SM?LJm#P7+W?WHD#5Yj3d<;u7r&!QCPh<+`+k2xG`-A-O!wmIL~*v%UnF?T
z_HpR#`Zn&{kW&X1XjQPHzi?tYzy=aNm${hI^^PP@DBoc&kAIkoeYZ#Nu^`T<s-p{F
zXTaN34RT51;Mp~aQQH913q>9>k5OpkAia0`S!8J;6B>^KVUpB-V6}L7K1t>JoDYL2
z0$}+k9Rmg?Wzz2hX!g-|66s+ELgrEZb|$oK<wHInJUuwJ7q8c(Q=DU2A}`9j<U%HC
z(BYlbjj&M3ui5R-IUcCf-$5g_?Y+{mk2A9>q#z^jA(G^C*2Vbhx^Eu5GFV70@|mh|
z0@GO8kuaT(eR<I@FWcA!Q?y(a9Yl)!ex~+IF=m#k*9RzaDJGLvCLB|f2at<3q}oM^
z*^v=~$1vePye_`g?)7|Br0G}FR?ee!GL2*-`S<7-fPkNmbi&<H6(u}fPQMSOP_q81
zsrdU$@d6yDo90|)WQ2xfTSNzDze?HLJ1)#+ZiCm79IU?v)%`>e6_BdIJygGsLZPN)
zy7kjFDdN}jOX8RB_W^ZlNSgU?V7>BRaM<<#F?C&Csw!#pFOiW)QIH^ll9V?jijoC{
zUq8G0%&ax*di!)MB0^F1g&p+4g#rp9GvVXU^K#AfqB>}|ca+^0Ofo7wO&d#6cOS+C
zXTA5@#ylyvr5hUu+}`fdQERDRE!<LM5t(xDLn>0_JY=ON0FwQSzDZwH{L7cPGe`!<
z5QnLJK<jnW@L9U*ypx7~hhC_1L{<oKrq6^B2ySn?1^K|BzJ8C3$-+q)r~$ON8sQIe
z7sORy|FA3TK9$rhf+pn8;~>oWSgdQBIZaN#l7yT?aww_d2>V(19%m$NWkL>Nk<IxR
zo@C@HTx(b2F0`0G+g~2$lz=-wTrKJ|KM%rEkdw219BgR8DCkQ~@y|C;ORC*wan}QV
z%;F;`CLuTY?j=6FpWG*`u_nda-FDN>B#Wuz&LA2cTe4(A^ywQlkFV2u(G)14F#>Yt
zJ>z>`kn{)-iHxP=pO!Osy`2uOe|EVp`YDdnQ@5S*7wzr@+kUnjcO|VPSr~#4&NcZ<
z;sdC8fDZ@mC#;<HcKc{^+Kh0d#7@a9Hz!r~DMi^^aFeL^USly+@$<;co71LbO^O6I
zc&A#p(f)0?a)+9aWBpzWR;82mEzvff0^!J;l-d>14ES9}yMw3-+C14gc&}+mKP&Pb
zFfV}GB}DpisOQ5bmY}`nzEChXVg2r^xOiPbiGgKEZPa;|I2n*sc-w0tH@GwdROKwP
zac+~Eci}MevfJdc6P)7)S09fJW+f&<11e^6fqc}v+eh!r9k}t_$OUwfKY9=yX5V^A
z_d*h&X|!PL*<sG%B?>?GZG6ekTUK?C<uK!m1HHFp>6VKIB|OPE#`Gl8<SQ2<J1UTn
zL>xqJZV5D=C;Gft3`H>!s<t|suk1TOhGwOz1ANsw9~V-dYyf28=ySfINX_Gkubn?Z
z%HxK^5ujc8qT?*d9F}FWwGcITa@O#xR<W-vgZ4#uFb}y!Ael0}Z0N5EG&scb?Z&Zp
z9_RySN3`@G|HIofye}cO<D*!p;M$_9Bv=BRt=u#C?L@&0`mb|vw*>EY=rWl)J>KR?
zhENrBjjk_p%IBCCxdS-{7UgDjzjP1m^sc(NDl*hkysE-4;jx-i5^^4?pGeoZZ-;hY
z?i|6sHEYPEpP!U}79D6%o;7((9}XuWX-Fh1(M;S0j#PQ6h*rrsLr@_ig^ej?&_XpW
zUASYcruw`ACBr$!26=kzCOravI+G=ze9w#N<n!X?<d~N3E=QpZq6@ktN${7ak%R*e
znnyPe{dwqkyL~RyOjs(#P1?`tL%HmOv%>%_8lRuX=r{doE{OQ9>SX`LJ!G7W52tM!
z*42vrgi%K3?d_Jp`Xh8Iow*EF1;p&$4EX(585H~Cm^c661R*?FPUZ7$`s|^FCV>v1
zu~$?}J>k5{&QX;+F##N8g!gqXgQ?RMTxeBvVz=UY>BlFlb-knk36a?V!S(a+HKXJ$
zxAakEHh|Z6u%N@?`LLf@M!?AO_R<FqHQy*SZOP#A)ahG4gMlUmFyLCq)V!N^Bgyf$
z;qX_iF_#}bXFCX(u^Pxmp+u3g$lG&!e@z3*S!)7<*5%iPE3Te1S2g=UhB7;~!s(0%
z&8VPJbx^B(^`b!KXQR8TVj7FEsXCI#d*?YN7#nX>ufn%Y0?)NOR5_UpC;v2y<x$*`
zNI@O^j=3$LM`1}N3=nbk<lpbNr~`|ZFa9|FD)xJ5VHi{KL4eZAORGd5vS&>KBKj6J
zv4~C=`YGa$92Fk9cC=9l;!=Qyr1ib|{AGTz6L>y)0SmR=oh;6fnhO|r9VpQL;s~0%
zl3v1cs>5g``#5AdeikQWT?r2yS}b-k#u?&e)qb!Tie#hd5|g`HB@;06y^8sr;_C7+
zGM~-`ueQlt`q@MM`|=hZHyK*-mktgzHoU;`3gmXTswXQ#%3|<mVNUA`T3UDlrIkG5
z*4=T(-Ur&Oqu77<E+`BW-q(%gry38Qoo(q<s()NS_iL21`5=C$>nq@-la=jPtSpfs
z8gZ)ME%%h0m>|?b6wqxPCHWg{hx^VV*CX65{YA)oa_V#ELvDE>>cpz-=p9Ml&<Y^m
zwy`VAgbj6)Cs$-7!I^D8(ne>?FWB)<&B-4I`C6<r!TB<O9+vS8{z);Oi#u3w>mQ91
zuLtDB=5_U1xd^|3#3)icJ-ygW7@`tF0r67<VLWb!^!c@c`3Oi${QQMpe+pzJ<d737
z{)RLV^!Cxn;rrux89Jle1K}-bemwGz6#FXta<5w@QljU2xy;w&cH9W>Rla^+pUX<F
z<Ziql8Z-3`@8F#T+){wVE8+g|u_!Atj+cV+zcD(9*z^>gKIkUZ3kw-0VT81D&>k9O
zfL4CFlBL538xh-a8nw@N+ev5wrmckJ!TC3(pVfHa^2{z^b~HKnN6Yd2jz(u?0JKV`
zzmKPKeO$k7s6tZx;`|sg8Dpo~iXYH}yP<i>KC2J((7h$2L)`!Jb@HE(Q-v;=eqMg1
ziFH3p*mM1bq(%(ke66{^{|Ym>DDo2^@?kV+ci-{*p*ik%&Wv<Da$dhASz4vTM3uIV
z%@hX|Oo+0n{JjmukdOLo!tPBms0|6<8tg1M+MCO%AD73#r|su&xNu_a7~{B0!~j#c
z$IpmN&WEN+=67%dm^CS&L_6*OGSb)aa)5EsX@LBu9z3PJ+0I2%vEn->BZFdo-+A6s
z7(9y`s&HC>ngva78--&!B;zUwcJ_xQX_$f8TKAIe$%y?J5RGYlT_{{RI2quo+KKxk
zFk~6_gf4n;tt^^!g3}*R0PtbDjG&7;M!RJ*2xv&2tm}9d56p6Hw(LVj%J8aAPY;!o
z=r51QGvb_I<2ee<kL;c|l4e<#qv};1Z#YGLvK?q0^6yg?cBA{wNT)Jf)9m0G4m%>s
zg6XwK18)y{zl2;vrl1mPK#B-Gn7!n<6c+n~he=PpFPa19|IPD6oSZ+zpR~jYbt(5|
z0dKzp`kJ4@;>>=)&5XmqLz;$^2ixbAqZWy#u=Gi*v0GeY|0My29vJen4PSfDz5AIa
z?f(}uIoV0!u&T;ze1S}lUxH-~+w4!soADh+tZtq^u$oyXpm()BxFi|n{<3an_WBG*
zCq6%NKasUnm;m(mI3nxjZ9{o@gIdVIzu!6fy&y_^-}b|)<SZK$JT{9%%8J}01=S87
z&FI;lw<P_=^PkHuMgb5aEcK*7WTzX_x6q=9JG;31@?rR=(Xg|mJQZlLPZKtTMX7x<
z&in6fHV>TJds!J6$BHaN&g7zhKRK%o3&;72XEY=mx*NoikDAiGGvVH{Tnr?D+B>`H
zV1f+S`>kDDKkVP5=B-8S2#8Q2#+_dVTu3EEpL2_L@E>=4#IN|q!^b=ZW)(mQbu+HW
zDVk&1s=yqO+c!HGU~cx8v`57f8?yo*mLv|Z3KGrm+csil?jGBoCVj#%+sT9-uTllN
z8T=+K4+}h!9$>7c+9wD2BjUxasP*>M;oKc`O5$Z>wTv&{r#{x8GNg=WZGhG}==;z4
z%CINtwCTw4%3AKN8_1Iv`+fKwiych`!Sw4xu(waQpCnxjV0`<JK4Es0)gK8Trk!_S
zGLVTnv}TI=s{>mBNjr_a_T5jQ{qZnSeV4jsbjZ*-d@~s}%u0vdQ*H8kyYI}SJG>89
z>E6?qW4oH!9lm8Fq+u!#Q>HAJkGtCZRrtua*OZ@rD`0to50Kb=Zn`yLhEF+t$Z`=q
zzn;xUM<#&AX5lBPwEYBoOhBk=9!A~!oLS#aN=K=Ta)a<6b8xf4y){cz3Tb9SPxbWZ
z)AC*7-c{G~W+qZ!YA)mVu?(887o9od0MUngLGQIYG=u6^@VE7oU5!P%EDs|IAB$4a
z*I|YH-q-7=VH!tcNtK-3WIt;%xMz{s_w%J*HH|E<#)Fi}=wFFB?KSGRiy@i|qog}L
zYdLsRN@9+#f)detMizxXB!B3xGufdtNjBJ4TnoaKGBSSbryr=QJEKO^*GB$YeL|pm
z2O1>zwcoex-9_`ZW#bjM0rP$tmz#kQ$Ycjn&45Z^l(g<Ap5<F}25X28?AeEpgfz`<
z&nLCte*!stwF_$VY8P0a)Vzc7n{@pB6i`$;a*(k8<$%_+zx#VU+p$dY803^ko>1G>
ze6j&JWmj1opWoeW2ug-OsrQVNm_*>J^|i;hyg*MQT5M5ypXdo866UD5+4US8F^&*#
ze`uE8{&j@o?)|ge)R?#a5QhAl{}RV3^#LQJ=bLxqL_K-g^12T;-F)or5}&@->1_(1
zFZv8Ux)D~>0JoHa4IhQ#lAMA4evZS%J8*@D#*zGi(bi6IspLMJQF?}@+M$LHOyOVC
ztvyMfno?ZdOdkMyL7(NE9-_ci9G3qDbyTfQPc^r93`ynFWIMmolCN*xgnQ>T(CfYa
z>#wCa#;05M=6>#FAj<*cXK)G}Z2s<C#r(n0^hAFIKFhOpe(HyyOoEZ*GLO50t;bBP
zYt}xO@6<V$4^;c77ZfL9VxssB3}$!CnU#C~0{3c8`B}8ehMq*r>=a7rr<IMUqsqwa
zeaQV88l9@9kSaD^p>0WG!Bjl_uFV;}${nkYR1!>C%Ic`Se1GtQ;3qPfi#WqY_R1_Q
zzv@#saleF{NpGcv=$)g+;pGRuu6J$%Pv;|X^iQcZA9KVL$2DAn=$Luk_Ss2sBY+J9
zN*GTJ+|(wP-__RWz@2ndYlQpAxZZk7P9Ud7g;HDB*TeJtvWw7+U<>8*7De4YptF49
z+mV>W!QSs6(#r^oYV0nErL?k8PGdf53}pzlgkm6gowhBiNgQQZD-#-=^jK7X%^W)W
z-mfKi;9if^Rc4i-`s9!=6rJS0_*#jKM}}nbh13wq1a-v0*VmDD65Np>YuxWryk9OA
zS<XsyOrh7d`svM7QB-a3jT%c}=06Wt-M);XH1QUC0bA7ZwfA7_?U!8zn5eGvh2K9n
za5bhuBPNUh@RDF90_*310%ZZLn7Ezp%x^cr*`mf`@*dx{_1-8bV9XL%Z5I*Ug!!u_
z76r-G*SOqIpZmla5(g}_s}NhMkfiBRlrPVbjJ{?9LI|w=I1_z1yDrj|u}Err#A`P$
zBJ^w7S0WUISXTL_v<EhjwO;$s3^Je$s}G1lZ2?{8hT46WCRR+rjNV*u=1KMOephO<
z^?Ta;?AKdOAM8kKZ{Jf7qJ?P#;iy2+<fnfF7b@z9!(D}iM8=(&BWsZ?!`(370FycD
z*0~bwwkyGC4M4;@3+vF)0@H~x2B6AS1|2~nKQVW+dYYZZ5e&9@Jy%_vp5tDsDK`#L
z#D_Bs&5(tx*=yo$_&Eh-oneL{jfa#B?fsm1EcD@f7$L(7BBI;?Q(=#e^?`VUs^ea?
z$5RVeao>iQni>l8p%dP;g(RF@sl7EvukY{re74e#g%D|D@`GJuWZ|k0tex)Hz+&KU
z_~{`8W-%0e+}JTmh<S0Mtw5e!PcStcUJy;cW!`Q@U5%{mrGI4T8GXL8C7h2(#qAQ3
zVX*c>Wg15GE^ov!V>A8mIA0b9g(<x2vn_e(rJIxNoXZ8z$h%FmlWv>+yBnGh2OtyB
zeoEHv@3w__%e;o&6XfSNI6hF`!7hAO>Hv*VSNz^ivRb2tF~#C&-N|Cv-s@|Axlb41
zzus6ff8%X5KlyKywTq)%u*IT4LS<H@*Ks|CKPt<BiI4^uV{&K=ip3qrgc|f>m_0`4
ziHuIN1S(c-QkdE2ddbKgS36XZdwcYtHfJOHeGoa>$ZcmmMaelb(A?B?_dQws3Mqlt
zg-ZkDa5YiBkRQeq5ti&he=;(^a^%{tI_A(Zd&k@1x<zlw-?<0Fpw!^kW}?QoP`$nM
zQZ#cgQ+;1&M2u?fc{**9MHPPt5UWEAy{yeLb37kL-?&1urPkR=Cd4VC(JfDy29iew
zNUN}dWr?WmkZaV+sr+qDsa?I^KR=qLS^hdr+0V-?;sk%Xq$UiA4FjnN_5tM^L$m2s
zA*mhx$sxCH>ESu1g=shFzxNLkq2e>s9t$K7!Vw-lMAAYY9%Q6?)OtTmbHRhE+Ql7!
zXzAfvW3>WJ>k!1`u0Fdr7m7O!nfDiHkiIA@BfW76?p)G*=E;@Nu2Au7k9;3WyZSB8
z^X_*3J+}r6+_APVe*N>5kB-Qsr+3tif1T6wQL`^sudHE=+`il3fxTO|@2e?SCqJ*J
z>p6M~2yvjQ=$wbrxE;<?UT4P5el!MI$#-*a8s&L!odHd9vfMN`>AByN<nIHF%k!at
zQS#aC93u$^%OFliPi7DQ-6Uvi$>**gcvc@lpM%!>r-mL4MZNZ&;D<b70*QV>)?$jG
zNLW-~>8`w;`cHZ;{_0F;r(t1Pb25-Kcq8ZNxxq(hg*x1`Kk3ip-rd%;aW{^M!n;rF
z<LAAAjLPu>)PMji+2>+eUC2yw#^{H~Zox{8iBmxKg=bf|g?KM_v9Z3qzEBj^56=yH
zie&Z5*Ih)B6OeD2$a3d{_)MLkv3RMd`spyenJDkBhkkz{gDe1U?$?R>>vQ_W*Yn#7
z_a>6o=<U9~rn~=u1Iv(bVQvlju_x=R@&2Um>h+fWHZnFRPbHKC>TBqr4*=p?dp-wB
z0(1e?menH=n?cc+bnQ1kw`9Ci&z3TvzA;)nw;YNV7xd=7;ngNF|C1wYKZL!S=uwhy
zu%4IjcZB3;1aUw7O@-=vNX^gLIQTEK^A1+@q+iYFbP027q}Hfa(($Pa4Rc;qo>bYl
zLry~b;T;%XdoU?8{=N%P0gQ8Q)eXa=DVQ?!+o3~PzU2lE3z?0%@pA8JWZ}f)RcapW
zFG)zZKrDq0Z^*gct1m(sBw<iNpLwox_RDA-mKRt8l$w;8^+nU6S<)?N269pEfd$)e
z<@GEc5LfKSt7`nZd>8sa)kN%Db*+_iU1*Y;*f@^Kl;^YjceLVta!l_A$u99Ir_z7w
zr+fQiMB9W{+;^d!w#U}=CG;ICKsp!MDe{1L8yuTv^2wO$JDKTj=a0wi?fJ@4ZntQ=
zFHB5>?)q3E&xH32YW8_0l+Q52e!v}kB6qNiffXD#rIJ69Vs9G%EvB9=?!%=GqBBgh
zxyMWPAWE&urxSO<0^PJ$a!E?~GhjJJfI~i+FB%f+Bv<$dLW^rAaoY3Lxtqe=+XkWP
z^9X^j%1aFUJB})JTyDnlb)=s$rM_}FJuc3MdIk69cnzs9c4{5{^V?sQM#{GzzWu+u
zLavA3W%G{!UrTQ@RvJ%(dos18V*fy2v)nVlzIFxZs6n<dfFuuMK0RS7ajyElACnDm
z9xR^$j4J|X966s#dHtyK04>(TL3(BBuBu!ml3&lmNh`@&uYCDFV|h^DWy9?L*nN%v
zn;-o$Gv9hgX2f5%tJnc02SgOxJq;^AyuMM4i-1oXtV66~V8JXFKh)wT$}`+OfA1r+
zOwjXzO(Jv<c3TQUS#b{>@w;&6-!4BL1QG6}m*l(Se$|Ehv=<~1f<G3%#CHP^b&Xpe
z^sLcCa^jQvJyN6A^`EW7<79OeP6n9h(S!+r%qHSv`kdbrHJmR9Fy!C7+dWP#!*W`m
z9<rF$gW5g+_?-ju?<aiuLaa$q1;06R(D!rMa}HA=Y*Ev$P7|8^@*X%{t&X?#Z5sI*
z%~<qM-_Y*<$Q_6r4>%i5$~s+En0<I!3aAw{XYkRd{Z&7mG<Rq8>J^I?>{sT6g%MkC
zeZ=;?)p1HUx5(VS&=;qjO{w|UPZ90StHIEzWAoPxj>*|-`S1x|g-4INajuSlV|xCY
z2=)L7zaQ}dZX1pc<$Rtlyuv{L)LfrNerkpHC7fSKl5sG1Pq?nzs0mSbJRTl<n6};x
z^DXQjHD_e(Ag13{{q7o*TLe<o9GNRcZeO8nH+qwoDr;#1R+M=?BeMszBG)s@NWru4
zn@7L*9|dSiqP>6K70`I0j#GU3HYwQ6p#&lQ{4*X+#oh6^i0smFPt_wH7rg|bo$><t
z03TYDxPNquX#@Gq!n?h{ckh1HI7be!gEh<|>rldnO`s&zsqX@}l{8A{zi<c50q6aF
zlMuZN*oJxYRU(@(Pmf5=Kqi_kqEw_|jJ7L0?>vZmMDFp5msV*Ai5b0oC?DY;nguN!
z7x~C_ppeSJ88o(zH-0>QRcXX6AU_TJch_ynt?LW$qKZvH#Irns|Mm^X`JOsd^4lIc
z3XjS<Y>CpH;<yf>@KMfrgi?02l&N&`88=WJ;GwWA!uHlJW=+a*T|Jtpm&<^wfK!NH
z*f$bZ>C%6=UmPF(PjWj?L2@8HgTJ_tF|R&Z`K|)bF{8uv&<iSVNtBAfC<1nc2KF62
z4+*=nRxzigSMS{Rt0#mo!L7Z)7=UMJOlfglT56!%{A8kLqAe2U#PyOSzxa(;zP}xC
zLN3)GaGOAP{64~O>#C#VVWR^BpXpO_z%UK}uKI}X6Rw2XToOt-w)5_Oy-?zy>#kJ>
zw}MsP?>)Q%=^8>K0HZb0-VFJd7EYH|lSCHwy6c6z+}<uTBp9Nv5SH`2)UR8geWBei
z?UucmKKahB-f%9)2dVYy<pzzq*`*4Dk#nz5TdQLC(FkpFFB!!{m^6|sT$I&_5}|~J
zcXf`Sqsv*ep{?{ErT)?nvMd{Ae22{lgP7rhN?7Z}vh*#R&2Sug<Cp9v!6)xfDrH^E
z9)mu@3DHDtS>&dOpZF0vp)K)<&Nr-guV-i9Ou9yV73XiZX3I#K?iXw0bN>k^BI_qU
zQn<fxNSkbvW{$SfRy6S1Pg8=+v@?LN3w6k-MqRf8PB`mzzk@hAKug-{E=+c1-LuDH
z#wBy#nPM%={7P>y1oY1}YT#v5&K7jW^!IjR4qs<C3uw94OzXa7u0W><@5(i);^wa2
z0a5j+OZs%e+WZJl$O=tof>XOxFUw9vqsWBAJ1Nycgo#TbB1zkl$~?{(lP)MxL-Bso
zUb(+6u5j8?CeKLXPXtEf4{S|)<0@$*{<wll{}t-}ur*gx8EeYpE3rO-Y+uf>Je2Hi
zbtf;$gmp2aKUieyJy$r2c<|1Q&Mzz6$?%wCq18a*-`{Ea-B4)TG0)#&E2x7+Zir`g
zl(bjk^njQiYBFV#Cx!HS`aFf|XUxYw`27Hjp<WwwOoC`iq!u{^Qvc)g7eVk5aGT+Q
zCn%FK4v8P76bnPR{ESRhT5b<3%IzO)SU{Eu>|mhYOf{?bX#fZRLW&7RQaPmx|GQ0j
zKQKw+NQo*>B$oDDNUcZG{1`L-BuZH@F<CLQN6Bq(^((C_O<jsQa@P)W{)X<CKa9BA
zFjD8`_@DR7ce|JNo=lj6Yh7OUis%>apujZM<^$sg%*4s#-j;O>W5bH(Q%Az?E${9I
zFoadZ<X(L1zTUmS45NnCUe?9=At5+Ccy|`@vAmX6c2&;m4F)zV1fjX)@S3h@9%}hV
zy18E^^fB8HcjMWl`RN6M3vgC{;}^aj`Ij3tz;vs<WpG%cNz^1*M<HVrGQ(YNaR2-Q
zy*DyowsDXb{-Pnm-98FL_eyo&M5(+OyNxe;ZT;vlgZakQ<4Q&m+9@b$K3jxlxKrVa
z6#oti`0|kVDYpIg1E4Ul29R{@&b!5s*y#^5)JSh_stfh!J@>)$^r)a0C_KKW++MXK
z9Mzw_AsBJusXzXeog0d{(^TMCX_tzOuF<*;V~{2?<hZBhERu-rWWwnRp98<4YyDuX
zk!c}Dux`#QXZ2L1O%3mqQsaTrQ%(TkZ7=vNzZ9dnfQtYz_x4Js8zi1O+96A``#H$v
z#^TC8g0ebT`!g+FO%D|ym7ftf`Ea?mE$EcI#gCqHGB*m*s};6OxBY@CjE|x=xodX6
z$j$rq{NBdtgOy9&#ZUCZ4QU>S5hRH36jW`>YEqyq)b1GA&IOtcLr^?IrToJj);N~O
zN@jl1!TT9_F3z`kI>L#ls=pew+q!yr?y@5no**~cV%n`rCrJiiJ9&2qQR$D{Q0FSB
zWq-!tbyAc_|3c^NV~xREK4HiHbwdI0yn3#T`fq3|m8qpYSgQ&QQ4#Qce(n2VlVK_1
z9#SLLl&Dw!jHG&Z!!op8hvilIbq48F*tmy24{*|1LM4008t~-krFYZwi+%m>*)hEg
z_d-W-`XFfENqV@XY9R_*%l`Z;OWogkv$Mo8SGcsSDuyNByde`J{yi}z<}emW#^6``
zw-vr$v^_DO$2-d5I?8ev;K6g~Kju)6=;uRnsahz6{$;hwE)LF%y(>+0#L@t|$0-Lj
zyKWthC^QR{1_a$Z^EWF@J70<&#F%oi&X7Lgkc_(C**Y@Mc6OnND@4VB6!js#aBwQw
za2Kt>r24{r@N2~WtfhX!_S2)jgp%iut&R(s>%_N2QqH2t)Qz%tHe-<9ypx~AEoe6p
zvk^F3I$5ppbp59R6|9P36=ZqG19%D<PO?Whb?ejunNW5jRTOYLH8D$pi39%Wfg&#y
zY;vm<+ECQV`jh`Mr?o9pvAz0Q_%|M!VCUVJfgdB7Yfs(intU!vktwFbgOq*?aerTG
zJKt%=qc5O%sH85s&;03CE&GfVWz|PDFNv3YIohp7hpBx~f&KpaJn?gGg)kd_zZv&h
zc*X=H>?<kX&~@c0yPm4=pIUnD2qU_hDHtq66>!+tp>uyydz_>oailW*1i-7noce?{
z@2TGLi4G9q^pf5z;i-9K%DRn4XQq11r;KMa+8vT7i}SReK?rl|geqT`siz5-_X|4!
z$DyKaIcjs=-YDgIs|+E$MrrNp@qmC@^^p)2zPK~$Vs%N*0$?s-<g!BryPlfgyyny2
zZ|hNC8QRnQLiNl_hA9m9alQgoD-YLrP_uSn7wx@$&UU+3Z(5q^zt@=D7&1l%G;<)|
z#Bwp2zzlPHeV@k%xj-+p7N}O*BAjS!c$mNJKh3+i#QmP`6kq9gi@8fi)l_|De}h)=
zUNThfboDaj)=w7_l>QFBXw6>oQ^4NSpO>!;9~<LpJZHJ+yiI+oxj_mQB>!UXU(UB7
zwkOKW{jz1fKi(g-MWY@eQ-I3C(B%nQUTpH^O9M15`7-YU1{#<iAG}SQO81Chu-$)E
zk2eB@B?lKP{<j=&*@!#P-oq24f3rcj|9+l;D?kiKI(}(e-ko&}Q2CB@t+4g|PZFGW
z`u5u6cIEe4zPq<SHcZ^6g=)JoeH4Ecujyl4*Hd5f_GK2;!F!buF&YbDrC!m?E|1c7
zJlE0WRGT~Gfl_Z+lOJ{W`+U!_5yG)SH*UP`&kq5%)MMRfcalOm_^ch$0psVH>qIzn
z5Sqd1sja;hP532dPB+4%L<gTQ^xIJ!*q)uY)Dkn0YUFNV?WTilE~t{yW2YBy>q;_~
z@?n%2v<rw^nF6tc5E64gI0EkI#d%nC%n7Ft=qH74jeLCRm~rG?&pK{R4KPsgy?Tg*
z!szo<y8{9rV5vweQFbf)NNJE(gSsU8sJOSyr}U-P86F{d9slK$9SjHjH5kyXeun2z
zr0%~Xpi1UD+tGcMD-vuD{_k2@*F+I=5!0^>eKAY2AI`bCA8~8RJLhu|pXF5rZTcps
z6ix^1EpKqQS&w%_X*O-2q#^x|@GeWNN7-ig#cr#LQ-P!EC^Y0(<7Q9?h#pRGwEP*~
zYF2pzm!_laa<2dKk2t~KpOrdRf$70Pz;yA4VNX%~aYy2P?*q49<;vaehkLdP>+5rL
zJiZW6K)bu2Cs2Om#@R>Cc^{q14eB)8@1D-}y1m>Uag4iAPYwM@pl>dcv`ZM#>)x#9
z*}}s)5FtGEiT}rR=pDjViKV?&b6=b-4hp?x?dS226Ri0wF{fw0Yv_0@nv1GF;J-sA
zW9{*vgu@Q52{0Z?-_W?)LG#5oR1n;lpH^%@3mWP-0IdQAn2uXvQC}IhH#wg**SKH(
zf?Ztm*u|kJzNd2pz>TmPA5m}DCq=s-utIQnS2ZYXSJ)MH5v|WR(?zNUb+zMAiV`_|
zaeOSV1DBr2jEtk=bY!y5X#X!lLh8IoX>cFJN|L@~Uaa1#LQ6=Xnl!4%?}JrA%Q-2~
zpVD)=F<1pF>+VI!JSx~4%AI;*EX7d8*#kD0ZVT>h<*>G)dr`8%Z-u=vJ$6bh**+BU
z*ny|ocIj-lwuw}o??4)s)$&Ms13}yBaP&!=6Wv~q9$+gHk`sLwQ-XahWW9yv$?aT0
z+gu;JUT!v43+(q$NE;cB@H8aDRDJ9nagy#}BzdozECG@hbEsno>2D(oA#*_gxrBB%
z>|ql)a8zYEE0+_XbxgRBFSTsiT`*jG?d`VJi>^F^eo`fil6lsvOEf-f3sZXvC`}z{
zr47R44R+DXc2=4N|2O;X)862)lXO}#2~>3U`{VMtL#%W9@Q}~255mcnAlUlaV0#P+
zkp3RM%%@+6Pr1GrT<cqP*ttdl(XH`u!ju!cDC)&~a>5&9@4OG<O+lqXLAU_N$RfW8
zfcCUOJS=~clLYteE&1&olEZ2K(D){LMKqmh<;=6uX?q8Z#4Vive5Cvw*QeijLdJ-V
zftY<zEIUA_ITJcDMDLc|gH$8krWEQ(H;qT`P3gV}xl8^4V|Ikg_s97K_4)iv0(<4y
zPXRssxPo+;U&MM53I#AOOERv@V0CO}`{)2H=JmdB3&Cz$z+gx3txqSc7dmeoG_WLj
zTG{Rqbbl(by8QK@;7d~|o+V|UzClz8*@@r`0B8zVbP#rQSS$%?O-Z#~A5T}a53d`U
zz8^34apRzd@Y$2H0UqFz@h$|x>KY}?_X&QtH47ElR}p}zpR#;zpYC07?ri3J9|l$+
z4rA(81Fg4AIy6+lnBQ5DT#UXrp)4`!8=xIY##PM_;Q`bs8rOy+eEeGf1aZxSX4L0$
z<(Ml$XkK}H)olf;IH}lN`6CNE^&p++-!8ke&9It}T|y%Gn0xblW~v|+{aj4WE3)4}
zoU5|kbI^;u{q`j|Lo_0C{@QLMH!7m6v+m;=T#P8ua6D-Tu^{PIvvQhsHULlqs1vrh
zPu8=PDy}g3s3;rHZ;W0SY4D`Ui#kxt)4aj64}X8H&5k^EX~IRhfP-gnnqTj}63>uO
zXlsf0oqW*JFAJ0ONqvkQmy{^soz;f2?AI6^f&(9jqxSPxueb}pXw3WmuPO`gj~e<H
zrS+%xHyklbL$P_7Q}+2SL5YQ&K_p_OfoI;c;vho>mI>_K*2{ComJqmb%_<It5wrbu
zIH1<vNn?Nv{>(qO9QJ5x1L;7auLiH0JNkqHoWjez{aeu=!46DDy`SH$GQGK*96qlG
z)cg)ugwzq`<J7+{@G?Qx$*uj`0*!NOpN~mJWSf}5$}G>TY8z&E5h7>Z6(3l~0VnaC
zxax6MFPfRw5v|!*A<-m&;V5MY=i?J%@xWumQv}+_(M^vqnj_&m9=0_c9AQ+2OEjY#
zuy?^_8-U|8)$98}{k35bDO)Ve*oX;hwD#cGLXLj%cClmI-ATf5k(mXJ!y>V3g?^72
z@?ky-Cfa7QWU?+OA*j6Zl~Ug5dQ<yN>f$0f=eXstOb3j9gSlcK1x(gdOSw(Y*Z$BS
z%WBpk$#TyDi$Zv5>wxfJN6gpE)2KC%(6@Vj7f=L?_PrSDuDurrBZWSF@Ujine_KK?
zNG;G%YX_8u@9<|s2BE4~8s-(FW<y5#seUISuxHVJd_By%hT>bi%)Qcu&G$SgEygT$
z>hr+ARoC@{HC457cx{EJ4s_DOp1TM1UrkHa17ui?;(^RJ;x4_#(&_b!a|&;{@LN>(
z^bfD>m2QFo?Y=q}Ag7)!@E1eDk<JjK9P-o|P*J#Ta2s%Q_9`42P{R}QokhAu+yaT9
z?dUi#O2tzkDu)<y@mYQ8h>hob&cLYQFJ4Y}ofHUa*E`;yC?vN5pP}v?`%vr+I6a)B
zY@nv}*nW+Z{PD|2RoTW8ohmNa)W%sCKlxMWl9rD%<zjLX`QN7;#Q(C)lj!$qq$jKc
z@O`Q%83x64b(krxT*!xU*|L0A3*EkJOJM3twcwMgy$ju%jdc;hJ1^(qzxq2vH)Y#j
zhm*T$eZBAe(!1I2!d`uMgfL}u2N|*bAl`-^2!!zWEvZ8_SM_G>AII(og5me4%y!v_
zPnM|vlA(;poPHZ~u~^tnH%UU*V%Vfz|K%mLn8>v_xsRj*h?Pvv_x_4urv^_bFP<U9
zzLvg`m|a?%{eAuV6<ip;kv)Se4Pp}fMvez=gtYqq6ywuNPEga$cy6C>A#6JxD2^xB
zR`dIzZwFMZOhT5BV<XpJ#<g%;eLnJ<e4&oB4kw{~wy_Yz<@1J$8NNO(^AJED6|DVh
zymU_zUoI56`q)QmH>c{J0X73E$5uS-v@6Qzf$qp;2{uM!ced7F+sCU(ZnlRY2A}SH
zZcW{LuhK!A)-XT+ReJ9S(uffax2op(cp^G874@gJP=#NSr`v8Ca3G+6a}-%lKz6(z
zIepAwG7stmDK-k#-j@!e-@Gm<?I^X-L;F`h!=B(9%x|u{vFd)K&@6KFv>l-f0(zHM
zs$9pQb23)1Dl-Dp__Uq73!gN===`OFecDqFa#k^6HaLzx3O0hp&sXQt%w@Xc5I&JQ
z_4$1T$lkjN7NP_es4e=91DYg4Vo~dGgYG({mUlO!PJe^ExR#-RKT4~bCJ7@{7U7jV
zhh{gLUmv6&XsLIBzyUhbm3cGQf7c88HMq{i1PL4enjCz{$#@2*#O~fDS#t&v?Snn7
zCl$}S2PcP2Z6S66m+-yCoqHK&<}{7DYpu9nbGjeEd~6?=;G$^Ib<QR@#At8DexJlk
zU@H#|U9%IH?{)><#TrU2a!2~8c#PL>RKRJH@cS<MY7B&*@-cL@?;wqr?CV^|P>>zQ
zYF-G<WHjz?bi@_+lj?qu`4e!j+_Ub>%pikTmrJDOOb+F@`N})%k2pS&q4m9Aa<6HA
z)>U!xyHAl2*5RMb*`4kyOnxkv(?O-E3`pDFDt)o}=iBIORStS6MN%)Rbxky(K%Ka-
zHS@%)KlqwVTUCdQzb~V6J2RvJ_2}-`;IzZ;21?9HEJ<SB*@2K@zw0;nUVQI9Mzb1a
zykDCq!~b6Qui;cuFynr_#}%3)pWFO-kw8iz*Fj?p0DduoiXWB$h(+NAf(2HBtKy$3
zi)+nm+)~P|gu}{^<YcHkqd(F$w!(l~#Sd%l2fYdYOun2rA!q)H1CXTcON*e7^D(b-
zV)m7};XW*@?8n{D+A#9ju74-MHDof>IKPGgWd`X+?pc0SvQv&<2Cw<?(Xc$`#$e#X
z(O_Of6Xx_gq4C+*M?ni(>NPJH*gH?a3|!3boo`~M;$8!cvF~2_ClxI%zuh0ncKc~}
zd13Z>@p4l3XFbFy4<~87g6Eg3)cSnxQmayX{#-v3xHZ2_^Mq?#bTTwS&PwtA^)7<1
z6R<mq`Un@Yn#y%5rS5@7f^-U82{iKqK-jy_dO@`xQUeFdT@{Xu6xO9OC?LoDQySN)
zY$99%GDv&*TR6KwRcVT<(X;ni(DCuS0#vlwwC@jpcYFA*>(CbNOBKRrH*y^=!WTUV
z4dweQ&<^|R@Cw7~LF0&=_Y6Y$znyar1{^66x5)L{Hx^Zr`R9zqF26mhou&EdDSMr6
zZjfr1I5zz!?mCdg?cY0v)=;l}612ZKICvwCf_SufQvl%p#FgdvkPUhBM?pY8Bs#V4
z=7CHkR*_Nwx*h>|5riodKWUw@m>h*Ih!B1JU~ejPb7D1;%I0LLcPpMg)lKt9)tt$l
z3Mm+gyRNd5Nudn@;mFZEoj(bZ44^{z-6Uz)B*l+Z2H*+vx;zx-qtU^Tx}B**hn4@V
zv`+@mW$nV@On)~H^P{GTkZ^(dYmyg$GAY~xjJ+LlZwX2x`p0k1f~fKf_Y-<;8)vg`
zV7Q!>`k5=-N>EJXd6n6T4>+x8x|6}AS89K{KJtOS26uSMrh|U10VewHG-C{pt6aF6
z<G%H9Z@9o*UwuFhBO_a=5oL0D9B_adR}Oz_d7AuHSdn^lw#^*yf(8Gb&N;sML^A#y
zAU1(~{UK#PPGuZ9-`Ijc!WyiuH^n>A=68MK48XOeArk{YHE*68Y5{?=N0Ad%9h+tz
z|Fjgzf``f@2hL8q$g~v${@#feNbTUWk&d`bG14BU3QEX>iC)zA!_cU=RGm8E{=E*c
zeV_QxFI(Ny^GO4D(tIx##1SAyoDMHFt=FfBnMB4(<&*ZlOXv8w?mQ%CZ9eWdmVstc
zN2D=fq=}#M9p^tzcKPz%udWLD-u=Pr&XIbvJT`Q0WC5R$cD$ts8yozEg=tVe34h{a
z<P3y>Mv%|D<Pf<FOX&LJ$@}SeP14C0UQs-fe)#1qNZHsdiCVrA{U&nO9%*fYQlM-}
z@GZgRkV9-Y9Ojtv#_qly$n>8FJeR){1vM*Kf;ldhD*5&LonNm6#T*nl`a?(W@9>EF
zpt1=IDZJ;?T|*1I@}koS(0FjuFLVFW)$F`nRRpo>+Cfuoz*N#Vjd8c^v-o3wr2UCE
zx5yFy{g&`v^)2uX<v(GZ9S?oVvrLk5y#8Q8(yl%HA<|QAy)b2m0N%Y}G{$1y_{^6z
zbF;Zi@0~uYP)8!eEj^Vac2Vwa=WMm`7@66@-0E%oyV%N9hZ$&QYw{zlxC^`ejt94a
z88oWW0p~sZ_6l2veTqi;Zy%!zhKZrHPAc~WA?ITtST*V>wLi!E6ddk#=0{6cuZaJ4
zOI6=jBRR~$4dr4!$Q~-SL`$Viuv)x;NH{wiG)z7vNm`TNtrQpYD!$Iyj(6!J>daXV
z>V*c~8QX*DtmDa0af`VT3fFh7+A|yzAPMYXq3I6(IwR3~O`~m3FA|*M0o)OOLO6gk
zkIT<gbcps9<}|&>(?$Q&rFejd3!vRwLB{=&o_A^Q&eG>xxM%KqxN;KCC?e26|E$9t
zT}RcseX8~(7YC^rxRE)Td<<1A>e|hEA4Ft&MwoTX^i4lORDkaNW9>EpSuUKi?-t$G
z^-x^%<8UM)wFm{;6Lc$6plGF?gcaR>kbW(af4qt}C1dp*W}5yYRTrO<?3VFy7ti;%
zMX$i48M)Z<s{Mgtk(8G?pioY`3Sk1h1e`UqrEduC<aj6}jY_24aONY${0XOu{84Q3
zw^gx4F=3mOfgv3NJ^763Q~r2Le_;;s$6e0aDrWsl+4{A9RF}G|j6<(qCeav^k$Zi<
z;cZu5a}-9F*Z#tD!GeaP`gEcj`FH<2{iG>Is!wjW0Qb}Dj;E)1sC@i8*kUV*UH&T1
zzaCon4h!8#$`lZma=-1{iwSCGV*9e;SdOS-t|KOO%1)v-^rc}Dho(PtQ0IVS_W>w%
zwjtd2^YL}HkX;|O+a@x-2C5#3E%0D4Ffj=n66+>v(rdZihp)l9x%Jfs%wdgol;$JM
zLwV|YVd}T~aVht?2MPYQqm?+@ZN|;L73<H${^Y42;emOl>R01NkJ@?GSK6Ykw_5)6
z3pCMB?Ec4GSL3zMisC8~sI-S^G|8^f`#_^K>hJFXgz%^9^?DH$JN>1{rMzwH&k}Bb
z!ZDd|;g$!Cj6p-A0B%lAB(fCXu@fNyjEd40Oi(4AAnh#W9S*8fz~XICxAjqvHNIrN
z?{5LBbFzv`cT&DZL&5wchjfoA5j&dqKaU;EUkEk#{81^rd+esH{+p`K{z1XECFI&_
zC`B47(?`)-X8|_`_jP^m@2@T3;qa*q*4Nfed1<!gkr|ieb=hkh@eF)HyhWmDWjK$m
zkWC_lR_+(F%E9rS%)6>}=^}pp?Qen-=M5ZRh({qr4dWBC76G<$jF?N&pRK$2+M7qX
zcDX{6yXC7jKLs>p&zBQCzE16GRn|I%TC@N1AljSR#lh}vAEQj>PS92U>=j@-cc;?{
zj-5?A@S*r*IfE9F;iT8fS-}Y@3hs6my64G@gBGD|{tzBkBY<Sb>Fe2_I~~<5^KR2e
zvRjf>dwbfbv*Bv}ikkL2f0hOf0)hF5EOMQ@A7)=N^IC`981wLQZ)$%#E;4UI67S#1
zc7-G7X;^_J8<Ce~XZm>)=1$<S7j59d4E-5k+8~J-KrsBX@5FBB5Q=(;qU7;Aqs?y|
zIB<!({F=jb{Q_XF^lfU6c&Gu+2_-MQ14MiNC6f3aXICA!CU<(Up@q2o?vBv@CbB;&
z_cXtM)ee@K-O(LB=g(~%qL=DjYLK9qz~qX^r^<LdpUQ(~ZHM&c6(PBrW|W<dWdPR*
znR_u3iu@i#YE~nX27PqDiI)qjbRk#PGBLN=d*Wop<4=s@Vd$Lu%!nE%*FYHuNyWO$
z&H8lgH4vNq;77>DqW&1D13<Zd4q&sSC#RW)9jSEU>?5?o5YQFsPJrqaSu~$VVR~;#
zPQE%>^_ce!ldW6>fDOsG@~nv+M*@Qs0=C<=QzqH(Z|ld?9=rmeSAmA!L;oE<ss1dA
zSQc;opR=p$CGn-9Vf@Ue-Lw-PEwJ!UbLspC!!7#VtbH$lEM;LX__S7JKq~S-{b;)Q
z@3riXv{T0*u>6kq;C@=3GtRbr)IR$BR+5VLT%1aobOdwFc=HbdJ#&!r+tSTO!6WsA
z?QQn`^xJKY*KsIU-8bsnbaiN7BaJoFjMqjVb~lf^TbhMe^-Na*gVZTaeEXgsBL=~)
zM;QGr|2rQ(ClYV4Pn-)`V=EhL4yoo!W4@4--`Yv4hRc<u1U+kiC|ywc5E~%mQYY?F
zd(^c1`RVoykrm^)Ml^0FY?5H0W~jf@{>5-3W+hZCJ!i9cWhzDX(kJWey>5S0XQ&=_
z=Um8(QQDn^J-MMU%cDARXK34dn|HE=d>2zaujG0S>yQ+;l<%eRaI3$MIf;y*THv^~
z^#Q!iunF?OA=q(5`c9zWmzXLD_?FX&K0p|nS|o`~-H;w=oZD&l+@BA0=_;Tm`#O9T
zwTl}as(sKOe=qQ__hutaXgi)DXn2KHRn@`=_EkMDyGRG@x)$Iv(D(@z?chYNklM5v
zRQ{XJhex}MtCNOnCT~XQe56m%)oz(QM<HygKFl~6rP<1!cJ>M_IXfmK=lwK$+<4&i
zuP#9U6&W<1OTq7FX^P*Q-V<NXTZzSyJbR#>4vPQEVQBWVJz<KP?g2^~OYOID(hajg
zHUA^0Pc)FY)Yz<7swJtX-kGB)oXwxMv0#ppbGp+=f-GAHdUq(~x}%5Q;%ygr65dxn
z_MUEJ!7=ynC`Sdy3%)u^3kT1sU4y<qa4D<Mf%b2<S^4=}32PCoQFagW`sj}Vi_N0M
zoPN+H`J9hrHR?i1VacUTaS582xI53Fai@E5445-&T~CBL?577-BBn`^g#TW(Na{Z~
zG$Q|;=Gf)Qw~YS?z7rJugkACt`~4<5y-4L6@Rnn4PqKMGwt%-}vYOAIOGpeI4N7Er
zH)SO2exqpaVw4sPQEZ$28vB|BCuw`d^$ojGNR6bwa1&ak>oepS)LT#I_`9BUD)J-f
z8_<D|2A_FlBIp(tpuGkw>}0st)<e=h0G_*#8Si2;UZizG**ptqxI4usxb2tz(UI%N
z76;H#$<(ygRJ50%wAM^Q5tH7J`Vh$^jfYL#C&@2!95jlpPR!tTSmw5IF+e*%g1X5L
ze&S~(xp5maP$GY{<iltG($+e9$M2WI>!1#b7jrT{9K!t5_d9&kj=ud67elcYJKwPn
zWG-qB;cU0jWcij^t%<&HUTJnoM#!(Uug+dyVHaC+%Xutaxwz&;Q;|#r5HlAak1^hm
zOWE`xaG9Mr9Uugo!&aSv)|LLJ^gK*z-@)6SOv&4je`iO+a-=fZ=GbTWWo=tIVQ0ko
zffdj2CHiKCDDFr`tIhY`o{*{Fb<o=J6M~}|lyLO}Z_dv>brA!BPiEhN&|thHnM4s_
ztf}#=eKu8~x_!AMIf-^2A}oqu5}E}zg_4T#y+gt}qyLWNw$97Ji{C6%PFfMRx3k7<
z*EPr?I{MRl=5SSs@rA5o3iW%)f6qm2jg#F-SrC1KvADYoC=PHL*B+;baf02;8<rSm
zTs|PB^3}-XHhh}<I;uK!%LCz?4R_HH<?X8LJ|nKZkSRbJ!kW$11+s!%zdJ=n{Yv^&
z18^6L;&K5EvUo^{9)FqOpTX9%@%Z{#-<uzO@q7f27MTcd7&tPm<TrVhJp{|L`GMHY
z;lsnj51669B8<oB3!^vByU0&$@~0eatuXd0_U^JL`MI7#;^B#wzwg{RZ7RYXl2SJ`
zd))KgarD_*kuckz_%~*I8T#(o%}I*8b(q}2VA^q|9Z&gY@jIqs151tk?Wpd)KzSGk
z2zlKX*s1&3<E0Fuj-J1B=aYP7x8h|^2uk9>X7dR$eT@iCf;gmyJ7DFUC2MlLyjpwe
z0o{h#kpw1KKA%bsMFRESJ%&5E_;)hV3*r?bQkJ7!f2WHG2MFe`{|O}uY%xQ?YQKGd
zqQ^c-l@2)#6VeuZ{%YmBEa30f(cW``65ZQZB}i1CDz26L`&RLU-dzqK`qsFP&~<2i
ztcM>uSrTZkzMzTn6fHE@%dcB%@VsdciwbwxLnur7bp#Bvcz6a<IvJAe-5&UesJ?y8
zPjp3zNw80c@9x|~^JU_rxafhKo0#@9Xizr19?@Ktj}uBp&&&2EH$(#eHD^+x$?6$9
z5A%RJw*E8keoE^weAMk&jmxK*$zDMfqJj>R_+w!uiP~8w?XGR_Hz}9NIrB2_+Bv9>
z(ZpWL@hgoD$9a%6s@Cv)3pJflEO=q~04k_{r^0$-hBhe@+3jFD9f4V89lRlqAzyu5
zUJXtYZbtJ#*rL!hPhJAU>qw5}w=)0XIvf(1sayby89ZBl&@dL4x(5H$Wd!5R9ZomN
zT+)O>?10cgomvB<P-fdxss2(1-ccRqoP6N7V32mLqtW%kb96Y@1qkxe?kIic*WU_S
zi*I#HcxPs$X1iC8e3FET(KA5tSim_BH|iBYMxjjkPBWP`Q6s2oH@Eg|!6@c-hqx=`
z<;Y}r!89pHEtV#aOJ$r+NP9t#f>9E#AU9hy{K*n0>qW#8PEjVbDU?P1;(MN_0xCPr
z^#EzZ2g)xftRa%4i{i2<EEH12#W8nQ)?-^4_h0lN6FT1Ks!?#^)+A+GTSGOeJG@zg
zM7UYqk^9qrPggntb7`aGZRhn=;&cb;c|_vuj`GF--rSFO<t#F_Hpi!S?Xwr?X@GDo
zq4e7^wyNF1e|m5txXN~Lnr}-nZjP&;wKi&aCL|Mw<8eqCRW#+Ql|D+rNAuaMp25}o
z^Eml(ZqnOIbv^ff@ci4T5r-9YO<8aMC>>cl`W(CG7)alDNJeMxcVzhwFRJ(}gm~D~
zWE|jAB+T2gh#^nHoB|N4E>|dT5QO<Afqw#_4)b$46qF-a2SP|z=hZo02Y{{~WDg7e
z&-PE)z>q)`Ue^mRESM%$;2l-%#&@Fe=PoQX=X6_%WTM(|@RQ<TEEXN&G$JcaTsUHO
zcB`Du_0sjhKIOB=>kB0wPe16vW_X5}B=Opt&WHDKyyG#Jvk)|TSd#17XE)Ro?|i!s
zgq4lCh#eEpS6C_U%`a7@L)d>Z@7(*ja4nk_3|o}zYUl+h+eLeO7J5AT)SzCxC3X1u
zqF5?7yX||tr@KqcI>W;`{@~7z+8<DI_;503K@)imL0x8_@wR)a87teWEKG;e8>gX0
z_6|X9O1=h*US7^ws2@JmaWjv+6!+yjI}Kzajx92A;<5efmhl5H^oxTW_nAx37btK>
zVb_$o5GcS_Xx8Fq;j3<kAu1~l)-%&j$kAAekDqul?XQo-L}TK!7rurpk2wV1U{v|(
zUKG?=LD?|bzos-RG2HX@%`!1#G7(CF0XZVE4_Y%QtTS85Bq!=Bfc<CYerEYDuk!mP
zQQ=3`N+G_W%)3st@44{pd+8ZW8ImuGk9a~j_-V+HOU;s|9;X3D8kt15B2<8Lcz#18
z+$I<O!E-Pa=9@mX$rn2#4kB6b!|mNAbPsNsVm-*vgt+boa5|54+@Hqp`}XE9x*ARZ
z&Y@utJ_pH8)}^D9#&I!Xn$VRqe^C~l=DO!4i3Zq7uOF>s;b(3tFYZ4qUDuYPSQPyw
zPzgQ?ibxV9^Ck$0<Q%?!Hq|q$)^wEt5pFnP2g{6K!RxtoE?vk4(E#1vru>+gsc6P+
ze(h2T9*gG)dZMo@a9XGYai-iW!}-g{(>}-#5GOgaGLSy|Ux10u%sYZY$_ogJD1RTx
zBd97vB|enu)c$g|Y;3DC;4nZONqFQ?`(2k7_5)W;ZQm@jxGRDa)Z>x#-6ZPBQ?-Ad
zN1;zejZMBkQL<<#*ol*>y_z>eq%?mgiRPmg1*iDafj?FGsVyOHUbxfa{rH@P$9(2h
zxeaG~Kp@1t(>=ajpRiM@hVd9r;kcp4=i4}*x>tj$6Lw_`^{fT`p1=clI)*B@cYxDz
z8w*5pZMFEwbdJH_xjeR<=GvJDG9Fdt0r6L1Ij$xD9Ah{_{n;t~t-a89*phwUhYjLD
zk5$DigI;w2+27gEO>)yFfB0OW?TgBva3$*IV`I(5d}<++^TrCoO-TDtfFZZREVXu5
zWLOQ?BdwnS_r6O`vxDGPW>!MqI}VS7RU&U2uB~OI59w!r_dRY50Vsu`r!%+@Tzc-^
zUQo{-U^{R!6lf@#-TQMTO(1Zhv_0|Kwcp-Pu?rkX7k;nLqs2w^zS2QH4@PHvcv9?r
z_*+;6MQS3R<>!E9ULY;|Z=n;?gcovR_6IxHi-&fVf0?5|+!dNf`~lWPrxSZ*dTx6I
zJ?hXTTPvtr;s7j>z<y4T#rpw=XVq|{sAiXNgY~dupCN}vqk_9nedsUdAE$L9Pse5?
zOnVsp?YKXo*6`2Gq-6iLza-I;ZI8b-tdr#$>xPHs9ZfAQ5a~iEw1e3a;+iaKFs6rg
zU_-*9&wlL6=$M{PfV_ST8-<=#J>2oRk2AY})A1Qg`@a*%9YZ`Ww21BR&CjeuBVW)a
zcy#UG&Sm^6_wb{eZ|$|xo3*=N{BQ=q6oxV*TR^|?-ba0aTE~@CUp_b_tw6%}!kthZ
z4C27>vcd|p(Z1&4^QuFQWC_F)R!E#P{HP?8?oxi!h`SNgb^(J+`lNte7A5@ocHXxj
zI+5<s>&ut!{<2mJBT<N0@}VTS!27z3uLNaS{L+8*%MUH__(Qsgfa4p|2e?&8%2<Xw
z{6Y`}s2G1tyUXe@E9$J@9`aA7$n8UoVar{D)_N>+6wb>vIX_#+-F?77TrtnfLjt(`
z6p4IXbC5ZJ{cuylkMz93qMTN}b2!DzJ7{mISzT-gj&z$_gRN7`UtzAd#J+b>sC{Fd
z5CAFD_Z6qBl;g2k4<~?EV)2r|vo~R2q6Oa~Vo@iTWD3|HK%f$xYMa}5kp!Uua;x%V
zr(nUb8UQzQQ7t!gQfT<wBb#4|^+7C1rc7OMj9ED5GfW#n*re9LZCzZ&x8TAkS~T`+
zCKO<>LtcWq_xD8Ln`+)}DZH0{K4ogJ=S^Xmo5>39S6onQJ$6-dgTx-robFdq=ua?8
z$`8uE2QbG_c(cRv4*=93Pc*o$l{4$>-;+DT@d#YA3U*8K{cIx|nSCPIE>yy*OJhDD
z02gRJN$Ml<k#Sueb4v3-Pyz_6lhYyk?W1600H;6_D5Sp0c#LuQh~E<%yb<6_nR7^(
z%+sxCO^)&TXthGL9e)_zTyuu25cGjsn6APr<Iiu_=EQFv96v&>{odO3L4M-r>n9#3
zN(9CG3+mb&-@eNgLGM1e7(b5N_|FXkAAjzwbdRy3L!!G@4GA6a;+`qJ7X`W3oj>Q3
zJ<}!OiwEepzgBgneGxUr90Drfd8Lc^cqaF?gKC={Jt<wK*s&;PC%Hr3yY~Zgzc=^$
zQasv50Y9qzg5C~upd<a#n^PsAFcip8k6orPOu6skTyE4IxZvm!R2Nf%Eh~4`f2TiR
zT=FLcKcK9J9bCdKgU?AOh91X4j5$Hd5Iil5dhX?m<GuhKH^R-l0RG*86Djgj&K^PG
z9{Q~043FGoA|{$@WysI{!K4|_0vEauhr1Q9g^gcu<YB7-chN+sbokvyb}ryk+G+SV
zQ@P#boTEQ!OsfI=Ste;+FYn*{tyw${a>cps*}c6LU9?s(yEXpR2jJoJiCK1P$LV;7
zXUhG0BN?KGR#haXj~+gy5O+Twoi`Ql-(=Me>;4_D<KdN@zBVI@&t696*ET4y=ER9;
zLL(#K=L9jtP-%)zh>(OB0lEiI^0gmA(fT@CSunr)0!sEO78^_L^hv+Sw6+e04BpS#
zL)g|k`o&gg*A%pUB~6pOr}5E~W@?}3MZLmntA*C)k;*EGZo?a|!+h<}tVJ-0pm`PR
zD`d$ZAPyHOCO~%SeWpE@iUn^v9UvJ8Cdt=>P7jXFbSGszFnYQLI%mb?9tmU#aYF05
zm<RPHxTk5Z3sg0Culj&(@28*obFCOM#Q+!BF#C;v+rB~JNAo#29eGLIu`JU16q3%_
zg$T7O^N__#Cl76-Dle@smO5+Sc<`k*qs-^G<Mf^+u3dTo$lrN+>05c<fv=D0Ee<#H
z0H`XETphKZy-$L7{mBdCUt_pmUh4DOA+s#242O&seb~+wEH?4<khySEi++3pj~r*Y
zpT@%aQ=>u30I;^`dbCZ+zxx?2V!__7hDoG?Grn_5!k*5l(WT$R49lR{W=)lk_!cO>
zJC=$J>vnutx0Y)i9iQWObtQ*#*Qc)9d8WQ!Wxsx1YJ`r`XAcnpDU(~0H_02ef*?h(
zr#4~}kKZiFK}!-ynPlOV<>IC7Nu$Q-9Rhx9zM8ZD1h@Zu7DuXL-r=6`g2uXU``)lV
zt#6p>rXx}Q{VZMDOt>ArM<F$6Jgj>@7ua!>P@`8Ck#^554QG-5_Ua<spye-=@z){2
z91-f{5nn-m5wRI8JJ6KeJ!{2U^e8<0WFqj}!Y~Of;?iA{$M~^ma7wo1-n5@K>7i77
z?gyvces<V_&)DHC<0Evf4iq#6_WN~iLYO0LI~N3<Y^btM$F7(nIGDQPG+HCRmk{L#
zxMm;ueN-G-LQmfN=KBhYvoLmsFF{??VQpy9$Rtoe+KIFJ%1bvHRA<=BV9rN*HbwQy
zB8peG5*@$~VYV3Y>x0~ahe)JdU+?K`DOCZsWvkFHKJ1d9sUatk1NAVM#Iwt!Im>O}
zT+LcQo=R^wa+Vn+3==mJ<7Lz6rG|=%yJ^Rm*$44HwVgTs5X?7weZi{^FGo_%iAT@m
z+%+Hu#S?w>>PpC)w1824K)9yl_All}>n9J%1@~%?-1s9%c;3ff7W@$&e>xm$x9RRF
zjN6~-V83{KJ{ON93)h+#!8uPkdY_-$`!_y*EPS<2Umx17x<-O~NxZ?&@<09b-t$9v
zSgs_-4fvJmNx%L291Gm>J(R^hm|`ZRD0cy_1Dpl%++RO{Is0Rtm65yHe14WO+@W32
zer7XBi6QuqXGO{<cn76aev#RyiSC!7eK__VSi=L*H#aUxumiu(k8g%cXq*ig2a)@%
zap<D!`KXP6mBmqmSj()!8qdlpLaFpfRS)v}z~aPprG3f|4nswonhVy2dtYy#{n~J1
zJ>MbV{uY(^3XmrM+p{K2SwVU~ha`Ompyk^Mxre3VVG1+2>LnSF7`r8)(<s>JPm@dN
z*Uw7%$VNEQv>}uDL|vVm=f|*$4a@{nR+~~7T|V7JI6I#tdBMgP^2!T%Pr;mj>92K$
zf+dWq+vJ6-?HC5pxiE{I$a@dI<RQ62$RAATGfUIj^*Z4;3-`O5^jsPv>idG8y$^9Z
zls^hp?g1#efQ;ebm!3Z~y^y~Qc+4!1IX7`;FGVtM=yJ*M5PeNcMVi`18_EMu`Ox1u
zD@b@;|LQzad(3*jM(ps*tXMc+qONbhWxtpYlJ+6a^+e>u^{`iV2W=y~OmQp{>WO8o
z^ll$5zwSeECuHtDQBMyjwj=)c|IDL;`l}Vb43VOgVBg%+VT;tiyyWRC=S&%7f1Lri
zwM<ttMxYJWoCKAQkH#N=ApsL`2}pWtgQu*N4k3!3I-H}LCH|<!>vdj*?{jKT8@hCp
zSne?yeu~<`{&cNrR>x`KwEtS{A+Cs7J37f}GTk|R3d3nL=Nkaq;27FL6+DfJkGND=
zzu=Q~+b0`-gE#~U*T`X!q>Y4!H;m-Pb^!`?+B*{*kn!2!orGVMU{BIEW*~q(3@`GH
zA2ceL*Fy->lIP#@;cZ|G5*1}nUyoPm5|nqlgdh^@YVKWb%9u&^igk{Ug=*5=KWmFo
z-Y(AN!upakDLgE5oY!=BKpUpG%5wDeO54G^Fl21`oJR+;>G9VlEx6pI+<pb4B6Z*k
z2Iq>Kv7&As*m&J=t(n?_6Uq43r|HX9;Tm201dV4&WzOUC-)B>qlRqhNTgPh4bFD*K
z9x#}PyI}phFv4j;-{hoRZU*Ph8uDTx){&>3M@w2iSQP<P(3#&DrR-7GQ8a$m`$BXj
zAdPl?>REic_hi$(R^Uo>R2n;l>f^hW6Z?qAX;R01<<YGafFR`jv3xfBF5Qvm!h1&u
z3n0*Z536daKDVhRJ==FxJ^Kgwr%1+_ZXRKiG_zo@Nt?jA&eYO8?%>IMfOV|D#V%sU
zO+PJ4z7lp4&U1arJ^UHl0mgMNYVWr{99^}b-@w)Wdgag-^%DaYtng7QfGVlRaEnmU
zat@dPHd9{X$zLVybdlDtV|VD#fAa*5ZG^gxbaCSEmF_zkFNt5gHLx)E+AEJ@{5+u~
zU#e|=bxcwrYPf5zqunWEb*OhUF9DR<`LC6DYW7J@371ur{0g29{WR(fO_RwHLjXzn
z5e_>=m*}9P#ja7XL6~PSCl~xcq#L6_2?5$5_nUvUT#+fVBbu}o%KHI(I(QT8!%aXj
zu+1+1*_$kDc}g9kSu6Tfdz~YQAB{?Jb+q?Y=Q{HZ&#6L(t`A*GBQSc|#*-m}c)!oB
zvoEc0>wQWdy5F3B`)ysjO5B5_-(|nK!sqJHYmdL#4YSvKRqtXgb}f7R-O>-=gYb(Q
zYg7p@X|#|ZH`eK8#fN06Lxw?d!YR_QESg9)$v)}Rz0v3A5q*xHe0L+Rli-;nYqD?u
zphdtiW`c2-SCd1(nGq}8T)|71wI~A^79HM|oJz|cOQ}Cwah&xURYwW0xy?!&U-qF;
z5m!lL-F4)hQ8BX$X5G|yzTnHkd+PB-8X?Z;T|qCaa!D6bbck;DZ<!9se%QwtiBJ$Y
zUF1<|ejqIWnl`Sy4u!10<}eM7d71vL0yGh>;{4pOEaTlFgE@<GHs5{ThH;g~>x`r6
zp5l%5V=v}U)#e<ro&(nUd=6K#+;X^6FuQN~NB^K5w~w*qx!(<FMpWV=OMc;U{ygwB
zEI!-jeB)@cP3K#gs)ZDvMDg)4w1*1yV$0GVr#zn2cG#EEIUf5vxyzYzLm?w#6OPw?
zTy$DB--Q=*)o<}y$j3XjM<`|V-rjS@%eWWw0brvh@{$%!E|Qvub|Y3@D9Fo2G3%|7
z)W@XEeV-9fglct%;ntV<0OQe^uaQ@HJ^efIke-g}J8c7wIufX^u--<37MQj!mAEc2
z%RXrhz+dU7Pe~>o0eLJZr<D~IK=_J%>=|Ca7OF5yaNC~6{VKu^HO+1$1c)vgmjiM+
zT#4kSn<?Bsg#JEl&{6+6UKNyu+ieRQ-f46_{s{Kg{=LzJl+*igJw?wKba0PIDTQi6
z;|rq6DwL}d`?!2Z!fwm<Yh->@^9_f%gNR$0DUs!g-E+t{4%EYRiC(Aycr;5t4-ke<
zj%Uayt`0GM!BN%cFWnzB?H1l<+J3B0+Ph!W4up58_L<%0qn5qU%2Sl6!{K;K0@;41
zw^8R9rNW-beQx*^!Swv{m&<cJh#%%+{W^tnRJT`IgZayihEZ$WZR%61XNo{OE`saB
zSfKcH!)?0F=%zytGGyM<WTYw>Lth*9o!1gH6$Md;OW%XG%TkYXCY=rF)f=FWyfgGd
z?T%!S=?G)`6tufRy{NC`G^akm{Nk|Ud`tA*+9*P$_yU=V?~*`Wp#4Jeky@KNX&FE)
z9CSp1ukAw=yaVgayAXA7wtbwDKfc)4zOz_(*17oV?7b-P$p_`t5JV0YqATtU+SgF5
zk{*Q!wq;P+xdctK2T*)?r_;bqmC&vZr_m7*3S<zm?8*8ar_OGu6MYHK;`%u5Vb@^g
zhc+&68%k`?xUx$AGa8!T;ENoV<97qdD}t5);ht9Y_;_<ChMoXYjd1fL+T3T%t#?f6
zCRpd|J;|?++(YY&W@j!-ZY$5_FHU^R^R>F4$B#DsDjGG6tv|BC-<ldE>7RzS5zgLm
zeTxZ9yoO)WGke>}Mi<p0q+7<e$L#b%9h&j<g7`*NXa>JgLwgjmx{%cDCa78ejflgZ
zsYX+j8smK8K6$hc7TIBxUcLv;{4slLX5}VS_F@To|62!^J5L|P#uO6a0PuLGEbIQ<
z78V!@%xC?sVpI*zNL&p{9wACuRl@yO)cYEUp7YqolJ3}-`(78Z2)L&SOw%{jzB|CY
zb35(}Gj~n<eeL~bB>vByhW5`B^KI!w2rI7<sL}9c-V6=!%@<w~f7;2oeKl9OoGlon
zmqilEf0lhL4~6;#1lc5CP85#JHcxDu`0oa5#mqQ{)2j+Q6pxJq+ptrNyqq21rPUr)
z>p@_B>*mLcjnQh`aO#{~^R8B?g?4Xa)bcg0NfTv{m~OLrMix+<?Wx5nab)z%zHSO6
z2=c1*Edg`kcf{jO)|~S`l<1Ew+;nD6w)T*d>2NAoHTUs8oe2!A*}inb1p-WRJTWa6
zuxdEIp%@d28j_<+>10eB)(6@%^Lq=iWv8`%&jM992xViq#Bc1?jr{=e_}l*uO=V5w
z`PEl!2d8u>6!+h9eaPLW`x%~f$0F(@?t68b<#&4OJ(Schibkq)(j24N>Gz>$-<?U!
z#<X+ddw5z`Ln8J0LKi5<;@J;$A#MKED=|mKL%A1;_6$RBt?CI0y!`?#aAjmsGX!t3
zDh}3g2*n|;cneA#n5PygL#)~eHTzd$WfhwEt-VvMih+fF)Kwheyqm|Pb|YRlh+|Ag
z`fQvP-fq?<#@5E6{1F;fPwUU4J^@i@!RhiKox|Az5>K?N+185npytPyfy3+Bjeq@Q
zY=Z$Ilj5Zb?MGcFUaUR|IKAGlNElJVM-dSJ#wsn>maWV{7V=QCv76|Aqxc70Dg_K%
zz%79QDpMMZ5wtN9=SRJsNw$3GebR&ptE@%0F1PWuaj>g@vRgpB=GhBhqE<QQ!wr%W
zye{2br=99DZpw!SlV0eUULJ5^Q<opkfvY<@%^sqq+@yH~={FbSg+3o}c63;&qX17s
zLHOQ6s%+D#vQJQBbYC{)CJS1AkLC=^*5DT2YxYWIZ!jZbDn=u}W+y9IJtfnn!eK>b
ziN7ZCS62~Et;pu;<K5TPV!k0pf(4oIdD@>sIvfzQq3O?<NyMi+{1(`^8c0Uc+2<>;
zOV|VT-q}~>q)*CwMUY^0zxgXP*@s#}+9WuieZ~)T)fs{+tyB4efP~`EyHpByE)L`V
zwD#w}d0M96>iW{3jaK{nZNNK6vqvYoS^D{Y2L_G#wUufK0oBcFZ?yN%pm|yI=>$nq
z?R_Z$H<M=^=McsFa@AXCoB0HJ(9BKi-60MN_%*1v13mB=Y*9{!w^-jD1q!2(w`6WA
z6cu>#Ro)=L)e_UVJi~+ahm)1yS2=dx1aYtGaNEXZb9Lp0k3d#;M$T{6dkloXBNCX>
zU`XEN;c)nZTlOeUHR-@w<s-{aMIfH05Csp*L&1;tZRi?7Pv&+-?!&ni3@yY13z6ce
z3q7@ODdEsJXafHB$>&v#O2AtM0$SI%-^v;xG?%G3@qOssUA*8*JTuCkJ8z}5ucDcg
zm@2$OX8qVKB%0g$(;)Q|3~QgCj~kQ<Vx9AH1|O=zhQ%FV0DgM%bA{ja;h&Z6`hk`Q
z{wBMzJB|dBKtw2>^SL}SW`!bwL^~h%LZbO8C)~2ZtvTP<>D8=$SY91S+-x1hg%418
zd!T$&$z5O0nGQ*vzlNlzGW%`)g1*$-+kQ2<BiaE!5Ap=geldH6a)+-aL6AXmJJoi~
z2W1wkmvyk&sPA2~`I`NKo9sP)Ir7cl4aakGTI$<Tr}T*ADFi~ku^+0!U=t+Hy;puJ
zU`hq~=iZ&tu4<FgLE<5d`jKEWcxm}FIL#FHk(txVNA;_QHa%$H;-$MGEG9%gL#S+T
zHteCFt0}fE?4C*@bw6;@*gm3HJ(5nRx^y+z$29>S_w|X+D))$=(g|wwvOto>#&JVm
zgk<&0E?`9ojFjG7POt+GEwmy+PyxGjoHc$*7x<pLQARIv1kCZ|%cMd+wgZYp=jLJX
zwNLIrpBG&9V^{MM7zK#og)1_)D)gBnT-}`{iX&>j)*$J;e=fT(y~)!vrx|8}cc|i6
zMwMdM3c(OJZ|loce<zd)j~X!p&`~o#sHFY)9%qxp?3+4n-tkQDYXE*aFdmX4Sg&Rb
zw$WZ52pTQ)$meJ5qIi3<9N7@}W7CVsCb{xz9ZCSwYWGhb3p$%kE>rBF8TaY}2@c<J
zz~;_L2)`g3g@HIQ%5+^qu%Gs`DU?qQU@+!FysH`ikb!_WaMBE$dPC4Ef78t5&7QFD
z%%;g<)^Js}&z+anX7EzP-#{9S&t&^!W4|djeo1d~uQ&(Cw{HE}l#*4b$9vgT_`H+C
zdK*VaDdOUhAUc-o*JTp4MuzpE1+6t$%o@L^5qdOi4nDtpK$%wp9@bc|2lmJG!F!&g
zbSN$NR2<E(yYC(F*n@8-3#rMu!L)@2Q9gd={K|1F;)aKEZrQCKICMQM^%pBsU*_-c
zRGZFm;m5dXYwh&_oKrwXoT?X36_js(-Rk)TY*d4@wu9uXp*&EnR?MX*?TQr}4|m<4
z9qr$yeX1GlL#?~X2e&Qe9ZgBPNp`*c5=oy>lQPsqN|0h1^aAVPJsp03T=jD-{s9^`
zQV_*385#-B6p;3Q{`I2Hn8AX63Z9HUb}-zFnjtLV{xg=j{wse5>zS`WI-WqgL%D)5
zp;xdkHiLG53e+E%1QK4?pk1=~Ym>^Be9PFdw4aV-4FqDh4HRUf>$pIjd31EuEZ{x*
zM0`DpC{>~RcI)I1RrOc-fW?Q!4kHxO^nRNB<NvYBz;Rn--=;L2_Si)Sx90$zZAJV8
z3f_W!^!7hhf*ayPQ`<wm^5-M1(6YkWMEg+)gSBBX_`7+x{sw`%+3Z<Sh8%1OJ>ZmM
ztH5bYI%I!r9=oOA*i~>mFw1xC<H>pxkIAlDS9*WnyJc+vC;5K8-HK3s{1|Z(k|2c@
z5ox?a?d=`D8xOm*i<~bybQ4rk(}ar>Mf`8}EmJ*3S9zQAcX^x^>CDjGzEm(ynLn>7
z@Uf6J>^i3JYw+)eY!8Ufujg=7(Nbp}afV%6#X`xrnKi){n+Mk#7gpP#1lu{d1UB?E
zCa_D=EJwZ0n<Csy<?^8p$0~&!KJ4sv9wzrahht1peu>qSuOf8hde)ulY|;Up<J96L
zJ>QLcX;E~2IRIlqBE|k41%6=`V__tl>TX|HeS3cx%n4%JaKS13<*^Kwl(<r&`nkmk
z`aD358rU^698zJs=zHB((5`3in_b>+T7hHuIKw6u8$M8@;-3)l8Sx;@csE9t-hJy8
zk(p6bX*D#^cTnihbriQ7Av&ra=QTg9RXIJhDi{M9Au}pyAM4dT1&r@0%?o8npFI{7
z+VJJgfEb9NLJuKMy1LA%<a7pf&fCYDZ}gsG3frbOMiG7w`!}*``xWlB9xXD0$nGy?
zyLN9<8UaM9wIGX19<D~WHgQxNy&|rid}B4pdny=COxo(J-b+76fkI&#Pd{Dj6@L&1
z3oCm~Pglq*W_y(ef>yd%{?N)r@$?7?$M!m6Dd614F^jJjRE4tEQeJ%dzW%hk+uSs_
zK5l2V86VB$o>;9zc7~(I@_ze|`vtz(o_E~~Q}~$>0|?0((x5ozfw&Q@J`NflbI!n5
zF?X$vkLf^vUa^Ob1d_<79QrFwYm6UWQNFHiox6b($k`>hhq5W%x`s9m1=Hk417QnC
z3g@z7i6w2C{lk+tcPEdkanBAO<bBS1HJjy~`<vw;g2#<$NBxW=IK%6@2PiP@Wq!XS
z@x_~moFJ+q+m>kzZzTDKxA(GqsQCQh<(3oG>?<(x!!8@;r&*Kd;ci{LJbTQqS5#g=
ziL9k%f`QOkVTBgQ3utVe$$pZ7q{s5TalbLf6?kUy3ZTMlK*QfV?&TeC_^SQm@X=P)
zMco(Hg*JTzt)TM;2o3oUI1s`_xt-u3-b$Fv`&+1dqMlIp%xqrj*!==~NF&PH#$86Z
z-2*6sUy^+R`<xFVAPI+bzf~-y$V@f4{eHa`=*YDT6GK{NdS2^CnUirtJb%kQYOMu!
zOxa6gryupqzY#h;!Jf1=pJ$Bf3h=srtj@lo3zh_<{J!6D^TF*ynqj|S2M_#yrbL7B
zHCiQeXXZnJ4uC^Kb)-3E*}iJN>6VwCqzbETwh``m8S(S%JXaNP<<shj^|0UY<8On!
zgx^3YSZ@b_y(9Ma9mBBv>e_NC<DA%>SbYokPkd8l2cS$vr?=bfOY9pZmbkxwW7$s!
zTbB^**GrhN?VzFqvRo{kDQAjF>esJYGSGz^tBrdLCCbb=dHC?p?`lQRFl>UmdMH2A
zkoQswI%i{ONPGB0z4stF^o@UF_aO)Ncy33IdadDbBDs4yT6bT;c(Fl^F>`Z>MaW(b
zED=6t?vna^@bH}TbWxZKL^j%f8Sh_2dB#u@YhxIXqDR}pOlCMqP(=BIH9Oz^_y!h}
zHG8q(FZ_pmX4X@7?l~Y$K)uUG{AbcM&I&(68(JH_F`O_l9ynTqnil@_D;9wsua*b%
zZG^8tKwOuPc!9P-c^l}um+`^GK<IOnim78JY8l6jq&8>~91|P>?$ZQ?Hwf`WH>Vhi
z@>oAYuP|>EoCcUE#Bw=Es&L~rvoJ=l%BvDaw`JRjjI7~W4?fx4`gs*wqmk($%zh|%
z8E4@d#R5R&aQoS_qe|`%ZDsU4f}-K~C)fZFy#QXTGPL~L9c-YO$15}{2U_YlN0__S
zUYvx0e35tpZMKOK$hP~!17+eSV|oL>!Y$lYLUJtHjouG2W$;&MVNQBG<nN*#PWzR(
zg(Fc}kdRZ-P`E<PtC@mY>JNMyLk_XXPAt!J{b!4|OARy5X*jV5BACkaX?RUH#~Emw
z*!y9eNsSlR9K<L86EDiU_>{Mkmp!A&eA;zgwo5@rW9zYD|Der}3)R`hem@Unxt~QI
zxj+=t&u1RAgZ(^P-{b|)i$9!YcM|v2*4SGv(*iUVUav$f#3ophK79t(d3~<33A?g=
z`A<%3a(|&(o6&@Pc47Sn7rLKp(T#n;JB99S4LZF?zWcV3ghw5};<vpM2&JCqnXyZW
zpqG8>>M6B?;ofG~a$dsW?D?zkhw0WIIx&`husHS-p{@Biza>S>7JpF5E1Vi3szrf0
zqLNW}8`Og8Kb5wIR5tOWoT!jZhSX>4eD%|<Tdr@p;Xycp7WeZ>IGVeaQYNCM%a54N
zf~QLR0%|G2J!H0a($!H<5WnE57@b!RL~hYMp_8?hmR1c_-of@fanteK-aK<hNI_()
zfq!N*IPn_bdjtpR2SgqY@KxGNHetuPnTP#=E_G>*7RuA72=XE2GEbKHrM_{qJ~Aut
z@rr%j;0Je636%RPcrjROmWxp?sPn@*?bpm1dxRUD#XwHwIY6Qy?l$X8k>=P0CBS$-
zgd^aTHw!$3wf!^u9KPZC>GTKn80y_$#}jY&g7^|4kLxwi8UIKkI5d8y7DA3kjAy*2
zA;Y;Nlry#O=Wv!VP07JaEPApy4fX~kUo*yU2}RR%pQl_Cru_f}8bplIdHd{6_qj*R
zOn_z!mP*0+N<)o*kMeZ0nEbOsi0}?SS9O=c;~e^ND3*zWBEd5c{p|f)heM^HAF3bT
zr8&#s?coH_QZ*G-veDuVZccL%B%n$_a(so`o^@qf(ie(W6=9MBCZfH=Ght;SaEF|8
z_5r;R;uG){)Oj6_M9l6hIEw$$bcxYoVIF?~m>xka9xuneczqLnOJwR(OAI#p&}LZf
zHH!r*>HQzR;~}blhF=gM;6Oj-{%8%{ow_M+?fgn-#Pwqbp}u|mr@x+J0cxw+libvw
z!rxx$-QW(|B0|66Wj&W`^nmjcRJ7Y|o?O5utLa%nQypy4LQ&7Q<h}+@%E>2{ha3F!
zh|2v$HiV;}!@_sGY2Ur!PNP1KPXkHy`$;J<+3E*>1Fmo_&Y%63^x!E1)Q;w0{Bs5W
z;LFyb5n^(mr%>^K#;5k`8n5&GTa1kN=eo56Nz>k%k6vOT*NzP3z4Q5M>u5l!r=RkY
z4=||pS6X^;uU|>G!6O@r*I3o=YoWus_diwf`#4ZOdjq1XD(Qy`z3=&Y?bUly@0TXj
znYI&jAwN6<-cv8z*O?*a^YQ8A1aIDJvN`%4>l7E+dd%#V+C2{Wz#%imj`tqs$hhuX
z4Fm^FaMxO0xcvm<4dzy2KgOU4?oE)#F|k?BO=#(@Dbh(W8PJ%qOZsZ6N)BgiL;jO-
zGMU0H45<uK-2X~hy5J#tK}Z3f761&^3v0j8b|un4C%oJ`MrI%j?Tz1%3Di0o`MwL~
z<1Wf81h4lONOTDrNDMl6^7qER06Jf7wk7KgkqnDj7$%o-k1Ea)ybKc^da&@(-hsp#
z$y!?5PT4(t??*G4$?`tCz=hD&GJBxkvfDZKzC*vh5c8**cK4uy0AezKU2>72#0}dE
z09lseFo<vyW-I=?vJYARq>qoIZ33|EG|3e{)!C4vJP>?FH?+}56&IxOcOiWw0``7`
zY_3Jz{->aHm0Wba_GJjVA!%Yd2GNr+&_i4-3{00|pX34qN?g@Lybtj-9uod}IKTJv
z##5%bf7xh+Ex;fhCbrS`t-^cEFcD}|aKXyY#oVTP$!Ev!8`EWv+7eB|EJyoiLWU&A
zSCyv1x&tU`CHz?Xua`C@Kg#`mdPtT!j%!KPUNu^&7^vdgd^l_F>*f|p3w6zzvwrF$
zoj`+$%^W=ZRz@`ouqg_NJ4?7iTCN#n$`)C^))5YICokdua3P>yKp7Wj&oCljaLeJm
z)1bJGa`t$A4_r}$_#Bq=EqT$3!Db}1u!wsJ>5`#0%!Jo0$X2~!HilPBiWGli?<E#L
z*qHNQCSB~;+kD=QPfB-JtC!F8bwtx8<XQQ0{2DOe5x8;JP^~p6SYOsm{gS>C99ket
zpi@{A^Brz;vhL^DemL#7ihJM4pDqJ4T@GifcMzv=LRE45o~LNtUNil2Lvp?Ku?YtO
zJgP4rVqZvq^HX<Uf{1)}S3MRYcnEs-<6uzFduqKZcOskoQh9x?XqM>}r0edh>v)8c
zj9Ki_?5hG~`jKfu{U)A%cjM{O?qD=L>B{s3^*MuL$m_#;n)5N2!091%z>D}aX_rRi
zaw`3UTXA$GO&EY&wXUCXksjIs*5&cl<W$#7#&WuTQ-aZsOa(+J!nEw`9IYcb{(C$#
zTDN_Lf7T*PXU}o2V*Tut&xUy}1<((@l6#BjyT{ak#Al(@8nVmBcqK_;uf4-Lu9MM|
zK3>RN=HUFz+Ba7kf1vd^{m#KBGLlDwQh=S{?Bq4%3Nu8x0^h<DZq1e_3dHO>zclJI
zi`xmxM^JA7$=1E8j%fWgEUPnlf;7)lVwQb^i}CnQjtstKBwZ&I8ZOlecQUW~+P)=p
zK97@9XXncUtqeoIHh9kaZp15`+|#g3G=oDw`|{U#`p}wk&J~%;Y7|kvppo6V+jmGf
z8i31iY3@PVBm5EgzVshM^#^)<_WilYyqG*7zU2s^2EcS}(zQ9+pL~5A<ZanE#&JtZ
z;+1&@BxPYyb=v{(;&<LUl4f@?eXbp<Wd^_?r+t2darvZs_+b3dWHEVJeoBIYhcnY~
zBk%L&Fxl?F!>^Ly`0LmjvHY#)jlS82bTy5KLpYIZyq&|{zCi96@)+;5KP9p`7-UW)
zO$ikw9D3@wHLQflhyKAQtM&3@%u2=>L`15xXTBdg;G5NP&K`Wj7M@{zK1b%@y}mls
zvc!J>Ui8t~=M9^fly-tZN>UspO0Mh=SY>b>F~5!K_bWPld{A2Q?Q3P7I1dMTZXaj9
zRLWEWzhuPac!$%40Y|AI&>7+mFAp;F34#ehSeV@Xl*hw%aAA_>4v18~iT-eOk?Pd-
zwpS5m)#w49KrQhn6PX)6C9HaaIiTcJ`rsJMukiq{7aaH}9hT>m!mTfL;>m52PtR=g
z9wX`UcRt_Ln4O;Y@OyrL!*Qpr{}CkJ)D5QLstRZ5f#b+-dZ!KJX&wD*MMv1{xK!Iu
z+m6dRyll_yVl(u3bC1qZ=mGK%TGE$bcovfT6e*&m&rgEHuIY6-{8HcFhfeR`CaNqr
zzwIv0IoRXILlG6ylBZDY>U3Of;Ze2Wk^b(1@%ckDrzerPoy<A;WGNDw{26TM@Eq_b
z_u%<e7xTM<WD~#!kGQ<`wX{j|auGyl37Y_d{R>n_mWqYu{$+fVMJw)$h>K3R9WCp&
zwHvi=8h21Si9H5K8rSlc#xuLBX$;~@QvL3<&NE#MEFSV!K<vEA%RloCzIO>Eq>s@3
ztjh6B?J-F0MNkNh@4QcabR8a!kT5bn=jWQ;ikZ2J7b2@+!W4vzW#Z+0_yGl@WaXZ`
zdCB$6lUA=6w$J}ULo+_`<hH1XKN!D#h;&2Wo9fkf{kt$l288|;;U`h|4Mn^4n7rV3
zy;tTAgmnBsTZ4n!lpe;#)m-xZ?Q-XfkE?oG7jlN{GO<V2*q1P~UO)UpQsMi12*|WJ
z?MWq+7VcgYsfEcbiq(+Db<Z*Q5yZWKs5x4$@;}Z!y9v*SrscC3|79}udp)a(ex>{m
zLGF@-oI7<RX))K-C{i<>*mMv0->K~E!BhVx`u#-<G<iDZ4T?Y<YKJ8cnq1%S|0lgz
zs_QSKui<(LQ20nh{}{S{(VQV87Jq*J^;GS3DQWskAg+{}Gxg5{V);9ZOHm%CR`ekC
z+NoA@eQl}PGd7NNQ3Knrx+e>wZqh}{Z!#=I(CVyqy;Tl+=)dPP@F|%x0JvMJy=B&e
z^M)1ptpFSoT4!PQnnOWX)`!w_7JB-g!uiP1PJ>Sw?Tk3+18>$n+j;1Ah^9PC<ty-*
zm<59WXhPEg)*C0T(!Zpwm3>F=&P<Wo9KJZWXVh7ryx9wOK*^eRRV6`Z_?J$@Fqahj
z=1556wAQTsxp+gc%pbhq6Fq)p^9r;_?pQEdz4=t$oRd?^Er^xbtNMk~FzKQNSNhPz
z;RTI<%!o|a{`h_U+_#`**ho;<-l(<#5BF(t$t4<&J;_2)7`2k4&AB+c=WIjV5e+qC
zio6vxlpaoM5O;F1y-u@APTTZu))HjPnnk?JYumO0SPWAoXrH(5`>gJ#3ovwI*S9Z}
zye|CxQeU6S147!~(MQ$i3RFxToPE*1U7s2FLP~!4LJ@Um+Cn5_3tLJK-)%8m$l$A{
zlKbq|9KJJ8^;JCnYzNoV(#XGqZv^Oi*hXxfv<tiadD=T!c>0ztU|?n?|8nW0Es}hd
zo%f@8_Q6CnrErRUqdFZjhky~>G$`Xe3X6<~@DeW2m{<mf^5XZacg(@US7Fr;3>&^Y
z%_Bl>h9~b9$8=s&aHW2i$yVgaWY+0>5?1v0jXLGyAaoQcKUJNij!2^#b6?W{$Q0P{
z3(dg!e*VRIdx+C-^avfur>?aEknDAryb_#pAuX%EB#u5<Sa5FKL&~Imt9qd{?tD9-
zjnCrYZoU@;bb?r&`N!js7Xrhjw1TZjm)A0yl$w+1wVr1o6Pr4-OXK}Wh!SYD;0PcP
z4WV%y(jq_A?N!mtLwYtZJA_Qe=`QQT^rc<VV%I(?JdQJ{RryRlAgru6KDb=~iR+n@
z6?U7A;;!(6&R%G+6C4a;4=_m3F|5Vz*YG|@O21v1MP&@^!DIm*hA7og9Jmzf0TD-#
zI}11&ps)DnQzKkua<%twg`#qyy;`T#n`_2_XEu%YIld8Z8=~IO47!|<&C~)1_%(_t
zVu|if)R83KsU_<tjNK{SRI-~4ltE<m)D6Ho?_U>$6Ap}PAqtyA9RDP+qP19D<AZIS
zPnE1tXbQtV@pK;R#L^4Hf~b#f>#PhE?p=r&^v1p}tm1g3eSPm^Bcq#<xscZy{49tf
z>CF)Y{A+uRu3MoT-(++{BI>~#Ooot6?Y&Z<seTX9vE?v@Te$WVmCcb|5jJ9Vto&+F
zTH;m3QHACezU#jc`O=;KT1Gxc!TQsWI~83+TTuuRg~t>YvF$$L3?gL@VmoybuI$O3
zVO36e%`r@9CxRKg_vYJ-W<7VcSSRlfr)Z)bV!x4bwAbf_^y^TmiEoI4aWDVA4;!=l
z<Sw7HviUO9F5T-gJKMDklextkN&xX2Uic+fQWB@jPQDgFxTYVZM<3(uIsxX_Ljk6w
zFCPI;a6d=##KJY#m#?fWBq&Z#?gi7qD8I@!tp^+mi1xV0{DWjgLNv2o>MG1HZ#(ny
zaZn$wQ+NFw)zN>VwaugXox}{pjpK5or>*p!ncCzHgwp|PwI@aI7f18V=d6#1!M#a7
zygV2HEceBhVfEw~$&6@c--v%=5$;|vMJ;9Gb=lYL3XPfDIN-NQrjMDAodxeg34Zb$
zXs6U;AJ3{R2U0&EW!nbclJ*xw!)QyT7S+E}MV^UAD6o9BK^U?$`95E_qYC72{_|!8
zMyU)SwVGHtOA{EHfNmNJ{OS_!WD2*y>&nxWe_jvQGfW5EWHZU1Z{pkpxs*qH&$RfL
zwA3ZlUyt*YKDvsw<Y^S|DI8jC@g~4bDM&r<LB*eXX+WQ<;s5&l{qAO<!IvK41UGS;
z+;-_He|r4u!A8f&X2*TelIp;-q|*qi%CA>26SLX<;%W$g;QL@nzqj)=Hjb$8dDgAv
z-H3Xgp`8o$u@R|>P%{M`7#e=Ni2M2w5CMe$6lJmiQXr~6h?*+Q*TAOkfGwb&?yIls
zZBG|MxrpYw)s}m>vquw(?2Nu3NNywQU}hk)5pdBU0R*wKjt(^rmzh&mnYcYJ{SHvt
zXG{m}+Pf2<xF?JKUAuje&*zVvWu9VugRI?PqZ9Arj5Y}QwhQ4wb5LUIX6Zf~^+Mh8
z@|Pr&wgaU^$$S)H_O!tOhR1o%@ypj3T4hFCu=2|b%qaFyYw;ifdiP-U=DWbnEEIYB
z5os-&04oFLdAIb;aSVDteFkb4y33M#m?ne}#tswi*Zrk}#&W<Ef9F3Yk!8|=_bc@a
zq2H0~CZSwFX*46)nq0|Y>h#yZV5g9&c9ZohN7>8FV<#gNNK=X=bLYspPfb*3xI%`s
zGrKR;9Ml0v7g)r<p4Mvts7%eu_dX@0OII!7qag01UBR~Op6-jvfhGCoohy3^NrI*%
zT*ZCYpiKEoJ-?L=JWA$&_Eb>r&Ch7L&Jzft$S|7b^D!7hre6z`_levYz2>w>h23AW
z!F)ZtSBUkcoHul_z>uG!S7XY!XhwZEfV&feymMs;kV7HcT<tH+4CzboYWYv917m9E
zQG<$}@jcLsU89th-4_aR-7j0_D&KT!pN}`DhBCNty*+*#OtO*so{C^+oKHZ9#?t~=
z#Xgbt8E+$*eO`c1gic~KXL;>W^cf~S9g*1d$?+7yvdzj=s{T*BqTNTGGhq^k=54Ex
zn6lylc3`ktcy*n=@Qic{rE0PV>X?ew;2*?S)68}cd`m9mu=%Z%`f!?-WQB#X1rIT)
zX9(ic+{8T_+*y}GGM`8o2nzN<FV+p(^D(kM?vl~U%Znkgbm8ten0<{9(l`t3RCT#7
zm!rR4;5_W`+?bs$2t3Stg2A~57YQZT!d>sU3Hv>S1reMOF8=Xsag4Y_A=czo#+qBm
zW3ESjX7<MR4bqRL_zR<;<~hjC?gWBrs}loWe4OKFGR|q%u=Fi`Dcw(0a*+I}z^*F@
zX@IdCg8pfN!HUHX7|Emkjm=uN2Bec^>%PM3=Z>pnkFWJ+)w;6p`*~kpwlVs4@e6-V
z3KLB4WDo=;v|*hZ!Qh1w*?83r2G&)Ybw0g6nu}ncpRTUR&g$va(&gB`pxx_Go1`|V
z$YLIu=+WQ&HmA_PL%T;}EFM7Q2a0^Lc$H_5JpSw#84Wj#2cZ~&W{xmIe5Y&ejP5tX
zw%g)fLCO3xz9@|-7VXI1?(d=Tt;oNBal61`qN$r+$JL8rE=&)0efn~ly{HyP;hij?
ztax=V7}!+_G-uNGh~W^iRFC-$bAr(r;|k(6WcJ8BC_=--@gPx7jpFtA#K_KB;{@wT
zz*Fw;r$8&ZoOi=Jvnw9L%x5K_>|=(aNUoQ#li^AEzFf2vD8Zh;oU<oW7=^)%eS-k8
zp*%Y}zA>Dt)^~nLaZJ(;a?w0Mno1<B06x$V16Z{{g@pLl?mb`bsGgyU1<AP#id-Q5
z71Q!emHxw8^+|{7U=%&?w$7~5(RmOxpTQ2ESSmq%!_kpH-n_4IQIpSE?s@u$AkVtH
zD8X2d@UH0I3+|D^<?G`n-Gt}S26$p0vD33i-UH#49?-oL{bSTC04$@5oiqEJecv3e
zQdeU+5szHF@I;z%KJMOAjTZ-KWJ83KG)&c)nanlA2k)^tooa*LQ%RlO18peJ(=1A|
zW(23(A<6(t6EDTCIwgSb!?{T;5-=X=qvN>@YH{`8uO}=l=mv}W>ov?6S2P86A`jm;
zZJO*a33IkdqI=zAMdbif*%GB4Fe|O_>8X`@Lm>X~udy<|B{4?Rb?*240(vZ>c<MwY
z&DwoiF8T(WRI9=i+cI1*3P8?zN^iG~{8!fPt5qodET3mSwcMe(TSU{VThSLUAfS0m
z;-xC?jo*`dermn;X%9w4E|>68f#UnAkCu?ChMFwjMspzR;%z-2r$N8H-%)3r0LYYt
zF&bS@y3YH29&r>Ey4Fx;cZd@9lmIj+W(e~5Xq}}4W-a%k_HKj;s5S6+jsUk-2Wg&(
z$HrpUBjJt=i<43KYgp&?F!A6gZRfyNJb~J{8OZFP8R(&+KNN(H3UjreHsFABv$!Rl
zk>fe3y{2NIM~fisb0-0u)n@|Ovy*<0A*G0{pSw|NE6J`KI6U!jM^AQDLHO*e$nOqA
z=k_2++3M_Pd+ylcP?_O9T^4NH{=pGf^Qgk}Dw`~J^H0>P=QmwH+*XIZ2f;PW!zgaH
zd*ii0#ZAN=x9=3znOB|2gGq&9yziAV;K?g9y{GTG<f~d-Ls_U<brFBszN)yT;0nBH
zWpcZ3$_mqbRpvX`TxiuDZx{dqyHvDi;9)<gVzzH!0;-(e7R;V|H}uaztn%e|d+=(J
zU%%H26+uzh^Dn~B6#FcJa1V>pWMvqyg?hhQtAoFW_jtbGP{5q{ufMCkfdg~Wd84*&
zifnZ6LSE(?tHS!&yy9zbbV<&wNs9b-ImKYtIrO$w6TB?vAvZdo(0JnHS10=5J<p-#
zhZlqo{4L~ysSj+F7^~<EyWEk1*AVM|p*VQ-TL{2uG<!2=O0p-(+K0nF7!qK-HF;W}
zP&m1+ABmsx;3;7$qC_PeUwa`(_nJidy|YJg<;7oiG9>_^tcB8{F5YNqjF+stywLp;
zO#z5WDD%;IeC+95blhWojvrnnDfztoas9XDz1<ckKCnu)4zqeoo1r_}b#nXzD9xl5
zc=TZ)j-aFR9ef2~mMy_jNFI6)F#ou6<TW^M4<2eF+V$IjO>o*z)f3p&Y~^nOgkJQ3
zUt}({;RU?CwaK{Vu6fvpF2RHNYzND=VQmkR(QL2s;YMyke_Poh2wuHYU*~J658V5v
z>0p6Wzju+jhWj|Iw%oIMy<fNQFEXD8)(2=%XX84M-MM_(ZW&O<gTy7?=X#HI`=Gec
z5!v_CJ-#_7)Kwy|8gTcxQo0MlI6@h)05u}<d|Q~rXAi>U!%qhL)Y4tow0oBqofpxO
z$@krQa7T9l2u^zcdvBmb>VjM+GoS#kbM11MgK=y9j1*v8_1ixWA6p%Oc`#)DRQyF)
zsUXewv8UCtd0m`xxHnkqf6tDy)5bh=(;aZ-KM2b3@g?_)sr@h@t0OOROcMQBS&-B{
z)s$cFPY(5ytbvr~xXk$;$Gk)PMIEI3E-H8U)BA(107*~A!ipnWIsRcgi}Vt@m&5N?
z_=GTXpbXx6!R}wlJ?bv0spg|Kr@5r@6PJGns7qU!<QpQWfj!v=&Szhxk(mXatZ`z#
z@IG8tA1!^&^ELY%aRa@=f6Y+kRoe8t<eR8Grvkd(#o?_HO73QI&(v!E4Nli@;1*{V
zbWa>o5m_CAuj%oqfw&_GHN2&MGSoTSCWcgOBkt+K8Kz{@!(IsW{3Dm2rLn_)h0!y5
z!B<1P>?^OnmvwpFd*3tWwg87%QulpVL7<)sJgcCInAUA-Q|<2}dU$sWZ_?_oOQs2x
zQyL$YZImnd-Lykv7cgjEeL1-NNT68yZqSMQ`ijo_6|hn4^Wq$@r`;!j8=s{`1=3eD
zTuGo7yK6<|EDEo-ITlZb6h8EDwca7I&(su1uk$pFFLTdudVt`qWy3<i{dUhW4sue(
z;R6TR-|HxqrbrleYF#cbgkFDw&6+4od16c2I(u`sS2DE+*tw^NdW+r^c+l>o_S)s>
ze^^mH*x^Auq*zw1<;`=c9g>iC&5fISJ+U#YT4KuK%xi$MxCX}I=X=X4>UufpFD}Sm
zJzPCDn*=L2cnPT|G3<*y=L4`^B^XZ5F<QHU=m+M#vy`wHP_Aqrl(qTddkFURBOSj8
z6oGe-<JF%W7=Puj*V8GK>ML*03v|l7z+)i1o+^juhko#B2-$0de&2A_0RJdk)u-DW
z(K6~^!s7@Sv0%E;X$g<9N5|)`mzd-w1H!`{H+<y1v_0O%ZY!*GO`V|ZZB$HBoV~zF
z$5-{UYrSwH87+hR{pRrgtpPf5zkAzlJ=voVLdlTzAYoVj%Z>ntY<cAiitpe#L#<}K
zjMqj`=5z`)7ng&=#*ja__jE{{Lt?t!<9qr1IS-0AySj0;yHia8(*sogBw!R!-&R8W
zvDKdJA}RWKXrf)A;O-(7TOdWv(>8)r&8L4SB1UQ{!e<084VSKj!Y6c_E*ktObcgLI
zJbW_2n-AGWig{qwU-iujzf{54CL00U6&5J8LP7pcE0!N5E&9*dxZP8+NI~=ypu}*L
zHl?Xkn*lgk@?W7CJbekr?J`?{B>Q!F%6VNqqDA@xE*M{*g;t#gS)~oEYqfmfwSXOm
z4RrTScm);jLtS1kcvNR3@C>H)bV@Xjylx|60zt^KN1hhSGkG_^_A%ayex33ORzXr)
z&>Vabms&%>ZBef6)JOPJ;Z26*@A<ZOd9PpA``ueKDa9-HrbpzlPgVAd`WPJGP<OB%
z;F3q3<?L-90iv>BSVkOz01$XZ^OrliaUXoCZw$Z5=U3(wH1C9$*`ht?D9jny*_k{7
zPKG=P>p1ad;J>o3b&6a?8oWB@`)gMM+~8~@f-1k<BJZZ|n+$dCPuS$_`?S|-`fz<n
zZ^vSyQ_leBH1qALHMF657d<NLHf66@t^77$Ai<wv&x!hHH1<U-f&JTdQCPw(<TEr(
z#Xs6-#EF+NIAS*9CFrM~3VO?=aHEI2{!V@z<AwS@+DUtxaqqaKhAye2N(P!5I(IXM
z-dpU%+44v7E~<_cz$jtiGQ>ep>z<@KXW!-#;-ySSo6q|Fq8sxIA98Spm7vPj0tGO}
z(K2OY-mUb#x1Z)cy=`42e2ff0!fw5oY5c*-3Y1K;b{5^yUYXC?0X?UkkR6Athps}k
zFSKk`pCwLt9RFkQO}16l+AYziImH_d5D<!jfaIB^H6&34BvDX!`smE{pHqt#m0OJ6
z=9+toiU@--zN9DGx742ZXGU>x=tErIP5fE%xbUQADFfLAva`SxJ+~$UAkno`rz>W@
zcOiQaq%$n%t!HJfWc?Zik2-ijFMPjF?E?zf6Q1lN7bXTn6J+R8g?J&Jv}yuu>og;l
zG20RYRVS{4MT19wed%iB*k}Zs^16yZt$~-;yrZlyIu7NkWkTG9GMv%Uctr_nWdObZ
z{I#6g<CXG9AJwvmhxR5Ut~$iJJ)K&FDkqxs&>eRze?Yz$8?2Ayp+b8E<be@9sWE+$
z75w1EclrrgmlZ^2{Y-sLD*FWUK6+0rG8;HxZPF%2l5t;CGx3`1RS&m*Bc1HS&4-zP
zoPa{rT~C;wN)PxqQY{&j-<f8lJ+_sg4oVcCR4X<S#R@r)ATx81jr@sN`K5rGpEZ<~
zEvx@??{@NScMYKJ)M2s_*QA<1g17PLykz-mQ+;><d1mD3r{I(0PjzpSB5I%dx4Jjb
z{Xf7e@wspWR*&Nj2M$PM^OYa<%kJ|P(vzA!p`ElfzO=KxfB=H3a;@3=fh$((v|G5=
z5zIW+?_&k8_HzV;P7iwOa<46|CQgAXyMw=8pp@7uupm<+>urEQ626HekaYJOAeZRL
z)05m<9YrS9<1SzNG8cm=EaJ>g_3XE<Iz;%3y~HPcxQd&hUX`5n^?Nr*@3*f4A+cJS
zbP$x_+xDmQqOPyvHXo||wAb|S+^uc--|vr)6-}=jZ~#wN3orLD%ue2b=E^*HRtvFZ
zNLDON(t2N-KFv`uF2O^{9x|4p+VWc~6H_lD&P;TAn+HF9alq|<3<eAwTqWocfXIsO
ziyRT02RIF3HHe@7;1lnMCut@bPX$HL88kxwV5MApJ;FRQ7zls0?lR4w9yUI<nh%wT
z_Z7{?-8-B;U;d)_e%&*l4lUSf@HD@k7QzumO^u&|JDB?2)u$Hm4OspeWXH`ui~>QI
z@fJ{h`I_`Q^0@`Cfrl%X2IDE}wD8LOFh6hoXEsm=xIXl~(Vccg#lybRecpVA^A#X(
zye954AituYuYm<sWtKy2=N{O9#w<vx`cvO@9;pLlL4J8AU-NbmJhUm@a0KG0x1^II
z2PDKItC%+-IQkZo%x_L&aMsS{5Vt1)1+pnY<5Ax}?bWA~Q+I8%3t=v`zXJSz8NXG2
zwdpk_en#gMLGc`#ImcWjG7c7N%DDkknO(xEP8mhN41raKKl-ka_T&q<q;Fre+13|I
zEce0)z9unRdkvyPM^bLaTLr^!=m{Fn?ysm4_4~yB>rb5efu5o^oL!{5GF(VghgBaH
z8G31ShR_XjTpRfCJgRLZh&}D?+=HNEFbE@`IT>q9vQJAc>FZl<_guSIM!1$i={Gx|
z&Z@?vxcrtsv`F7`244d61j+(5$tTVr8lqVGKeWTPtmxdF=H|@6RE@#HA#hy<N3FX*
zO{y<i;j>+7^;lF8DsF_|VLz6@&Pu{Te>Q;x-tyVhKT{p%>@3xsS%3G1AwCyMql1-)
zL3NX<n<ie^yn!~C9Dg5`{DnN-q`hnTZuz`_4Oigb$viW2(X6NINIpUSRs7$jpqr&G
ztrt+FpC%B8fwoq-$v+qP&q0z2=WbvkqPQ(1OF|%(7O$jx)rljXP{K;T$onioZC6ze
z^u4MTxIN5<uc|ZhaHV)O<e!27(xWe9Zr0<q3MDVtAU4A}2gJZdfOp}Ro`p8HLk}4M
zzI_q|1;5Aax;60Gau&9A2tD=?Y$l6J%}97+RPJ*}G9r%Cf~kX4)qdJU*U-Sji`@O5
zzU?uI$8?sreaz1-GAFd{P?b<b_!diVHAC1pk`6-YbrSFWOfC@UgwjBwl;~<PFf9D3
zV14=oqhLqa`<%T-$3*IEC4dKiNo<AQNU}a4Gqy$Iq5c=ic#hb>(|uMb4!QRdbS)Vy
z4fJkcvl%JoZBcyXT)urMYkj@?mC<_Uo57(wjISV->YfPrafp7_*J@$bJ9ccLico5w
z#Cpi0Q}ki$>E$v@`h?J<pOe1PX}-9Oe%Qd}0-p6J`Z!3<!PI?ZL|XUptJ}6~c*@HH
z>ub0C?iFzwp5)G)Q0;mv6rF3OFY&%xQg4HsN<pk=@C&f>TXForr&+CR$f~6z3|vH+
zeW>trfYp)uoo}S8eNKKCz+Mv`Vfd!}06PCc`MxJ0jHW#dAfm7bE)~LhE5AY<Oo0IJ
zjHAhpx+F#<b}K-U!bv`vC)Sy9R|@@xw@q-ji*MF7N;7UUU()HxViJ{Uxl+#ih22Pk
zg=-$#Cf;|oPUIf##z#NnkNP9=#C<+|7zDqf(NT9K=E0*`--DM~KU)@1r1@5_ci`Jh
zKMB)^^~u|KqD%%#UjbL^YX;78mc$(P0=Ukdu!}PDHg+}{@9>a{nDNto|8gWW9{9P-
z#5N1QB!p`d-w;j5C}|K$+~s(wX>He!@_&!d*9xrHKp&2m=&A0}lcEg4##kt{Hg`xt
zyI($7H$f-3HXE<x^qtz$Xdl_*eu(HV^hN;32F(R&PAF}BkmnKcz=9B>-(e7Epxp#l
zB%tV)D&Y){bp)s4<(@|qG)@k_!${RWw?*S;cHvia=nr^=hfm?5bK;misUrL7?ma7o
zLzo{plo{O#UXbEG%n#OEcQ7{g07usVbG#JZbI+&%>&-42ef>lif`^h<c_wpcKeLcX
zp<jakofgPnBS8%&ymr_w)S-t)%O1g-N8x*?{2!OuS|yl5aEgRyhulA;u7BMvMtV-4
zh}C0#uvP&CM|#fQ4b-`7b9{Lo6%OoWJp0qFyd$k5_Lj6vlTSMv*8&_Vy;9NpTB_|^
zevR~Sz5AX~+M(#A9JCs5zk$7K%DhMTETo@#e~=EiZONYvz3jcsEHKM<J<MLZW$+9+
zL}hwv>83gs_oimO$#c(X_iFvT)5v@3!q!R`*F8ZTdb^xuvH?+9=olN)O2n{#2+_qU
zTH0%_T*Xg8TsnaodE*qJEv~lQn)~LF_q}I=CPlbUZ56Z&q!)?vCfnQdL+@2T^I6|*
z+d0BlFLq9Q;5miAiPRP!-j|}fE?gS?l6DJ&47$OeD>@ICz`jA-Q6N%wh6@WkCJ6yE
z#Q8Vh+xZRNIr~c>-vy#H@TfL$)cZ0QR9$tsAz9eFRK{yu0VPskPWc-1;Y@ekr?LhS
zMO6$x<#Afby-YOxearB8Y88`wzaec2vd<6ECzOBGr$VO^L!X&d_@G9ru%>K>h0gFV
zYl7#2D?@f0n#1_$_v@DuFU&d@<vig&7lt%FjnwH<4@&?23B2t+EXD_U0z@l~J)l}1
zKx^sy7?mrsU;#En;;^2$_XfLIEnl>}2jir^!R5K>51jsI4F^y3aPuyH2poW$GqFib
zEwhF-)A(%dLmJ=UB{Hg9{uG#4NpmN;AD-q<a-d))&{ZW8Nonk31m8P>8H5nE69awQ
zj_rOhV|=lf-t>dRJQ6Q9{F?BX)`WO$&Eal8qss-IyV&0ZI0dfXiFzBGJ4!?F{Xlh+
zsE_8w0tlaz#QlVZj5&v1-5_{gbNBUJ2{Po*T5Neu($q&Fl{2@yy`rbE=fU`qhhrL9
z8m1RW#_KR2E$w+iE%&(WVh=EAxMH0I^*))3ViK-O=HI0eEqI7tKyNxzGKuUTz$G~v
zsk?LYkjHooSLyJ#OW|YgK(d=G@Q)ttGO*oXiX_9BvJLfeK3G}Wq^Le-3tnZC;)*&H
zAi%IkN`}6q5J*je9vM)3u9ps>^S?7#M^8xbKZtshz=MtBSvp<c<Y{ofiVytZLOuuE
zY~P`nlhEKJV0l-ddF6*(rCeh}GWRPY@qlkJhvGMl=j{jNCW6t7tk(#9o8%NOdF^)Z
zc89mOMBFY9paDN5FNb6QK$#WCfeK<O1kotHQ+j@@?>DI=bIGz03<C-*R&dvepU0A1
z?^IVO`sYCu=zwILut1^dJC+$L=J0^?hmUxfh3d)Im+RD=vx}-9BWsbz<83e9;FE^g
zfdXcU=~sT|9400HJw9*0&rtrMYPef$=ufhTGa$Gzg#4Lmg|II0DCuEf&5qXfa)VE2
z@j8DhRs4*NXMYb_l0#jQpOIeMXZq6^=RhzIUW+bj7S1n8jK?|O)aYUH7vQFrPkoYz
z2tGM26d0D9!&kOz*y$+l3`rr;Y?z~f?(G$7yCFR}!ac3`I2UJ&XfxcV@)Cow*E{&@
z_&DtA03-c%5!uCdM(cL`iBH(bf(mVJYO6?8rCYbvxl=#U0O%$v$4)?gD}6;*@?Tdb
zasTwb&(HSO066PISOAel`%Wk^ITJtobQ5OW&H8?HGdIqb$>~p%=<?QML&I>s*d7{7
zA+m28ZA4<PE`-A;cp21XTh2^NeSgNqK^OHCLI@hq+OPeFF})ZzT6i;E9ZnH*QI>)E
zLhJ^ahR{60uuPN`rlVP!qB$CeY^@*b9(>ZTB%cn>;|5bx4k{FhJ0mFDslvChc@~m!
za~$(@c=wgSJo5R<kZH48@0hwo?4rj=6JI!DXojU8*?jBay`hW*p-VGtHYP7DGS2Of
zEu||2sAZ#dInwgykNDQY_f#!cncm->a-H>8ISX}^l4il#;1=wt7dQ~n?Tp+<m6gbG
z^iphSX4ad%$f2Q(uy$Xgdb~FwP>DSTI9L}$m0BqxziM!QKCRpG0<T(lx3Z7SQ1=*R
zp*B^<`4aZ{zJ-}F(I;0W9@7ahGxK+p9PPKCGCA<Uupm4CkW6&Kwe^Ys3Nz%7lZS+c
z#Ix*g&k04iKjGp<_|Vz37L@|Q7404MF*~i6hSu-+;ga!re*x33dC8s;Jly+2-S3se
zM&fdHmsD2(Nko#ocj8|sLU!geC%b$TsIsF_>;t%|(73UA42pI|YlbvFMdh4%{);W9
zO#zwnk!T5K-m&ZZ>$hHg<(<Ti|EKG@q=AX<Q60faKy<meqJheHT(nt;f`fO(Wn>|W
zvme$kOA^hv5#00T@R>^;kIVu>3RC1Ps?LuC5dw`d0}rZz6NYnfWq;Xng&^=dOS#9H
zPCRGff1)O`m7D3i#?|%q1xoe6nkNHT)D_Cg5=of8tW=zMo@jrezh?c*g$CV*;i!bu
z#E78Plnta(v}4IO82iF#6zaAfM602Pw|XBgYMMgV^6Qv;Xl+o68jZHAb7XO`g7LtR
z#R8%db*k>C>S!9w;p<gd$|7Ktk1n0=Uv)+fOMCZwEH>J8j=&4wpf6WjtMq~@rwC`E
zGgJh;Egrme-5Yk@&)-FGQ6-JIUfkTropO$4^7YxzkxwEzJ8j|dR)5FXxEfz+Wy{<+
z=Lxe7Nh$`w4js+%B@2W5@m@9S>%So6!dgnz`FdXY@R0t*&=|-Cf-<KR<q%ueD{Ab~
z`rD{^4|Vy610ss~`WLlM$cb?@*uI8)NL!RBf2l|5eYh|Dt9u_pFVICtc>Cvv-9I!2
z#S(<FzI^52;~3rv&wpDHf{-=9J}z)sk7643u;8CEb#X*rNw@fz33%xFUQBQaDR8Ys
z(LINKo@jeppa`4zI(;uEV99})#Fk_K{v3F3iHsZ_P^jiJz~9fSr+at)@w(=FSz<rp
z@|}{<<k<Klb$gx3*i9y`yN0HE1HeOlvS&Y=9>Y5dU-#fwRqw5vK)L*bFYZ!7vh8Qy
z6O^hPn0>wLp_<WRuc+IX?C0vf$L@f}5KUYkm9*cm=hLP=@>*%1Li|?N%>L7A$>2ue
z^RkG^5CveIOW{VO@CDPtbXA&<TEHC446S`O4Pdf3n8)WIA03Z>t$Em6RbSTh$uz>U
zA;ez-VC{%!jCkE14-$-%@~%mm=IddUj5i=5{2O4HxBd(;7|>Jc6Wnr|o6j`-n4Kgx
z4@daQn6C-lep|4nLj)B9+{Ilc*+LV43vfFyZe_$=LwSmjuiF|kN4@0&w3SNq?di@>
z?N7d$IPwJGWQuz^C3_3)Wa9|I2ie1U7HX1Eio=AypGfhzbh`Dc7(ykltQiKiHN$QR
z>^wVj0MQKN@}5a4YW~5kfr{JB^vbf;!%MoX1m?!oMf{oVm-PFLh!J~Sgm-QRr<;r!
zdtS+SEY_TCsk3=oJrSNu8CO2z_EMfF;yV_#`tTsxO+U^|FgG1h?1%f!;^lFc-5Y48
zr)tcrDm%RP8({Cv5y!FO#T|bNxun^-7z_)SdpyxmXEr~6CYCa%=AtjwRlSH`iD=^H
zc@?!#ivE=GLrJ_6wdtD)jDzU6PPlWBPRtbD@1H#ZP9SXji&|vg@GyTdOZ-EH4Q0fm
z)4bdoQQInt?FyNamhomqz6#ngyk*(hzxZ~GB?(CKem~Clc?UkrEay7aymmu4w%POY
zes9OpeBWe=+1qy<cCNw-ZzUJl#y~smOun+(N_t4tyhMm@Puxx4xFx*lwbdJerYg5u
zu@ng4WnBG$DY~^oVfL_H9$u~ZjW{gkqho0GwZCoZq!#m~_1br|CzG*kws2*gs&R?|
zXorT^{O&Ke!CsArK7e3xMQs=LED7$+^~9gyycu5TYy|l~Wl1u5;FGS)rECD+_*#yw
zy!SN{Q|q51>e-(oe35i%)`oObtOTS8r@4p7$?@4uxX^v+@^}Ce?&sU=M`HS0==mRA
z@yPogEgV|fWcNh6XjHiXU(6iq$v;#O>wWP<Jwnc#o8GKOhxdS%G56o3-gS(Y1Sv6W
zJ_?*k!HS&PgGD~TTscaZ;Q3d3g*^~dmA)|9TPJHij^E=4&CI(KyZt2~q*ZODvP(R)
zJ7#xniW(tK8tNdd<oDSE`wvH?K-`cfC^*vLIB%fAlb(=w)>HU;AXRiPToaqrc)J?n
z^%$Sat>x1(A%5qBe56A?=yow68A&As!7^z~`&-u4U<Bz(uC_k`Y3rllzwrEq53XtX
z0kMZe`xQIwzwkCrDhhH1ly!~d^8P*4zjzN?SC8(-RO9Ay<S?SQ)^$xFngiK$kLuJg
zCzHBOS2J8Ab30V0B2NLm>-i@#u<frgD$>(zqy!mM2E~r#`h>!!7OqapZ(A6X^y5S0
zWBzn3YGtekQArpF;y9V@j(^T%0z9Or+dps5MN)Z;aE-ln7vW9$`?{UYEYF6IUb<lJ
z5z^y>-LiFB(_>#2P}D7CID&u9+(lL<z1FI^6+uSzUkcMuQ8pODXWz*adQ2}%YEgad
za5g}BY<Md6Ba%gOXur*+yRl)=Up8uV>?<^y{0CN>!36Tie~~XV$i~vzS`PqdYJn0o
z>9pMDp$tRbgHqZr%d1cQYZ1b`<0B6DNeIuV_8r5`_s?+8F?<LlV8X%KznpiJVIU*)
z5vUVmR|REWFI&iCA<eUw)`J>&7yV1mwDSqhseZu|<XVoIiZ?_zk~P)F2tHLXRI;vz
z#LT@W9dK1R7}H3G)c1|k0bO?A`?A%qC|W}w!GU3q_SD~=-ehDPco#D~O}@)PiL!=+
zx>PjI`O58c&vjb567GUL1*Zc%K7bS^p&%SOf71kXf_A+Dd0*@P7=UwEu6t@RPSRz(
z^i%va#X%c}es1s*{tWu-^lmlg{e)d&XEOlm9RWc_X1m`O>D<43SQoPt9Doah1+JHa
z#UE>ZL?VW#B)3w@;e8v^Rl^DrGYLH;jz96Ez>vo%MI9nMEj07;trC}s&Xqb-v&qlC
zhQ?l04rp%a^k)zX^1)oae*xxvcrh6exeOh4opY|(vbTVW5(tf%Xwb7pKfjaT#XH|a
zaZ$RHEr^j<%8#44Umwj&6_zutBh~>u6c=8eZ$Iq}YpS_=3{cL!=LI=z*6|{Q={4n{
zErs&u6ZTNmJA~9FGq~B?>HQA%KiE>kd~P+LA$Akq+&%L!K64FC5N}^?k8ZOM5(57u
z`-l0oRQbbk9jMO;DYk828_LGuiH+glqynDwsyYk^#n6@OPWE2MT(2!#j&Mo_IlAW`
zP?3U&az_{;<}FQ0yBPA59@*2Y<BhNQ^!zTZE}cGwW4Vv`d%Q9LYo#hFeJxU7>y;@o
zy<c-MQJ$h!*(+vqnaMSo&7s+NKKUkj%4{-I-cR4*yAdjK<npAsYI%F*@&4Wy<{jy6
zkB16sbtL3$7s@>tuc@&))@{_l=~h_vNoS@cCf@7=hRD`1)J6iOW%~0BikpG(Pw*_6
zhkxJJFP+*8FD240<iHWyF%v+crGwr#AM_Ac*H4ex4_f5wDGZCBIHYg8;kCl~<Tr52
zVJC4scFyTmFf8#9-asLo-vtdxbvVT1SSy3$_OO`Q$>=f#vAB4j%XG)l*4d1ppaRDg
zB`<RSJg6|VvAVn4cyV7Q^zHpn8n`+`TRs)oQ)!`x)ZJgrVSJ=BSda@2D>-%)jK+{r
zgEcWQ&<$dIXiabGVS(%W7QhK|M(l6EK{{h&y+<>F%AsI!SA9t3-TC_rk+e$#t=f-r
z=0`TGepbc1=e_=4xwlt*@Vv?qQEen~gWv;~2Q{>z^DJrRbXuzn=uB2ewE=!;!Yr)Y
zXD|8$_{XSrl1ETVqc^sA&13g#cWpAlFWRf-v9gktC+@gjjJk#W2-1=9va+r|#&Y`U
zLmT9>Q}T#CLdmb^<WMNn9^T0aWy3vS{4AH5<}zf!uYD$oKz5zt9%4^r?El_Z35jcM
zIY75VC6azYmDcFWeW`N#-Ht()#tY-|K|-6nZ*?E}+;KH$Wb9yO(F8S5HAP40n(i0g
zfJ^k$!R68(>g_{ubKaoeSgHAZK_>cxY2VgJ#iGJ?#B1ot4N$L#1H}72KHU$Xn7`{A
zx5=Ztj-ouwVWw663ME1Zlb@Ux8VMlOe>Ac8paUfA(t%Vg9AE?1ov&lj9=^r)KIJl}
z;2qDm?7#)yy!Sz!_UlBuS+tE`YTm4~!?f~n&M^ygLGv-Yl@s022$EK3D%7L5&4KwJ
z0BDW@Q9{|9#j_}1KA$GJ-$vlRA<{&7`y@7Jzv#z*22P)^4ulA@0wrO!KHN>7WBT!-
zV;sl~OE-h9l<QUzsGlv)&x2UJe}j1uW5eggO^c)TWxSkV&=aa^J~+jC0qE(i2VoL+
za<#z@_A$Os<VnTi)2!%%TJ7Z;oB2H$T%`3t@fbahC!T%a->D}w<NUFHFt7zZUGq;M
zpRDjUK_4U|(602Wn&sCxN%D)6EU|NZKmd;2i&56{K!1q*rbiw+ObnYmZnr}4E{D6H
z=wL{U5KeYS%_#U9%6Ffu(W*Uv39>#KKoB#Fgfp3x832_8iH*>*KnGC`;`pMNJfP7?
z)cXw`Bt|(Nx@V-}k#I6!kQ=`$6iVmvLv+ehvN|XcfOnK}I;Qkx(AKJ>%Q`*xC9~Ws
zXpx=Q);s+X;V?)vg=z+GsP;jT#p|8kPkJYw;JM`c_n0IBX9=bc*QqNp8`63}ty{!v
zU1O;4qJ%*%fYi}DxAj}czd;Ny!=rn^P^b5mriR(!cuqgj8L2av--o{#Ny%-P)HBSU
z;_MD?w!I$IlR;_YK2|?l4nfdL+sq$gRct7a?7qN!XwxVM%3sEQGuUWw_oaq^B93ye
z>85haEzr{uINj?hOax!#-8i)Xt}s7%a|CHgg2G9WK5y<YIuwJA>nB;J{bt7x?3?!`
zYI;8p)8T%&Sj$a1sw>cI1(cQEBuTNC??stRo<>_(o=Y!REbb{-7IcNyzNr&5u|bv+
zyGn^3wXt_T#t7E0$Hj&wqo1Dr?-$KycE$Wbe`hU2Ocr?=KQyZmR_?j+!|~$9YAT$q
zLS90vZLDZ7*D=IC4;}Ye9s9I~^0r5C=X+z@ugd|Jde0Ynn^C@Bb?&zZ-e4Oe4HY`P
z?4YmPDAXGOp|>&Q)mo(@vHj@Dix2x&%`ZAEJ!jZJ`g%}l{*VJ68-(SDhqekqP$L{f
z5ndf-2)to$xIBMTF8(jq{5LnfKl7*OE>ND3$s)bDqf_q{sszU<%V*}dM_YDbJ*!6^
z<|0=!`9i3#@Z_d?2QTZ8HjX2#ZUZd0;FZ5zB8+POvpz14NzcvG9UACv%Ecn<68Dp<
z_N@oashZw=7{RQi&w6Qw>z@@oJhUUcePC*3&lvB_y=vF>voHGl#*iw{FQ|FEcg1)M
zA;g~9d>lM2Jk)Ft?(i5s+KU6xmm>zI+<Fz+IyPVnma9czTU;(AN|3{Elt+wMu)#J>
z?hq*%RBs=M54Z{6`($Q6hA1?8pF*eo!$a6%Or*G9i@s_abt;wvA3R&(Yk~6&P8Oah
zJ~3RybW{_B?0DN}l2^GL_Yu@ylDf8|TM(bXq&+U_6}m{^)Ci2$tL1P-lr2*nYIc<k
z%x2nCR2_?Qo8;}D+DFebyuH&ms6Oq5rC$Yri%_gWTvtBY6#_`(FG}SrNh~ef*+6Iv
zd(bn6Wj!6X{<a6yyadAg4&s7NFxO7G83OoL`#<|h#8<@ZxMmGb#~^PX7eg7PzHe}X
zmzisiF84_^++^x~KbC;ZI0FR^?9;tzJez!{eH4w4eQ<NX164QBbvp$mcm5erZ%1+>
z*?Nj6t85M4AcXtc!MoeFr!%NKLuxVwz#dOqg!vQ*5h&FY8j=;abfZ0RS1+tX`9hRw
zpH$G$G&A3VK9iG1hEKK7=hD8X?OOE)ifnsQ|H-FqbU|IoJdI^DIE)OR^FHfP<Z&lH
z$Op)*{JcHpfC%Mruf}{!`SDc~OF3@k0k#7B<s-UmWp47YpBdZhHZGQMr=r#I+Q$OG
z*6SiI5#*0VhU1_*^F<Q=t|k8@)JF+zI~nf-3`n(ukJOu+n*~Fcp(5rW7r)+|5xqhG
zsnRz3I~F=JgoUi?MR)x=SWIYS*JTeRx-V3~wJ%bo<C^Vt9U0>4+j@nG?S3iW;`LrT
z`QzK}@jBeZp4;aIYRU7$86LJg_t76-@s|sk?KSgt>FJvSc?ZlwHol>h!mjfYLn+%m
zBy@@pS4OQny&IKZAQRM4lLcq!Qu*B`D@@Ma;Kch8_+#>Y>YSm>#>n0FGn<`oGwz2Z
zei_@=_)Zna_Jt=Jk$KzoL!&}LN03P2;{)x93Rl!P%9Nbq2RgJ*>3$djgy9e<VMCQF
zx1zaew_}b(PL|O<Ogf8Us06CmscAG9?eCK9m+k-k`+w))|F1C+AqmHL`^pV_DWYRB
zIQ{*E{{+no7-?#>`~Ci3hx6Z$@P1@P|Ha?Le;t61`edKFf8pW(M>5#(UwiyPELl63
z`^)!7e;dl_Q~v&KA@@xO>AwgBdkB91&p!vT`za+%dp;AwI^t2*cc?G??Ukhd*AcPL
zzUyyYV14|zmHuD5dfvYEKcB@Mv56p#N8(5x@ITCG`?Kr6*TYTYe;rAl<yc5gLxtr(
zd(7Vdp1%LjXYcR93HrYr^#Mz?-2KF|ZU3*Y{LjlMqAvb(?3k4Ij~TM5eEs*g{I}`-
zSux4|eM6l5VgD0I3DEuy!h-W!=UHoHP{DHgcm1D>aqB;yzQYUJ{Rtt<oBPzyuR`qG
ze!}~UvdZQbAM-zZIJNbCzl@)Lz}D;y=GA@_a9RSX^C0|vAcQ6UZQU>Ze-7bXWGKKN
zPX8XF&+$S>NvuOG9A83L?)^THP#k?o!9J!68o$uZJSF(QppSZ7<ByXV3u*-6)6?k<
zveU_sAU)O%-~C0WQ*8Mjp`NBUowM$~!F#y@Dd1f{R8P3X4Nj-4!1;kE0FMn4KY`!B
zxcpo24(}iQCl^5V=jd>Hqo2NB62TsCfhNLx3|CA%Q%N=nXB{%JEg^hed;xfP!q+11
zLKbyGOXz-2_nc4wRG@TF*ab)q1wZUTDqe~ovMV~?CORsGBjU0z_Z+|#+dgJccYYlg
zo(xXn_ig;2{?*@nr+!EBJr7<N=g*7j0ler7C=H<C;_&dCUY;+BH~u!ow{w^SCzBCL
zO&f5w32N!hoQB^Vinf}l$*F(Dms>EFBG?>3u7cEpM)U<z`)~zDGw}-#xrLkyn8-gT
z|DM2GZ@#E=on8LW#iG^_PlXfdqNc^j#%(I-^jAH<?1a<Ir?>6w6G^WO_`rHsR2><6
zl$!7m+;fU~%U%^f)@r=}!l7MIkxd!K_`3U7Kflm^pQ3MhdVDp+*Rp@OfiB0WLkcZ}
zbjnErB%<W-Jvioc!1IcEyiOwVB}W5(<D1lo%i6U8efB6@?F9PD|3Xl1?jQ`o^+1}r
z)038tZyfNe=?iuE^&xu-Mk0aKwvk6H8nzUuv!a!jH;`yjMdL~*M*TFtXtTKD0-YE=
zvUT!p)y{m`MsB>^%2!@33HgcC&t6`&?)3A)c|Thj<(D6SqWVQaee;o@j8}fLR0s`x
zgza#L=jLDqN$ph@;i$CfRY6S@r_BAJ$&Ua*IM7nQ5sJ<D;HnRz;m8}}YZ>IEPkgZo
z>qsKW<*H+4_!G9n5y^Q<Po3&-GdokZcs=i<=|pFsVvw9sgCol`JZm*12Ql=8AW<(E
z9J`-BsAhK<=>p3&q&ZRj9vTsOuVvOtctC-+Q)&J56V?19Gg_nr59FP`vv41Z>vFoP
z&}1+MaEtwz-Gga)ZbLQEHT_$2<{5W@Y#?5fSs17V7xU$4d8^Jwo`ps736ETh&{!x4
z$0Kz75ziuOQHe9Y${a{@y4c6X<(2*$7wXAnX8+dlIZPKj)L@j)=s;Pl_nl)N@jW2&
zPUud@F)4<x^f<4O`5iprr=vA&M}I!#p;*I+Rd#pVBboKXE`NN$J;sUij2!^$-}G!e
zb<k_9NmEmFN^yFj1UeT7XNt0I`7jn%px>Ne1OCa(=$t3htC>%;DmN&t?krA$5R~78
z!zGaRfLVqWlT=Q}{TaL^ieiRwMe6f9UbKVrGGEs-g}U&^pcodYz1BR<Q1`TYxA}p4
zd>B5B56RgP(W)Fiz@n*)hhINx*-tw^*TH#wJrcAp&#q5O4fTcOd@-3wW#w6y^716a
zw|-ARU^fe@^kogM%KPz&mHu`1UcsIi6cyP!PIi^(0<M-5)LZ8xBo-ezj0x+a66x3R
z9_)hn!UuXJ)&+{FdknjlKDFP6<6Rju@=XNUyjL9jySJJuOz5jy{yVBCV6#BL*kXf;
z-)GnOp`>e}q&mZTNI+4fJ@dr+GiTS<bCY=0ucyp#MspO;q<Bx_^#fuc<d;DBa8F@%
z_S-LHpGg4p7_t=)>_UY5M5-);m`e%|)yw}J`F%g~y}c=aCH!Kqbof3T;tRWr#L3t9
zp<rNp5g)9<GqR%Ol;(1Uy2VYrNY$#{_2JsA$65_kwuRG+b^;Mo@}F`ch#`;Sdo>4a
zGqgxu-b1_IL*t}Ru3#_KUnXvFwS^1BK(I&|<Jv0(qKS^4=dUqR6O)i4-&7&~1fF+J
z7h(U~*NJp`r)P4d?DoJM!{`+jB$j;{uA$SPHbMgT!P8gRXX&uy%+7k@#S}}Sjfi)D
z_uEhC4h8Buc$Z@ZLqYio_XI-PZ*Rw&WKajE@$G%OSm~!&7y8$3pOzY0>bBGX8JTr^
zhNeD7(H^T@JKpk=J=XvMJ#D!I&YSQcy%+sB#KP&*Ow#nI1*oz^2hDvziR)gQ=6v>_
zuGDjKVq4#oy1sG+4p<npvdkF|&dRUZTCn>y;?lDyxNoE0y5A81`#Ge-E~s*O|I)_+
zJOF$i$EG8k*FG=x^Wn%$GNa#FrSw_sd#$3F^PR10?XHpjpphvUWvk#VTARm_UXO=I
zbb~y|pIM%UeSUu5cP$X7l{voySh@|-;3r?zfdj0yeb&=kB;dGkyqwfgol=gqWvG82
z`$rOfwQ79CoWNApPpzu@R>HRN4l$u$0LbIv{xR&^35w_o7mm}6dqSYJ0){d3;X&4g
z#k>-mj5Qp-baNl6aajj}posT1?>)UGg}Il5nI8J*4RTxk05cOF!W63oBU6v<#LP%8
zLPT1Uu@=)l{!T?a{SZD2glWDXSMv>-MAkU8^P>`5l;czBmA5}NC|0~iYc9;~r1sQT
zUD3Kn$N@u-&z%fQM;{K~?=|1YO_HR0{837efA`H@jIU5^i0vhcm+HdWsBg$q3CQ+#
zWu9{Rw1V?y_P#9+a%~ng3*>8!DSz6`?_;@B`>5&Ste`$S6IPZ^?^yS<wih$6_x$V8
zk@o5l{vng+-YOJaQYfC{VLl;Ty%%9Fg-@)0r^P==n@4hU0#%;GWp9dAtl>S(8GfHk
zUtD5H0AL{AsQJNI{^Zd>V&9+Aj)x6gHSClH$p39P$q~zF29=O+o>vlmuUU!ttoyRc
ztPt*efv0sFItj`c3qy;49=1>5TUN?9NT*ADuBN5>2+bpY(Ur50R?P!GeR>B6h4J<4
zgo|1#_2Y2lC-P<Z*zJ$K8+54N?dd*t?$kqvT^(9=K}k!H`w%QtPh%EJ<q53%`AN!~
zgD-Ul*vH4G-u+^26~pq>I3F{{J5mR`Jl^&yKGevL2fn?4Nw+WaPBQ5-0z}bQvlwUV
zvr#QYy(lK94#F$bnnPbtzdS?l1a7ELyHlBFVsg4P(d){84?(vvyrE_)<e0$)W|e~{
zJe}Xy$ozw$)klCWqiGIuJxl9o&ZV~lLaqVNMG^q(h-M74bV)i+9=qCvY)ggb|CIAq
zsI>;oQvM}BAhdrNUG~5|-v%ln-{?@mcm6oFRlo@%rZ&6}=#72FPthsuNuE5|#gZOM
zE*a2~DfpFIJph+P+pZq!Fwq3+9V>V*>*b<I4!ppMTL0?r>w_T0F%H1WxSw^|9NZ|d
zI1u(k@E1a-vmYVq(R&5b!7riNBM_^K_PgL~uZ6lss$vDpdqgA6-mJX1y@C&3Z8A#7
z%5}LmU(CI1tO~nk4SPBsqWpeIAy$8(JFP?#DKFizTJ$02zxIAv_B}^Xa3}2Y``pJx
z(d=Gr@>4a+ErR#PXrklr>MwwwibfOEUK9C1C^GAfGVi1E9h&E5_paU#H@Vy17$p8~
zBxH5Yd8l>sxTPOvB9=1ls%<-e;zga{+9|EwX7YP=ES}A$whZj3_dxWwsdROW#;7Q3
zbSi7_s|e6wMtE9O)_1z#jt~yEzIzb}$K>7ZsZxS}ArNT$_c{Nj=tq5ik!@Z-M=U-v
z1hEbbteL)J65rV4d$L)*!0IB48U#*dZ*#vVEQdm0hq)XR!J*x}qbS~;yFWisMi)|4
zi>dtj`2zq0O&lLfOGhp33>yu-+i%gAh6Kmnrff4DG!OPW{CKmb84P?XVe3bqdj}CJ
zBSE#tn;N8`h9@qYP{%?QtEMsO>wf3#LD+K{P(^)7<(2ou<*RFuzF4^#Z`*7+zl;S7
zPU`-sDzoagOdK*VP6-z|yI=|;@`b!DWObx=VR-p99J06|Wu5~}{o~dLI#<=p1H@#s
zq$hX_1*6I&;n-dIG}qvik~bESAUp#vu$|g21jB;6aQ73JC2!|;E*z;E-h^)?8)&Np
z^bY|kFZo0dX-56E!}TRS+=HiR<BU>q-T?eH&#_C75`DeoY6j=5m^c7Ww`?{QJ25j-
z>*OLx7ru|1YdZDY^x3VPb)LU2C2T~#S7PxXKL`zLbNqbWybc^2^daOO-uN||zIph8
z^hjMy9els&*&CfTZ!On6Z{7P>`OTMXAQ|B{UI;e(nQ_Xb4G`YS`$fUMR>a-F!-Y@x
zz|-wC>e))h@1(LTTJ~$p64IQoCmDyqsJ`$EDGn~?GY?4xT2JXC@1oEE*>&EIrsIu-
z;jc*q`ck67+G-#QULdGX8!mmE{w3Qmp@P$*%D>R$#`}&DarC#@dG+5HTyr2x$qJu+
zhhCT#tqRTLKu#Nln6K}8b^G9;dUK%Ts<O~N%$NWaZf2$?Xbp*t!2-rm5G`)-edUpo
z{Z59I7Term0JQ09Lxs6F9UF)Qd{tR`O;X!y9Q#&5raW=FJ46dU1aCU=%sZLf-(N$u
zyWNh|ZjvPo`ULNA<l_6%m?W>5p3Z0LwR21b?tYB^`cQZ(Kj!?$egRYLkQ%^_=WTiu
zcMlLxFzJ#N!OM`|Q{QqC4jmssn`n^QHbyfCaK{}Ih^U-shEc)Q&ew9g?<vX`|H|(k
zF3^`xdIc5#(a`uP7{WyL;G;4vL}zdAHH%EVZ3c*%hH@wmsh{GjsB^y;HGX)vRE=A*
zReE_;4hJXV+1M)i+wV3l6A^+z5y{Wo;O|`AFJ}?4`5yM-hp{J%&w%5ibPJefjV8s%
z0lZ@B*1DG@YWnt+?UR(v*n%l#G&=ZQLd&;SeFWGXo++B&7e~dOs+h5i)yZz{+Gc|K
z;OXTJQSbMD-mnWf`PzFraDc7PY2;HiA2Er`-*z(}rq>;e+q%cTCHvSa#r9fyi`Cbb
zH-Jbn<=*GBIvya<=^2+#uDHTFZM96k`=6@@r)as)tz{3g_i@I?mG$S1S@gRB;`H32
z0Y@rav}aKLMBak$LGTV%59)l9Lg;l7F)*FCL@OQ<A-p00x96VjH&(N6e5b`9a1X@v
zEv_eb|LWseJLuu~%_6O*?)w+h7IL4vJWZd%o(NN?!LbN28Qd>X13T*Y?4Moqxx3S7
zfJ>^A=D7oGgy1iqlagJJqIzp$>;ON<5;f5CKG*>&$Had;+i!Xb=-cIdB_-;0!*c%m
zII5NA)C>F@r5ukPI3Y9EW-~A9SLl~>GlX0_^2`tZ!Ppa^$4l9jhB+T{<zYJW^|-f1
znJ2qYts<Av0GLDrt+*fQlQ%$z%8TB!RPYwhX>gf2&vy@7ducceGAr0$HO@&Im;CtO
zFm&TX9vSiha<6etpyppqT==;Et-5>$&=Kt&mIM2;4=<|N7rOPJdlp~_R!|bkAQt?*
z>ZiIkwI;k@A+6sMi~o91tCSBM$_sh7Wh3~}B}@yi{c>lwn7S1=U5iL_-P(*XdoA2=
zg}b2%&<qzfY6`^=P~if%V-Y>+EcrFvRiKUOVjp!hrFH4&{^4=NQ%%f7X%(rl!5L)4
zpoPg~Anj{zNe3jXRo<nveZ_b>JiWOjDlNNGJPo?uV}Qit88mCWrG3I{J!9YCw>x`C
zjaw*_e%I!wQ<b^W)9I`_!-jL`8TXBVK->0EkHOL<<@#oB&+3YVS};=xj|$t|5f^m=
z?s>ZnCKWx}6gp7*;-y_7yT^FlaM$b4?d~ntPvCf~#-D*@kgm}$^|9tu$?4xwpSHq&
zT?06G6cF4Vv)|lY8>9j6<UGdrGlUD}Eei5b<Yld+d%Y1Mplscf!Kdri@qNl>(;H?f
z$WgY7)<J*fD}!FVCDDGaVMzmSCizPFeb_?Jj;}T?ERC<db*E<swuJ&0xe!Fp(XF-i
zjvNfHySy0naknZu;fL?1n7}x2OFN~u<#ye}U^*Yw)4y{chKrCGO0D17877o?^KrO6
zC#-rSB8jK_xZd^DoPpj<ibn%CfUf?@Xq39(HiiN{t@>bhu4cgu=rY}*A?Jh!!{}Az
z(5G=C22gl&3?pv8DqxbpXodu}1rI2YLnGp2TRE9WT_nF{=yLV9i<p4XZajVHEUPjx
zE-cpzGYLKJds2P`LgC&#Gm%ixwopjimqy`-$@eu&;q4oVzy3y%vwZ{U$2^p<H(9ce
z7(6?n`3Djr9H!J(nR;;J12AHc!;jk4fntC6D4Q#F*%u17rFpJ<b!4oTq;d=|yv-|%
zKOBVcBturc%Qm3gwg93lK9qZ9Q;xXL_t$=j+EYf4HQlB^)?RyPCDrt+)UV?FIh5?$
z0z^<XBFpk$J&B|6`4-ZYHoWBRS><C&$<M%F5#xd3bpz8JgER3TNKXZE2>grcDeb0c
zknR?OL_@Z9lGrmOcFmv0*jP#B`}websXXt>-!nbl9<y<MOg5EKkLt<_)CRrOlN#_5
zJ;S#~@s`abo|9`n#IE3`Zh89`TWi}x_Gq)&65jh<`+V36<a@+#r#o-co8FP|Bl*<w
z_;6oDlQk{vOufw1-G|g~f9RDaphM|?H5E-7+)dkXN6GJF9ni&JtgEUINRNE>%;XZb
z;ra}i<AV5981o6B_;o|y&D$oT*l+JCl5Np_2!!@HR;-dhX~dphTAeJOafCqsKFP5+
zufL;idS|)PKJNSd_z`AEF_HP(B|FOZcP3K|pz^~(W))^+Tuqx{!3|-9_gU`dS}0#>
zn*{5i1B3RAEaU?)PQkD1H|_M(WY$o)!9!X2xcgaNE3Tm&f*EF^gz;NkZ~`$kE@;?H
z)9v&u)G+Zn9b6P?2q$}RYifwUJqr&4k%d)GZ-Gh3=CHHM1dC$LLfNh2fsRJvK@!wo
z^(9@u<==SLs{QoHM*o{xg``(M-j5HcPn$7jPW!#9RaV{iq<}*2dI^|X2x>wnxC6?h
z8(-(sw}hiWC*gf!?h9->_Ne6WZ{Z&BXZwP?&3k39lT%jWNsHLf%VW|_VvXw54+n8z
z`)&Qs*Q*CQJdWg=o#bk5hRk@$fTA*iZ(p&Wqy41bA)LFbII4gu*;_irB!cq!mg_t<
zAq{Y+L+fVBhk={Y_f6z=6_(q6>lJ?}670hnFK$k$>MM9C=J{g+_CJAc@T6!TqfJ<-
zIY(-n&LgzK>fHQMXNpmT2FlG_2~U<cq8O;tly9K+4L^A#s@IS8DbdW&LkDa>m{=%d
z(#r?;j;}dz%saN_Q>U-U9R>((Yi#+tyqvs;_niLi)N=2LL>H0n_Cz!9Fnv0wi3c>8
z$dZZ}tUjzhWYP@|th^wx%f~9%E3ul9zz}m81O@M9S-4Q~5kjVyQbOA6jG(xsW%%YZ
zxCYx-Fc<xi3ct4oR#&d3K7orFH#f%&o1VS%aJ}`ZEfD<}3o?I<uJfK!mcvOax|Dzi
zE9j2HLol1`WT%<hyMy&d<43U+9&w+VllS_A9m)JY%b!2RXQ7VFCOto5I6q&RRX{E&
z&xgp-=lWcSDeVdIrE!>CfH;ez$W-`@uy&aObfQc&Gpmz%#yKm^?Fbml0N>r0<9?&C
zTPX}!Xw*ZtLHkwF6_r{6QJb)+X8cw5`x2&(_?;mW0oOEvQ@7D%&v3HnD;0Tycl}-A
zSn9pM${4N6`00T&R2~MWUpmOa>vm+}^#Wu)ZNj=1kn`M5dk;d!4Q|_sxd1)L{33w4
z#3Mb|zsu(84G|X%q!(!@Lz_=~Ut|Yo>XDh%6k4b4hw+7L_&r!<{gieywx3$uAux;A
zMf+VQk%DZ!yqBt}ZJzeu<T%(m_iC<6s+mxV1@UfZ-_%dLh39BaMiCfR?+jch7e;GZ
z03^zh<W)NrL|w<uB#z-#l+j!uUuEQctpVqIKQEQMJuhNStQ~>M?UU=5J&wjt%j{=S
zP+&In1*Qh1PSz0I&>O+f=%OXEW(RI4m-*v6=(04qc7$h3&Vy`dtVDW-HCY#C)Bde{
z3nF~btK9O#K8J0umW>LQBmLeVjzDek!dvZ@;wjYSTa-4ptjDbFZf)FV^|9Jhj3jKh
zU6y`#FA`=R2L`>wtC-BKi=n!I#)UEKga?gNf{3Cvea7mS3fq3=H(Bz%RX*nPN$H1L
z(SRGQzcPAXVG`JPYG$pS4ue--;vjyIEKHo~-wR4@Vft-MT_WfM1MA)93)PzanuDD8
zeXXbKX)kScNAi4tGbAM4*wRX(%F3WMPjnL$(OhOUk3<<irlZAd>*d)Vl?ze4QFmk5
zMl(l+Equ#YZ9!c`PH_+?8k6jz^f(*Q4eSP(m59*VSKJmYyDP4XY^d+HlXTAq;?pt|
zfp1QFP@k(+fiu%lYj3vjMMM#v@-aaB-V67#p_RR?R>dEI4+plx`?!BuCZ1Ls?n#$$
zd`rJpf5rhSp(a#RC+}uoYLnwrTQUwZeR!xsbC>&9y07#3-+i@=)4l}z^sKJRX@Xuz
z7b3wEGCqdn512U|R-<W;2Bj0$!+K+qUo`)E;{>_{nxQj2zUVX{$Gbm3!=ZoO<yL8E
z%U51gW%&e<4(~SsZ6e~OK7-?ai7^B6;y#{k=>`czZ=TcUj-2C2oD?8!w@d1rE&{ye
z*tC7!yGdORdW4t9)d2ku07l1XiFxmwEPIWMnK{S?w$PpFRHb3JQ;OvJqC$(H5Y79Q
zXX*VObiz_U{Z;UN<rJb|B|=NN>)a7K#Pi$!(O~<)i1SsG>Dkl`UoKYd^ntMmuXlkG
zEa9uwsm6kCG@R(jJz4TzRTYIFzb9{1<1^Rix7=^TakH=a_KbpeALF6wMeom`O{6<)
zw`(z_I{nc4j(s85`6c)Jh%bgvqk$|y=flLI8o?+q{2Bb-=-VoqS+d*8qTaD5nf4ta
zs^{SWvdl1n6|QM4mI$@p&wFNJ%zAPaF2IPhf1>~MQ}G?fqFR=j#_2_Aod(SUu;Y2x
z#~jm@!`(XA)i|GpE}qan8c6L2hu&lN7Tw##M~630Z-*=Ue8TN#Po<4*K$GF2_;6^l
z@<xTz);cbGuH#*DkQoRFuJEt=Yt8!azwga`tR#XkQ!Uv6i$JaXbY>M>@&!RqTS7iN
zZ4dj`{;H$4PPG2W^8pPY`djLT-rsN1*1MeDti@lE^JyiB?}%;k&B<>P7>hg6-wT<w
z-lsLf?`P9nml#39M|tcqzOKEpy4x=vGL^JYN%(MI<_E+iX}p-<i!>e|Gt+qTqJKm!
z(++>>Q>L<^SVXmW<)5!7ROp5F_KWIoLJCg@lI%Hpf38fRL?Q$|@r$8vA8OD_#ADRX
zHdyb-?C7Sp9#-}dN*%3ZeO@EYfv*1Cdh=W~T#q;a)~eB4f(DL#`}$F`z~_qTQM5Y?
z^b<8sTR&xWb$exZdbvPaoV0HDJ-n?i2i5M{y7(2*6*D=cc%F4mIh5r|{QRm0WuIHs
zdZ^iI{yj-<?^!`dMA{=*!amrHCKEDU<;AX*ijuY?9$NIb10f$ERr77&;sr1G&}6bk
zKu_o<MBaKc+U{cP-*9DuA?G?;(~f?X8~s(AIc)Z}_ekus`!IgA<=EZciCp++RimZO
z4VP@6V2Uz+T~7_kM9gzub5xpTu5Wa?gz|21jac)UPEfObd$q6Jt2<NeGyYzPT5pvV
zVc{~Tf8Ro~lRrjkEJ~gnX{gZErF~7AK0k@qu)C*QN;ci*KMiL&<hCfD%Nur;9Mu_4
zUfo<(3#tjw8O(V#2f7K}>-Ab7P?x*<rthP<jWf4@d4G2t9$qwt8J^t%YSxytusF6f
zcouB*z;g!coPhg3OyizJ+&>T1^>U4MYrF3FOLe@bzuCGKwABUbeKyYG_BWRHy<Q-B
z?T59ptVL-5pz5E4Tg+CE7-f2un~A)8tCN$Lsu0w^#=X~B`(k7a-zB)AskQgI1PC!;
z;)JWp5H%oBLcc@lJl$QNe=EM6FNhRnpzZPd3x|$|)IO#f4$^X}%o1hd2x>A<SVX?W
z=iL4bMZfhdXv;@=&*mc~eAb`v{$(#&`h}486bg0Y@5>KL{v%|HJ73!40HNi@N*e<R
zG5wVHPwp<1w<E`SwLCX@fSZol#?M_4^6$nFlQcp+6h*kPoAzrAo4~SQu^b3JmceAu
zxJG^8j0-tmP#~PIpQ`U*Vg8cfrVu5!O{TjFWP-n$(}CcxHydjwpKs+Yp~W5%!S~ID
z{abOa_3*Ik@3o0i6lezsk$iNND|PP*2(u<Y1MAjz6sXdBax6n%tR`?2P0@Dmec&y$
z!{)qT(SQduua(+{4x#Ub*ked|d{z^+9yhAnt_1^2P{^bf!15O=H4;#XDVYY67y~-a
zK?tIDjT-PinZ;gXUli54e1L(zdHK1DKPZVq2wwP$$`boaLUxMb$loCsBBhDQkt}2e
zj3wg<Vn|F8*O_<`uHtJDxqXdC?WX8<!g#CRA7veP!3W>r?_^4jS^H{XDlZ3<!Cv>7
zhp>ZoEq!qMkb9*?HL@k3@Zl5X=F#?;tCD0j)qC*3(JZveMEGfG5w1o1lq#yso)$A$
zg$KzYmm%+qGSu**xI=X8KX>N;rs=%46;-z&{7N98cqs}<P>~FGB*{t1Pk)NlXOGdl
zcMsPx5&ke|Rekv2xlo3SpVrF2^KR!c958=`E*G}%y@dgxc>9g^Xx)&}<cbqrZIs|~
zR*w6}!z?F2MtQ&7jXS^)-h*@8Eqx00_5>_s_a+I`i@}1+g(X=6QVF47SUZd1?Xe&Y
z^}XMM$Q#6-b(8?cRBVuwr4!@_dfm)`LinU=Y}h$BuJ=PAsvn!njFyxIt1#n|p#Sv_
zg8J?edAZ-@n#A&rW=dZCJ}JImEgq3_k6c*ZhxAt5=FdBsw6ZfQa1MYlIDP~}j9;N|
zea%|~1l*{A!hX)|FKKLKl7!YLv61730%|}TfTQN##X}xKCN@vw-lQNInOnB1i9)hc
zeuYIE8xk?`dsPWE4rD3>k9E%pnXkyGq|QUtN+zlhNFzRF+Olz36q2Wd5*I&_k(p+-
z-)d!#Jy^)!TZIb02&?Jweq{R}#&Ka&EW*Ks0{FDQR`sK2&X|WUGQ1PEu`id#v1YdK
zRd3DYGp`8Qbk(HbIS0Lr!+js}X;vdr6$&;JOSC~qXC<=$@_|TXxta*>hj3~qPUr?P
z#-%l{7x=$Qn84#L0vQAuIQuTD4VR!gIPC4UM*fxmt?_PmfqI~fR?)dM52P|a%`|)q
zbRq0H7+i=CCz!+Dr|48Am0yVcq-5xe#E%kRt+p_JCHhGFSMd5*{*ED{{6%k5Cufd{
zbqbFsd!PCD`~Nj-Nxd3*r*ho%)fe>v{N7tneO31oTd7g<v+ZckY`u1^jX>F$Nrazt
zGWTWdP57RJg=mMmrYrEjPp6Z?HO86J#`m)4!=LwBv*T;j7SkArImwpf_Pd#mId!CY
z$%0J;pvM;2uf$Yl^mIQYQGPSCMrs&U5AI8#yJZletGre5-!A9D6^LJP!|^l*?zpDf
zrjp=xSJEn&W5rKBI=;fOjvh%_$KDTWxgQqj1Zp@xuT;Knr(Q*%0xrm@>s~J9R_k3p
zAxXU@y}Pgvf_`;KB<(r!lKWsE-#qE;v%nW^h%)Hm!$!na7@k4(p00xZcq5BPY$i~%
zL8$r#f5-K|S(?849WCwRY0%A{;Fkg*I|DP^I4xhw`}yf^9qp)(mq|X!U)xb8$VGVA
zy966lIMPFg$dox}j~_|@?V`CeqoFii^uOYZOe=FQXpY|#?%_gc_;o>)oKfxLwk6of
zkIp6L!K_%k90@7#zMfIi>&Yq45qo>W85%(jy3lPDMa}T@mcWvBT?JqLoAI0*25W9;
zfFTE+v7q*m#Q@KnNhVuWROsvao7vAXLNQPgyiV_XiPCVd<I+f<$wa3-51`NW$nz1B
z74VrJWGuGQzJ$7*wT^%X4KG{IvXC1{i<iC(U*53txo+M^e1Ayop(FZ9JDreWD_r$*
zqNkNnzF*G^9%p?K+2GGRh?m<MW#nn0Z<oxB#8<?1_lPS#Q?_^9{QG~kjq-jvHQ}B9
z)KAXHNjC{=usZ@CqnG}wZoC6VOTZ|0<-&gqsVZIEI{+wu#;0ArW(iEKjFpA-_zFY7
zsLB=DJi*adwU1(*wB|CU4Lxg>mt?JZx%$T=_z0TvO!-av++;u}8FQEq!>jTUL4NtZ
z#I85n{Pi{xo`m++GNDxUQa6pTnh+3J!jX6I6t(zu$cN8WN|8GEBXbC!ZT~c1%?SDJ
zsbq=00*1ZSv}=K!eZ6oqJ9?j*C61LcMQY}3=f-#`2uM+y-}1d9v=w={m^WHlWQh_p
z5f`mXBAm^H$SmcCKr=j~AziWH_PQ}J!N!OhC`dS?M!DPAvaDObmM3%P?}^vvhx~Hg
zh`uPDx$k|rAA^4oW<ZYcJzNTGYG$kC($CEZlGYx$$Inm>aRLH>3z+=PIHA`t`vA6B
z1p;4vtj0$fxwW-F5CV}~VjS^7l;w|o1L&OB=6bvE{yvIfp&Wgik4WU1^I_6YbHRG2
z`88nazG`<<h3D}*ys+swYil55l_LZGm|s8DMpen`boHu4*9(hHumIMV^*Af<V1nn2
zu+#UHcSLbPA@GwGA#s&q)I<&y{k@7$(+<^ZW;IViRDY+BPH0E*s(WSSoGzXE0NT$i
zLkL%60PO2=f~q>x&Jb+f&5)G!eT$%S$h<wgVd@O!C-r-vleh1s(#=0<g!3aht5vaH
zn?2)<3O935pVwwnrBW-<SLAs%?|o@nRJ*Z{I*iLC_4dW-82u?t>@xVB<_A3EN=1KD
z1(}@MUb&DZv;6G$H{PiJxBH*JssIRGixb727UVyf+ArpxYim9pY;QA=1dJV!y5h}`
z{Adg%79l?Sil3<ra!`#Ii%lE^Irr0+)}7&JjXq#Qz7K3Tkv}6iSkgh9%{PPh_mjc%
zYH7Q?5fE{^uLJBI&5OxJo;UXkg}*m?{Peb$7e{Jpj^_U8kwVh*<%hPifBx&41ebYw
z6|}Oyv3$xi;2e7c8cL$#y=)_uC`cZ#PAcyRA$N6k1(du3XLKoc!Z_C<l4;Ah+v!@J
zOFO~0x}il+XbOfW4m6R0+2^#;MI2qnUh!p~hu^j36*EtO1|eOdxe_{$>!?B)tmfOC
z9m>=9xEXqMDViReED%!2^SmYqXWVxWm(#u~6jS!KRK;O->0vp;D)CFUvX#+TG@0yD
zdvORL6I0~<QNAiZ5Jw1-gxtWK_Z!gG*RSEb;CPBiY{N(zT5LSmVEfHN5hIz)N7~?E
zbl;~`f1sJ1FUZ}vKqh+BJnOVREx!^>aj<_!grh(#=T(q6|4J0z8gXt6&Z$KJWoN_W
z`?u-zVf_>L+W)^lr{|`6-+vX;^G68OTN)h~noL{_Kg}U@x38_BlDk~wxxNC52MBhC
zPGe#rp{hcfIdS?K>bWj15Jz{iDd{hMCEroFv}G05MQM!N;AgV&(^IKOeQIDDuox?4
z6>Q>AX4hZ-<A~hwf8>47yCl>1xfPX8ZiZa_J?Q!s&1x{%rrfKwT_LxIv0TK8jo<q0
z-;Ew|;k<P{UJ8_ah~$-fo!gAB8}qW6?7c;!lCO(jd#LDD>EGPHSHN}Bcu<U^P9p?_
z1J(ey^`u@r5bYHl6~GHuOM1o#eBkpUqc5d&xcWVSYt#MqtIVwH4NxJipB=@hp#;Nr
ztd4SBlHcSF6=Lu0D<a{g>{VaJzQZORY(`F)fraHi*AxA<8}}P>L*~_YW%73(9YH-+
z?(cg=Gj@1<EHR$Tt?-wBwz&FD=)h=I`To<*JklJd<=MGU2wL8k68%{11A0ZL3<#jS
z!k4`63&_`5z2sIO9|}0UjtCvJ6x_%v?Qyit$NoI3e0-r~XkP|hJp^TX18X;lKS@AJ
zbhCmzZbs|byr5DTpr`%niZ>dc^`GMIQ9(9$)pEA$z3J)?EcoUhbzl9NnpX(Fk)yK`
zT5Ap|TEx;pBYe*y#nfuLL;csi)QwImg1hb`z}%eoqkiv%Q3600o{~_K%+HynCp>(x
z1FT}N-i7(={U#;%bF0Oll%lV+B}6b;CUBqS7BhBc-_4z^wMs{U?VVF?b{1p%==J;F
zNszR5R(d`XL&ha4@#Q}_KdMrb7R>c?M5@DH)^v|Z+<3!AvJkZI!T<h}P~HT6Z~vh}
z<F7dfYmr^T$1e)n7S&|#olU;J@Ars7ML@9;PuwTP?Qvg%qOCOA*5MyH?6VmVg97ze
zrQ*{c+$2wXSS@uO`Sko`qQ|xFelg<Kg%aUkpR3y`kqaJQ_v+J}7c28<AgAuI#8DUg
z&b;qoQ*b}!?&}?BgCy80QtI@2m}2fX>OY9Gm(#QUHFrTf<HNZ}5_e(}HZ_78S*20@
zRAN%QbON5v?>V1l>n{=%Xwsh#X0KY;XCeGq<6c>-x!1nxb>s&Ve;fun$Gac0K}48{
zPVg=HaV*f!{~EEQREg*e^wC^-WN~a7yb<NQD(QE7u?<`9j_=cPFF1i~G1gr~AQus(
z#gq3Zsk+s2Sbge3@*}A%+85-66@>oL^^01x`LX#+EGv*bpkoNC0R+Bxr>=~;q=Dz#
z)9QrE|23n|UalunvLXciz1){<_lT1cWPODB8-m5XRJhd{^whYA)N=9Sg!l<Y6=_7$
z?uC);P`!M;JqMmt0=B^aI;ZaPs`f)UFG&M$b3mxo`_FBq^uC~=7kb;;{o1hS>8yz8
z!LH|pKc6r08+ZVuCr}M4Tn~66rWfv1A&$?t^n3sIUHaLxVT5~m?9MsZW+XnzNxQI>
zJNERZk#JOf!W&dS!leCqi1z-S{lR@EeBmi`q4yu}P0~HH5NT&L!s3kKxuGL-Q|_w(
zz+@dL1womBz|E`~e{`e6ICdP20!Xg6ycbb#Xp_|NM-VUUa1R}&rcNX$Vj24^qaXG2
zKz@NWZZLVP0eE=(4cnVf`qAMZn`yx)sT&8skhl{jy%PB5D+5rfEgyPe--7SI^&aMd
z5pCU;M`Ru1kw!Tot>+Y2AoT24*WX^%c}&Ir!$%8X+3l3Pt-jEuZyNnngG<L%>eLsn
zACVxvA2JkF<*SA|ly;nhOOLdyuC_YCm`330uyQNknSAtHtsk<BgH+`e--mJzFLKBD
z39<7#3n<06W|<5Y1vbthn*De87xc9Pi}|=B*^}uV(jBrJh3x<F4xH_>uk4uQF6GmK
z6+bIwAG3IGF&`{)@SMl|Z>76@8!dUUO9nb0xrD%Dhej>J_wrcByTJ7oPymJ}-O`7D
zG>~(BciD$6vb9qry6PAOCqJFpsFQGg+wHu{@=S8z9bBKNNn%+!9dqa~yZw6%TOotv
zyy<m$X#o=&&v}#{ZWuk;&5jvQLE2b3C@X#y=96zn<OH?E#6)7zO&^FvN5N?R(LcNT
z#MWM`#v8Ee=kq`px$3;r#W_TsE6i!QGS8y&P9XY88-D3|S#Ry(;q2YIlr3-8_D=Kn
z!pi_9*-|78z_@&$eW+Zd->@%yTiF=BHM~Cy3*6i%BCC@9%g`GZ*L7?l=GtjvV}0dN
zfCp7KT}6a1H#|I01`WU=<|||<a8Z9yNogO8NnlBiK&(-A&_5Kw;D#aMY(UaYO{_8+
zszBr|F}(FoV)^z#IC6V}G4hJ2<L>#CLS;VO#=q_o`^V?_Y8tZqg6P~H^x$P2X(ufe
zEft<J@7SOanZkqrP6z5Ks5NucXK)g`T4}(u$5?>8^N60yvdQL}UXVX?`g2y?l6Gwn
z4@N>e)j(Be9hEI5<tkVe&oD#OR|lxox8u_Vd7(KYz?0bbQ^(>(nXashQY>}_bN~SF
z!C3dj`lkJS3(rMZ9!}MtfSu&S)mgINzM7b^hlHm4Qf$bJDE#3Ne!69^H)CWHT2zI5
z8v6Drcs@f1CDterBI@DG{IeK`iZ*J4%Z;k?QAfy*kNX%#IU>Hlj03IF=i$RWD0j6}
z$BLQkFZuveOOt-{!%FMW2^{SW@X98Z6NHwCuSSS#>)W5=0jS*ARRf0#ua%U)_A=<3
zx_VuT7|xgtZuH5Py)ko9>f#!2fP)1^dFbn**(sSBq^J9nKe4l06~q@nkyBz86Sk69
zzpJyCWG~n0vHHw=l7*f-oY^U^3CTZUJe7#y?6r)PSH9sDHY{G%y(MN_$`ynSsm*gP
z*P_~^alqwFj~bSlV}l4x+ka$rJOU4J#?m?AwwoW6JmGKLR9whl$_?Gw2f^><3KwE&
zbuM(sUjfh})pGX7u_`f6jY86Ng5HJDHv+TIzdr{n0Kq?qOR?`5D0n<Bj`m^iR^*NN
zMUF(;@pIk`jJ(%~dWP*{Np0#F@!PbJ&+T53SBbPa&1o6=YL(qJ@g8xbE7t=up<bY1
z9I(x(6LW!1ZGS)fCok|nq|GwhTe2wIlQ@ELN)!n6S`l9kS-6pbA}PO>`-dr*pCXd=
z%y9P8D4*9PJDJ=C&qsK@_0V;p7VH6eM|@8H3DNf@u9?h#z5kEr-GnT-V<SYfnM>_4
zY@EIS#fY#bSwd;wB7M$rbR|_45m*b;jGwD1GOgkA>~2M9x9zqT{065hbts*^ghU<?
z-TQvk*F;zenv}kB{Jinmar!G0OaVs*veYBsUAy^|LJ8yL3Dyms*ldV?v_DmyZlhBs
z=Dqr)>O-zOh5ur#s4$0f?$x5c7nCRNpZ?i{*SXb4(1dPj66Euv1;gIkr|K{t4Z7Wj
zD)!-FIV!v_`}$!Nj;luEQDvUbnqr<t0+S1b8DY3@gqyeMkqC*I-3uj1M8!$9;1`6E
zbF5<2zexqz#LmlnC`w%{X6XN(*Sj)b6H{2XCn>e1ZG)y<)bC@0^w>8Sw@(zc2ufbs
z`6OyyGAWyzQwM(=MZ|1eMXkr%<}M?T`UzWwQ+J#U85LmzdedLl>YoK+-!ImY-_5l@
zW)Z^Iti2F=+tr{Git2;@i{c{ts@jW1^)UKjlo!-#_bdr++KMTuhL;T6B5Qu%M0Emz
z?~y+w3*dOv6L9g#{G1!l__~NE1mu0i3?apPnZP>nvyO)Q_fSs#1BCCvb&6wiNcmd7
zy_qu~LHdw)@(_`^-M(&n)VRRuVy?^2*cIN{((PkIXbkLuh&oSrNN*x0Mm*Ly!l93?
z{fH}2EYNW;J^#dKGS>h^BtJG4Jk2<pRLvfZ{T_P-6+@DJL}8@i=*w4We0VGPzr3%b
zhiw*fB5CVLIWMsLu8U_b6uj#_*aUBA6(0_aei=XyW*{s>W6|$RnTF({*dB#d1;F|B
z72aeZWTiG7yAK{leet4=cM#T|68HNL@x|qQu0wRPO(+RO{k7gYP|i_r-IqSKU!d#v
zYElJEU9yv=o&q0l;pcPUC?i`)NLSXlD@Z+Fy<h0L^cz2;hP1fdq;0`>i&ZWAaBK>a
zTXNWMz*{u+w@=XMuOi)-53*kT_GMo)7K*@?-TO6|2-RO<I!|v>Uuz<QQ1J6Z3-;fY
zk;?TfNnTImyBLV@ZrBxNTrtW?Gs<ZGYHYWt`ejR!Qfj44w)`A7`3||Jv>L*PKU7GC
zuI%?n^=xGr@eN(WHc-A7{T8CmAorSkd%kq!@E+BDR>vQZ*MM!L=iQ-se+Kli!l_0>
zjHvcy-|<TUQG~kRa=(%SwSs?br1sZ%O62_Jj^`x+-N^Y2M+>#-Q^dmo$SCDWxPn}S
z7q?-ec?T{`2q2apW<mYsW|ep)oR(DbTro?FSxj2!7(B%HcYbF)f$T$wwuZNP*2?o%
zK2Vktx)7^_>Lp0%s*-INev-4hkM3V2YQyLkIscuB#HOgC@AiExyWgSszn4K!P-(d$
z0ON3tjLEJ2Yw<FOC=S3OBkltKKu)8t!|ng|Qq)c)ANI6;&TUz!v=p));OWVn&hJ2n
zw!*CbDw-@lgH!%V<V&<4N9;(0x%@#&rlO2Kzu_X&mQP1!uQ=;(S7o~x1*P8`^$xr2
z@ws0p>vwPZd;zmSu=*%-^8$bQ+s%*T`2#J%J{*i+ph!=yhR6=UEYA}n^j;$J^r2E-
z^={;kXNLdr4_KFbLsM-$V@oN1h~Z&gB5;+$AH`h<NiUIS7My&Axbgw6DjkZAV3(#f
zmVA2@js2?D_bIFE$CO?{Hhr8PrHiGk4@?<q1Ty4b7`3VAm7~t5ef7=aKV$g(dC2jm
z#C5MX3)vSzarntmV@_uqzXMz7_Y_AuoN+!hojEFckZE#qr}FH{I(F7qPKI`bXwhbd
z0dufq9Mr#5LOfS`zrxQ>thL$Kwa9D#>#wNd(7vg-ND(x5Afn9&-}9_>vs9k<RYCCy
z>jXIy^~>hH3){2T-}5)#Vnvt$UxTIVyZib%@Hd7p7#)jy<hSGj4&l|szV-PCy^<-m
zDXHiS<;Vr`DW@T#t~UZPsUM}iQ(r4M-t)$T)*G)w8p9dDtp%2#Yx%pN`XVs-H-8VJ
zl%#(p7VYMq)~Rz$A$h>>p>ab-Qa{=B_&0&@?&=`j9^Tkn?cm6P3OkXBG<1d5S91AF
z;YYn}Fm$}Gt0U(3=rUN|b9$O#9U;O7(cgsqR9IQTEZlzV1y-8o2gK$3)q73%EDG+j
z|3z(G^IDAYK;7?6ge)nSeIIcb!%;aYsKAh%W<?}~!OOPp<93efY5Y0A#D#F7sei=r
zY;<ls#_Bwb-?a>Xr#+tKmn0ut#oUx=Etu=qSgGkR1**(=45x%h3s4e<ZhLPhLV6@8
zD2$J#3IWhnzw)r{-4~y)vx=>M0v|>EEq3@b(2Ml3owK2`-kg{xwHAS*A}#H;h|l5E
zXp2BDc!ob?Nzw19+bn5Ml0b*wqj^sUslE2;{ta04KwX5DU%T7HD+ugW(25V7M)21&
z1AqN@j{Y4d;r16ZdYdJB`iO!&iqxNmU5$z3$8>5$3**4nUu~aUN2$OnM366ERyH=`
zO4EexN;$iwMfY3Ix1V!It-n4N>PVy~GHP6RwJ3p)+34{FN^z;r)k=Qi3e^*C38YY{
zlJASH8HV+dF?3ySIRu|9mP&EDj)=JNztggo0hL(FJ(ic6lHU99oDOaJ_^XH%yd$3v
zs{MSg8J!jiHrncyzy5YmHWnz5rCE#o{;Hdj-1sk0&?jr3-oI3(#^AU8l~KCBL_$!J
zix2Y`g2GAa?^cIjM9cg4WeHQLM17v<$$dGVoQgknKA9&j-r)og%c(0#IEI}2Qa&!m
zzKWxePPX4^QPu3Tz`h}xPH{#$!?x_7>vC*DWT&EO5PpUNIh_<UdmQMaQgVGKt1Lb~
zwS!GNLmvg4hms;q#>zTluVmdk`u6h?TJ*zGJ^+{!#PXQZ*I0bMRcBMaWVZS)gS&?F
z6Of`QuD}%gsc%bG;xYVbVX-+AXNnB5&O}J04KE#2f<q5n*5eM*7J+1ZR_~N2LPep8
z=JUtUGWsan#k<OpP~}Xgp#11;btvEGaqIUx?CmsLGMRGf`)uzXpBAaS7HJqe_kQ@8
zRu#PgUD1(k1DSt*GAAYDxxkh><XPfF7y_m<?*2=nkTv2@Q&j}w*4r!QHv7hve`+|o
zkc|_9HpM?XYP_U4!hi1YHl~h&Elwlz-6uuy?w%K7f<Vok7c8WBjo^HwuG<?NkKs|2
zWa1vsY<g{_>Mt~)rq&DHzVuyzRjmtc(I*0s2HdUH;h7Q1q(>v@e!mGnPdz$`?1QBJ
zQWB{<zW%+?-n|&)eQ}F05CO?Tf7j(tMt81*O4@k^ljMZq<A86d7zi6@2`zlQy$+dA
zTYFgpXY8(+sRe3omfz2OK%bHBembGwLgob(I%qz*nLHgaa2~+XDS@r;^$B~%WocXK
z8=O?ezC0`9ejr*qdwz}1$otQ|QTl3$G5mbOb3;Q?#GX|R{I!VGKF%O})VFvg_d~CL
z>VT$97KU=VS-ywS$;=t}py0a7s3uu&7|L&r2v9(cbYwArIoG=Sm$fS+I)%+r<$j)`
znXlT+F6D=zXOl_C;UZsxpi{(mc1#K3ZmTp2q2OuvK%D+~y@I*#8>x5sFDo;Rkv4Kk
zBXlk`3dfqGn_$2%fSdsX_HnG9r?_~I#ob8XSl%i0YrJG9B}I>DNaRT}gp}DAOIY{i
zAZlK^%jZQv@`WP|{t0+~MtSY63cL}xsH8yUb^dyj>R3NzcbU{Reg$e=Cljxkgbz~8
z`ovIiRyl;ZKtw3n&S~5?a=<<8S8Oo;&_hfkR56QY4j2-6m656T(UGqA56@8cFPOf%
zJEl|X9}W!V20ML9Agw2_L?^iw>F8F?hMQJ8quzTGSS|`FTNgXDPmFO>kck2-On&|5
zN@=A1-X$&V&s}-FTuyZ}^ZLnFjAcS`(IX}>5I|*b=X=baKj<Ldsn@}0E1#kFffb>Y
zhRxFsQsLLbqXpgbAU-C9^$k8_6o>A1)P9u~%ff{4hSt3-nWDy?Vp!ke@|EU#7ZeJ|
zpp)w4a~I<)fsmI02t+j1J@ha|lXw@oKa%#-g?Arfg#@eQ75sQz5h%q{?P^bG;tHab
zXRjUS{lxb_+789hrgW9ue*2H}lK2a}s+rKk-LkJ<3-(UJB>|K7MHJ<D=B@}M#p9%s
zyslJeQ)NztP%5`JjWrkoG0xm@Y4sRU2x#7d&`VigL_fTshJ8Hk>goKN?$rX<h;zs#
zYphyC;45UZA6y^=A+Mn*8s8=MuGzI^qT9-SE^7Qv%OgXHgR3y(O-}Z^56kBt{x>MW
zE@8r`kNN?(%(vUJdX2I*w`MIoG!<L<K%H&0Yq(Ae9_};BlJj&rv@%7Vpr{P#n3d#J
zeXpq=(ne%y;d!Z^%h|xe*WQ!4TA4xq>3YTZZ}R95bl-vS2|NDytGQITQW7Yq=cz%k
zZ28BoGArSmzM5XL&#$NRJ!-pB)y9T^qXjaCNriGXw2n^g0TT(r3~o2R{tKqpRFyry
z!eL*1Klkwty52*CscV}|p0(G52ulm^w$GR=DM@-hj_<IaleEs<s?=5e{tE)jc|2or
z)q06!-hsWu00bQJnvzkeX*T-x?UDA6wRNCv<vrU^^5;0)mkYF$0>z#$qwUDvZ_>x1
zHudhjudfz-lKs>0>x^8%<37b^lJ@;}_}M`@9E-z|=-BfVBbV?5v$%5s6X-FV<tOvj
zi|o!RHA0}VKt(G4QPy4a-FO*Y9G(^CGf_>%{*omRC43P94*=a$@y+rHpxShe{ZoS?
zgxB`<?J94pR}1~Q%56|+>@Oul?v2j{)K{)d+x}@1!9D-^@RsdFSMFt0vl$ON$;|>z
zKG^mxadG=N+Ek>6X(u)cVQd*d+PQI<B1k@cGQ&G&c%P5x`mtRr=TZm|)_GlR`e1UA
zHUyNMoKYq?k)Gcz#}PrO`_;^%7Zig`6|vp*J(xetWb{2<!@&Gv3*=(I4<Wtm+!#JJ
z?8l(rp>o9A<KaNn%HZjIw8CTeWy=DEI=aah{uGDf*S00<HjewqhI1hRv@-9j?)h*&
ze-86-{L6SN_bN*2Tyt6E--`<FIew-7gp5pd;_Fp;>yr%XKzbul{{))TCjJJ+LXQvP
z_?~Io<qe|x1eM^tZGg=_tiM<uA;$!Or1$3%Zp*&UL>4GM0fN9EVWWmvN+FDfXQ=LP
z_4Ru^40SCwb`1A*Ks+?`_M@~ODO=_<2n$Err{GDsik9?-oo?2>^~0T2cIC~{AC}=4
z_ZZ<EY=-CGlykzhhf(ITpTE<ghvCoJ?{cdw$u<|H<7ivOG8-e~n0lixis)YGocD?f
zNL7c^>YUA~vb_mTlay$k%@vYFNRB?A7gmQZ@P2ui@Za0ReegO8#*ht}k2B)iWFS1K
zvBF|a*smyp!eGg5I?y!c;WD&}b~tPKH%(D0xhom1hnLts3T`po(3Qzr891G0GK*_%
zArq^IQ1942QQw<6y;7$KG$+=tda*y^vuXQz+(#y9EX0AiWRLHYOzNrW+xi<`R$vTl
zE_=L^M5|&<tsK_n+BEKiclyC!R8f~z8%JNuZ})_;;yvWs6788Y$LAB)9PY+}3k;!c
zm78bxxh+k<PoZu!gv~}!>qB%ydvXICE)qOG7!unmHM()gSm_|Mai@wzHCBB${e9*(
z=tLxH<9e}KUwXrw6m4zvW5+_qCYzrH;3<}RH&e2&0<<|%()khX!v>Y(#eeS9c+|)4
z7<wa)#JOF_1FB~N^l-~}?jO3q>}z%8$U}lTLwJ<=!YeQhA*mW3VHSwyVLX+gPajVC
z0@G<F=W(yT1!FIxvQ2Nee%ZJzXxOnwHC>MP=ZDW<v3!Dc<D5@heBRJ%`Icr>Jk9cQ
zKJgd-$zLq)4U)F*(!V^6-Y@^6W;b@!?-uH*#y<EV(6a!x&^pTJkyOveVR>4T)4=H<
z9+FFsepacv;z!^?bmk$VQy-|yBGgHi;R*dTLd=T@koo*1gzLw54gO<d1z|(8;dN`<
z{bT}C?cjg>)Sb5J6SLQxe!SjUsom%57QVx~E(n_)M&^C6aGnI`btCqT#LmlWF^X&<
zVg=ksSDZ?p>##jgXaMD72bLomzs>}NyN{ClZbJpi{Ys-20YN?MoX)HiyCoUU-hMqf
zBgt5Y&{O-7aK<}r&flxBZRuxh`N^;)iPz;7zjs*}HPt(N^h&b!FI_W^${<yBy>7PG
zN!{4L72T3Va}T?Md*q#s@sFUuAGTBRV5ZUMDcYKWID4H=E*K)n3qS3cApCagE;YEW
z_I2Ku1a^=Ob-Kh{G>twnIFo_2A#FLwk7;o0Ae%dWjK0`!3nP9VV;*|-%^7WJJXfU>
zuM=~j7k9Ste!Q~V0)_0Ya?iN21@bKJMJW6Wdo|(na`^#8Bn%8ny2oFx>nEAmY%-fe
z319HjC*djXZ)Hp)!Vdu9LrNY&k7}dt-prf@KGQL%NnwfLGs%ycRR)jFDn(knq3v>?
zYdD#OYv$hs>j?84+>!n`VT`z#RL?}e)9G^fL7VY8t?6ZOlEhyVO^uFfa<hdcqxfGH
zdTzUa;A#J+6EkO<%($&{mbimhU3)UPvim0JgUK4f_i?xo$-Ox#?*8rYC*iQpNb3k!
z0V+_D0kvXvUvrj>!08pH8C<4TSZzr+TuF~q5e)8;`1!T4<S%6&shV<KRrbEjM$Ac!
z6q1k4)XDn&4R`RcxNvi;q`KU4uon>;{XXrnTHN3vYwq=|-uSm`kcj4hHAQ`A1cDGP
zP$htYw#g(4()Z<FhjY@bBQ(k}h4?FlW4{^52bxS%`&N_VCxlAV#OwC#(herMk_IV{
z0Y|gMg?SDUt`|(CJS*_9I&}J3n0>>@J#w<&KxEJ(Y}wlf<9&MTbUo!1lalVjaTUQF
zFaCjf{_QF%(%S1+ba&%DfMM}`m0O=!lBT%sIqCHMp0;CeT3cfr-?#4>RUrq52)vKN
zAQrG=I*DVchuZ`0g8C?t&;#nlcI^$!<M%!qEwm<LdFj|=>|XQ>By~757L~Z=8Ct7o
z(_d+(ass)4=G5g~s~YN@5QNnt7tUAMf$Z<EknfyP;U<r>&gFh(^Cg<nXP<I9utraT
z_Orrf2i)(pRNxVmis>zaJL=Dr)ur|JyNBWfawNPnP75?0r^|7VF%l%Nx#dkxeLjlW
zZJ^6du`6vFFf+>OeUwqfOQCmttU}s;f}{FC9%#Ab_k<_zyea4J@qH}4zP$&fVlcn-
z_(L@4=@%&vX$l{cSg&wWf0!RWR8)9;1LdfY)zN!68!$}BUqOB^ihik<88k>CpWfTr
zrXmfbYJ(NwGs}>cgoy;K6c>qLEY<=-HIsCG@jWo<|6n@uK03<o;Scw$*L}P&Vf$X}
zGC~;Y@1DY~jIobzlV?GF)_ur3Q~KvK775#$PY<3{?^vnGR2#m(OHy{91L5tH68>16
zDbp)9F}DMjhhYDFv`1D>EU&zuD*Qh(PL+JPAYwv)V5KBvglAZATmh;U%KJS>-Y&6o
zZ$8m32InA+3A4AP<Q9X;?^h%cs@Q{~_|f^Z4@rkJr%?tHm2NrxO@hryHT7_!zd<0-
zE4qZA=$v@eUyFHqdkm}XJM}BHXGuMb@$wT@PyMwy0tt3=bNSG-cevns5Zr#6+~ymx
zMY+ASZNTRG9kSz*?q2U-H;JJ2-Yn^pSlEe*4lw4{TBX#pOtLvwiu}sY{(1-J9m>9F
z6MCx$sQ52wq?C=<2|{eGRYWM#ILAOsX9n{IreD^41S=9Ff-3^+NYnP3BIZzG;oLKi
zzwhJC#{ZtjkDIRQ@n`(Dv*Qq!dqy(dFW$_WTI|Qm>vYjbd0qDz+ak|^+}^swid;c&
z<0q0-cXe*IrmrihZ3|S|nt}LL*LHrf5HvmBfPw>$2Z6OFXgjB^L5OlW(h=V{f8Ws0
zZPyZ17vd)kUEklo#cdlAHuPeND^|T+^pt{99&z~!@V!=K)6XL@MmHOInxyr8GnYWU
zT!%$}Aqr@GpMG|0!zREN#4ObvDcGxf=k@`5-*ddnZ*o6lq!!HSGwK%p@%1#}?UmPi
z0vT5N<^y@(FX_3-<O91e!<*_hWkB~`=a*qD^b+pFTZ!7-QH2R&j7Yyb2I1zf<~O-1
z-|Kz-UhV+o>59}k9~!N(H(;>}+|7b=^>)q0<J#Kht*?-AbB+Q!l)O?m6)OHw$Moyk
zqAFKURjvK*bY9L6WE>wPblfuLqu$VIGC>;a;~>32SNVloG4r_n6CcshkCI!FDUTaz
zdFSScFXy6I4|x|kq7e&45pcj>jjT&)ud>b3Y0M7$m-$ZmJvj45)xJ3y>QC%~EPPWs
zJ1DRGW9s8U9^<bi^7cnw;VbDeS))}H-7@_m(ZmKUySky+>19n{&Ww3E1WVCXI=WYH
zT}4zqf7_^KJfnU;6*q0=E)z*HSZ}TsB1GCsJzIRh{yN1OU3?sb&XR%P-ebcX)l;^c
zVfyTEj<tYN{Qr6*;~NM%Z;QptgV13d`1lf|&*Fz4)d!7T*E}SIKw(k3r^w5yh}d2d
zFAla<b2CFsY=WMb3e1b4>VHn}(a8aUJC8v)XEx;HqAi3ycm7r|yvfJbz0#)}+n^BK
zElT~P|4Mk~D@2=FGJeRpwu~dg#_208UmN#lsVEAe4ti-WNavBYY%8!f6lPaxs?C>C
zsn7Ca(QAKsG3F1T)#S8A!(qQNiMzee5ib<g2q$H+6G8Rmbk&#~J@Df`EXuq_QlLV@
zD4F-^&&sm!FRZA^6QmDlvAWQ{o{_?Q|K3uKh?;DArSs?Yl!b*OUv3zw^wTcfVH?V*
zg8}F?g?U`gP2e~s=YcDK^4#ySzvq1vc=#+9j@*9#aN@o=yt&9#QkSR}Z&iM`w&V;Y
zi+nZZCln29Y!X*R&Y)`c%CB_M%D#RbY{pK^*4c|)I7Q22uLr{RBZ2mHVe%WOq}j_r
zyRx(qS(KTWn1*92VHQ1o4$`Hutt+PI6G7<<bNC#CZS7Ae<s{#-JhNOyk{DTjuSW|4
z7yY573xl)f_ys2#4u88opjuxnQ5!LkZ)(wyNWmdsa*uzHuma#0pM}WpS@~1+AY1R<
z?y=zHqeRK5{goGIT|_xWzJ1tE^SeOQ|MojjHng;H^bDDULZ5|CJRCBYSq=xl?aUj9
z^u*(RW#CAo;_2gU;i+S;Vn(>wF%f<M2w8hZGvjQ}@3n5}L-+k^4?bmohM{<-%|9*&
zPYJ~AZ5_%U+K+uh{J5OqJM&G=iDO_W^ZRtr$u%jN@s6athYcxK{Y{YST@%m7&?`}6
zUp|-Ij@^K9R0wJ$TRQ3%;@|vXL03+^KUkJUWX|cN0suy}c98G8VsHR^@!c2w<?V2*
zwQpr8#Dh2cP{C@&uH6&_emhZ!c>3@%1!&wu5#r8%Q^yy(?>XtwUBU}|<w*z7NsTtL
z)Vb43jG0M{Rr(e5P+E28TRv&<_Wy<nOj%6B=Y@RZwQJ>-Vy>i4$IcKi)SxN`CLG1=
zcZK%sk4)>|iP~>^D{n6Q_S}_gM_jJM>YA0Q!B7&l$OX_fFBE@M#ljKCU*&Tre20A&
z89&dbo;cT}5!rE{6qFSHz9eC;7wje8DgfKJLr@_(1AtnT$V?2R9By@>;FekE4TK7V
zHmwiW{wySibP$`?4yg;M9t)CDyF|4#XAPBgUrt<ZADx8EJUMe&Mx4F~tM;L5WQ)Uo
z5XaTOb>uO=F|Kx|GlKZZLHNrV`ZDvdsqqw>wCTQhcwU;IRcASPUz;QsgBE_eAN>jD
z`=b-CQ2MVCh!+Zy$FU{jp3<srEGiN>)%%CQ-%Lm$u*=(<a{@?+7aCOP6shW@w}a&W
z;0gzrr6S~Qt#o+6Ozg&4WIXAM^u#*a*-OucUOYLvcPou=po&M+1CjTmgKHAK2`SOe
zHv+=JD2ukLyFn|r7YT0FZ<p729%9JNR_+BOuO!`Eqv=@~NDO2O4U_@5gd^K=Znwxm
zF5`tPSQStD)-P)>Tpe5*#Rna()dHD=LwvYjqg?!>rg?S$dSfQ$<_0w;e7C7coav>!
z&ihf5+}Ek@_FKnNN5(fF6;Toj=+Nn1@M*^S1%O`Sr-cMoD$#ei9SHv*cTY`B`~G+P
z1udlHpW!Q9q2z4o7j@p9RNN_}^b2KLtQSD@md&rU3UL!vOZQ34M)_*Z$uRas?*7g=
z)-sND%k-y`d43(#n5*Y!A)MEB|CK!V3$(Y803cl+Rhyx|AXay{>=)zyn2q?!`rLaJ
z_4JZ17FtY;(zFNuhoNVgKPWWVqQ8GtWMvD8*E3)7egmZpJf)qacBj4YRQ;CaNjS{&
z9@$P#7N=>0pW=0C$J-5e$JGAJFIViN`;*#U_t5>?KnF@tP}{?ZN4v9a09Q9XkKB%O
z6Qsl+l5*0<m;ap)?2o0|eO71^QW|TDbw5^GeA{;(SZ#cHWyc1RE?5J6dj>*Yyse04
z`62(|vhY=M>gfq!B<u&4z2zjJ7ldkmgChq+Pxxq>$)WD{4_<bb(r=&hg6$xf$pFoe
zlxGaIOGqBi8|uC(VcA@42(r03KT^kvNVsu8Djaz`?w<DitlwvKeC>n1f&acn(iIO#
zR*#QPLul7tm>BkP{}TKA<b;?iPx=|SK~Hz@qJ?i2k<fS?e@uo{zaaA&2Q0GAqw_Ye
z7k+!_*N?-VXZ^<K>u&oIjAPKKW3}~6jQ)!7et+2ga^BL@ip=bz3f?Puo-F-O&5F3m
zlY`W5Fa}=^T3F0+Beh~Dn+hL;dQt9pImQU8CA2|7bze4~I(I%0seH=vwjcYVsOfSY
zVU^q0f*q1h&G@a@<T!|r<5pi0OvyesTE3~@W<&nTb%=vDMiMCApol(k2I7e79J%mz
zz@qxJ+4iaW?gRdrp#zy<?|J)xF#cvwO<Xbd^{AMuI>fCgOrQ`*?h137AH&+Bv_zeJ
zpWURkRv*p><N2BTKvdgdxoP>|aC^TZ?QEe4bO$IAVg%sCi-Ye{rzqN%_1PIWTh<sv
zJ^D>Dt^3lwqHCk1c-I(+R~SdZm%YSV%45WJdJ=l}&pC!+0sI!IGPsEnqGTqZq~s=b
zLWlc$4M_&m&!0>fuLixQx(|&CWTeITnk6Dh4L5&maMGFn?7Ur-s&fv7kz_xbLYC7d
zTi^+PTcU1a1`zW9$men?jj%yzCps=N^+beNS>CVl>1Hy&F^$w-6xy$t7}|8u&dVdw
zG>XazbQvsB=9B>%2fXCF-^Zt9>RM5w0D^tV{pD{LJ*s8FLE9L;yF9jNXFm+(^q8O6
zrT=x+5N_Ay{ea@nvx2U*ERf{`skjwYKxfymP~&ymW!XpW1c{YhU!i$P->cD(O6r~2
z({VrdUw>avX0IEWblf+#<Il?!GV%EP_}AP8?ZgHEHE_+pP2<>$w24ZcaGMdGI)%x1
z@2~OdNZlhHoDrlfaG^HJBtJb~i()ju0%${6d+%69mka|5Kg*TdkYF9<8is)_Q~FEL
zMPEDBw5Jb4U>;rXc+G|P<uON*Mfj}`4br|PkjXb$Sh8P4tc=?NCH9-<u&M{o@p->Z
z-2Hh^NYkI_PFF&1F4=dWR7zz%S!|7~^?05ngfPCx{+AtQz%+7DD8BiiArumpm^}<o
zXuExYFE(*|4D`H@iSHuTlv~R^0xM6p+PhaFzeMa=m}Hc)m-Pd{x7*lPR<8B4duzZ|
z>OyLOuyX(Kc!A^&Aibay=KNCAxd*FRRP#0a=I}t~FX;otwq&DSa)}U`x<BCs9vsdZ
z!vD#A#gnkbSw0n%*4?s?7k*djHOS;%e|n1ZZAO#)^i%qTg+HJOXP|cd3$H2@rVGPV
z&k0Enk9!e7O<Mm{No_=Z-}}`V{q}%w;AEvja`fx)CPL`Z{5mvc<O?4t!MeLg75)~y
zQBSyVLvh*cbkQh_10MR)lX1V)&Xs?n!gJiXFXP2(c1&=xpItWCeLCH&9!R*`XLxK$
zORwWwEhVzI_sQZbuuOVPSuZ+0*1KlolW+}j@T*s5h=<Rr6G`y^yqEy3E4B#4Z&stM
zT1j=Rt^(2Ri#}nxG$m*Y4zpgUi^uTpQ}47nrT+Fzm(@(5JsPqRaoxu@;C0wp(3qm?
z!^BA_$aVupH=)+6vC*i5CC;p&y5j*c5zMQ74Fio>n$<KudK?2FGLJ}m{6Sz!f?OW%
z6Ns{^Guwo=oU2-**`yQCFcCX8NUPXD2L`&qGV8kFwb00Tu!Yxo$bT$hBb*6jzd%3$
zPx(MB&tboo&q&e#;zg-&9V-nFbo*SxdE*ULe5lEfEc<J(-u|s~Vgh-z$%I`FAS@<3
zaC5((N&N6q7-{y060(HH(HRR}eM*<EHf-g|Q>FZA68G@|Mg6ls;o~7UxMM#l3qu(^
zK&J`qMbmtC7GXNc7^aJV|GnUi7DGKm1~#tV@1Jap%1`SNIX{tX=%<nSTO(lc1zU-p
zmiG&CHjg^?N=|%d_oytPeH=ykeTwr>tX;^J4av>_T64Q)*E_baY41O0%|?vh*TEo9
z`C{m^KuwKAJ0ii25<{?sG?nT+RU!j#!}|$YifHG6yI;S(=$$pzeObs7$JW!r53eYA
zhEkA^hvzbw*+#XLJ551sBc~jW;A`A*Dec!maI&sfeD0U7Kylyp$v9p33(;n84|qRl
z)T2~>zkh3(?!%vOlm*#;g6n~Qqnth`)KgPK?a1`+j_z_(+xVo*Upm_~J{Am5=XBhn
zNvz^&qJIak{a8tox@H`d0_(Mzgh=tLh}SCPCN(gXA+q@mlt9`)gaFq7Y!>+I)<CR4
zc=B!I`7CD61bfzwpRXwp&Kw0;2?bgU$ghbWa4h=SqtoqYaVaKO5k!y({OVc0I{DWx
zBMEHNkhQ!@Vxj&qfJ!k%39LUM&os6iBSgq>kF~_4BnXyFakWEB2p?{404pUxoQ1k+
z8fs6dwsYWd)Wq^opD(FJPupoCtC=|=DRr8VJqZf%1NpRgp^TTj<VUp1w*w>MI?gK+
z;E4R{h051td#}r8!8{<TL$U(Q%3CIbqh>a`?`q~G48Ds_sJy6Yg#m)I(-%++kL6|6
zLFk9)o_q(r52m7c<8cF_q+M{7H9K}w-(K>S)pE_}`om={Gcy*>4$EG`fxG!{X1(25
z?KVHJaF}U&Q2qFWCXt@7583JA>7!hiEr*$!v{u~?*m58-ArKIBEGdZpr&Imw)a%$8
zvp9|*^33P(`UNI_zm^dBcBEo=DwlC8pL5zIy?PE>slXcSV4lxV{vX*<W?JT)IH_QM
zFpeb5(U8W|`^{<}`Odd5Q~X5a@tEJ*aE9$JIp+(_>C^3aXvw>~9v@>hwn%>yn3>%#
z5}OQdXy-etAD;ZRc$~Xi*?Jpbd%vL1rt5f>73ahtsH3rn+(no&qu+J9P#yXB>@K{k
zkAgxh+SoDnZ&RB@7(Gvwn~eSGM5QBf<b4P}IXe(bSsaHfs!u3>>r?@i(*1RQHSQ%y
z2;(ZY9$eC|h~F`Y<ZB|I)2YgSy>6a`VeZs)Lc<YTpJhv)=j$CsQa^gY2*@hT<<!jg
z1pqzi3a#pVNR(Bv9A!Y>=*13@1^U@_953a1uX160APJ{M&w;a6MBcUcjA(TPkpl0C
zs08D~*$BIv_N_wx0OQ*u7Zni1DLZ$LE3i?1QV<2eW4`B}YfsO5mO~sx)0P$N+rcyK
z$J5Yha9bcGtx3O;F+&lY_AQ^eoui6E4-zDESq@IHX3_G9R%VVCJd+a(^k|2y&~N6x
z48LpEZyz1;Cyn-n*d1A|_2q2M=*SJp{*Cgg^9kxM8jsWI6FE@i5^A*SV&F6Q>GSBg
zj?6OJe#3S9V(U;<WV?~P$Ul*^i*z(7M`Y^GCu7ANT2^F>T$}aZy^siHm_Ah-?OUTc
z^qx<~yORFE%Ywi?&JuEVXJyTPX`G&rGF^Mw(5TEHzgNyj<W02DcN24#0qNtBodx;s
z*zdfy1}j?vU<OQsyrUVygc&YCE+<EmWnT)1PLnj9uX&jvPNUnWwBnBWUZ~3JW3imy
zQUA)Fe_pdsE#ALk;3*_?XU<RBt3$OZ(WK!g`@%QRV>=Eo-%@3bP8}CMk`VEGytzP2
zYk)3$AxF3c&oxyWB(U<IpzXfcSq}*JzNOnu(*&L{khj{KUA7KjFg>l`K88az2{owP
zjYohV)7{`Ipkx(PP_-Fm9MjC8yeHeg1m5vT#E<3_vnK<KGNFYHn#Lz)%fNd@n;}~f
zg%RfEAm6Xll3T~^TSM0`=Q})=l<F1D#la&0J#h5RoFe~u_WPc_<sLF5r8CW%(|x`%
z-(}G%WYoZ1d6`5_9*u9`+`}h#cYa>AX#@S+r&g}UZN#$YAF;ta_Bp0s*zarI-P{u0
z@%<FMU38?it582!&H2H9P3~KlK5o;iSMK{x_nXuV3L2Tc?mc_%9pZZ8h=>sbsFySa
zL|@g@#J2~_$B=#S8AdZjKF;deC3rVK$}4K$a-?<NZM^FqhJv>N-pqkz=}p0Ug=3bq
zLoo$YFqiselirtE^^U4l(^D;X$sFi!cJXc&^?EGF3@j;naFGM?c>DIWKM5O;8I?8B
zi*)a#Ojjg&yzg>)ueCttN5?hIqYGRdp;S)(MxNStZpah)%6_L%?{ZAiERos4M~;61
z70ewO?8VHXfPvWu=~zOjoS#z#26@hb5VU24dB)ocG{+0>t7vW#*`OK*ZYsJY_O*@m
z#f3HDYlPT&91t6v-#;=M?Rd)J<(%Ws57}#nkE|@`W>_X+oTU04NiGnxlA(S`>uA^S
zsoE-nML99H%0{&Fx2UrVI^xUJ61`-e7IJZ`BlIJk`n-7apl$?U_ww^nE&>;_hi|{a
zZRLvKMldv8H(#50;R;rT?${-eP2qSI`{1B`T6UHBbzrjQ!nf}`(X)TFqs@I*__=Fn
z@?7Br|BfsoFQ9oM7?a@P)Rb@fJ`nlI^JO9ArGf!B$v>PwfQUnEK~hk*tF;pio9z+e
z|ARJSyGWb9a`|;PjG=-SLsi}K*mc=RB3cg+qt<*2Wot`ZK|b~(L_s`@seNIsNQ7Bc
zJ*05umS+I}F_pHe<;%pvqfc+%lTZaJPZ16U2K-;cYtKK4G+h;f_wL*%x&d=gAEg=K
z>k~JGRk$yf6Hod?ZDbt4-Q`&Rg&fgwpz(v#N9!|_MOO!*s?q%l_Ytkef%aL$uh}r4
z%QdkHvypWf)(HfiBI|z5vny2d<@wivL~?96W-B%TlMmLLeckE`29he+0tfQdRzKYm
zi5ln<1vzbvSkrX-7gFNJM$U2)7CjJY!v3=lz)2eriFa@1S0+D8<Kqy(!-N6<o?hDL
z6T#g3QaVFL%;7z9H&*ij^wLo$eJ`Igg)0{R(eNZBlk4JZNhC%VZr{FKYp#($i0DFw
zXQkCdi+Y>?Jc1h%&Y`NjQ<b3@12~-1G(DKdv3?vgL>zQCbSzj2{S;JfVQ&g^tK#ZL
zDvg`R*HI^BZ&`m(C|z3}iDLbYnduMz!Tm*@4!<pqi*R`C>gvUl&FQ-DQjffqouNeD
zu=PDjdu2hBseUiHNvQsV+<l%5FICVc*@s~s3$S@+<`wBmS#?EWbd8|GP>~L*SjIl$
zgP5k;GP_w+pJgTI|FEs@nif&@Pv@9_<LA~N9@P+_vV)ju@%%cOqGmA5YjSl2k=2L!
z^~&CTW%f60&hdg?;5~2RD3{B^VBe2*gM*BPJ9C%eKHN0z*1x&~Mx677Gs+$oypH#d
zOJqE-Pf7M{Xj}|>TVF0nkizy;H~=ewj32GU>HMO`S*Ctr?2CY<OpaoC%HRIB@Xfvq
z(7JTyNZrd=n9*D4sk22Lhw)Qovm_y9j_1(mP${EmpetDpM=fv<-5Ol#596S_JSG+l
zl)3M3KbV1={pe7aWIKMeEg3S=W#Ppv-B<fRmac0(Rc(#Fl1RUlCI|{hQ}2)>C`d=(
z>Gzmf`+V6aD+wxPmcNYhWxwsm6Hp|_>5-U2-?Ltrph3-DVW3f6_9%&5WWnF%2UTBP
zR-s6ZX#DL+Wj*k^u*Lans+`25*AyF!yppLR_s+VLx*f%hA$+M2Po8>z+nu~)L!$u*
zIyFgQok$Iqk~wr$JUo#^NZ{*^Yx4GdutYP6nuI4it0e;(T_<&frVzv!u?oR(OF*J{
zb}Zx$GLT%>;s;aS$=-23hcG_{24;WK^Q-?rb82QJ`<41IL%BoMOh;9MbXg?kLUrR9
z#Wgp{oJZ}i<aedQuqY_6CRwlrmuz{yK!Zhj?;ts{6mRNycekC(3e0H{-Zdt_V!KbP
z`As0_8AyP*pT4Q3hFr7?IhRg5@gmd{2Z5$vlf<t1+LznF8yxeahv_V(5(5o9?n<fy
zMTowY+bGB(kPXpD21zXBXvbeBE0@|j*X){TDw0<4lNw#$wruFcEB0y4X>1qr&g2@t
zZYseY^;lh*t}wzf3e(5mlKZ)$T7B9B==RJO%}dzoa+vqu2Yo6byHVSx)5w4B*5M{U
z>M<4sShK-+#sGCn&^ZrlpvU~G@ILLrH>@Q37e}68HN!Y?ml_0gftu_UId%L5%SS8k
zi!$xABb>65A*yHFhV-c<2fyl<l#hFevd+BQPPZ;iQeac@a&7QzHQA-wdP$bW|7oAf
zaR->znh-(wQqMI0<78FK7~|-hCjrk$8KYv*xB;bfniyMkbokS68GWia@&qluyf%xv
zEK~A1_yKeC7(n#??lL5uDe=71suQV-J$UBa8Q}WrzzU7LC@E?4Eub2_%lKwI9zg3V
z*DqYo!9Pu*M(jR723G(aIk><p;|&}mAwHyqcsvzO7>tK25IlGDyfbPDnWB&220Ya8
zJSf?-Kd>Z8l)>5f#G@s;{$)!cwTvBA(-FaI<Zgrl*l|Bydx6YEU(Dql6~{T9FBz^D
z9!mCTCYuw|!O^HYH6DsEIDOi*y<MW+?&Qon@xvZ}p9;2DZE~H2kxL-5``SMKxtD_7
z?$JH_Sco8sN>_(3AZv%+K7QWZ6Ip2=DW{09oB4jnTp9rge@2R<nFyJOyksZ!eXw5C
zy-1k@_V3gjLNxUEvG;Ug4(a*l!sKUiPge2K!xp$-MET4<;g}tHhts8gnqPTIgYc@!
z4MyCb&8|(Aaf(Zq(&PS1#q0A|cI7GTo0iB~2ArH9s_*JUbA#mzZ}#Y$m|qwK^ZvHl
zQEkCuqg4k8xRdHD^WB=#AXO5wR%zUelNR^ioov`_q;G8gty$P02XK*0yF>d99N1?J
z3mU`>6|$?<e0hGIV9njyFKdCA>i)q+jy?j&+)&w4#;S7s6!1_ESo`q+Kb@1`B;c>7
z;KDx)XZMM1kUk<{?czh|ULK<c#6f(3S6j_7h<_xP!ks%57=^n8j>PiSN3Hj$F%8Av
z$?8Og`0tx;lLyxIer`Tp$SJR2!5aGpBubaU2h{B9`}b(A(90Fy^$Q^b6j4OnE2H(%
z%Wi`Ag9%>`QxyzNq+~DM>aj<HD?Qn=P61&RZ|HkN$h!_#hOSr?u?kk+oj)k2;Hc9}
z^&+wRym|wIl(;%x-u9+=&yG6@rmW{PM|3SDyA+GtsW9n4<gzoAuiB!Kv-(xCF@$08
zGU2D1-W3|kAL!-L_umFl?HA89?si_6?IHQgW_*o+R2Q}daB29Z$G}q`4)8|xFNeUp
z+e0n0mb9-c3!d3boxENG50#en&ThZgk{KeqW6#o2THt)^Hb+X(jVBt3&{4@RuQxf#
z`)D|a%csASD|@r=YXqg~-H$hpOoY&|>KcII0dqfK?Rl5Xb{0b4E!5U>8b|7__T`cq
z7yATlm$t47e1+uCD5p~HEquM%=WtmL6%5CvgE`?7?qJdj-$fI&Y$$&H>-?qF`tcL4
z3ivV0on3DhJO>2>i4%-QD&*%B;G>BS2kw2{QTK@0KuBOE<)6r6(VV}$3=j6Nvw5zC
zWk<92&H$%)RW94mpY|N7ZJ%x+>sw&nySdtOU!#_`XhLd7qj{(#@2RdRM|2+CuiJw2
z@=ahqAh>Ib%L>ee{#5nvJuz_iTgt}nF0`_`ZWH<59Q0`3xWDfa+McFcO<0jn$9Hkg
zO)i$L6BuN2^OXKr<gerAAK|%KY@4epYo6Y(9-10$+bysZ!F;wfG$GCQp<bYg^QE$V
z;!(|xzMPAejCdNNAkg>YC+e}YcVs}rxRm7?y#SCSfh)8E9Zli;+wzJ|qw16yl=FS-
zb#VHzDRYHM?JMGNwuj*;pHe!3J0mWy(IVmEiKy@1T+6j)uLmpQ6&IzE&vh_Y`cWSK
zoTk*y+Tr*-IvamLI0%&2KA!2vs3(QqHq(a}iYFA*{VUdyYYA-xSh>?*PNt8=Te`E>
z!;_1x*h)O+oOw6C_53y0&RSCU`C9<CPWqoW*a!b|vlzef8hjkO=8D?!Jv1T#<5&Fa
zgReBjtPJW%1@=RyMo-Xb1-t#Y?umDeG%Ut({(_P4GD0~yxoOkw^BCIf<J+t9EbEU(
z1#wmzRsM>t=Gr^hOAP<|+$^{eMG6Bx1W@}9xCK$-PFWP|@}}nSb1uYPulD;_a=h>q
zXeD(75f~@l{8sebur8xwoUZiJ?2Bd1W^k9!7_qZQ$;*!&u4<?i6l;sn^!Kv~qNg}j
z;ik;nUI0ve`ap%1`xtQwaMX3(0r|J6^&YUqYkjUC<;U_h38s>-I~`{aU{QUT&g_-n
zC<w3B0L}LOdhghb>6r4mmU)|kTxcGit#iKU+Sx2&Z~$L;nRC@U)OiY0=(`0unvBoc
z0^spN;TJLu@%pV!f|5dyx0BRSoT)MxQHanmw3025y&J>_9R$iXw1KmqE<*XT5~4yA
zh+|m#r3Ux8!avt|iIK=>wwGC)3J7}@jJ<D7%&lg8g)OlWk~$Ho?|94CzKYhxQM_Z!
zk0<%K!MB@rxGokgzRo7p6QtxYoFO=x(6@RTb}sK)8tj<2@hv}?y=&8?E;;Q1GRIbC
z*<T&tZGjPouD@WX)%cQHDX<<!&9Pn(9H$mYJCd=rHbPsSiq7kj!>x$tduxjB-PmA$
z5$_J6b2OcD0%%;H*UjLe{61bSI~2Gdz!2zbo`5Qd<NmNo!A0>y0X4Zt!(YcMZ88<j
zd;_;@I>+{JIs&VU+G@!#=qtI?rTDowCi)X9ieAs{<cVSy98Px+D5TjJle;^>6Il{}
zb_8+9QhY1xebDS_;?^A1_FJaNhbywm!zPB(`!cFV$k7MRQuh!L_&HTJYUy<X=bJXo
zjynJBmgdgYTO{*01huoS9X9<z2kPN=-Wst69g0ca+W_6Pi^o>`27ZNG_t?-CgZfsx
zygID7nv#ULIrmX1UQrJPGXr$4<8qCx=LAEy?%8OrD(FBpZEFa96*vZIP+VWT{(ZI+
z1?s!F^iSSXM;474?-G#5Mn8Eoczh1sw5$RNHX&iJH}M?I``ufbrT9Z8ikzOlr<r|*
ztCrNwvqIWbUBIg_)GbCnno9-qn51w?tQ~uTaGUY6B$x%uEx>K}FIE+>sM?HfU_&gd
zu@1eAWDgeseE!|C<*7BBVYR53hl_9%+QCPzR5iSZoTNf}HsylAy|%+C48B0{d0>~H
zT=;vaFockU?qVBCT)l(`?Na7fx4lC+AM*%QeVn)v4qx=L%!lH<%EM~E2mN-ahTo))
z<I#qn-|ff`f3!TDOAYm%Ut{L12S1j_b$*JIz{cNYcah)_P7(^bEWu2xOS7RF$VvE~
z(4JKqncv<S-9HC5$Rc@Q@a6pF+(eMd`=~Cz@p_Q$bG+W+6~rnM9LF5c__Kt5nBm`A
zQ1)`$`|}$74xi?*G@W^4J;dE8L`XVZs<3J=$;*4zvYfo!IEV+V)%)ca?|)V+!6ku&
z>@0K)7OSET@#m+4H3pM79~9RJ`PfB0*=u@@J{SWUjE^rblrqo{)T?SAq>l##4;pX}
zRj7bA6l}Kf2-@SU{^V}CUe}3I?S_nA>HhY<08U1T0yQjY+`$_a-DvC<+Q2CiJk5Nx
z*`th$iR_r?nDLw7Lm#hYY^!ce2{W}%eAqf1ex7rM@fAD19ipZ$hy72!vLgQ+DJbZz
zTypfAx!^kb4L-8ElZs0n;w_F>R{1RJp$GM@x&5Ax)9WsfC2C^u;k&0Bwmd}Yhi|?Y
z_YY^!=5eLo&f*91p>Ca~t1$rRE(aJJT715c>cEK$Jy;<XLc5(g00b}oy*E5UzSi^?
zpgae%)8E<M5r#{707|7MteiL=&OnkvM6rvW>n|vqQ|(^VEtJlJ`iexzR0?`#^0$+X
z+P|h|DAAbmhWtee%t{yok@WvQk1L<tORgo_(HbWt?z}&i^;-k_Aj+$Eae#gWxsf#_
zm_%&|^%JJ*+6+H8eqTlKdFRJCevahfFEC$dA2IY3#8G_|w8P6J*82*V`_)WMi)0+W
z><TXhA`JNVD81h^Xjl7ZjSj=0A1;tPl7ELEL#M@*6;QJq;luj5OP-&!CBq%~Lvy@V
ztpu#kP;TE=WPe%C@brReEzo*Yo!)BY%zRGl6O3z@RXZPQmHVgXpmX^CH5dPSs_(bg
z*O2VN38CF8_^?}njC<_3{ws^PL(qL4>bP+O(B2QDq8;d!$A><-oq+f#A?3nUNAJ0=
zsqB9}NT^W}gSj|*FZuU{AvAhlsTC_7Xi@QLVs*1s<h)+&XZ<Aig47}g09)}5G<}cq
zc=H{>PHl@Hu_E5WvGx9N8@I2N({wZRsJ;xrp*i!P<Wj^;&N-xdpuC3C$v+A8XSJMN
z=s6pq7DtnDf~v677^?3Xvb=wN)R!S2Lkf*=w0Z4&7C*!5GjNb6Wo~3jmva1pErNo}
zmaN+@6AmYt%(86ezo$2v?==q%YKW797`d4c3EEJ-d(;*{sbv64)DzIq{T&tEBP0^I
zPC(^lHL2p2Z$fI02v5GBSzDY_q;{?ODTi(?;sf-`SbWBN0Ucx*_p$Nza6`)7#fEHX
znz{I)JyI5TRnA&!_%aaonp&JwWi@l?i9x(_3{8e_0Ae^Tl7cNl<;zzZ=G0;cc=1PS
zNIsVI7In;n!W{N+WyUX{nhm0mG<=S<<(3!I>*L{TM$&V+9ZI%@JulA6Vv}c+jxyaG
zh75b43-HwhPfuRHuCt&ug5v`tAT#t&s!y5E`B@p<4=?lj9k0+<=GAlOO*;-ULp-E5
z0`w#cv~5AVf#u=M$=&UQ==E}u#<ada0d_Ee4}PtWJfQQtCY4`%jKFF!%mU4roo}C0
zzBxxxE!>MiMd`1`bsUf7C*nSG2Bq4U1VuH>KFws7Pt7LX=frogV)B}sqYVH6!kwV_
z`6e5kZleBzhhW=-zd66`2DhG1?Q!zOonCr@z#&wU24Hxrmz`t(;iD7yjM0v|y*^X%
zdXzAacz!Nj4GE05k$R^xa;e{~s0+BO9J04#xXk4Tlan!&j?w9228O=2g<+T#I{X*-
zx;N*tlHs+bnaloqLvZ;SpSSyNE10ickFPxy`<q#t59EbURk(g7=egLec-uEO9R`#+
z0j?hs4ISD8PIY$jz@KQ$E6q;&_T6r&@*FgBGX&_}6R3w2oLs=+cCGyS8361ovXscb
zeRQ2Y-@RUbChBq;jKbXEk%~cZKyjOG&tbMGr<P&KAfizye`>2|>{Uiqcg}6UuYc8p
z_e<!K8g3$PO$dOLl$e02vx523$J0UoLWVBZ-;6ZfIcKB4WWtN0RQ_zpWF|SD`Lo_2
znEiUW?tLj~2gdD_`sDTw54dCE_4J}6Tf_8`ACc+B>#&P~o`XK1GzjWrbtluZFEd$D
zNekRr8>Z{z^f0h*64v7D3C;!DuM2zkTl;$o5WN01;xmvDZM9cKxcpidsr{k~dGiX^
z*m?QxT8aoI%V3~GW6IwdKnF_lDBP5qPZR*&cQq4z`U}nOa?ZpD<A{T`HxPGbuVqO-
zEO=K3<Y$N30M4NS#d)mEi7v0E>Z8;Sd1&4B`T7ECI)bu>M%)3}U@f?rRXL#XGDx-O
z`%~Il_m9ff_hWB`N_kqNkm=AWf@N0kx+%7jEGp*cWpEJ60@$V!oioQsN1ctk5I}r}
z=|rXi)#z-WUAO1F=Qai2gaO%72>7HutT^%t<lL?2Z3Z@CQPcy*_G8b7)<4=U46)Ly
zyFhTJM%8`uefPr|&y8t=*F!p7cgk0I9u{PdW@3d&p*gc3=P<1g`^X-xGh|Q^9-ZO&
zVevgv?z>}n`8al14r|;jARo3nPk(-fvHp`V|4OB=(Dy<QkO19Y=OxKKAm9&|8zhVX
zU`)$<{n}@F3fc}%-o99Qvx_!Tr|Pz32c7j5H0e^l{cgCOS6D-V^tE(c2YtXE4L!!X
zCuBvxHrqM)1ihju<v#j6g~)ioSn3zT4dMg+^m7$|Hob+^kHiVAX;czuxp<x8eJF$f
zNJagLD+@>#KK$8G7dW7DeZ1=@K{MmXy6ZJp-Q3&rv+^>N&0BJhmUTfnTt7kQMCoUo
zycQo#f)PxXWAHKbMc_@>$Y9f9C}IAQ*vwILC&F<%WNF%L29U#f07n^(x5OIWHmt_O
zYsEaM;Yo^CFw%II;4rmnwX(-=xsz&Ao%IeSw{l9@sV4ne?qBxP^pRAWa)=f=iP3mJ
zxr5T&-j>mLuMNsgcr)}lR&{~hya<Oe>I7S@Zn8ffY5~JVSFI-k6uN|=#-A!<q>}9<
zCmk73c`iWaG|DjPJWW;%Ar$hojqTfVKPx2Pf{9{ate;Yt{Eg8Ec13h+>FVupZ|}Va
zgB<_G6()2R%vS87VHRIep8GT#D1N4IxW%)&(VuRZ+~Y&G?a;O%G*q7NLudwW)>Y8B
zB7m~$_V9LTmN4?WfCdODvuTo2tk2+}&FeLMq2{O_n<3gg>H?idZhMHH%+kKU^<Agk
znj`Ha=a+Rj;?cYN?@{NA6>#I@;Orec6=1=|Px+vnPOQLxJ%Yi}KzzvZtz}DJQhnE4
zOCvysMpCS$LT7li>gcpefCs>Qtb(U0>_MPvVjl`_cnRmM*m0~p;2u`ewC;_`lj)EN
zXvwaQ<_z=(cQR5n^nQ!q{AotPZe^k|991JIkOcyA>f%ZlrI>Q<LE`8$pV;)iynmfN
za1{q;Q-;rapN?Qa-sas5;Tg&r61rfuz-PWdwLbCTXXwhLB>44y)v06;8=HmI`2{rq
zmP^#8W@|6SVSB!M%~lOe(QX>}`xfOnyeLcvK0z8W=suADb*K9X_q-)~&u+P<z29U`
zi44*u0gdBrjdGgLhDkTS4{YK$hXg%ed&s|d{BdVRPFa!+?@-YPXQ!;R=bLI{0XH$0
ze~jp(_dtaLFM1f40V%}6cCIJ2qGxPPnZB&-=u^2P+E#W?j@qPD{sKHVJ+dR2|L>!i
zM$V4i3?L%#CdRq+(<EO6^=joX8$~C)*d01ReHTgA#MOh8er-seh!QK6X8W=P`1G<*
z0}>>C9r$J8O<=asg|BEif9pQzi{$o9?Q%VE3x$JfK=l#FYQJsbg+q&yK!0Eur5HFe
zPbA3fS}ooKUySqb`?k8&b-t7iBc{gy$B+i&?=j0v+&<N-UcAh>FDUOF8gN$jo?#0i
z8r!`A)whvPbUE0!MAh-Z#h)HN*0XdpTC&B*)CV?KHrQV~Hq_#e+YRAW=6pDNt@7c;
zy@}+IB(3O`4!3?sax>}q%U?D$bY;*H?`y%n-%xdvn|Odq01ut~=V5>}093dP<~z9o
z{QvroH^XO8lz~sw5Sq!1=?ZAK*2zt*j&eSn-n}DGf7UX)fKJ7~r`ZOKaZjbo^K*W5
z<`w%n93DhV-SnoM-{<ys>l5Rmb#`Z|_KYl$rtar`^i`g7N-;hU$)1#?a`!g`f#C%h
zTa4$8Hx;8+bM>cl_migq!Tdj#>&ti*cQaAd@{2+^J8j0rYq^j+{w_iKO@B1DsS3QZ
zKhAK+9^1Xs()#b7P^983;hAXs{z)g(t$)-_f9)vDA&v8dl%F5!wN%ri;W5E0ORV2T
zhiddJi+J5Ae{{PbPZK^XP_R9C;H_5s5;$?wp%ILbLJ)Z)4JP#BXV(?jE~HxutKc|N
zTJ^mDt}3MADQE!$SP~mAKiw~k0IKujZSpV3T*{E?HO>iL8LV78)d8x|??LM7Mlk=Z
zy1Gl&2^1{1`V`i7!|RE%<VO|k9|@p}cP-G!bsjTeyh#jS&Usd}cir+D%@{6S+j_A7
zG|H=cYaqBrE6VW3+|2P;lWU_l-<<_71izM2PTG&pU=DaW9QpG&LaFWc5*P`!GUc6F
zNmk_fSAG`L1)`UsRi&5HN+Hp0=q9h(+xY4<QyHG>q@5&m@qHD0J-O|P%qqaXup{Da
z4uWtdg}VJiui%yo#b_6}-x$5)bVbY7eqEI|;nbXhGtx=g8SA?^JxKFgeb;Y_{qf18
zz7$_D1uidruPiJxiL~X99RC+X3{UbbPB9`R+U>M^+5h0Z5lhcC`MjaVcZK{VOln3L
ze&oT2%i0<S!BG*y$pSvP9C>sV6gAJObcl9QknWZx2NMsY&0=ru6m*ZS@M^PK-#^3^
z1ZfpRk14!;brj!Tn}E&^em9Wn+1F3Kmu7O-C3Dbi<>U8)NFCA$C}&2uh5vT_GENt%
zcVj;)C>V?t*0AoTf{XVg5`MiE7T-wT9gk$Fe$9|4X>x@caPdr_iF#<>8yvH5T@W1E
zbJ2BlH?L2y8z2kMA)S<#WA$sBoK;73Cbf&|fI*xCSqq=q;k!3a?E&gs^_?#B`>xX%
zR&A;Q_>>bYk0GCPi(faASe;K6oF9f;dRBboq}r-6d;aw;L^>%Ds#!}dKh-^8By|+#
zf;;=ZtVO+>yy-jhTc@Y60;=%7zJdWlPi=ew#87<TeNSJ@4`R~+=Z~|fm+({$*ZyAm
zWZ8S}>HDpE!J)HqyC;2t)<`o({SS^{r5(J&yY&(RIV}|98=tH%vI^?X4AWyfodLyf
z`13cT+xA|%%Iq1PuZ-EbSIOdtuOE29<#hG?n*!z27mP1}y0zh9@WtZX>8^7Ry}ho|
zN8|l<m&o~k6%>;_6A_r?^-w4Tj-5LT$D(GB3`tEisMoJK*;PWAVxF4#NK`5{8+)SW
zMZ?8D?LSn26>$sHvnP(a4H=+dD#P<O($krTX-NLuZ!|rXWU1o7?&vFU1b=SeiQ1;~
z_nLzr*-?&L0KQYfSzbr-Y5ODaL>k?$h#nM_x-=m_Z>y2ten;<M#*-o*g?pw}zXva-
zxN_;R+@*(`ml@ncW#bQu_OV|(ZY$w&B{L`JOPw09ZQ_`5-c)-)mGq#gPqNpg3jK}r
zq*1}_p`S<NOkEywg_8Ppc-<bH*NcUtDv1@xk6z7Qr`Nlj1o_16izmR{E<XG%jOKRy
zvN3QEu|UFEeC>@Ks`C*p`g|O)-jd&uloOUsr@v7@a<f0;I(8(KA?M{d<$9ua^YIQg
zpCq<V_|Df@gr)BLNq~9V`*IuJuP7k<>G|*rmw}QYHHo3=XOKyFL~00N#?@9iXfndE
z9j{bdy5rzVVhSB!##jDIMcvw?R^RW+{&O$MI_nG*)7Cwwbu{dYafWhpKh7=8ZLT{;
z_=_pOg`zt%Gypi}#s7hKP{V`-dRkcf%?2B}J|jhtzB<jb*Hb{`SwpAl7TeMnYp5&Q
zg?j}2*9;P(<Llf%2<%%ERj`K5^MUsfa%z<3=%z?*;`d&n&I&mYj6e{uNHld0zPA>7
zjgXAPktpM%$3YGe)uGIDI0d@RX-9V4!+iH^k0jykF26(fnSmtekGm`%Hkh}uNHz6V
z46xOUkH_m}g3VB;>J&WJO(+lhyV44us&sU{eU(5$Y!6!<bg^@q165&NfBOcuhcH=I
zckXYLwHXb*c)XL@5DaB{TZp}*oM3^{hEdy=o}<R6E<SsS*&iYM`Xew-ZIt!>8>Mn-
zaiZ!GkzZY_!?JW^<QvemptO_nLV^REtLh%4@?dy1xOBENYBMM7@Ir8EQ`p;PU2(pJ
zst;sg`|j%VwSyDFvBrFn%5(Q{^v~#>qU+Pl94TJo>6B{|Qqit-cMtar5QC!zw8a_r
z@m?HDp^$dk3aKr4Rv$;I@^~iu*k&JcOG+9Jlx0Dk`Tm4+@HKTV>K#@1kb(W$e3S9G
zv=YNT!7SHqC1?ewH`5%kgO1!$YwLWcY_(`;jR^BS9Ks76f8imUMd1g0Z8NOQ$oJI&
z=$8jf4^-xKqn&HUzJw2JX9G;>K?uL^l?^AO-IuR3+dwfhWKMxq?I`z$5a~Pi&XX1D
z*_?~)g7Kprg5;I7>+#Wrr6_4_I(Ag2JobheOo!=s-C9@AxZ)aj8h{t@>O^+rvH0&4
z#({)Lq36KPSc2YcYt)4iAfYhni5ZAfGdu67kc_&Uq+cx=Eu!;7eN+NNP&ynqB&gXT
z)LTF52jDdMOq0R;E|&8(9AEV7_bdDCkp6h|p@$=%PVYG(m&5NrTv0!{KhbEty7oDX
zGQlCbnkGq#Bv_dpbd)&_4=1!UWHT~T_Hpi;Uq_lPr%#uCP-CC=uf42Hv=f?eohe>N
z&T5y?$^Fy4yB{A0569==4eIbRf7Z`efZ3e!bK!f-qrr`fdYnZ;=h?Colj%if+a(`(
z=)Es+mQBUJzunOGOa@MD(?>U(x9=Ys>JY+Cll_oe&+g7thn7*OLu`&L5GeY3NLRmE
zPyo%<@;d=adpPj1|B_jdv?-%#Kjw+rLC(M1eA9!D?KGAQuO?=?lCobVq~Fivo)=_M
zCCUAbWkj<;d1G}Uhmu&^boe6zpif9^<*NLy5j$yofAO-C8Yg|eL(B6zlTzewIx@;N
z1P=JoMKGjCv!}MI;j-&I9^l=Y9>jy+aSZnc>k9r;T+#;k#H)4ult$Klz^TT&%#uf)
zpRs9@Ys`r%EcdQC@NrqA&vE$Y&;I;9Y=0nc;Rc<wT#?iXw%|I{v}j2XsR_lq{ruuA
z+Ey4&)UzE8%b6bD?=1v$c;Kz6B7JZ^_9OOv4BmALrlEgfZyoo5R~z@@<zR8b^y2Q3
z`uoy2#8+y)VQA=aWW!#;Envx1Obv}>?iWhbAN?3o73Orlp=A}dIMKfML0fDCU!}*(
zi%dxJAHMj8f~qm6-T<HxlPp3$$FsQqSjDtBMGPms_dDe!UR7XtM1?vaZ8!~~H^bPQ
z*U>7FXvAqisglQhiD^iLEgBqvfmGE?Cc#I*SH>qFR*y)3UH=K7Je^yx{T<SInZ{p3
z?(ITrS91T8PcoADZNKs#f5@K60}eOEsOxW+gY*plzFt{?lb_##kNU1g+3Tw8P?NMP
z&Vv7GY6L;$p?2Pmt+4vACWR3F4O)k9;oG^P0tHCHhuaVQH?N#{LND+1=^wt^6`2=W
zZ!bpqk3StJ7@6t_*to~<M<ek4I(^Q3iaiBSkY~lf<?feS5Dk?8E!KE`rn5hp30cNe
zTktEGhz{BE=rxvWsB`DE-OgUF+%1#R@GKdT?4BQI>Z_Ly%Y1fU7=);gr`Lbg$$L!S
zE}f$X#l=@AjljwG*!@En6Yln~A1Q>3m@GPkr<C_&mweVlo+3(vdlnGMKOdj0a%d<s
zpwN<@`pKnmhWnAM^O*5(is(*o&+)kzcJ-PXNhjRt6*=}N6fOviE(Wi#v<qwWBa*WH
z+OYTOmai$%+1cSeo}z<jvY#$n0h6A9di8fmVbFCF@;h6~6*gzaqqqDH7Z~w0GNroi
zQXY3UqMS>VEtdMoL4bwEY!#E$FwbM+=PB(T(K+N(Gwcz}n2?DwU_RB2w}J=Z_(LmZ
zdQ;I`zYhKJP{YqU08)T6zVOm`SX8YAm&4-*m5J~uUBZX@`5oiUG@Tl&tvx_9`cGHy
zOSaDsrY%ep;qa})U3K~ax5AxsR2M0$uznQoB^8NG-|b5bXz6t5WI;G_9J$9ky8LnU
zgEx$y(libP(5{cq<1rY1&@dqQmOiY)rG&K|Uwcx1eNU<wmhiLHo?FyECQdOvFs8<?
z4Vk*|@{1Lh5(yDPyIIgKUH^Qv5T;2aPL5w<jS76*KGHos$9siipW}&?E9yA{^pSrK
zIla8q;N!l}Tq!iKstaYAyxZ?Ex9nek{5gMb{O%jSldK6tYFW6ajqBGkKw2{xvP>!K
zfX!Wb0CIOlH>vuQzq8?d5Tt0n*%9~H`#7As9M6ybn%e5~oytWzDSnS#Eo1hk1Uc^O
z^|Er17Wke}Ze+f6Bx}iWe?3DAl8e}bZ?;zsot1W-p$=~rrdmBeZu5E6)g;euBiE0U
zxY|{wh74$BKq4g9;^uzv!A!rq-mVwhjgsLfDvLQHX1dM8707;h&f@@Jg!1<S=j)K<
zUlohd_c1-SAa<4*@K`4`tk>(*kL{7k(A_YMF<5^-gk}#f;b#5r<pUbjU)EEzN^U;M
zT{g|MggP9YSZp%2jdAm<Dj;!<AQP_)ZFl7bvNSp%$S~_M?s@#M>14y=MSag9_LV{r
z1#cwsFP3$F;v3$Vzmox>M{5Is*9~2hp`AB5P)y5mxC;Q2`NEy@@E$2(Y%fO!dnp%5
zw(+;g*m3%fVo^6w&TUxPt8pFLu(?!NuM;GI4q05G2Bd2_FtYmmJ^o2TAykz_il+1F
z2z7(LFpGW72X$fX4&^P0_rq=k9=_Za)NDAP{pWy!!_ZXTRXrVzWbp*AbiQWr!Th^A
zVg_%^a|{JQ)F<pdcGaQZN3EaUsQ4XF*)HIMZX0zZ14Fe!3FVBo+X|7DfG#v^TZcD?
z7@3ZW!xuWnq5XQ(GY_%W^(9~Ly5emMUuH&)3kfZr?r(#*gBW8vjRN<#_3o<07P)6r
zVuK=EO7(>wv3H)#_*FdnGU<*E#I9q`NQ4`tWQV70Rl*>)W8SdbyQItLfIghWY<OHG
zKF0?MHBH|vzJk6C)oKc-ru*GxNv$?2qLNjPLDoi)C(Hy-{OY*_Sh8gS+MLW4Bz-U+
zb|8QSwk?vd?$w~=LEcnsNeG*%_-S;i^J)5+%-NBC=gMnC6Ezq%7una}Dm}E2(>O_Y
z9FNsH<;R@gS}e41nB~<g^a`F)N!y<?11aUgLnWCl8H5pUlnicaBQn8f(rnrs5EDzS
zc4FQ75MtqwKCap2y}bE5?`1|0V}Cl5(fKu0zMod0xUZGAdkd3!zvstO9TuZoyP?$H
zN3;JT_W%t||I8om8h<j-(3pssNawI4(cGnYW4vYA)h6O!5-SmZ7iIg4AYsvRRgSjC
zL?Zot-(iJ$I0%t@J|(c@OPcRZ1AM%KH{EVp98g2ir#j9+pHKu&k(JkOru}6mX)1X@
z^DXNxKu>Gux4ToUDnYZj`3*yLgIw^-zCMpjM*`8Z$OV~ewL^Q`@9vhel08bC(Iw34
zFR;5MInVA=$Hy198}NdrRI;Flsw?;a$zbQ0Jjg7+3<<vv6#0q&X|ihbw(rk3etd}{
z9+5QeJMMM`<5$$Xa#vwbNq!OvVIas|{;Z&zu;hS753a4pk!#>RBtkJr`GCFJzKb#?
zJnU82MxKG#?Aog^shtTG(zuG&{wgA={v433olxkem#w#5bd;U;#v~7tSx|lXeL#sT
zxZH*-ri-VYKL)N}0zLZ3AyE0i5CgzL9QyYq(d2QltBDqPQRL5`bB25_WOIG%{gjNm
zX<2>SaOF8iXT^3qcJ~vW7m{1!JqxT&+NfXCGc{7~a9D&G<QGbn0zsYN=?kB8?a;Ag
z<W??@CrR=RDMRYB{I5Wg%uBY8UQyYl*FbpcCb&X7WCX`Zjh2bt*kn|j-<1d(DX_V~
zJFJgne5d5L-E%T`-hnSDd?0*2$7iLyu9CKYbh~}|N+yP5hS%Ha@tNx?k<JFbGWYx5
zk@NZYbqqOvN0!eiY0MLI3}X25Sl%iRL#c6WERW{r1NAXRv8ZAPq<f&FHsW>Mf%VPE
zXw%E9q6Ez^%sWbjP}UfF5$X#qICY1wHUWtOWp!$`J!RR|+q6QB0xhpMXgla1xg*qM
z<1Mj|8q56ITtER{Fk-S!^v?&6jXv&rc7eX6@X^nZ%ncqjl<FFe+<R}AUo*Y64h;^^
zM*I)oX-9$K$e)gMo(K$k6r^(IF857OUE5dJ*u2P}reJOtvH;{c3MWdUz^l_Dd;T^3
z14N`3n!glW5YLfaP*i)#kO$wMs`J8YC}~0zbz0ed?PL>l5oxO+{^OFj&!cZe^DFtG
zr?|}Ovpr4kuZqSjs=xV7yX!7w<%T88{q@k2$^+g3g2_>ZzN8DKxMF8dbMHT%2g<(J
z_I!b{Bm+Yl`duPlZRY!W0<CYflM6;V!ncL&XVdR5NkOf?f+=ZHrfKQ)3jTmY$hddt
z{27sZ!z;I)o&0&FM=|MB^BUuRi?@xDE6fn)JB^gl$}I%r)#J~eWhLbU{u`%R?i@+g
zw!U5JDx?w5r?8{P8_-_?CFR~%O0uq*hpt&pig^LCR$1rm_m+1L&zVoGw5vAnxg+~*
z{)IupRC9fL?JGb$_7f2L5o#p<=h$Q10?9>YF_|bm6Kv42c+Gi|{YjSrkH#=$wvx~0
ze3j2fb3_KK@z2MGVJ?B@(xqx}+p%O`1~LmrZf{u4_5}?l^YXc|+Mlw7A-Hvwg<rA)
z>d)#de2W$+f&dy@VNj6R_ZDecTKyc|?#x^l0xE`OxxpuhD#(Zbc@}81y3xPba(`x&
z$>{GIa9?-mzw#EpSTNe#qai~-rHy0Qn+V1AmXoFa+(MktcwMpH9pXKt*3Z|eKRuy#
z5O?L4*?uK@F&E$h*4va9<DHjMrm!FbDR`Z0oF>J6%h6C>h36^Jo#D^l0e1z2#5~8h
zc`fVYxr^z?M1x#l+uZnjim>xLn`mP@G3*T`SQ8(mhTO`md+T4&ZpmG&FW21eR>jGI
z370V!$=}!SsYdtl$&>9Nr7|X}uEYcmB98ql57)0Vb+Dj)-6VLVj6i{Zjloa$CA<Yb
zT;OuR$+izU4EkAlmyN;cRd<KbCY*(T^unPXz<{mI;FDmbEk4tHIaNS-^&jA0l|sE6
zHq3MH0O4*wI6eXw){FaZyop(Az=f+4zV$bdUu0*GEp`fBRdiB$>zo(+*kVCbsHotT
zoM^R{*qce<!Fpfk9M$Ldg0h8%6?)#@dxxY8%Z-$R<NDEX-RQI*<z@f$pkej%1cMVj
z-8Qo6VbSLK2!qn0e@8fS*>lwU)3Re1HiW+nj-bUwm6?l+K`8C9|2L@)5k@i}X%hU*
z*<~Xeq2`dl9o+UefI0$;WkcignI8LjHl!rDY{0!R{Tm9)PrQn|>8{=K8XfA0MY*5S
zcc!~t$wDAEW;FX1d*z$PzLSOiYK8lQq>|g(Br_V{%;Mf{s7<1{l&+VEo@k$0h(DRe
zIrE&s@|wqhmCr_ZYoN^f`B$Ts(0#)pBDNbX&o(6$*=@hjR5ni)Cyl&YT#wS@I4cUg
zbyP?>aEc0pb8;o|_X|~$>Dbd0)gzi9cRo3j5j7+8U_}uILQn)#3R`8K+kL8u=Y@2|
z-#^Fc^>uzzMrlZ5wQ{3N7TBC^rkA1^?Po#{c@c5fkb|JrP;v4d#7&Rgu5nyZ<EVd9
zl)5bxN5#K|*m3Z_5B#@n@4nCb{6f~2REB#hzQg)@5uVO<#iZP~G`GL$0a^$kyj6BJ
z-VYB5m6!J?_HOd{#&reY@)YmYh05<1>ffj-G=BY56QEjeMLw?nz$DMS?CBTa%l&iK
zHul)3xSi4%Xd1nN2p$c?Rx)?vdt<&(7bQxQ61QUm1??V*2S_TXw<>+|D@)d=eX`5;
z$fnZedTu2(>6*Oy+}*eeT9b-crXE8$YeJ0rG@ZrUGC<3Ne`uG5xr5{FaY{8A)|vIP
z#-|im6^#na?sXI#<mZJz=(RN4Q*Vx;<Go-{J@qZ%pjN(xjnh3I-7=IxFJsAm&s%hP
z8)R7(cKW}&L2+<CIcqN$Rgc^H=d3mDcs`?UI(3^zL??)2Ir`lo#J<>%LMOXX=asMi
zC9k<5u8eNcXYQQR@p(|7rR>zJ=1!M+li!ImJ!}3}6Xj)7I)$8t*Zy|t#ff^6=V@>Z
zrwJ}S2omDnPbuN9dJCuayJ{^#|10Zf-Y}M}=zZ0blfJ@c!;$Vw4{YbZv&Th91`7zJ
zeSs#XwH{c}vDmM3z<L)#Dx$rRE$<H3+ihc#rtg=H72mhpSJ_dQ9BOghEK*8om!L5i
zm(TuW*CeE9=<PP~E2Q&od2~YP-sV4@JN{wjryU&NwadnC2T1?BpN2%z&%|@&Ng$(i
zWissw6I=YVy#d_&$WBGi?dwF93lARDKiJsv+n0xV4J(tmB&F-zLpFY@h|r1FJ$?So
zv6t$cE5mS=@2C6t7JBVX9TdnAJ$WxbzMe}4b*Tu4A1_ZDO6{vCFgZS6Lt4wf<^N|s
zyiF`Lvbg;YBAl1uw9H~`lATc(D{i|vuY%O0@pJOs-c(0@acrEc_IJ1KLK#p}Nnw$`
zP^YOYpd|t$*=Hy$IUb`HS#7tG6L2sSNlYrJ2j-BTXsRuk2s%uI5CR;bL6iP|lUp2k
zqeh+|Z)l`GvHNQ5gG1$sx-kHqI=|(83K!SuR7-Wh;S;p?*@x=flOarU$@HBZu+kgV
z@!4F>yWCF>Sm9h?WZCB&r1=<rR4f#la<*Rw=|Lu=CC>TRVT)mpg;%3taX-gq+F!(D
zVNU7}+7}R3aFnx%I_f+1aLhL+*Rue`mfH{c11CRt5uX0)V$xgZ`-T!S1e@eq*u$LR
zK58~@o^}+t?+uDQU5@I?q6}g!NB#b^{#b1g`L53D$INyadVj_C7|2?T(}QIQ>f~c2
zFX6A$Dy;WFYyG$ik&p!3#clAeEYMefK`?$bMl&kt_=lZ;_g{b9Ba)deh42u+D=~4C
zU~41R>K@vgoyDN#2X?@+q_h1N(e%hNW>?+rFwl#kcMVC(Q^_%|dX00kDO5ep`~1hs
zu#!m5hjp%banf=a3&Tt9VD!>YDOX2Eo3(5J&zMlAFIwElO7E$T<{|qm<*y;ieqLPP
z(0I96fu(cx(4zS>r{v1cU?;he;mUyOC3$pYsGFGnW!U({l%95g1q)-Q>`<e)pZ3#_
zlJw&a{q+_$zbM4Ex3^Ez$*G!~1wP)twaqXrv>k#0Z6-4uUx`b3RA$f5gbU{Sn_u*l
zt{M7I9dx{rRZH1U`5<<%#u+dBfw%XNixeN{-2Rd!6bJCc<%s-)-OwQv1zFx|pb4@H
zs^8yPU&`7o7eLNS0#xzG-|;|pA%~&(ImjWCa@+cpBGX|XO6Z$HAr1uZr#r}29>z`8
zu2>1Nq#&HJD3#Zq6WLL`ez++I@?5Trm)jB+#u>d5JQxXm=DDB0w)N}Y3kj&R;RZ_O
zZmx_%OH;pxa@G=dKPhwvu(67(D)_eYG3mv{!A~D6!}|!$4#pkx>@dRn!)$|^^}V(>
z9>rb!3^$i+q2Gm70II=A)5`w+xM!b@rB^IZjzyN)tf}E7AuY9~kNKFYJ(yD1inYGo
zKCs4m7w>5j_@VOHM?xK)Pe~pK-<k9decK<*s5A6M&Mb=&e`cZTDC5sF9TfSTucrW?
z0Hw9C0NP<9Q^PL8Zh9YTt~^Z8-&dd7b0klt3t1!w+Ieq-vQ1ueM$9)`yZ3c~n-Bg{
z9S)uLsfBoY^)j3EXA7da<#b7Yn;>k6Wr+kS87TPjkY8Trc_wQYDkKHir3!Ppf)%0#
zQ{CoJiE81Eo!$_8NzPk`9V7{A__<*pJL}5UDBkyw`F?Nc#X`XLa4qS*+$S*B#tUY&
zp!5)K){^?Nyh=NbeQ9BVkq)cW%<ob`ek&Luxwn1zXI6*55j@FEZ*?8zvHae}Rd~9h
zTv}3+?*wPJH><C957%>K*FU1^Jnivv<%VR1=P~~^c9GV5?}SNXpe6y*(50G?{B!rj
zXP;C8S|ARZx&Ef#;GKQpxdl={5hQj0)@c@8x>^FN8Q2~#T6j)Gk?KZq-5f{sbNb#2
zS?i@Yry%F~4aXuB$}7b6*+SR$Y{Q_Gh)b}^-6{hRg|>RhMCJgFrRi__OYBi@*G^rF
z?$dTY3}6CD;dS%2eKsA>=(RtrejWz&U*?;xbUWyvxKsIYd|3EsXnopmI`GTq6HqX6
z5#(-pS@svJ7|Szxb7|MbsH;k-tAdX5iyaH@djHSmGvL)cz`5Kbi%BMzF;iLFZWXht
z%)7^!vHBovChhT@_SP3gGAa^c59dOW@y1y7LRN$<pZm6;Z$MCLc|B_hgmN&_x^QLv
zSaX5nIJPy+H^iTC7f6`XObm7*O<k_ofOOCds1GVTh6iI=7i$G7ja4JkEj6+V4x=xc
zP6D#8bSF0vXOXci#nuqq9Tb8T<nTwp_5ZRtay%)XqF6w7;^Vc+P$q6~R>#rN_bBEd
zbX|ZGeNdV5JALk7_xRzMT*HPz6*m2Ztt0n9rF{O@zm0|(>upkooPvIm*_!Z*hw(#d
zRV3EuKey`<{E;906|E6x2185W3r}4#rk0*?{X7a4&|R;PJeY%c{$aJ3upxHTUu~|>
zzhTa^|Dt1hdsuM3(T^*h()%~4Hk=jlGJ3v}ts7tU<(vtb8JbHhl0^i0E#3}BIC&0=
zs`XQ((@!z>^?Q9P{Wy0b*z`|fu0=8z;$e#Vf14|LV1I1R1JK=XW(NQlEPD<f*s4C2
zKo)V*+6bzx@4L*vU=Dh}YzzJMo<x(Bm;zz+;3;8BZF$jdx&LlR3<BiW_uyNDC5G$|
zpCg^Bjy&O|%klp#tqk)Fjm7C3UO}8Z59XuBx)<^^6cYFxmVF}GULXDTS0e*cZcBMO
zwB1dthYTe!<pji_4yT@ik&>`<3eoW&bl6=&2d{(fJ6SK50zzmg?9RF97*NCcxx8wW
zu|KMi>(lg8_>1C>FpH$LiC+wth2<-<QY4Cpm}1c$iODI8Pfp;LT`F-fDI1??X6x(S
z{cUd_ZF<1nzPj&uS8}>2jFIU^GHRGPl*auU%@9MEHaLC!ZBbcvF;CCki6{79?fO(+
z=@lL}W7Yh|Xo%}(XQvnZ2|#LW6dqz_DVuEZ4-94|qo&XF`=qfcbQ7YmV5t1ercW#;
z+GU*{sK!;I`l9V1O@F5bP$Qa5>T;q;nJ+g3sFaEs&?ak|Fvao&n*RFdCjUO8!lIfd
zcDj=EOS8F|%r3wscwYK+yav}K;(?_rIgc<Ae<JJGf;T6lo{8q;bx0?Wkw{<ws<n7Y
zLTl{CXYVdhuDvB`B?+dXt=TswV`Kb#p#)CqrJ=-R`FqRx`5Uh0-8jDY&)<91tBj<E
zG)#FLc`XB79n!%KC|R;G*2%s>de)j=(*f;}SxO5}vI4=zL`U>cCXeWaR+7j1xlXHx
z`+!%>F!aVD%101+3f+uUx&plVJCHR!3H3L-Qo>J6gBf9&vn+c`?3cfs0}2<$()Upe
z@xtHfFhh<5Vy0Tx=P>2C94C5z=F@>ptLH+e4n=O!w?xa20d(@M(Jp93K=~<-N%FGG
z_<271<onig^*kK2)b2$PyIz5eKdSt+k!q@jT>u>@o{S|tvi*Fei*wMUFL#u0yZqI1
z_d<n^I`ZN7^5wbl>*SZNxA^VnR`a;o(8eSA6La?dJxekl@U;`}A}dtGA6a#fffCz#
zaXN8x08ZN$GzMEQrBv>m`@0pt6Doyo?3WUlTOB=JrT2QG$tr|j!6aBY4EIhis>A(-
z?t{aSCvyfs-8ArziY&tUmu~-TB?PvtNFpQA92V-fdnD@pd1%DTai<@=^*DkT@*G{f
z<eB3+N;ha{ljUjS#w-)r(`^N4gm~<sghvIp2nqstq<`n}aUS>=-~GjW3$sa|1ckt;
z(TG;I^g(FO7{<;>rJZ#=oG`k``$Gvy6MU&WwnBKNbh<LhWiE*GeIFc3p!h?1<x0^b
zYUSDkjwcT;aV|QY<4v_)^@Yy)zQ|TP6BGNkLPmrv6=s{?Tw6b@XcU-Z1SC9pQ$7!3
z{sy^JJ2V}yc;^@e(k_zVAa+;gCAEQ<39XF?1Dq$v&XQ#R!`+0J>O1Zr6pTytRq5<#
z3;B%g`x42#W(fR-JkpnE*gx`kO&PFS7#n%P;G(__9e($RPlB7?+4yCj-yJ`w1E=RW
z7C4xRTp3Jg;thcW{s}}ctOKlCz+oq%bAvS>&rpJT#rnFu`h!ty@^mF1DLz2oe1az`
z_9wf;FOJR6$t>dmh9O=-n@iC*7{yY;P|ucvSx`mB#>wX2_I_X$tSD_C_jl&xC>dfh
zvF>qcl8`%D<o!atVLKeApCi`s67>RDxGc5z8OnA~;{|_ZiikXY+PihR_-AdBrepXZ
z1BM1_A(syy61#JSP-MOu0@ce#%_1fr**GZ!tTtjhr~610W8oV;;9l_A#{C?BuN?_5
zZ1R7rM`mFTe0>fR`Ay@^dsVXVncNrTqjhm?;CJ9IRYX>g^GDVUs?QJz2^VT%Xg*FS
zin&81@H@tau_eEACM}9CrBx~mReCCy?R~i(NLu_uk42Mv@(i}}uf;hL>EldbgwL|A
z<E@1y9<MjS7RF)x>9!#V0GU>R=Vi+YisUD#zQ|qL(`-}6Z}HP3idYX`n;0z=i4{HI
zc<)V8K&#d6dpnPwh@0`FBM3-bU?0a6u)gaN*B3hsB#B!udFHHd|2u6Se*WmUvo+&Q
z;$d7rvc-0nYINi6dOg7s2B|3>_tX^!^3$WvzVvhat}tJ<LO0TF^a7dEx2@A_IWw~j
z|De<P{W2RsOfwj6!e86JihKT^IQa&N?ip1R$m6>pa_gObeey1UZj|V~&)D70sQ4u>
zy+<zYc-yK-?V1cnd>O;Y;W-Gs0<A60V2Xdg79yHvAN214i+k9-$kvQe>L_omIQ@D6
zJE*$MDxH_C4;gekd#W2$$5`9n?K#+IVfbr|*pr=R4xXPvFp9D=Tkv^89c9O!!jdfs
z@9@WbkS<BLvM}s}`!d>mo^2W+c{-jQ2=`>)R-+NXK*=kChe}STG6LbJA9`^8L0|&g
zwz+;U(vD1U_=!)D-v#^P9BHosVsfuhsj4I$s|wl&V3P>r5n7~V8JpcS&>Oh7rrO&*
zAD)?70~^)UvPB2{ynEhS95fBsAIWTdROD&46lNU!o*uH~4UgB`){m|;vV&I~EhzMr
znR$&m7!(ply8GCVhSFHj^&{JT?v2qFi*fYe*l$&6G6ad-g(%6umbBiAcn4YLw)wtu
zcp9Y+qV#!IaS9p})9z0qm!oR$a`ekjlIwqpLo>YmGGzIr&PHrbB=ed97HJ%xwYaOh
zE$jj{4=L!@;&1itq^04qXX$-ib7V=u7vR%8?!LyD9PBC^N*#TsiOI?<h2J!rrg3Gp
zCFG~6rq&HSYNin`%5P0ZR3LB^^h}e?24ZubpES!1Vslg!)oST4coO7>vE<p>BEN_8
z4;Dvl$!|i#{b8S<FR~nwimXDCW2_W2I#`@vh5uHiXc<!Rx$DDw3~S5q8tabkn>!TJ
zt^WP`wAG#$L0OvU%1sZbJ$+%X5UZ;30I$AQ4df7#qIj2+<NhJj%mH?w(K|=`Mko8#
znboH}J_?ouih6OBxC|W<=;EUZtFyVI--Esqs8d6|!Lurwrx{Q-=P=hn@m_0oKicnx
z!@m1Kl@gu!E8VL>JCl$jTvJXzf$j{78W}<~_xUMGeuQ=}o#%OaS)=ZLR;A_NJVSUl
zU-x?)C^Gxd|A;muEBtujE;34^g?!xag4yG2Rg=vfw6tznNNy}(4e$;@J?+Ib6a6B<
zfyS+F&7d7vtrQ>^PFAT!$D0+!cZ$yl0m(9>Tih4o?#4?t#)iZi$F~jPAjJWT+iG*C
zk8a2sKO@n~lGyQrT_UI76-9nrav*f_=qF8_ac*idawNz-kxlI8izToILt6w^+k)^D
z{%vh5Y(P#Iaq&jFIAs@0Mmg*ID%;<jfS7(XnB%=<u%x&>>-JjQ{ft9iLMZguMLU+R
zvKHChsLPg@yC)u|W;!ndp!XQD;vk|Svc6fe?OqSq=Uukn^4A8%*$g4o?*%H_Uaed`
z^d=KjyucbjLzu_^n7XblRkbYoOJw9x6eNhC2r6$%6eMT9zUQvfJw|tX>r`1vA?&ci
z41PUm7A7@x4ZzO#$(DVauym_Zt_`)VE>}|}9R&IH+_nw0Q9De?{sLiGcAamI#STF?
zpsy{kZmgcQ;I<FXS5Nj-)XMyB{kARTqf@}jNzgNuZw^0MB$tmYQ2!pK?ZktdzbkMy
zuWrDKKh(hpn4JdP9F7QNd@`R)0g&l9==BX&M$Fmy9lmK>)Ij8@%H!}8a_9Uz7=BCt
zxCBidp(y6ZXAJBQneMrD`$XAN6-e-wExoau6`t=~|E2dl(5hfX7jR<Q!v+#QmtQGi
zD~cpfDBoc&4}X{nre)B3%!xCqdNX%mXTaN3eSBqEfM?ezeVQ7WUMTXAd5l7%0O`Hc
z?2x5}OlUlEgh_If!fJ8<dXdVt_U(H~0>JW5ItC0(+GfK&X!f7&B(ePjgv_&?DI40h
z$NhKOd*<WN7+$B#r|64ii5ygP$%TxQM~lCtZiIzOp60hd=Xjt_=e<s9+l<okPmNm@
zQjj?^5J~a{$2b?J>Dznn_gF|R@|CD?0@L~9O~!OObU(v1g6o-jjGx6)Ob{u)ca3J2
ze8?QttoBgkQfw|MZ8)aJPaqd7NVQ8cN0AYNM?d0!I4-``@6~ir<Z-T8=PROhG7e-T
z`S<7+fPi1mWW?Q373F<0PIF2t^wCT!Ix1cX4j>4oZBJ!JM(CSti|D{GtDJ@2Vd0Fa
zc?3(mcm5hw_Y*->K&l4!P%WOhLXYuy=|(Hgqu^DL_@yYGP`8GpnI8h{^_?Gks?$3c
z3Mh!ogr7G}^EKAf{Gi>6Aim95WK?*XR+gmhevApudV8-c^Q7G7rmq}udz)87t(ktc
zFr~;QGA8#QsYsFQ5NDbINcIv8VVmas*ORz2NCw9TPE+}T*6T)(Pv)xAPU`jzdZEe@
zSs}!kej`F4xV`OW<O7}hU0xTHg_AN+188wo!XM<$f9Jlv;850c%&1!cO~~cWL74M3
zTh}Ods)YWAA-RU+R3gO@_LDFiCnRlINKRpv&1rd@WaKGaZRg_dVKINUzdXz-0e616
zTF}N`;y*G$4$u0rv!Ml}pf5GP7tcJ+k#?KJT?_Ovi$6gzA(`O2ulTwzavQS78m5K2
z?Z%r)HdDu)Kr}kmWXpu;(-2gz!Kv@T=qsQx0&;f$yq`%*(jz=1GM0{iTF%_{b~?D;
z+2xvGQ5>hGZad>I+T97Z{i!+bN?J*>(D@HI*Cbzw_o3ziJ{-88uyWSx?Wavq)x(hz
z2PLcA6z2Ia6XpAiNut_&jm1jEPdzhjP92dwDG*q{h_uH>d$;b&9ZLTF)}N(d<vQ8l
zLT%$I5RUGnQo16V0n4Sg8;Gi)%@d#fVvRETlatSYbpg~aA<*YTIUP1J1MM~Ogp|1n
z>#)n;>Gujs3@k%RqfFw^iGifT+rA^2;L-$8l{3r6xeiO-g~QC(uEWbtaE=>XeeSG3
zDQ_Y)pkgH#$e${jeNe=1$Mxq*PN9qZ)BWHudDd5Yrjh_nqZzNB9OnGE1dpG6>%a2n
z7U#`tK1}%FK<{mFv?ZcJ2_G_!u{?=1`N*lr_6j5<5eJdUErG`KL7x|!p(utzUgt;i
z8xI|1XjUpez*nvDa3kf>20#{$KIa>X)I6RT?BoMd9@ia?0PVsT9al-_uq~5U3qkcH
zR}J54Is1)cXkR=I<{_~NBvXc$4Lz7ZgF`&ut{i)J2Yuk|h?c(a3*M&TeIcnGAH`G!
z*A`VJ!4lwX<(|QBCkkfJf1UiNCERa^CYGtwt1wS8gsPxxbp4V`KD}v?JCJi=QEpcE
zbMwMMpQ?+yB10|Zp6B@Ham=TPgq%le5$O{1wyXEq&JpZewLX~Ww@Arv)`14)S(CT)
z?r;*qibS#!&Ac1mk@9;aqE*sQ5L5_AVPlLKv`|e;7oHfakv?re$#9ObL7rZ_NiUxt
z&t%IdpYvim$u!>+a!zyel!J#1q6@ktq5qesk%R*ennyPe{dwqkyKN$r%p+6Mo3x*z
zmvY(rXNLh=^nLyugJt~FToCbD)zSWod&oHHUrt?BtgEH_5u=Q(+uJRK^~b}>b>`Ap
zIS{jZ)93et(kb@EF>l_%@gMMDIc1;1^w>iUO#&T2<9nLV<%sJlJ4aP+#1L?h9^Tij
z45m(#at|w~L%SB&OWS`~t!X6<NQl@52(F!$?}U=KT+>ID*#KVO!GaE_=fQqr?g1l9
z>Pzc8)O4fJv?YV*u8u?b@jIFnz<_HZOY?5r^(4pJy2D?w#+(;=igyq&V>OVC9uh^$
zBE{Wpy*2VFXDtZ`T9>~g?zno6UDa%T8OrR`3a2w7G^2t>)j+NC+lm5}oQ>wGiqTty
zP1TV^-n+Y#fw57Tdj2SE5_qo7Ay3F+IC`f^%#PxYL<(x>HOy`Py;4icV1S6bCojt~
zs~wA$FMc>JIXfI`7{=th@1wNx)pF5;>{%6ph`t5YTSTV|{S<LW&I*r2JK87&aS=d6
z(pqdDf0@4Q2%e9g!a{BLB%3p&=6uFoI|{VFcL2>@NzY(8)nGJ|V;tfHU(*w^u8;=~
z?JYKMj5EZ`s{LXy6v>Om%bUz<l`O!>_i|=Az4Ob<h&?(H?xjuE(%&BH-<Lvo-DGIR
zUm7^j*zf|!Zy>k3<t^C}A{K)`ek8Q6prwT;P+Ca>ZrvSs?6afIGI)DM>w>~C;(bk@
z{qp{Bx8p4uGxd)P=nh6UnJ?mZx_*65I$804#m*8KqVbOOr{$g!6AOfziUPWgy(AC*
zc6jbAaz7rsxxENUOD=ul{K%9CqE5`ShTf6%4Xpt3X)8OoOxRF|Nq9v@;-A_2Cv9{*
zFaD1IXioAn$j4%(5zd#%=P>tY@K4hIoIb&VTmNXB_`OdqY*OaGl?(74NQ@%I)8m(o
zg)Yb-6!89NAdJ83F8T~MFdsf?iJu4P^+!NfLJm2U-ot|ig5EwF34DL<_ZXeg?S=3b
zG(R5sM}%XgUbfe*3@OoPy<Dd2aXW5=_bOk1-``~=cXHQ150x2t#{F<V37ArV#4C^e
z;b&1+U>q+g<qdCi5b@GeaQdN}RL(49n1mkE%6@&QkO5lB<w~{=4{Sudj?<`pvfEBV
z<ui3IgfGs!Dea`bJ1&Xs6lO=G^L*7D&+lk-RyshdWO{ggl<Vs{)DIPs>KA8W$YP9x
zYAe1#5AKHMCHu*L&_ln^G5x^&m#?Guft)II!SwUIWG43gAY{+w07;EEg!8rPS^O1d
za8u+DK;&I-(C)tB_g!_|@0<zgdf<GQFq~_p!9o?)j?JV86ikS+sXW}ev`cz@GGX_o
z7}SP@Z}oQ;9PQ2d)b{hM<D>fbH(WTebd0{=g`$ro{LW8^OwNa@3a7%q0n8evP@*08
ze;Mibcsanh=+r@eQ};j8-mIsz%2}~^laWC&%P>uQ3WH~MA1a&{pk_hS+eYD>4q?9v
zf*t>1Nh+pew%WbKdop5w21H|OPZv^G_D=@5s&?ou1cofbp3p@Pu9iiU4srQ?3IIMV
zmjQH9`(QV31_2Gpqjl}i;(?j3)fWHANa?=$>2pWrB>2nY@r*bn*Y_0o=1+Fd8%eXQ
z%Tc}O4R1JUd9od79rDE~el)#X#H3UCSfluGHypM{lm*l4I}N-&==~CM4Vi*Ur~xS=
z^kDXq<5Jk{4|gnj>T}i{F#m7&yNHYPhxn7`cSv2by_v$>?|{DMFSR(c?J${f8hA)!
z7x7^GoD$R`(G-?`QQkMRYwQOSVCcRf&s#Uxd#-3FnzaAF%;>}?g~P5Yv+oOJdb|uQ
zYuIN09=!Q}!id#Pk{5O}>jd<!wg;CarrafNCT6csaCG96Be#gGt-=JLeZB*-Z{9YP
zhc~E&bbL`H==XvseIM!{r;@8|Q1IAH4-qSJuLx8-cr>GDd)~rmc~5^XyBGyPh_KX$
z0+F4rNZ&#W0`BZ$_9b2SPorUHNl7HoV4sHU0~V$B$vE$a-DDm(x4p-iZya;74LPHW
z{{85zIxHNgE1uDiZ0N544m{M9o{b6jmib~J0o024rh^I6U7xplt-VKE^xAz*-;RI?
z6=K}UrNfO>9_Vv!!4Cf8j)(XapSb&(N8ikSD4}k~6*)z9%xV>w12TQ%a|-5Wdx=_9
zEb(Gi;2#-@!}F9xGyJyo*qNKxwx>y-@DcB1!j4y|6x|GdljfHN9!U!@)|~Id1N;&3
z%PlSS`rF{z9dt_KWn;CBfo~%Zdr<bEj8AER*4gR%-}%b0C+W25$nmmLZmk>0lNY-<
zEXQ<5Q@%eg?E~!X(`}KYivf&p`_o6Pj<ULt@L}BD4@?X)QG?b@It@Co6_B*k$nS>z
z2-+VH6V)QqHKRd>&f$~EsA1+h?4C-K*Xw;_9^I}uT%~7AUyk)^#!vW`^^k_i?^rTr
zIeR_T>aW5_KE0+a`Yna!3I2e@CR5d{A=CY`@kh3c;4|E9J~%QyG&WN&jHGQ5>^=mc
zs(Kk^>v3jzJ1GsNGRh6Yf6T#+JNH)2K_*182|d-*tBtZE!`xNZ>}G~in`tiNwQm_T
z-+OT8i~~d;o+-W8p3n>`Yr)&rUwk!Y?J~cN@bQ|JoW6D|<oAYqJ9cB=8*`*2WRfk`
zXmFo2wx8!qxoR5OUX2$ilhI3tHSOE$w~HZ~GowU1JZm|4Q$%8pCWjJHF(He>50ck4
z*NGg^86_KRE3O7%O6eKz?L|MRsyn?#)7MHKtTrT2y#o!B``Yg7`st#1TeI&K(|{?y
z#^q)p1Txu<R5PFw7=*R^dr$JMI)gPt`}X9)M?xB>y5+;tYk$7{_|`LO^J?Q;zsP)o
z@f$Y$^W;-h)N_!qUJ^j-+2vXEXZtOaJO(-Cktfu4H5qLHPT5r!`_Hhub$-V1C-oU~
z5)%qszJB-klo#k}1hXwF#fcsfB4LesSG$&jBgPTp?Jv#J>%WfhyD1jSjf`n)503|5
z@B?w2QeQAK`V_qT4%O2=p1;q|rmLU5UEZg`Iu)ky8_;KH(T%XG3b>^RZ1~_I&fyu@
z?@!-d?guW_&^VHRFxuJ)E)_l}Gl<TxR6CT=fl0k<wACl+S5k_ro6!qkFX*$JqeI}k
zio^1YUk3SFwN!O0-jGy2jkdF7mV7OE6YiZ?UoZFi(q1#Mf1hq~!7c8kBijMv#c&Gj
zZ2sw7#pK1%^ho~%K2G9w`sfEg3;mwtGOwqCSNE}4maKiwipV)<FI4--FBB(XVxo8z
z3}$!CnU!1q0{3c8Su9#*A9snC+3_JozgjkehROo7^&t0WXmq5SLZsMqj<zL<1tamW
zT&pvBl{;4Lsn8$eh}BVh85Vd!@FQ8wMO@)D{>B!zU-cuLxFzH!(p#w^dgrL`$7KOu
z_kOPYyUqt<@0}uRIwpuGj_YIggJXPew%<;AR|42DpoH<nz)h{*a*=P94%|sY)y88V
z7}r}%$sy#_sE1US<@NA6f9>>P2C#+lc#EQLKhRlz@7s}>#KGS0AkuRWi)tLse@jtr
zp`6D2)HjqN)C`J&;C0%zsD|$##$FlH;H1Arb*ZL@vv0jpf(P#PNL^)C@$+8-`9jeN
zpR=cB$arK(CSOPmkt|S0oP2rhX(z;t1X<(xl-~RKl9TN$L&p?)ZL1gEOch1d`dO)O
z3C#S@;i}u0UX(`OLN8zo8os>0*m7Iqs{j+#b-M8T&jzl>*lEOs5ddBitOQ{F98jQ4
zffW<C)00_tBb+TtY$iotlvc4(P{5cZF5fO9x(U;ug%$<L)o(vPPrv8L84?F9w5t$X
zsRv2ZgCLndJsEw~2!s$=`|nuv;Osg}SH>c#?GeAbaRH%U%bpUTAjGoD5YczAfvok~
zK1@Fb$}s<d7*wawWv-~*Z?4{oDVRaQ`DdO~AD>U9G;6P=@4x+eE9rwBNcC+vwIEuU
zHV}>q1Wguw@Li~=9}Z6y77{UcW{#{yvJ7{_dIL;muUqF_u<IrRqtyoy?<}lcLkmnJ
zzA*q*E;r}^68WLIo7B_f%#L8N)%UaN;`r(JQc1b*2a5P`hM^g<kyU$5ymgC{Qq~z}
z7*c<T$k5(T;hlv(d<!FFSV07o>tiWw(Xl=dZ&0=0i*|pi;VSOg@KRGB!gOeag0_%^
zlRLGyrr<j)*UzVxb}WQQE0gc+G$tEYd0_2mzxoyff5Tr3Aux-f;N!;jVMxr2Lv01}
z<a&asVfTe-`YpciR@BwV-ky0!hMv&p%WA^;c;(zKBpC*4&s3~oMDLPH>|-|853loO
zW>A>IyMEi8JnqrvggfVQ!87u1)9kR>ChzG!%$Ea@31~kVYqw9^LcC>OAI%5k=K>rb
zDDU799xF9~#;7a4uSZ!eQNtMDVsAakW?4VWYjSyx7vR4NY?(`c>&;)XY_fK7lnY)l
zE09o`6zO|hPmhI)V_+hr4#t=q8iQi`#5th`JsW0=(Rm`HlWc*CRhkr5_Nkm>GUG~z
zN|XB@J*dsuh<+bLPBt>_tdA%;M+Takn(h{(#jlVO_+GfkHx5@5<qP>`d=O#Dcj!+B
z<{$^I{Vm@dI%dUtJ6yM*puC-XFbqodmpT?TzJ}`UrImt-gPCe^oe(jq<^8VHCfQW+
zg8;EQw9vEC%wp&6!RQ-zNVe26KFNeQMKrqQ5z9dM$^mH=R<JA)wH*?TS~-=!O%b&#
z*XM7cX`1D);}|dZ*dk8wr%PnQfY>mQir^SfzA-eLUKNts(Z2+8>z4jFziDCIb^1~)
zkO&n&vG$rFdGP4r(L*FH<nBdA>YZAjhjB`IP*t0E10Y&-xR%(hK+`(-Z!)XT?#+eb
z4nx-c85*Qt%8E&ET!K57G@W^JC$uY6{OTj$KBQe)h|{#YotMv6VS_uC_QflgyYkZ!
znY8qdy7Aw0bUteK<$BLb7$et3?Z0qz>o$C=Y;}_Jdb*y2kAM&ds*29J%Z%IMEG1=Z
z-0W9nkez%twWg7s_tqKEBqvTxbCW*%JxTt4z_@%~3K%87-Oe#Wzq1VDbo62N@ZSyn
z%9cFt`h#cn5%f7|z5hz+(NNTP-w57=M@%5mU&vaFZzvL``5--&!YTix=iY<PG<Nhz
zEo%xpas_YX8htkS2(3_u`?M$h6F!^U8ddJbF~Q^M(R%+YW{^=iUVs`9fF=7x%<>Ca
zNzNGk@YqdRsWNd1$g%M33b&B^*PU(bFW&)*qWa;pK~ItFUdg%(C~^UkEf!hsd=Nj8
z<5w0hrFlCZ#)1iw=6Y!N7c$6v;O3S_)W5&e^1hx6>#;YHv<8Ly9ZYxs0|%BN;lflK
z^lMM{SEKkvMgA>huMUjONg@g5fb#lq&<6l<tv;W9B?P(vYRl>oh)q9jGrIJu#m$)e
zsbw=6P~SINJhudj78ms9hR4+=G5?1ndq0G|s^FE8Pq3cn$8v<^X8>_O{7gO6qKnMm
z**JJ#v$-Fv;6s0_-|6y5te#qfT8a9PE>z5URe4fn-wp{0?YqJ^2D>vU^F0(Pr~t+}
zvC4|!(G-jrx^U<REZ-6Xr-jVM+<3XYYh>fZ<C|%B*k6*6ZiZM2{kS3LDppT~GDygv
zf<EzF<Lu|&ILu$L1SmDkVrxLtp_-%3uR3y5p1uX!aOL|+Ul3Pp`>Sd!O|pA<K-C0n
zp}N+}xh^zGO}zO1CQF{j@<VUE_u(;m8YH{KBO5dCqo1Djml16fUU9=rJ9Ud!)0c<m
zP(ISRz>bgyytmG=X(kzsv3!!1?sop&nY}$-Im&HjZ8yNg)Nih@74l4Yzo5pyZ%BCz
zBkViO;1ij_G6t4^+>~7Y1&Y0C{E&_<n?Acs?FVO=W^=Eve1|BtDxXf=1sil#Tj3?l
z;Lm{V7y%CX%Y0gqP$#^?M-W<E6N%G4r^ekB=2=$=RX;}veC7Ahu!p`^q2qEh=E0E`
zV~jlIaC%*w4fP7H;CKzGFAi!Qy>sEMN+l)Rf=~Z%R>)<yTsH3r@U>K!Z>73xa8IV@
zNNiu|Yi4@}*w-cn9o3IF29V@VOvVpPCC+)<wtct(&V%jKhjE4P^gZWM5w9P09-zgt
zJ4oL++U2>c1oHQDIB6NV>bWOBCu|RDkyXs@kKI>!%k*mJi5bcrSrM0bm$My84u~kW
zXY|Ou$F)E)E&x8Qvkq?+0}E!c_@bsaQJ&!LxfDlc9--$0n?&d!?6wGmvh?XY;xKdP
zWtW@|f(UogOE~PfCBJaL`hp}v@cPt~_@?8bu5oMqmNi;PPW&RTMQT*L-lukWT&yO?
z#Q+mM7_k75)kJ)azjHBC-T8t5Ltduc?scjemebnk5Wi{NFWvLP?;Mzaf8fjaz@8N3
z@S7ti{XAza=P)V47By<hD5S|ZMaSuCe!Q)PX(VSfW6?t`pxynG8xT2Oa5fs1b-b)F
z`?zZnpjObF!Jj_uulnhvxjUm(uh_I;zcS4%jM!T1C)UMQz9YK21?DzDUz~O}rR2Yh
zBHG)%1Vg8Mn@iO>CTFYJ%OiLd9zE*HxjF*Q>9bS;>;VvdzupJ9Z8$oV^LaYGrw00`
z=K3*`Q!Nyi$Mi*#jFWlZh3mTYnh-R{<KeZ3Y3tK43t|5%IU{B}F&b8N*i|Ms3#6*q
zGgpdCUm>eEdXwiou4w{RlzBZSs|U0q*E7mU{wMXSSG)IKDQHTfz5hHF(0HMalMZ|x
zrtIcWf)M@w8IMNd?s%L<c5b+jdM6$itpuT+>;m}!4_cF$Kf1-#zFe^IZf~DW(XJZj
z$UY9RKH|VSWbk1VC`on7r@(C)jnet@*g<o^DTacC=#9@-Ou^@&Y{EP}AT<M-Xtsz_
z8a>`<yTbGC4snmbJznvvRq7tZj9xxuug4#n1uYyG`N*}SkjlXs^lcq)e195LsmBzM
zKZd<Lbz5@F@&df5Vp9<D%ue9H4Uc|$Mh+D&+bcogQCYh!RGQQKT|S`jkxfZ}Qg$$B
zk#zDH*H<0jp|CB&_SQ`&O-gWI?=(>_mjPD+rx4$;1rk>2(*C&R{XTlX@OB>k@IZP7
ze{msWUOlq&T?L+FdWUPF7nI(@AQFL51nde8>?e925)NgpVnR#b*17H1yYPSsZh7yF
z4tR#jlxEkZr3$*uA10_q+9F}jyPU&tc^CN2u<U>na;f%!X#(BxXAi%vtB#U~jSdWa
zrcdDk!}RfY*L!rIa3|F25>m>so_5dcg%Uemcdg97rL0mEdw2!XC4@!*MyrCo`QX3W
zW4zRwB(kvAT`%0_R=7+TVu*epu$<?mcHP=|fOfyMoA+Y$;Tt<I;9QJ9q?YSFF=*7y
zF8RanIrj>+wfybADxnUa8Kc}0CiNr>7iBe|L?~h5U5z8?=yIm@!&cg#QV#TsY|BRW
ze!^yiLCkPLC9HPdvNUAXW;hPL@pF8W;FEXAl&mb}JA*#L3DHDpS!7bYKlt)+9=60I
zI^VG0eLszTGwBlX)jKKJlFb5Td|s@LPrMJDh^$3?MR0%NkT%&S%^Yo|&S~JaKc)ni
zX{Q5S7wV8fiMnnMoN(OgUITG*fR?n?otgN`y5~EK6_>1iXNt8fbC3!!1oYoEsNiLk
zO%`;<^kO?Phr!uR0$Q#mQ@e%CrRWslU5O^;+|-miAgW$vMxRdDn_rI;vO?1t;nXgb
z^So2hC^F&jPD*tUVd5f)NYb{XGOshnqzg(^mlg$m&-T~Z6;4~kBr!?+iNJ{bgRN<6
zTqUi?4_8p>2cg_|TXi*+zNGGaE|w>d?XwA%hmzf_?syMlVV%w34;C5SKPwzX?(ohG
z&R^@Xli@MPLaTwqzsqS{ZYZ?vn9p+9QtBX)3Gs=KlJ*Uq77)`zNtR6Vq!3+CzmJeF
z#&m4`WdSUP`fkuM@q;mxYUC71{g0m|fZ!wGHr)$PP$pv>LNACY7KU)i8JVgy-(FUb
z*b8h}K$h`szoQB!pVa5rfrEb`#e_7>olJ%Q-KG>TERr}=qRJD9nOz8x^$M$nG2g#X
z$x`M`cFg#daa*Ad(z?>rB`pJYZ6N1w=w7y9#Fd5-IbX;76<^P7zFIMwFa_6|Bx@DX
zOWjU^X{ycp#sbX5>CP3Fb$h%GE0|6V3A?wXc^beF<`t9N-?wJCKU1tQ>LcIFx;VWg
z1c!(FlSO<iubCBJm9u(-fz1j*Xf8Z_$19qLTJn=_?w~w8toGg0_*7AH`hwsBoYmj>
zg|A04aJ>eYZoan+4qG&dngr`8#Ee2#xXTUhp99c)Jp*PN2YKNE4H544Qy{vRsrxF3
z<k{G5eA;U3Plp-I@XlXXGK$bnK}qvdBQ(QIg)h>3IVj-EL*6Id_S*tLp>K5{>DbNv
z_J+hxdzhd`daEN{D1XJ&`k&J)hhCuY8cvD5YDYM#e_BH@-r-$c_-}l!DB@0&gJY##
zax%Jl>(=#t6v~j}9_O=2BDRwWrz`v&_zhjl7i0BI4Kadsb0#@1$26)+c&B6<50svA
z0tj#W!e{xb7}W(_1c<rUS324t@zl@`*_z$oLC!W7clPCH`N7(sY3XX-Q2|o<34xOb
zmuuUCPDvsD^oWzWUI@Omuw9yM@yEyeC~Bj-#?Omf6}QiD>&G8<E_L_*pdW5XQ{VL<
zK@6jx*Ac5pzA{t0qi;JGXf||y`g$nYALg*cxx7}g@{11M&%kqWx=rH|PDFV*Xw+_N
z%K5X4kKE$~xzQTSZk{<|*a6$gyWIno{&)S*xg2WQzuy0z6eZ9H=$!qm-Y?`64(wew
z6adfb-IY=QeV9saYEcW;ssck)1bn}xE?zbnmLlem8nC8BeUnchmAf0Zq3znu-`p!>
zNT<Ta{o(NdC!Hl!vUjWjPmWe9s+OPa>#%40=+Zq?9l_~~pnXT_<&vs}C}=gicvqHs
z7J9X_#6D5DD9dw(C7-+^3nKnKF&Wk{7Dz^aDZSeY-!Ix8ncu4j61a}C+y!{>1p1E&
z)FayI5MJ^c3ZZ{lt+IRj=h@z6COTq~58dO4gPL8lc1IMN1xf>gu86(OdPI#Uy&c4u
za=K2CKH-pzy7#knWIpxeLJ?O8(he!=OZ?*GRPw@IumY3n3D3?e5&N^2`g_#B7WE~R
zJa=q<oXJ`z77|H0(==8$%HG+GL3;B}auPSc-bAcM;B4t+x5m@up9Yk_Du$Jk?Hv!`
zDP%aw9^urjQ!`{j*^yLH!0pt;I07aP_@@_&yil-7tW2mMqE7aoWQm>HwoJvom)F$0
z@z4Z2?*;~bj9{*Pbfc+~DI-OuH~lzB(U6M!=Um#!PD@{H3dKVua?yR}Pv3mr$D}B$
zzVc}f@8Q7FZYerU>46IDwb##ypAzc<v*Ds(+-rI_Mi^mVN%@8@^SiQZsq*<NrSFa~
zqVtJ@!7@|<yN&G{caiGjDEXlyWsjc^yb8>zPuTN5>Jxv_0V159qnjmsv^!a{ZoSc%
zkzVo<bGI4o3CWY$`B)$S0dwk*%D$Jer3sgJfE|G2P{B4IwW+Lclybf0hVZxsQR(XM
z4gt05At6dVac7k2>XMuVz+A$}WxE`9Jte>0t6%%Ptw()j=)2~n>fOv`n8I*BXAr1T
zdAY`mnzRc$YsL0E+x1?(X;G{%-#)xCWQ=rZ=0LuQ<=$igGtBKfe2y=2gT81jP_?uL
zxX^gvVH((fns@IE^F7)rp3?4Sa~Jlisd~!(2Cd+|WT@QfdXJS`J6=dox*R;wn(pDE
zfW4=GE`tmo8{=wxCOK{HoBB}`gA^)A{>45A&a)x5C(6w8vc;{}KVP&(qaGnsfXc$q
z<pWyY+vKya254G1FhvRj4J?l@-lk2Zc?B@oZU^<w8$QC4gNq%1$ogB{V+PuLcw)2#
z>p%9x?*q63#BikJK-==}tYd)6Po!(9t?w5}aEhq7*T?P3@3mz2tQYnXx>XI;c4Pc0
z-YQ<BSHG^Ow&d;0B&yy0n?b~=Plc8G246cnO55>V2BVX2ZkPB<xnWO!mCf=S&Tr!Z
z#|GWF@wPX;1lUsdWu-ky3gzH$?T`)_%iUZ@!kL563@%S;?X_UUH*e;2BRooU@cC4~
z9mS4q*=dU`F$SqdZf4f58p!5?Dk;5odRkallCfkjBa5M3K-|g{h#fp2F}J`Ga7WM1
z%c9?$aQcCMlIm8^zb_5b_q=<zj$2g%43rMnJ0hV+@cXFE0f7&&RHT(CySaU&G)SvK
zT@rm%%x&`{4b(cpBP1!`f4O7>!vSygJ9Mi*kMl#Mp34zXC9{ZkbekuN1e=5ZyI0mV
zRD?vt@+(7M%#!SvbFQ98Of7lm{4U}ryQ-i~-{gqG<$%5A4emDU@rfwSrtOo|MMDqo
zve0^Eb^M&|I?p*3II4z1Lw+@G26cew;Rr{|#kj9#o>XvYI?68RdSCB|3p^}V<X9<|
z2L}Pu#p}8~Me)ZSiTCe6xb-Sm?)E%9<5gI{zoT>KQvn6Er~CT=<wqvYK5)+a;FN7p
zr`eWgG?nZ2bz8(S?o53&^do`3xk%D3WW;+@u-e@gUe19C;i(_|*GFCJ5Vp!&+FK<z
z;A(MD=*>zmc`uw`O@qXoKJBie-&<N;RP_b_9kLi}uNNg8c5qFA@laGi<7x-Z7tc^Z
zaAOuN-GCM})WHX>0tJ|cTVYY38}@y4eruv}OZkOeT=m+$AEH={=Kz2kVKsiDUaudD
zc7I@n;PkGlpW3dlOYJmRKLyhSss(kmW0#2%IeoEz&EEqToydxev*L7QvQBURFG51<
zJWG-P?8ID>hCWHx`>H}qNT8}HDEr~Xs-WeZ6zEUsiCh`1f}M5uC1f5IYz^f}eK3~Z
zP{r8;HWzI(=C*QJ>xX+$;?Apuy)nLaN-5bM6!F-Or|NocY`3(DRGsHQ8kW_PKq`Qs
zt#vs1MAeC|ug5!JD-x0uefOpW`<lvn4b79=Ifu5n-Z!mWZLH?oMVCq&8IJHYB*RpF
z?HzHHo?s;1za`lMB<;<ijv++LMm9p`fc|p^?QYn^hH&7>vusi>CqV0%$4oxdylGFt
zaP76V>sn8n><Icv9?nX9x4uoN@o}A++DAZX>PRcK|2W=Y7d>xhrJC_ywcmdA4GueD
zqlKeD1!u24&c7$bI>#Rm`3(CYoLmWlt=|o{$B+PNpTXDsc;(|GmluPpJ*#{)u8~4?
ztACxa<h)%J_1=4O!7F3$6bJF9pi-eAT!3R_np^}xduspP&3}uN1o!PNT=ovh;WV$S
zJQKYlnvS(>;@RM|6+R<zGv|F?5kI}l)6$=iG2+EQ%)Tg=?V!^f3yt_d@0QF#s*-MF
z1a+jF#v}KpbWeobC4Yc1JHqAX>->fKd~zm%y>e_vpB@)3B^~B3v0j8i0gTJSm}_EK
z9h>n!H~@=zeeUa2u&Wv{*#2JV;|cqP&Km~}EJ>bLwr2p{pIpo@fBh%;(xl4WlHy-m
zA*zJzgntGAG=eKS2s=6~mV~IJq|z>rr>ogMt{YjtUtjih<DiD{+mo^Z9^jJkE(F2K
z5+%&y1i#yog^KJq^}*DSSU#~&&&EGDHZwfCjunW*n7Wlf>&>GM4OKAacNQcUg8>(m
zB_@3xv?Iy5Dj6a?fI3Cx+Hiz_f7d@jT=SqA<vCk9=1LHnSKeNATY)N0Bvx1c$ihzD
zkEUta#ZR{CR`azBNd*7q3Z9Qm6{MoY#p1jo`}M^s&+0t~z1Z8b&%ha?5s~xPdh5Af
z5oMiqUmyQs1fhoWi5iFnNw<=fqqwmFfa*Y<u*H42o~1}}h0#Mr+4u}^^twocCknsR
zfto+&4W51Yd9XG+xT|yZn3W4Scm}6=<!+F8hJ->}O}y{qgBA@eOwvd7)pJ~!p@er<
zE6TFJy?^izyf60J;;r}eDJ(&swC!J27TzBv^e-~&Pw%fgVwHwsb2mloXUIT_g`7bk
zVyA&;-Y4fELj{%z?A+GNXTmEXaN(Ny+wXd;_Sf!!T6-h)J~H?-|Jf4Qqp2071BEv4
z?)lWvCk)^SUgq`Rj{fp@U^43MRMg5?a5wq!xf)ROJ75!1dz6nO?>fWF1X(AywrdSE
z&Z+*qMir55X!<KNf3B)+n9W59oOPG}U>ygX#AoF4*IB)2W>f~WW?zL+lK_UJl<qMd
zKM;!t9^*X*pnV+O=m?`Z629YMTiwACdR4dt6UqU57hJXuI6hOo76<CD4TDJ8VqwNc
zOjv`p1;-Y0^z(i9c5J&jNf<6NGox{shIXmYMIR#{<^zAEZ6*#!>w*%3${T|e@kY~{
z+A^xMi{zZ+=EFQ5F!~MViescOSyL_LHh#YQLwn5fNrxoMGXX3L;iatu!h-`bgPBA@
zZ62X-_ZenT1k<{h4Ru#P(}NK~pWgr4hUyiT&<auwG}PJvrQtdJ*^oh~YL$xlzEQIw
zqx@7Bp$P0*u<ySwvn-+b_MWF!X&%*Z?vxs1mO8bG@7?n2`oo^8+Bm&B$5RJ7tYOdH
z0{X8;8G8q0SPb4BS#QK$bbCvu@A6J4yye1gLD|v^ezRAa5eBsT{G5WEdbYq{d<c$o
zh8Sg+L{5i_!fk`wfSa&a;ZT7Z9+J;2(lz21NCa(1$AM8Qo&r(%fg$%kt6v?l@svz4
z7&ZLmp3qGr`GVTC&izjmlG}jKP<M`fNcRSu9?n7BQDbzh2je9FyzG_dwlN2%obxxe
za@N@k{}j5U`R9y@7+yqv`DLB>UzT|oEZ<7{z&Ze*ClA7|Q%qNfnc~Vl_{Te|Sw1d>
zX5Z8qF!h<5@?l;-g=UTWG7aFJm+<gkUCz)=+4k4&<ZfD9?i(+=-)whgub$gOn6i3;
zj9C8=Z$l3RLiqcd)S;@YdNcN~W3zx@I4sI!XYJ#|67^p)l<}CNp)zNSh3#||hIA=D
zs;FrPUP6nB+>4X@3Uh#1$>RKMuNZc!|AF%28A9x9<{6>cM5Wn2*TKu-!Y~B(1g<oQ
zN$?vv9=IOT>i<)Wk1h#8O;`Q7{uIKaZgikHK3tto#Y^7~s9KqXEFr&*ME@Gs)UEaD
z$ZPV2I!-#Ag!b{qLJ*fvD(cPf<!PQeAM&VR?O)$>^C9u&Op&{fV?=g!%AYY{Gmvtu
z#lud!qI~Y_j!d>-qc?VEYhCL0y_#gQy#&$!HRp3}>i1%m4%)arlJj4s_jw?V7}0R^
ze436YqBE0Ie_9LqV-R_|ZpIEL0{S;ck?jOz$LEpL`vfNQpiYotqmb`C>Ck)C_Y%>L
zQVK1!fAur$2?l>ExaP*H`;9`g$kC&^hb{={UH44o8U~${KL6&i;hV;<Zrt7DLj#P?
zUmDn_ePlmj6%%HIeea=QBUt=&buQJEMLQ1R6RA_5iz`6(_nTlLN??K7q6?hRC=n8i
zT0S=Du0v{hcQeXp>Ezk941M@1wQ8Cqj8IvGSMu~Qo8BBekba=0-uMCs=uDF()l~l7
zFX-3cJ`)opym+Y+@F7Rz<DWviDKfI>bRyaZds+{3o^=mS0-4%WY<w={TZ=olGRn+R
z^yaRm;tuBcJb?LFzb^ho(V*)bk8p_53dJr?;>EX>mxiv{iA#37ly2S{N-c6j`lxvH
z*QQs%X_D~$E*LZh!cR&6aI~S5`b#`G*Zv{M4r5hcgk~}t_cuD=(&tHaf5`j^xL0mj
z_iM(G!7H;l&=Mwr^4oOfopm9OPh@Bf&r5Qzs>Ql0PV)3962dzChdI0BbA`!|<#IZx
z6uALu+gq;BHvcJ%wp3-mg;FH-m1@^S6AILc3tKWD{C0t_$++d^gYouRaIPnY6rf(s
z^Xi{=I9x}G35g|1tUEanGHiG42H%U}>0vahLCkxlc{04=y8m{kjDi{WtLRr~iu`WV
z?@IzHh1>^?F#!0*2uc@h0T7GAF9;S`@vn+^$}O%oukV^tZW$a_x-cO_<rDmouJI}i
zs8#&2=DyP_|Ig&hd57f6e{celv<<Wf`Z)jQRZfftnd_e2yvp9YS*#5spKaPA1g;^L
zp~g8F29z138=15Gs>G)R-*oqC;e&2|O_jmGhoi!}h9=BuIic~{mPbMJYwA1A7uY+G
zzzkf>;mKETCg;8#jIp2h>`y9MnwQ-l$#z?`r#v(JB>g%OyI3zVNFJlqU%~TBRBHWv
zc9E5<Eq^XQA>5k3rg_4>O&b}SAZH~lmexh^bpm!rQD2Xl?51)VNs)V?kszIXR|3ua
z01)=>w_Z@~ht$A<a#w{TBZYOT7z)U5{v-A4m{kGp02!pMJfzOfS5=y#O7!eK7Ib_(
zuK*QoR(0{?pKc4^bsgHmZKgu_>_+axMHtY7&``d=0`0KR58uZlf6+K2r<gz}|95ci
z#egFP;ug7I`^us+vi_X0*(JAEzOythI>q19&GjSg@_w7%2eS@jaeFBuXbrW>FGTx`
zgM&BHD2PX!Hw6Ih-#fP)53(Tze-s4tLxNLXR4-&AZxty8pz8sE7yct+-XB_LEG9u=
z3nD~6&)=I0U7c8sq_PRw>fM~DPi0m8Q8gzrQy~Q-ao1H=V(DQ6K-hCMPbVLOBm<}r
zem7zCsKRt1l>vCdd@nDB`DwJ@MQ&s2&|&3&EA5d1bXl86cczDp!}_RcA|za3{u(AJ
zpiBz)0%LE7+*^Xui2n1cvmmPc%q>EzZT)1n6%3c-Oh0p}n+uAGJTEsJ@dc+9O?P6L
z^h))j>pk!5tN(<jY}D!35@4cXry2d@xXP)kIc}jp_J#}0_0<F9Ffiho>QN?_`wl0l
zaas4LmZ!;s!iv<lv2EsnUs&+pX`Exhhm!H<0I><=<98AJb8_RzdB*1Z682zqy(#w-
zZ4T=PR{*Xp6<HVnswsG?D+L6~cZyu7{8&{}|EHx$Hat`wIdFEOS*EQw;O~uSfz%E@
z8|jG46eI0ns-Qf0FwxWUdFU$j7O7(+Jcnxs+xL<GE%EA}J|7ymlWMqF5J!L*anya)
zs9ZlHRuUN(l@IIZE}GuQb$3T{Rww;_V;N{BHAET{Mw<94KXLuv;Vzkn{pzZa@7*8n
z%{fqS)}4JgH?o0`NIMECz>5w3!ooBt8HGRbF>(bSfJTtNcS#^}_sF2@k0+m}<28&%
zTlfa=p7g^nXF-blY7W)x8|pWav-U`9LzDt#OM-6+ZioE9>$=1ArtW?7+zw><Pkf$B
zicmq#N|s=bi>*rjewXw28={zlB1d~@==~EOQ9o2RVIhV0{F>{-!lCZLsRwA>zv-8$
z{pxCbp06r`Saofnsn%gBX{*Y3TJ~97*oCw|@#Y#i;=k`g{+<shKB4?4jI-mRPkEL}
zQjXuhSdg^KJAM%9v9!KevL6866)+lOv2OgP%No1!)I`rlpH!$Lk>M7dG7`He&$@B8
zQh4>u<X~;RZ+ww%S){`ZG`2PQ73JK8-In9QtzZU?s<hADUtWEMt;0S-qkP%F(FMc8
zkXa{{8$ihU83<O5GKlQo@j3d3XBm6J+>|Tgzulad&(#PIlYc|GnD^tCO3lHXD<iBH
zFCY?5&IS#WUq+JFaJgmTY+l9hIo|OueMFr(PC&iTpgUvVVLI#FWvIBlxgHAFPc7dw
z9OEMiY+#}3cHTN6(fW?PZI53PoZ<o85xzn=fHRNtVk$aB`%-fpi~e-c|8yx{AmRdO
zS18E1f70hE?cGWGom2PBT@P1I!WBgX>g&I?n}Tbv-fzFWKFR4pN;|G+PA30`Di(EZ
zCcX6ovOFWqI>!2@pCBqgx8AXIE1zr^PS!TFZtMC(T$5vWBq6m31=<sID<hz2rJaNw
z-F}gNEs}ry7H<ms{L@V|Js?#VKa%Wb@8j-0JqwFofk!hEvF26#2gM>O$r3=JoO%@=
zA@mY()y$f{A-I#@T^49mC?$q79VzBdI9242VwDtD&Zg;z*F+2q=@972XDpxc@2<2L
z=J5Wx^I2QPxcw?yyOyu~QZ~79X!Xk|8hzMv-{0`K?Xqiv!pQvHUwF=+(Qs5hPH-dt
z?w8Xdjc=s-WV-p7Pv0k=9^YN=;or^{Ye{U9Z+2c<XyH37bR#KKKv>Ex+t7+3YGz{n
zwc%KfsA4JuCUUYyqBiuUVG)O>KXgzhpJVqvD0Q|WJonS_d$o{VAGO;iGOY%x9*HgR
zU@$PT2pmG|CTh}mzCOFbVBN$Tv<_=nr5&Z|2=h>$x?Y&FP=7Ave)b^2e|NO<j(3}J
zb8qRom^hw1wmm#BpH%s++~8F@pYlpu)b&=%zjlTu`ib2y%yl)s`#4RnB7sWZv5bcC
zH7E`=N~7NX=|c#Ayk4&tL9wGHI?mZ`TNg{X{Rzj!o`oq77#V|xMhe`V8cJj<z+)#u
z0vHvg%^#skIzrl6N*bJ0qkzR*p>FG;9%~F_y>D+ms&lf6N_UtQqM=}Yk{@)7B@qXj
z_RF2^%;f<!_vDo;t$S?7xcpnH&fY=6Yct5Tl~9T_RHhArwTykP_n+%p?4RGw=i%_F
zb=F|(raV{M{ECgs{Jre8jd%urA>JZUw9=jXT8KvxLMzV;+2!E)PS#!3x-<d5F8iCH
zypsx!FT|q|qK5AivK9fha*UWr!Jn<W_}!aFxOTZhmAKirHh(EJWzUxrJibo#YUS2C
zKD25-@F3co@x{U6Z4aYN=1$O6{_PcDI(Mhj367mr-SH3c!*T{KBEyNUxwC>3lBV44
zEHt0f{q5HXWs{fivMK>2J5FEE-qh%*W|>c$K9a+dtopvEjWX`8){>UA*LaiEX%GlZ
zeq@tt+<iBBl9`k`?8cbaJ-Ltdvf~2tCWP;O5pGvFa-O;sSh5~@S$w8HH(_c74oA^C
z9?a0i0MiCZL<fT5pM56|J3XMNhbT(!hY4+d<G_JS+$7fort22~bETmwIpU!PI46|6
z@D32|`L9Ugdt6<$->SrE!G;#z*|0l8`<uxAsNBaK{;C};Gr7In{m#Ez-vwXweknnM
zVtkWJ1CPqy{rQv~G;2FVw|n{^chd~w(=qem8X<FEMnaMQ4w0JG2&7K$-66au!YW<J
zowZD?ZT6lxS@HN0qqyrD=Q%N=#>pj6#(tQy?tHU;4SV&)YTtPQvaz5&`f3MI?w<qL
zB<bO4qG3lWojCgltuO?1sk#%OdPO$P&rukQElkKqC%Ya~+_2cnB>>ovjLXiN*l;8;
zh#+9QT^nVTz4o^L?%Io20Q5@H(0l32;TP$jG=0nB&HHn9b?@Q(QqeGe=A&lZ39lMh
z_>Va^-izU8{b`oo-G?k?YR>p;wa9=}<o(*-bn*Z1ygSlP`38YyIX?a8Y5q*O+VWBR
z=~JPEIem9=DP__TOf;k5UjlmOAm`Va8~4JU)DyPCY};|!ZO*;nP_BAz)KE3$!@dR@
zYeq4z^&aeQUQahO(|g`BO%4oFqg3zPaDMd|1iKbt^pO2`J^YL$-e5nt7P7|XHufA+
z&6WCOCMmzQlT;12D~<?y*8WktptKLX03nw;a<B4Ejl0E*w$B4uF`lbL<7UDp2?lD0
zx}5f3hU>8^p<;P=Hj7urOk^)@xK8))?T_jV)x+kT2ua#YyOXdd6AG(5suNF!w(o`c
zBwNTZo9cNb_p4jGFug^5D?JXka(GQ)VEFkA$E~gP;cbSOAP?;P9Y>_^1PXqMk%EA4
zKAq?TgrTWflE~5x>4D0*opzu7`9No`0&23S!&gzexWOUc`|WZ0f`7d?D``aA@dQD`
zE3B&W8a}Y!{B_v{I$+nO0GENv3#niSCvt_<rcFQh3Oeat_3oXYG~6?JGak-Q`uR=i
zX5pt79#!5xVh%=Wwz8+4y+TXQj(L#lewyxFf8g~&7oh)&3>wcx;P<mM#qZ7g2Osag
z5{n~wx`TGwDc(1Mq1j^Jg)yj_7bs~gwcq+tH_Qsv{GS|s&_LoMW3#@I7DjjV$s9%D
zY%bcyf;mdA=}sdFvTPmb-656BhVEL6w_V^#cu)D+d%BVZ$K1oC92K0qKj<he9PUo(
z8uaspTbVx`X#d8Wm7IrMSW|xu;^!kNk6!Pycv%pd;{sih-}y*(qvjzgEV-2tZb9`G
zcjpN-?r0B=0dq#J>w_?d{k6bKylGM-;fJdhNbT>2M&zH<96Nvbn(<!#Fhapk*oDKR
z-EX4Pid3QjZ`mjID4Wk?4R}i|tI71cJcyyAL5VEyMvP=VZxqd4jLd=|ifyxlu`gM0
zlD6-=yx}kksgbl7ZbYke{X94Z_14q*J*;P)3cLXN2DI;?!Dn8X0J?=KXs`YXI~ne~
zwUD&;f#+`D%>80A_dsietoo$TaCg$5f7{RPt0DJ~O%I@>lBH=asbDWbX{{QC^i6s{
z>PsYxG#)l_pCsQ*Z@*G(b!0lX!8W(`vjN)q5!6k#^FlAq$i%HoUkSY4k`KTAS6j=V
zco$!V*FhZ=FXm|eIE4A9Vd#dap>GS~Vkp+);5+t(%tcKgob6VcEZ<_QHqjSOa?Q@j
z2w5`w>g@FucCi^ZpZm;}(`!OB70E&XF>~?t>fal3DVsj{F0&KI1B74`*s3$oy3+rY
zp1V<P8+hB3C3)+TVR9sFM=BF<j(vt-*0yCM4n~|GSn&*Bq9IO2aYr&*ZF;u$h)e~)
z2dy1nAvhXC30FVx=JeT97tt5^aPk}o4Ze3IlSqAxHT6AdzfBdWW}nSrLZY3Q2#eyc
zgl2(Fp`>CAPe@qD^xv7>)@eT6-vtYmlUjuB?W8f=b@da7jxKu39Ih%czL0e+p<WC5
z?<p;<ezYqo_Jg0_r%#sw#Q`qk+UxW(POy6^V2NSAvlpaP28}Fk-LHDCy{bdE+!uzp
zdy0lAZ&zLS7;$ZdSOLlq)@-gWkR9YY>=YUGE9sYaz+EVc%lS0O;txXf_{#+U47NVi
zoi9J-vs&oO-9zwbk%jPvfg{sOa+6p2j$m0fe-OJl{CIfy0W<Vhgt>G2%;?qUDe@y5
z{wYUWD~$cpy*uwoey&H5c=({@?>SFS8`DPuNvRu}J?{DGIQnF*NSN*4d+Fo741M?b
z=7j0fI*e{-Fm=Du&RrSeck!m)2DTb`XsG5nLwOh{2zlKv*s1&J&Py>w9q-=Golf$R
z-O{f)A}D$LHk*u)>8nI=62vY#JOL}`ELoG^^S8Fg7SL^&9Z6t<CDSS6P$W>F&8vHo
zoBt#Wy&zs8B4s(sbva!`I6yFe{ZA-S;1v@DtoGZmh<Elws&vR{m<Mga=dV<Tc?N&C
z4EA>yDAB!rRs2x(sPvk<%aFfE^zIV)(AUPbhpt2IVL$xQ;T%GH^$Sguk7%K}o(*oM
z!Skj*%qrYr4-Z+=uRUOx>FaJFrIR7a-t2*o2+G@F{(>t?OoDwn47+m+&6kl6-f0Wm
z+{o0wPJ^=H^@!%Gd>m0S`dqexOo$NvYtE=bll5-w?pO!ZzV<#zvnaL0@IkX<H7*$^
zCjR>Q0~K_T#9uQjNz~3dX-{n{3Q{hU6Xt6^wX>fegOR;t{UG%f$K4@ml&_ET?V;(6
zV!;c;15iQr8Wq+P6SPT@$ZiMIX$Z_JZr}}ZeDL|t<yHSQVltX9!WM<5dH59=UPp2)
z7s~X9>u^Y5rgA<kX7FtGL&I2{%M$!kml2GDJDhHkIY%Ld*a4w~I@Sh8q0H8&OkE-d
z-cb$KoTTG7zms;gqtWHebM#{>QxN2(-BJ2Y-@hHS6bp3=d1qpzYJ296e3FEb(PKdI
zSim_BH|py{Mj?y%Ml+c;R0F7LSGW3X!6@eTgt#l@<;Y@p!7?caHMXWZ7s<GskoJNe
z1*3#qN+w&-{mBxC>qW#CPEjVbDU?|q@Hx+83YDGedVsXy3*{FS))2|jX?mFz778ii
z?3g<%Zt+?f^DlUj1s(5m)xf`SYZx)Lt)ZIK917MT5pG;IWPaMkc%?%ymo`e?cK4PF
zo#r5Yj!2x{UcPw4&Hdf4oJE$_>iE&FZTtm24G^yRAuT(`R<$SiPcKdcSK0PY(``=s
z&2ja!RtFW&JjlY~+&QF-Dw=ZnN*^Wvr+MsEkKyY5d!0NvG3jlknwBeGJYN_k;;@u1
zDXZ{~(vh`;-?91hzBCjMGCEtYA>04sqKZo@yt_S3#sU6{gmwErEM3=@s@N9&B~S@I
z3W`V)B=aT+h~yl;z9)71j=Fs+C=zy9VFr%Dkl(|c6cDN=xe-=J)6?q={t1LS<U-?9
zLZ?-JCnO8gs$Y!`peuhr!i@jNmk>5Edmsw0>zSfwERzE8j)M528b<na7p5!av#q;i
zqEMaSCv}3cSirwO!M@YHQ=N$w^Oumx<7?VrpHi`(4N&5-9{j`EBuiqV=)JbGUQia!
zx4*u**aeLqmgEnyV7ro_^r2}$SlJF5(;VKD0W0N;JP^N6=e9*`DXpE*#<!}$utmA9
zgkHdH)5P3T(c^iH73#%XRJz50VkuX#+i>+htoA<Yov&XPxU-}72b3H>d|$JmiM+a?
zE+519#)d+C<emaYkNnr_$F4;74nb{#Go1PH)s)zM@C9+*<STW4x8FRzcl$#8R`-Py
zU)#TK8Px$pKkLYG!{iKoffRQXc1^Jffdae=&0737wFR@m5an(<_A}Xz_OnrMHvWrW
zep<tiWHcs<3q432*C!BogHdJCWCYY$LD`Uxe@*G*`EUxeA&!~&5HnB;boMi1TBnws
zR8@{YZqJFDAHe?8!BdV@ll&4-iv;*l)n^wM$Wf;LyR;`ax2=x?rp%r%GX8r+I9OEs
zko(AAlJM^xj5OjiSu;=pPT=_sjqvCG(0%FzLt(0FKhOQb6vRP$7VMj?IlCrrem~d`
zVl*KPwgad0O1|5BKjg2R(jJ040yu|;fg5(`XSB`@8CAN85mUJ)7u)k~evqdo)S{q+
zo%C9W-y{6Y<y&^L%=i_&o?GYAg<KE~(Cux?kBOOzX58l2E|uW1c#fba`nm$Ag-Q@-
z%Dpn2zkEFHgZuz-k~1p<>9hX?nCQ&BBPgW2fS`!-_mMn;sxnmKL#a;fFK5ffwkiV-
z1H_SpM-H_=b!lNgaK+U2%`%I-A~-=k9!cL#qK-UO`{#KS`c%}|<ogpPi-v-oIH}sJ
zc{4;x^LLVHK59{Lia#CrQ<b0E65{5CJ3Zcy&sliPXI_=taJB~oLd-ke<J<KKJC$k}
zkMR_a8+v@cjpM0%HK;maSH@7!TF~za{Nhf>Q04Xxa5`>dfoQI+79W|;G59-|$ClGv
zJM%!sqslxW{wgfTwd9{;3`eLxJEgz17y1rcvhVw_K^*9@s+eWas}3OhJNvmwZrbDz
zp9{2oQTY?DMBRLBthty^Eo5@uSV6c6X&(wO<TjY4*6xZ7tKoX2^)uk!cgbmX5Zubl
zO6YsX;c>7^<ZZ*XwXF0Z{p|0)$BiKXr7-k#2KRwm&%N6V>e&Nq2Tq0p4Mnqif3Bnn
z1WuH;Ctkbu+xsbYfdlEn@AY}KxQO0YI>_h2=!_3fioFki3yYvgO~kYO9I(s_q-Fmt
zbV8c&LQc&7VCQ=A(5~_?a}<cXLi30}z?$fEVvkJEZEv7Q9hzio1$9dtfF%;x&*`yv
zKj84J8g3NT>=JIU9(L?A<j`nTaQCSX{l)y_v`*yd*o=f}52L>w_b1dE{<)cy?BDj6
zBwDiV@wbL`vRq@`@X)-Ysig%XUFd{%Fk3=glSK{2^w17$NLcjQk6jrZ)6)r%*N<VN
z(6g$CJ3jYuX7?){pRu(6J8|4G#P5X`vHiXInRRI73)%#auKnA&j9=v*esuG#y;gd&
zcK3@P&H$LgP-bKc=ojAms1H!<xRUD22Zy8;Ncdj36RLwj92j0!SYbBW*F1b)b*Pan
zfmp%{iF1Y@m1NRg%5NHRH-g$OU~oyF6tK&pgg@WT`xZne(j9tz`O@8A)@orS3K2^_
zlms_;Uw3gyP=>`f{a3&I&=QY7q>BhRz9D^pTZN>IWw^sH1VMm`@yE2gtPZoH&id^k
z|742XKGYbt+$CtO$1+FZyj+v>vvu6v2Moj&^SnGHfXh#j$j3DYnFH7lHzoW?&l@bt
zY1KQ2Q@p%`_LiE}#dhFGx4AXgI<@>2=6Xx)dk2NuH`WOOkTQK=ak@%59-H-W0(d1B
zF9|$*69y()@GT-1b#h6jfc*gkD$%L7xs4Y|5E>x2DnE7#77VKaa5ERxaziJDhQB?s
z`IT57#DZkX)CI?wg=0R$v=M|&Y7N}h#a(<0E{vi@W4~uY0R}tdC8&FUPXxZH=Ixfk
zd+Fy>ruKT?6qdP}tl)md1+~^=S2Z_C?BUGmeieoO1f!(<pzM19a}0$yJ3RjYK>hJV
zgX>y3v%dcQac4LlfooR5Zb`nMZA2rpPXybAN?3Ji%m)PE0?j8$eI!0I?yF-?X&wkl
z0AY1<Iz+#H6l@IO6i5Pv)HfNAF%BQ`dt!q(0(>cR4hfTax)rU-F+LxyR*1Ia52KrF
z&TtiiK2QtORd{9m`OVs#_|1dkN2s;mTf08UPyBrS#N$MXpm={lU7O?Ecex_y-3J%r
z$8j6~xnbbr&z+U-F;;X)bl0jOp#xsrGo|;UAosfS=X|nfx+Hw@0R8sYs;;yzqQ;m*
zKm|OnbP*rV<i2)LZL^~%rK=P>7RBr&cgTD9eqip;=6+v_N82diN0ndD+hGoLq+fb-
zsst2<0vYPD%M^ww_g$RJjk*ID96f^SVoI=O<*xeg^yiC9{-odsl-00<OSon5ImyJ(
z<5-9>CrBBBr)5#ky?k-p7l7kNxS1EgzZ-BOMSjZJBPiTMpOu{9k(*4!L{qH{`ME!s
zG~-#|Ligctw*t1X@ePhVY!%=xnh2E+zuU;p1$;_74gY2;x0{@E^e2sJHDEu>B(3Y^
z{hPlvi{FD>ajtuIZ*N5xtrg5}jeqq4c=&u`mYv#hI^N-#a=+e4hNz)c6^ZGihfgWQ
z-H%7-O~w0_tlDASukkt_UdiceGotwHWn_MBg92+#oQNhgG6H^15JL==rs#wSNr(}k
zd+;P*`ymvqucMU(^Q$kQWUpeevD8kV^ovYu>tM*>{hU37ZM~ykY=w4BLEBf-G|77!
zA3bTN_IX~^E4;Q^Xl)*;tdi(9yzx5B*Z#~}1cL~gSFyfAmiz(YaDie1WS8D&+GD9$
z@TSuNl5t>?d_Cy&;Mh!eQpN+Lr(2+NR!r`ZK$Z|Ew62SJP;Y{Jn&!GdRde^M57_p8
z`l&zHiXl@BaDff8-}txf8x+1YpM%qpm&6^*BCSs$>6~4NP^&TzS*&#O&^D^_()wbl
zv-XV#7quB>KEEBO_at%c(hETT&dW>R%KHv{eN1n0xS0n)Re|K{sP*i961?kAUKsxx
z!~OD7pVtnVWm#o7WVGnRcCKKti9ZjS3pcgs$0zW}ahCgOEUZ5@8l(&WYm2T&+m!sf
zpV1-~?ColpL@GGrJEtV<>6{u}`aR6B42o^mRQZT+f#SPksmQQy$A@)mxz^F~Ieu4H
zawvCw>Z+Y*>ibpp>(`}5=qP>m5D}0vxg~j%ykRQ{QUrTyBR28)&4L`XB!QGk7EW0%
zUfP~CYK-0?;J4<hIr~p=`_E@_q$=he?g=kwtoyd_4eQhThN*5k66N2|(xuIW+tGUz
zQiI0By61C&9Y+Z@dSwx5_uSHO7U^%VF2W63{z4gl9TLnDp*|jQ3G$1G&0yJqrsVEf
zE7qb%;jd370>3Q`lh7hA-8FfPABzU3WJ~T%`)QLNO2y}XaN6x>haLEg9nLa7Lf7g*
zK~rFVUgsu+Il{JcLD0#DD(iIYiYbDFsVh#SHR8I2C_lh8`^fL3;>Z$u^4>S!S5TaV
zu`_%L>Y5H~LyJZxfdbM_oYhxey2+qA!(Ik+KFYHxs#g|Kyt0+(0DcIw#fV=Y<Q6<c
zBJKKmPiIT13a~9(g?{m2mjq1>If)#ohq)yFx=fn0+y>6otOew$^mZd>nL)xZaU(Ha
zHjQ3tsHnJ`c8r;Q5bsmlnd1+^e6!aVyz20BB-NaF^i0lO17c7-(MPYYguF=$7}W=a
zYf5haVs5m4@{nBctoF!_KZ1nkef(v?58?5r!=ZMY?w-Q9{h1E-o44n4@kp|8t$7ig
z^OU3a`MJG+<KxG|SL^ikq1~!$B)FHv8~iN)(@*a`KZJ+nN@CoAUzwit+po{Dz#ZR1
zS?q%;W<rW`7vMU;SrE_t^#ho*Kjv8(xr@!`XBopC+6C=rHiMKHf)9CCq<n&RP)g+&
znSGk*ei_<_W8Z-_JOF)j<B|kB@caDuX1IjL*?@5nxz8GhF1ntN+6Y)#95slw%qpz$
ztehg0N{>|aAiobRPFz>or~KeBRJ5tNU|qQP_4e8C4JX#~9RlueQHierY4X24Yr>Qj
zr1x`3(suw_zMYVJSSlW-FoUaJk^zaaTLL<bf{p$(xrBcGtdx&zgd<HGGKo*r)wy|o
z46E3{OfY4&DTUGH(@li4^GT8yY<wZFyny!<%=wr8T4yL&!l=4UUbx$iVGx}Qv&f0O
z_uxw&k}HJ#!Gu1uG_75)6CSg0zq?7#r7@zuFX-9(5T`@=qfq4@fT9b?7!JPa`9sqS
z`OARE%<`CX6KD2PB=d$YmkbZl*R)imscp2OJn$zU`Wt5j36JYvokwbqS?||~9e$Y=
z3&%^;_3gLp7xO{VKE%16h<vyn_R8*{ZG@L8jzvN}v8<Ke?W5(_eJJjP%)KY-=>f%d
z#Q*-Ec~nq;wZfMnQj`+xn|nHJk@}aHJbmSyDTC~<GXS@i>1xIZw85H_pwjWt_~S1m
zU;-`yNpEfNl$FvUMA1`+b5yg$AJurh&a3c!PVH$!mu?cvJto6fQ9Ib5t~Jf-I4zv^
zUyD7&9WiT1Cpk@~JBLqUIBn*917I5*Lp!K~r!nynmkR3_e6nu)WW#q5halk^IV_U2
zk?`<_k-XS0K%q{1XMzJVK0CaV@QV`cN!rE?1dxZ}MZWQaM&<H)2tiu%{98V}4QxT8
zqU`DG@hV+{@@|(9L}Fddy~|A*Gs#}D&hfEOO`7{>Z86H*#kpKqUvegehh>iQn(hv0
z!xUFpj=o-LJ9rm{j4hw@=s-3-{@SDkmz$K^uV7T94t&AjTyZm2)Xf7MuN$s4Q(JH%
z8UOk;ec38pqidg_@hqv#d3^r+Y$|i|Ck1ZnSZ#T(bx6wt2J>(itbaE~I4$U#oRrJW
z;M`e5UM$2q^0f14N$UrzBA^O7^Bbd-J<2+Y#?N|Rh^_>r(XLNDi%<8SY`WJ9T#1fK
zW2aDke7AC9AMrR%>bS2wx|ISDgq%N?&t~7HJMvt3?+9T51e)(*RV~%$Hr1qO`>v{I
z{~-Sq$r#hkBW#jp7VI@?6FAqITAIflJed!$j`g?LMeMlgr$xzE!cM|@u1~p#KVv(<
zxb8*m{q|o+S1sr_aJ9c)IkZLn#DE1WeAEh{N~$s3B2=`T115mYl-GFjS4lfvr1k6A
z9Xj;iJV9d{p{^rcocMdC`%cD7;umiXEX=+3%A*)RPbkTkYFl3&lT?Tr?wadpcgk2D
z>fOvs0A+UmYbBnVeNt1xWfdjAf~P}2jXFcqWOBq1KvI5$!%op9I;d!|YZPn{<{8Y%
z1wRn!#%NGNfHuhe=3gyWWQy#FCT)fCe!!j%-URz_6Hp9nvx|TBCd*o$Qio{Piaym|
z=Lq6Qqf%TQ?S0j`&V0jjs?ee9LzmJBj9#|!WQZW%pL6T%OY7TupOS~}H>cnJSl6x+
z_aNza*&nX(xjOXP<7alm?DbyNyI6}|%ieys^uzZc{G!GhRl-XeE#$|Ib$VIxAzA8>
zVNjfKiZm>XCQ?nZPx^Fk^!a&2pQ9(=-H7`nc;?8O?At$R5ipFIVBF=^<j`+s#0n2r
z@X}>1$^eE%hj%5X(z3@=>d#gjXT3(%QNn9(v(m<weJE7KRnk~@9eHO|%&dZ0H#MFw
zxL9~kJ)TG-#2LLS=w($d=|YMQ(anC9>5%M)eT<O^1%cB=9+l<?!t$?a<I3w$$ogvz
z)6kfg>E9|q6X7b(&kf5m-W@WSvnXft-REr>S82S?IGXM$-dI2OV*XTZ&JpW5V6D&R
za3#wvhdTwc`-Xq?588427+aqE(|~3~B`&h$7cS?|15d-^vu(~djwai5zLlw3NbyM&
zA0I<|s8BDqEbVd1<4J9YeHoqOvA>hMoH;iXG9otNc-_ZEr&aS^crjP~7O#bTykmQW
zQbzCXJ!ia(dodpXHfka-Y0=~&sd;EOV%3F$yj&Es-Wo}LOv>E%839G8R(BX~eTfe+
z9*y}Ld4<>0zXK2H>8QTbHsGiuf$9qDZ6s)cY3ovn>jJavlhy$Im45n^Wa1H!$8vI7
zSy2Imuh_?);q_~w3bO>a?OEKfBJ5Dp>_$R>=%R5sAeY0HNN&2B!u><&@6!ey^`GNa
zL0P!nwy@!yM%UwyU~lc$jV7d=-iPZcdcL58dqhepR1+Fs5KUI0T$R|z<vS8~Tee>#
z^P`$?IK&-9+`>$WEKls7L%wmK9;Qq5LJh#9S^9Z^Fm!S}Lq>6Ri0KQCsy=_|{-9~M
z@HW%-V|~)z{i1dtyhF9m>^2{@?1fgIqC_1I$6FG}_A|YWI>#s#_C)S;!>0(Q=a;`+
zp5sCMFc<6BDV(Fay~-NQUv4yvTH|h0pHe+j1ln;CTpz{)#itu?(``mK9eR)<^PVOn
zRlykg+NkfmmY}I9h&o*Q9<*JSdYm)qY(THx0CnV@p%-d*B!f&x7}KYq-3{tReI=(k
z^#SG=hZW~rqVLv55h}$O$W(ln1nL6q7mAP6+SEzQ0Ak^wBMN+NAEMwLSa05isDrcZ
z<Ba_A#lH5P#lo}B#aCzVMS)K~D6fVfa;Okp@nq1xhGLcUC`7O=gUZe&Xqr8M;=?<g
z25zc^c6B(7j(|`ggNS8M*6%oVc0--$OL!L7$8it41}i_bae3QNVtdAwRq~(F(EJ7$
za#)Vv4Ir-wS^|W7TGiv@&7Bx}0!TH&!;fflpE0-IF{PVeov-&KzdmvgtuLCLxh%P@
zJeR*X@h#8S>V6(S+Vrbv)G)UG$OeCFYLKLV8rnuUd&l)HCNS|Deo4>lZ6h09REv;q
z8QUJS(+hQI#?uSp8&#nh{6-D!QON2-QnQ<&X8kuJ4tu5=O;Ku$^NIW9(LPvYhf#X@
z9ys&I?5&xVn^4({CFuQc9a!!>eGnT{NQ48x<C(Io``@;(z(`;|>vt8SYH&v4YEbeB
zQOc?k?!Thm*Ff}~$2OL9$G+V6x`;)<JxySmzNz-z0p^|CabK9ZYufK??>8gyU-mS#
zf1a3cOD95Dd5u7ghA;DGXn=3N@QV1;PR8x4xx(da!63aXl1Tou>|=Q-)Gr{&Ci!xr
zaAdZ5V%x<3Zm?F&jAJ;xs<1=x*f_8aJH^P$+3{Uk?NPNJ1lG51e!SQit+oxP&dD|J
zYK2;8_clf?U(=d2QTB-GHmhf30ma##TAUI`M!)Rqra*!quS(w%Fc*GDJl<r@IqyS>
z{@B7zXXa#U4>_3*r-D^;AMewdz`&aAODEhQz$C{L(_#UuhT|KGF`=j-Il7ci#<XF5
zpgl9cw-8%)TI=^LP<4Y)Hik?5#$Mgn4-k*P{qN9J)<m9PeZ_WgN{2#m|1H;t+-<s_
z;jivkM1914uTHc4PEWmulKMr_NOew{V>CPcKJ@InGl|)lc20Z`PwQ$(q&{Eh0_9lz
z^#ff<n}796%u(@B?nR<K!_Zr+dO`wkzd;LJ8Clc}!CS0~gEbsNafmD4f)WSjsYS{V
zt2RQ-{*_o+g(iM$?-Z+IU|}D16-PMl=JBZAh}R9`7}JqH8)t>Ln{|n?wQ(qagof4A
z`tztyK-5`qx;#kdaJGQN6YXlYwPHP}`SE4o@OpORUq2b!U_i*EcxgiWQP+tVt4{(>
zulFkwMwIYT1jN6wO3SrnD>IOVJd|wgCc57!{sEUt0mBw>OCW&Cl*VENZH&bEQLkr`
zEgyQHG-1LjYtgOCZG3GU?CPKF77(v__QIE_RnGZvgQNtnOE=ePr@D-r@}a?`7dobw
z2VB_H<%e_N>W)schiEA`X&yoP&Bb`3&j*|x9aicnz|&9=zPFGn+jOez6Vw>pmkqhe
zf|lQ-Im5CwxP|wcy;9j5%!rtZ(a5ja$x2pF$#ki3Sdm%cuSxvXRfJP3vbp+r_cgVc
zZ-|j#K_+~j_NR~z2gGb>`ZHz{@#zk~1@^55l96=w`3me3_CURN_EkCQlk#2>BpBUq
z{t8X@p_Y&~3C?Gq@dI6ThM-F8RK6e}p*Zv|mBO8i!?^!h`}5yCEmLrHed*6etNr~p
z;GLt{qZ8dM{d|7{gU0;YO0|T5>Snb!+WTkFysY_jf+VT-zLbEQ$uo{~h~j;@>MgX*
ze1be^=BD-T5C;YP8r0i?9{3ElD5t|)tnZEjg;B^`GB*{93OxBLZxG;WiD_J(;lcXD
z$x86696N7<xL0+!ZR4`Jx^lxuAgeng=Qry;2Exw~2~24)ByaL?IDEk^dlaXdbYQLW
zk>#f%5KmKxf`{dy;K%zmbd8`VbGst<;oJ&_7UF@0NO9DKp4zvRaOfK}0e}1C^QuNA
z;H?4yt?S!wWsMM;%T%2BKJ@M`UT`Iz8D-C%w^G_y(acFq72YAUery&J&29Z@kopOR
zwa?GT4N3*E&Urb54^?5q;tntXKRx-m!uR^{&q{awK+6L^lik=IM*>M8A{5X0Tpk&-
zLXkkCosWAV(fpJXZrR}0obT)OYF0liuMQ+`whrRL2PnKfP(G^Ut}o|IhosJ5L()^3
z{jq*QU+V2`znk0<?SP*Lc>-s@nY}`}!`G4^$RN3$YCGnGGK<yAI@oN~_paG|&Hlhm
z_8z|+`R4D2<2gAk_3fxrdPMRR0wLen4^?5X2@>btD?b%5rGor(?@nn~wMpq9@eoG+
zNU#~awEP*IW(xbr%xUGL`c*@l9<*=q(%ldi6C$4>RJJ!8_R!DO6x$YdPbHDMA2?}j
zAJMBGNvBg?x*F``ngEac`b1}yd&E!a1hsitAjx9mxS=mXvifBgu%ZM;N^dSF*a3$Y
zS`i_rfZaOI8egRge9zq|qZc^>=6LdDQXwDP0Y##7^Dy|@C-<Pw3$FUHt9c2G0>tpb
z6&YI<`pglo?oJZL5w+iIkaXTZm))1%<ms8y470#HRB<e$O0jE&V2GQy^<}ER6Uu}~
zjhF%GsF@#B(tdo8vq@t1O&vGyc&7I?0AC##56Ka%S2G6NXfF>0jTU<3^D}l)yggZt
zY>4}@=|yCdTzRz)B>-u)`zMbDoy{hfDR$6|dv$>XhwnIGbLS+4UyzN$KpYrlx-KEu
zPy5*v%BKb}7;_=s)r^10KtLQgX@*U`A!wDqX=d_fPuO>6)8sH~xGLM{&P!`Ecq!s%
zAPvT6vi-5K-xM3aq&K-&oP*<AxBhHO$tu+2z3eJ{-brD-jiaL!aq&nH9n1CWG6`BE
z!+Owy)*38kjo;G<JsLI#pI<(p%qsy8YpmA;`(ygxJ<m}(l$Lucj^@|h_YQdM!8enI
z)a2Y?+CqaUA3t+`<+v4b!$Uc@>{bsPx*nGLi<PM_^Y?eEP3O4qW8Ad0_Id!$DIg<G
z)r+SJ%D2C6_51=hs=-;?L2}km9;j9;=F*dP#fptzcio>I?cb(-su}G=t-Hwww=L!!
zO-Z^*cD?-)NuN-YGSoy$kYXA10_)&C9e#gY^>Zx#0U9<^5XCSV8VSx6koJE5^`g$0
z!GeAYo{T<rFx-opAuQqkGnTpjD}M&-nXf=Po<O@pxq>jESFkTOgLZ!k)E}4x5?<G!
zU9$LVlggHS%h<5ApN?b=1Y)-h6lA08xImqGbad4$;63_8d_9UNRiXQK>*Nnr^;h|T
z#fQZXBNWo~ewzH_|FO!zaa&~HrZk-P*hL4o=K!5;Mf?K_-hzGf_CHmE8{$J#+e5wb
z=OeAqvclO!`%wskwP7*%yLq?%27$WS>{(HU9Bc_a;FM#lz-df6WPfZPyQSaQRd75o
z%XjVL$$Ary$*x*gdVk-$Wo-Z_`F_3Kico$07;zGkAcYkXX}m)1?H#@w54*IBoG&_b
z6I4>ugo_eI{BQOxQ$0mjd7JWgd7KvM%+TGwR4`7NKd&k9v5+<FI;QVy@b89f4~WmN
z=WtZfQfD1;hFx35Ldm$9HNh5}2iF=GR@<Ni+c~%eHuN+muuIY`N4?IQB0Nmx@}UmL
zDuo<A?Cf?PCigvuV@y$giPe*@B6Q?>)}88X(gB_0)Z!#P-;H}|QFMJd0AoTT#r_=y
zeqk14VI-UCZeLh^dw&?r31ZrC!72RZu?&`!xKg6}xy1?kJV1>a*fld8QenI3d)-#h
zu4nI?UEXe5fn)eM!zLCRK2W3LpAhjG@gU52H%6A;ed`sGnNd?|H8jw7Q0UKf6t^28
zI;tM$H9xFXIX$#07y}t0Gb(5w>(x93jPEJU3uQ>3Jr)$&@a4^b7>J-k4<Syvy3DEM
zbOv<J+sB%3^qyi0+om=~5q=N*6<M|Y3in!%78yZg_m{F=yEiF~0HV}dkVPdASEE~-
zII4|a5!X(>u^Qw(6$~dPZS_^}rJtifp)id<KV9n;e-H-?D|<~(SI8@7dzA))R=QaJ
z(8@*e^au#Y_BvuI;M~VCi?0?`g|gOCUVQn!{<OQ>+%&g7ZfCU_AI;>RSgk{LhNH&v
z{`imk4Zhf(cijt9_?i#{2+0}Jpg87%xDl*A4jO*voPn=m?phlk(}DiHVh<Y$B#}=!
z^jDhJ7(cwCd|lf*cLOJovrBLfWmCF!4Q(6>rpb*4!WNDc&Sk|COWHL1hbM3DP99a`
zo*g{M`<(S^Hp@HrH_Jf;j~mgB`WZ)XhSzluP+;22{C-E`i#HEBK~zPyEz=m@Nb(JD
z?`8Q=@%h8cEhnnkS779aT{g;3vnJ2O)4F(h_LyI<sJws@Sxd_V1EI6R3N4No(AYYY
z{UifPkL7#geq)R)@XX{DK!w?WhQD{*%RAoiRr|-`qphlox-YB?ZTbjWLFWw+8uA}-
zAcTo>JHbJ`l`xt2w@~>+J)!KG*}T-T`wjMxMwGRUr;KpB2T%mxB>MvPIUhto5)SG9
zs8~vonQC(T{eCUbk!u$whP2G|yw;C0C*y{A{+4^xS_|x$vX{nAKkAu(BXoL#J!xw`
z&luGe;C264oqa_YED1*WeShNSgWHER!+yaI9{BxCi3a0qv`XgA%!dLU0EdL?NOQ`v
zebs!^EiXMu6;|79Bi!>c;^*0Ut}5Wlr_~YbVSnJq-v)UJzkyJ&-VOkJN9^r8hGF^D
zwdGRAIk7ph`WEh=_@>GZK$(h8Z@1f**f&Znaeo2FvY!sNE+N?OmoQ=5K}82-xmY?=
z&J>f>uV1xfpbIxv8}}AUl$mkz@Zq1|)rz2D*aUa=P=2H#@1+!U&c@J?_V9;#??H0t
z8~?=aLk{fm+>RXeTEpQ)a`$w!?!JQYVuKoE=H?KKki8sOB7Dr;CH48>;W_8&qA(YT
zY_$C{-oJ?QjG-jf#xNd5kG6%G%y5#Ri1G((cE0=Z4J;;W_F}<b_z(Hatf%bUb3mGa
zdY6s(pGng=D|`)YXl=M+IALNuaI^+BE&S+LECM}VEf40~2w#DKxGo>@0&RoxHqdo1
z<AaHT(B~)>Q^!oyGL9KZZO|e(CO81xrwIyg5aNk$PB9eav3`VJVcsY>4KPuN<#Lcz
z;l^!dVT@jtS0#*Y%eE64S;M^^e6qRq^D4GRBhy2e{ZQ~S&cZc{1%Sxm_OoY4mE0fN
z%IJ9nMZ@n;umK)=0lZdaX!*B0*g!FlS7=lYwA68qFn6oHI0*syBJl*;Y!f4pZTE!-
z%EV2^^aj3#Tez!)<XE&Dy&q!A;IGiaob-0c-$gr|_B(M4N20PIA*ZCFaD|#zGX=HO
zANV$g9Ac53Sf1zl&lYW$8fKi+aAFTcFqP-i@S1LpGtf4%_ro}o8ZWLnh)@0}UX*w7
zDQ_n)dq$J_wClQTmx7MQ)?>r|L7N{Js<VszejdnjKZ`tafheY*&pc=c`+2s$$qSwr
ze>ltTB<`!NvA0~N1!yX~UWr(UO|T?=`V6e|`dnobc4hnWpPbg@{zA1jqY3%!!uky^
zbU)dm8~cEF3f<Wnbb60`_iZByk2=1^cY7xgN<GgrW0w*^FZ<NhQ)&gnz0I!WyoAHq
z^H<>y)2%;rVl4e&aqJ~RTk~;#ONy2){-BaqI5k34ivn{*C8O>(s0G!3Ds2s^Y~n{b
zQ6ZZQsn6E=>Ze<`T;FoTgKz{b?&p(mG<PedOhikUA2FK+PnGrs)KY?b$ZYMTtD~ME
ze!-t&bY3|SxkdAYPS#dhS~XO82ix<+O~-S4^UNI~1(B@={+Z3-#A|@-2oBN@h&&wN
ztF)JF!j5w@5BmXK>e3o5l&4P-<U`73o-FZ8edA_*WLDtg75lou5ALE8DEC$HVzAaM
z7o%KI=ZAIL@0m092sb#3ft<>7fJ8yuZPuA0&9Mnefbo0?N5Cm>7I+A2`)Bq!e8cn8
z=@05L)VsfqC*JM_@g+hY*K43N{*gp*XnajAgdC3;&v;EkhI2<KXKLTi;VfaAl7p96
z^ki`w><vi1W{lqwil*s4Pq`*c`vC|vh!~^u_Sv28bB~yr0L>OGm4fk=h8q7K<>_WI
z`DcX?;T?Xi>Mn!FIrQUDEE5Gqf@dE3+55K+he|;|R6o2+bC$u|!wI0JYAUK^qs1HC
zoaQ1(K$U>x_zJf@>&mpGFBGjR!XyPuM0<y4!pcP84ms!S19~CEC*Uin^Ew=fnB7-!
z6#u2^5~Ib!JpKSMJ%U*Lz8v@B^-c6Gk*QBDG1%xsn_;=vEEcGw_kZ|~hp7G;enEhM
z1O1r$qcw1M>ZZK4^DCVZ*N+{9`u6dk{(6c9sI6vCa#Mc_e|x2OgF9%82>pha^<1ve
z1I|lO(QdbSasi*Lre_IFb+APXMLpY+`x-bYC!bUvZt%||D)$rF5RQHh3*YgkefNet
zjruq~4J6g?C#Aq-s~`LgxWctKfA&YxgQo~kJDP*>&lUWGFI$I3h{=7PLdE|XpW3Ty
zyw3A)F*4qt>(&k=O?zuTdWnf#J2I5_&gZMGqXDI!e#%Qez@XM&Y3aqiekI)ok8CJj
zV^zDag%0c9|5U~A<3RcB4T!3$q#r8uzUS+;SMN!^-<nWo+D_1g{O|~PPrYnkXNH*1
z$ETAMym_z5=ID2<Q(R>0F|$`{_c-JOhs+c^-g}rM<GOD(5F9YUU2ApW_7jXZm|Kbc
z7=t3XH$fi9#AZ1+p{2K`NGHK$Kx4)(>8q(KIh?T#`A^2lWD2)1q%ufx|0`wbf?v@K
zLJIJ-0AR3QSo@8(E0G2|;pNsbG6Pv?Z~TT#pw`jI_gyF-cTrv;c)h<sqD#;~V$ivh
zzc=;;(D`b!Em?1fWLV6?Fu9C-RB?{rWtiyDgN2Xw4kXq{*3#N`%I@KNKbpx*miO5O
zE`+X@*#rHS-OjQ19s2c!m_N<5y9X5n5R>`ql8Xc-ZrEM`$g&iNL4=zyTk+qOeaQMJ
zeS92k6M$`}Nv`mz&W0T2f#5T`p^ZMOxFC(c3+W>fu=fXKb1mZbKLw?$<f7}fFGJ7`
zNfXmCh@OOj9^ztQV7e6hBo`P^;;J6veTb*=knqpL`MsYv{$!f_#YQ7+0S4(Xv5mHG
z72acpi9nlz3s!zE<~G$!K0AKjm@a$NmS_@YIodxHG9)=JRhkOx4xp%&@MG=2UfPuW
zDEIg2AzA7;t|e7_)o7(+po(wv;jFo@n_DO?)HP?$`l*j}0u3fMbMWw68PzPnrYIop
zEa3`ixn__lTV(lKM>xctyoCS5g@AqmWn7#+!-#;vEr;_?gW@*I+2i#+a77K`b6C!|
z<V7n6n~~7MBJL%mONQPs6JE0*TlI$77+x_cQv8j*mstE@W6pn>bg^G=^LaNuDcxPI
zUOv;;5lxqnXXVTBYrud<;Kp4;wbr0ueOWX0OZrN1Xn`z&PGL>Vceu^Tx}RhF;k4f>
z?tLSFx(v*8Ih?KDL7c(~RmJUlo}zVo&GgF+$@SL9CL9FtTYdQu`$GDgpSt@JMC7x(
z>ah^PL(sDy2ZMUvQ|nc^6WQdK%Ij-IvrMlbU3Xty$0L+v%wmsbUlkzJk4zKlH}Ukl
z8&8*Z2czLhSEeVZ&lwa$ULV%eoR7H#P7kRAUc{$KyEGz~Q|TYvilZZG!T{u|b^Vl!
z^w18lE|0G!r@CG;meci{5{!0aDj-4;re$B}XdS`v-{YCly6r3cvldx8dyaDz>u0BY
zHq3J=fPUze+*?H7J*EaEJ`1JRkX=5;D@h7_?H$f>os6FJ@j~V@2j_3rzPZx)1FgsD
zcMd+0kvtld0_+55C$Aw_m?6p)_!gdUYqmU5AZFM3rBR<*+)hwFf_ei;w(d=JMC-3%
zS)Iufq<Nkav+NUGjK_C!WN?*{be&LWxKu0L$-L@o`<Br8JWfiToi7ixG7SCN;5qNR
z5wCD^Ps1|N3=aM5%U|Q^Lu<-8S7a)yQAGKIMt0|J-yz{>04~F&xd&;F@JHbL(tixq
zAL#Mf_va$>V)B6amLr530MoTe*XCq@^7U<yw`JcL$1N#|SLPXzl!ZmrZ3n=M-+Aju
zn%%|pxpt_Q832Qv_W2FQ<&*B=gYiX^#pGrADG3H1&P>CNyw8`zWV-_oze<ARuVZV(
z^0%Hh`eqx_)ifRs;Y6<Sb`E#@0=Z+zW4zP;l*r~_kU5bwB~*}b=&9q@uo5C4`Ujt^
z*2|AED;Z-D5vj_a`F`ktZ&t@Sd+-fgc!u%$9GQdn`sz^268rtS=%cgG8#Xa1?F508
zq&P~HT-hJ6%HTR;ejC;AS9JLJptR)M*UCC^9uD%{KF)lpl&J)M$%xzW4yOwPj#5FO
zGsGQU9%SYd1QUX=FuD6FkB9Bx!X(Wd5UG3<{o&{$)v4=kuOiH<(E~hzTH;S8GB<om
zSoH*RK*_1}!7-R$;{jeTIPgz8EYB&0TVLwLliMVpp4sL-M$+Z)e7>nMJ3a5=_x%2b
z<4#-uBS^Zb8%)Dh70%ED$C2IiP8-J4I{Md&j<DBpskWcC9hY@@*`C|QX6W(e9-X7m
z1LPmHq%XnnEF||SQbbFip9G0r)9Z5hrM|xpo!-AqR9SF-+g+S<u*Z#uA}XXMPodb=
z>A2g%qiVw={oMoO^M__mPa<(UnRD{VQY19_GuY7KZ@{12gXdRW%<l@4O#mA_;_}wl
z(k9KzMG&1OYyt@OFHjv>Di)gim+?&&t++2DE;`|Mw5;3KZq&MI+(GFi_81&#+{;@U
z&+MwEF^DTk^}EwL&vY@cc*t7;vGXb~|I9b|-X)NbK0^1iD#tUm#~`&AK_N80^FH;_
zb$B>J!pQiXpKEq2X67nhh^&SQQxGziiI?-?2NaBwm3#8$CD$`gTD@M_KK~01&G^8R
z+oB%+VEpzW(hYrYs#o9j@4^%r5c*SupG4g^6z$ey@`B&>UYR=(((war4GwNodKed1
zbIJF&%bhPiuIg!B$QiE7#2#5=U&73K{qPS-h41enAk*TsCzViIxO-8g7ACVORzn)s
zJ;&fj5cdM2=4iRf|2X&TCOjXSmd|4Rm&w%c^{giPmGVCXxl0mq?$nK>#avUPNX>L&
z(>>sSr?RsLPyL(d_ZKbD<mr?*C<1Y)9hN+3a(#dPpY&p>uD^`FhWjNz;Uf|KW9a%t
zbB2sq{Q3FUQ?=Knr0Fk#xKe7))ISf1<?k#mMR}N7(Sy`$r&`JNwWVgy*f`Qf4Q#*a
zo-ByENf#-<$*>SXtFzkmRypXQ|DMmlr)0_i;BKY%mRS$Z8&=@A0&q-dorT$J4h3CV
zA4<<z=;?b3=OaTq4L)VGGvc5Ryjk~b=b_snn({1_ufSts76|^M2~7uBZ=ASF|B|*=
z_8q-DGev51xNvUIsIxwKvlr}uk~QtBN`lVtFP(;AE-CiSk&wn|ty%kX@rGcTKX}0>
zdi==d6=;v#v0$`%^QpW!C#RHK5G%7+^$Vq8(nSld^r4Bv3mX5J5t*+2@%#F@Z$Znj
zk)W=<QEdYr?$hFuOEesNl7*l!Y9&XTb8&Xh*@n0y8fwNAc`IlrJ)G1a?&M;7oo1Ds
zw&~rhCCHXFi+GpUwrvHl7^X_lK5yUmS=~<;VCclIZ(k^RUHJQ@zCM))gtWb*kE+iV
zsF*r9`=WolJ~Qxzl>G38BI?exg-FI0wv-&c+hVwo!B<Ts_t~vEd}p5Ot9bm`4z8!A
zk$(r@2+;Mgjo3PA7k2yew0E-b^etP!z|2bi<<du6B>5^k???0OgNbNL;S~Eubvk4Y
z0VB9+P{w-{78wuWCETDfu?!C7#qU?|n1h8&Vbu=|8@@cvBSLM4C+`-=bY4<$rGA&m
zR^-WK*6Di^R`mCcI_2XabQCB*Rh^`cNTV8aU(*1{6xi?!&A|D7{>6EFh|_QM2p!0$
zuC)S?>~)vC5}a}&EvvpHjy_meaBkc~%A|d(dZ9G#d^@0x&*I^3z83^^f>@pT$K#L}
z0>h=Wf~`oG*D{)vnv>|Yo@XHwn>w>g<NZj85@@vG2p|v*p>Z72B0tsbRng2tdNwaR
zgiOZiF6+berCrft*FGscjx(rL`Aj|_tgJUaxLp8=>zR`kcAJgjuJD7-UTClr91LO)
zFi6lbti|rv@IFRLzg?L{Wen`WWC0$ADAiCLxD@IE5l4_a3pg2|ulVOvBV1*2wfCz+
zQMu4wtyAjFHRHfDn@0N_--x#jQEzAlT~5emYJmg%8pRZ`M0Y3ZND}YVlJyhD?v!pS
z*-Zw@AhLSu24J1{%LU<t1LInV!sZaiKMAa8Ef&}KU>oOCB`Xw~!mv*~oyR({^un+p
z>Z98_D+7gl7a|6|v9AlOI9_RA-}~6e=w@Ut<h2Gr3!+GRa|8kZ+8(3pRw&0e8QqYG
zdhiC5A!Ji~uM}vi-$Qh4IZWXeu02I%b7WV9jaVHkzZ#U5cvW#!p?QVx`fo(Obf>?T
zk<U@E{`BKcMc2?)6hcJdF@;5JyH7ZSNZEtfPMw51dva%3l@nfb3=`UkU<U8K`8K0j
z&s{Cn$@{}8nrMgEA7mWu^?4!vI#g=n3Q;ib<=^*VV|Jh1<#SdxUxwPHdtGK{yOv=x
zw|GMdAb!IOzvN0v;&j=`*CGhl^n>*1W4v7_!2EhBz?AgmBftsn=SZGdxaRuum6e4A
z#p%htU^*D(SJ|fZfI|V%9`~4kkgQ0EX0}URh56-eXI?%I>ce&FuAiei`cJgBc{IP1
zn1Q%)TyFHVmEJQ`o4kQ=IzX-Vr0D(PXrB3;_3<#cH_3;W2LpiRzSuIXo*W~Y5$)_7
z@lPzm-3z9urA)jo`?_7BF>@OSd^gGTG4rvr;9V%ePksaKlzQyrS(W8L>IbB3+rV4W
z{(@*2ZK>3v`d6yRGw~Y=EMIL9hAd6K&)4m!0{NT&ycvN}Dg#KZCRWbU1coM{n}!0v
zx`aEK!Y%N+@^s~&*TeM;(*ZZxO!DWOI5$Bq<<Z_VE&e4fbxHNt<2<F0uA(h@8pV4G
zhZbAB2{2O%QqOx(@uyxI(5GtnzdnDzyBTQkrAIiyP2488U3$u&9{+l<(ebg_abL8g
zI`Ay%G{UO#>lMtzY<9o68^Ry>K3LN4?L3W*BkFseb!&MyqMm1H=R$pKL~0_`OhE^R
zhVL%ozCHv*0O3DHnJj=5h^h~wrV8^lu&Fy>3#h02>g#&j(}hqjqWNyM<sR<r(S#y9
zqb~@O+lV@t8Hj8I+%!l4L9DE!Lyg02=9E<?ZjVd91C;g|(?PrT?!+hV$zp%kZeQf{
z`6FkUrx@QLYd6^F#QQj-4MM){LU_;|l-Rmiy3a<vP<OoiCCQ}iKq*l&A4QlwZ7_i0
zah`Mh@->E5nb8)k{PF@biapd?JV=1vJy^Z@E^spoMc#fyT8k#Y%7A&^Ej@D_gWgY{
zftrQxvg9772_b~B!-V^Ff2p9c95BV-`Hx9tnKa=2O8r9UcjUTBC>Kx~%?P$8S8|v-
z{WUPyDP*eMWc|uf_A>L>$p{6~lp@L8Idbk(6V(~6kRk2N?h7>sb->XD7V)pA^;!Tb
zQ?v5DPYLPLRZI9Ni2G<)ur0f%`=WASNxpgK%AP`!peYGgao;s4Q~pxVZ)F3IlKG!K
z6_k7PGg_|m1cE3sjHdZ~491Y@*8=5zB6miwIqgwl_m^xiU(fCpVtpy+4P7iS<frJ>
zm@;mfQQr;V?!+MPTp0r7P{=k{`wKHe`Vzca{*&s!nA&;NprU7d5A<T!C}m~$g+g5S
z%a*yyH=Ww&<Bh4I3@%)6kKYE9Y^1)YBG?({6VRdYv;bDIPo#au+el`g7vK}2lNile
zUV9XMhDlFHBsP6=JVmf<voe*c{}Zoh_fh9en8cxZ+bSfctayMO7_1gvU8gTRBb`F2
zn(To(rlK|Y2l3T3v)u#Vk_$O(e(R(@oTepNVPR~+Lrm%!g7`EyanA;K)}@flClUsN
zf<4fSb%XYNjI58lWVG_~Vn{4qxH}GJUn7Jx&H_7CU9QXJ=&u(z4?8?JW@ifm5A&X2
zaPGlHLdmso*E?>){tRJ31Sf=xe>__pBkoX$HF=e><`(jp>ye+Cy|I0R^kXUh!YHVD
z4sx?QfuP#z#DEtc=lGe7bDA|QeM?_T_Y;*IBtI&!>k2{|VC;sVe_CL$V(|k;@@Ri!
zvzDy^>15fuudw>L<0{$XYrR>uuI&4M-j|ncjJ{p`!cUXJ1k*bi1VIUHSf@rXc%ei#
zUUh?kb(LnFPw$WBBG~7rt1GgzdU~~VIkqoo_d3)jsSPT!m`5gh^f$lFDfI8q?vWUa
z2N3yzB3~?C<=G>TKl?>S!wus>C`O=}Ba9H==~_FZ`^~WJwzyYNGXIP(N+XIzJF>U?
zduV(s^6y_fF0hzr>ZaFm^<tO{(}P`~zFcN6s>M-wCkrSmUfl}@c2xq+nY2A(I7BSf
zV}8S&U^K?Kf_M#?Ju(l9(C~0PNR(5fcs)KbvUAor!Fm$#l>7TB(26eS-SE!riia@s
zSqUinn4u_=>m}@Dcv8ME7cB)!u;(x5?8y{HVK8IgAV6#=&yJ3745zB~ogY#hlXQbz
zG!Kxb5(z7S4>ZI8RxMB=A-=VH&zC!@XQ*O9axQ}+7f64_v^-O#|FBkl(xEySMbEpf
zGplrT9z@M&u!AR-N>JZ$bmWgW?`vGt<a3sLp8g@ov+gcRFxDfyE4ufBd!%sr`glk;
z;d!(Hp4dn1^emG1KzOAGbnis}81)JO%cx@K%>HKIH;1d#)mTo%BNs0`k!GBar}tFj
z#Q_@G5TPUuQ#EELbItI<du&dp+MxGTQfK!-8_M%Ei;}Dv!RdC0GQiTrOR=j?3E=y1
zZW4<Gj7R$DcrJrlTs`>f2@4Cl!J__p4Kv0SO+lT=!}m>_Ci_dmoNbcmUiVm0Ilxr5
zL}>@iN-KPNYGvLKh=2TRtc-6-jL~$R`#rya9*ZcRI#EfpcHfqZzQHEdsxZa23>S<7
zkaM2W+ifHNm38}S6-qzL=b29}cWCYw(e&z8^u-GZXx@@|sfv5!_vD_RTCaWDgHe&o
zC45w%_<ri6C8VmMCd;?c9LTzOThGU7&~NW|)EOrLG9_V*M%R<B^FE(P97Tn$HI&&M
zqJ%vq01b*6f;>K2XX$`h%e|<*8({)!4g8%Wz^&CmnrGs7W3lUza7Tv4$te6atn+%9
zc<__9b6_i;KyBO%WcJSt^ia_s3PMMPx!O+~aKO1)+>*}7@to9NQ!&t^MUeKnlK{@@
zGXd<`Nx#RCQbg9z-6*w{WY-NGp7^+<C%dX3eD+o3cZZ>Kdyu1Sb@sD8cWiN}%<!Hr
z3$|_l;E1bvRN;A*O%}WPC+gMno30;jtHa)d;2P#(6gS(w@miqbCgP6AcM9vwt4`#>
zq{1-X_evS?<dvD;(|29+RV}WeEYz&Jh(B##Roqf=1>UqWx!pHqg=xMj^Brt1wCavG
z3;=;$D%vyfupd-0+cz))RZedUX3xDF`sW~4`SQCxc(ur{-|K~npeXG57vX1$eU?DD
zhec_!GK|+ky<e@>!C%9BJYR4qU{3tk-__p0fjQ~CQCl}fHoA8qFLRAmVSQ{~@wGR)
zB<I#7MSi=SVzBERdfTcAUY7Ha8=X&RJaO`?6MgWW=g{)Q3&IEf7IMMV2R2HKRdj}3
z?#RGvh;_eE96b6h1mHB9y_qv5*^^}L!(kr`2{7K8JgrYCoLtwB#7}wflrR-hq7sg;
zy^y1OO(Ol?*`v7f;x9Xy5`a+FLg`Q!Z?rVVOV(Xp=zfW&0K_De`RF`8_H-^f?y)|{
z53iDxd|v*z{@e22Zi^EiSfyHrS-qvr&>ihMIsO5ZX3`2g`Y;ej&{6pgz5+1ImS8C)
z4?PE%e_T288XUI=4>b|(`fb1_IPItE3G8aN^0xp&FM7Z)G8fwL0^Z)*WL$ICJnTc4
z;6Z%0gXP+=wg<^*wpaOZBR8SHt?Up4uimMz^EK25?tRmAut2KcyU1L_eH>O>?%BNF
z@7wnmna>0312m|!aUIC+T)u3#3@GD4;ui07y~nzJP+aJU?EC2+-<%WbDiK%>xO-eF
z-GyKrp$u4n8j*OuEllFG2VwHzCxd-z>8@+qy~~Tvi|EMY`))nBqdNcuC%yl@H&7yV
zL9UY-P=MFDcDc*JxV3&p3NWtv?VpE_tq#CE7&3n<{vxbYkmmc?(`wngE>1bz8?5!e
zXUExTW1hL`4!H6k1ZDX6l6%F}ei)F|krz28iT<oCNa~(y%CGk)hx$p@KuU95=6sK1
z-l6@X4$^%Wl{@_D{lQj%q$gux#SyI>|FE4!dI{aj;dd*1LYO&F25-G!_pjt0b(hps
z^U<2qT+;Z7%fAEErL9cz4H4A9p6mnXv#-*~%mPo=I5A&%A1<qpmcHisnthIVfL`Ih
zW~lNiZF*kvO;ny!0bTFn@YV<=cQd(XYBm1`r|UOxi!%$lCl0BItPa7~^mx=j+!2Ht
z-cmmq>YQy8Ln^ir_jKV5Q?lt{FNAvjk;~80*kQlJ=o!7>t07+Yl~>=(y1eea?-_Gj
zfI}>)`@X9nP|pRPRnSCC>o&Ei_ID9Iyt{=rY4z77(}c<?jgQJU%9Z?X+M%%v7&NcG
z99(`RP%M2n=)`?}MQ8mA*eLdSagNv1?i0X`&(fj->8ly8Bv6apwW4wsg;(1gizh=0
zA9}c2?~vGMY6_&+c^bx-xo0>%K=9VGVIkmtyXP1OIjQ3CfrIStb(Bg|Bn&&XE|(WV
zuRp<NO%$d)u_bMty}8>fnc4&F+|xt7MQ;i`Xm?V3?Q--#tf(IB@E{&iEUVV?=DE}k
zNl3fq#!bDR*cetVG39XPH9%Qh1LN@Xy=4`3y`1zH7v!%Vt{$6Bf|VP*gw&H5_Qjs_
z0obk*3@7Ipt=&NM1M}WlN>~giSGEtz+I(>xf_?o+$1eg!;N9bR^(P0$U-|3xbPA>V
z%G>h-oiZ=*7znSY%HjE;AAA}@_8OtzH(WKqKgw41={85SjQW@GI08m2m@af$!ei{w
z@ww|ICV9z#@NmZsA9*irk9V=#3M*YxCn$Rx6_XTaFL2WFRsHN*FPun5%iw;$IlO;s
zfKJ?>-gaA0_UMC9GGskS*p>gXBfueBUipIJJ9y4es~IojwGos#odV6p<)E-J<PYvW
z9TMk|m~Qv@UOs=$gW}DuZd~o|R8zq80F^%p7zNa~l@NbywI{nsias8iXjdq>yGX?r
zNKx~&jo?)C>EDU?kG*$!nV##{gxUsS4|}3Gak61cE4WE2X9OXss#H}f$4cc;B|;~a
zqz*Y$&Zz{1Mi9|IKoJKz(y?Qmi9?+Ug5XS4Xq~ilD?;1Xs^@*)@BR9;KkeS2upjEV
z@4IqbSy}71e#h%dVOs9NGlE0oPg?@v6Sz&X2|fzj7h4XSSr>Klu~=*A8oBDH_x2n=
zxI*w;@rK;4xPYS-2=Y5#KVPm{gZT4vSa$b)aYvz_3M2+bTlD&U_XH#-YnM~Jzgia!
z*KMDk3P|?N$2#Wk>TvsL-^2yyaS?%4X98AfLDjWU9&jwuj^i4*`!2YGifHvNH!`-`
zf`&SSac0@f4C&1>KqpYu=kt)?3*E}1`qdnUZPCqRK7uMpyBE9yUc}Gagu;F10?&Ul
z;HSb#j&>pTb|^>lLkwTL20_aG25Zyd7K)Z}ycBQdx&lMp>U=;g`K>+sB+R1%RQ3VN
zh}HFq6nNdde0GS&C3vVu3cg9}aa42!@6?mqAUx;mf`r`JiDr;a20I9HoQeeSuMk<M
zAFG=Qu8wJUB1nJ>m~HkbmH%vS;npCF3@3Fg7CCP>5<g8B&j&5?&%%xE1mrnQ>xOL{
zv#+C~gJ<32ym@1mkNSa3aBJTwdpj8%BE&M#zb&#ZQf_gSfML4-mVMroy*ykQ%tjo7
zcq&`)%TtRNzTeqV_ELl}w#jIxy=B6?Q?fU3Nqs|e5Y(`ht<!hm$IJXBKV(r+wX}+g
z5)mvz3IMfs+1*yW?KA+qRA_nEdPgU|b|2s&N6oN)t)6oM2bkcSPkj-hMtkg<q>jeO
zv-i{mBLgX6+iw3f*DL>7z-97mrhPDYvyezW%5$0#)^RL`h$>V>(2CVt(iHu`Xj7`a
z?yqPihQ14MdFSE|+mq<ahv>=yHi0fpRElm2gF_<GxjeLINWLynPXMITO}jfr>1`Li
z=fHbBy$A5Z$$KguK)`OX^Bp)KF{pDdLX^tKf!Jw2DO6iuBWi4-<)XvuB$l9PII)wv
zJzHoS3uRNC=QXm{P?wf>LG(^a5$>w7h28`=oL;avB1LJX2fY7VHOhr>Ub&46Z&@G#
zdlL{>C3M|4do`(pdeOFzqwUP;2bu550_r2R&JZ3!@j!z*spk5kGw{K$yKC?B4zH}a
zxo_W3dPf9IC!AhdVB}!HTDHqN*y{KBYFtkF`F!-3_d?rIFAmHgJ!E8|9-WgiymoJ-
zf5X&LQSv*m+?MFJTcCqdNq^OnWesPA>TLlta}V{~3%YW(Lur1Lugqwi-H&s(E>l4;
zfEKxguvyQSZ0MEKA|dh;-DYd`_8An<G$Q*_T)O!joOruiYyI;xJ2A@rd*mufH$_0M
zo+vVmh)iRnx(UZU;ra5}_7J^*owVfcmQ;Nq0|=<fPt7_qVluB}LgD%hK;|(|j~R8f
zy?_+DqxW9z?@v>EQnKf$PVLTnASD(%P>}5cv(r&P;&+sQOuBoFluN|q*;Xygaz$UV
z$6ejO)7#n${3ML5>oNMw^ARBY332f$y_ksu(5o(+<2>Ds=JX+}fKSb4v}Kf?Hx+OB
zx<AZS5)VvvlZj9NF2+S6eLmlMte~x8<N>@K&EMaBKax*1f-6IPG7Eq$1F~Y|F2!kL
zS$PP&X7nCP^iZ)3Jx#YTqxJO^P#Z3gJA-lkN<`jnuXCut!CL|z0SZ|WeNh8SJRzNi
zGIQup-}H&@aoTDI9k$7eVk2OLe$z_D;w*qX)2k_WHt#CS!5`K<mZ#+J0?FNJ7G`g~
zIl1Zt=lhvhJ|#l1S$)#nXFF21(rAb9r8u>5ygSFXfPRB2{|K<-#@i1(<*4Eml=@0f
z+AZnV;#IW-RxS<1Q!9CtcEiKyyW_{mfevtf97&-2T2h$=`by^&yPW9mka=^;!!knV
zSMYH)R6%8tX|I;e8@d0Sk<hE`i@s?;t~N3YZu{3|GUB~*LYUI=8)O{4&8@ssJsMz<
zStuC*9PQSZ$j#-ox6w9f9TqYY1)}zXz~gc0i?hpK<nmlZd&(G}?u_L3eKTdZv&GI=
z>Z6x-;w7&-A8wFUYtF`Ey|QEER7QKheO|fUabJ68>VMe#j<#A?i7)S>VvXXtU#(N(
z7{OywjY)hEB_fh)-ozOQzkw&Hzsj#uC3q9T{&~ydp$DF#R&N}byDC^nuQq>pWVC;}
z1{(m~aKfB}hv$(k4Mh>Nw{#fgfWe?NQe;QGwN+hq>(K6Td0KC=Af6Gi;Nbd=82DKa
zVY41T<2PI6{T6j8Ma~mS7Jy0KiaM23$@u<eJ1paj$c;SY8xEvu92O2mEHf}_-QBi5
zxNFmY6*GGfk_<q_x$<F1TRbaDDI4+G3n1{uemQ(eb-0Z^W<z9t=Y_t0jVq1yW(fq<
zd30E`^`5`wz~)lJ>5-`u;OSbed#ZQSmE5yGBmbSgMaFGyJlk_azfk<Ub3glp&BteI
zR>&glb8lVOtT}^C{xyPs4v<XfyP6BABpw@{20$viKGV+mND0`n^Rwe#B~oIwoDZsZ
zBwj7gd4p{De6Sk{tQ3!&{vrs#JeoLTF(1{eq>^Hxuo=ubC=47Ga2GDujZ%b`e}V;o
zr@we!A`zYaXx36RZj@!N{S(i4i^0QF(@>{%kP_K(X`shxURwgHigerB(KXcJ1rC|h
zG0{m*Txp(`-st1NXc4x9S7NsYZ}GM}L{R%0+J-7Ux9j_Rphp070%_o~OA*!LKv?)W
zpz715xE(Hps}E7t*al2z^Mdr?iN;poja=pjV8)hU%{+f-GADbTgVTN3twh+~qgNKR
zH|D^*0nKKxGvaaQ?lx)X0$FQ1J*$X4My}y8CDT;ib^Cl%p48OA$DGUpWW7zvCx<nV
z+S~QBjsiL8`Da@>+<1Kf=+V8=u3l>HdTd-j2g?OG>t$A`w>e`RU06g~*}GZ15DZUs
z96^2Uq!aOov*0ARhs&y%<79Ufi|s^pcXRu;P@B2}SWoRHsLn6eO%I;tLuLV1?Mj2d
zWv%j$1Na<3b#$19n0B;Yc1sWRn&1e-lS(zp`I+6+wa74Pi5fr!{u_Cz0M?tO8Q@?$
z0PqfIO(Yz*>wv~(6(CaBmp(eJpOJpwCC3=2wP3dkWAhwbBe6BAt^DF4L{(PJb{q0y
z7n<V1nuoB-X_`%$CfaT&xRE3rAD7db$is(DNizZ+&yt256pZKHtBmKX;E{?n#LxMT
z{5HeA_}7Qo--@tZ861$lJn?y)Bh)NMmr%r2kgjv5tR#(23qKg#iFs_3kaMqZ@^CaT
z9;Bg+)<xt^G=OU_uD&*GJ!Mfy;*7%n$!Y{Y%Kbe0$@I*sW*K20ybeTr+U;s@;Y>JM
z^E;rRok{ZMMLAMp5jAJJo!TPRi%0ahGXXmRZv^SsD06|C<8K$qyWIlnfd#=wyhEop
z$aYhlH3dYs>&_ogV;z90c)Z_&78oatYjfL-$hM&A2M2sb%$vbCe0?d8qquIO*D8rV
zN9P`;3gh1x5pG7O1sCL+40FcpjyA>yQE-kL(j526=|wCmr1eI7jXn3lo|1s%m2T)8
zu%CHAq_CCZPVETzYZ$0ri(~6$zhd6NXdxQBAt=**<$lD-(lW(RJULKaC2W6xb^b=T
zxb3U$1O6BuYjajm;K&Y9mjj*qX*AX8wDN0y-)!7APVX?QC=!xZS^8x~&77b{>X;o6
z`x>)lN+<owobT>QPc46KUqxUw#-Ex$YrBDH_&lJWCAZ!(n6~uC0$w%=Gb`M<oSETt
zT_SLXFhP2i3pUS$<eoqIQ+skY*Rm?yTdC3as{>lA<9a3rV*R$#L8WsPDk~*t0a}Tw
z$xWy-ydtDM-*)G9pHTZ!Sv8U_2MCKF3UR)<h9J48*9AcepNO^$*ah2)M!%`n^6FXQ
z^)p`2yJgt|c=bYCCW>e4e_C1_U2tEn5A!Hqz0ajsd@llSaDPVRVeeTnupJfZ$`4>+
z0mmezKtgOj!@U?f)SdI63*fs@D2;qn3whLJne(zT+s7~#NR&#ini;7?JCIXW&8^<B
zW!YzDy@pd2!*BPHN1C{a>hDwff?Vtjy6XUKiDI7*v`--a99}#2y5-mnH!D4Sq&wbF
zEk8MOQf0Q_JaAONZUb`|x9+OXm8u|h_Pb4sd9KvgtK6*Q{j=V^r;j38r-#Y8D4sx}
zmBushmV3ZjnjX#W3@cax4bi%uWwBd87pvVy?e<2+$ukDabN*(;<Chu^oap{?+PgmT
z0Gt~a8dO_wv;X9Bmw&o|#@D4S9b}Fqdj?k0n|--6FXOYdfncVvS+=GwsZPcSp8Ena
z2qh?54*0euUw%NwSn>O};d;!_P!;b_1~{fQC2R_#zFV(gzenUQbQc9of%DX^I(>1P
zZS74xP$#LUVC+pK;fvcf=}@0D2LJTTp*+twr+Up4?MoXiG*9^@e+tM{j+`>Cf|o+<
zV0_eCxCW*M@dC*BBgjWnYiQxi6-EN~0D^`y)=8A!U)m&TmGdrg@7o3;cz|92Z#vpV
zTl)P#UXrcRM`y?%Y7;j8yk)+ZRC<FXlEtbbJ>CeHq1p|kNGgaa3;&o7j2T_?E4+`<
zh@%X8J;M)$6kyOJUFvtbf+E!_$3O?#^K&erI{)awXYc|9|ATriThzgZ;jop@9WB?+
zv~!VvIMT1$GK$V$-)La)QJ}m_5WI4IG25L(eQS_6vXzj&#WBgJZ8pmXnVV2XBl<Z9
zsJFSu{&;&jWmk~&_JRtF@qui>o|aU<c|YK0MLXa@yeeMMY`ZHvbce2^cb6gMc>snX
z3oP7W)~)-;csbu!<@0jvA5?+}NF*vF5SpeYjo>i{2b^2?>;0f)FX_2IxA`X8AC5v`
zj%p*s#C3x^)q@QL%oO5R?QSB3lGHV?_|w<vH>*aBL;d)o-(UtrZ49OM?Q=(&dvKJz
zL14`{=6N53r!%QGeRf#)O@6W_Cc4~!t|$#KudNN+=laG|4CYiIiW>PtwOxnJa9a++
z!<6>On;QG4yrly0<P<<)7-L(?EJwGl&6-q5Di_THISR_XPsyQJV4etIPkWz42falV
z5vHj+hN#$k+xSa(Fk~Izw%;fsKU#KU#=>X)0*x$6p^fEG?6#}yXvVXBUwzg(l5T>u
zDHYha+iC4=-RjI;oG;$@=2gTw5@%fi3qZ3dy31;P*-#%#j+Ftk`AAwfh|ORc;_+or
z<*hjJzOLI7w)^^+toe>b7?C301;6gSN?+}lal;j>>7(y$L{WPmK+xE0Rb;{#rw}w+
zIGN2DIpFrYvF0X#-N4dN@)s&BFS{#9N2BW%!O_s?pGV>OMm_1YRb|G0#2_^lfkJU{
z1}J5uR5)((SF+V(+cspTduIywxD98HzUH&pg{ytQkH-*ZVucn1Gwgbz^XXZ43*1Nm
zx-|TJ;ckgZhc~OYw$~W|)T&-MB5k@uzwR`@YqRmJvgGWmSejqYnSX>UX;AD1Y{B+n
z4+bK(7-0Jx)LmfP$8?>u+;Gf^lS6|WVJ;^<dvuH99Vns$Fy>xAY>RC`PY3V*dYSQ9
zp{`o#3e|;Wcsy~takU&&^p`^P`vPRf)cbPYh0V1^nwjwtwzl>mU8Z_2DlF*IWiBmy
z5sT*x1qu@KBdYa<1;n%JF0U3&xG!+=sPt^q&Plcd;EL7-?~re2Q$y&t>BUR)x>v|)
z*G?B=5j>pxxVqo7Eg!7Mvol_gJESDSNG6f^N~TnM*odkl<=#QHcPsvZyeVIg`CEt*
z?Tpp*ZSz|1Hqptg_@rHSDCT@zv<oC}Q@-El={dW*?h@MW7uR#VdIq9L&j3sUYeyV1
z7FqeWgD?w~h~Tc+H#|UbNV7iC<)Y~^CB7<Kiky`oa3cy*xa7ve>-=CSAK4fK@<Df~
z2}56;`A;;S0SMehSMjl7FDHAHK5K2wXHIk^7+2?bLY6AS8?ugE)EUUiTbeRlb(e|j
zP0P9?I~mW<P00~$sD+*1w%i(JHE9m06irC^9AjT;^yIM2%-YP^x;xzK{o#5AuH|GK
zM77peyF<`e&QYY3z3DX!M<*i+l~!_gmovf8Ic7R#(Uph7s0t2yC67A5hGkFpd$`WE
z^AMmed;z}P)10>zP&wCN7TN$s;IxGGX`V^IuKc(J1Q%Y?Kzy$k=W$=zLVB58z89oR
zz((@o3-NPmLj9~y+nG;q`sQ}wmilsCd&nIUjI>gf+UZZ#lXs6F&lmmY_Ieo3n_2Ri
z>u2rjH9Z1QM!v!wVyVY$)w~h<TUG;6b)|=mLKLI=p|!TKiP0KtpM9dzCMn!s2VvVW
z_fe|Kj`2_4acwJ|yLnjehsMEK0#(*k&mwpn{X2DXJ2QY1GJCkj9xUrY$budg^{3o3
z5fE28no`Jl67YQY25JdcsI^+JosIv#T{IFFNc=oJx6@umE;%wLu|;@yJtLjQK))dZ
z3e<cK`S-(oI-c&*qdMP+TY|JW?XEO1ITlG+#npxmol7g0XWux)Nboqk_>CL2kGc!|
z>h68AtXs+!C70jyMFJJ1T5fcDp`_}Doc&|@25LrutHN)e^8MNAnvy|ah^5YtY)dBW
zMqaeX?YS#nO4#k@$ogWnL|~(EC3Ov92nR6wQi-W6c)>LPI`8uSkboS_@J%93J&-Kc
zhVc5<qvQLhFc=c5ns~#duK|_~C7dWEYX=gihx77y(5N^`@7h+=+@l{{ni!c7Zj3a{
z_`N|g7_z6XFVvQ^;;>=C$829hgAu?hV^l4o{gz_3OaK%D%;GZIT1p;H32HkqZdK@9
zbt(t2*DZ}3g16})Y3sUW<CinMv@d)!B}f#~$#%|OzK{@_Y@vmy2O;V_4>U<2#X+Ex
zj$8|4c{D#6M;+)hZ}{HR96+~(>O3p5k)r8`={?$B;q&+694KzFaZ1zT=<l!NOhGoz
z4)o86ywd3vPz|m)D&5WS<XDBo9%edhlKDm#tBn!Qr!_d2A~Ai1#XjA%)YK%;!{Y?V
zZuYU^ydf{Cgfw@G!tt?Dofu`Na@O3kEMh7$0Z43)5}Hg}ll)V_B@Omo=XkK(V@J8#
z@He4v`IXV;`{QVy5Bv4BrSdR;o!6Sb4Zg_u{&sz)o`!2&Kpez&N6HzzYs<C4{oWG;
z_yS<#Pf)=628VgYjo}9#Hn<T5JFlE4w6=M@E@r@#6x?apsb@tK{5Xm>?%uTuEJ?^D
zf0K508<O~}@}gsB!(7&WQ$(+Q*DXS7bg{bSNcc{~#Sfsuo9Pj>F~CmS&{gy_FK<B9
zRBM24w_<!;#L<tBPxGyN+F=(zcjgWNc#-&gfE3*%sW3!sSL>=+Pl1TVys>rdd49*s
zp*<wSzBm<KK#a*yH43n@wpr7LNN5L!*U-K9ac#}|<5;7>;tby|{8?MDGe28t1LjSC
z&qfW3|F1kvUmm#AdEBQtk~b#Pwssv^BOzM9h^QNP2=E}+F`skVxnd=t*I=4^tVK24
zI2X}(s-xO4$b|d27T<5VckG|s{<u5QccLvY1#9rckWTW0nxJ0HXr8UhWB}`}r25$a
z&Rc9dUSs{c$EuM1@%HW5dO@Qo(a-xGm`PC;*%pjRKTx?MY$4#KsyKrl2&hUENcQH|
z9E4^PdIU4?cIdqK9<`kh#WpQ3Cxkl&XU>x+RGh1SM8V4KKA5QfLyL9*H)N?580pZ?
z7-jJENx7BgOPNk6swgYG6N}a)E33m<2si0cNY~~<eKw3Lu>R322^f$HqY{8%(YCq1
z<EVV1BIvlg9g2?vv-Ock6F9%YgKL<sM-g?1yfK;lz-i((N$44=taG5I_lbFaLZY<J
zC$?;^nmDA5h!MRMj$<IB*;7xBaA<Q*Hdb+aHvBm-7ABLE+ZCyIZ|MaKZ21O8*K9lJ
zSBmyBeZ@EQ`~t$J=Fj$3S{6T~*+<XfHeVcz=dO9y>)nO30ge+{PV;3ZQ@|nJ#y_|{
z$L&GF2-o<y+$-J6CF^!H@DlGo-rGH7k8%|r{1VOWd==hl0z}<J1tWOB5%=n@JwCN;
zDAp)Ob*mkhuY#!7m7ZMW1w5w8+!pY@mgo(XJm%6WbOV})acFhMSjN2Xz4yziv8^*O
zn%oCgo7zC;kz3If0%T2UF2xB6(5n$h(6n8M%L#56`tGG$@>;6*)jcOZxI6lFeQy<i
z18<+;FRr@*dyeh`AOQjgy}#d(EJII)>Z7b=&dQRNao#V!goX4LRoWY+f%mn$e{;nk
zgE`erB#NHXCOY7RAf|cakn3Kbd3B~9k3KbsReMCbDj1Ae7(<6H7LQ0>b~>_by=OSB
zfsbH=ut$3xyVEg`=+Hau4PS0uM+6e(6AbFxB)2zbk;tBNJC-Tf1*H|34)C2pQP>s^
zVc-6W3E%_~yaAQ0b>9lWp-g9DS~Tr;-|XLQ_%hbDR@d(#$05=N<*#j5Xk7OKU1Di*
zNYoRMf(px)OpELAu3S(T^D8g_CpwS3UJ(?3yxFg*5S)_Yyt*)5++1f3D@e#)*!p6-
zt<)$SEd*EiA$)mcxym(Dye9Uxdq#(-b)!kw`29gdHuqNk5`?1oV92_U2bm8pCLJJ`
zzRl0WO-z=kQ{YiTL1VPm*+FApQ|p!?srT49aNVgUz{s=RM{LE<I~c~yPY3o0T?gf%
zc=75Gf3yv#sfO%P13CA8OXzwrg}vfm&sPc9QgDC1Ko6C5KA<kS+KD>*?UwNWftDKN
zbF=aCaTz~$h~=U8!xNYwC$icKPEH01h5uXY19_SrBu1F)Ro?)LZ6Rwzn(Gp^a3Yvg
zP$xYfYz_s*z?Cayi}*3;bHS$#n37Q({gxg;kphTvN$Ec1mbSZ=A>b!Z^qZaSQ&WZV
zYZ{B=R_+tqbROX(oH-<GT@UnjGU?;|oVg@AzULb%QC@2;vt~$hmAh#we*<RYMs^Ka
zjx0LbbuZVJ$_6NM^!Q@MZ0t^{aPP>%OftQ#hRJ|dM+44wTse$hwYeqoPJZz0at2l3
zcEhDqD;aN(qoUdOwT6OgneAU*66;X^l#{7S;O|@BV|jQh)h^KXbS+Yv5Gg33Wxcm+
zJlHzS&ixzG4_M^0?EA@QU0*vZm$bz0Z!v1hK_?*yr7gz^$5RibLl(lOOISdvgCQPm
z&2&*DYB5KO(bW~e;zA<Jj<&7MgAo8h1&k}ZTXJ(Z^#O!7W_fq=Q}|9VY}`F|Iar;6
zEq_&bIW-YOD(_X!G>_|mD##Jdx(MY8L}Re1Q8iI>zzyPDU`;OvW(4c|;(-ZrfbOq@
zK|12Y;~T+*)eQ(1_k#<lyt{NC0Ft)PfmPe@Hd4b!*~iQzXG8q|nG;tbb2?@A8s0`4
z69hLLAFI0X?N`cjvOH%IvNQQ3yba((QwC*TdgAo)@Si(ams<d&G<M;WYG}$&L9odv
zH!05AiC1?~DvQFr*PjLGM_`UL`<Zu+O{iY`w{M}iOujtA6ScdYHy0+^wM4yBq00J1
zVeH5Kz={zp;EG6+0L89t_y*Wh8oHnEyoKTVG;L(J10|BJfJ&>EDOsxQH=$!tx6PhA
zN#2DuB-bo^byJE@QIGiAh=LYqo`)+ULgy=a@j6(d+Y&67R{dQ1l{nmT#2d52ZP>#S
z{eZM@$+yXP0PV;rX9LHBza9(_-Mx7^JyJ10=MK~4k)E5iS`U7tW$zhCgf@hqdQCJM
ziBP{_ViTnUMcAngs8}$-db~57o1|c-Wa;FaD(-N`t5a>Tz#I3s_q@L6mUW_FX{Ob%
zm>Zib)OvG+6ezvCH_BODJHGB+iX)f7AH6I#$p4UlX6pbYR8PZtvsU+gpI`2AgS>Bm
zG_6iVhz-#v_(**%9*46HAc81?OZf0)?uI0C@8)sDI8ZsB&1-9y&PztYe>U2m6Tsr#
z801Bq1)dk@nh55^oo*C|m{9hVJUKijNIi|;D3}DD+*9XkO9<~REg!J><TIk6X0bnq
z#_jIa4$OLF@#t@~CmdYlzpq}vjB}gkg99z7e7^ObDw}@X0v{xz5UzByCoj$6<#OBG
zmoc=32LRxB;*2uK2jWBYbQL7vFme3l5yy#g+B0|eazuqh1K?z*(ey-m0{N~#>&4+M
z?Y-z7)F==$l8b0?SFT2?B#PK5E%J^iR0BBvdVP5Sqmg=&3GH3<v|-9upy8V$8x`Qj
z&$|^|=jvl^r}AaC;UYlYQ6wHA(#Kkxvyx4p*UdZS#(M@Vvdvta<ZmGy28p&?<@Kq~
z$e@VA`OcC~FV`|Smt6NA(lpXpytWt1!%PkOc4pw~UgKCtub=nz7K2<tQODbk=jj=K
z>b1YGALRptI&XKEKS6fbY_5H<f$5COZ|18b?QRxG>N$>>IE2B?vS#KW>np7xW3^vy
z00hmn#rQy1#fDVi$pX`}hMv|dcWmB^&Ih$amKx~=J<2&>mxDOQ-tpQXPxmbQ7sXvm
zPIxtuTw(M$IRLaIwL+(C`%YvUd&Obn++W6)Om=)g-%OUMwtF!xb7%JE7;lBcjO?`p
z$VweeulW76-?fIsA}p*9>FKsJ#g}55z!jR``SXGxHj1UzWwr|*Pn|?QngG<V!e{}L
z(Y<cmX+rRspCLckY0x6*WWgzt>U`Gy%-Q6w-|SD};i_!RL>+yz$jyMb>o|(YA%RGB
zT+^)6m}qdDdv00Po&lxat3qruxRJLmeu(0YYGat8N{Pdm<GeJ=b3sCA-1ySrc~}MO
zqCZ|L$$uAz+x`ej&jB=$?$OIMx4t1g*7MU|0=5c8tr{?hLcJ1H0KDO9cs*Z{i{I)~
znr_DFOaAmC0Oc3@GHxqTu%E<3bwL|db;Es#wq+&eD|_7h+gf~bw~;zjzU*9&CAh48
zRu>vj-FjGVQCD6$lpj2$etzt2gB|jhQ|G|lRFhFXZpDw972VOx<*e-_KLA<FJ9=*i
zu>P6e<AiX;i406FeRFyjIcM!W_hiv08~s(fsetCu5yW^CDg?1?dK<fy#~~uh9lnD{
zd$a-iB4A*u#VMl;+d|rc>1Y9}E%tjFF39@Rs0~Ies=*dbEuksttGC5aJ!%uCduv1=
zj!HC^h|reY+y@;-ORvehcxQQjXp@nVyjP)2CTgBhlZ72gAA(iv2ycQC2{Dl*RXPe}
z1Qq+s^JxXK7s{xl6~^lsxJam}Q8?{=Nb57SY;`5VXO~&X*}T42t7o`Yi_5JbrhV|*
zfZO}pq130?^K6wMaS@1B(CgAiF#`ap`2<(>OjBdQmliTKYNGTse)?>g<sB1+TH2!E
zog{GqCs-`no8cqz?dg837ZskNv*VrR=#E-ldIv)puD;2W!DZ%HjU)CK4U_C}CvEZQ
zNYvrrz%`v%llaTjl2Oz=$lw+~%<7o~*G=|Par4oE-VWnrYaOrHnMJeLp&;DVnA6>Q
zo{k*+&VZV{BEcTJP0DyF)EZf;G6IsBIF^l7i|3R7^wm9;Uf-7t7@9`pn!snWuYvBa
z3gB~Tlf0a>w+<&8G3xtUyEG0;SE7@~^AQ+E>V89{&WaXD;e*NmX617tItM@~1>%jF
zQuQ$%F6K^HQU<gF<n>WyG;^_9lb*3o<syb#%v6LrDl!(3Y(0<LF#!D0niEB!&P*`E
zyXV%Gm8Y;p*iOZHNCP@pUcY@CixYWu8NnlF!xlfsc7xcU`#P`|;yWfHGL#9cs$$Fc
zT$`M)N9U0!66FLGaBYIAB+L=<>!<)%U*<DNY{{$a*5~`vzCEUb=<8q;do6v1(vsI+
z)KA#*BBS3w<1Ys=+jHa|w=dUF=sVIZRDJTdSI~9tLm*{4%!R!|#Z}?!zTWlBO<)Ng
z;gdzp&^~j^Mcr{XF$NQFuSmjWdL2c5H|UKRlb(%aOh(eA^~710CY6VEQ&iZIuer{8
zKD3pu9HAtxaC=XC!NV2g_O89i;R6xc*Y?iT9@KCEl<@vxl`cshYq4;HA*ZT{9$re5
z<5m}-VqXnC-)rAjMqb-r{QrwS_$M_60vO>KZ<Cty`y>#O+J4_<{8O}($8FnOyWj7B
z!fd`DrF%rld&1w;pD@Ud>ZAVouJH9=ra5f*6QX}mV^j<&Ih=g^Zb;ic{ruQMlTFO_
zPbesRP=5a5A7)*Cb}2}E`W9*(^+=z0pf7x{O0WJ@fbK&sJv|ewk3Y7ue@f8v$kt!(
z#WBpEt~g2%D1m113lfd&oqrt9(e$56lEjNVAg6)C^2-&Y?#J%?ulFYBpo9L5Rx?<l
z)$+4Wi{j5b@|VL_)HC^UGjaoRn>0Z^-;byHv7wIIwEFqjKQ?v!45{}$D6JB?ZNKlM
zdRN$}Jis4}ef0P33{a}b4amFtaqi#qYW^|b1NTd-+qA$q0AT%ZTmG9j^YgfWP}lw;
zP53cNm^Gf25Drj3uLD4ziqIwfVFT*7V~q?ho1BfS{TwXpFHiH!@L+zn`p<s#zkg*M
z|D&P*Paf^hZjSUz^L{>j_a;;?zdXbrHbj5FoqyjgdHNsH13z!sN9{fB|6knlm$~ul
zbpA*8%s<{t`U;p8^^cx75MwnNuE;qe6HXZ+p`N#>&?Df<+3)W8i&%@_eg7_TKtXmW
z(JjBXZ%nK8yLh)aKS{G_C@?>Ny@Fgk??fQ>?;2a94mFHq`hv5JOhx5;LqN3r*h(hm
zFHP7a5kgsv{NpPkh81G7>!%MDY@&|4`<sYlgc%-Nk4WdQgg(e?`GPMSDmBkMIY8N)
zNX&E&Yx#c2<VXG_8|7kh)ndUP)(1Z}9gy?f&I0@-PAI68|DZgexhDJMaVtGJVG>3!
ziy>mn*CkX6y_DuF2P#|zZGaq6YS%j{{{DFr5;|^obofQ7m_`O50o-yiV*U++YhVPR
zh+Y6m*hxTE@SR#6T|asZv}y;X^BCUL{6NVC!C_R2^Xb7IDX-9O8yReAxt1cCoZ=#F
zw&F-%^ZrS`d0S`oY=hnUB^#)tH19iM&%m=ge?uM2W)+ThpGLPxoIfA<=wGKy5H^?@
zs&z{lWJHYk4gSY19{cb8w+`5Li4+HHl*u8_=1kjoB`~60O;aW7mZvU5F*A?!IoVOp
z!*kJew-|+7ycsV(1RA@B+Z40!-gmNh`vRyEkE6<XdAbZ=c<@~cWC)+j5Np=-;ywx9
zMqY!zqpLH~PD<&VK`~cvQAm`(Pm>d6J7)K+EFW%cfrK6O(>R=k9gx?ti(jDPg7R&T
zIjeA0xcQvMiy_;0MWcxwYK#)kfn=6hNr3Gtg}nWAQcG=R)PYg(L0r=9T{b><;c&#!
zXNS_2NxjR!0p!im>-MrEtI^arzEr{qzq#wO9K45L_vyN!gsXV>xL9%z2GK`M#Q^=W
z<QJ)I<{YB31LY;y$U8#1J31hSc(6dNJg4>JH+$Dhq<V0WD8{V<n>0Dg3LLQ-hzF+v
zV};JI(?e<xhM2L>H>hatIAsqrgcHl*9BO?Cf=3)%XiN>@m1%g#;&ZwwD2y!X7*BfU
zcIP8ZStU}*;9Za%wc%b=o`xt=b=XL~PaC7@JT-%BVeQs-xFY?FtZiguXGi_pGrNnw
zBi?l7!Qo9S4&E&&5YE*(bd0cW=B*_PYYB#ndbj~tz}W=U@XfA%aWrz)_3P`N4l{Qg
zoO(6}s@vP=t>efRZ5@#`kBjBH^%UZF{JLH505Ht)NJvstPzj!5tgl7o91o2$daSUW
za+JgL`{%tSev&FXgc4&__6Nq12MZBo0B7rs(vCfVD|Yg^bz$4%YC;)u3d6^p{+Prf
zYxf{dML#L`S#ZU-CGANYVdAUTO&7|}U8d`sx6e%4#>q1Hnm0!BI-+Flb`Q&j$2(KU
z!_8RZ8fZ;~)|`VR0)D{?c|mKL^6MLAV;HC&#zuG!B{q0j25khJkvs8Nwb8|<QnIch
zpH3J(ClMoX%hvQIlyvGdcCfpzw=xaTTk`oGbl?83xaVWAPvs{C)L8|ljMnBk1tSZ=
zkTo^(n~tAw>HV8Ycyt_^P8wQG_U?qid0#yCO~yMuv<3#4%)D(TwqK>?!@zT@<oQ9}
zxj47rbwAu>HjrTLF_&Po;feDooTe*zA58Ge8263OWPkcnxarEOnx^E(-UnuYl$Dms
z8V51_+%)CB_1_8lGor2Z%M>5Ko)LE>ttvm>JOSG!Cj!7az7Ubi*3Jcm_SX=p(|LNf
zS7%<^pn3}SX{Mb!bTfH`v{>wLtc?#!y4cuwa7OCUiFva>vhwQhPcnz{7MK#_MZ1YF
z_NpB-mo5z#(P!*akTt=>JE7PUdj*Rx_ww^fUN5`OJ>yIb(2MyYH5CpfZ!$_nJapXb
z)nlg0{Fp(45HHV1w95M-WX<o0@cPdfn43N3-qo@JY~--=1h9}9xx9saL-#6h<5w>`
z13pwy)wb(UqX<r<*O5q!v#f5+kpg-$zU&A50BaD^9+>((3H#<cWnF`&DF{zr&qT7b
zKsaZ1r93fHDS6nlttep@seGuIA_E|mhdkT$b|#L;n{}10HxL}(>Why>3!93RJm~QT
zDLQh4ayIze&I{YF<C1*6Ab$_qrn)-<a~Q65wa6T1+^Yp9uqk>?6kQk1@`4HC6?gWK
z_=1C~R0g=DaI){9yo--%hf+mQh5^&UPR8azTWb!0tL;noh4QAz>hrdGX7V90DlXnN
zG5fKVm{<~fiqequX$L;y@o?74ySSjD)Sy#M<87lR3r=opcAiC{k(EZIp%jh`UmXjD
zT1a+k0dFZSa%Z`Lydaji>{)3K+Fnlw3@9XZ?02B+FpA8rD$)y|Ud!6gU_}P^m~5Zc
z*{wDB?9mF3(+)7*({VMY0(r!JT79EiHIgmll~>v?J?IhrJ-fhRory!H%8Z3f!?uO5
z^N^i0J@gQuz@FNx89M#EuFD2c%;hEe^czR1x)ld?2dITO=?ivi0UPH87RK~5w4Yao
z9zohDejMSIqlI`y+*u2rLzf22_t=Mk5^6lB?L_i;0=H8yx$z?qb+Kgl8Ynw1wt>rm
z%!rQpfCh|XHUR)&FVSj}Q>6UXI&1Fp9xJrY)NhyE3!f(FmVk7taxS%_1Zw9)u1c34
zZ~iRl++tz8B1gwiXOytsP~{Y};*=6V0I-=2<}3VMK=BkLF2YEKd}Hmaz~7dNh?0GK
ztUm}RqeZAl#Lt+KeP@xJsyk^%MzbpqMG1nNn(fj3E{p;iAnE(no*`qmp=zH3?46W)
z#BxzB!OV28<)V}bxH?=!dAHcrI{mO{iE!pGU4QJQ17L;WIIOBALq_lI5^_^z!}NvM
zP6Yy222SbSId8yjF}Ui7n?W@KvsraEMpPJ8x9(lNCKJ;_&uYj@@w#}BKCWn`q!C2`
z3<plX<&UF0*4V%kPDiB?Z_jHMzl(;URWP-t_Ow1X%y!+a_`4o6w}l4LS#rZ>H@L~i
zB`%dKR`ah)WQX159BxDfW$c%=#R+}*N+uWR<Yy+BwCcoF?MKDk!TF3k?!8XPyp3T#
z-SbM8TIBam!D$~cKC;3XvAf229*ASsTX$85DPjs6rW?;Ueu`I2DO~As<O=FTck=a(
zSl~vK&B(q0xK?NsTO6qGaUHIKn`P5pAg<Tof*(HyE^wQ%!%?~q-Xve#na;een5Dgr
z#1V|o`w;-k41hhjcCu^ZbGeDJ*@~E9CEUXUYU+lJXc^d8#VSy3)ARSik`W?LX|@j{
z`3@YpCCbx)(Qvy<X<?oDf=rX=;8x%InIS-(qJVif9oH3@85lKa;uR?4@kZ3_Rt&DK
z;kp>(Hy%6)<7&ET&AtoY{QXKJzqOu_ry2UlGOmR;Gdqbp)-ku8b6r)(Z{TX!BXvN0
znPIz5m!=^4(JdA~tIYHJBgIz38AKIirZV~X`7oi5Lc6hjOrc{RmO@cugw*EjR*!ez
z%ZJt<Eqbhn`3Z&QHVPq6$IH_dv*xiANiDqeIEUBs+{MQ@Zzq0+FS+PJb;@a?VfjR9
zV@++})bTR>_N<qJF>nc^krAcrA$bN}zJU&Atalyyo6%z+A+r3q=ijH%n80y=0R~-W
z3Tu<}x*d}DWE#WfY{W4)i1ljIH+Dew%`wrz@5ryZd*FN&`0658_KFtgmh3<hWO?Xr
zQ3{Z^`{dWLDQ(C?lzr&brsM^h+hSchDFo*B_@&WuL+r-|BhCS=4gREQxXIutK8vXD
zSv}DQcfbkjKz|&GdqTB=2H6&hei7;U#CaSbkqA?xBD~sV;Dsx%2qZ5}8TQe0x?iIC
zqk(|bA`8sYt(Fq`3AfMPk`al6btwZI6-MF{Kep?=0wamnzLrt~TS0zrjWrBF3Q9c8
zPZoPN&cT5-wRz)YMSe^_PnPBV=^%sEZ$s?V@5u+*T4Oi0-u`-7=WzRZ@-LTN-<=8P
zeNSHhMVo%<{y+DA0ykUeRgfSqU|d2OVYM?gnhcG?^UGm^(tyFN0vsyPh<wp+n+7zw
zfIQz4O6CDlHjL;ANQ=IeE_MWz@`Ou%Sh@KH)ZHljRp`BX0;UuS&{v^BrVdK5*3sZ`
zT`JyQZo+3A;9eH#WyB?A#sHJOQT`DKu1sD^mBEW<VD=o6lfhU(MDO~%N;xt$K!LN-
zggNBc337V@KfHM3*ir#rQO?a5S_^9-pYDj-<EE2L2dMtSq6W~`4Uw+~N~6!^P)lR>
zUYEAE@S3<!E(s&Ud#xUJhQyb`kd9U^m_uU7#3(OBz7`J)K!V-zm_jSiZ-d`KH4<e&
zq_z1{S6K?cRlUz%LOATw)#%(VEU-K6&lV-_u}kbWW2YQ852<4D5b!s^Yem`<O(I#_
zE6bVWNtp6Et#DR37z2b{f5~k?7KY31E?Wz6FKAAh?)oF>dq~#yj=zGLOji8yY}04<
z)xH`~;`(SN$IUI1#n@*j{{9&1VtY-wRwCk`X9+~aw8+*Q6+7QE>(^(A27qVEtM-|V
zV#C@nEEGXLe7?SgV_Ee{hxRH!OVv)2jlYJsiWH>{R0B1e?fT8&Ar;Tw@$PASEyNDI
z9Cw2|<!jxSQaefB$c~luX?N$ck$bSKvDW9Zt(h*8_eQ+U?Xy<Qz3qzkfU@N6C}lS5
zO_Md;kMt+G0!!uv#5Z$~L;=+@uQ6_CJHQXSD~<i7w%@KmBj*yET)TlP_*Gxz?Xa|N
z_MvEacETwJAV1K8*U;ah#OFc(Xi=}b!Lp)<i=mPVz6P`q7x=7fSCC%%IhSK==-)bE
zPH2$@tofQZgVk76#u#w-2)X+>I>a~|uCo{_Is~SKf<!JoYA*$f4T?a4B%LMBfszkL
zS?TusJy3Ht;|rK1-~bXFo^E6GO|79wy^L9gj1OmHk(J*AqmtezmSd5Tj~nH(uJVX`
z2i4}jiPIKnYuG_l2RjF40xU6*{m}B)pAqsn0dyR3n#P`fmqWI5-4Ut+Pz`|h7PrOO
ziXSgqYLj=Hbtq9HodB}a8Ruy!4cWgx>GEM+0T))2Jg5)%9CpT~M~)GWBswyZ>GvZq
zP~!~0U@`3vNQfaz&67S3Yvg2brms~+!0hFiPwRt?m73^?&|sU-OAg==*;!C9T87>c
z6@Gu{Z4)piXWrrL6f<4dSSS(q)H};NSpov0m>8{pC$B!@P@702(<spnxTI_6Eq)28
zN-oy0be=YrsaJ4Lr`<(_C^PMGAdZ1HKxQ7065<TB!w2R8)eyaE?uxitZWC5gq<>`c
zdNq&gm-F@Jy_8kjPm*j3F`Z7$?)A<V4k($`BFurT$vG<&Gh9o^{`t`>s(B+rh!)WR
znStDSefOZxRHQAE{6+-|?;|zqh-i{zR>6s9#K#J1%VI06Y!2?G=unOf+vjV5nJBfc
zHdr*h?oj-qA;=)p{Nh0&)z%ZuD(i?b$R}4u2*oAh6>-yL7=p2Wt4`21ZqundUNdlA
z|HUf(hiWs#y5wQql!KdUvRI^%KBwU40nQ}WfR%w)C(^4xhk2)dB$#1<jIFq0ZY(V<
zs=T*qhB*tbD+N2#<E-BJyj6xTxVR1hSqI^3(PS!3@6@uQ?Ge!GQe9>|_*5k_sH1C?
z#2>I!nF^6=&ZvJW4gI~D6cuxg$UOMKo>b1;jgfBp;gNyM21ly=ygyx((bYyFb<Y~V
z>Ou#^Oh4}2@}bpKa~STgs~d~zIbx(p1Rg;J`8Ov48&5VZEiUuqp|(~X=2Ty+o)+Rx
zHDK`*Q3WT6V$*BxUc=4!w3#}jn=<>P-6!l8*-#FDh#p9hGD`I`?u_m#ZT2Aq;wawq
z9djN9w}S&}kisE9B5LvHrA0<ZvV0Li`2=eQe%bJFa+iv1Bz?t9{(>06AE+S<^j20Z
zfbHBLB!SG+-<w8Si#;WXI-MKxpi3*+wQs)A$qlKQQ2Q<9H%e{qwwx-t;AmttY+t<$
z+)wQI@lL$nr|0<U0ucJ@^)F2<_3MJL+?P0jdg+qO1b6}5rajj~1(-)_jcwvc>9m)?
zVJ?7;$EWt&dA=ZtM=qkDqikqQ_|Ul`ghJpV`ccB?r7XNJMRf&VxMFJAi_xw$8RqZe
zDDWPiG-(*JHG6(YziEH>2r?=AoHX`=Lo-wqpTi#`0+!(<0#XaqXjmEl+}`8=w=5LU
zjb_`0hG)s)^fv!|?Ay5WfSh=HaHfd3NAHGgJD+L4S;`yUbLkP?4&)ssDQ<%k<|rCs
zRcl-E@_E5KQ|oaKj8YNvn-$jhu?jwbcSUxwR)H+Ri7fNxr9pDi{ShV14z3|aI^G2d
zfT&@g&l?Hl6ak7X9wVE+^J31pi$$+N;ei8MLTsZ_txk?U_xa|g&~D0G%EjuC*6vo+
z3uPQN3VE;}_0m$kBGvfHKGD4R^J0b7dOT1?8VbYVmt&aU9CJbD;`s1*2|$|)MPwF%
z|0dURyWAEM@!sE6Q_~+sw*F8&T(qu|xOWtElPtT&FTR1XF_$;fXXDb;v7iC&`Oz{)
z-`NfDo0$u`Phor6`@?M5x6`e<0~1xqsIE+`$Lix-bG#zHaWzUx7#wQa9shrA`^L>Z
zx$n$$8@c{`=4RJ{k#H120ffa2S*Eo%RtkK<cvQXCH0dC|@Fx^|b(6loJ{%Vi?=f{U
zUMGHlnQ+vhmtCbS7DU&{$QwM^IX#Q3<WSLBEA}+8a)$9VQor}j3t@>V%_p5MH^~y)
zOTJkl;SqvYv0{wFger%Xg`uaMk0G&&0{oY7sRA@U5I9-J#o%(r5{r;~-4Kj<RdNnM
zk~`!v^_h?0$!7ZMRZ>-2S?Bj-yw>Z6Ar%D5NPnX^sEuQOd*x=2+@RvizKx4DO0dXq
z(%-5qkMIo2@|oRJ7zbw<Vx(XL%m`yPy`+IWV8D@|<ZADXL<Lm@q{uIS&AqP8Vval_
zBDS{4>m{ACl|_@iN>4K)nUCQx(MXlT6J&22z%aI7{pg+B^hHK;yLU}d;)=20O~ZND
z>M8+G<u~V4qK%uYKl>YRVg#JQw_d_qU&rIpBnf+6vIoQUTqq{*AN@!4TwJe8FF&u<
z{=j0|H|OsIIm2Z_cE8D#seM9cj20~18K?YuynV_<>$mqF(pUDodu!FzoV#Qly-;qK
znsJcE>%xpH(m5f&eCL)g**w1L$+rs-xmh*Mf(}q=`FW*Gtxw{(MGfhwr^|;#`Bjvx
zpoEAg=A_?$TiSk4Cb~SAgjvY7v>-oh4!mA~mr1P<)dPYQJ7_r$;hAvc$Vdo%rWKL<
zg>49+VL1Kn?R!feAm-)*;NDtIVrjW^c@Y$=_$KyC7<?oWsM5b}`z%NUhq4FAxnco<
zJ(fuI{CQcx{u<{6PL(Ou-#>Js><#1w?7o)sajzfE!CzfDoy~1}7V-mG@GDfm6q{2N
z;O}u^7=SNkY=XsD1(k?E#>a^m++cV><cv9}ES6rSs!}-2n;SYp@dx_3l0U!d8eT{2
zMfpZ1X(J$JRB_r`0+cEO=0IM%^~fE&mkh>)^479X0u2R!QfDx>wzjVx4e~rn0Gxnq
z{J2K*I!-9d@DjHiZDG4wMhbu${M^SxQNkzSzp#0%@Vj1b$y@z(Y;_mlH<#sbCHHaK
zINJtggsNH;4*ZzkWLV+z>VJ-p5#QM4D#c{FDcfKoqZi6*CVE}HIlLp@5X)HWUqf=T
zML1~7Y*iBRUDELDSJd<=psuQ`bY}840=Oqr8(&8f7;)l#(zG`+vA@HiWf(R3d!9s`
z$gYKk`Sd6`@^<k-Su7H&8@RfXeLRkUs79Mo30x1q)4Ju&X4QB+LxkxI@GBPShuA&Y
z6n+c8z9FIwBI>d*z!)X&F(pdf6;@I)O`7VLCjolQ9$6UtC1SF4oBN53=}5E$qIxN7
z=_JeJYd>>nsWM3Vm&eqdn(S*M{GwUbcloA2Lf>w$aQWc$QV@RC)gRMl>aSaDC2cdW
z!tzXr&~bx2>CzO3BOdkpPiJrHoQx`b^4cjwGqmgT{7T;+0p4qs6@}m2-E0IJj=)=K
z@1X%xSnI>J*$_!2F6OIe#wDmau}yx;2q_iW-+wQ=pVA@6`|eF~cMBP>05pxCpsoxT
z;*57Yo?CPVd;_!f1mr!oVl@3&MY53+&cly6g>6-O<3}?aFS3?xmY1|L$=gwPZpO89
zaeV6DOQ=$KJ9Mm=!r@GGmGpj7RtNKU?ea($Rfx;}l;fm7&ixM2|1s=j(wzm8-`S7(
zinn?IrX(Cc&P+(oduBf+GEw|b<H|OyQQC~<=@BbdFH&Ft5jvojBG)B8tqzVUfx#H1
zOzf@`;@_=34_mS*Ab$RkXvAPq_JJMX7m=(eyH_-^+U&Arztu*%EP7Sc4@8I%`>kK?
z<C~l}Zp0l@_n``2uRmC7pD!PnpVsuk#2#@OSb8|4%6?CpQe;otWTc<f+j!X$t2ejb
zCem^*bGxd-=;zuieC4JueUJSi^NA>DLZ3selzg&y!$8YbNZxXVtR>wT1U>mF0kGqH
zbkKiSh?a;LC@eIDe#W=zvi>yOLCo#eOvac!)jAw9uZ&-Pqj6ZVasCRmmCLW^UnLXU
zc)rASK!T;O<Q+X{R~OT51%F@F6!p{pDf8`5CRz0Ivxn0ZB02rtO0O;8a6D%ZHU}u(
zc$8lK2677VRMP!K+GE^Vzm7YJ_<knZ&F~91M^cmZ7;6$9M`<QQ#-KanbVNW`ziJnE
ze1B$`gDT|Mcl?YJVCeAu@lyxV%A~T7rv>UlxMT?Kg<OwgCF*xi!D5&xw*UJ19GC1g
zPQN~f^psKWN0tEwc+g<b0az7?rAz7;orRoC#&b`9U*UHx-h7kMB%jDyeE7TH&2|Ax
zv0CbWyY~bE$cUxQedb2WigC>Nuc@eTKUZ&J@Dw&Hk*2mwD6Hg7+<`L_v34-<(afE!
zS7DG`&h`73)!|p|FQ|Xql^*)6$T+DPep~^ty0(Y~lSBtzt?q-Y$_i%sNo!g8Tx#Oj
z{G~M<{T<ZLA8jMwfOI@oBM0z+kMIT{)8K|$HZzGa+M}JlYLa*k!A92E@aXD@`(qd>
zUW&?1?Od)zYAAo|c#BB7Bqplu3g<#|ITNZ$_)timH26eii!1{~cVo##f3sdL%X9g9
z_>r8^8OWjghT;B@s9I+Yy!LfbWt#IL^GVa&h~<fEfv7;om1ZV^wc*Y&8ELPyqC5>b
zFF$3+0{MmcFg7Dc;xbpxcD5^eX;#|;&&r8N`Dp4F8IJslEI{cf1v<NKe)BG>3VL4l
zvFSZ3$`Xt7V&SCknI!KqMVbpvvXA{RGQ`8;gHN{kRdy1LCulhgb(Y3uuO!7ghQo`E
ztqX7G7843YF=#%C?EflN3`%IlMIz6VB*j3QBnW_AL?*-q7;v9m+)4q+6b|_sC3n;#
zi&=ZWC3Vosoy^R*5ncwoave6*Kz!c5<K~e#+hD}tM;~CyDULuIeWb<xvips0uu7qc
z6IE0gYg>zpoZG-d=eAny5ZSu;%l<09px%*I`|w*~V;gJ}`1m(w#aI`~mI7mhXPP47
z6SefH_+?n~mWaZYq3ya9I0&xV6d%Nc{Cu%9OQe>OhBJ2JAbue4Yd5vWpQBDBt0s=Y
zhq3((;!QoC`r~(bY-6gs+WF@c*o(C3mxa877BO1M8d6P{t^<2NGW9+eC-MY<gx_Og
zE3Z|v>LllETBMz1B(IDgBRA$rBi>XoR6t^CFZ0=T*;~3>N(+S4Xg)asMV0qs{X3oN
z*M7r9RK4sB-e%z(XPf>(LKiOadH9JS)+B}K&l+WtO%s0vPZ7T-dDa8a<*PK?4W_rs
zR)9d81x*lWBdG-YikdvpmWRXioArD7sS&(3Ht7zK5y3b0hef<+6ohS}Km<ESpk-(Q
zSx*aQ#Swq!A2M5=Ly9<{0;I`I=|_}!1Mdx<4qWQDo(_e`edKThA4-TGHwWLqTT8S@
z>#JuyCRffshUa{1_PlnGfB0Qs*uXclmr^XRA*1zqJDm4Qk!)TRSEZm@K6BaN2-3W?
zls;22txKEsz9HpjiUY!xCwQD-=n{E}1&=H24E~jziAE|tGl;r=P5{G6?rfQ!*ZP4x
zzv*Adfa#NW>MR4p@4~|STCNENQzPM`@FV7X18SAKB9T+Ecoo4IyW=!JvQ>4Rp`l%6
z23ci@Er%=kDlQyyfn76Xzf|JZ1NqoS5N_rbUF}dxzxh7tio%;y;Ibl%Bk|DwegABd
zs(}EolQAxJpgz1!vfux~HBSG)QkfM+Y6SjCRxvTcj~o4_Q0C{RpCu_A|EIJ_{rV4b
zWQBs2p9LxumTL0-XL-h-N5#^&7NdQ?QN!@})olH&>S!a7xV@9~_v@a%dy{8$ZzB{?
zd{6%6gzQP`m&lfX@!va8f9Ws%mA`b@$mh>L^*8?YfBLWgGym=1{#XCz|M0i|@_%0Z
zXTA2%{n5YhNB`1)7e}}0@BEFw^`8Dt@n8M3{~B%U|NDRX*Z$fc|M9=s|Cgu#{{Q@2
z|KtDtfBkQ(|05j#{r~mfXvY8PzxY?0zxf~j2Y>Uwmj3pC^Uwd=|MP$J$N%vk{nfwx
z@BZ~a{wx2<AN|#T=imBY{w`N<85CC+Yz?Ey0Ko<i1RdNZcyK4dUBlq+?lQP*a6*s}
z+}+(RxO;GSdxz)VTlLlVb5G6L+Om7~I;X>?E$H8xIe<`_uzl5u2Y^}Fe@zZ7I2rIL
zLY@g$5<tVuSvR1&3HqFnEO`!SHvXT*YFwxvS?TnwZi3f9m8b`Ci__KmbMh(I)r5Em
z8m~!T=R$K<yXA+EqmSX|N3n<VrLu(NIpUHua4m!6HRg*9;yDYL6>^V<HF=fv(JfX6
z>xJX$l;uwb?iWMZYLtxGZT!ZASClKWUP~u+d2`WO_IGxPRtW^Btnoh>x$`2R^X0&U
zYw1j*XC9Tr3^hV1F?`{n;-hvve)R2UbaM(DSu(A4b*`^nb(TJCB?QiT%odcPl@K)O
z;6`a@wO$-{n?~}qj-PwS!%DHF8YoMdd{D)P70)5S0GI<UgKx}n!-X74zkd?k`z>4?
zKlfytW&1*QxMEo{HRMoqrY4m?PC*<axvW>;u*^hzmONnbdJqK3#1&Y(E;!Pje#r0r
z1t((!BaA1WLy4gPv_w+*JT4{Dv3T96YdG7B^QB>^8vNKb#9xG<>E5Du-VDEadDnY*
zP8QVgg_NT{QC)37;#Pv5%Y6$+^kl`{*AMf3k(|+d{(sBHfu*c0ApgBj@xh-l%}~eJ
z`xf7Amu~G3Yj2s7eKS8PbGwwWP!D1eK&pdMRf%@9yQzGN`ow`bY(#Okd^_LA^lDhF
ztW&Jdi*~;BzYY=KI?O3Fry%y<^5qpUus>=^N9Mmz9^VR>*}=&kX7&j!@1lM|E}^(e
zdh8u`#$#Z!Qg5Q~RX#|lZHxNU9CPgT&W}8-m)uFjZ7r^cX8x}@rUJsp2pHRfzJeL2
zaG@Rw3~d6woDSvr&MlXSeiW3EKq^r<8x8%67PyMOr;0urCEQpc+PtqlbZDW)ElN7Z
zIPrKXOY*?p6T)iguUGPz6_^th=TLe5Ow9L<U;!{8Q*{BpeDLJYauFz(@1X~~Gf-^S
ziAkA|viYO1!oXc7bjS$VkX8s)hGHWvhuaigJ@Dq=%G!o}nPFr-ntGdFT7X}?hVsO8
zO<c6!&Ute0<1(>i$8m}up;~gG48kFt<yR>a&N$W3*ny{BpYy%P-VhdrT|Co#C#N1h
zAS~{CD8qft9}yC;@}E{1Vy=(=ov)e9l+z}`0f4ZnQ}}eyvQ^E)#H+~d5kpM;-sh|f
zXc#FmiO@4B05SZHcbOru>Id}KRzV9?;AS9WUJj`OIR$_&T*wd;DlZHUX-pq6D!{Y-
z%vJo+N|KZ|I2Z)FAz&<A2Ilx=%&R~ofb6<ljgZl1b<YJ)&%T2UsbEE=oi&-}htwa^
z^^AU!!a4tYwyP@Nq|425{6i(yv(aBQv-GkQ@s;<nO(CK^h$pN8Ces(>af(u4QWl^V
z%!(=Q2i8Jn2{62Ue0+A3h*{^LN%3%e-?KTLxDe*=V3?C33r{Cy==O0^RNO`MW{nXx
zttKi>b{;ag%6v@~CCX3Mz|hi_2*=2T=aDk;!5og+dhzS&_&0Q8gv;b(x!(`RyhSBU
zn#28$4r*j3R1gw-(!z5J(D4u$RQ}?Y%vzEyAhfldS2MF;R#8zUQNH`&A6F3`hm((S
zKM^HmY5-HO+yO)Zo_>q}D-=Hd=(xVywF9Y{6tV?J4C2u`D<X)H_+ym+r06*;oKc2~
zpdTb?wr4BGm5KLi;%@JcKpgnSK(O4?Gn33^rU@ZW!K*Dh<8_p7<fU3vScbF?z^V3A
zv;-(iWFs57gShE{00%sbi4*h9&EsBrj8~^_WjhUYXBX?i1A(f(1Gjk54s)T#G)lN*
z@`qTO1SY^9p@audKcnTOM|qq;c{}ZI(ckM)q=>0D9mk%@`fq~gJ*&T)9TUzT>MLwe
z)ao^)SU{iFj$B_gPM&&w4PvHju=pOPTcuw>Vdy>K%A25f&wBQ;ZY9*ReET5H{6Sx;
zm8Q*^8QakJuT`2Y<RS)HBk2LU|0jUomgj5In2az(7sCnIv^@VJg}A(Wu688~`uLKW
z+>B6c?v4_~ahT5f?EAjB9FC#jy|g;C!!!9BjDMN-2M$Kw!XT!nzt^+NL@-2=?&rHr
zfY6%=oX??t;k;@sNOyW9TZ+p}*pQ+hj^)q~HgaQs%1m}*+`oZ%8S6IOl^U-#Ip{h;
zYt@D@I`K}?8TyQ*@BDsq7+4q;wyRV|Kc#W}CxpN6n^R|})mWX=N8exaKF*e5`uddJ
zMIc8F^y%0$=w|$=b=v>(p1NlxMyp>KOxl7@qp=b&(D1E`?0h1?AwpKCUEp@BUp7m}
z%b+WA9wlK9q#yT%{_wV~+H=Qa)m2~McBB1N=izxuTuN$l^ShUJ!>6y{P^CREfPghX
z)au~vxH<vzTsCI{y6OmBn6Q?e($uI@FP`V@ZL0KDEs(~|Vj8UWenuZ3PU8eAO~@T*
zS(L1P<3S|B`%g}|A1$y_t&<Gqb|JGsh?oSB0x2$0=S0bM|EU~zT>t5OGaIfL{;<^R
zyfnSu=95x<$ycJ1rNA=+2a-!tGB&|oS>c+|2pquj$vn&6oy(=qilFsahT<Sr4BqOm
zPBD{mTRChxdM$ME97c?F)G6E@i&Ur=BL9x<`Th7|%Zq0?VcD2+^ZKFZ5FJ1ODG|Oo
zd-t??E4oZt7XVj0*L1C(U4J>Y@EZ^|LdBYZcZ0|bA{2CCAvBRz%C%GQhOkrh9pB#L
zhdf%b_QwV<fmnc~)9fUD`Rix9y;@JV4K~GiUKcG~FLTV(ykoC)6fO%X-6!*xVdH}M
zGl-QMg2<-}X$PS+P<fjSfw2w!XIWdv4aBU-$j@(1N=f0?sc0JbX!F~nJazzX6G?#~
zh+H6B-YY3oQ7P8j2)ua$69~eMn4m%`vC)&_#EwV5k2NyFN+qK+jr=777fB8(IS2?C
z=|D^G_%Xga!d0r_Xd1ad(RaV+HC(+;q`%XLNjx5`>$N&VLDY7ScUrU3N2xDQTuZ+>
zb!|R}S-LcI9roYUg8cB+#hq$3v<Zs<8d*a_U(3gtlSs>uV`UKC^2xtTQ}&>GpZZh2
zBm58v4kHxXEw|&#&jaE3#r9YQR8&}_sEr0>#1{RyZ3zgAMA)e+`Jto_W0H*z+!6>U
zq@@LY0pd?DAoM-i%`?o}wjWQA(xR+hB{Iu9bjn;c(Dxoo@aez?RnV<OY&Dsd`Mx|U
zd%B1rH)nall<LV7&5C1&G9kE8h^a@^)<Q2(io0j~s!fc;vDlhHCQ3XFg&&k)7uPx6
zgd4^t;B)COAEl9Ny6`W2a#-3AxXIodT`|YS{g6^PsfoP0et}`b+G?!{i|EG>*%mkO
z*fkH)G37}voQIaxU1(}EW@=At_EOT@NC`*IR#AKC)g=)6m+a@-Ef+#Gu`dJ)52+}t
z8Tdh*{@v{54-K4RD2(kqja40IBPym@Wv=eIeZ-fsA3~I&ksyh7;=Ros?pu*Fbm}=8
zk$rIuX7P-!JMQuD2JW$TVUe6OA5vBY498*!f)Pq7U3>yFYumG+zh5^ixF=LBZ(Sh0
z1wRB_Xb?)H&4g2ydx;|3s-(4<5<lgam>iZ!Q2A9uZ#VX$%0XJXW=u>b9$%WPq3!Kv
zf{_V0D~K9Pwk)PVgtb%_EosU7OF|dFbWaB++N>k$tCuAImDsI8rfqGf5x-|A<>M8(
zO`X5}rOxYqO=|qH1D8+msLYv+Kv7D;C+xf&CxoI-RziXgIw9g}#O4DXqTU_xB6o-n
zEzO0jVx@k#ECVf5t&kb+EIh_hccnv0yD!{JZ2IwwQRbntK4=npbYBtNu*6J;Yg83O
zI`X<u^>MEM-M7*gwI=cjgDdL(i7>ne*7OZk93!SSZekhfmbbl-@R_!?*8Luc=#C<T
zi^q<aA*JUd?8_7^=u%G&__QqFdBBO6Y}u&u32NKKX7~CB4p3K&MBAine1tBLpW@Lk
zSp`X!8k0-(4j)H%943>bkm`DVjB}zy8~_&YLdAuo8Nl+^e>p~|B0C}+cN2+kmddHO
zZRT!o<6Vy7#Vae7HfthPgmyeL<j#93rR*gnU+28*Zj;eSzSzuH7!U{zjlmbA>Q61!
zF8!;>sEqbwM=d%`pEKE{Wwg50S2tJ6$unwT(5|5XjL<f^lOJ-1Z<pX{W>Qp<F?R|&
zd%SoKkT7B*pXv_ndf9!&6DK{uSpSCM95wq+5(EcAZ@TbGkdYbJn``Z7-}&OX-N07u
zm6fQ1lvfZY$hV~X_t)hb%3}W7?clf|(fOR9qwl<NOe@LrxUu@Dxa4G9FXmW$t0EMJ
zWLo7yImWt-G47D*!O1}9-tzq)pMBjgNP2M$FC4i*QeMk3N*RZuBtKLsdn;&$vGQ|3
z*UilBn$`FOe+%_O3!tL(34pNHKsF05jV4#HMUbMx76qS<rPsf7wZD3-k40JbFKer`
z+-{GI^~+1i@|*-OFN-qkH|}m~zodTQF%^|tEhK4u>=@B(UsY96aoM}a)AOK~F(l@c
zX6a$NBe~aZM(}yLH_h&@0uK!j@%|+)?W35*lqAATn6W=inJtU*6=dRcEyX!|Pe;F*
zmp4J14@q{T<3kvNhkx}sxOR5MP4VR3jI++GC`<gvKARaXR708r!eun&y;zcl$nA^?
zFrhiRGBYsH-!<ow-;N@_K3xvx=A+;>=(rQ=GF=HEH4kyG{<=sxZO=Zxj9Ek1t~Ie<
z{5-e%)ctvGng4@AT!)*jLW2zo+DwavT!`v^>DPIuztOfK=`OYe{C0D?&n|23A@XXB
z`WG|lSc0uvMJc$a)jo!&&BOG3UJ5$#7v_qZH<Fj?1uJgjzu3pM>&H|h|AJWSVkk%#
z)an*+|FdiY2yO`y`o*=qalwA214Z*i>qSTOlTtuc9ue)K3c1R9)Ko@IHrwvR@wNuD
z&L{CXoaE#-$J18y)x~ms!BxV<@8p}jRr4NU5fPX7&jL59GuVX>0*7&u#0zazxkm|~
zEgkgSAM({tMn^}TZI?B4&PRe8%LN{~`m~9Cc}@%Z^@kcSqi$1t5FaC~f5v7ka3U`a
z-c%iHt4rNNEnEPM?G%mqA5L~;j2w|dhuhpzl{*kC5Jx&<TYRI5kzc~$Y<sti?r}T8
zwXj^T?WjgvR_(<3igin`{iG@Vk&Fb0b&7>N7#gsm&6Lbd=S{4C##*LqG)*!W^>o|T
z978*#dwVoBQ*7gVk~Fuv=9J-Fe>lp!;B5LyQ$HA+m?Dg|EPkHqj3ZPJ!Oc*@_ONy*
zE(k`t0~bhu^Cc`&CVOZN7YGMg0wEKd@{1zt``n*j<tuO8{T~)U(w6Sib%A4vo2=^A
z-f)=pejHw^MV=-&sKPo#qf{$CA%XMmIsI|mt>wVaYLz<U@7B2_aSNC0R`9U;c1fdK
zm!+)_DftMV|NR5|VaG#-O^G4PzC*UIeqEIH6~)gLlad2q7Qn1DJ;2W!{xc=|w_-pL
zGF%;WrwZe#X=8JwK7e4f8>~@c*on84pCa&HHD6Yn%a_}&uB(Pq%5^-)uIJWVhHK|m
zmr<g&pG7Jw+905MS-t5p-R7I3q9X01`mNTBA^P*%73co$;uJ=bw(s``SkzzL9Lb^=
z+zn<%hNT?9ts3(2_`OtY={*65!#8ZD;p7;#fHSJ_#Xie!3Lva@B|C_AK_r)4dcMp0
zQNvCO&S<e?FJblBq;nZ@ORZF^xq9jJ@$B{G^z|Jq>nghw>&GgsMu#0eW1O;>U{u1&
ztvJc3FP@`mpR;%O_5|%Ggx}jE)Ac#>->n~~63&(UXkaq^wl+hrmVLJoLV{~G6yp9}
zRfG7jgSXO$GcIn#YD0k7kf_i2qxO#w=+u$`XTgy}!CaM-Y5X;q6-mvX;(vT32O;&L
zKizHZ@z}OrKMf8iGr2eXo_{<ptzUKA*)Pmq-MAbVl&7bqeP*C9o_0m6MB85}Hcjg`
zaCYG(qKF4#$*1$*|GGYOaIk5*9Mg7jNO4=!X>d#BKR-gDZvEo!z?$P|1&qf(9H^oJ
z(EyVeYno_oIAd(f2rs^CA-rAA-U9D`)~$8?A2D)r%VT22ptn|j^Ue2;d!wJ~y=D$3
zb(?Q}eYaOB1Z#-K0`K?n1bMrgoc8I^6rkV4Z*=3w*}U|iq^y0eEzEEj+O9oxe95@k
zx^jeZx!%vM7}hXgn4_Zh%v_p*^am_;T|q-u6$+@ankf`KARIqj%Q6l;b<2l~(*WEm
zO5uM{u8=SAzFa6rc}aEe<1x)%T|IS;zIuRzdjZx{lj?e2#U;q`h%yY*!X8~U5BDBA
z@bDG74z;asM$9tkjSO-IxhD*`i1{3ojbwuputbq>6&q}1g?ccEZz+nHpfRKn)F-p6
zC?e!y`ZI7md;?g~Y?#XFVa7d^?up*`$Ijb`yU_&w!rm!JKl!&PkZ*{`1sK`7mZi+=
zI>r=y5ob6@B+`h$X~&@!u!|;C)0F6s?vEs34>pnl^681mLF~r*0x=fzj6&uiLExan
zx2RR&Jro#o_WKn={t*_4CvCy4B`s@7(?u357i%0lh=KMeRFWH0<dF7rv19!UQ%t)f
zVtdQcwRHXxJrhPM4j^=HFOYB&{ygk`v{3svTe6mj&T{A%mxX-7i+?a=!Y7c}oueQH
zs54E(1l%{#hC!Zar;zJd;1XhAtz%I!fP|9R#QxV<q#%})B?dXkulgxVjAb%0Dh(}4
zu)s_ImgRInY1I@u_%f7mHkI(4jy8#jo~$!2@`;-zaE-b7)1f1ojvKnoST-N&vc!KN
zffWkus?bvSuYMeVDN#R=0m|AO??+TnCn-k!Ja&l}+(wt%az6%cGWEjoIdVP_K}|CZ
z`srGT<d80gsEtjLQ)7N^7bVV)F=;b0Eu-UPlG&c<9NA?x<d&?LDduN56sr3R5Bu0x
zB&iYwWCECdIgEml4#I+S{3}kTWS=hP_+i%8zk<XPqic!mJ~sR*AeWLjR>MFztD#lz
z+>L)Tct&-@LE4;W@Q;X$3~7G8l8zEXZ?8D0vZD{xojA{QwGnVXh6lG0O0pWrfLHua
zWvl$ZF$tlox{fZv#PJ7+ey3c#WD823F9zHOdBHSdT<A;DZrcs$#x|3^B%!=6+#S9O
zTzcKjR#$-s$+vh*oYcE6{$QsRD-F@>D5)vZQHmof{m7=L?4_*o@$L*rtv1CY`*K=e
zh&h!nMed1mcmu{tZ7u!zKTBOzxehH*#P+Wc_uKxCQtlewIvQK{1<lZO0576Zt~l&)
zx!?J8CPlw(n(@`OyBh^>#KYe3<zY(qc3B>3#`CIjzv|%ZY?hT^aEYk9SE?l9O1VpC
zxh*rDzlURUJ;^w-Ss*Yy;RDN~oqSLI>_1p#u}DJoSd$hmv_#rL*kmm;tAyj9Eb1p_
zuzezL;@o&topHzv1tp>)1jgJC!f$a&BEkE!zs?>^`GJ7J;Sj^lO~JDcc&wAg!!jhh
zEAKkD$*xtw7q;hhXLol=6Jw*h;fTxp+!8UJqgy!lq?BD*%}Eaojh}A(HXA|h&=8A~
z`Rflm8$F-S^{bj_+f2_zX~~}-l1)*d-hg1U;!R5x^r31x$5qy+jL-!Od$_p9>GbhY
z_ukmBK$YQv+vRabznSgyv4CT1yGUFU?_24=n}yZ#lwINri<gK(LH2~xpoLo)q#%So
zSmITB=El77Z*%&-lVf~GcT1b%m#vPksgA2lr`~Q)kp#Xw{Fgmg!-B6)QyWP*y~8pn
zvohu{TD1O&IJOw_#*KI0dPsiP7s$wkS-$&8cq3U~TzhY)eR(`Pr*`HTw5v_pw_*gm
zruL~b-M*IVwFV5My|=234i}Ol>lm8n!kkmZ_P3MlXnHxM{FIzT>D^vI{u0+dwE4i~
z*xyrf&1aO^AD<y3o7@a8K{Q7Cgxk27-9%$E;n^=BaLUb*rbYmFj!q)5eE+XIhW|$_
z#_i~4FG{&a#rGHc1S(&bu@rspOG@(CZ8M&GV$Y*?N0PSFRm0gb&FdT-yXF!<yc*-M
zX#%V>ckc*2@8jC(vF0<udIsI58V#`)jPd2hOWz+a)3zxk8r3%^syxNzYo6s_+8WO?
zrr)pQmkMiFnB&@{<2)-OVEZpZVaDQ5gkOMq0F6EQ!A~q}b35gly+}*e4Cvh9^x{MO
zu=f5g9c)S)m$Hp~q`fxn+iG_uGnCQW*U@G2B;L2<k{QlJnk%*~=Y7f&$E|bYD0`y|
z?yCWa_0RXW%g2KEn-Pr=2*m%J0*jc9YTngjiROKZp3gmsx~}K59=hPe_CLvNw}%`;
zn<nRW<#FD<t1uF;nw+3+Y;gq?iX%hEW}UL3HJ`_=l*UWkD4j;|jHKn9t=E1cR!rk*
zhNIkJ44afr3pK4yJz_|m#?f=<1}>(PC}t=wf?KtitafeYPd}mIznwIf&RKbUyV(8L
z1B_6FP;>Lo2PsOa;VqQVwW=Q3b3>B4VFSV)Pp_)nk<^ToiBm}4(Q&(0t;4<H<=%L^
z>!Q3M$@3(2c598@h6oVj(xfyH=|d4DuV<?ahh7c)`C^#avQR!dEAYx42M6cr9e(>O
z4nxLsp!tYU94aBFiWk@OUOz6QF00GR!}89dBd3@BJtdx?_sxPSbuP<l3PU{=l7QM0
zZ`A}ezC?SAFC}GblQ5$?c1TKy8p}9#e+00#tHN5?2QqnKpxB7P?%X~5Z2VP#gWIZ`
zGYwm^ln&z}J=Cp4k}dH^De%7SUYAY~e6(6^aR(7K;U7PCQ?WE*(SpdgZ5SAUIA+Q;
zAZFybK!`of?^G5>3(!da>$u?SwlDkfBVNRCcuWTS-sxCUSrxOKz<CeF81Ks+M+Qr>
zJh|hxj`vk)fMtK1w*BN;ZPMO}mYRDfF(FDh{-x>|B!uXCcaVa|8h1+xe+}2@Cp6+(
z0G#E<9N}6Vl7E6dyjd#by@Vf>FQ-TDNmS+Sfk(dRhC}f)fkOZIYKre00Dm!A#BgK%
z`k9kr<B_vf7km`PXNuJmzHh?do6Z5+xSr-Eg)NkF2BYkyWw3$Jx;JqHG|T;l*nOf=
zU$u5c4YIKBUmmmZ#-1$4iiVTRo9Zf9UXR$?Z>tZ>nk@7a4@X)z68Wa)#-H<^yH2Ac
zG%sC~9aokS_J$hGk8xkB^d(N>>-+O+eQ$%i(JW&cGRW4b^eNe3s>~-z126$?iWCj0
zi#1XbISrB$do#UZe97wEAO$oz82d^JhV={C4#cVeyCw8udKgR$b(k_SK@r=0eLA{U
zrGv0jAl{q+EO%Uw6aom=3Ym>VEy4OroEOb<K`a!>$&n+|jBB9LDYO&ZioK%wDr!JH
zvXm?&EbM<<nC+AHe4kh@uhZ`He8=NxD(G~`Q~07(1>SJ>Z;2{`RfmYPvn%Z4=oiVt
z^-_YZb+EEqtUCSGUFxYaI2)K5+0q9ze6{D%aKuT;p~@aHF#Yj!6q}3(1>pDZ5nAHd
zcsD660VKZ+DIKLj=QD9}A%=JY297?=o@>vR&^_GprEatHPgBh`@D3oB$2QVV(n_+*
z^@<0dcwkt#5iY~B<Yq1l+B9NBrs-K5%mL}z^WC(kY;rkoi|xxnG<unHPno|q$NF{n
z_%WV7ME=Pv8-2;AUKURLFkf`6DsXJ2XwEE;66rk_fy;g_K#U3QX7r;2<6mT2xNETv
zpe^a_Rvici@s!$Hh+$C>XFb@#PDB$1_hZmfMN<!=fUudWN6()U?Dqqtegf5g>>ZE(
zUAb`+8U_PK5wVYfkbY}6aOg<X@FZGejD5hgUFM@z<<|TXKQVWWy4w2hs?Q7c$)j-$
z>QGeLKe07OnuI}y1h5pt`AE02Nw1eZF|)^qfU`I9=oGSOWED#M2u&@J17RP7p+L3y
zuUvT8!uBc}OtEc0XPmPKPzT14u9<Tu7!!{>phtBBGfijnUAtdL&kpeXd$u5{{buQi
zcKe5`dIEM)&^$5~u2p!epxer-X@9Ng$sTX_0l07v8itrN2$U(q^<N!Udy8vodWpb<
zeE;k*$;52&57GT+<K|_!n>X$vAx8T!#ktQbhLJ@Aektqf8i@7i4ON6fQ*o02K~sT3
zJ8Sx-qoL58RzMAS!@{vc3o{;HR6_?0Kv^USC;s#uJW$*+5`_DM^xbmYKYCp<;tEk5
z3(k$ZO7rq1XkMgYzP~u+vqYa9AF&!27RB%{zuKPD@|tC@FF8PGr=J$Y9Gx79+lX7T
z>xdA9jzK+z3X(&CCLpav7^Z5{Zy_iqMJMMd#x>>fcn>YlOJtdSxPBYDa~=ktoFYCv
zjLJkBW}k_$3x}f8ASU!(%^1SHE)t1~kk?AFe!I*3?1Cl3*~qfZ#JBAs3%EqbjsFo>
zK6HWSVYsB~#xF-^uA1}U)m}P6p|lGj&9mQk;Op6OmB|{eN5IKLlt6N!2G=u%3mHL^
z)VQg8pVPF&;bJvUSI&e|eoWyE+Q^f>+YQGm6DeM1OeQOn!B9uc)5y!!VBi9LnEj^H
zK`|KZ=M;90jXUDwjVyF&3*0qFaj6{wr_}Sb+#U~7QXWs4s>xX8z=^4an<O?0>#dsr
zHNzzHu#MCXT&3Kts%+(o_DugK-f}=}#I!548^#nUdoU&rI8b5rj=l{GE7QYS#|VAD
zkx$SG%fBS~XMy7puS2<6LW5)KUdb&J(L=|GUHsu^u?o>Y6^93JAia+?jKA|YyCf|h
z{S|gw!|eaV0@}a#g;-8}n1DwMjf1JP?zAXobV>d2Tx<x;F0q>HRXvGGawu2U(UWcA
z2Gf1C3l+qmZ)<Q-n*TZcRIgt0f?8WMID}Ry3k@<H-YmniBOxPWpbVF{Oj|iI-&w2h
znD5EIon?)MGIA~q?PPk^oqM3RCKYR&L)f(^B`3@Uvc}XZtv@l+%T!*i{u<wND}5Wh
zMuj<N3>^oNzxN2Ca5@76pWQsQa(l)~{u*M|-&JE9dY*NhLN~?`HzKrizRjM@i81|I
zV}-HNVJ@B9>!IuW-$jB_Uy0{;yPSieA*C1@lxFZ_y2xAv5muXZDSYX1Y)i5&V>8X&
z{uPZ<@cM*w_3F;ACgxg-uaJyMItFJyZnNkpq2j#%N0O}`*K@b!0^Ym+j8y5spWjRb
zIO6Y@0!Gzzj~t$<z3=Yv1VIHES?M#EtyPh$5tOB_`GT#sng$-@3lYj5EiRW`pYePe
zoq9d~jx|ebxDsOR2EJu^<HDdBW23A&GYgy~4oG;q%rg7+Xhgx&)0Dp{RjJR$fbMjP
zK)bs7cnjvrljY5k3a@41ydVkl^UlSVkN0`U;mh6TPXd^sR%tpe$g+t52zEDO#k#Hn
ztw2}Z=XF><<oV(j_1CM0(>5`C%2DH9r1)cWTIKrkme2j+KC@a`9)03<-O~32*6C{0
zL{7^f+!8<y2pWnqhL!EEXaN+Yl?@WStc*|6&X0#t1POc>4YT<LJeCV%qPRCN3(>e;
zhb;HnD;>thEfrbmyzoS1dJAG7rC>m4yZv7Fzh|I0G|FM8i?t1&MfbxZP{+3{M21k|
zn=ZD0vZRo7$qwr*Pz%@pyRrO5C5`}2Q|Z59MMTe54>J<Or!;`yJ%u~;%$IDi29unP
zo;6Kn2rR@mcp?4AoEYzcq?b9Qf1ql)4Lwv`_dSk}+G3R7eohr!)RiWuVGAU+F{(Tz
ze&3Ow`YtdMGo|KMWrcj$#S3+r3RYMU>+dVav5)g;b(!|5(fdn(UbJjLq!{n46@Vy#
z33;j|TyQGODt9wsk;qxd*<gC_GUeZQ(r7AAU;D2{3RfX@c49!x!=9$fXb|n}g3TL(
zaE`ylBCym^lZacEYf=uV`2^iW>yXyu<rcvFP#PJIn{&QArMxi-1BhAsoLyj=^^2uR
zh>k72!6z$&6)8DrKdD_0$_-=BR`6RaWtnBA2W2~SaHVgAg5r+lG>Dk9X5FTVl(-y3
zu2&9GUYrE#D>v->4801fDHHu_4tsd3%CMVPKhQ2q8tBZfpf#33{T~B#5}2MAznTnG
z*6UQ%pH%L!>Aa9*mh1_F>Fi3hosr5s&v>^W7JM~&;X>7KB%BgE3lp+nn50I=nIy04
zV~k>t%$dq1Y@*rJoP2bPmvABNHyu(NuxzyU_oI8R6Ve@4LD0g0l09${)T^WE5V$vN
zoWtl~YAVBp4#^c%)8aL7&>o5b9JsK+ITlbGsskWsX$G+w>iVEE0JZBSlnOKazfk=*
z%qqTtTMB77<2GV_h9gL!X<kNu7~8t!0rg821Pc+;sT)KroTa|U!7v=;Ioim;|4C8H
zl6It*P+rXN<M^8i`+>v_JPG=~LqHN6oQTa%|GzO{(|_Z~_t1b?SM`@A!#KZ+6t-$5
zgi82vX^L?v5EcSzNZ~-#+8Q5DspIh=hn@WmW8D7{3L*h#5|({O9Q1Fw2vQ!!qu|S|
zDoVF@Zyix6fx%1y8XG_hRg5Mj?fwD;QNn>r4}i(2lQQ&h8*iuAkU?8&+CVO(gfiD;
z*^1*I3l)5ZZTUF0idqb_0*Az!G$g4}3C!Q<(6hQ0mfrf0N0kEzdecHOcdZ&FXrv2G
zHJH(-hrf|aF#ldbe|V!?SqDSg>B8lR|4X&vc;oN{Q~aidQjUb6Yzh$sXd8nEQw#OK
zCboYt6j7VC8{vSED}3?~`o;&f7^5U+(QlD71$3~_UAcTX{_oz-m$ZSSihRQBjT=Lf
zoR;w4aB)FG8a3k53=DD!YHX31fFS#o+JkVRfj5}$qELz+KNs-tN{P$^T%$D!fzB)_
z)7Corzb7YypiPcUYwP0wnwW3%zRXl;N>LHZMT9r+(GLP+eco%SyPOM^6;6OMuw=kd
zqHK3ys^G+R?<OY2{CUv7apHlWbADo@pF1A2fnH<cuUhY6;nsL5#U*H4q$GdR*4xJO
zaYAnDg2^X?I<3ha=#5AKDVTSS#15af-wk}jAU16=>!SR)#EZPQi1bq~KdS;NALd91
zNBl?)tz`z!82C|UDqj<|E6T`$qxiAEB{q5I0ShP&pSQIDVMh`{{KTVoVzNutKolyr
z3?E&skI=n+ps*6uWHtIja^^^~?K1#R2Yr%1=<=0eTXDb;BRGb1`^Bt}^5fzQ#Ta{v
z#*+dV;~iFNDRYH(%721y@cSYlk7dT`iT}gB?dJ^voVZff&=GGC!_Z{|8ZkQX<X7xS
zE@Fh4CH1LydXJRO=Qw;OBwa1w+bRFF#KKp`<P&gS=!*F92;D~{cs&$sw0~!Y5HiH#
zu8A%gjtxv}>z(^vTHMuF&M-{)lfttfGAQIi71}J1p@V676cAKov@nw1)&4CN9TgKg
z^2q>yJnB{4+X82Fku|C?Tq2RmOh#4e)xElP4np8BCIIe9p-qmRZayLg={jSqb&ttl
zL>!oFLT|5kB)wP7=wrAT$~zDv5LeVE9J1Mk*kyfED29SNIV&fSch=Uwzq;uRcc6Ok
z4mqX>s%Qw!h}AK7CDs?4y(5G_kcV;USaIT{`u+COd&J4y7k;*mZN)_kbJWG`C3QWn
zsyY3Af729P8YCnYuR&ki$`igJE?X%biO0cgg%fAiMS9ng(DVE6!pr*evRYW=VV6Mp
z2lvyZrl6({y}62{H?rKvi59bcxe5qgO?W6+VTR;4x7bT<hiA4{P?_ifJaWCN77}!0
z3*bj1lDi^O$tc}2m*~I}2M`vtZ+}R}>ls}Li*1)4KYw_&^xsR~iz9<*1%dh$@{`_(
zReBxJ!WTd2MU&3dHLiI=_}6Nsy{9ZQ&RXQ$#@tWv>B2A}oEVgqoG`i(Dp0c*Dx4z?
z!eynYF%V7cS;X*S)Pibj7cuNoCjJd7(%d^JgYqzS+5@WALNuh`wZVU6m;PDNoS`D>
zZT+X}XUuS%VdmNM?LTS`p!T)6s}w>D{cjMN0$vzxWo_4>8qg9kwiY0s69zE5m=Mol
z0-~&FNh*vc_K^QGvQU1bB+g(~NPl%UFBa8T&4JU01isL{@iiy#5soIq;`Vs0K76!}
zm5?q$6`CW*ffXkOV^lD*LRY|>5A|vYEx5%{`-AB(WDP3Fo0Tb4mo7>2v&jV4V87Wz
zV+1RpvhLzg$5Jot87J`Le?3DD+M7o-a2=}Y3KudX!`P{<WMp+FshfmA?Tti-W#yZh
z!vy^M*TX3g1s%i-uEq`88^99bFVHe!`quWR4EPoN)AB##$AJx--lLMjiQQ-tUf#il
z6`K|XH7#P4a0hZ$ThnEr**<F0@bI|;IyfjF!a8ifBbt-9`Tsj}s0AX-mVhou09LC7
z`Y2Q)8MAAT<y3SRFEr*f0^sy17@FQFY1sZAWI4$it=}ygrJ%Q>kkZ`}=+fh2gq(rX
zZIx;Qdt_4J(nvqtLg=sILR-*XEji~g8=`u%qM$pD%C~9pK#vRYP^q?0>pU0mt_>$*
zCKua(LPW^&7k~o@>-jwds7?WEWx@783{2>D3t?g?0u$=)m4TLo%e5-dcIXELD_5{J
zNNvdnGwcJ*ViOK@HQw)Pyxz9R6roNWys=zY@w+)*LnDK#G!Hsz5Dj$HA|~r!Sa}^>
zAKao!|C=Do+mA~u_(^Iy>Of2Jidvet&bbksoWO+HO8>VX72gmzL})0W>n6<pL|JK_
z4YTyEBUVWpnYbEa4~;+GsE*|CVOQs{o5gG6@V69>+&T|$1W?mqp(@lQ%#Ru}4(Snb
z!(0p)9Ywi4zgw7hWD8otE;(qXKoEw;l^6&&LVPxXc|vY6?+@k69J3ii$j4AIJO$OF
z1lH}#LYjiUJp=6KRqB%Hha!#*6YoilkhaOC$b%j+f1t!Kfy&z}w&Vu(Fu)clTS^t$
zcyF6vh~P%@8vQ_mpo!=Xh)3M;L69J^^ZvkDAWS9F7ChhNM;2q4!ZaEN<8M9oM9x^Q
z#PLs2ifaHX_8vnZiY#{JygTB-Cn%F_Tu3JtKNKq$k3r}SJtIYMlV6LzsR`6U(gg5e
zbx{%ut_kb;A0gZ$v*C&83jHiI_Bdh->Q~4oz#y#{js4bRjOkVR1u}~x)Zo-L?t{Vf
zxJixGm5(9FEc#Ck6o#oTV<*79Totif20akQaG2A*BAN|6KnlVW(YuW*c%KK+qaDl=
z1rh}*@K;L|wEZa^fWjoFx?WszjCW_!PlIuh11+iVHe#gy=K=Zi`vjY@Z%{Y}Ea1$i
z&6MysM_i&D6=`G^>5pYStd=1<eZ^-A(-`heMZFp)ocNIjUET1?t#49ih{GJ%N1U>D
zJ|-bAP<i$j`db@t`}wiOr})>7*T33pSZ9W5g#)SF5Gdmo*2Zd4N?vlaG9M5{8Amp6
z;STR<2AO<7?wghy#(>tihH42w$nTaN;=S?t^Pc)q&12VZbgK*SN200xMoiLy(M;34
zo&JazHe%E*A#{XvJS~IM@AP*f#yV}i;}{|T(}A$xZ4F~hA9qEu$8=Udns)i3y(Kc{
zx0F6|jEu2&d~VrguMvLU=l2y6fn0iG_$@6_s7(X}F+Ji2I>F15!q~b{vqn0Cx!!7p
za%wvSKeNaIzvQ(NeD0P3K7=oG6wLiMl>xob%tTW$b0aeggySjhD}l@nRLvl*(Kvc}
z{3a;%1le6z*kaTFi8l=F>Uc}Nd$uEtq}>|+V^>3V6DjvL@ALu?mL*6ID=o0+pG<_x
zM(QTSRKLc3-ay;19GvNGOdQnNg_3-piWV}$M-~@}zSLkni9Z=2l&5!Sg*Q%iYPq`B
zGVZ>%G>c!#auZ^&UlBWj4;^)cS_yJ&>1_TX3^5y~V2`s~3a2iHIv9_cS*MMw4vkMQ
zU>=X2S%r8DGUUc>G(fM!YS0`S@yQ{x%cWS11dji91~MlB3SW_1-Ag2~Yr0>>rxpdw
zzW<B#2OUOEmbqo%qmsl762IOH#n$#W9!=aK^C~GhY}=k8B(o)?&E&0oo#-U$h+Oyo
z!vaKjJ|2HjsM-OfQicqB1)=QFXhuIDj@b9{!Jelw#oKMT@7@zrmk(DugoPrszbZNF
zhO%HkM|?zZYh!HOeh%E8LO-c1OXL4mcE>Hxl&*qw9_&~1^%K)`M-->}K<_E;Afl~R
zEEdT}D%1A6w2bQ~FP=jPqQls*?9S7i!**`{<&GfMu-~_Qod<*AzdKdZ*74<+Y4UiQ
z>T-HCDZY12I%jg}2k??#Z0r9-T)X`~!upxRzQegsMlJ2TPtPY!vVhYl_UA}VbV=g-
zn!*4RMsVW6aXGE-HTOnMYr<9E{fXh2Cv_ttI-{{eA`u#bg$GIS98}wYoq#hUZHN1Q
zTdF)`fypx2`r>Ji>s4yc{!hxyCry?g#K={fj+)Y)7M#^7GF?}6d1H80s$3VWtDX9I
z^M{!ttJ7JInwD%ZA(A(8fu5#Ur)$);lI02UO-^ly=nTdVtHsv2=tS2IgKm}KkqL$Q
zf&9$Pp~@c8?_R{?K}|2A2oO#H#5R~U4?~(b!br@mjeVj+FP=%1QetXblSi1l-iYA_
zh)6C1s-TUFez$~Q3LebIV&A@q30H1%{=(mCd-_7F%iB+#mlw*OoFZb>4c2U^Vbs~h
z81|napjZ1qITqCAOl|Z2z0La`%)S^Qsm=I!5D$eY@6AExs`0;xAM;mZ<3p6EwM_yY
z1i!I#hl##u3&elr(S0XHU9?ESc#Ri-Uo~2X!HQfa|Jxojc)3pD@_VO=7_-$S>0sCE
zzC+rXY9MzFp6iK;SOr0nI?B?gLGYlr;H^^+CF4H7o1H^*Ny$yz@;vX7L;#$krd**$
z@W5tIxc@wYL_jq|B}4I;75N6~Aiw2AM@gPsrhH7}Zi3p(dlhkKL$?f~FhF-+Gl(Mc
z1TvS)C^m-cNz!d5`uqLSxds7K$N)aa7c`~JfeP6afUuu>10^A+*N@pk*8qy(LS7NA
z*$xv8+#D7-N*MBlQiMlD`;R|t8zfKXe@VvUVDah5`LxVj!N!%La%I8FW?cAx=(wyC
zyC<0>MfhNe^~l|A7XK1YR&<dT+9L`klLM4964F`)U*tL$zlY;b322M4jOQ(Ij<B7}
z+G`{pB<DvCi!{Rd3dUvfrbyOE#@T?eT4@=9g`Zsc`wKeE#A*|8UUZw0NA87!Knb+m
zHTGLSw7U-UQFv1|k;=HDcTD)wJW8>XHV!rtpv_><U3M^$AMuPt9=0nuT-8&>&^bO!
z9<ahqHF;~wLlmEwtVU(ZzeM-ocTnh(XlN7!lKt~<Eg5jOSi+>;7ur_pG9?T&!vCn3
z*#q62P@(m|d%T+9+KAvzLR238WJDE<SnD0k!G6Of*MFp8$6Deff5pLQ_5&yJL2FVH
z+Do(ifHU5(Br<XlprI)eWDXA+z#|zVF#KJKzo8Wc#{=mq%Oc1XsNw9T!_erNDpjw9
zt&s~3a-9P@;txuSiB%B(V5~cDVgvDX!?3B*xJhTJgmYx^DZWb!Jy1DGS(EfxPyDF|
zLLYbg6U9p5`x}LZu>k$I(I2h|nUF^Yds*hmc3;ei+9u31X*@B~IH>D8dw96@=n~fL
z!iNo^=sn%Ck}+6*SL#trwto4bEl#2^`1daj9kI-}ey4151?WpX1p!ErbC~&M93Bi;
zm=lip4|_D&mh+nreuzQf?pnEx2$*tOI)3E2?t03fikAw%5yvT)!(fAdDv*?l-jND@
z>NpJUx;80y*G;XOFkx0;k90$DTbb|bbIAOUi~u#lEw9!FhmB(u3wcaH%Q_K`U%y5D
z@cu9=&be7vkYn5cIBemqbUP~C9VKjJz%aroCgM5bOn*&Ef0{sFnu05Z2t^#iQ&!IM
zCQYi!Md&w7BASNQaIVi?ek3m>ANezxI~NtN@k1B2R$V>jKa2pw8|u!)*Ldb||BDJR
zSOGzw!#+)1!le3KI1RRf)Md(O;z;CQ6wywHV<OZtvz_tE69@{&e=nL9tQEVqYr)OE
z+n#^vpG`Gv|Lb$H8h1Llz?W&gsayT{nQF!UIfi}d;TJ#*4({h{FhRd_+)SbC8iQ~4
zylMea7GwXlw2hLgDe;=B0AGo6!iAaCX48<Tl~|g&z8YAg_%ygf(R8^&Vxw17FY#w)
z@KE||3oZJ~L(T^&Lef)`>$aoVwm|bMN8c~hw$GQznzqN;aVru-_VCdO-0us4*!PAj
zBp36M{YHwNxwB>A$%Ozh95~7>zZRDAo`F4j`aJaz{6=3lN$Ci5OJ_XQy$Z4@)WhmU
z)}Ozy8<4mAKMM~1Vkb_rPv{@K6YQ6j@e1!;56EPWO{f=KC=slD#p(lk9QYL)ZBY^$
zFWe7rM`OAU;Prcx?WiXYAF-PbXJy`U*rPDf$DYbRtd?AcoSUE9w>B;FY|5oN_c7S(
z?!@z$j>b*b34Y_Hc1>1C^X?V<<U8TkXq)|LG<T%C6TVUwd(3NNdV@atkuIT6F1~9R
z+4$T&V&|tKx-|G}E>GV@0g<4%0M9NKZCi_mNtS?eu=8%v#BK%jG8QiM34q=F?9hJ-
zkvMt&B{ZApPC083Mq<9$t97x~I<;Mn)%4Nb<J75=F^!DCp3R{B!~I^K4I4^-V-~jZ
z;}3-R&G6}_;lS?c*y@4O=KPN+`z8LzBR72SO$Mzr0!IApPf2DKeM0i@s4s}y<(sao
z`Uw`rR=?25nhCc#e=isjU08D6Rtcm+xtuQcj%;xkDq!GmO#ezeE$snbA_`s1W+Wt@
z1-aZpD;1=;=o)RtVNt$Tc{Mt2XI|{b%kLCsWY<|4*Oq#(t*S5f)+T7*HmR<r-bU*@
zUH4Wg@5(uB#G(}UmUud5+dK}4i!#ScM^Fvszc#C|C9v%T8*t%+z3*;AzHL&!xQXax
zKQ?LB`@SncO)T0f7>X?+b6C1sGSXY+|JfXuXVJe<-tWWaGwa6lvbANrSCY9?)_Pin
zZvGppP|l<ipBKyrf^2#lx0<A16E)mD<SMb%9(E4MXdO6oBCv212e5qchTC+pgakf)
zv%#}k(`y3t4}6}!+%9xx;>pp@jogm|)jsb~w6Afh426!JQw?Qh9<jip=OrH{<4~`a
zm9g}%!YWoS*W)D(ZW|jr04}_(jBxH*MO@;QITIhZ+fpGH^8O*soWr`FPKn;lpn*r(
zp|7pMMk-0wJR*tZP<{P!^(e}AQ5xqkK7KoJTilj%%wCuBnt3P4V?H5Wn>9PP+d}oa
z{Y)_&kt}N?Ue>~UtLkoeLP+If;ngjWdGma5YFt0(k^u7}9l#om53Qt$moiT2=(v~0
zFRj2ZZe{gAz-5+EiCdoLk;MPfzva*qA}J+j9!)fRTk(yx2V-eZRxpKjxbTMuXN^rd
z`xG>-JA^Ude7}=X)Oc}C1?TQ+pUQt{8YgUE<N~MjM6Q0CLGF5#MOS2xRynwrdwRJ&
z*&c3mTjD0&>C>tI!1<8brlm<%^V`KAr`}L2gMt1$?FsE5iv~$fRzOpcsawdVrfgMD
zg)WBlb?G~0l??+m#fCnP*U~BC#bSU`V$)6){Q*1s9OLV)rT?;EwN%@15qTe@q4?=+
zJ0O_gU9<DzH=i%p>OVg_UdC_@!(ySwV%kQtlyZAC|N5pe9n-IWow$X5*SmL{O0z07
zGqRj4-mMS90EBiw;H7QP8)20{pbw||j(PDIbRa3|XfhPbs;S2)ZMiHL_^`>AjP`40
z;ne7EJl~33KeU21XLlP68gf<D5VTPJW%Pv#O8&&k`VJ)I_v-Of>Q`md4)*rTZ2NCF
zwbsedNP1W5p=Gp0H}A9tR&Q6v?f-+O(HienJ-Uc~Z-sy$o7;W5%0JnAVvVUn_iJ8`
zgOV5Pi*@^w1{nfQzk7btlOyg5v=s_phOO3n?nn3DHXxfp|5qoxuK&%NvwP1}?u2Md
z#_Rjq`=Do?SAqu;_pJ)L2n*HoKUAMV<>d13^3mfB>-Z$HzWmc{cn8cc5Nvt^f`Qvj
zr)BK8x-JekCRJqTEU53Zj@Ar)%WRUvP^h4vw2tHFe=umYN*VsThCl67wVg0(@AThm
zjKM-h)THWNpQWCC@7J-}D+~`l;<Zqs8D#(6hhH3gAL10RZ4gJ9duoZ#P~dy9;xOsj
zNSgJh%DSp(aq+?Rla8OSRY~H86d#FAhkQy3%CNDX6J>m|Pye|)wD5Mjivtcr$C8Wu
zXDAhCBYat5gDcge7!JB_(|4Q4@dV70H!|_9eAELKa!513#I9ZD<A0zqH3w1=gR&X#
zznWpj4R{pZB&+YW(78T2NhZi0Jh!hhv)ZAyx&HMOanOuy&*^)bH@!X{vfb&fBuNt}
z(|7QRyXtWolo?_>8BIMj9cm05PYU!TX%T<WBs3XhCHX`F>gd1q)#<b0Qd`Zsty{j?
zvexdIegn?U;NYYl`X%aH8Y@)()iv9vK<h-i#I?ZRZf21N98L({ATE2mc0{Rfpbm)I
z@l?rM&Frt_duNC)`@}tb$i4fhMiL&MJ*S>)C~U<0Fx~LH5Kd={d?|389#sWb)>rIu
zLb``)!Hk0P#i2LmKC<px<8i&ny?v=HF+m&^`Um+0%HHd0V1256kQhK4Nbz!cu{Ri&
zok649?}~FsCd(@@sW|qu`IXiM@3O*3FoE%?db7`XO~+*Osc}QzW+=<{$UHh7^@-(q
zUfQsd>SAh*S$b%TcGGK~cA4ue-=A%>6mxgp*Y~x2a4!%-@}sTxd2K}>NGu&|v(-GP
zm=GQRBgAk*xLH^&xg=3ne`#i0ST+j&i$>og${N>w>{Ao}bnkZWGqtY=n+`IQBg19U
zS7pI!f0DX!oA;dm<#@C(=8vC=7A^xb7^AD0!^*lXeaG;CL!SkAhM7)F<36qFQXIXn
zUU4J(*I5%e%<a9ZLCN)^^!)<-)GeTGJ6rr3nXL`hNvMBO!%2Cz9|?TcbJ5YVdhgpb
z*0aT0R!(!B)=lkGEBvml)mUB3&OK5RcyzmKv2fT;Wboxjh;?u3*W9~)%wFrcg8xmE
z1o6O;Nq`Na3)J-A@I5FNs``fEsy5WJK#%(k@!J)Hrloi$|F(1iVM}Y?ury{Ubh+Vq
zQnULX`Y84V+EnyKqJe=n|9iK66e2Vbs{wWFPfkPfQ@^}p7#D9YX$6O$AD7#E1#Ij#
zS6(yE1RE{4buUgZPaWpe9A=|U2fZJc>t|kqkIwYAR{qGjc<jFJ*z3!z=DSzz=6+_o
z|1sE=D(3c7ArLYc;8?uM{CLx2yA%I2#m@Ct&<;n<C;jZRTD$lS37p?y*#0IW-<uQh
zQ{5Dj2S;Cm0DBxdE*7q-E-I#trsL6FjcDHxo)`r3)31&dKC?1$)@!+ZjYvw7Ftw^(
zTQw+bH%P&DcQ|$ObZzbCyZuKKa_y2S^5_4sfUhO4UVLv?3fnBH`PKfjVv4FAr~zwe
z(&Qe+Ic#*7WG`dU->hfMI3l-Q{j5s-DbB=p7XM|9smNi-<?}eS3{-&HDghhF<#hFS
zs6Rr0^Hd$tu*0=ZZe`=|x~|D{%_q5py;qM_FN>X@Ys74ie_rkCK6pwz9`vU*d0(ET
zL$CmXJeSh@uOhxY>nrd^nj37XUPngec+ETFp2IQq15h7k>l7Dd-an&Uo}7Z_UNmWJ
zAtIi`gK>8n>cn1Dnu)i^y3HrY*HW!z^YB@pmy&nqIgl^a{T;zxz^Q|=bz@BNXJmbW
zlU1gIKEvh4(yK`2l%r$<>M@qA%~6}zI=eq8fd~C}0e6~#i?S(3g+ZJ8Qn4B#4QLLV
zIaoVIg4v76zmR<8W8F+!B9FOTE?LJWHY$iNUIK1M3)RY2wzM20v*q0n&+7C3U68w5
zk67+@CuN`pR(A_>9FVy?j}%i8`!+mZkTFAR<2ijIt4a3ZJLb}K-k|&SWLQ#agN>CU
z$nVlyrVcR8d9~U%jo%x>YIF16saHofEj9JTAIH^-Fnow)O@DvIFLbAwvS2!f>jO4k
z?yxrzEG*dMkJKl+g*-X$>hDgogj@-Tp&hxe;~xLRUz@B6yp&)gHl<@FP<c#kwXd@(
znWqW4{nE0CxdKh<zW2vmIN!W}zdf#VtA?2D3D4%Oo3F6nCxY^6ve=^TZtrF^c1&7s
z1NyqmNj7bE^gc)*8W<FIr9qj5bEw~NeA2cdimJ2tj4}NZ1%posO{uA?$5#P@ed$h8
z$zEJ_)o0aoE1a|&F=)piYD7)kWq~%^DxDfp&;4{D{oDuXI8jd!GWCr&f!f-w)a$Y0
zg2~i(BTHPl)nWPHUOpPshUeCn9&`!6ld}m8KKnQt)m45q|Ki|+De;8}cO&GtpkUu1
z?^M8+Px9kY+x{*^rhfO7VQXV{*UhaB3B`;(FYNJ_sg4=Ji<^@v4_;o+U8j<^yO;3O
z^v;gMSjSE0q^QZK6#1n&$dHG9Cz$p!(OQ*2ZfyAfG4+*EaWzf1XmEG8!7XTTcM{y)
zHNo9og1cJ?!QI{6AvgqgcPICd=l#~Y|2V@;&zU;i)m6K9?UGN+Y@SWah{<Z7UAnqj
zXO1BGo8fAsRoxeVw%t1VMQ|0Ask)snPJ&mn<kU3amm}={?aaDn@Ypj|^AhF6IrlNw
zG%BvT*44^(^F~QI`AheFC&F<rZK=bE!`m8OT{3!#5$r)6Ud+%2T;TXu3MY(ZrXe4q
zXE?#k=IfxW;BQoq-tAk*jLY_K6Z;6|vJ+gaPCW{Te>z%EGMgP0X#ZBcRXv3=4*gxH
zX!!+O#|II5Cxz})^0OkIt8()Pc?_ad)EfD+v#9czxg_#mul7t{=X}CHY{O#>mm4|3
zHEn(L`(H*mE{Uqr&1{@TeG(RIROekte`feF#wwDOV@=rDU)vN@efcJs>23^nbahci
z{%B+xyein1&p>}SauBmHGOb^h0;DBoBSkk*q4t&nA8Qo`yc+c8lOM-+I_q~m*Q=s4
z1d&A5k6>WTzeRftM-zQsS(<pA{vf9Z$Z`;kUwVcX3^R6OrQ-4Ey%dTK_-TxTzkmj~
zb{3gG4YBA~q)>QLBS^!yj&DH}b#ukNR6=KGVqE3Q&ks8b?vI|f7Rp$yCLeWHT={4m
z$4{?`I8F>OY8#STyyj%px+JSo*2^zH-{i<6FviPCXGP8s&jIHP^J-r>vO3IK(p*X^
zUP=mipYrofb(eUq4Mzw<*J$c~T4gi~aDD3<OT=y~JiFc04b6~_SQk9<zV@F8-e*eG
zqir`4Yeb{kT%M`lo26gfxX~cOC}A?QS-E;{SvS2uSu<sQT4!3hWfk@C{q`~{&?Y`K
zIewDbyp8?rL@|a6yM2UwfJ<*JW9^Ex{3WouVJ_=t^hw5;(XOMby#`}v0#8+$XUQ_4
z_fVmVn-pCOvHQ7GOVzMrykFW)P*062lbPkgP4`$%)`V-M9c&)&x%EM}W?B~`C`a7T
zn^Wx}C`Zze*s0O|MW<Ag%Na|zsDY5zw0AEICNNb%Pt67vf0e?i(IH-6;sFbnPk?pJ
zi}iyJBS`bC@Uw)clp2tBKbkH1tXZ88QZV%j48@^YOnxJ+#CTS9c8y(4O<{CSYJ@WR
z(<sXD8H(5CAc#!Z2)XIQ%HW($2@|ajxw5((mX<-C7!`9i1Hs7OcGQ5)oxZN_l{+56
zN~21)pR%!eqJ*pj747t{tx8;m=RboJf_62rD~u$Hgt4(0SaWojN=NmyiM$cc#@bs?
z+vj}F40xq0GU=zWCn~w#CNKFI?#zvvx}R7D01mPv6LQ)|u@0T5f|CVD!N-Htn4La<
z>JO4jZE~zGS`*_dEk9uEs326BPK~TPV>EDD&|Re>5|-SxTL^Qqw8;y-+JTO_SyRlK
z0(?IcZY<QV>ve=rC&x;pHK%@GAg@l=Ip7B0V~c8M)~m#|N_NB74u>8u{LM7SY{qz8
zI@Gm`n(sDrslykghKCy&>DzQ2Y7()&j$TIy9&a_WgK>B6{Crj+E;YwNvdly&VV1M_
z<wN1%ur29;D|S+P*xYD&X<KyFGGP%tL;`1`k6Tu~ySD`kfSD+m^K*r5hxtgRzU38~
z3+S5bJm*fHue{(Td8v0?tQhkpC&yAr-toqlqLW}S^O~HHy8iWQOq0&W#%pABEKaB4
zc(eQUvLd<4^g<W`DK;cfjxy+DA@H^Nr-5{orO)`|-0%J6wbG{x<Wuh=yf|(yN4u!Y
z)2!~(CZCw&-MClcICC?83P~TgpD%5D=1VO3X4Vm>qzx_t!0B#zco)8g<cg{z#)lLV
zl+)|33wGLIyz9A<s|``$Al~pm+0)3SI`ghG%B>4Q>fVLrz&K$%P^dvlp?6?t0<Nan
z7tY(}MT;#TtNB$T&oRqeJJ5i|AxoquH@GKuegjEVdE8ucG3V~iU(-Qk-Q~(VT2^X;
z5PXOofY{L+f{&4sa;BKwaCHh?S|}7JH4j8VapPPS5oL_`J@AZ)$D0r*vt(wqYCKh*
zKcq#_cW{bM@vg_^USd1bVAKlq;TdRTcbGJ4oe~@}o~tAL(FTy{Y)h|Ppuio_w`DrR
ziIoJS6^f8xES%)dA|q;Da*lT>6ACC+tqZc19%=UrJybmhTJS<{1O)FK-8U<7K!xms
z8oC$*pJOYNeNC^5F4SP3Cl^269v63x^yO2*&mw&$u!vr`yWTp%89x|ujqy_VT6o&2
z@6}^lhb7=KEc!i9JpfKx=;iU<u4-7&{I9XVro*f2!f50zn-%@QiMe<5sc%^o(FuZ6
zPs`KE;^a=u?BA~O)3{{`bL7t?7EiOEsQ}onjuj%OoF>J`P8b?z6h);*-=g1g&2$7U
zi;}IIc0b>@w8eo?uu$XfJe|gtB$YNN@(^UpOveT(jE(I9q8*6m-fsC|uD#9kT%s3p
z+vAT)WPtYPS~4&E{^7)^3443DSF~nl4E!|6hTRcNuucUip!veIQXHtbQ>WG;!Cx44
z8Y$2s<8G)Iju`+YO*a`+QbKS|6UY&=gQQ3NSSsb9>*Idy_nA#0u+MEy-d#j})0+(;
zSad^E{!U#NhP?K)9CQ<2ZF`zQp;&p#^l0*!i~`=xbxB~Qd=Yy=T&9V9vO$_&zbmlR
zVZ6HcWK-G(?uJ_}$X&~=7*-Yp6|UGUpUNi8w6q(~V~BS%L(29*&V?RYdF{xs+BmuL
zJQP8SQ=$AP^Zu8UTU%h{qd_E|u-n0NC_IeHR6z5=am3CE^Q0O3ra@$!Z4`TsAl}6m
z7+cf!k)?Wu@k<@NV5t#j$?FvUh!@?gmt1g;EcbClt%>Ed5=KNmb{fv7J5SfnaSCSX
z?3c39J7!zv@EEF*ZC}0#nyc{<+n<xy-eWwz0gZtx-DsgNUq=l|2+ag;-+`G_0ij=T
z*jlcH!w(ZLt^uycE#y;HuouT8_8+kh28{C5KTqPUa4cNks*2pNTCRU(e^uj?+uWB}
z{M+;Pi>+gghPu1JZG-xF=TDj{R9#sg{mbe|^m&<~)8X|1ouO~)QddmY+gqBrLytPa
z&d}t-XgDnMlK=`&R}8L^gzVY<B@g%BDAH99$<+>~hQ~Q$F}{k+0!i@9YrX1K-+KQ*
zlKaGO9cB4F&&L>dDt_M%&282kac+o5k|?haZS`85U!S@tV^(_nF)NwN9M+efrP9Y@
zRtO8EMNEhu!m;*D8}|bXb{+N_n}21GnWH~Vq=sB^JUvH?uj8})9F2RX8B2M9-WCf0
zPDU^g_C$4Dd<7*Ric?#s^@xp^mq+rGhNsgfH@X8ZMZSmx^udlW3a%PGxmd*6YZn;8
zs>HlLyv2+L>+5QGH`>rclz#^+hlvido)f9BG85kzA)~!I3Q*ESy0@z}Tm76Cj2Mp9
z9AR?5;F?lzYMoJRIh{3r;3_d{d+ZZogIag{EgB5w>(rLz^>;A^XbVlX#xt!N_c|+m
z$nbg-yf4GNCQ@azQB!sA`5!i{1t6%h^3JWh+ZVEaXXd@XECr|#;lpK8DZi(f0F2-b
zRgzK!QX@iJQ~U1~SOVZ3J$ova;{O;Q3Q#4$5byuD@quEO{FjPq!TPsIGpMOGC^V;k
z1CeheW_}s3p~haUD;5?bMTN!W$z<`cq1ZBM@S@0MQ7b(NY>^&g7FcrNOh~qEPDafJ
z4s9;eZMTc!5hmH1PPIJgQ(C{n(>D;YfQ&3Cmr=o8-J2iyGrR3eQ83v(%a5p7D#ujN
ztzE__*hJ$~wfAhS2*byczqGQ$dP2=JWuKN8J-GI?SJ}pL<`$q{`1L_l#H&riILB!S
ztzOk8(ni()4v#MKk}VMVZkinCeg#kUvBJ2K$uOpC|Ng5O!H5?z3Iss>T}CTnU@VVq
z%l!A*)FH{MwjG(whXU2Ny4a86ehZQveM5~`;96ab=l~0Iu|PJJqRY_|q@a2Ec{rV;
z-|!D{xeo&Q#{F{vIWx0_KwI(qVH3!VNu!R9l+vMvA(6Zc5K#IZ+2y4}GP=V<2(nc4
z%9#J#9$h7xQYDdlq!UeYZ{e=@2VPy8cG6MflN9|rE9}lhjyedT!<xfe0VDj<$n+TZ
zY1c80yx^+33=_u{kTTIGtrA(SL0cHAykfia`~)W*DIz|24BHx&5oZ_{u2u-}FLa(D
zl=TTSI!)~JCP!!2{C?weY@yL;RQH@NRT+K%>|Qo^Bm4y<k?UTqR21aJs#uZ0@$f2n
z737I4O4)+8;d~K;IRc*s${Efl7m1QE427di?Q>%!`_5z-2{uVK*`ojUR`&5?-0`{M
z*;>u=FyvO-hk-tlph(r055kGeCY86a%Ik1FVJ8VeTb1OugwfY8bI{iGh0<5PH98e3
zg8dY-KcyVRgD7TD56~%LFTAeXnEN09DzCE2pT)}WvY_c;1bmB=DQhJIu`r7~<M))j
ze=*z`Hpu|(#{Xdf0-0{6cjg4U;l?g>TI_#U+Muu1u*)^KD`*%nb217ABej=hRAYjS
zxFS0kKB>beGtg@B9?LhH@8P%(1x0A<zMm`hrOAZhFeb%o{~BJnsyLw;-G$Ti+dua;
zsehrg-a$c2f*mwS-Wd|)TDUg-K9+*Bql-tW$|PpR2oD$8<BX15Nzi$q4<hTj9=;yA
z9=+C~oy>6wK0YsQOnSQ>q=!a$do+H{?2K3#OWoAI9whmJ-i%xJ>}V!;w%WOXIq_;N
z^SDZ)7dse3O!?O{o=Hp(2lEI5e!;!{qGj`T_T*j^m`sAs)e6{p;zr~rIHj?)S1n!)
z3!`G(I)4)LcXXE^Yp6|dO`5)o5r429uI5@F95HED{bg7_a<z3Uw24rK`TXNH47QR$
zPw=ijNVf&RoA^@r3i%rO2Km;R9(Uf(ccNs8k@(oo%D|GA5(W_ysH6X2^u)3f9@EJa
z60zVu5EFQQ-6-CUNlKY)RTXG*Ca<uL$8rV_Zt?3m4t#bmzewM#@3jsK0FBoIk9jN$
zT2bR8eb@IYr7{qaET-CTfT(GgVQ2zWAxS!B1WeK|So8dC6L8DA@Yr<jJr3<TmZoe&
ztD2+`&DPI0r=!Vs)I&*3uL!s3Feh(5<y&`oZql1=-mmXI4qA|nI1Fr&8td5A;G!2!
z`1tU{w1Cz$%p#Pd{5n-e6~%~atIJWwa1BqXiI|}+%)R^SX~VhaICuex2}ze6791Tn
z7$8fg!hhe-8i`y0tAx`d!Sq}MV$4-FMenJvjr|Q$kvI$pwai*{G<0;&J@w2Idbu2M
zl1#;6L2Ms5veeINC;5|bDq-|++60PL-GFCQT}e_=3KWDWeC~FX+2r19t_UA;`*wj}
z%(Ur6VzE|wqjBqKWqX~etffoxHKNZA<1)b1LcdN$g+sTgjE^7>y+dB}mfQ8t-E4^3
zF8<%pDpmkdvwd*^X+f170X$n9ev)I7dy>BrQef;NeWPA6$69(jsI#JKl0!7xQxB%R
z1m#H7sO{CQd$|W81&5Jd#;}0)tDiTTqb}vu)AR{2C%<ey7G8L4I2-CyAiA#=0d;76
zgP7T_8AEQ27cCpkB8o()(LA|t&JB|+lib1kIWr|sxg8+0_3v#K-{3mjG%eu?a>>z$
zaWD8*M0Wd+yE>?FmlwW=#KnLCOw=}HH-3ea<3K|Ypmf8DmTj!<cIHmBxB%6Q-HCuN
zV^oGpZx*3z7y?jwgTO1n8&dKZ+XPg8pnyNWz=XDOs{D|ozF58XVyi1qJqsF$)wun>
zgf*}5GwP#7twX6kLQ6TU*b0B{>8tvA{qWp6A!wcoYeD3HdlV)(B}@B<chFQ3)`DD|
z6ceD<A_UjwI{!mbfo%>GfJUPNzF+`^)OVJ8odAS3u<bQ)P_;<@hqjV_e*Z`UM!_6F
zg?--{7vHJW<t)?u;}L#)?<e8kg(BYBlSWfk1OLVVXmU{iUsIN%?D3rvdrXl_DS`Bk
zz&e)H=ly$!7%^}e=PFk({@*1M1eutTVqi0;%Ks4Fw08zD6)6Y7zio9H)&Fy%H<*cM
z7zR2=M7+lDOsj7eUtkXe#7QI3!i3jm$(Tjwg{XwhMBV~or_fO)UVebEFAFsY-j5a0
zLWIbd9obBXO&I$EPLK}~4`JN#MU1rlWBVE?dct%8j_uuVt6t!zk+P#%IF);l?;ghz
z4&}vCleUwY3tM<6k?SDgp&X)c6DT1*60;IHAcMBBDXYVH3zkWN+Y3{G3dz-_7JVR-
zYe73?GSS!YJVDSqFgpn#`h8vuYfR=%$}B=|V@N?!q4@6u02LDxTuaT;Vx=H<o9qOV
zUgQDX1ZT)O);X3k)|ISNv_)h<nA|}Ty>#7jPUD|}g3uxK^I1JbT7;4P%R*nk^D-{A
zf=*zL{Vr@^!%>7ym;h_K>(#3QZ$^EDohl!CtFD~-9YLlu(KksS+l<N#+QI?uSg?P&
zt4dsm{+-FV0$}D}Gf*v|{#h8)U*TOwN@X%~UiKfPJ}*gnBBO$i(5n0k>woc26@a?e
z#!V^w`~QWI-?=x(&tJc<FOj5C<?NT5>`E%<>pws_rMxp}p&<zACJnD6rj{E?J%x|7
z9)7SD7CvFbJxnZq4MJ-KXb`Kkb07YZpvgaCoo+>ps*^JW#SW>Fc@gv!7orYzJUlW7
zF>^cW^>1qU60_phu>F5V&*ea!VqJy>pBU(t_I}jEEsW>Ey4`p-_(ZyM1?J-t+y*u5
z2aq#^x@u7+c7Ul6SEx!*0Q_b}KR=RhFUSt~CSXCMA73H^_z-9V#a__IK?BipK0?v!
zYnye9w`dcH-;5<{-wbrfZlzsGw@#rpsWDLx-bDie`%Wo9S$(&q-${=azv^(YAl%2<
zzG1jUOW#YO_(C1lUKM!j^tBDFSe_UI^;}I#GVGn~`5t19`w7*>FWz>Y{Uv>gC8VAj
z8}RrhGUJXkI2rhYm<JalguM~kcZVwCgPzxLvnpR2#rC;Y^iH^M;r)CM2*OYe^l@Me
z6+Gs!i<jSoGa3$cOWrJ#zl1ixZdLWa(DEAae@(FfvG|BZgCrJ+JHxbQhqwFEDY-7V
zgT!1ZdZJ?eQIS<&(aCt_AJKSxQf)pqtOsEVeU0xuQbW*9efdZPh_W0Rh@DMIygwCD
zv<ECWF4Vv)!LkMOv|3tp=lSW3`D1t~4?>Sg)*g=oZ}#{_VXj)|c7}t2OG{KO%@?q>
zb&dT5`0#V(vTFi?v2EkBb>zI@{>tL)80QhpAgtJBY;<Z##5ot8`**M4M9~$a6%7rQ
z8P~xqBA{X`TQpj%olNmo8vCuE+MPup*fI{pmr_;XMM1V-HQN&J6Bf8HvN$Q8@N8Aq
ziP#L+GZ}dOQ<=wjMPL92{?NsX<oUp5bsk5hQ5D7{KLRj0JG#G}d~(DGFDOGno=!9g
z?^?#Z{jfgq`)#hDYieFTwvl=izlx9Z2sDH5(4#;D3EB&qkKiyVB25>s5yTpK$FV^n
zbBx#mEYnFtJ{($hd`%w&R~*2<mLd;{yc3wil%N_!Tfd>NARXUoa!o~EN*SG8ZFuPR
zoJVng5|>)W3^7HG0yUIl?5<$?GfCdLPnS1+y1V@5ZgV{xtQ74%OZF_x<adGOk#X=4
z^j~q*KL-qgAQLrWTpE(t8&CPbEUfkPlbi06t4tsAk@yNBD4$@-f8>o#;8iEc+lyq(
zr=|PX|IIMQ_sYc61BcY(HLkG^7P-p+)lEW^6XtE$Uh3+6^d9GdW}IWf_AsIMy9bnc
zgTTxeazh8P0X{n*O@aZol6D22@f;95$W=w*w$6IC3c5!7K(fu_0@rKc{++j1JhAUc
zK$$Q^UY&gXbjuG#u44F&RS%KS<1cZ%Ap9mf^DwM496eNB4Nzl5+T}xgm$X3HeePS3
zzjp&Mhm}*iI4c`eWVZQR<+rMHfjc70qaJ<0g$6LFYqpdE=wk=QKwL0kxEo2lLy`AI
zaPYr!v40l91~v;M$z`AKmTod%^4`~Rj1WJVK_}1i;$w@Pw{snTcyHWL4i9`cC(Z=H
z=)FF7k4HwFD2IqQIQ-mGs8;)dI&wXarT4pwZ$sViD)WL#3LHH6Q!0NdC<K!0`-n!?
zDunvG`66p!5;f40E0d&jvzaFRoA;lSLfof}^)AEbSLU+$7B{;fHn)o(RiOs}G5z1N
zX2%8ZXt*X+YDZpzQOXGp9N_|EB#AqoE$p{J?U3kW*Nvt63OL?!d7^Rq?B9fhJdh5N
zVK2e4=fPx)M)rmg7~pJwsx|ZxhlA|61b|%YU*h=@;<qp;B_TFmd7W%=Ph|9zpl^%t
zd*%~zsWX$TT_PJI3ldC)AsgTOz>_O^i~V??9w6Avk2iwSy;!&S!ZSZ6)VfVAKfzp{
zh1%6kuE0K~VNW>ULC;HD!M-!Mfmom$)=ot4&fb0x`6%tl<RfvMg|2-SUOCIx`IgLJ
zip>3_1P;3qz6m(l8b0XfUK?O5dQ6;V-}ltdgp8w3W^<nUG=A=Xsf%QDeHaXC0N1=I
zFi-!BVw{BmK>={^Ezlv-HP9?*p(Z2-)S-rnH45h>bwlSav=aNQ1oTgEww1@<xL(+I
zFoxt}u~6@Pr}4GJodp=DLHkhM##Q6@tf|<g?{c<)vn7RkFmljU;%A$nQ&IQQa+;fM
z3na=s#_HY+u8@+09h<C;-QXmF4NbBDRfj~9g2?QRzN8=MZwAevZ$o$Cojm%>P5`BD
zkvmvX8W8C31_rdfbFuoEB3gpx<8^;)Yc!)Ose2uj=A#bkJ-`(aR4IDm$Bo)$vSE?I
z#!%v8G3)wAar1hKW>e?986!)3!={;t;sXa^a8c5QmhTga6^)eklGnf)uAHXzHlj*N
zUFUhxq^}m|?tJC>82<4Qhxf}+=rrIP#&)_Q2Qmq@%y=otyobEV&`P7U9-31mD1VFn
zZ;SX#4mgYfv=A?{3w=y2*Hdjw^&GOQFtr@<|7r|T+hN5h!l&W$*HbW_us42R>oQMB
z=#y+lOr9v`+xba)&wNB4-MAm<kZ>pTne?hEd3S^F;h8dO7@$(C_ww>dax*hJikB>N
ztWltc?Eb|BLU8}p402{IxalPbL6D#W{}?d5VU(Ym9vUnb)Q_aTFkdtuE~&sBXPEh8
zib+ypm=L?WXgG~ZdHjJ*Uh~YAuiDIH<g))!`B4pUz}wmAYWf?8ZLFiNamPXP_zzZi
zz^?;>l1K>*?gLqI5H6%Zm+bZHTxLT2;(Sw|0Zu3005@u>EPgZ^8~i#_sZZw0XM#|-
z|DHb(kA8$u8DP{ATQv2BvKn)xKd>rea-zNpO!Wd!SC&&1ocK0z*4@GRpUZ#$t+GH-
zYy(G2=8dcC$zH3$T(ENO#Wi%@JXfdD?e?9E;LindF_wS9Z!WO2qOaiV`NT%oO5XS9
z4UF(hmHwZ}5CCkafuoDiy@{|jg;Ob2tuP7V{iePJ_+jI#zVkTe4(A8{RZ5|1zF*Ei
z{+|CgXHivQgJ8qOvG$fV{uf%Ai2(G3G{4_p|E+HYC@m5ofSw=Jkwrv<s>6Rb&l@m8
z@L%rV*#C`C|32Vp@j}S|h0mOy02eqORkZi7Y6(~uR<J=l;r0WO;zFW=_N3ZgTYhdQ
za6133ZqgDoSZDNY!XR0@kbn#M;*S5r0t)YKPj3|%&($}6{P!~zqlAhQG*og3zrB}K
zy<2Y$_~yB&7-ChZ<qzPD0M7#I=)E+w-C#!Qf0HyX47jGr#w!1>$h160NF%ujgq>XY
zh5lc~(z_O0VqaLmyZF}oh#K!A49SJ3>oUjb|6ZDo1O{Nw@&4BO@6s?DxJ=CvD)0D@
znekod;9c~RXJ5qn|01sU0r6o|CDi}RKLBLTie6E=jMK!a^M7A5^nW$2?*Tt>qY4Co
zz3R#GpEIKU_TKL!&d)C&&=2ihZnX9FRZ~+dRIrYX*C@(DD~|z&V5f)BZE?bjjgP-l
zFf-e88Be$0G2bHu$nTA1Wo3mUBO|{)K=@yK3+PWOSU3ECpMwVHE$6V?=(;&MInkDp
zkuei`)Puw`BKch<2bFnvc<A}_*Drw<pVyG}mHJ~lMKd!s2qmaCy-E~ADMp}J*qNt}
z6}VeK06o_aMi_iOEk*r8R77NkNK-RwnHx|@aO3;)Ymeyg@P664vMid2x8vy6!#4oo
za%Li{)x`B+N;p0~e#r>|_llxh2L(?N9U)CQ59__U=NIWmlcCt(k&%%wt2XyJq%|3>
z&c_n0wMBl6^gB+r%IV8xmW_a{QWNm|(7L|9Z1v0HxSXW=$ejQ2&I*SERe+6LMVJON
z`2c5wLel>W7y|t;;N9%Bw3c<P7b-HK7Z#k`J#NEo*O|m2zy+`JNl_72{HNyn%8UqL
zVao>7IjjZlJiPyoj-5CO?@weYTL9f6ljs&1MuYauN4LMV7J%j(9;^@F4Il;e0fjgd
z`pV<a>D}khTRY|b6DIym3CzM-yu^IUWO0^Om38ot&E8OIGZT}TiLo&+`|W{MN<6%@
z(3_JbHgMl$Q?h{eROdH^AQbSsxLEkxpCP{wr$*|CA+(gZ$iYU*kmq}t@bK_ZDzqDY
zY(kM~%|*c*t=Bu+DY13+Gqg-uc2I(k>BMp+V~8n$d*$svMEpE4G9u9GxX;9Ly5fv#
zT=)H3J?q{)IxG~3ii&E7i(-eaj>GAHNphTk_tTAjqs<zxP2+P$WMr9jO)ana&tFcM
zvPA;{u%8>=@*zTk2g0;TA}{zMKOkD5YzcDl@;<kZ$V}GBW$~P^705QaR99DH!?b}3
zv5*H9y390|EyqX`yj9PC(`du~uNd$YHWHtME)TGNZ=PQcEhA%2R(iUN)BPF0^5N66
z61Z}=lGVg$%^1tIvSZ}@(#lAI##*bZpu_3%?Yc(tHe{1d%<1pq1U7DNO{pWK;`aya
z1cX-H3Ha*3O4mXFM@U|<sWqQ`n>xMoiA!I;>;dNW12Pd0dyAKbk#mN1)P$x@3hLAG
zLZv>80S6U7|Mtp=%>7TBwU*QDq&Zq{CZ-A2zV*762F#GCillgr{Jhzq_vgC`d(v`T
zAzjrLk~eugzO}WbpBIJ_j4l@*BX1E8A>kVR;MI|=)aA<l2{~%mcB?O3&cJyBQ0jcc
z!NK`U9A>S5<IcUo$-bniwp~uEWrJC{u%d*U&cnGUDg9Nu=+GW;v=;VIHl437l9So|
zgAAHACaj6ODF@g1p*{qX4i3EAPc>x&^cy83Fi_r>WQBgENAq>-dhH$scL&qk7ZFS?
z2evVT_eMDauP*0{ER3|s$tk9qMw)7~@QaDdHJ=5@Li6Gme_{Oe2fPIUk<_(K+1B3A
z$_u`lx;G!Qp)S0orDYko_kS9`T5h4tEB0%wFn_&AB<AC4mQ7(Y$H7YSqA~h1HZ(*C
z^=Zp&rjcRR%raVVl=XaxLsD%#J2YOSR<s0<4&sXh=@uK;+rxHN9dR<F_S=UxubdtS
zE>w8UgQpsX(xtLcUw=duPv4Vuip_=r0p=#8!JVD5EF_#m*>=x+Vx$*z42%Rsn`F~^
zlLRgH>j4!V=`xn0IW{Ek-(mO;)I`oe(+dj>s9Y}$VKs_hU!KqIudc4-4T6cX($bc?
zv++l2Zd{5_`%da+<%niyXPN047+!`BBeN3I(&h>s_bayUpOM_>k}I0;w3Dj`M9!dS
z!#Ni4{;-l*hZ4Eq+W&Fi_l}l3qHo~)sr_B(hRp6DFLa=H&RIuXygvgu)DfN`G;git
z77SIbl-2+fJNXG2w2nN#U~fIYGbaD}vrn63j9$L7vhw!U_V)D8798IYc~C+2nufD^
z|FucCQbPk;`5a2<uJkwO#3Rj(-^I$tPj{!DuuN4bYGoRiNrT(mMMXsiT1|3WM`^(l
z%24F+;56$G;E*3q?vE=wnGm7M?mcdg9D(j$5)MjA@s@?A^~rK|AYj%S!XqW*thui9
z^D;7?(xDwA#0)+&5ku6lva%kTx@*eGexGEHuXim^p5d4IN$cz1g$-KNqAvTRid>qY
zb*@(L(5IL$(SOqU_bpJKYcoiGp+c7zZ^yaLR8tyt9`pf6e<;gM?K5C}S|~gDx<F`q
z2}8rnzN@S6%o|Tf;Gf7to3Fz=3ci=K>C<diO}S=jS?_1L3OJL!0UOre^|Lk4$j@I+
z55giMDr>#FVO}luXr<_4SKGX3#~3heOI8S@qmaV#0e)j|?5yb*i|B4pi7&7k?o$0B
zVTjp1?@nTTpHCY}Mn*?bfX(cCFhZQXHz(&G>Kw0{;0|LGoV+}8R90B7JU^5-K$bRT
zpuhji!CdJ=oTcTVeR#Mu1hmGvj25!2SC$vLMQ1RU!ud@%THpv0H#DJ+eA(cypFcAj
z0qx40fPfzho19<QtBpO{8JK^r8NnrL&b$@g&73vf#dGmW6YjFaXYQnIwqlQN2p7zt
zlCRu+w3#4T4cAV@fF}TONG^no5NMK{hwT{O8i(Bx`8K`v)WpPSqNjTjlY#<MX(c7z
z&Hljzc}p?0bTKs8Pf(esD~*Ea*bCI|?$9|dhciea8q}8_?MMx65aHm%opkb?Itdh5
zyeXV`p(UPEv3YYlV_F{r>+0%ejf{*2?+>QEKa~Yq;8$dOy7Sf8iU)Ji6UK8==stZu
zrLY{G?b~#bl7XqbIXH^n>4QgAdL=Ltgi_h00lY!}+ZUkQN3ML101Sgh)yC+{%S+4#
zCts6jD6;(l48~IlB)H%zrJfEc`w|hASb8k)VNn90eUpz?L`#-<mW>>`-4D1QlJx9s
zVo3V3UlzB^I8yhcA$J5OqDvCAXDST-T%8(C5nJ1cXmj*28&cr2g@K4-V=+N{IlC^c
zuE&4cGZOkH>9o{(OIGwC9Bh2DGphw8KQz(xZ{k$T5TYxi(Z7t2143+_=OEwL1o*W+
zek5!J4bCzpB&Hvma6s1WkGC2E$M1Q^M@2z#9Ra8m%DM0u-wj}x8?AS|GDKIg-Vgoq
zIys)G;mkQ6r_cCd0l<2M5DIPH8xrRlnwpl&W}07`P9hkk(~`+gea}gyYgeSZsN>VO
z5)?hLWO9g^EOq9=wK%^NC0eS<zQyLfvaqmN=x>+c9it3YO8qq!iGM)HprjJeGuk#P
zaNM7mX=G-osf(^5`$Sr>Ta9EDYMPdJONDf_&@__voAEjyr1q(z8Za->TOWq}OL9ue
zUp?{Q<Jh{oo4(VAV`d_rpBqMwxUSNw*n9YWbfVqWC64Wf!v$8NK;xh=4JZh?!UVDE
z$7Nd!*=NsH)*myJ$gvuCC`&WPp?_w4oMG%A2;;L<X*Ca%;u95?4Cs4m+@3YdGDJll
zP+q?jT%57DgghdLdd;zX5ttZDr1a@@TeUfy5)hB(dD3WpKJzr0<aY@z9J0NNfkCHb
z32>xDdV&lmGYyPqSKe8!g=>bN)0>;;bvP_Y833l;b{!DS$!XVFOsk|m@|u~O^8%iX
z-YyB2nY~G_#O4>6ZS3;#2Xy5~>rlxUF<6Ku5;`w|oW|<$Ls<1ij^l;lC2L1e(xks0
zg2`T@hJ2(3d5w|k_s?m`v=Qocy=uKUtDztk^Iqi!tMBMqHD%VuvgJ^5yWGY>DykY9
zGz6b2QUU@*H0zuS;Di&=QI5YVWJ*p%t<dxu(;urQnqD%51-GOnc~DvvNaa-+;6R3c
zA}z0pB;>9!24b9O_tW}?UwgZ|?Pi+M?L01@W7Z9yv&wdM?%Lplbik|2O0F#+=&Oot
zRwcRc)J|&{YCCo(N<;xoAu&vdWYgx0s{O!tYn4`X1MbgJ5eb&V!||U#X?)GZ+gzzN
zXFh~f*U-@k_&VhHy|hM}ug|ku@zy#@tZSm*0hQIFPNN!*oTydWD25C@C6g{eAeCl2
z$3w;E@znM5`9<mQZpbBB@{VDNCOSl3hQt9kL?^f;tC@1q1`C~l-D0Xq5RlAI0oJOk
z9U4+T2|%^Zj*pA;Pnamg$|zHy&^-$D8we+ddhzLm8Nb~`5$;W?M=ty<H<>6uJ3|R$
z^YNxyy6|MeVN1Gji1E`pIV21+J4);rHy)n^OHA0RqP+b^Wwzo92)|_Cxb;$K>fy>5
zqu}e1V$ID?xKh>euF_IRr;3Wo&~p7TSA^inT1i=<df#xC8uQ~^jzWDtapzQoRrnla
zp<0v!uydOIV0-ETVo7~K(frjzM8xRt$;m`Du+P^o_okdkN*0sIhjF=QlvjqRe01xQ
z6rHiu5hq1NyHExfMf=opWO|@XZ#Mut#!X8{7u(b0rP*ni&!Ew!qQjKZH_#_#q!W39
zeH_oWePv>Y=&pS9Xih95`jp2{MfG8zY(*pY_Umu8X^1IxJzr{CT}85f%2Uur@ltOF
z1q<t790*AmbqBxev7EcN+-k;ySLEqu1192%ZKwBgH1C<)U5wxxS7}j^8(&2xKd<W<
z`fTO8%S?wi45l^*J`6R|4khXzup3s{z&8m05_XzND+Q6LGT0zIhy&}(O@S+FDk{$6
zz32x}T-jUvqN!(b+0D=~hF<)FzPILE_I1odZZ0Ho%ne#2BJDUv=`UNIc_ojz_OH#>
z+=S?@ijwM@n$2LN5(|S@sxr^PIWmRZ36zeHCid9OR!(}|aP~IPpbSBen**%wXHi4`
z5~-7e{FsTJbw+M(Zb1g^h7)c+Rj0hsD!{eR0K52gT_}Py!^<e=hp+5AJ9&tuWS1Nj
z<ft~V8+uoXiHQ$f)JD10OkqLDN*}MhG+o9@mD*+>mC_c+o4V90^(dT_S@m(wMs4X5
zb`(onU$DYTaXx1-^nC|%nMomHGEe57Wd?M()Q)=(j<RGawPB^hx-Dtx@mEAKeLdN-
zrxRpc9Hw@~wHD_jJT|i%kIR0Xl)Ta1(|~}0?7RTez64zVKjt~!9=(M=bNB0iFO)Sk
z`?FYB>{ncmesh~`be-CFbB!;F@satbAt9foRrvfL7BHWy@@*sKqhi&vU+|;iMgsB@
zK_U3~bkTRAa#$50K^9ta&$5G?$G0Sad5Pw_RQV~@U&2aDFOS|?xd%lL$#NA#fp*lf
zx2@_~iurLkhT{AC%IX8;n7!5P?Jw{9`}-m7ItSJI5wi68U{z{3yW)grgY-x{3>JcP
z+Vo<aj_1WII-X?Qfv^O`#-^Oiq-*8hB^RVe5&d_q%23n=<GV%jPo#yhaiy<zRE&*p
z!_+w-Bz*RRJIz|N*Crq~fUy(4@6T~M|D(&}bYQ^1ti#2q1fFRk`n^e03*<Ylf(A<o
zWk*t7*>@Ac(V!Q7r6Zkl-SBhrSw>0Cn=-m4DQX=45aOZ&G|au9NeO85hn!UPB0~gQ
zmjl}}NNOvkrl#g{@eeYZsF~$@hd1RdG~-}H3Fc^F6|y9eGv?6oH}12h?MU&+P%u0W
zt3*Ts&M}YOBy|rrzHE9742=Ec<YZ!qNwrtWFm}gn^0+>RCZrEQJ;n6|+XR>OM2Tvt
zt(=t9$xONSeJb#U->9&&X)-L*@n#uoMDhF?T@FIXQT<^-Ads7oi2zLlRs95=9!*w?
zAUQ4cdf2Y51`hVQB|Nd3Y3pf20+5BMFtuHX-0cnl_Gk1wsSZ79zyISf`{h$X4?b@w
zd=n59k9590(QArq0Fm-&g|D_ssA)<f<|sJK3A1g-W5}x8cGN)B^Srk0Fl}KbdE=@>
z#L}MY7^lr@SZH7)6t)e1*#)z~sn3VcD3ZkGXU-0F&>D=2RNVwTP8KP|{2r@pu4k+I
zSJ&4z!rbkiw@0U7{?b3v#0fk(8A(&VSThn-5w0@Gm@pzZ20AW4jYoi0*fXCA3&Mb1
zq}wW;IR#D=&HH^;Xi!l}9M$tgN|7Y-7Nh!{YCx<(EuYPhqT>*r>H5drEFJ<i81MD|
zkLUTYEOR@iww~S_>{FR<2!}oXm4&i5E)I@*H&s3{qL!)#6@#$oo$I=H3IGp?&X;Rb
zhY~u3>G;0hUfr+zW<0$I>Q_KYFj8kZy90Qvk0@}F%1TN#B;;NJ7Ymu0nTTbL%QL^I
z%bT^_$5;Rf!J#2Hui<z~!QH(*y%++z0`*EgE;RmeDH4ISB~y;a54CJ1l0yiP(-0BZ
z9FwqQJ3x;{)OgqpE!SCe(Z!=%<1~eAR-YF)_no-EJzLAV21G;73%cfsCqND}4i^0O
z`i!uUN4+z_d(JNN;0K9}s)5QYEZG*q_x<|n%EjXL!;7{7+{)Ft*=R*ILz5aMZ)-xP
z%Q7vi`<3KOu`>2^`_68PelpN3q#t$BFqDYu`3&gEVb_aP1N<=xSQ9kW98iJZg1sAr
zAs4%!<Esa#inI7vtnky)T9Q=(m2y>8@}mv8bgq)Bs6L$lFyuJ~+)JD2`JZ-@m%R*I
zU)Sc<6ks;qo=oTCFjNxTk@cmYUsRcbn6#VL(gQLA<$bKe>!}X3)U-)A0z_^USsElZ
z8DMs$MMT;NJx`{qkbRQ*?^i{0xq`hvIr&Ese3FynIRq^MM%XPWt%%2v=TkgT<9oU2
zjk=;NwqI{O@1O^sbLGq9e$FuI*1ACwf25a-^_$D@EQ%4A`s8eKA3*y*q%GU?Otbmm
zN5tpdj=yi7q6+t`jxjpkw{rm<%<dQ6Fi6o=I^#S}l`l85@*z!9HmiSk66EpGTQ>p_
zqymVh3teE!{*YWM*kO-YDdHGw#N!H`K-f|H-TI2|pKt(ZOxi(HJ&!BEBIfCCLULnC
zt(^%G<Z^eignE12CjqpV_)xT*Mk!)bQxCfN_XD@A9(xo5Mpc>eB~B?SJDy6&Xp(t7
z@4j*$<OV`L3EQ;asx_ZBtVD7QbP%;*Nvi<Uv$5@N+1g>8V`1p;>-yi}=kreH`!&~`
zwu>GFg@eLjb$#z7sFVZMq4QC|;b+*RG!{W5=XTcBv3Gc$Kt>CDX1HRV`mfZB%vb6I
z0dQRkMKqTP&^usvl(~~#ZK2Km8quA|ZNs0{<wPS7%LNGA@LkE*LL+@oss~4Wo=?qJ
z>p)xw28WB)`FLO=tf0qD;ckC{;fbzG@f%*b;mJusOw&OQTk8@B1OoI7F8d#jL$PG7
zu7@+bhmyqZPIABk96mh6lLoSg8el`UT!s0H?uX7dZI=XP)YI@_$nVBNt^#2lfst$4
zKnKyp>`gN@YE5hy!RUnHpa32wQDjkD!)h4(N>@iH@O;9?_FyoU$|AB^)B-5CjG|)c
z8anwC0ZV3p-1Dq?f9IrjG8vEq@3qD--eQYk?s$NBwer-gnwU|X*H!4MB|Bl3{aP*Y
zZG?-1qaNZZfXiliwhg>p<amB}XdsGU1A8^fJHSkfpU;Fq>F-7$3SxBKfYb>H6wf;(
zmF@Fn`3TGnE}8+vhX=qhn9P@H{tBRwj208z$q&JO1nV{iiT=8F<3k<-pBl#4Z15&Z
z#xqa&c$j`ny(5j7+ZPFVL9pyhDj*p&@Q{{1?60o2CwjgoF(~-uB9^0`iO15LF_^pu
zAt{!giFF+GIdKRqfGI8ljFF}3o{w=(WQXy1zB~zuU>?AWmaYZ}Y=>-GPt7o?!{M{>
zW~n7c{gM}YQ3Sv0=+)H$C<{?uYeX_mdF}V_@Q>?%->69u*>18cB!91K*w!stXijMv
z^Pw&whuuTyMCNp-FIE>U4|<J`jL_vWw}A+3K1mnZL$H%WZr!$wv+Dt9VjPj{DjF9*
zq>_h>&%-9n>>G~0*Yt+y0zHg9A`y=YmtSC?{PFRs<0QvC-K81H7O?DSZ#?*~$Jhou
zwmTx2I~I2&$6S^zsb}|xU_L~{il<>e(XVtr@scqy+3;7jQGNQ<Xq~W(lgRZ`8gT<r
zd|Ur<J4UcWG+#crnP??n5+(2A$A{L&;(Dwg<MPrb8f*SvFqr;Q!eB&?go~R4%C55+
zm_Plz1u7GhlBDD&tPa;&adiAXrTas><#JH$7x8gFUA$aRehTDbYCU0{^@UtBT-9Fv
zm1#eK=K#0?gy%sZzMzxmzfDx&&ha=Zc9`Jahb>3d(2;1=ao<fESk7IET*D;of9Q|E
ziHQyme}sg8@X^48%=j}@?ug4_g~_-ilT+CoSq)Z25B*rl797`Q>3^lGnN5w}OeE5Y
z?|P)sgnF1Po|8M4#s-6eL|~Gl>%y|e4x9k=q(v2Za>vKDe4F_x9a04#FwhmE&5wH-
zNEJZD#5SQBefd4l_p@I{wcGagHU{ZESq`&7QdSI15Uz4F)k_dzIFZLe-lf6Wn#bMA
zV-FzHe`O3nj=x<_d7O?GfQf2qN&twj{<zG5i!|T_55$%p;i-;J#HJNui_(GWsWMgQ
z^5IiaQ!wO^zlBuNJY-D<N_1cl?fMAUf>hc7h$zDzT4~zh;nTYDkLTE(28Uf4%~qFk
zJYC6Be>H4kzu=zdIC$LG1HvK0r*WY!i6uSzeyjm}<7|~3ix@mYGkOCJG<!HWxCQc4
z^8@B*TRAy7rRzFpM<yRsaC3pBwtN=)uf_$fO7ngIqdc^0R(vSdI~e4+C52v?5vxY6
z&%Ggl{M!$i(>tn81~7=@?7g^=c_xrQXaE5KskF3o4;%#m1XJm@x?t^%zjle?rr2m|
z_14WF=(QdG%7EfoL&aOhg+z3Ph>L=0P`<dRqCQ$Zc&mveXK}(u&g8J34|P*|Lc=-Z
zrlqBoeoxqZwAoj66fDZfnB&Ea<?IN4=6#X34E#|qC7$by+NJCRc3(8Qe~bS~*I0J<
z_4Lxiq<7#pfZ7>Pz$=xEKue2oU_2!$6ote_Cmh5<XK(<|29-II0-rRJoR7-J${K{d
z2#LaHPzF6vu-mm@TO?>vZhuFNOi;+WzY+BJWna(?YMUa4kGyWfY$6kGVP)2gi(4wv
zWM60z2L3^Y<}ydfFMreL>%!vQheC>wWJ;z9F_N}UvSU#B@82q@5-32hsqYT7jo3YF
zJ;!cA1kNfDtQ#7;(9s9{pOvI+tmn&E&P3z+_0bDe`vHY2bP_}<4=0598{EG=2+Zu>
zF<$r4m+r)iol>rhqj_<0Sy|sc79!LDM`I9IpFCD<B1|<w>@audp-*1mggJwcXEr3Z
zQj2?_0dRuXr`r{rUq?a3%7w2$f*?S}#zx<vUik-`Ct}=*I@uHt!nl`#-s{0n-l2_F
z(-sh>h)1hpp!e(FwcU^%=}w)B8lZkL?7d3_fJl>}?P*C8j&lZYApVyCcLWi^_JQ&_
z8r&|8mfZKVqEv;vg~j<yM=;r@{ML|9_JIZ8NcIzGwSi0T&nB<qFicrvHAlzR<o{}_
za@V-#LQvKz(}8aM<iQ0I<6iUm&*(3Om)vp?8v?wWIqGr>(EWpE^VGgb8sVydqJGSQ
z{qvyWAS$m`s(H41$mjH%ytey4VtH6%H9vxHfn6XSr^7M|0O4aoeiM5fkQw@JaxCaj
z09{OaTo0PY$*#}a@3Y&0B|LB{qw~OoTTY9P`AqZ}jr%<LfGWhg9oVC3o<;fkeE-R2
z?Y!f8qKW#^z%Mid-(J`=3ISbBQ_{fg!^H~$m!97pyM^8;Cq*^j3<Z$oRYVOv<N^-=
z)~}p$Q*hK9KLfB<3<4{3R0LYgp!H%#RDFR2yNG9DL5>mJDaOxwYhoz7m}KQ)X!@6@
zoiTO=qpDwboFn%@ru1<H>q*!Guln!z-nJBGeVY#`u~Wc}Cb45Nn8$9ALL+av0d_|^
zv^QCOy<cap+gOyp2DTA(DG#q<yjLBEy)<)pr&xOuhiD;qtP7wA8WRvNx6(EOC|w<P
zBy!0g<T}+wIU0i&+(8k=ztGSxi@*lEq8_u-bt<x_ox`qhN0p9~d<=Z>LytQ;lmqzD
z38qm{2VWZJw{)@#GSLuRC2+-5VSEzrn>Zbx$K4)bT&Mn?681`p3uya03=!thf)qWg
zKM45|v7r9g2Q-|H3ZWGGNt8(hK8s)HQIF`h@sv-fUtW){dpYxMXkl}LOq)c#XBO?X
zvijZ+fd=(FPn}W6UYR#Nvp@JApt&uF@6IZjnf<y54~W_qH&SQK6s_w8kZ>#K%w9aU
za!)sMFld!N0T!B@Z=79fU04~vzIy;0N2J3S=|fVW1I#CHRZuZ-<e1itTSs;A(PAt1
z_rVN4zeioHlax#yx`pCJJ5@`)lpcsBHd0!&^f;V48<j>1Ptd3B@?y#%*Yhi|c&-LX
ze7geDpvc{1a$~0MiM1)*Rc&!s{9R_naUe@i&<`qKO9m~68hQ<rwC5Y<phrzRitUIx
zU`mgZwQZ6Gygf3&F@fn+Vb?VpO5#J~6oD=uF8~)&iDrj73QQm-La*-EcR=60*!}6|
zP=r1i1rl_dbf8Vh>r(bnP|LJ0nG7ysKll*<pi=M0y3y)g{tpYVXpd_v>fI#9Jm6QW
zlrtoF0PB@PoEF?0d`yer+qc*EHeIop`&9U?kATBUg;yu&xx4Ze9M`MHlv}c}z|;x%
zqXDXr1v7G}@*<5{Z!D=o6Vaa0W}g=0^oMcf_cWXkS+d#td|s7#VAEbpU!L!>35fJX
zS)C40^ZmGu&H(s@v$oI?wDwavA;_Dp4!g*2`qe=1^InIxO>@5n3W%IeKLpf4R>hMk
zSLlus$qbw~(V5;YOttrSu-$FjK@lGd(Vt2;tt`5VE*N^>Ag>7ZkGj~c?K(gM2uxO>
z&o9B|%4!I7hU)8bMic>>n}ccHil!}A)Ug$j6ym4dpjm+|Ab6<(TKin1+C3c>X5e%$
z{lbvr>efhgBAZE)p^utJ51pAkB9EJH`C&TB_x5rvuL*un|Gb!6IZm2x*c*~|-v^)p
z$lETa9s+!J9&~pZXtG9<#pP$K@@<O}A*&zUr|UB!uFhzfn1};?8f4BYE4hvcs;e&*
z6s_02@7D-~ydZ0@Wi|99oeyU?h+hqQ3Sl$r#&_lxSw;A=&^5wxNXzxENx}M6zCRP)
zJDxt0A)h^Ca$k?l=J~B}M)ZfYS)gUQ@1^x9ep87jjB@M8Qip}nwJYL{Q65&>tYHqR
zkkHarnQ-I6*3wida<bjs-$#(7RRVX+?gL;Y*mBNzTr93IiACSOCVlVQB)s^^Z}TmA
z@VGnuc{}|;MCx6Wo4Zlf;r-0H`^<771}zhgcC4fu_DxeWoY4D5@nF<*`ZvLRPBopS
z`1H}15T=$msS4X_79{I~9Fe}ouTm@z+`|}7k*lH6QMP2}+mCBOeR0Z8)y(nU`h;0S
zfcA@&EW#f)Wk#(oC)I4{dCici)D-TjD3S($kxWghmUyVPkC4e%Oo1>c9gcvz*KUns
zXy92j0)6<nHU0RBlb6?X258sUdGQSCX=3ggEuNE-l$dDZ*J$1Qq1y1yg)7vBck$Pk
z)2fRb^KV)UfcUH<lvQQN;5N`(`85pH?`!i#M^RasUw?fq(8ua{V6ERWX4R%K*5crg
zkv^ubrjvekXGk)Xc{nMVVp>gS@K13iV-jS{96XsA9~yrM%$CV1T{0)?8r%I0+YU5%
zMrd?$Mh-0&5dWSm>kcWJmPy%qGRGf}2z#2l_Ho6yB2N|_gZ#~sRzmnDtCIWjgn3UC
zh9UHM7A|4Z4V;)kMi|1XoGEnEl__7KeUn_Kg}cK6FUt<X2&mR{G&v2NnQ%`oZ%&5w
z$8lovfkl&%r5LI@a;rHGayhq_*_67-6-7s1q8j!yhT^9i?X!sM`wwONp}}0JklBu?
zP4;s=@ymR$z|nCe2CRxM&R3FI|F&QG0)=3maUY%3pa*S-JZcjbD_YOe*&TL<6oD-D
zUjCxELtj(VUB$)4#i7$@MH(PbWMt1UK!OQZ(G#@UoJR!3QX>oK(W5W__y$mhM8Les
z3W#HH?%k4Vj8?%gKf(|rk_e35OjZffQ&NiOb_E5A%0|c}f<(n-Q#Jwo#e#tyxs7W-
z(=pN-NKJ{^Y}lf4gM3)#A)n22&BuzwTRIQU$Z75C$Qco}oE4&fRYo|2Ps3j48HGgX
zKNJJoqcMZ9788h#Zn2BXbd){O0D8=s?rUrxI?cN5Cd4tH*TY3x<N_fC|4?xur+I(N
z&jRPf6n&pzM3KXV%ABcqQ1KM55YgvXZm(=e<;4Ls3JKWIVbOEkPo(<1elTMipPlAr
zkfat!s&@jxVZOy4a9zVy7g#4(a!!-yuOz8qj~eNdw*&_Ll&&$t%b@>`b>Kn9T`lLu
zWw=J$hZs8E)8?m%w<8Du%%Oe{>mt79fvcfZ`MEh}6f8QiEC&WaKhDRi;)920M6k0N
zARRKV)N7ACw9zNzk{0f7T(z=JQjWo<@t=bPMWMgJ=E{%tt0~wok-?n+iC8iK@u&j<
zA&CYiF<Tk~th^MyN(CX+dY&i@8#Fp>cP#1sEP8Hhq)e<0wU)sY?H<?um!H<h9nWVN
zcb4`FFvD^AS4BmYO<VAy=}wFeb}*82(^)P<WT8^h(&1zf^V8Vzc*EiFsUwRvkfROT
zLWR}m1CY=!G*Y&o_^JfG`_Lp4R|YdEphA)aa@32MTb&M#B-A^uCwR?TXy(IrH~{E@
z?eBJ)U8kPgX7Jv2B8ar2_B^&iKmcs&2PItfUxaLy>lxN(Lg_azu8l54bdvSITe6!#
z^+3a{>1ZhAR$O+rO~_ut;)9S7ME!7SOLTo>IHf%(uX>^nda-&k_EnF0qwO3*_8d<m
zuz*jEq?leVLAp%4(I&jAPD1c;M>!#xS^u%cl>2^YWJGS+=b4C7KmZMAwUcMn#zYs(
zYNi?rZJk)pKF80~5~qnn=|b$m_VUX}OGkL%ibaml!-{q@_HB7N(6TTc1)R>Hb3N3D
zC?{>&|J*|Har*z!bQTU#wO!YjPKlvmfB}Z??yf;XKtLF}LFw*JsTmsS1_dM~M7lww
zBm`**2?=S??{Gig`xh|7nX~tG?e$x0D@R-3&!^v9l42RT(bv|ut_F;EHVuU2J{}di
zsP{;U0~71yIGi~g;CNu?5gf;AiyYqH!l`8DVLPn)FgGaYacKf_9+UOK)=WyvstCh!
zEvuK?-fZRf`OV_6tsSmq&`_~e>^B2U-C)8u{vS+zmVQ#Rtt)^dBYIuWc@FUK@TS&;
zwF>-q*u{bQNp#fLUh3vV*a(<;#BFb?*p3k!URRY?Pmd%gX<)ut_53QmV{32K=Z~*u
zl6Ve`QE?ie)lG%(0j0xkfW>{choDPUg$w4Cs0b>HRzHMkUpVrN?~1d=c)jRr%fZ1X
zjE)ZCKQlEfl=?+esRoUytWe61{g9QO9*iN{X9);X$;JD)<=lrSP@+z;U&c8VL+8Jb
z(^dpUM&35Ow;3c;FZXgnq6@$`C0@VM6#mRe<c}@q=v-CBmPO2TiOT;Ol4W*FzZGrt
zIiO|g+4?$aa!_fBa%g)FMycysSDy^Waph`}0G)tMTtkV2Y3~d%9DFz&-a3pQz1u_B
zfnHta=r}!Q0VcQyoDyW*WCE-hI}TF6pl}~(>1~nL=RrUG99gapKM|!CIe91;QfLxS
zpN}L?-=6_&U9d2~Z$-TS(DiH)^OsJ@r-XS5)mJk!-+>v-#IB9*ix*!$nKvUGY8$!{
z1J73$eYA!Lb3|cqU`*2BE(x-S*MOVl$1@)sfL1BobRAh1?KhqJ6Q89jA!m<bz?#e9
zBe}D^cIC;vM;YtpZTRx<`msrj%l>%Uku_ucO%<?{P<*c_jcn-O``w;q)h)*OaHCfZ
zTZCj;7LH2!)ENWM8lb)tDocwz3wbr0ogkw%+s}T1qN6{)uXmjEwUQ8HNg;s&MCn&h
zll&ClD<Zk>v6R^gP2=+(v@7-Qkl-ZsM0AzG@!$H>sYRSAk)puNk$0=2giP5NvZ8L+
z!3xLr3YSObKChWN+hkKprRA0k*^G3ra&WYCd&S-{DdrF!{CeeiqoQ;oUNRIN<JBa}
zZ`CH<al+p}qN318$Hq2=)KJ(i{1Leuf4`GmJYeeTsL$9fC&|=`Azm;ZjP;U3(c8GA
zZTkOmfQ0!WnNW_7E6OY;Jn<65tW(2U3RF4OUV^{^B?tQ}3K!!!qxfkBk$P9AoG-U(
zn1?pjWGPh-3fkbG+HaNa1IhCY4eA;iq=tQiVppQ_SG36?AF>z<ZntN%#gbU~5ijkt
zSFuX^2n;P^s+SN$dL`mB*8-n6+0Wm6m}2dEigH@_N8P_bed@yscu7=((8R*P!=n-4
z)QIPzHX@!BG+GM)VpLU-Wd@E{WDfW;9E*-fDms^nv5HBoIiG0{#y7=a*E94uQP=D7
zBJ=QKAQPxXz4X_~nPF}Vc?c-hM<$0*!->7TPsL1~5C4Ui+i>A@5G=X&dvUoMU-J{t
z_f&^1iN*%p0Q_D!BOTiKu?*tn-;ZYwbzAjt@;+PtrzWm>5u=0;mMlCw!!r9G%w|<-
z?*6GgH(|gyU$o~enD}_uenQf!d1&z}+SBrK`YrPkzcfx#CKo-6!xD1NA!k~7)RXVk
z92=;ON;(<q#91U^@iZvXPg8osgX@XU2RRFELVpW@E?Nx}X|9s2nTEz-R-jFhqT=*u
zTKjLj&G>jd+5mO*E-}1WPk36@6M&40K*y<RO0<oWwgc8K?*Cwd@blX>DTn$+=!8Y*
zqJ}?iT4Q=rZWQtQL2oaz(BkuT5feJ0n*v^hV!xUVeioOJ)#Z!!)F=mG{%!35AXx^#
z%COpIDXTw+Sxg|=MF5WDrLURI*URR_q0M2|LGe}Q&WQnM`YgibJIi9HY<1J#P#Ilh
ziEpG5OC(opA7cmU59V>pZ!Ose^%b}?R!e~3QGgO+t(_7ZR!%dYm?Ix$K*hTK^UkHY
zNbD_%jim~=hZp0yH9h36MeHd>WzuG#CFjdJAp`E(3FQQGoXQi%Q(|NIt01hzW5r}x
zned>DScia`#zd3I#?4RvKL6eN0NMIG+y`@O%g<)$6uSatuXWB8{@OVT#cymjxDh*T
zC<uvvoK7iSVW>9uO`jWNPwlM9FWaenwu@m3wRDasDyT5v*FpwgaUc^WO?aNKw5xzf
zxSG1fLr>-`8?AFpVyl?#h^7l2<Sb6sd(%#ZLWD?9n6-OofaFBBsxWc%0^Do^%4ol-
zvy#4Y1+Yv|+oA!g`7@Scd3IcL*ibOExw)$CtMrwL;4c07IwF|EvSX+!$cUVbuT~iT
zvXjtA%iGewhNPBvukpz*2@-D^%wYS<;({g}v-fQ4zb-aK#$zy=sLMQ<YI;A*5zL;t
zS#*6<Vce7>Ac)uq!zcPspMS{8)Zp%hXTP?)j!)o8&u0;qgP(IMpBQmT#hGw$Qh|fD
zlo)ZL%*g7)wk-9>Q;*FwVUI%qO}(wqyD55jzYl%K%%T<S-AQmE1`2+=Ch9%XX{r+3
zuaZVt;B$>48X8>S2lR`W0Z+qB!*3u%af1CD7uWp<d)NI-dtXP<PoL3){+T5#<##qd
zgrTY>@}{4qO6`AZF+pgyn7s9!?K3~$scL6OWk`~Hg6oG?6K`M4b~W_kCcU$>Q+E%~
zT2uRU=B*rfc1_`-*D(#yonLLNV_bT=^P$E~wK29Ak{c>3M>FulnSmW*Lwa3cEiLsY
zxTIH&w&-OxTml3-tUCJL7>>?}PKy={?bep6tt~g{V_C1gsjqStgA7qFPaZ7qiFPfk
zcK7#M-$wgHW}(^rVZ~N-KsK%+(k?v$xCuNM<_FRV(ennQf=#^|W&{9&w(!K17d`;i
zeXgFf_-)Q^6EjsHQZkNWA)fXW)8}4Ki=C_2Sf@2uJ4;ortXA@g<%@C}O{+F-j@}hI
znQ5o7_d4>{Am%sBvHmL_P0P&E`C3lSV;DhXCvOI7k~6N8a5la4Oy_cw$A+XTCydj1
zy1z`M(%VDTbs8`@zsP(SVBkT=;sL3SZ`ZZIEzENKzgYkWYH>mjf<cj7;glAGbJI_%
z`nlpBtK;<BqSSJXL3!{Y8gTPbgqt0zZ)uQ%YkG-&ni;FymUKCsE~Al$d#H)k<>pVW
z@)<PYwxp>!{ToDZ3erC~`f@0;I0pxEhy{Iw!Vdi#R0`|q%VpPpJaNH7Zb8I02H1?d
zSIbd#`l;eS;=sLXc<G9Vj^#7X>aX#F0~8h@?&}cB4&S@0-@MHgaW71rF|Bd8PV%PC
zP;)R&AUaVJozY#N{`wiV6B?XwY@-|{tce&>*P2YXJrkOYoDymjK9E`2&1jk)4P2io
zKf7-nY%E=1GHAg?M-36IuJ6CSg7wg|HtqT#t7Yv*o(p~&xxK%BRSmb9?bEz-Wrmkw
zKjH+M=+|BZ%2&+kzr!JkuZdmI!>`rY^lHHQVgY{~HsqdiSX}0QzWw!HrI*L}<HUr&
z!_}uek1_Tg>+I%Dx91yw>x_djM80&QFbXpfY*6DpDQ^UHW=HLwz(=gXgKfQiargmS
zA&_CZ<ioK-o5PhVjoFg|I(QY-1CekN%o9k>4zDL+(cmjgXQ;audWzLeB$@g$82)N&
zxJ}4leX{n6|7V~$h5J#8<86Om_b14C>8bwXr95qUF|mtDT!zi<`p`VG%!pu+F)Jj4
z$9?DLvxaeuR*U#ULjxB6Mf%R`2b7KOpH-WLbNbgp$SiaA_Y1@0F`Y`MH}8@$Dqn|t
zV+GCD>T2W7Nh>tX*|mtELO6bFNgn-S<BGG~Q*5Vy)&@SXGRka7o&@T*;0>=T^z5fy
z4B+;<5A)*n@WBDm{k9zcetAS%lh#JSIh5kT+CL*nPQF1&)K@b<R3tvu#5GR%-iZbK
z8Wl0hCPjLWK~YL^yZFa+8pz{ls>~UTsxt=3nrp7hz>DT0M@r}45plj*n+Rt=(ZfJj
z+V8!2i*l#}`FcLZdL=nv`kJLSsAw9BIe4gSEsg#`IDP^x%p*^0H2k$iyX|O%7?JL<
zm)ahn67V<dRLG@k;{Aw5@$^Uok$maGB`P#>ET*@x^7vTuj^-%^S{;qv{NXoxWk|r|
zK%39+WW8LwN3^)xNtJE=UoWG_i_j^Fz4_YQKfk_>|5<WFVC`O(D);u{dPVngn;-pM
z1*xwFlCF5>63RWlkuyuMY)O=tQ7t`Wcl)64luR_l3E3=^<13Zpq3Bh(CCR3qv6Nki
zBW9Wi^gW~~WhO^!<vjV&)H0B4r5dq3mGHNY9a5h*WiLie?wuwhXuZ3<Vp*z&PeFQ(
z_c75HhqrI1&d~Jcfs~&2_n&>%ZX4fJ-X@7r-uiY!tmOKA#Ei}+2?*aE#Y_C*kKlHV
z;Pb4F{!2dE(V*P!y3X8lN?vTdP`0Kw({BYmzo<Vh=~<tLW412pKpIGjp#QKAMhr=s
zn_)J2Ybm_vGZ7Ans5|SJ+v0d*52!?oKstlVpollk$ANuRBw3$8AaUl-svlb$Vbl@E
z4fda=9PVgBEQc$Rgo?TnJ|241FjMg}AaQuCe>(IMh3kV|&aPW7nWIt^&=w{Vo(yy<
zT8b7}GX0ubhhkWb`l_j&`Bd_pSwDN1-utJPjW?~Y50#yhJ2NUu>AI)s=b`6h8p%*T
z6s!_($ZuV4zP4)T$NpS563<x)wPQOxKJq+Sn6aG&Sl~;I@~1kzU*L{%e!vovI}XeU
zkA_IP<vwIzjclIQk6i$J5(6g;A$mQDc+qC@oi4roOh3$di}Os5Q*3$_<*By+O|8Kw
zwrJdhGm#_J2W%oL-}vjV1f%r(Mv)5)N1yADF~d8}P%2h`IVw0WPp9KHY@lO56<%5_
zUUKNAm(kJ*V(VAQ_U=_y|5sb{#fV9U$k?FOOc(R3bIv#~f5WMp{vW;vE8!oMOYWHi
zuD@gzKPH)d9DqPpczAhzg(MU;tFV>CQ2oYy6;V=#gBu08;#uV!FbsF`npON<U%cz@
z3GPKj<qA9dIrUe%DD3y~Ou4%Mg%GmqDOct0_I4hI==wD0=}T>GZKjxkq>kmG$SAA?
zZ`^wN)ppNaW5m~IcZOB5Nd|QgRIT{UN*Z2LuBQcv&Q22mBP2~3ewt9DRPpbmw8r$4
z*8KK1>^R1|(PNN9O(QPLXEYu}L17)U{xQXSq}^1><qKQt>lfqDZ&cS;dHav%uV!l0
z`mr6rp>fB7m@aU$)r@^leAPH?Xr$LcY7oQl+c#$A(oYKY430?^+0~>DjIjlC?@IMW
zo|fED6HZC?z3ad)6Cs>;49hg&a~X);&dAETqS(xf-Ll^BF-`Uw>L1$LfF!XrBqrh$
zq+K8f#D106(x}t(@%}>p6Wj87!OSWz^Zx8%LEz}%`OntE?kv&OkeB3KW*iwVDd`!X
z26iL8cf4Q==<1hOH5vKmnPVvBoZE4W9`Ua+6B7N_tt{4+e*~H6JQ}Pzhyl!>BxrBT
zXs*um6IyZD^Kjb}MN3P|Fr~q}T&vxl;Cdm0o`6rpF3tI^%PybH-M;RB{)kfq0Qs4K
z+7$R4EqA)-6vYt!^N^P*1}bQ=JKW!QfK7<z!+UxBW4VRh(GUZ;&}8S?yiQp@5?O0z
zU_-BLF?JQV9$0Ef5S#5#-z|73w+_hkI+!tf_H5i{h(2_rGEFv<P&N<hxih&e^(6WN
z8n55R!92Q^mF$0$`tmR<DVk2L=1<%Ly+ehaAw+#G=26xu$`P1zVx&iLW+2*I{TztF
z)zm8YOtr7?mN32Eo&RjLe5$dhi(R|t?%&_L--J4rOgTK?h}Kt9B#)YB1EeTd&?g9D
z2M4M24A4I1^jw%A7WM&yli>?)BSUAAw*ymD2g8Ht1fIF<W{a;(-0<NqF%uD;XdlwQ
zsmky&V@X2|Qi98>%Jj7PUl6_>uX=CvVc))Cfx%T>)X2eh<Xs!r&37b+&F<UHd3$<3
z{^@m)Jf&L-Sp4ieAVZ2Ut8W8Vf1-Ts9*On6Pp55#m(kx&WNMmz*0YiK+;))R-uSU?
zFgLH3kmTRCQg<w+gw$2LP18LEt7c|o(4t%AYX1W(h*p&1=%4r9a#YS#;1NQo*1Sp1
zUc2eq!$sLwb{UP9J<XShvRKARd=Pm&!wHfsrK|pAfx%}X5ar{91D1tByKxWm&uK2i
zNHI4o_a{6GXODu*))&#W?Wfn>B_$=CKn``XpJs2KauwiQk9|_p*j?=R+^pr*H<|h_
z70o=cQ!^<@rV=fYrW4;9a@jV^)S&1$Ct=4g^Q;#n=g#BXnmSd`23%nOh|zlzO8Ije
z7hdIKF8AFVsP-nAYrHY;X9%A?D&d0hm>b9W0E1bS;jjF<041XIZD7c+mR~652e8Ce
z66?GGi{a(ubl8vhy}s7{^f_|$+w8B8z*{+&)C0^pc9yJDqz!sY3{^#qel%P-G()Bw
zK!D&wYHDMKIykA2N)^3a%RISK&d7YqNMj*W`<{ri6_z?SAHO{JPWTn^6aTw`-&fBZ
z*;%_U$D=6<c<Do>)RM(E`8L8Rd}Ow8QZsY<4=yeNx}sg2pC6h3jWyy=`UHGS$nige
za09l`+krT2SVEyS|8G0X{7-QGnv#svmQB_8ac;!oiisM}65D=scYITjZNfa-w)L6)
zh)-#no<+s@BQ<ruA`geZ71#2>a>u#9-busRGZePjaTAN_;|QcRSju8%W{%X@#{B1i
z`kyBkjvii$IA}rC8@^St0w9BOCuS@i?cx`0Kj52J9n6mNp9L&#1ZS*&NX~HXva6Zg
zbf5=u3+kpHl_J_;S`dc)>C)IobnEO<E&fd}p0B0&3#@_KT6|I(YCV)l93m0HuvP4t
zVS`DRK#Ninq7=F`iwGH6?)&(d8!+XEj>))BLS#yv(vtuSkcAR}&eTiQ4nHot;1zus
zu2*)f-ViAEa6KZw`=PvP@~^!4>w})vv)#UyVfF~)3UViUEa#p8ffrjV0SC21eboF`
zQEqR*g<tJ=?6*(ZUsQ}NHdsfmsdI2~2`x@pZK)m*NFMU#$cA?H=r+m4IMz?_s3h4l
zu4dHF&pd7c0zkzm`Eoi{+OM&P7}Mn&*m>d5QN)vNOV|i6P=Y?<8^k8Op&g?PRy?G)
z`s82cjX|D>-5o<^A!<6F{zYK16(f~6L}U{{PSXI<On$1{78i<{4(LiF`;~<}_f=~E
zzkwcXVYiOQM9itBJMm{}X-U9-5^U5R@>!ZwJ}}#k5VG0|X(G`!<C_03g8r6CZb51k
zkM`%8%|n{w1O%O~PeS%)Lun-TwN?DLDN|}qEA0^!wmlCxOFa}n-qL*UV>7WZ8Zz5w
z+7xbJzyaW5p8#1O<@WPmCh0(*SYf;Aw*pYWY{3}r%>iis6(=;XfoNp`!cEk^EP%$)
zz1IH@n7>S~<D<5cCAA17_8=QD6%gH6y!_i<NRy~sCVlwCrD7LDC~@&5U;-}=>#?p<
zlEltJxn?M4m?|&8&P(<?V(3-JHni^jwiNJr8ah-XXI8E^MauE|I00&z3)t)uIZwX5
zG|#9k41r@lrM9Wz)zTjG?cGz@W@RFfxwcT$1}DL!;?NZ7egj9zsn6Gsg1ihs#E4%m
zTHBs&kH$dc4bJ9XJjdxS`~&=B-)1#W7n0*S4X-n7<o@~d=OwYKX(GCwGI13x$}(<~
z^%Qf(e0Gw`g969^wWRTROt4b(5Ko`T6$AE{ay2L>vuTf=PL5#Nj6LOXL<k2v4-cvl
z^9aB>a09O3q{Ghh$(@G}@2m&+0?%psP?oT}jYT}RVTwM@Jx<^bV8&n56i>p6tICzS
zzG$xUK9Q22ZdUL)0nvs8wuar8x6Ft3HbF#Gv72AH*x1_I0h6)dY&GD_?lHiw=S?)A
zyc4?a!eja~oC3FgQcO4Q7^ld|MZaM(!U)3{c*@ZJf1lA<Nm&CFi8sM^I^|?{)ME8;
zRBB@1o%wY)17P7aRs#++#R1|I%3O~2odp%df7}o7TjLlMCXmX4fOq$2<GccXCl>wy
zGyfB4U9q_hm4F?4jDHwx9kcQqkeNJyi5fPRXVAsBmyp5N+kl8p-a)#xxry+7^T-<y
zDKJexlB#=lk344dPsE(|2Rca8Cpn*4Ts*v#Xz#_|I?uQmIJa_<FmVx?2neGt_8x5s
zyI8na%cEuJiHdY)8u6|%wyK6~!igx1VniMB0AW~GU4w#v5hhoRuw6|03x?8S%l0s+
zMmPD0yw9?;s3PpJ>DNko6IHgn6;n>p*JqDBgE-J?E%Jjo!2`YW)X==2<5@JK8vvin
z)ZAJ3`4V1ycLLO*O!|;(c`<?0x3BB?gYELZZ2=4gsDq8F&^;R~-hH*xA5*bH9H3gh
zOa&2THQZ`{{R?SowHOUX9e1L4GG=K678y+^^(^Z<PyF93K+WN=?ugikIKl)5-VTAW
z!p!4%yqV<i2^G_ChyvLM#>x?<3_)yiL;(q<?E24OuqvfnIUOCOdy9Ovm0%}1+!PS|
z0NY0+AooX}En24l^r&QiMz(|9=gNzp=QkGdMrQ!jIrgag|MqXl@cM^btax6?19o{%
zVWFZD^9MKx4V3<j{>!Bz{9s;RmiYbz5G{m{M*tz3T0rV{uhjN?v!k7#3_l>tkr2O3
zWx@)spXlpTNOcB}{lK!hWKWjGxPlfcP?-XYK@HINj=$?DRg7kaURgHL*x)E-br7@R
zOK4;{ouGLrPc<Nnok8*5hl>p$?z0#Ev!JF7-plAgg#!*&*5L_X*Z~_e^B{ua4!}Iz
zvc^i36Sf=2c?50xm&8_suT1w>KY!|>{=T9@2SDZvwqM=~d(0cz<6t>VDco%)@Y+-Y
zhyj?ejJJ6T7UiV~z*}8Ia5O5MQ|opgoB3#eEnxoHMkfB|^rW9KYc2F&zLLs#jda|h
zRoTr`?{4BFSmW#~;Mh-v>O*gsE^M5ujt(@gdhC^Y@U<Gbb+tvle@t_IvKQe@M{#{4
zbPZswUjWen8if?K?=v`GQXl*RJaa-1`T$Cgb2~gK{9siWbQZtjG0t6Keh9ovq{$kO
zG@XX*B0%1;y)^aC@PBz&82XpLPB~cyI*sgHq_`~ncR$>zIz*fdVTh!y6`GIS9`v2a
z<~<R%O_g$-Mnd-kw%xm|hkT0u9!=5vzx41pYlZZuP0P@x5^DdqFmzAuaf>oN{a4Fu
z83knwjg5eZa&Iez1{&Xj;jQp*8JxgSEc&31bek9v@^FhAJ0c5IKD%^=WjWNXbzHcD
z+X6#@tw{o)N9R*boc3bTXCs15fCK^oo1v^i@t){`euL>5#+xY*iS;nFiS;DFlb=l`
zRiTytOnq#7yp0rY)jT1#7a44sw;ze7`Us4_@SRUkn7IQ0_w6Ln)%7`j7J39vY~OKw
zqj~hWJLBzmOp$r=U3Sa=vMh)b<kDdHxGh8@Zs-V|Gbo-@?6!gcyw#<as$&w@V<!=y
zmes}TtqOxL`ISxq%6<%xnA!6syn(r%SR=xn-H9fC2N1gvkCZkH`UpQYtOD68bux&!
z{R69&ni{T0Xx(<f)Hg$PEoc@WlYzfM_7G?q82*=nwgRq~N$zVvx3U^zjpu)wf^4Jw
zt}qj{5lt}>MhMylY%JElIz}I;&_s8U2wp;|lb(MrD{VTl+si%wt=GCxE($0#44!RK
z>tsPvrrT1HwleT@9RI>?{RUSWL34PvzScD&*F%`PZW2@8=yODE9qw*!WmSTJKC;=x
zuYqfhj~!h<07tKCFe$%W1JHcel{ZlG)XAx0#V;d@poN}rv}i$36R&AyyEds^Rg<ou
zcHmQ>JsKa1zYQ8mUJD4G@4!^F{z|@{=h`5;2UJoV(?}?LrvDG`1)RGjn8I#BU>%U<
zlo<YmhS@=}2irWm>vV|bi~4MJb@f^3zpK!pjxDyKSh@h1miSN7S=ZqZnZmCNI6On+
z7VM!3e;fZnKD=|hFg}Wk@{xy20!O_#FnZAq&06-v#KbeAm(1zgJ2xmag~py`HM;i`
zqr2z0cb#lrOc74D01ubtI9o9az&Nb=lD;C|Ea4}#JRvF=&X&5C-Q;Q;zutck*&Y<r
zP~5bnr^0fo|B^Tn@&Q1f4IiyH8%jOE{5`KeG*M~rs@vfQzj@|YgyNoBn0e?!OHL$`
ziDYS5IpG)Za#>{N{zwFzuzg-!X@bFS_1NP-R}v2eBblABCwI?tbW*@2UqeKXV-u!P
zkx$W)(ijw5Tz|4?odg!>|2w%dVu!OJ4WB)GLouJ7`z&1nW0_^K=LsHm#}3i$gN(KJ
z&+YA^wf8HCC#G)ARbs9TaSMN#kQzmMUo^mv78okpk=rx}7&uQpGFb0$catdKk6=zX
z4V1QdNhr;|z3Ye1GL?GV4RQd`l&Q`^g0=iw{1}Y<E-EY~38}$u_gr}P&AUNwWFP*d
zQ5}tRX0xirp{t0p9!$tXy*y`htyfcIZmSwtsA9cs-vXCO8jlL&G?(Y_aC{>l1qB7)
zZE0eg%MdfORkvmmSc3@1<6&3=J4&Cu8M9ACRVZTsRl6iZuj6vBV_r&Mdnh--n)aEx
zy3Loj--b+w(Y!uQ2QZ+x6=7!F_C@3UOcb0%lqO36eFw}ig5$>yxDZGu-}Y{S!^JFm
zo&Y%K6~umh{i=77RmEdd??v;D*sqh?)>V+9^rO4-Z3tf~{`t-m;>%C&M3}oOK%n)5
zeKWQ^*AS>IW28fO5%Xg_`ZEfEnLB>|F<kN7Q91Scu@?(6rurWNmER5u<rbWL_dIon
zO&yWhum^Lip&6+`+cvBTefs`Truh@+7;Y|J#x-#11HPp;E%4YV(;MiacB|VJjWq@S
z>aNSS9#!HvEWEr6hEiIUibILwN-(8E-;zOv)SnXE^pnlK&3NQoL?BYrScio8=Mg2Z
z5j@>#S`un|JYHhp#(;}giXkhi2Z=l?lE;tUfR*_B8r*Z+PmVZ%-ZknuOzTUU>~#nT
z4eksc7TDY(m)#A?P#C-sT1ey4*4xSUdBH3&$MX76aq9`ejw9aPy4ZFo(6{U?aLt={
z<Uj-lmc~bZ_(t^eg$f`ne-@@r%<UVJ+i@N&<US$@wH%~|eX^0b;9Z4lPlEHUqrr@S
z!;4=ie&A&8tM7mbV+aCk#a|wc6HblJW_~`ydshIMRASFQ4>1pCB@Cy88Wi|#vd{ij
z?%OEBVRIIQ=3kTyT66lQ($s+3Am^GP^?HeTk7BGvJLT&bTYecuxQg3&j*%pcCr>T%
z!3fHjihXWJrSS=vrQmV%4{a0?q%z-q1{`Z_DbknOh@!_+=%d4iLHyDl30>M%5ruNY
z=96w3f^ZkasrW0Kt#TmDmhD_A!;#VM&J9;-+j3S~1HZ$Y2?2C0DEty!4_p__I(@vJ
zl7+h|TQGCb;j!adZmcAiGnjM_>$E!l@A6oxl5{2xCbvI&5`T?BZ4SRpQBv68V!#Lb
zs~VN057(QI6ZM{O5um&jQk~RW4dTwG4E|+>>v;{H((+EW$u|~T?LzP?!V@$Jq)y}*
z0PPK{mb0r#xs_qOI74YOo6j;r?v%!t4$I3;XcKT3L<hS7peMrxt%Mif3q5zXdqAtP
zxjbA_SfJ-t$#k?9@;x?TXh+)YyOfoyP(V%No9_+lX7_9Q$m8WC?DQDT@rsnyeA(49
z+#}AF=OifLw$RrIBmBN;*gs}E*s9zofdh>yEVA$^RSWKSZFo?IC|j~$BE+C~-rHzL
zxmD(dT$+shY?Dt05R_z0*`>-fnw#vrypiQLqrh>K(L7jK8DNoI8IbO7=yx9+jF6qz
zi~_2(eSLDWOVsBD<N%ZSAxF8Oe?wdWA?PsW4I2fBz<KH)$zbYkn^DkK-IjJBh}M3`
zB9zL08^VCJ5i5JZY<oggI8S#s42!5acm#vFc(gd~yZ=3WokJNw$wuwtm7IMFJ4k>I
zS>Dy~wwebX2^YU7-nP2^0s?_14xV_Kd$_3r6%)$JiiQ=-@Ovm?(i0O@I=HVyHC!a!
zO+iY!l86<hmGtGstS~W(=3_YOQ-z-CqD5gPOm;oFL{7qI^)Zy1%gO>4T~O@gzmXTQ
zUGGQtj3v}(W+a}Om~gFxxztorMStxof3()Yv=hH}=okq~+mEe3!C`Z<lmW~2ss#YY
z!k3C>iRzXTfaStMSwkbypFby)(zwqx%6*%Dfhx;ikRWBYc9`J-tO;u@mPDYb>|GkS
zyvp$ZkZ3bfe3EC5yi@Z7>%h)(ft!58A}k&346~{TM4~B*6-E87YH$KEj91jtB@tJ&
zMBBuRh*^BQP?9`GjhWpz+n#l@Zk!ha>d=2PSWOoG%GutODyoFAXAR7+2o8FJniA@y
zCL?-tHmgU}H0r74tmp*0H*)L?9J@A@-^a}3$2K*|Ko#IJhq0Ss_&`!43PobSZ~LBA
z87K0>-lXH=I+(8mO-;e;hr1Ay{fY%WMP;^C5QtKhFV#j&mhnem^PYodgGnmymfI7|
z@r{tlNqP0;U`r@}R|2MJL2rtqA=V!qssm7&)$O?02PV_>6`#J(BVvimdX^7tPJ-t)
zrt)@q=<S4OUD(5m^2z%D<;_J9V;@uq=L~R->&T;5J$d*W=APmHsR4D+@hnW(V)cA%
z1g2=daC8Qk|HhIfT?jF9Eh^edXi}g<;UFk#7a!mlk{t);boei~%7+>m+fSHnJ1$^)
zV41IeP{vE7JIm9{*A4W)kg9aVAab0TeHd4B#q~|b{e95+rcmspXJ$YL=Ti5Okt~3Q
zJiH7lOkmiWZ2?9vsto+~(m^SS!LE<`DAJ2*rls9!NnqB%YOsxT9vL-!zb689*NNjz
z5tJQreaA<SdyX@iYrwXg92+S>_u{{VMo2obgFw7^K7rss*E3>~=Pw>Yx_k0%N8-lv
z3`k79wG0`+wZp`*0I3DBbd$p%lZqBDT1KSp{snk`JC173y0$(d#>$+{IUNmkj7f>v
z{9(t6u7^wG4fU^w3D2HCrvO&jSNQEvaDfN-oxckyYB$3dpZfp?<_L%1qy&(SglR9<
znT(OEp+!+uyhPik-^m8FSat}mh;v(WI{W*gz_ehe$D?;Cfunn4fzNWptdL#4^DY{y
z;?8Ji4&k`{8rWRl@RQGxiiH&2@XZVp;rsvkATVnZ${FYp<pH4%Hc}VTX1rTAW#@Sr
z4F-G`c2h&ZT*J<;3u2_*J98TmZP68{;c@W2<$XPG{Mz@%>F7=2rfJW0Ow(X5oW_*I
z0ij2Oh+IS@6=k9K&YhtbCjp(5;bV`s{6|_V&}E_FVN*ytZXcAaRHm%z%ZwFx5^Z<s
z%}<{>e(SEK2;x+GlSx}EPA~#lYT$w54cSr~8;SsZL0bHV&omawOK0CMtfqLy&ucZ|
z1?9nAP;(f_4E6^g&Msi8OL$sTPk*~ce%AKC%RzCX+?J93i}&{-u2dO~!&@0o{)!&e
z`O5u#7XAAo0LsK<`kz;IBj%vobxkG}LF8%@tNjilnstA%V6Na%OoQMN@7T>QP+VJD
z8@#H7LBNv*>FH4Lk*Y5vP)J4wFAf%RU89g(VrBU@1KwS)hkQT6pn1t}c;ta(S!dYQ
zHgGU^kty!`D+Z4Q4~}@ita@D(0hWuc1AKGFkM*j)3w+cDV5VQ{6eIcr1SiSrL9AMN
zY=Fg)bcgIv0$N8p<XTe?e#RHh&wCu%!hGl&l~<TC_kXj1i=V2wnf=ZIWFMc)n{S#7
z=y2jg{)<E|PLfMgoA~LG+eK3Nb-5^0H(s}4rm^Hb;z3Vu2b?@f>^G6Pt*kumr+4W!
z+CZ52CVyWI1RhmAh^>=@+ve@(mnq}L4fM8=YKabZv2<liIW6*SK#047G_n}(diT0)
zfJF6hb<J#wA8+yo3+8Dmy&2s-hMt0$?>6^1pgE^M1VMCINp29#1;@dL!sLPBOKn5U
zWkrw;{Boh;p?PZ2;A28xn<m*#e<Nk1DOc{np*qyPDXG3^OwNq3h#r4+g7|qdo%Hu_
za~{IMWsF5fy66go;VfyCq|K5<>ktujuJ^~Wz8q5=r|QbeIRgV?+XEyifN<pZ*sz~$
z?8(3dy~cIKW-(&B`v;l97sC`tz{n?B8rPU~fFP$JZE(YUntZs`tg|v){D&(A2c}TZ
zH^JviuwC>CNlqTSH0wNqjA)LaEM%BX+k<IA4O1D{#F>`r&6@u@xc9!{FSINkM=()}
zFJsQm9Kj;&mL}2|)S`G5XURrG1b4oO^xz5z#)N4{%`<Yps3_($4URr_ZWv9l{l4Fx
z;>~DTy6Uoi%X}h1S{5kC)e9bYe}~Q(@xSm|AXFUa1PDcOnt{qd4(+-H7QL#(wA@_Q
z<`@Tm_jR<pk9&Vh&+Psse%%!;RNUY?1{d|BkZ6oweH3Gh$fO=kRO;*EuM<25+64O{
zJrkANJYLtqU<iK~<wOWC{5kkgKGiamtTNEb{M+VW!k0uEu%3J?<AL(kHgHk=vW}bj
z)ZB%@g@T&~#9i6GDRG-N!9@pUtxMxOyf$GiP8Bl>on-41>G8H#k)A<i%4tZNNK-sh
zvl|$jER|uH6{H*Ak~mP_kjX^m=5p51z?`__&h?t_+z<<daR>Hbvj4723QxnGzg3O`
z^G+lAa<$FsI<I!k)4Sl!tHAQAs;NKT4QmPg-^B5xfbzb-%1AsDteQoyim!XxhyrEq
zIK58g+d5~q=-7uvL3!Xx8slxs%F0&1t@HO9t%Kl}UZ+0*6ZOt#0bq(S9%Vod)Z2uK
zLskIkRT2dNJZszOXIpVf9X#TD5oIc<KPBy<7zE4ofI7qg{TLlJ(4h^hZ)Oy)ii#R_
z1~HoYJJDlDO@G|u-I7TazuR`OY;>-9&&?t~MR?U@@-gd^yOsr+anFjYnXm<24eJOe
z;ms=Q!bU;;tF_3$x#8=_yA-hal=JbKw*BkueU^rsZK2)Zkw2DEN?_SA3XBn$w}xe{
zE8Z|t@zZh>a(Jc^rgK)xS)F|m4C9mb<>Lhrw5p*_6h`$>6drZ9rTCX<^-Twxuo@u-
zU{Qb*y~V9fCO+=wRBYB`Q4-67%d|reRsi1AT3}ea3jqAt6ZXc}W>mFYK;AA2PPSSg
z5VR0l%!zbS*-^8UUNqBkR0i3uQ3E%!5F(tB&JiN~twv{IoD_bU+7`g2i9Iqr0n>e9
zV%68?M3~~4f5A}T;QK_Epmn26|GmLcw9Ihe<qu!;$sa>i|Nol`KYmlT<uA|A^$L0&
zrldz)gQg?=&%cO%@%^y)TltKE*nJ(d7XMOuI<>fEkT}kZrm-6rcfpVpxcfHQy2VNC
zLZJI@e1nfL=VNZb6yu|ztHF*k>!yJ|p%h0A9#ouj<2i+)$~jZ6dhjMveovx|Y>43+
ziWd^U#DWGaGJ`5;Q4Agd>4!MA0u{U3z`mT1os_Z1I;r#r8oo??ptj!=6IW1*A;&mG
znVeEY2-kTRjeCWgZ1hbN-9*}Q5TAuf9DUghP27nE(f84M9&x9xpLd@PiU0T8g`<S;
zK=^rO2LYe<;6^<@Qd?)Xag*;7pv;$pUMHZj0e&-XI9cL3kh_zk<}QvVg=IVivI3?P
zb|+$^aZtsXaF7TTCQ6sy#3vK~CX<Bh{`zz)npYrgaj|=-O9;e3+Ez`ng{WCq5Hz4x
z<!f9^G@!;w9tLE0Cg`Z(SE(0bZIRnOzHN{0cm_*%#3<07T`*&N-Yq#%A+_1^oFnN+
z%MK7_V^pGsu9=z&yEirkq;(6b5nD4>w&qlEqn#c-f26c5Z-6h_O>uG>F0{J|&cm~k
zAu`xXsY*$ffLc60OCp`eGr`HWxx7+U6%Ysz%_9rP$TLR_^bjh{*s3azTlbFT3BE>9
zBCxQhETf=Tz-2dEoM<1kot2=52`=lEr%D_@V>8*srvfA7nI~_E+Y2Mb#d;!bb=y)D
zDAw5icp|mcvcVR;y|jmDTX$B#{HO|HxG!SU1(k>UgM}3Owh{i5C%ui?^yhZ8ZIfbo
z7m*)Or`~PJfC$tQPpPu*-ZJ_C4{X~hOS2El5{FxbC=V;x;_Fu+;#BkxRhP${j%tQb
zxrXL@>?j;m_!l<iBB0`6z+udq3y_RG{g<W;^r81ie6ZM)d5wsHA&Dfs#9{UzWcIOg
zDq5vqNjU~5kS|f4u9`^609G6M%Xz8pUXPj~dY9o~n?x%)|0fG5Qv>pi+dcS`n%D`7
zk2l5QWn`qHSnI~=Fuki8V+F>L<?rS*i}GytT8oD4*~v~rf`efX@$G_v(OwADh5)-*
zG9B6eCBP&9f^oF#Y>cxHC(<$AT^5Jd#)?aBsMsy^MYLFx(|l5JIFK<n<P*kc3i;?e
zeI*P!YCEiHn$#Unc=9OV$SE;R*?<)3=W33Cln@atmHM?f-cvh!-_+}Cu~WYlJ2})^
zUO3<3aEaszpv#JqTzE8F1_gCanGVZ9;V$6Y<5RzhmnlnEgZ?<;R!Aj2hbc%g9s;U*
z#c-D=7RqS9Wf4k|-bSS`DdxrMF~G#l-GTk#)3L;c6PPPjNlw=a3_|_NS1Z)4xYt+K
zGUPi+nKhu{%W97^Ix#^CqT8x0FUP?OLr|*qdC4|Pfhd>9Z*?hKs};_y%)k|2iPH~X
zLihVNOD=xOf7%Tjn8YBj3|kCU4DQtAelh#sx@jVU#~<T5i0je+yX&zhfhDb-v;3yO
zMv17%B)aKiT4ELAD4fWP*@K)Q70)zK@~}SAzdGl^<nX+tq(WcFWkqab$~P4qKnGb8
zzix4%WyUsa8<I!QgGQssDHitMlyM@IhKe7+>GCsM8uZQBOJ9{efY#uI7CSHthf<}&
za$?XYT*FKQ_RAIUQkg(%D_$8M5DeG=k;u3;?OS!HPM|rPDen-@2-qYEc*@(ne6sdg
z-o&-<`-;>^Mf=!7(0?h@*tY0zHLM_+dPJiPhutL+Ezy~1ScX%5;Vmq{9Tu}pSblH<
zxaPq1^L*mTNh&={FwiM}+D&8=szp3FLOBV%D-RIpO?F?Xi$5WhurPSQ5?{08#PjF=
zHTklf=;+(igtAJiW22*&u|bRt`wirYFsj=aiVT#L%Z?Ua4Ys_gs-<4}l^poG_I0)4
zI|C)-EO>KWxwpKMlFlU*5fydF093|%LIPCO)Io%XR)~1J;8npzyXbDtZt$8XW@_<g
zz%9EH{l)rineO+Ydld^Tn{R+Is#L~jre`jm_i1_D+Xy~k8GDYXYf2{cArbxSZ+kQc
zANcllcz-*Vis+Wf=usTZ^d$KxnbfF`>vSKFefdJma(;luxES%>VRm7I_yl_n2le^;
zjI8u~S8j;5H7E^a@l-c6h=1}51BD+&@d=wiT%uAKmbr37_nV6s*{J+DjpTTYeU(b>
zrtx8#?xT2)YNzeO#!8$DVu#z|60d+T;kz>!s+3vqg?{CCK9U)%bh=)0A|gM_XWQAC
znRZpYw+XtDayUn<sEClXSf!9Sqy)rxqA*bveY0;zC-T!}j>k7m3ps^ph4jQonPM(w
z3;B)v;<$4*<S{b<72Gs-99?_Rp``SLC_)su|EZ1sn@2?zW@+Ft?KsirVs-F%NMKpw
z&hF6G(6wLw6iaQrX>XP3;r1@^Byiqco<M27cmk3LW0;3;#4?)X=W}X_ZJ<-^Xwk9w
zpAqY7K`@b#L^w8zQ4pONbUz|Q?{-Q+#33IIs0IaPb6nwP(I!OVR+APQ7cUYgV1pH)
zaK#`F!&i<f#6K$~6jp0)u=ZblAuE|v-!J`&s4;yL|JQYln}pgMj{!h%Js(Z}d4F&l
z5%xP)wTDT20edccVDAJt2EJ6|&SO54FfBW^1d=1lSxj0pac06PA?$NRGSFlq8l7nL
zh$4~f9<^+A{vX6GaqvE@=yun^H)K5DQ!c9#Bp9f$-#8b_-0m^8?r^2PjCzIcS|3LJ
zkD_d3q19sk5D?{<bjMC;Ef1^XWRowe3uUa{l!1F$uSX%4q|`^7xe7>RmH^c3rLYc#
zty-1Jy;;>WvvCs#fxwub3&so)`Rr-G+!_C32;_D!Kh<|0-@U^2L;uB!3V5BgrvCkn
zzts+I2w2n`{bzs@4rk#1P9tCg`x%CUR*(@u$+`B03`k|v?BQ9I-yPYU59gOJ6@jr4
z%z-S=s#sA)40Dx<uyz#tw$}oGOSdYgy_XARB$0iFCoBwH$Xj1yA!80d7IR4=^C$9M
zjwo#2^z}KZ2{B0q6Lt1(zUtd{r1)9sPRVfocywvFrn<neoaXWNEc=akiet4Eq)#$H
z#*P-R*ho|^gWZ;YsN84E_~Fh*0xSto>ykix#qlU7YPM_udI?&%Si4cjuh54NjU3XI
z;;-Jx$g#fkc1V&AtwkE5!;o?=0Rgv8KhhP;hj#WbGZgI5?JTV3lD=!%X?*W+j1lMn
zJn2r8dEzQ`L8gb|Yyw{26u_P9*c%p);TxHjuax*VIMYC0#Ba74<aw@FwT+^VOYb4d
zs1i!`$$MokhrmEjfH;cVtaA|?yLXLchA$4|oVAR`F*m?pb5rVpbuYp#@H<{?f1O#~
zZ*F8t2ShQ>q_79Sq|#hKKQq3wfR~+JT*uH1I=k`g=Y_HI(NpcvFHBQmL;#R$Tv7v*
zP3``-(b=g<-|CbjAtT)4tsw>`xcztWZfyk4%HPqGL@DKW(g^5{nq=(x5aDJOJC)W`
zZktG1oHPiINBBtgl>dk4EHOF6|K=CG#jSeKM>}c&m;DUiu4aMM(jpdd#M~Fw_v#4f
zc4Q&GH?xBG#$FY>Mp}RyI6gJU<JbEn;A&|D^4?`v4}~z_DguGyXL5cuYYHvOXS%-I
z7j>%NZSdK|N3?Bz1G<R~M?Q1+!sywL&lMg8o#+w&F0hsGP^B+Q+ue$Hs$UA*Yd9~|
z1;5xy0*2ex?zl?hVh0}JHN1Fb%%V{VF2+F9GGV26_AxGW-Ik=}HZlH$AZ?jQ8*LE;
zRfxbGnN3X2(=>)~DmKnbmZ%==%OaC9?qs61_T7TlLHx`EQNI+vS-u-+Ri;4?k#nn(
zt=qWT{M3(K7S;(-|Mea8@ss5L%>uGW9Siy8RJdX)x)Yf^k^&$?pk2sxB!R>T#MKRP
z#%L3gA9r}Rva+HGoM=uH@6AF!Q}o<y6UU*VOZXfvDtY$1p9Oy5=HfD2srwNg>wO#)
zH#p4v$}33gsU&CW>h;<y$jRqa!!lU`lpPrHk2<yc*ta!>i1-G%H%y7~#DZ{}h**5c
zlMz_zvbI^&L=ziT6TMCpm_hDW1z0sswL-Kt_W`hjC)Ni?DDpAC<8Ccv+PI23BdH6W
zQDdbl8##ugM;bz&$H9VY=F!O5vw-}rbVd%ml9Ch?YZD@HIA@|!MSndu*K<E9_Hqdo
z^x)-ee(QNbx<V;by6`<Yx#Jk*Eq$mcm_TZw>w!>fHuk5I3|Fk;Mn2{UxR`V*Xye<W
z)=1D*t^`8^Ow@+Mq%{74Lf39f*-D8&Mkw6a$SCJL8u?t*gSClnyU%|jICX7}k#bUA
zh3oA+S|n67NF%^7k4l#?nzNr@Ar%Y&DJz=}bZp<tlD<C^AftR3T2q!~RGn0JZqO&)
z`kQ-irkXGkA^~`{zrKF&Y@VWOL5O`l>m3!w6*GF~uL+c?ri=_@3OYZFSg$XdIPUKJ
zZ(nuoun|DF2uD|f^Z{z<o!zhW0XZ$DkIL^3HQ6(m%3zZe@xd%K)>TDCJ<;3NR&)72
zN|@6{7AG%=gTnVyYD@pfQR2{3*bM`kF!db`s9_{ie=Zt#3w+1D*<^LcHfHTIfT{V0
zjrUfc2B!o%9SXWA<zUdfh4yh!_;<6MNw@=f81}H>V74?nW#{IjgA<^vUdp02e$<%x
zcNv<R`gS5?$<1o{<B?Uah$Bk`ZndZ6d*1xT3tyVtqk#GDHBMA-Ei2?|+`zMK-n)Fg
zS;$SyafSlBp2uGSWUkBYM;ZcRixNft{n?~tg*R17_hvN!PfvFaK_+DrED5|({^DdU
z44l-qBv{nC2%UPuP%x{t=?74!m2O}BU@B8quyrrf0$sQhq*cQL-p}YJc}B!})#&|P
zllBisJf{nfNs)uY;jh2gSB`C-`LNk|O8Q8(EudgEJD0R`_DF3FWZpGh?TZMw3I!?o
zP|DMGu1LP~o<d=NCx9F;Kl7wzZaGU2Qm!Iv?W$>PoIz3%qT-x|PiWf%Bq9&j13;pA
z`!f)M26|5cmtF%9bk=9nB_yt&zmGVZQ+$_HJUy9waYB^3hj#E;$)p&F=m%>1xssjg
ztGo|3HZ~_nr(vtVEkK{0dP0m?lWDLXPNt|eFT4O0*iDk^YUh|%=Vg(Y_Ud>2maA2-
zs0u@AQ19{w_F`Nt+yML8@7JlaO`V<hdO4J9Y412Fs-4$TkU_ULTV1#qjQs;6$ieYL
zfi(aXKU&bXs1bY-tmThPX>3t5BO-&Ul(<r(VcCPeeEmuYuwMIqX)}B|+Vs>wN@T(K
z`aeH(Db%ObD98nrqwg)bosKVh8QW#;ULWu0y!|c_PdI_}FOny$5BKgeLl~k9N<XnA
z{)%U7Ydah_F^Tj?Uf5cGv`Ezzl;*3D;*li8uaK9ysQ<75gxn>XituqZE@S2Hf^cA6
z-x+xq>i;Umsq^OlPG)+C40#iTSH|KxcQ6fjeA|5%>n)>AT*XGO=9t!r7im#}EEPY_
zo6e9@|9x{nGL+>ZvHJJXdD&Hv>bOphY?8lnFVelOtPE-rZ6))bsOlxO;%}Qd%U^)F
zWA%EWI)d*T3A6l62Tn7Zgb2Eb4JZL}wA(B7!o<W23tg}Iclw+Zv~jn%=pS#Mp@loE
zzTY8qekaRw%TI*u#5!AR+$!N&aht_@aZ!KkhrSII|95hbb<Nms1IrZW*mD%<0BSd*
zW!Ep5#eH|U<tFA9oW)~$$HL0WdV*r~Z)<rs;_aWT8)a{Q)c2Ti7pVh`TSUm(G=Wbl
zxB&3^lN|Ol{eW_44c#B{Tyzz}d2jP2SF|;5AMv^c>DT51<&8@dsWy(H&fISTlvdB;
z<We9h{w5SiE;8>E{;${ts}{-Z0GW@fG{ItBjrH}{(bv~e!{0wTFA)EeI7jh(QvLCk
zwmLz)=Ho9Xu8X<XpoEnupqJK?`D=pQ^SK)RjBPOe+b(Pw#j?21fDOd$B*NEd?#QYH
zC4B^i>LiJD_22s0A!7-x`5T;q&Zx(RClrK^3W%EyOideefPIhoHY_O3ghUbE42x&t
zOZ1P?TkgN_n3Qu~Sf>2-ng}|SL@6EM)gHG=&zNCdK2SG}_EE)d$n|F2k1~BY=K%s9
zGhkL8bA#?PtR7#1;;m-z-~GrCpf%&UyEp{|i~tdC?%FC2=j%@3U@iBcD8~~<0I()h
zXRh6;*^5dt9|(>J#ftJ15O!uaU4a@jZ#|`u`ow#`(hSLH-qjuo@Mp69U<>@?h8zh7
zs8%vYvXQ~)mC^~uckBvw`p(9LsZE|Q2)(r{zbp7>xGvUjWCBlski!4RYOCwo=DYc$
z^FZL8xWEk$OE=)W`OIV3^6H|IoEvU7+pyJ(2E>DJWbUG)dJnU|b){Yb)*~O=M51#O
zVMqN8g?BqGHL5F#Z7Ff!DcKm?yz*jE2~PD`{8j9x8V9>sIr#CgLG2IWG<%`tEG8Vg
zuYKWyJiCkielrcsVm}c3+a7fI_8k*wgibO|@eyH<Xu88*y~=$(KHl1CPu^B(Jsb(I
z|3v5+_HE-U&(Sy9*Yg{c-CrxHq4CO3EL(kZDF3wsT0)wVNScSIXE#C@H{Pj_jEpQf
zN=XEGH*u8)kppVUc}%A=3TAmPgR4Gi8yL(>d<z8LhxbDXovRg^XSdDfL?=lB=&urc
zs&q<Iftbypi(lW~%W7&md)Ee8NbBmtJDxO*1T}m}LbrOA;wkid&dl~sB8+Whp-7D@
zLUw>rAooM8g_pnojjgV2&Y6+(zrO<cDK_4h&a0{*Lhfy4Mv^E4Jw2Our5f88MH6wV
zm;1B!1wkIh?Z;`4#gUKr@rY>k?Ad#&@l5W26I^!l46$D7PODPwW0B!)9CywQ5&QlI
zAvV>~xpPj;Pd%p=^09-0|HN`YfKo?J^&2?n&nHaS0cq6)z@Ch4PV+NcTrcw*T_dCY
zMrArmSRx7X3h~m>v3k@Awmx)+fq_9H3owg#dTTGY&qsmk<FJSgF#6_MsWY29Kxkb3
z3*dA7!1^9cJ<XHThhxe4%fKebRM7b$%-dkK*eNhM`_)7hvOVtEpYJ48a(WE<XlERA
zU4@N6tZ;BX?BJi3wY8D?<r|Ge76H${0*v_k<lD*-oqW<B(vp&&452>WKrnNP4R0t$
zw5r*EZ+A?RoQjG{VvW%7NDw7ciCg5xzqQX*zv%t@Nfw}n4$)>@Ne$U0hLN4R@Ti*C
zl^$0eWBM`u926uLpI_^bi(KCGPvbs%MLA|?W-=4XwAeX0B~_s<N-PTZwk~%ZLtpyu
zTlV?5W;cujq#JyHueJgcu==nA8Gqn6KOG(h(@3-~&dxTZ@HffVVL-y86f(6f=MU3t
z)N>cc32wI`>Jw^>ZHtJ9!$fZpJ0+it_p9L=juCo4C8#~a*_az#T^s`f0^(u&gg_mo
z`{;kZBUv`~ro2r-*Tj;x-^j=)T0n3DxK+|gI!qNU{E>_9Vm~r}{M$Maa$+(vU18YU
zzY<x^q9@rn8kcAqoedou2H%WqdTep?OO9IPTkuU5+zt0$o*mR?kaW!zzv;f!*3{SM
z`q`u^9k1--4s0TLw)?d(6p->K{$ESi9Z&WD{WIcbUL%BZUAa<5D9XsXxD}Zpd*(y7
zi0tjUWhXLIb`i3&SGI&i$fmd=%E<bi`+fZW^#^bFzF+5c&htEnLSgwO6*CXddd1hC
zHBrCB8<{Z)UwPz6?V_^6@qXIHOVxT0EZoF*oEV%dHB`b!Wm&6s+s}Vtx!f1HS$2<*
z#8!3RKmD!AbH|rjUutn%aVrw)8Fxk1yH(RU>G5u{wmOKv@b-o$jlV^gNPrGDPy;Mt
zl7EmDeOD8>__v#H<0|=)Rufa)gO^x`d?T{6w!uLSDMLf&Zqy_SJB;>KQH74a@hQ(`
z<oJ)>>|vQkhWm%DS~X<U*FK}Wk~BZm4vQViaEVX1FBEXCjU6_V9$YmnD9KO@tG~t+
zNkO(RRES@svU-zkk+|sC2joB*LxR4Ouzq7zd%O2eMudhng_qTq`0D8<Vf15ju0NDj
zrMR{9Pl;m#-n)-Tl{E>C1b1dkadyYYkNSaOVr6VN2WNc0v5{2;tM7V7HSx&TxjK@^
zx0M_%g>%<aD%7}W>J-|Vo6I`)h>!7nv7Snn-`_}PVSf1Ndo%vblN!cG+Teuj10!_w
zdQbKKD!R}jO<Bmd)hYSWrZwA6=*ucg<z)X4e{?76YX?JG;tni%jg8K^cwG86PW|kZ
zer+r_m>AxNj?4T`s(9|hou~U1zDmuBW0`Tkmr4JBfl_u(4w|}BZ%r{=MMs#SY;x>I
z)ytZOXYKDj+xaDC?%XY5=o~+Q^`g*Vdq|Z4J3Eoh>!>!U9PGu~j&_=kGrYlo+iB>N
z3xPnGSko&EtWcwr#ji2FSYHb%9V0a#j0jxtvk0XY&PwjYrtdoPe*H%Nm0fd^!V-zn
z6><j(y1q3FcMSBBjMu;0OFqz#=ug{8;ujE@NZ`Lsj((Sl{%8OOFoC(&Uv@g&E2T2!
zGut^oHEi?29qK^&Ldr$N!>TLwpokXhc;x<|=|Ep*x0mkr1v6)ir~b1K*juVJ;jNM$
zOX|KrhI1S#&~{dP3A#BMz&(9<yn(~Ke=@X12K!&u((-ct?c6fGw-+_8zNm-4(f@Xv
z!f6Dt+hPnED)w48#Bi^_xrSX7MqXs`xmy&yK4jEW-X^-{Jg#HOB5>y&yP2Uye!6?~
zK0~|w(eGHVKcCemfNK8>Q3dV`B*#ZEEbjzE?n9SO1=NOlDi=?Ds$1Af+;6wYTZgx|
z&M)zh#|EioYokyeR!pDq`_}LLDu;O^xvkdgx2jBi7Eh1X`$+5qkDO%s;{}v{Lucob
z)ltoWO_n;~lM=y;&viNQV4i1U+%D^^xxT(6KQHfWKkV?;<l?UvR2~05Uv-w|xD~#U
zsQZ*x_FQz_m+C)o2so9^dK(!rrisn#`2P7EIVD{Vbh59hOj3?x7LTSppPzMWXOaYJ
z>;B);Kqu%KVkYm%A3jubg?76VI;II=mN+tkumdF_u|<Sy-;U5HqIcN8V#R&+zgKsn
zA2S!Tr1<lZ@Vp~c6qF-Fhd!Ik{qJ?m$)!S~qMh;VSkINhd}-ZT^W%R8`#&`U9Z0t9
z8K7<124%wp5LN9$slefTy=nSa{nnj2kR#EDz>}&yEq$VxYUw~CbQ2S9i<DVh9+PCH
znG!)8Cp>>Hwe8EJF6YvmXeigD*yu|-n`@{+Xn1Lu3~_~C7bi7@(d?H51<Qbqyb3x5
zlK*ndl`Pl*$$-H>z3n!^{GgQ8<oSscj9oXeih8Yu#Wxc%<JxLxLAd6XY8>RhxA=U5
zq_MC|cZ&eh!lyj-RI9+fUUT)HUXpOcF2gff*O5>4Nf2Uw+Hb301bntdS=rcbV8msF
zxEVTs<=xf}>`62nf&PeoaCsYng_UNSr10oi$P1!p!QpgI&#m5pfrP*ZuYgj2et&8`
zV7YZ^`thnTJAQZQw&?XlOCT*z!N(I(xB=ec?hZtt?pCFzbI(Va({)sVZ>U<3K*qxa
z62kt5uVS^NZU9(=|IxCGod3~w@#4ifl_wBDHJ2$0$`xa4Lh)hzmvv4#{Fn9pdEaFc
zY|Km!_l-z`PEm$aMk|>_Lby|JvU}UZl#C2}<;ZgmFt6ogcnn<M?vwar`1tV$J|6XO
zl5Sr;9Qf_kEuqwPs~$^zWw2ix&IFQRe$7T8QzcG;I^eQ;6!qDMaT0t1;6a$e?6kWv
z>jhS$M!=#mk@Mf*rZ4bI8yXt=sS})aJM|E|B3zklQM~iTo4I(Wy6e#(A94*b(!cxS
ziha4tEn7m=8#YclLZgztR-DUjDd;4uV`Vp^2twF+JdXP&-jMhy@Tj7jXSpvpg`Hj4
z$Y#L@&ivFK*jOWvT&THSgM39<Uh2BS{I%Uo!FcV9>JflW*UdR?cEOywMr>xDZ?mkv
ze)8l~+@j~5Telu-tu>%*B}Z+eH=z#Y98m4glCIhbB=}G%Uqim@d6AG3HP~~h$7$+A
zC7f7~G+Cc=UGuQP`SsR=owVtLk4%H1j5mI?E}mLI)r4LFhWLIP&(X|*>2SVgH54Xg
zAEx_^*G+*&M{4STRquX_fnO4!Qndt<*ZQnX+obpE+iK|$lX4q8EpsqVC5SAQZJvdh
znSmws(Dbit?uaiJIk*L4q$3yA7U7HZru0%($g9uBy+NB$gy#5ZVZ`6(X{1GY-w|WG
zXzusBL&U}mBfARb=r3b*baaGdWF`>#)9>vQX<xCo7=ns<4Gg2o_qLYnUf-zg!j7D-
z^E`lKT23okKUh+`#2Jb>RjD>xmPuTeKdzlMprs_2be&OP?;dLk49uT--JE_bByRN&
zb(QTBI_<npXx}f$HFRXDJ*UyR0s)zpGo5qrkXOhl$%7THanRju?=TSFCR;pBM<sl<
z@|o!)(+JiP6XTi<b7!&5=+l>opd5LGk@vgTdCvDu!{PRXr00qryC*K?Ks0dgw({Ku
zs1Fgb@V5UdXE*b15xk0U0NQBGBsxr$L(b+AI7VKRKcoEw7L{dyI{1t>_&!=TXq)z$
z!wX1P@P*md?S1yfKc>Sy^JMNey<l~iT~p&t1R8cRRkQO-iDtem{!4z{>^|w4{Ynv0
zPofhOn0E^4y9iJ4_*0v98g7_o(AEuvceDIs=$_fKV#F%V+4ZGZ7VEz)pFY~It^z)@
z-L|rrrFdU&Z-x2cia`t!WD*NtQ9ZE++CqsKl4PYfbeb-4w&K%`RdQ*Fn^*%8!g8^Z
zV@t@%frnkAdcJ7Uf800Y#j?qBdl+cKm1u3YWv{u*amK(aIV&QWEVk<g6GxQ7H6eaB
z_T!Aou%_=>MWAcg9?|t!3!xpTmUJ@WBI6Refnhyz3EWT9Re?LD62J~=dA1^&R^D=?
z1p3y4g|7Gk;w}hK#=ud{?s)H0pyLZa6G|@#XY6r0B8V%)K8|EIK5IPx0rxfaf?(wJ
zGSAgfkzI;smDP%aflSG6=Xw4{(S?HLyRVdhfSvGi4!;jGAz9{UCuuR|CqO>yS|D_O
zc;>q}^V;*w?}2qc<AU(OlHeda6V|4TisK-}YU}PcVl*>}t<x^`zg5)~(%J9TsPq@S
zfh@zWz1j`WmrIDjZ0?1Sy?AL}bv9}1kOf(cN*7XG`7=KT^J`(}+b~Bf+Jf2Bz1<-H
zsFXd}R7Xq8brQPyu?BC=4z5WbO)L6e$$Jc>0riWDLQbI&2hCcQHxSQ<hOAOIL=u`-
z0;((gE^|Db-5}Pqlxz}3KB4bN(JMvA#!BI+bx{vmwB!ZST|*{(=7DG_6(1qN&fI}G
zrReS`qw<jV@5`l);4&HN&k?DqsUnxdW*F2Xp<B4Jf(i?$&iKA~el1eP3dx~(0bQ~I
zL*qFxC3mWZB)>@+@Nz6SjlQy54Xwz5@E?l*VTY%K6;LKso~u$yVW+b2SvLcL>LBt@
zG^a>Q0pfA0Zq{<pCar@*>v9E}GShSkPX|#GjHU>=v>hv&_9R@CoF{T2*gnqmx|Z_$
z;JtTF6IGHAe`r~=`<A?FM3lM=y~b;^4fEcR7{zx}{@6CL5$2>cfV_|?Y|VVi84Bx{
z^hpa~fn41qx>G+g^V?xR9Xf#L>nZXt%zT*%d38Vkcb18#$uu^FyuW8sSC}3j`7aLt
ztLRVnsXZ`rqMI|UaeZkV#I3En-gMkZKqb9!n_b(jL!F5V-*_Z=j&Cfafe}g>ky?H?
zm?>MaOO}RU!FXT`E^i(WdQjX|3DEClzAT3_MQ2N;?e%MNeDC|UriNFKTlNvDWxJ`;
zIAqGl#jdA~r6#rFfr~xQ@_S5tzP*e*_b&nASRAdk=AxHiIPzUs{xYf8%0uYow4+KP
zXQFPU=+cx3*PHbaj<LI$e~nTO472;BFRSA(@C`8exwV{RuR#DkXs*U>o|{b3g3>3u
zOUo#32qyX`m1d6L2>1<<$hc0ZmyOld)Qp{ULM}#`3(3h%o%B)Ar(?F7t9j6>9wpx1
z$C3Oq4vdLelcynL^b@$`uLAz#fi5k$Yc69ochgbr%E1G8GKe-F49jY=RIbv<3drow
z^v?(Ve9Ot($fcN@ah`?{LYbm_m0SBdiJEGrtY0A1<?wST*SW$>a)+NhzS3&9t|nr$
zRX(CS{;DN$ND=$WPgmp`rKg&=>}nILE9;PG=eV$%!^Qj6zm|+Ma^gPCFt39a<@OT<
z@xQ&X5}COuzVhwdnE$%xZweXxdd<@rpxP`ojYP)XdhGEzM`dw1FT+XLIFAFPNG`Eq
z$%F~~W}koNCumQlQWxmR(OML_*mmCgs!=r0D*g7{eRpRgpL!I$F);J#cso1y@0o#_
zy(9lgF`ad=@Fsfw3z`|rpfDe!mzuPI2FNp*i)r&);y-fZDB4YHMwRV*NmjJc9OjAR
zt|m<ZhZvG6!WQKHPN}`sQcS{VT4_JFK72>oSh(;F=H7mOzq`BJEsiWc97!(Yq#z>R
zH11SAb)QmS;RaDP)+bID%NLDugf`*h02lVcX5|HF$k(T0{_ggnB)mpbB<y0CR0C&%
zsR2_GLojtng2JZSly&6}Mq!z8-%GT~pNjnUty|(DN?M`ll1d%3L|bXuyLr9rDgiAn
z&mFk!Wbs#H_K9jgp}Zl2A%M-!CZNu`ErQ<sS#om3cy~wxQrkSPuiUnm2s*=jT{V(y
zuIkAP$Q+riMk6S)*g(p4D$UN0o|V1jtdJqbJ-$ALix*tdAplY;hg<M#z9x@dQTuU3
zp^oXdRndi$<4QT;_-`3MDxJ!(&K!JJ8bE;j+{VovBSpTNA2;7HP1?v~;gz!BB8OA}
zA!NKsB_Iea73Jki3kwTjDAp1ByauT6U!6odTJMuzA2X%!%&Q;xBjx|^p`ExNX=qyN
zORe%+GivKpsqq8o=Beoqh-dI?o5Y<!+z?Zb+3iJ~!xIP+@$r0;IAp@N(Tb^K4GoQ}
zUOz7g3Z5!@TZ^9k4c_8SdPQQsJN%r}_cX1Zu4nEu`BHLTB^Pf9heW`A``B}G18jJW
zq@sI9hK3y2GnUdxJ_Auo?GGcnV^w-Kuh;hbKAT>{cjef9v6erWWt=j2jr703l0`cZ
z#G0EjX%@NLYH0V7^Rjx%3C-&`mL|4~$lQ)S+}z^?^~ej?GK!Pj53p;Q=uJ7@r7lL>
zQOAb?qO<Qh%{8rj!<KwM%oP76Exb>XqY19C1|}~oe`UK}r)5*dIW*+6BWFou*5r_b
z*lQVU+6!Laf{56Vf$EbtEtSq+rW{5$UT$3$d<4VYx0r>>`E2{pcF!m}rO-Z<x_V@R
z(%+xA1)G1O$3N@DZ9NiNHxCRA5-4+dw^2%ZWmThsl63S*=|jlivm&j#olsl}_Xy!X
zV?|$+{O`*4e!a77OSfliP2entG4dYdAUMJDVgQRXL$h=~Ib%)D<M)m>II>`yN^l9w
z%9*FqrJmR3>gMJa)3qvDSgMHbjkJ;On=(H8^zem1*~cTw-QQAFlm{F;WMqZqp5o(A
zpNprVj)y~Fi-}r&clnUXzRQ`D(j|KkqC>c=r&tNuvC=CSb`CAD{LC|Cd;SI<aqNN#
zj4TV#K}tr~J3}EG0pp!gR(m$plKuHirj7Gec8&+9N#!-37q$5QE_NFV?EBw3HoDmR
zsXD46esb5Zk4G7{+o{e_2Xh*jxP?y;tHDroLL;)sI<`R3Bp!<~D?W0s+$ukCZ-b%W
z@w1Vy`H2_}cc+BT{02T`#ZK>05g?lYET$uHsdD^xuizRBi(ki$_Dufp+OdemO0FCN
zFtJ9ifS}^lJFe3Td54Sl%gxPQMEBGJd_Dhq<_=iE>_3lxpzZeNl_E?QeA)gIq#3bI
zSpm~PuVY)?GxAj)b_JO@fiQeLiZ1C)UR#4;X;;)Ks^I30z_K8tzYEdzm>xziRcMgS
zb<djls5BSNeFnUoY-^l^t9*=X2HpoPxGu?6W@lUEbP+qi2Tgdl43&paTw^$0l2}9K
zQ+PnbG^PT8GPBu~`BJ^+Rb?1h`!@*XLjl)F6LTh#6q0;tq0|U9JR1ucSpkheRjMtk
z>M&D)sJeS*%FgjSFuEA$)}Kqb=U(7vzta<`kE~sa{r}&zmHR)8D<TL{U}Cc!1`(Qj
zz0L{Z#&D@KN4&=&4Jn!94RVvda`kvP<lo5{SRKy)gh^#+i(fr5^Z*#=3%9a)D2d8K
zLCNW$&6L`Hce@h(E*@Q2i@wrk{?Qxjib=HAS}uigVYqwKS59E_ThG-j2X-<|t4czC
zX+P;p!XikaK@R}P)5mw^;ol6f7B>j$S|`VpE-x*en|`GhyQ*#e6p<j!QzTF(9XToW
z1Bxe>i(EN^u8=t0bet%DHYRcUK^Vf(3N8RMe3jd1=Wo5(_LX^@9|_+jF@;nuNc%3x
zp}C~ukhbGtz^SqI{|FB0U;_*r*?dfK;>7WBo*kv)i4!NNNHaaydW#vCma5D?f}fnY
Msd5KfqGS>Bf4Uv7ng9R*

literal 0
HcmV?d00001

diff --git a/docs/build/html/_images/medfl_workflow.png b/docs/build/html/_images/medfl_workflow.png
new file mode 100644
index 0000000000000000000000000000000000000000..cca018ec7fd1ed3e1368fbfbcc1a2dd4eda2039c
GIT binary patch
literal 14114
zcmdUV1zgqJ)*u{8q(u;Eqy(h98<d7aN!OvfyHi?8k&tc>>28olX{6&wch?*Q@Ab}|
z_vZV)nfJ|`13%7xuf6tKd*xpLwF!}v5l4B5`w$8W3gy*H5d|nHz!v2B)dP6Q-;hF_
zN+>9F9eYt#dkben6LSz0IkWKH6FC!uv6Y=YIkN~k6O*pBHJyQpu92;-g&mzG$Q}ZM
z%<CF~EbkGdtz1pa&2`C{#8~MVAXCp(85zl$g&<E-CYBD)kZ)%WHf=T*D#(+dwY51&
z1*9iw0-+<u%FIs3%yzp(@};7*6giVH<k{TB3<UWS2kDzx-7XO}wzaZ=K*ShXnCKX8
ze;`1huA#22$!{cX_v8q&wKK7@yxTStCmkal<K1TM^mWZaci?-7o|UZu$o38dp~pnd
zEK1HG2%&NN%Pf2^FJxe;3*r4!4{{KZY44Yt7~H{JEEJ4o6>JQFdfGyAR&2Hw!gfC~
zey8?}riHV(t**7Pw3PwK975Q@`Hlo9GsoQ~4P5R3tSszz03+L9Z0@<<0)Qs2za;s&
zZzcvK2NMI3-QC)IM0+bMb9)o(zXJ8GEG<F$_cpsn)U~y>a{4Qpp_Tc)aQ8UY5V`+C
z{T2ZHn?`S;DkcW@#&@_JO!rdU!e4?+jEsMAW@O{Mlg~o;7xKL%cE-8}R!(>8|7Mgs
zHU3hjt(6so-fuShefk%Yg|jfo{8rb$^mxw);x_;JwSQ>C_7BJZKOqP4*ISnb8T?JT
zf6~8aX=mkNtAB3-=DTHf_Ab91`j!IlerRQDZ){~`WvOc}`X^M#*2=-s0Ca0qh-(Y|
zi6doYWeow|#;PgE-rnWjwR9cqtso#{dkgdXS%|>4E~@wIe-2*X4(M1RXg`M{x4wK!
z{BCsX$hV`rz1r*A8bPwg&lqC81^sig{b@XL5G3v)oFQtm1)1yGn>hZ}4|VSy*XR$t
zTaErlj0?fJ_l<wPm)m^!Ke^Do0jzcZZl*tN@~6gcmFr||Vh;jZ>;AN%6C?*fV83Y>
zl6uXBt<0_NvJo?gm63(vR(p2#wpM1K-)4lE7$Be9nO|{oOWn}Q(*8Fj!=E1r{7(6f
zy5<h|S|ev-Gl!T#NDuO0bo=ni00c?ecR+|n{(#@F1lihy?sL>nNBrli`d^yO__w%c
zyN?#9KXU{`&^ungQsMpZJ`pmr-;e*F7@Fm7Yya5*{psOM4FA0Wdbicz1MO$>{V!PT
z-zU)S75T3VGzJC^-Jjv~k0R)A0m#6>%KrBNybqUu5@<jZ3y0hM1u0Gbox+V7BFoQ1
z=-(pVAZ6fx<v_fzGX8tx?f>3^__Ox=|2j_pDD(bR2cn^&z5x>l<h=S@JQ}cb>is<)
zAulQhCJ+n#IutFfEFmZ0f8ab+)-^XV`1cD_7S4aCFui|S`PZdoMm=3d5Tr=_hlS1G
z+<<|BO;iw4(f_qB`roHz5s<aHm5T+$RsOBgG8@NzNd0%FWoF2mx7a^;srothm$%p7
z6V}h!U+>Fz6ZZ>ldkS~OKJIB~A*9y;^-4rg(HVO41A@+DrR%Pyy2-;REh-XkGM%ho
zZ)a6m-mHhdY0JAKZJ45k&evF|vV(P)Xe);TiahV1zr=tJ*MY&yfsIKSlFZC>Qee9|
zN$&S2vt&agi%PtrJ(xaO?N4Ig@t8efKS-J+QSKIh@Bo^G7}nn#9UUMf@Zf<DwzPon
zF*YynS56Y0$AGW0e@v!vB7QI#vXoDL1oJ%_dik3H?00#7CPQN|O7)&N3zRg>b~p5q
z=l9RP+@^w^$Xh(#o$k1}<tjnF9@PVi$kvqb*yMB(@p+c{FXP}J4J9&;ax!80oyx<o
z8nl~YkDAQnI;<wX5wtHUUx)}5MNwlvhdz+%Am;m6E)N#+8L9bX>nEBOhvu_K;}c-!
z9YaQ=pw!sc-?!Cy5%L~9YT7vZeNY>jC)ZvFxcV`ycG&*ozLe54NnY6QFTT@^gibmn
zVx(~TQE#H3V={BX3^0Q)Q2V+Vs*{LJYUj@2J9peMk$|(GvNsdKiTV2=JqA|4k(!je
zI<P9xv9I&8|HhGfrmhy>n9nCDF0!kw_lX*zX5!*r`?{i(suqQzB|Kqdi9`iY850~D
zeNv>&PV#VtcZ-VV;#dDHK&1~g2R-6RXUs7)&L}5NG99XDSIUBSLd{c+M{iK~T7KZ<
ztTu!{Nm1f@t_p=L=ewua2{oIqAjt}R{n`}6dbfrEM#);s_kon)3o#PHWNSpO^qhR!
zZ2T|n_;i8@taAhvE|IODaY6vdYz?>Ku;IZtHH5sK?@ps)+|n1Ts3Wcf=7e%NY<|r^
zYVYfx_YLKC2;Rb<W~88VRaD$aGa8jvYYFs9)H+!gQ3j`<!4hh4$-#liJr@>$zWURV
z4|nkAsLmH9xhmHtG4)mr(LKIo5wtEXal?0YhVPpZ929;Pgx*e?&P{kD7|$Faub~Q8
zKid;H$=f=QG5&C2fzO*rnAOPbWg-=#btC7Fjn9J(LU{FZ1VdVw?1C0o>I_^S#r%zz
z-@?`6I|Q3smQd>>1p36#oQY8v)`{j3&Z;q?2dZ3$d^r3+a+^QscoD`>bSvgj+|iM@
za^vTvI!b4eu1<f10JxSeSxpgQA}5mOGgMS0F)0lxRiP?a_37uSulf7SYL||L4-lm;
zcO3?sn<tCh4tF1fm=SFg5u(!br{E9BVU#5;Jh<H<i48%kn$wQu0di<!075*=1m&Sl
z!Fe;S##tW>%`^9?1oW`yp~|faj7}6fN?bp1eY<gp$cp!xpLMiKCc<t%^nE8ftdQl^
z{7{4#12Nb)19soW4#2bFD4Ka5AI!)A@j2?bo8pr<QNd~L$9r3&N5V9=2e0B6)JNdR
ziX}A+6z$~}2b}8rv)xoM3pu^F@?=#`1H{S1D9D0ktJ7D+re7%2JgajIIShUCs+{*)
z-p}1PK2n=R4IWv+$2GMQdiQ2jjLO;#@CkbNpe$|2teN&<;OAydtX|&*oXqEkg4}zg
z9fEOFuzCv!vWFf046#I4JV<^oN{>U#@yN%~x^vikavkM8XSK!}3$FF(X2uDP!jJYO
z;a|Uq<0ILcdLugmMM^`4{s?cw=#$HF#}Ac_2J8{kDHm~L`AC`gPJ}$LfVs5P0}hfX
zbpKsdos_BNqCQ~a_4}}Fl8WttP(L4pxMzZw-N^xRI}=M75jx*aqqE)Uvo0o1Ctk9A
z5yxdD^?|6RmAis5d|OjGdKGiGls5cj@RL+)(VqS)Q8If(6?vrwMx~=PP0Vpy9rx-d
zwl6g7?1GstYY}s`xiHoPd?%ZE^RZJaCFhF;asyKITdc#xIc%F*m7a&9TT6Hw&C5N`
zHHr{BA*G%v^T6(exK92Cf=Y6P>car2LS-6&u;0VCS}aFLelj{Oev(}mfdQeiAFO7o
zc9+y+WKRPEvFA@dYiJ=kf5~Nhd{kYo?M>-RLPR2m<|7~rTM0PNHLdV-R9apQMY)<s
z+avAH(E>m}@JEwc5XVL{<DY}#ANFW?M~8I@;|}n<q|F{`=$%yLTOdFu=3995)|?D_
zP}#?47sYxFQ(3vtka|p<UR!pAu0&b1OsHAVn`;lI7FuV>5=a$3^)XMWO0%%X&$UI?
zV?0v8w3-`wy&ZD~s_i0rwC#=7Y$M<H_KhhuC@<2xDz${Qxl0dzrVclMRB!LcN?zxB
z{#$cQ0NH$&z24rw!y4wOY%zAlyAH#ESg%#t6%Yo14pEMB{aL@j3{WZ4B{$~%*YeE$
z?P`wB?T-LQ2l1r{D1*LmGJ$00<{zF0@)?!R6Xwd-iTttgD<3c!#-Q^s(a3Q|&9u0U
z4eLCO`E-vCOI^RDIw*d7A?X2|i&@aWy04~FWbVJHH>RK`j=xL_i~F+KQrt`__Sq6*
zyqL7o+A9mYoR!0BNn%gfGnNE_nvYkx5+_;Y<mngivbBo-4ef>Fk<_Wr`N{c6B&;}m
z_L=G=Q+2$vs>Gs)505A$vq-*SrbXl<Y>r^`AHp~>2}C5V8oYaq2pta_wkbZs)4u`*
z%0RakYVNLeV)~H(>>Q>jUw}y{%?Eb<5Yf_D2Twuz!N@CbuEj4Qo$kq4AU|{tB!J;u
zY@;wyI-}L`UeBpN6r$Y52v4|6TnHkx6NLbO8vjs2iJrW^Xl$9UgaHO1{F%Vak4}O_
zqxIs|?Iovi7yfA*Abag6+SNqdj<7N93~N?5{ye-H4&~KEwv6P@+5IeWcJR`uu<K&%
zi#jP(rU+YVAKejsn281C*Bs&Ndg&mC^m9Nh8lzG{*#qb*Vu6N@Rcx3z!G}Js4}M%X
zm*?lhZYe!i6YETC$R(lnix8}(g&kmr-pe@Pg|WRn5EQWY;>+!2RA=(x@(}Vpj^nZD
zTvtzi#yrN5StT@I|Hzn{pR2?#$`8p$>=F75`=bO!c3$WlJ`%yYHLxc9^WO>uW)k9y
zax%c9@~X_qsK&om5zv&dWX4Va(Klg&0<KhlE`oL<Ar`Ew>njff-qjr+Frt`#Rv07?
zUJh9Xo4l2I2>nOJA@HDF1JFOmj5w8)`Uzj~ua(LNENH~3!H21vFJS-51SiQGcB?am
zf34wHNn<A}5J3v--|Rw0EO_DKPalN+v()*65ekV;N?HR+Mv-#Y#(tx*M;V}{q+YY=
z(4KAo;<1Ql-GRN&vcG^dpsA?Fw6FqiYR=nA%**c(;afC2Bbs*PH7*PnN-l2uCxnQF
zu6Ck=v7~1QswG`=dm?aw9cXrw-{D%G=zK{dKW!uT8d~R_-LSD}TG(r=a5&>CfkiHI
zdn-9e?Y9$KHw->Os8$1|UX?(_rPS@V(@@Hd8w~_aswEG4J#S8FBUkh6DSRhWa8hl@
zU;MJr1=$E|?uO+FDFs2%)QHWHmInK_+-R+V8V|JaS$l(~`oc@SI_hbjbQJ74oDk39
zStAs#vtu?@53`ZiRo}j&goU6r*ENM3Z?~~XURdIlvm;5Hj3hsJA@4`4aGb!@Mr$>5
ziCru1(A7$Sv^N-jBO+uB;KR9urh8cT60aAJzrn}JslH%k@Mv7gqNH`#e_^-G)g)-v
z-W*fwY!55bFw1nK|B8I8j!egR#?D}Ygblfo3kt6aOCNj<eDO7`g_-#T6;V&2BmmxZ
zzUHFM#zD5pb)z<aci&fPlS@uP3DinJf@5c<b1%|)yNXGNvz-y)7y+G7mjK?X7Lku+
z8$S3uw(R8#Zs*8an-H@Vm$;%2sWU}ja4GFh?(F#Y;9!R&bUR|Sj|a-l>pR+`uOtPC
zeYKPQek4<}Ai3yc6v{JBInGUsk-D$Aw&TALP~3-xl}XNy?TueUlu{&pp>+JAOb8VC
za8}q|C`#!=KuM%$_!_@V7Xi&qb6-C*#`4w!)lN+|)C_w3qCmL5YR|yq%!>*<t+p=+
zvU)c}C;FyMd8f{&UC-S!(fK2<o;K*anmK%?FwniqJyJ{2E*zvh?;EcKpYsOMHqH4i
ziidvM+P1*4Tfk{Q?V3-XYsgSac3G0DpSTe{4BHL~iI)`tM-8aCoOExi@)>ZJQ5xtE
zdbsU=Wu<Q!UoEg$+Iwp$+bUk=;r~6zF8V`47$2iYxyAk{*{zo)3oI6)CevSXsL)W;
z7B#<haH-BuqJOkl&*-5`aX#mUUgY`Cw^1KWXEe~gNb9Ji@4Ky3N^C?4+whf7xO%8{
zk*g4)rw4VX%o*HSz;XUMoTwuY-xVw!K@HKz@$C63G<>1;kB@lRt~fj=w8DzqWLlc$
zEQ_wgPRba(Dl)WRs9tzL!}GY~kc?*<d#II-eX@wJU6`kbxj8w1rE$<DJa4n(N`c}6
zxAI+j^E*avFXezH+Q9rvv&hG~>u8hCi*-_A7t{oNgxI@OJV~{UMQCHWl&fyr=AoI;
z!#H1CZ1ktNd(_>8_`y@wg+!11k~60C3~w0xUAfW75z0^6%92Q<xoT<o2ynu=xi3Du
zxLX6sj%P<vTeKpsuI;0j)^5@`_<5W}gB`=bO6LdNY^U3mW6qmp#C<C4Set`tqcSJf
z^hL?F=abSF;1Wcy4FX?T#T%!BrNIU|p$%}aO5ma|F`ga_PpRw?H2eie@YBL?(leT&
zsr*8QwEjiHl*`gLcsf;WxHGlu3_kC&Tdhu$pC=sDPF(}si|Y^t2OE&L$Jf6!rCpxV
zcY7}LO)$$moA>F;2b|}_lj(~AZj}5M^|?~|aTuAL>E%F?&p%U{4fh_*@kNe77kzRb
z(le0hZnsn64N`JbS(q-j(mcLc7gZr`rh$4_@*(WRu`vi?jL%#08C}cO%(hdF_Ez}S
z^l?{e?G0itFn;Ny0~$#yJwW!zMWQY`;kb>Z=sZlCnZfJAowmfw0ddQhe)|+K^Q=y{
zhaFhTtWSA*j%@YpkZZg{D=1OjaPb(;stXhyzfjV2R?ztB>t{+x$ZxbYok@7LR~)z3
zr7owZrvnNa2gDsy2tr_dOF>SI*-c3y(^kd-PT3+$s$!feUNo9>qb6$UzSq;KT=~2;
zUJE|fs-v;2N9a3i1fz43Jsr<L^wMF?G5mr0Go3<xT5;k0C}@J?s9HZp#xRL)>XI{T
zD|T4(wb}XYRcRnM&X0SxnuBw`?)GDMg#*}k1NCM{a4ucUahx&t2YT?aLzB4yfhQr-
zl#)6nP+SOZ&!z@pO0FpIML}53>lZKZsh+nTdg=zF?fYNrHiXO>%%>)OW|V`QigZHy
z%C3|ptdz!ou+Cs{6|iiss<=($A#9_GNAyCXA7SY-I#%!!YP9oHtF62Je0i~w1M<Z(
z$0aYV^KzMhdv4{`>!TdAV9HK1SeD#Wl>&X<auNcooo*PI%TJnWx&y^L_)6@R4lki#
zfAs>oLVFmud+l+yGGu7QHf+D0j2|pomIel7=q%tbH=RFY>YB|4?0$Q<Hgn_J+>3-f
z<fr8f7dMaYd~}9F{Se7|zjpii*)ff?!wy`i7u4xqaG2p&+oCnM%Ga!4x<uR=nI%_3
zV`8a*@i@6a9}`-QaCxu7m7M*?9vqU!{IA#z^@nYe)$20_yRA<2I#&xv)eM(Hg?Kfn
z8MP7lpXUxL``aSI2sonbpw>j!66!qYu+6p8M$wK@$G!%77V(!6#t+tMAZ7?5om(j5
zwYs;;X=sIQtxZ=L;zS)dPf4td6KL)Xd7?NUhKld4XR9z;PYPtN<SdNIR4I>nV|SNK
zR>8kQcw6qtR%xY#l6=u;=<t&CG+Ni8<kU2D)U-vj3RdrCSfNmsu2t{okgIv{%`iJc
zy1FkK8*Q*(haPmQH#0GRbXHwW<wZ%OBN0bHTUXESd@y<#9=0zhP;ZEB{jlMJSJ-!N
zvd?j%Y+8OWn=M(<LThLMiKjR<66?xs_pvW-DknA6$$q)cnxus_c*nPNzJzh=7)v|F
zbN{B!^Ex<uuRX1RU_7-?BgL`8RP2oD&9<gyFY*@VI!WDE?q=`O64&>$5+=n}654A|
z-Xu+(wE``wsXOZ=WX({qpS^}V-`VWxTDY_=wH)p2>FY)U$Q1|ARBV%77pzO4atTlG
z*QxRsPG~=XU-MHeoh2Cx>}{<t)rieoS0nKBC@q1?;{@ejF&U(kE%`OTsb=?7)5<yI
zl3aa{QZB6cv>LT!NUS<TWj^>~)bgbaRlHV#r-hE27!xa&*t#Y2krMCgaW%RHKOilF
zbPLDTr<_y~HGk31hwA4G?W6H68JhU%Y}sj}88-;dZW-qBq!Szs@zcw-1<@4G%`#qy
zJoQsalE|YEmFPFE|9l{~wA7lj*+I?xdQt>L>sZ6HZfjm|MtWL)o>-FFf)Z*a&=hc0
zevP`tqbQl|5j#a7i@Js77&ATkR91<)V7}pLOr7<ckGvJ-Y8+cbeAg-0YHAmuU6T%j
zbYU-Xe7*x~INmyCI%4H)XvOZ-sO#iS4J^IRFM1NYmoogRrcVn#v|~}#<ZMoCFN1o9
zCNprjVcjfzC8Z?-ufIy!z)x^Dc&^g7sRT>=QqEh(?<6m0jPt?ai9i=yPAbEgaoW^F
zD?oJ*R1%dmZ?jSQWbXm9&2aG5sizqR-R2KCBKiVlt+^*wI6b|xK}@bmu02;*O3i~K
z-&Th>y*TG<efpl)QqI@*4e<?=w&LMWG=Bd|J;~EVg=YaK=){uzX1yfd)eNOMhqIlb
zeVhh&=<0GbVi+(+LCtTT`Z^_o$^?D|c`Q{?cI_<2t7ZEedwQWtk5H^`>p3+NF9=T~
zr)J$qeg!qlaf~I1s&EyjdonEDU>bWOlE`momwUnGl@qL#^TV;B(tL_g{tKM3-3R{l
zXMC4Co=^)kO<%Pl_cmuG-NLhX{Q|m^&&djPF(N$jX?o<J&8?C$D5HE)Pb4hA6kR#X
z-PES$^;iYc&{|B!HA=g&t`e!-z_`nLxS#B)T5kY~l7j3A_&dyKjCNz?V|<ErHEq<v
z(+nG(ua$P*XN(1vl%7tw?=Gvzn#yiwTxIBf;*i-uE`QzNrs$+WRN%R?D3L`w+knHF
zW6Q8LWs)$Y?|W>?eR5^IBOc32W?~2k9QClEbLU;H)$&v=rFhbjL!H(HzV3(&=%y*v
zpK5;@R$GG=@!>g;J)`2JxQ38uBOt<pw?zebsscJ)@0G7e)e0?{6Y+P}*&e~MH{Hl;
z*wOmvX|(8=6a=?6xpJzLyrk(6x8`_~MjTV%?N`#ii<MNDbDeI1>sqvwS6lf^8=T}#
z;*kzaqqGb;g44Ee$+LQnGjVOCPS+?Wn{yyR!?2w$aLGp^;KpjWLMtB(lx=qyawj)z
z&GJdGQA#*|-*eI>yOxyym3;k6^|_$r1zPc?8LfLqAl_L_%9_T}VKO7@^wh2-BkF4W
zr|OomD9^D`)x_Ejl*2L|`;`q&hf%YTl}F`v%5OrWSotvA-xGe?7C%KL^eJng`kwxJ
zwj3;1ZH-!gaV%cIe}g4j5Jv)@6qmnTqkc@Af_B4rLP9|f1G>QXnrU@}CgL)y>xp+k
ztWOW@yg@m561yKCU_#B>-l`&Jso_qlyrYT2w`Vv%OHvK9YMB(8Hz&hez<BAgG^hJ{
zs?=cj5ktaka?P}f8*^1(J2;51tBj<#+-amq_JUBiQ8)N7bVO_X6<<o28-2qQc8BV`
z&TDlU^A-ylOBk4Il@c#3VJ@_m^yE;6l?^J^^)C{iF&GNBlQEv!6)b6fKRwn`@`78P
zC27%-b3YIkx8AC5`!Uz{L|iuJ8T;Jc#@o-1JiN53heBo|LDNGHr+izQXDON<`S~)9
z?8wNQ!o|`Z{HuoZJ-zOqPJ)+aJx8RAnkf%Yc)gHCJE(=a)&_^n)EB~YGCt|rk%;jo
z2NF3xUg|eWA1=X5Mf*@pS#u!K9K~nj6c5$cNP&-5FwecA$VoUA<x`ZH)y)U$B5IQA
z3Td_FadTlf&F{mUGt~34e2uj{@<HMIBqtPm<-zEzu$POZ%qSc0!F3AY(gIj{yxtq?
zA%sq}8S-T094sDMLEV&lJf6e3AF6;<Ue@W(nwjcQQFX5K(UF;_LM523v39+p-PTNU
zbEM`6@Jr;JPf4ADY`r-5_q>v^#bp%UXzUfAcjG6`A$*7&HXs!Xyg5yy2K^^p^Q!JR
zW!rcmZ$7+8W16^G@kP(9*b_S@Ju$Vwrd7|}qSU4!mODWg%ayLD#-mVGxhhg~G~90Q
zjucDp?_(>iHxTR&Ll3)heqk$#FME-GgNf2;H$Xt)&L&v!`K;ZrIQ_(TcHYrK)Whb6
zq&FxRfA@H-3ggfeohRGH8>BhA?d!R7{H?O#vaMH*TM`&&y3?tBbA7aX7LPVHU>@4i
zi_pf_pH26e()#%hy6eD3UPTM#-eqJSPbUHuk?|J8gw<8*n40<vq6X9QV>%vov3l%}
zN0BbLT{)3{8+u04%|o>%yyu@_{Nz66Avw}-s8)pR1koprVY}chR_xaR)iVtApTNR9
z&!hSIRh*9>?IX;IgByW6PM58&9UYCQi{Yv<`L)^u5gn08i@QxOHfnX_`R5yRrjh$Z
zwL1M_j;Dq)Ztho(ZWhzRPX3F{`7+(-OoWYm%A4wwh^YmR<>BiavmaZ!FP~{~TQ0C8
z&eu|l#iP!uO@2Pvb1?O8!dKiu+Xzm^1dxu%BiqqBn;E4XPa$c0e5^=v!V%`@^ie`U
z8fC!m4b*;P^DSS$T4w>{d)ayQabt~s=u*<O8@;q}yr}qY&e78;Zt(Z7`d{R~=dUx%
zCe`qw?d=c_M~v&X=vpVQAX0l1Jq8Db3N<v(CkwLln!LM-&l&~Sfi;M#S2=3w`FaWs
zHxGEVGtFF%+g|fmWyTv@?3OH*E^cosSR`B6d7R7ER7+J%zCH?XqAu-wZpbPjo|P(;
z7JzYD9&jXHOA0#x2R(fCR3UCgN>ac*JsRi+ETq5w#*a)gt1Klic)oU1G29*ay|fl~
z%aUV_$>6uH3`<~h=Tc5N<(QZ3fJvWaQ$F_+Sfhx5&qLcT_lL@KR+=S1Ic+<<O!TiE
zn+HAzvH~gPsW+Tagb$$Y(4*x4Y#Q~8L2jK4g=tWb{^-htlM^2Wc%xg(2>3dJH8K_d
zN~|0Q(s^PxrOqt7@ABNQ<2ZqIp7>AtR)QgoGDti0Y16MRkl3TBw1(*B%-Y`;r~#nY
z{M<02(q<Y~)x~IF|F{N&CeaaqFu=3^8a51C%ld7JzW@+|-;noGg8TNq44P!<5H?fv
zPCG-8CRVX-6#Z|ydI0_T5kp%wnK66YiyoZc=o7<AL2lX{fwCpY130jm@pr_CZ?|B5
zJ2CEVQ1FYbK6;cEq%Wpp3TS#b)lkS`u#V9?|31dM<4t)FJPkGQ)yrn!WiU=Vq<`9m
z?`d#w_;y1aCPyP58cUh}n>IgBJx>Rv$R-NKyzb}f!w_w_tt`iwCvmLRSAohgt`v|C
zZp@^vitsycO~Kqx&-sOP!ymoI01QByzo6CKjQz5*{l!*2@KTHdiCj38gMxB)F)_7c
ziL!ZZVMBR+eP)!5W$ni=-tQBj9Q5cNwlE=kRH{$u(<uzOc-Eg71?BJ-!Mp??7shFZ
zI`lgSm2esCRzKqnh55VjgGY9!@+K~#wl>kQTNH{W@6bX7-DEri)=G%5us~n3AQrCi
z?3*BVP>}xs{z?gHhGM}rI|XDtvP_Uim*&mBeDs(AuCjSAGt;$spq|=sItxI4iVC+V
zZdu^niOfSJ+8yxpGB-Ufcd>5KS8p~@fKR9y%cu1+JsqZtW*~K2)1i2+QYo!^zV0m`
zWGV?Y&qbXpHdWg{j3u5=p4+%fvw8CnxLc-@@FXm3a}!aH=qY*W)l=1cwQt(dA59Zf
zL@gT&o6R%Zkc8U$1LOvG^CG1tc565<a|cEG24n`0^XC!MQ$F?@o{;NQO-Cms>f;^A
z+WnYaks6TspqUU|?Cv|TU6yTbuMap3Ne@HDi@QqgO~`j08t|6<EG(cWfol6bVeSmS
zmL#Hq8IMyNAe%q1FC{`#(r1RN;F3*kQx~x0s7m-K`kCjl<3r;<Zzn2`P4)mHPL>i+
zhiNDL5Ck9^m<8T%#DN}g;Y85$`Yf5se#dk%-yQHY=+QTzqT)(^rMaCMV6Dz^Rp&(I
zs8i8(NX7;O2YBI3O!XO=h_FYT5vjvpzyW}8AZMF~|LO+N2wVZhcBUnFLZxsibPNGk
zXIc*Tm@4#9-bO{D*}S~$CZK2<*5?U+^g$7Kazev%<OgB$8tMr53COhR=qVY<AoYCr
zG<wPQiWut?F6>v-YlSkf^{cO$oPpyW;WndcAL&bj^9YbA$YNJO9tjRVqE2D+f=7v?
z9CmeHt%dl#dg+=qn;?NUH3`)rsz0RUS?Btuwge}%%7{eRbB&CUaa~6pyR0gub)O&b
z4GV);hhE7=twth`XgxSvdB$>~+GJTSqQm)-_~;3$fj7BjkTCou4Pc}N)nJJ@PM@`J
z5ppdMo<Y-e>9bFHvNia+-l@w6`Fa!SteO{kU1#w4YEs>4g|_L;r0z9DlUi$NEd7+5
zCE@O6yWQ6vl#ZL-xuu`GM~i9Alk9U|KNzBvF`tXmthU;)t+(^?b5DnuR!0663oT9^
zrn9R)Cxyj;z*>sNa%O>>$aM$0@?$$Rzz3@VZm{-R+VYaE6ahj#z+3R)J|Qs_6g=?u
z{{mb?BxI@ddmPpS&p+nrRcUf~;=07>a;9`bOSKwynA6)vp$c3Vr1;K@A%T+)8fE)$
z3}bXCv-Pn0Rw0rVAqz~#Vs6QLC2R0dfg~l?78*=AC)XzDwUOng4Qw!PnO`h;G%Y_T
zh<R~#IiiSFnk0QvZ20b4;F~+ZD$J$U{-pDjNfLX!;pWUcU{p%Pqci^e;?qP+JP5ax
z3MZ=pdUdw=7z!^QtQ(KCmfIkrBz_nsEA`YrmItYj09NCJhVN7U75$@1bNp8W?ZeV*
zxA)+=E;7^ai&nXaUg1gXW`AvAm3V!57AVLS4$U3zk`j}Pw;sgB^<?aAq#)|@$1{w^
zcD4G*P#Y-bQgvSK86VP9MDb6E5+ZuptEF%z6CYPypS&$avRd@efJ8atAs((raA*DS
zRX1vy#EE{6zQy>3^&T2OcwnOTXkvYYAShz<dl~pg@v<g5GrJ!_(n)5PIlsOAL7e`p
zRI5H0;M)BAoEs#kde4zv#KMF!Z00~MjSpomV#md)$~ij|j>{8q%NgSA779<)8JX=k
zDmgi6Jub#FCa2lSu`K6yDYOV&QO2(7<oV=zjlqK)EN(~dihByc8_!)~6H*^Y;XXvh
zG49gAYS#Q%SXIW?bN;5q9(jZZtquj}7(r*Bxmhm@4jyX+rs!qSw?iGj7ApF&5i|!8
zpwjoB-Yh`4oNh-W^k{WSSW1BfL5Bo>$wT80O76(B9Sp2<ZKaRi?Pc{q*An(E-`;!W
zZ3pp2o?Q`jWlDBUB4{|vPX5L}1#-2q(3lOf9&P}&(bdiIZPva@;BmzLzIQI@mBx95
zSbs9%Uhi^}`Nj*4NRH2=TL-IK`xi$PRsz3$l|bYI=dEMi1iLwd7s>8ow~_~)%juM_
zKhu}%3`O#q&tjDO7QVt#%!~!o*PeD>&$MHHofoN)MF5{Wf^sAb6t%3gzGT@aezH$O
zY3he;vYdz4YocL9P2nkWH59fivPmy(Z$)>NvUZkxeir6p1m;b7;^MjN^0xM)r?J@A
zhJr@h7c3Fs`pc@EhD_vWxRXCRZE?pF-#qP)*Ep%V=ZCiL@A}a)m*{===PAKD<=jTq
zXztw{H9jmo(sO9%D1ef<Z1PHtbl=`;83w1djL9Z95cgm-+%=6Z_ikwni$NY4!~jBk
z%OYCK*>)o}Oj(~kP=&iNE}f%;BMx2`B!g=$M_?QTJ>)1ykQ{(iB*GM%{9P@3)*ARk
zU3rm{Pch?$54qmrs$6^!#|1}Gg`cg9@yb0JL2wXikYf*g><+`#|H&o{pQfwt(>tF5
z5u^5)PTOpj)sC<Yv=7_^q(zP?8@2LiBXCE8$#V1~(kL#RNK;3_DX}$}PKKoBVNM?B
z&=b%`aU~JN@HmM+pItzSd?&^2SsUVCnv0$!3rp^il5Py=dgKgpFf(67|CpTsUuW;K
z8of74Omx^;*Q4Yk;S;>#{w#Lk|2Zvr(T;+NuXr5B3EqMyA%%(FaFbh5<sfH}88}<L
zM-kyVk3wLziIbo_j&h*qeH!iJ(Hh${QW1XLW+BzTDW2{I+#npW)(>+v^2jzEYbY>F
zIrTq<^$=h`2OLP@tzbI9Z9OIu&BpU%f;UDUF-D#;=1CyzW~N^~_n;u%9|p%CNH1M}
z%SBih8h-#>7b~QIwjB<y?+(8-UVfE9XFt#v8bUOx7`-=U-_MLSlO#Kc!YjT8W=#Pb
z^Xv>e6J|opHWQY!-+81;L<x*YM(*|%V`H%$O=P4u<eU4AyzlwYmdZmrtn!W6qvXUg
zLB7|ZrP@6m+E&G&EFu9rh9U5KDsU=S8lgS#2PiMdd*BV#Sv0B3`WXHJg#}wA{|71+
zkK#nz>pYls!75iWgYN$Gi3HnveD<!A>BO>_E48>v&Hf<1aVgH55$L0|B$5CR?Bubo
z{+Jit{^s^}9SW6C#ZQV?B~s0@KX|QsyABn}xUiBLg9luNrH(oi-#~9eLgtcLHiNGn
zSIoQKKEpD>h<dE-GPedSoa&Ta%PJ+<S(p_WO*Oerb)dJM;o&ixxNayVn(9$<w8xx<
z_5%W4#B`wEyn%*-y1BtWl|_ewoG-V>3k;O1*T4tKO0fk91nQNjj7YJNj_>~f53{4L

literal 0
HcmV?d00001

diff --git a/docs/build/html/_images/rw_files.png b/docs/build/html/_images/rw_files.png
new file mode 100644
index 0000000000000000000000000000000000000000..c54729fb750e054e1dca3c2e6caf87b4f1a32a73
GIT binary patch
literal 102850
zcmeFaS+46!vnF=y#V`u+1pNL3t_S~M-#jK;krF9(5=p%n>`AfjCC<RJ@gO`d!@<4x
zxlLWT%1yzy46k#v))L8NwviEEMCQ)#f3{5Zzx((9{lEW*fB1+0PP<6XKm5bLW8nM$
z_TT<D@cVxm{=@(J5C2YI7dcqkPhK_IKm3gpe}DTMftCHd{Ed|UMi9|3{5`FrVv5@N
z?_IXQEqERkS@$P_(H~XQM1La``tKM#`X2%u{~Ia5w_DY%ANc#>nE#2P{sVkN!_Z`Y
z7GEpKN1;jf?<8}+a=m!Q?Qet#-<zt=;E$Rmb$`AhmQ&xt9R;U|zhmeBaMO+QXsZ5M
z7H6HdY?`aS`(15<|2zJ7{C8#NBx<tXxBuLU`zg()-?tz?;%}t<Hw-}@=Z6&kv==VA
z2+ID|4;D1}fBf@$mHxhWZE5nN2zB&r=Ke|xXtAmPIJdv@Y(MH04W-eiSpylTpFb6%
zNT~Z+{q+0$4oA|zZxqvC<@_o3yx~^IUrqT{aRMvWD$V9Ux&3}~>HB7>hJSf8>ANmV
z{tVim9HVLK_kWoz@0&lZ`;%sXhX0G)&l~Q)>eBPBU!_a=rxgVIyDsPbOI8)-UnS!V
z|NBWB{gwDnOXf04`~CO(|7uiz_v2r^IrTl{_s<6HpFjR9QTq|I=Irdh`teUWAUFTl
z-~GqlnEp}n|DR;{XVA0sUv=(3<^QM1xnHN`&k+0)F9MsF?_Uyq=HULh?5Cydi@u8*
z`Je6zQ@?g;b`C1Yw(w7BZhb$%&2zH8vt{}I5v^!ldbm|CZS&_TG<f<3|NJ66Gy6LY
z$$mYPPGLSX|9y1|@_F?~7^A5Gwef2b{gUke^sxQY;Heo*d?*<PaLSr!skVP9htVIw
zE&egxIgS3$3@)VkBOCwex||B}KN2DGcccD)Hg2G#|D}%nJxc%j_t|6rRgT-Ai8Dn1
zdV2lSTml6&oHACmzjU4e7G<eG)7_#tYpi~*mf!Xz?w6%+LBgB!fe<Bi@oSQaebb*-
zCC&0^Z9wM#F$dIC#c7$AbIJ+PJp9(gdG$Fbrtqsk^w-^U?)<5OltxSRHxm86B$S~m
zz)V(8;qL6%RV{i1|C#Qilph6rv(HNzi714>LXwPSd)^TPLGuFxzNIDnx`ej++}Vma
zpQ(YP_!q~Ei5Hd<%J*dpWJ)G$<kM3^m}R0q)|k}0_HTqhaVnH@@g3cfl}Dx@3+XqM
zqWJJk*hF%s5wDA`U5Y-Er%>>G*RcbkmK{kG(mIhfOAHj{5?+uX49O&v4_SU>!ozli
zP_{*57Nr}~?$uW=Dq_EecA^)qZHw}v=_I+9_?Np5<oclfb%?hNCZl3K1g;&%4yr(=
zDYNn~+oa__Kq4nZXfBSs5PgO3in!vE2yc`XfNB(>lSE7#G@0QfS>Gx5apYkCh2qMU
z&9-lqSq&EHIWr;=`He~wx?Ry?`5UYqD#X-QsNs^lHe3I4IjcdIf@EnUBoc#;HoAeH
z5z&hrf_f?R-LF5iE%wN<4wLPXOc#if{CD*gb49y+zg(KDIHui`Jk4u5^2iW*zTiF=
zN^(&OSwQ}ehRrvQoV<vU)pT~sw5TsOn(!B)g}zcoC5TFY`ButSzt*@Sg9&dh)kmwT
zbp3{`y3<G<-?;|aq33lEk-!e;cO>n`c&+-$o{7|o&GzdAk#80P5h;~>?PyhD(D5dp
zP>Fepv<j8=OSKE*t-I+E5&jaro8ciAI+0t~L47-YXkDs3zL*|a>2qU?A-cTaZLF4V
zO@%it_8R;!jh;n?M7M-W%su?lsIOLOts4t%^D1%ZP2o~VGdz*)^}Nu~Ae#yeYF^2?
zZ!MSD*xd&u;P?l6Tmpk++3xWvKwBw|6~gb!fk)p9bAzfY3DyJ)KUqip320)8??(-J
z)`iF~Ty}5{n&@v6!{c9fD;~-f&imp3R!iW|C;UUS6;;8J9%DC!gG`TKwe!wz_`)LZ
zysYh%qCN~7$DARoMi+Nkz#5`|8Z(1iSAv|SyT?Rss~7#*6c=kczo#D<UkpU<i3xpo
z8j^%UN#YT3La5hw+I_dTm=L=cZ+sJY$&wDUJ9-zsZrt`sJs!-hU@x+lBym=RtVK6b
z^QF`Ia?nX-*Sd8;f>W{{JK`pie<t&h-T62Db=P_rV}R3wb$R=@=cpvn{SwdCE*OX@
z<Pg#K3?a|3+;I<IIn%9JQogoen#$#atHNmOx7d5dIdi|&>c#J{GNZq_TR06XzJK+}
zgEjDGgE0}p276t@Z0BfeknRUBK%*;7YOj}WwhT{AyuPFqBYT~Fv)o<(Db0#RX?FX%
zI@UQBEo<${8l~m!+YkiD<|KF-LfJ=Zgv(;BFow8;XkK=am|oO|yVS>UWTK_Jt^exZ
zgDQ}rlAT39DH9L3Ry>|&^=O>fU@FV4(p?Pa?H)Ag_{lQAYpo-ASH-YZGVT$>I95>1
zz0nU651%hGr`PQA*%DqjwLokRWF9nEqr<r5qY;(8Hc)59BKcpll7EN3jE~wW&sfAK
z>rELkQCdiLKJ>#lIAKN%l4sNiP13Fx_u)}}QS%1cLqnEb5)}X42qr92)q{9_mK)DW
z>)oJ3ccCvLSSFo`#>O4Ap2{qL!pu5pxs_pAc8cRkFW%j<vZI7+Au@N=KCDl^$XH}u
zdVIi`@D<q6>thhH`H}MrSWRJi!h8~#i0?1^MN8dAml@o-76lLZRGD52jFWIpQ=a;)
z#r~~d7@KkfmKRb#T^>u+7AcbC=!SD-6}CDgzK_%NK@UZBu&ZxZ&f}@fHTGVjk93PL
zX&3Xgk(;|WM<9%|t$flh6`R^9u*lSfr5*9+;*T$Gc4a>;XLEF$!Icl=V}frH;%m8o
z`y?_|D9VDL-yfdDx&2O|IsG=Ofu5pZwqz7qR(rfo<(?n3XxCTc)~7~n#WN9BMtW;6
z)`vyLi@ZKUTj0dSY~P-+UM}zXLb7Rl<XcHD1e=g+<$ci%{l?`4n{FRUGoWx~qb(Xg
zEz5lq9&jD4?y2e?pR57f!Zs6rbA|_b?7Iy>1JYfS!+%Mhyc^8oPbE|JSJ@mjlmF23
z{$kDQb1Jqw*m_e%UV(O1!N4ShRDU7HYtg57dj5`c?Pz_iSI`Jg{z%+egPvHO{b3-j
zSl(cNUn;tzuK{u(+y19O#r#Gp(pAN<MeU~Tf~`8Ggis|C29lLJ1e2xhWq}-lwgcsB
zT%Y$=lWJOx)UuB;)FF9SzhN%V+yhLClg0O{ue4K5T9QQEl=nGJPoWVD2Rc*8k!4>n
zWVjyph>BoFj{d-s)zbnphm<5UUqi7)qJ@q1obU({a}dvd2deQji1(1nEsE(!vBa2E
zQ#?>`3U7*9<=twNGJZ*b@~&&}34}de@kkNuhbGp87#gbdxLMsBo3`v@f(Vr4^r627
zdw05$x=RDe_MfgJG5;AYKL3!K&%E8f++7sxEiuF80(s^$G)Ng69-8VZrM3~oJ6=Z8
zVaa$GZ(Dlnp`h%B89a^SI9YLb2*V61RT7|R`&yNpo|=NL*fp5BQ#Sb{D^ZSQoq_}T
zb7#c^e{7x*8#((>`hZg{=*BCYiO6K-rJ>t*N+gG76pHOP{V2d3p)LK;L7!FGtqMo;
zeE0GEB(c)t<M;KYr_0+}yJ+dWp~jCjJwie$Ka_z4iR8|pivO%%Mxol;iy)IPcN1hJ
z^{FHY81qzzQ_J1I$3g8Y|H-xuUSJr49HoLXmCy%SSc8ZSLPz~<Q@S*tBv4yYT-<$`
zr9w=ED^_cTBfp(iTFG1EvR=B8<LBc9r*b%3s$4w1$G$$nQmbA)zZum@1I3Bb_m?oG
z%e3s2tucU%1jdlR>HVs}tP(Ptl6qaw@~vqOz4+Md#J`=HG_N1^JzM2&N#%|!?xXsJ
z2v)#4)aXx)#~-Kcz~?P9>3zMxJicG?TFrJqZKav!`G?%LJj?p7jZA-SA71c%fngJ}
zw@=1P-JUYZ86dXGD4bOZL05%WxZGI&97g=!d86VD7)70l7_Q%Z8}8@bd=EvEB<Yx6
z-dppnVZK+%y$i0`Z8(xnm!DAK)WFhv=h(}O62KCiDx_l~v&F_+!*I-9u_h7UtUW8t
z7iSb!p6BO8`+N!<9eR(06D_=5C+6WV+>g9TvI|YVYy_*Qc()u$psQhfeN%UKBFS!1
z?1w6pCuG1=nDf)tB*^%_3@i_0DONzYDzRKSck|ZZ=b+?4P_=`f?cKhN=H*R|&`<LS
zPe$5(G&gy8tbt{@!;(BuVh|l_PeFp`Rwo`DZ*g|aQ~kWD4Z*CJ7_@wuZ!C=+c`)LR
z6-*5=@t5AZ9Mnv$)>{eq?(E6qeZij2<0W6LsU=h-o|Y9L&P^ehC$eQhd}p<snQHsQ
zn1`lm56}yv-?IQ;aB`W+9Qwd9K7c%~8w;vD9cW#1u@4gV!%f7{>b|tA?S>+Kg!czy
z6sb(4%D92DR%Vc20DpqDu`Zvb%@DVoGZCy=zx(kHb%bY^ARaIy4bmDWuW~^b$z*o3
zAmahos-kx-RlO6QCW9OGY+t9WBoLOR)<+|F!`hlvIJ=7YNw5)|6a&A@C6!E&Q$@4q
zXi|$?4_EWr4)ZxqU4tX_NY}=f%kVLft;F)#dU{8d9C`GNMXzf`thv=O{9wV{h)cWF
zTxdIgheUb4M)Z5*O*=vnPQ~cP?hzS$X}M8Q9^3W~B@fA5Rq4o$H<vV(%ktc~5XKan
z5GMrhCS%ikT?N6SxmrPGo7>0J6EKiKwod{K4b(A3*Mbju;uAt3l;T3O=T1EWa4XLl
z=9hHCWP9YKx;!)Asp(|&*5w(=C=;XS?t|9@8t4R;mU28tTo>1k><+pQ(`Bsq1q!<=
z5Ha2dlg-0jr0DlUpyY*|o(~LMl;bys_6Vnal@Jr)NA}8F9<~#UzZYsDEtzZs>h;=@
zZ5GR`DI&;DY2%k=Qv$!0T~k#R;wu|BUX-<`=lq^o!c{F(&p?57zaqIby{FGnukQ1W
zgNkZz&Zx+52JpK8fLtuHo1Ncc633hMR22s&3q=^+$I)K)4ADs<-C>5_6fi;Kv+qW?
z*3~1N(FK|e(?T3@X!PMZJDt=npfn{pXDEi>VGbx1msuZXT(|2mUE(Qy^Xu_ao8a_s
zzI%>Pa=$3jW2-^qEftlxhAWpEnA$2W_QVS3@o`OWXIDaI@lx>&pAkz~d(*&V9YsKc
z6?izb6%5)&L{HabS(8JGJ3Q*A1COYyh?ct<1}R%XXkTDSmwj4q?JJi&$7vV!88zOC
zB+l}#L*HG+QtOF<JH_=O^=fcy`kv?okkSg_rW3>`*i?d99Gch6Bvo=4-n}F0@5{7D
zJX$<=c6Gw7%Nxe<iKQN|`5}2Z+BvRQ6y>QjS>otBe}6kw4Qfj`v1j#!Nnb*M@grSN
zU$i=V5<V>J1qnMjQX_pyoJq|K2O=O`PF!}H$%D%cYvi}cE0pP|3e?{!%9jojtM6Cy
z_6=KS1$=n+lTCCR$yRt8(~t3)cmlN8ge8a<w&<=ANQG?#c}@!ZY`qC^Y0T+`36wrS
z+y>cp^Mx$(hQMN;&v5t5uYUlPxHdEq>ka5#o{fV*x^|ut=92b0CmVd)P9e#q2(LnT
z3J{h(4rCsCTR@)uTik1q$L2A8oaH@%M14+#M!E~1jL$2hL#Irx>4uFSwy}Bk`{<7b
zdm;hL%9DgTm3vH{&C6MkHvjtmep1muQo=<L<B+e~mrk~`r?zzky{3GertQ2E|8T3L
zliBdVI%PJ8Eu2+ViYKr@?}eD|w~hGa;d<XsvYJwloiP;Qx8Br|D9URv?S1=xEo1k7
z$EH{mUP-dU(enPYdASW!sPUO+gfrgb3Zp52wSBWo+JNP_Th<XVyvY~n_HG+nE*z_+
z_<C4J7UNC-2p{^X<Z_%j*7ZZI>>KRi+AvgWzMUtX1#N^!mWp2+?-`s5UiHjYRY>OI
z{L*a;LPhz}>*IxiP1qifm^n!Da<^VX)?%Pclr;EGCtl!P+F)?~gbR5*RqW>uMiF5C
zqBeK#mzA6lhBQ9p^azrxb$EFZOHlwkjn>`=16I;$PCRK2Tb|ch1078MdP57T<nG@n
z2%OzZ%*5E`^U4+iJmkwCFaOfCq|SZ8Tj8gGnJTfc5FiH)iK<N8&N1B>d0Xg$O&O-*
zAI!^unbh(9VZi*|tg*R{)Q*(nXzf#)D*jxe%SN?2Fe*&)X|Vx+2!NO^Mdh<D82A)F
zj)Q2`R}-?CnD10*8hlW6pJ#cF#A824qS+}&cI2=p83pvs2p#{+fq=}XH<oS3S+xiG
zd25<YZoI2FwSml(yA`4=t2aQj#2B>HCkL?i$(Cp(qowbB<MPI%;<T+Zd1t{Dc=FC}
zT%-~_$LOh^6HG8q+v4rfDY>&Bn<{>Gdi*Xib})0W`K5ficY~g$3qhwC^|_PRm#K0=
zencQu?Q{iYd8$N;S}_4|!v~q(h>uvjZO7N$ZB?koDCSyMPxVCtC^4wz{yrt;t3f|~
z9P8Orr*R04dAfcTgY>pwA#Z>dRU`|@8J<o8y)KUB6FSGg2?ff3^+*(S_kd&;@wHsY
zZ8idLBLPQkulU}*iD|qL0QQMJHtX*vGLA>~_#kl_<|N5>8mtGDDRqFpmGp^^rDK!R
zD+!d(V<oDdF+O<?p@Hl<dP!4^8FXm^fZLtzi}0Pp$MYcrS`hXfoCf=Naf}Qe>_HqM
zZa$yPdcu>ZE~P9)=cZMAQ&3nCjI6J|Uo(IbQ=OUxX9qlDz@2c05&|U5Q+}$P*?NV+
zoahohEPH$N-HFc>kw3WXrrgeubnZQH)64>#1FigISB^W?x^csw&dx6uYA5qi$VDlL
zP%|F1m{3nEIpJ*eU4m&WBYIBqQ>}lnHYZvB$W0%RrBdPGN4Z(`NC1b}5AYnr;6-1u
z%Zyf&@21z6KsWjzm~!#SgY43!4OUAm?Iqm0oqm@)U94}IZ~*y>C#W@dz$I-9;!%DB
zn7l|hqnH;51OH)imS|DmWgm`seX8#KO@QTFFFVX)t?CC6dOyXkbb4p38#h#qOJ^0-
z`Ro=*{-`m*m4b(SYC1X+(RwRb%d+l<L#MCl+2fLMb_#j5Zn$jD@%0nnE%vlfqrFtw
zK;Z6&JF<PJkRYflsz{KPIYhsL0EOt3o(w^NuYn#y9oqYUf%riTF#XJsx=pkAOZu`s
zS)bRJ`fM~WA(b6E{1F8XirCz0K~0%=bcuOpf@W;!C@z#FqNgnp*%bbQa-weTckqy&
zR|!@rh`T>c@A5OQE{4Eu#Dv;H=_gzWDy;_yECo_&zl%f~t(yi;r1Dhf6XhWJE50|v
zEqAm|O7%e<NJRa7`LE6yUI-_UXb28cL(R?runBf%qbK}@&suk9$t}dd-xjPjK+Js7
z3gMy2K|t;f&d{mB_QpI?1G)~w=4fgmfGYa+wxYK0=kyjCX%exhQ1jfl&ob0pKfNZk
z!9>}XFg)lLh{tqG%cfCh>kblaR0+xV1MUv2VVrp}3Fba*lsyB%ABNS|Gof><`6k#S
zG~Um7A<?Q9Jx)~^&8*yeB^%#(<ALFpAZe%*1kt_uQ%k!>ZHc4Wq|#QE8gx#dOGEoe
zEoA>^BSp8}V*1-Rsrl2~q?PhL2oEeg*H}-!&jhy$OVgf7+B4;0eKYT{Et!c)!HnmC
zz=Uv*zX#2Wcv{HA&AB<RyMOTrB1e*TClfJav-NZLxrC}_rOzJx1}~jc!En_}LtG|8
zJ_BBQVX6*aaUP%9W6KZb?KUo3Z@s_ay>y^S%=QQbWUJ$IRCioeozzsr^!{yQc$)^~
z%~NYjv7C~r5?#t6gz~H5Igp6r%tv<$<7E=S@Cns)J+S7q=~gSr_rRgRt&-nl@8@T<
zN@(y^oig+;Y?jRz!M>57ZKxB<Lf6b<4OJWy{!MC<`h~7S@=dAa_sxRr>O59<2Jnc`
zna^M)CPVDxQ%8)cj!pFVdgJkz%z2A0^4sp`n_{Y-p(^>1<^@C|L`#<S;v0THZMC2N
zCw%q+Fk&e^%}bgD_(*3p%`T_zfPug1(>Tv0sUCNG$*CJ2`{{k!<MCi(=5{k7)f{*=
zz@D?aoBMEDc?o10Bt)RVYv{Qdbk)U9OK53<8f!@+TBfp^IH7gMeIVV#9lnw;Ig6t8
zSMK8l5BxPk^o=YR^7AG6%gX953uP&H&LNV}mMBqrq^?HXXz=8?hGY9mA{TQdaHzMU
zu`c#dvR8@4j#IVEYxB|fDA`o!1A-a-TQ#Jc0GjK<Tuz&ze3ucBDK(J}8C(vc^aIwP
z9$T|8?X#OUPRb^CZBAp6ok&!WCz_oyK8G84Yn3t+zramI#WT>sX;%75!LW#lO#@bO
zV0qJrdyte?(@)R6`JR7^R3gFF8we3qX;27A@kN`wfF>hqhDEMWfI~AiFfXZ;Y{-(_
z4e^XgOI@Au`i<dsi0s@f^3daW*<gKA`t0=F;Pm?b=BoC-GG*tmSCINz9YhgUd@!d9
z;^%;~TIOFe_p&T26IBr0Y0CUm6ad^niWKpAjt6|vCxRoogmfql3yNqKRZgCVD&k*L
zft~Hn65~X84ITNEc~xe<0wv^E0iWe5MEBZk&ug>T*F+;c_Q2$TJ<(G{KJ<rO3KGrI
zM9c9J2YQ<^6Kf=?VfpTC05U1$&6^OHLl%V4iAG)ldvg;*?g|T<_s!q9JI7=5t30a_
z2dzc6vS2^ydR`JPAuAkHZPO1k1TK|L<indAmiQ}@rWxMX`6*r4&*hYSn*U;x#rb8I
z^4iTd&|1(8%Kdm5^fksFoNz@fY2JxD7oVXJAuPj};<7e>O^t!D!mt>A1=ZXXtW{bY
zuXBR#@WU9#Io?tJp|2LL@>n&l9({4Fl4NdRHSc)Lux((UG2^YH(93-i3qiP_`H&eI
zT+rKXyAbWE#5~`#B}C)*?9BL4t<UsB5IZ3W^&#RQHKP~#pBmz*)5C&QL$K%Q6+H=B
z-V#-C(#?q(D_;rT8USoN@6T%|>lmi1Ai~e_f=tiQ-EbDwbMU+PM$6jQWXfK_?mzmM
zxVwhk>2-@k$jZZ1EWLD?`hG%V1zjN}qJDa_FO3|3TShK;+UKx9mfqQmBrGpnbSZ9}
zk%%sj*bC!wB8fJ)-#gg$A?!2zGF3we@6-p5*@zO7^%5NS>X#tM-!YCVk^h>H39s`F
z@>ag(G*-c-Dl&SkWQshuHw4Sb$GoxVcUTC9G`3;OI3Hl~m6d{BkX|GCd~VUjy;k9N
z>FNkp3ZjrTY)KnquuJ%xIB?KOOEi<X_c^?funx}1$j2RxvpjygO=_F>tCFj68o*h4
zG!hb-oohkbFW=x;uH^p4N<2!R5!UrS{pN+^o8rM4M{b7iin|yCJC?9{{b&oNN0Lg$
z&F74#7J~JSh!{ecN0NW{*m)8$&a4b9nd8OTm|+^T?u^phKlCpx$i)MDBSyO5^oi=r
zkjRDrjF0j(Y&6rIM+DRHdC9AFi};NCMAS&Yx>9bPUAm_Qaa|6>SNe!)<0@b`F1>j2
z6Hl=tJzdYk&QK#Z*<GLW_9ne9_G$gJ+iALABgSgQWd&s<47@eM!jXc;$|qgy`CVx$
z^V8_<VLUqW!5m<%xeT3>0erj@vB%%Zm(_EEeVt@|@n97<?=tm6qfil4>9n2?{>{-+
zd^#R8gdDeL1nO^wtDrwz5`B<deJB&1=tCvPYtKXPZ#G<=cii(=zE3y4gQW|tPRcO}
z$`52)f-axdmp(5+QqP~K!)#~}v5yw(s?@-449#Q8CKbC{gEg&0>{rd1xiZJ{4!H)G
zu4z`f9*GRZgZEt^MO4Pc@83blceNMTE?3+{J!&8>D$7C+l5rDlN_WU3b-J9(Frkp;
zo2WJ7;*?m8!;BL|XRfWjVczha@vQG)l3^i)5OjVk+9@>jCwhNLLEuUOCBrTzJ^As*
zShRP6|Hl=%Yb;v!c`a$drFcD*<PUlW#bCenaYsZ@1pB%Fr?n>wW!0&FexY`w%re2W
zpD^PLClBpH`br2O32alKa;okSa<1F`@J{uBl0r?uTz=%>j;S0(Oj3Sc`zPgHqQUVX
zMO<ohXSpl&IaB$njgwZ^krf*gDg;sQOUX70))VHmwwR|hwfPLe2aMh-f5<2|-tQav
zMbY~?J|VX^iHm7&$E11-Ac7~guZG;dLL_GUF6~-+d4e$!RQ&#IdhRLaC#2ddhYS3V
zV!dCCWpNi<8fokJ-o-$6?zw-z<oowJQ7I^0C9h92U37c$0ZVF}`4Ja+P<<-j9&R%8
zwf41VxoB{e+{|5I%cpPb^msR0=^Q+ZqhUURj#tEZ1D)q4`Vo`FsYPW{eo8XnAMRQ)
zUv;Hd+=zSQndzg+iE<V%pX8p9_Y1Ydh9l~6OG|O3`5xsQ+965^(k_7fN?N0yqMNtx
zY^c@<u!7Kxsd%b^!`ldvYBYKOKk&WA85V+V_1oZMJDh!^i~Oy2NBTvvnpu&~Tu|U`
zSRXFGXt35o5(I1yIiqUR1K}_7QZEY3LnNMy<|QoGH!@6fnbNNQ750eTP1w={<_H#$
zzDO)?59ChI1lbm<JR0IL!YDxObpSU-#y~cN`3XXqj1aX}=g3ff6H|R>X?KO2@+Vjs
z^vtZTX?V4?_w4=s3e#FRMJrGf%!r33p<R|&|0XL}x1Yf867c}VHf-nmSWoaAFQ_zO
z69vJ(AjULAYLS(?M9xA7kY6cOoS9w-V*Rf^65s8Kas+F-?lXVi0tqfIC3Sk1H>Qyc
z!AF`QEa<gA4S4kAu&{6=JYKMu>J-tnqLvS1q7oJY>NB`Yz|OR<D!gE!CNx_Jc`F9m
z2s$h`{nW==A}G+PwzSnkz6pDx^jM@R{$%fGH;K`JIHjb(_$i2c+q2+2GgPAgQa<?5
z!N}amM-O|s+`I9uZqA3#h9?n4<Z}JJx1v|X_7Ol7anQDUF0d2=WO}+hM$q<3?`1RW
z2_W<&!8bA<l{2y#Df_kd({zPBd$9KamO6>``#Hh9+tw-UB}8}P5pCN=Rq+ZIwMdnQ
z4FaDt8pEHuBqzBhW7s@;wwAw9%p@BAZdj{2K(N-oe5g6lzT6_&wI-fxX0TTfp>PBJ
zrhj3F;0#M+hWfTa*`Fu_mRf1b+~qlHMnAgLR%#Y@aaLw{XeEb%lpIc(mv4b)5qhAy
zkTJYfQb&Eg&-cN@KiBPu&>I-iPIjq0qu8`AX@f=SU6?b^`f6FWSmYvCpczT`k+8n#
zxFe^484)|>(~+kgV!Sej{6g2TPE8?TIY3-O^Q>b!WvpbcBzhG_BCuxq=^l<cBO^p}
zbED+gg#>tu?7_~3>IkwJm$RydKre~p(YV#or2|2Nb%C>wZLI&CH5O#>PLcF*BL6gd
z-_tqTRx|ExcpX$^f~G>YJE^3Zm#tK<Ej^54X4(CYQuLy;_Ju|OykZf~R4UR&kE2W7
z!%nU)gP=7;53uE`pCJu}bG+5<t_dT~&`Q`vsyh!_o@%`)igOe9`GKAU=Lp-PX8p4z
z`_B#7FPr`K4;%h(ZW%8B*}oNFvETXb|Mc$){<`&7DFpT>&7XfgL6ZF6DF8la{r*ih
zh=am8%l_GD46^gH(fDVh@y|x%pN+;p8;yT98vkrG{@G~!v(flxqw&v1<6nWKpN+;p
z8;yT98vkrG{@G~!v(flxqw&v1<DZSjKO2pIHX8qIH2&FW{Ik*cXQT1YM&qB2#y=a4
ze>NKbY&8DaX#BI$_-CW>&qm{)jmAG4jej;8|7<k=*=YQ;(fDVh@p&-s|H~VVG4fw-
zG$xpT<Bi7fFJFH)8vmSV{Bxr5&xyuACmR2pX#8`c@z06IKPMXhoM`-WqVdm(#y=+-
z|D0(2bE5IjiN-%C8vmSVe4ZlkbE5IjiN-%C8vmSV{Bxr5<L5-<pA(ILPBi{G(fB+?
z>E}e_pA(ILPBi{G(fH>?<DV0ae@-<1Inns%MB|?mjekxw{yEY3=S1V56ODgPH2yi!
z_&nnH-+rSpMc{w`bExpY$$`dy4paV5A7~7_u@^WOx?I`@PKd_g>t0q%<_=MEo)EoH
z(E#`6W$Nop?3;dqn_b_*Ga;{<=0Ca>HC53;iX`in43Y}xFjT;gj{ZDot2AxSm#2R1
z(kz9v7+n3{5&h4OrFJvm_n!VfeE&T8FFcxmZ3+Kp=TkF(c8UMf`P6^L?$7zu6i)ox
zo=*)7Bmenr<NuWorwE+p-GcvHjweR`%kd<sf6KWEv;zMhA57xErop6mV9z)^^xs6$
z;(t`fe_GSdWi*^BwQ8f{)PR4f##<C;jn&W9QuU|qjQeHjTS(BH4}>VGi(ks}FIAgn
zd9*gC(*7%lzm)6JpSn7lhYTpoNGY#Ar-BuJ6^Q=2d#c+%RRCI-CHfnQeqREAQ3r$!
zV)Yd6&W>HxqCaT_O!raBj{?4(KM06sfujZ?3Cm26Iq!(Tb?gTQd}DzC0^Rrha*3I;
zKA)+9qxcuci-{MO0{g+s7RZ!L*2t%)gfPoQeE|2A-ks!b6sJN7+R0lWE00V+7BXl!
z-11NQ2l!mblnB2DTW|Fs+T!<;R7k6|vCy7|I4%(z0TmqXw?HD6;>5z|@S_tc5Pzo(
z>5n6^I46NaiTkuN2k`FoDt>`U`;s|#7hUN$R(}ncmr8#5R+%ka-TWT1B%cFksUS#?
zcm6(Jb+9#AxC85h1)0HT5l;@2>N#)E!F7z9j#>6f`))8in;ZT*DR)lRHjEJbl&)jZ
za}N*gsF+UDL19$5!H4HS81M5p_q_=$!#v`gxLt-f4y@uv!Ojl!wjFR|ex(steV-<4
zp8Om@2_~FuGrI33<7Mv7Vgk$1pxd>R%OXkcUrY9Jf4SMgMx9(uxbUS3pGipi5^$7A
zuExi*5u#>REFD_mqw-|sgLk#fbuyqTKf7b?8oj^rEpm7nSS3)v&wwmW+AvU{iYIiK
zE%zn|`AGIad~R5mGu+AI$UUxS8=ZV|fw}Tz1RFpoAYGn~3~*r8@9h1yNPo5TvptDx
zqdbHZ+R1oE-;|Cw@A+}B5iiyv<j&M3mg4<cr~8;ln3_Oar5-p4RTvC~3la&~c|y4P
zI|qk2iDh=?F5JZ$Sm6;Re-1jVIj?Yw1!w?)k!IBjkq7!`RNM>)WySN9@=oJ4TjQYL
zk$s^GAd>>-KO}vMy+q6B>;%9*NWjD$zFX=AsI&Dme;N81c)tap8H0jt#9s~NBo4DD
zR$QN~c+<awy2MI%ZA$ks0k4SuYBSMHr^Y9jlPu&*HvU=Zp4>W9?=wZsvx*XKd?p$7
zz5Y}p44-}J5za^Q%kC_tC5}O8I(HhLa{Ja@pvWm=%(*7B6^+{2SMVA3SIc_g`EAMd
z=8cUEX}QLmEY*k0LG!s1>7Smm$DHq@&Rs&z^^C@Q-D;EFufQmh&YNSBUJiVd(S?_X
zS?C2>xTCj-#BRMbx~+l`V;vB^=y)GF21ege-Ub8B4jbR4=GhO`hXA&e%6=n(L{519
zvSD7=L7dMfG2s{5S*&jpKY>^#XDeYkX$w!Dv-X)A9`-&uq0}@Wq?gfr%A_sA{2{zo
zKqnZM10~EA-JO_tUoKD6R`(nQh2`uwB!@sr*grs<4l9x8PiEnoFH7f}RY)l4MC%B7
zt)M?T44^H4DSBz3PEhvT?i00eo10_Z)jTl05=dXkC$WBe-buNl*>Wa)1r2DMJ}Hx0
zq?=Sv>PmQ1S~v7iB|vLh72zF;*w?BQ;Zgug5fFz4w_~|wOax`<K=0_8<{P_+V(SF{
z$k@&2jmrIM>qRf(VR!Yurxp>sMIM1eI%B>rwQsI;hsv%XqQ)SsemAB&)xLC+4r<fG
zE(!YF#whGoAP1u)AfS?ka5b(SH$HAk?E9|U!^}_6yO)8oMi%=U)Fqv-x}5>{mVRG+
z?g>UsDa`UB+zJ_`Vm@`-8pw|~LpZ~@)&nw;<Y?$7BZ;T;v3YXc_a^uxUnsj?X~j{V
zT&_xXVQ7|H!8j}9dqAG|*rh@jkdOd%F{9jxA-^^v5yUAqL7LdU$ii1EyiKm~XR_wJ
zJ8|o&+W`LxtOC@ewntS6nh*1`iy!UOB3koXg%XiP$RZRBl9^vm`Y?C{D1z{JR=<!b
zSrxFx*@c))*0mvN3yV|ZK&ps<H0x6oh*HyJS@H1;Z_XQbvKfW4gD#+ZvUOtyC%<CF
z-MyKn2Mlvao263Jq?1L~)Q?wuT`X+-wlAm$3LRwADzdzX=PvH+QfCeAtQlC;4?@*`
zm9;{ru1?0dL#(#1T|km3ix;gxjMjaJSE{c|3^fon`{AM;ULu2F;V`3SNT3AzmEM5#
zHey8P)U5uZx6!LZvS?^PDpV9w|K6_669bOkJGB0eY#1vE^i}uRXm@PAH12v80dF+$
zHoZj+dE!RI!{zX<yM&6cLaH31i@}-4&OCXU^bEMa|GNJ`7a7WYa9>l;O-<a5x<oBh
zCO~t5Q-nR8q)#yk`5U&bRgwxaa*-!FsM?%In2<yBD-m6GH)gQDalf~B!lPZPWI?vI
zy+R(L15@4QY?*DM{40xLfdo!ba$ncllZeUx)eD_yh!Ut@tLp7l9$b*iv#p||34&lq
z7myla1I-+OJ~yC(@Zwea(qN}O&xR6(q$~=s1Y2rV4pV0JsVyU$zaP(%Vcm}(;-15V
zUH9&>o11K3FnPjL-t1FZvmd`$n~$O9GVd;?N0k>jg+kTwk40m$usIWUCo8E#v>z7i
zNRCRr^xao5$Q{;L+(hG~9VqWKzh62%au<PJ*P1WHEsXm0eft^``?#KLy=6YQ-+9GD
z<FJ|d@{wkdlE~)!O*Je7DT1oI3NLthdvHKYN?M(c@IANv{qmSc-2ZwJzt3BG7e463
zRN-er8go6QJ5Q<3>oFTkv(tQ(k;{vM=iSHQ_F)OILV6?9mL)Ka)VI?ybhYK}wfc}|
z12ZwqP`SW6()nFL*Oza{ZqZiDGA|jTt?R2l$Q1*)#~}O3;#YW$AD+4QUYom=hS8<J
zQJ29PxehBOpi=C80i~uym9n78-GaHTd%4tjE;nmpklzj?Qq^);xyCnO;MMt(^-jca
zGqO*jCY4*f!A94u_j=JQP&%%!F=hiO6h1()jIm@^?JHe4RhjT{7!2a&u4A?YtYM<3
z&tn#Ki{M>)9_LQ>b){>Lf+uUBvyA1skBf6KHKMR+Bv|$b)uJ04%kbomIOQo&n!+j;
zi!82;D<f;Yexi(U$NB&RV9K_@RRA^9rox8`=B4GSm0`8ddz5#b`eFo1c+Wu;2Bmaa
zC2@bl%+I@(W9*t&tSL3QT>04dTVa*Wbojhx(4WvpIiT_ie@mWBP8F{z!)aRXN71!y
zx&u>YGjHv{7HHV-ce$1e#i_DdI6;$zZu`C%@h$)+?TG89wl=y8;;EuFX?`rmZLMaS
zF|qGfxz8P5;n8$kNN+Ue&3^*UpKSzGX2^W|p=o&Qx^WnLojjjIn2bBzlf5A-xgl~D
z&<%khbY*s%3_tE(!#e@}^|DexyQ0fVWhnE&l@=!Rc#AgIkY9BI1r}M-k6kG|YJ6xj
zO1dUe2Cm7hJ7ZSsq<$$lfqZAs903(?9CK>_v|Uj*sv;>fy*_J5%Q*2VeETuK^WeW&
zevpRbD7fcy0iGMR(>U*Q^p3%dcgeQTrW#~*3_4heK<nSgO#uYHYrr2x5v*6_=clDG
zZWt=_w`&L>b>cnDFKgH%kM#Isj$HGsu_`3$r7%tm$$uxk@#8ECR^{6vmI4-Yz>w|<
zl!<U@CePr}H&}5IpuGab!iraP{{4Q(SSS{dXQ3?<HH?XcNqWXU?y4Hlb0)jc1~5CK
zoUfu)eHf>+(eT)|<c3vB36CUXi`{92o5PJ3;|MLx!gt`IML@qS#COS<gRTC!O;!&#
z_@!(-!1XLVvGFd8OiD0M%X&TQuA&;O^>1&3-#r^_9a4#NN_U$m#5guyLDH&lFb(Mt
zO?Zmr4|5{Vu$W2Lu6ErMhT?a=h1iit&Mde4a;xWGFWSG6Gj^hLNgB3Oe=1MYIjYD}
zf$Bc_cyy8V$^e~-S}O*JRd{SQ?l^jTK0Y~Sr(0^=Jg^Gjs-8MZWr=j_qJx&OE2*UR
zDJaL}`mIivDipKQgG07~cfpyHu6F{orJO|4%GFz#t^F*<8|&WhKoj4eD(jtr-O8Jg
z0ivpRi@CmPY&TRK0e9(GyDZVV{PU^fQQUp5O3qm9a73?53)U3f*|tXF{=l$Jy`bBR
zdVyY7m?IyhW*D#T=JG?6H99wgvJ##E$^;`AnjD5+Ly2^`!OUPWyjxGjZ%NS-<hixg
zn*u=oo4(YO>-1x7*QJbMs0IHPTnAP^<~q0509?D%VU+~)Fy?Vz2{Hy3LRzIzB5(Ts
zYBu*VT+?&vc;>6xruNI2)|U^J`mGrgX&{Dd@bXkGV1SjtoPMcYU2y=8D2G9_&&WIb
zyB{hgS~Y$1P5L1Dov}QL^-e!vO&_d5fT@9cJcfwZv%2zwA%DEOp_0tH^wVs}Ouyre
z<d#_{ghLiBBA4-7Rm9Wx^bW6OzA{=<cTsdH_2XUcFT#4SZ+5kEQzRB(`K;q<?q65Z
zzUhZ9E|;o}wR!t~m6zD)+8tn~0QL=NT2=4)jl=1s)Eg7iuLvZlY92Bu!0H;-dK}^l
zSoC9^v#-<lpsV5=K9SKCD8Cuk*Mb)i_A2{qr2r64fq{>nwAZ%;*di=CKy^jf0V2sj
z`-J4BZA%7~f+fOi{5(Qm?-mmr4WS^Q+k`Cc3Q3lC80nkhIBs)aOL4XpJ~QVVCW=CK
z5@=WS<EgiPOfKjxhwB@_YYxB$Dc?=^l5ark$AnY|Y68GV)D+4FZ}=3XfXHl75|ZV*
zgk|2B?UNqr1aW6DN7+~F*!tm;#T?i9G-zpb*FZIi6luL(Q_c7}{4Npp`KS9g`=cgp
zd-7R&wyqGM!4&!Mv|a2p;Gb-cZNsmhvM!HL(+d~>CFiY9LDynn2g)QJdw2m9=!rxQ
zR#N$%$mWXlQtsGafHlBHfVt`N8maOO@UXtX15GhFV_1hDbgwwk>+bjBQMj?TJt33M
zWujMrWLkmuYzreTm3T2W2yne7+3i^c;icCoaGN0Gr&IvU5Uw+jX>W|wu-$DMff1I0
zc`ctMyXj4)oR0lPtK2Ke#?;9ebiU3AD<IfkDXvd?$M0rLlnt&mR&=|a66?p8LZd_|
z#@27x2(Is^S$(F4a;|~y&K<L6wNvQ7bZ_l?%+`2fd%yS|;}HC7t>d+2Ul!eFKn|=R
zTPj9?H;Q$8^xrL$YyWn`9Q^EV_(&jAyKq0%`29YL-_U69R)H0wt-R93VzgH?(0ztx
zn?d02KAwz4d&}{%hIr_*WI!K<|3z#H1998Ej=+#46e0rW0&+LE?%PlGA|-GoOof<b
zM3Ck{B937e^0nt#I~xN@2Jk7k?dq_niE;1NfI5O49P<nFi|jR7`(>Z<gtL;pihp(L
zpjD$DoxT|UyN1zO!w>#}9PAX74)J`pJnK07)#dH%c_VQRKfZB%=?z)@o!<#lQyKw7
zb{lUBubn#X1y0XNk(@sBprd`$ycNGKAmxDOSGKWLJJ;{=Eix_N87KGRzQ04B_OHbs
z^eRI%IIc*d9HG-ir}3ONS`8NB3SZ}RYx<X1$0?ZBPlXW%dYqQZNHGH3x&G_oZOS?x
zHa3i4j3?+E-RZ0hyr|7B;UP|hD29OUVwk)QG4nI?=nj+D*t6y@Y#~V6r2+K_+cWQu
zhL}omfcFO{5g;}SAuBUof=`W;)9n#<(*^0pOq>M;WL@FV4*t15Zv$WgK&PEs<|y%f
zsDUt@M9H99fsYx!tas7{?-M|Tyt%+{8}*jnw8Zmue24LdryWgg3?x)OROV44;7q!4
z`Qsy+fK@b5oA8KdUI6Mr??H3eC+RG6m$&%S{<>psnz4iiV0fQ&jtS@Zm0{lNqCGob
z8TVSc3(5t|bMm;}^3!Nl%Rw_=$~pb~jLS`wiQXg`r}M;p-z@DF+@laS91M@(=~|@6
zPmOttgsfj@Z*JF`A(nY^5<BC(wOd;iqf6c?FQ9<I&2(>Z0(`f?^GpQh;ge;Oy~yH*
z*}7SiQPk7W`3g=MUz_pNPpQq|FuJ!_(lDH|y%Bwd+nkV9f;pG@wHgnPcUQIjP@a2^
zzKIceTSmm|@B|j0vm&=cI#$0u!%fz$(N3%4fK}1Z87s(qv*)<0ekqAIr37BSuF9po
zelV2VFpU}EjD;SbI|WqCZ~yBnfTV?NrlP5lD4lr)A5iGv=UW~qdBHP%HdEtz`<0hQ
z<NYV(PU9A`eq}>=NMM*(nybO{?)1|pr3PClzz@ED+3#j+zi`%#tY-JH`ZGiqHtJKC
zfOi^6c$ae%hL$s;Eb`Bx4{p{(OOZ*q;TWC$_m+Z;M*y`zF3-@X@6J$n{oWl5jcM!Y
zd+-hLdKYR9trxu%h>xLmuTE$Uj!jHwI6m!%E`W3!!StbT#tI;fYu`JiPIsbRcBuzl
z3VM{+#9;8cjj*m+lfCihkQFOXLW3o++|%*BehPB7@;gJm=GkSZUH*VGim+>XSLu-8
zwv2q6GZ3=}m{LfW6V);o1B&;p6J!%p&!##^6fYzY{ssHRYa3mYMn`rN&S_+2*>}{Q
zLEd{o26REc?t}FO7Vbu{p(6uSo^fGodcOR`vex@LovP_|9Vs2D+7&EmL2?*vWf_(c
zRQ7;w@_zL)gh2pcYig7>Z>wb4^geA0Gud}&{jU`lqrY90Z(`=q!B+Pu?{1M&+i(k|
z_^gi5I9d6IvdAV~TgAy6{Yrf{`?(u{Bz8@>Nten!Q8bQyhbA~a6L>-Pijgxizc92y
zS^Dt_5Fkl3l{EjsF}@-JYC?>mw<sxuhKX;w-lNnSAfZC8E%^F6+V8j1Aqixf2~Fu5
z(EAx3Nn-jF&Gqu?GIYi}Y*gq?<xeV~n%ytOe`c}s5V(Zd+G6C2GC6^8S}{;m);1Bz
z@@e~qT=GpDNyUyC3F7S9{YBl3?U<5PJ(@QY5D7u6$ps&#3~>-rhN2E}x=T)UdLz(N
z*C0>L%j<0z>Otmqrs;r%fC`-)K6-(%d1mF<gX_2JWpXH7H5m^_0L?)4S0YYW^w#Cd
z6_8tYYGZ>JwoYNVN&q>wK|T@zbP>!`i^AKd^kPoGh0neEz*y@<bKS=`{np%-`?-ve
zT)n!Ga{2{e?!IM9#=K6eu$i5UbEgKKFhCj{K&Ml}gkJQR(^fHa&<qFv0e8FP`Ey*%
z9d2K}V7NTOpbzBx!VN`&?9;&PH*oHtX-u9lwH*x`JB}<x)qM1!^Bm%PmSewOK_CCN
z#==KG3|#ZK5(kkDf;XPri6!=+fSocm>Hf*KX{P5Gt(M7RW+j|DOr)N}*Sp`neEI-_
z6KE5DZR*JICM*o(`0`w`ZAjy@4>m7YLSWQBa&XIpT>x)U6DH-Js3ObbL@J5kFcMFl
zEF&X}ZZ>{S#nxQBl!&H~)K7P1k#^z}`%y@u;(j8#!tIz`C#AF3t{)G;6}&`CLB6z5
zrjoD%f6(KSKK(6jF)dD~R2@GnBfJweWLtM1!@%A!%LduMc(pd`CFB&=&99!lG?!0F
z590g6rVC-`lg&S#4LAm8-VtFofuDx2Nj;|7hB#EWjea8QM|Kp2n?c-LloQHdMjuOR
zk`AGx;5Agmrva`%5A+64;&p#^LT-I$N~aC()wDF_ohJFkol~3~E$Fou4fO7g_5KCy
zZiRgY34ql86eR?46o8+w?s94zBvLZC0AO2gr#3+URi)i%z&i+&z{~Mve4+9uQPPh4
zg@Do&zAZMx9Nr6+=5_dZMZ}NQwHw??Va@ndXbgKm0wR^)8}XuV*GHRyz@38bSCY^Z
zl2~V)c{3I_8gz?!0FDq~36^P`8+Oi+F904zubxb!Z{wqx-9S#n(@g2}?W4b$rea~B
zx}Z;BMADRGI*9!+(*($<A0I0&Im8%chf77TyOYv9@^X`5W$bDaTX#8;iX;!#L!njM
zY=?Y(f*=Zm?_C<<6F1`PYPapM->7qNjH}3O^_?AIePQ}W^%e&U(QM~jTUkr<0F!{f
z!qAF_D=$0`VS)5mPYH(viz}1Zcof8V7gOgGw}5$Q{i!JH<C+*=<E&0AA{-VJPCdzA
z&HaC8?>(TMsNZ%`MHEC-KoJxHDPlozN;1h<kW7-vr1!}rC^$(bb&||XX40&Pf)%kK
zDi#zA7Er_jiUOj51q&*oq7+5{qN0KY6y(0Yt>3->d(K_=th?5C?|06+8}{0Jr_5yL
zSKjix&-?6FKs2aoN+)!pT&&j!i&&^*xM8VO6E!s(!gL!akc=gvlpx;Jq7WpbWhyJ_
zGD`mKc8@0>h-TBxd?gz2V%10`=#G2Bq7|7eTNSFLKFDmt5z0$wDV(=tl_VyX@Ss`4
zTB@mH5oM!fmK}83Rac`#-4WpfgzSi9Ly?jIGswu8)^f&Td6`cIT_|xVVWvb`loe~a
z-Eo^(cfN$qA8p~;c!JCjVmQDiNzw2HJg&AO;(=I2^M}ZKv>DaYiH=&vEGn&Gv{}+T
z@u~tDRW?v+1)L^H7ICPsmQ887h+vD7*+}IBP|$@)3@k+&D;jCY7+Aq;uBtE}(FR+S
zvKlE-Elq6lnmMJI`37FDMDtZD<jI>uxFy`Gq-ummhO}6A`+d!5CJ)}Ar1~{35Z5X#
z12ff0N20+K)m)k{lv|-@UUCN20GG$w(PA~|sFa*UwBxU)Tn(|}?3f##W&?0|ux+S3
z;jU<DLM}xVZ%)9aT23T%oN&hli=)buii+?pxfN4k<uDDEjZo#Xwc{Zonx#-S2P@eO
zTLM797KR+VrG>FXj8);C3SJ6n4mi|R<eC|guzEz@r-(&7C5X6P6k1t7r$&99dMDNj
zvI@Y9j33;7-fQ56qKBgNI2t}F!A2`2nlO04rLmSR=P2<wg@QgG)I(WFw^DJ+6Qey<
zaEDAI?8${(-ex&n3Ob8mtukId%g_xx*QR+Y<>L8-R&G~uK@uf32F8yyXWYDzBill#
zidQrhLMSF@D!AApfNA--KL``2X&yaCK_yaaaUH7NkTawXZxbyER}DCdDV}pz9Wbsf
z8lJTT909>xQw=!<!B7DzL*7QnQIcREmkIQ)4&5erM?j?FPN%~PabFk#a_M*>6zxRX
zD%uWi(t(aCu$Gj7Zqldg5e=_Y9JCM93M$kEhyvx*nFgRbPDOAy@dg>P0JRZK5gG<8
z(8$}0*&;!E+ofa<!_*{|6J*Hq&Fy524Y{yL1`2=SEad(o?XZL6XYg<&kw{ZfxmjnK
zD$k)1#E54@np#aXE4qscHd_^_@7e^y3uU#8-I+zRAmtovTBFP;32&Ne$g9+;OhpO#
z056J!IJ)X_b?OBT0O6v|;3^#`!{|mDy)D?bQDW6?v!wJ!%m$yw>Nt&l<l-*8gj{6V
z9QHtsB*>U3OOm7vFIZ^4BAP;qH(BUVWCo*3$m9|#*n*Z4h(YXwBKrt(>rAV{X0x=B
zRx4x~OJhlwFA?C<8j+(d@k~osV{t1J%hwplrKyxm=#55Ni}4WYH93JzT2xu5>sZ<w
zC?E_<Py?_ON?Mjo)DTW#Ci$e%uDM&LWKl;8$)dAm6W8=Pq2^f#rW3)gXsbdd=y1wh
zf&~L%2Dq85AXsRsUdbm7hdb7B+L$IAFcOU_*<kAyvztg}(uNiXThCb1EyZ6k#o&gR
zj$F*fIU`%k`6Y?(0Hq*PCU7bu+fcnG<8FZkPIk?IlL&=FrU;6f(PR)53op9z9AH1d
z8u6fA#Z!J;p`*o%D7Gl%Vs)uvf~x!9?`WZS08nj$ygyeA2<>3AR7Uq?54wCBpRv$x
ztEiK@&!&ko)MwG4*uf$ag;>R62@@^NVrtb=Exr-4@i4oP4hLGWKct!{*%EvV0GBYs
znYb?gjavz)tTBx7GHD2dP2sXyg!Rh;yN7K=%Z);&5bL@sr%7+;fu~^8&9SmaQ6(D}
z_M!85{dupqn4tk@b7k0;xf15&RL*0zS2D0}Y{^VJRe@*+?nTO=tyRtxgum~zZ8b@d
zZP+txTZm<>WC%De0m%GHCFJi#uNLH#0OWk>W-%f9+q5rPF2rJf6Jxl6P2feQ4U7fL
zIl!8x6<5a2Ne%+$F=Y0ls<;COM2m^E^J<j#2#}w^bI6Fb^`!0%_}on*7xvejz$bE)
zf_U3%VA)8-h2G`ymc@j>oy`W=2;4>i0ACZCr)9$ej)Rel@XciMv{GT-V;DgV3LQ+e
z6|`flxeYn3v#1nf7PNe<c*|=znQ+Wr4glc@(G^*Z_X;TAHL(!EwE!!y8?^@6(F1N%
zstIfqhe$*U^@hbtW&<Y5X3dl!fJP29QAQUZt2NB1^1|?eb_^lvP|fO49kxkZYoVB&
z3K_szVG;ESmUY7`Id}_iO=&4Q6U5w}5ClLNGEr8pjKXd!3ZJT!FUi)-@wn9kvubW)
zG1*i|%Plh)6_+`hQ&60c)$yF!;RamO>6E;gnvZIQiBf=LO;ER1!VqDx1)?oD<xIJR
zX+qgU<Z9-c?lT9oHJcOaz(hkKbchcE(U7MRDwZrIhcoPORz(NAvEJ}zc@}Pm4PaD@
zCdE)9A?d-G$!Uj5d`yebl0VMMOc{Na59|?RC!-C2l$PvJazn@Adb)<28YJZ*)BrjX
z3Q1NafLX0^xl+x#G$@fGqv7(~oD5{S%@U7l<z{aQh9-v<2w%3~x5H>SV{lvulXEg_
zR0?WUYf4Ze1Js2D)W>l9xOyql$kbrrF#*AaJhSE^;2C(_Ko^pxEl^9Y#gl$mVF@0d
zP6<@U949@dT7k|KU^Z2>mWq^AQ6--OZ%8Ya7^X{=h^(Z{NpQ~L6dl6?wss!s+*}=P
z8XvBJpEZm+2GvojmeHW7+|*#Wy%B}9gbTE_6GV}yZm4;5Nm{$8@SKq*nnD2<4jDHi
zSTBI1tsQWAJM{o#Dci_Q2`oF6r+rqV!P%2VA}LVO02{|C39NCoYSGKCS~>{UH{60F
z-BD*XEJ?vmASC%Y4<x;{26A>*y9NAUUWix#`i{1<PWVnkdRfZVMO(9;;0=gMh^%5r
z1%~#<pkUD9Sqqkz`~}DjLsq{NZJ`jwH!Trapmd4g+YPg5&0$8}QfVb{;OxY#5zb*Z
zd(ddqBK26rfOsh2QbK{G7zAVtJ|D1biL#b(TQROAO7=$7Ev17Ep$%~!iVIkg<}2`1
z;R&o1X=eRxXE}s?sw)M&C^=9qS>-ri)T*@GB_YNuS66~oxNn9oWA><6s6o+^Dn=!p
z47fC?38%mYH@way0*K8GKItmeOmQjTjh7ONkHunb+Kq?6N--V?$5@FeV<>gYD1mk`
zFQo#VfQxRIicv+05%p5cNYg>lNL9!zPO0Fm7_*9N7SZ7i<|`#4p#-7+9goKqmt09|
zfuKuCRKemzWe=c@cB6p2jT=KNST1;L5FfTGywcJj6KK&IWh&HKCMS{3l0r=-EeS2A
zhrK$%5iMksG6@!~fv)S1`n}~&LiIZnr6Qo1$#M}Uy<!nypTd5H!fqanicpZ*NFZnz
z@NkQ6ptGkj+$|A}wC;n*gClTDm;VguQG;qI!K@HA!<98zHXn|LtR)}qEvRud=*!gH
zN~erRGe8=MbQG}rYz$%yu4H$?Soxy>4+X?pEg=TIWt1L5p`ej&s)|kpq6MXF=5bQ0
zX`1W<+sM={Szl3!HZfgDD29VFpgPk|#6z(fL<fvHq$ZKML#cwyK(^=*Jc>D*kF|hV
zoKb>N+L7<L?QN_DNoR`-*BntaG^LOg++Z=<Y=+S+meTfkE?L*IY@DwHp&3dCb=4My
z6SHk^jP#)W?4%`ULu^5|>(1K5qMGmIf>FxW(N%PYvLlmqB%C}enEl0uM=0tJ6024f
zh-2YZ!N}zhxKgErG8CYcVmwQjLM345_={RQ5%5*hg1KGE6d`_NA%u)&0}?@*V^TVs
zsm4PgQZtL0n#YW%8#RmENEB-x+CZ#q$r+cOVIFA6Ub#VKJz4N#Y_8U^!o5IoAyV+$
zGB&tlCR(?((yZQ<D|85xNnz@SHxNZD3y^zH$lhelr5K9Nd~G^TCC#h>XKK*2tr5n-
zMh2Z`O9YFMAx-8`u0gd7K@O@#HC?fmqIDM^h!V6E6<s>f5<Qt97j)BT2Qi2$kr8oP
zkA~oc$kS3JWl4Eyqfv>*>qJ)e2OY_*qao;WMuWF>1^W!H6Is0|<&|a}=zKxe%%)Os
zMU0f8E3rshQslb9iK<fTcz{sq&Lp&;98S~LoF_wAD$RB%EYzIMFz}&8SFxBvejAcG
z<k>2PwBJXk{ZPI(y8)fkt7Z;)VzVi!<q~NZ5CP!Wc-OHM9GgbRdJQs=2Fst#=HlL>
zPchQ1tmddWvqpl~TIK|o(MdH(W=p_@$%lYV43%F1t>AX#6m7Pcb)%6}a=@OhIz8Et
zgAavcH0h8W$*_V)LTMM3$Xg8(B18tjE}~*?I_M&xprqHRr2~F6aux=z1MMWT7PJ7w
z=;#15A`1*jze9mwrch|9lpb?<+Zv8mYl2t7DzXaj9XJ;QK?&O~8DNnL=42N0`x|@^
z_;#cZGXT8`2*}^dDZi^km&$26n@I4o)&c@6)vVJr2`GVL%i9gCl?aMDr$VwR3L;U+
zw*okki&%x2xm0&}VosDHHyPkn(ONs(MO;c$&9(%YCJBXdRDfw2hT1imXbP}(S!fE#
zV&+!R5=bD6X`+J|T`kqMd^7H8c?w=!Po%Vb3rq}a@EYVxG!DP|>UF3`qM~g%D?|aM
z4Cj&MHBx>~%v#DEcqvmW${?FSpt0*{v{189){NOL(@ke44ACP8fDlG`A@qO~#=`Zy
zU-U;KDHgK;*CSJLWW5ML48mfC7$3g*37$(SMlOL9nujQ8x*Cjla|V+{{we57=EQ&i
zHaDlpC~|GYWi}XhbfE&0nP~+$k0ls3rHXB?k)xutSxcqUG>Uhjpq17Y!39`V$_ptv
zl~0*E0o>Ba*Q>EO6}QR^><C6SYr0!38by?!pf$paS)tn2V)>jFOgBR`0~kRlVo&k7
zyF|6?SkbSksLn<dqA-L2%t*2-`a6MityYO<LbL|hR6tBLqPSSM@Qlx5<`pt-aTO9l
z!V8gd68NsbE>)xT44$g#j<}TTYEck@L{fH2713YvIO3RC1{Q(GUgp9;kgY+(26&(d
zkuZf4=}IGR6o`OWDTg3SU|USwZVMJl9SJXJLa9_|MQetKS_V^Uiq%M@UKe?#qGX~;
z%>|dLXn=v*!80&5MP(hZjTl<N#B{d9D>)39SP;tq9Ntb=p<)pL^p|qwbS}c`s;d+&
z)HIUBl7y#2<gvKmamk6e=3!Z&eV9E?Sdex|V@zbj4M9}VOTd03MO~v=lxT|pO(848
zclm3d*eXK|*K`2o6vhLVQxJ#t7q3$wDU$`>ra6K4nRQrO9=@VTWlU@5qYZDA_o$H7
zdaX6i7p>+5iAh6#oK^5Ti(AxkNEEU`I6t6<RiYV78!FL}Nrx3~BX4&*d9pxxxU?fr
zqu34*g`7fjc}vLZ0_H#OWD{X`uw$!hKD#~N0YYLu05Jm7ju#N9s>D(?<c&y^sR(%`
zLCJNB&%#j4xKD1H$gBvjG9Iyme&ql5vvt+%fPDbyd{8b4YMhc(wECSP$UrktI>@jQ
zi-`HeM9WW^Bsu^!C?2?ms#jtnqUs41!>)!cUq<!NSSL{+%mU4o>3Suu!2mSctnP3o
z6D7Uu%{r5Dsz!AAaNSL*M5$I15wj8QJ%;Yx52qj-4LP3!5<PG`I-LpwkSnm#I7rpu
za{j-=#W}mvDkhXlDQ|^}hu`EYdF_fD(~2=3IDPp<mq+v!YA9VrgV%tB1<;lf8$!=1
zL6o)HTRt3e;aVLr)}lqufsBI*kr5fJ8MIXq62peIRHfu6;{s0Ay7CnOxI&2*<&@io
z*Dlon&<$Y)$iB)r!b+fO<0yGTc~~2a;j6n-VC&gd(SdwJHUecZtr!*(Yz=Bs%|tw!
zW6aqc<|;HAnvyIER0F^_$e@ACZEt0Cx5H?}eW{$*ZrFWUD;+^~^#sX><B6gU{vhLa
zD((*CZZt1@i@F<p2}?O(C%d6Fff3>{%9O21jS3r7gcw{<CxT{BR{?bM*m6<2;cwd-
z)rQ%d)38b!A?R?^V5&$*UJhXulI$P`8bhcYh0+@zZ5R=m7gQ?fiv#yZir4L$YPB{n
zCnm@cG&Y0a|A6qEfgs*hMWe%^Mo`9ZQNXgxhcv1b&tvtF>Z$mctkV}lt6XkV$q<wz
za$cT?GBkV+#(9~L69`pcsZcQJ)68WVn4yH>=42d?b972jt6oEKC<(!4YoM_%wW)Mf
z%y8CZp7cP)16_w5U5B&bZu1NZqmn$86wL)eD|BKtS_csB@4N(%Q0NZ`Swl6e5sK*{
z!D7@RZs=BkGeVbx7uC_wS}|jAEpEI~j@30D;i7O(_$qs4R-?rll_X*?N{mV1MHS#=
zDTtSZ4x<7ypraNrVD55uxttU{Mnh1c)(s~Eh7LMs(BSAy$?L6|yhgxLGZiA)EKf1M
zk_j5u8c?ySL3GdwfI(veHPQ%YIw>PlBMICc#VNCBOEhq`gzOc-LxpM+LVZuIlS$d&
zVt`2s-ysO|`yCkPhd=&d3z&JC3B@}pDNY$FUsOw!>SZ$2V8xP$PQ?MR4zNv&3*Cy7
zjpj7J?sri+e=466lVw21puqqt$f&lH*X)cZ)pZ`Ioe~O^gM$)5GVYEA#fU|w(5(19
zOgMvC+*n44S;<)2?<r#>s_sKY(4PekqPJYHMgrb)L!coBP^w*b1$Sz)*rl9`yO4jS
z>*iX;0ci<54?fuJwD|Ef=?$VPflMS)LO$m70D?uiT}4=Sa72(Z+>KJfQnZ=ytfa}Y
z9M9z{ZG$K966{Fiv5jcU=f<G^$w8zUz)8q%OHn*%ipO&lkb8mkCWjL!xfcXa0*JU~
zFU%D~_`3Mcm{%17x}f1A)>Ut52fISQXx`Eht(^#wLIJB*@K=Sb%4#_SSleJG8M^87
z21&MNs+X7)j?-b)ThO~KzO8~=(j=g{Y!VlB3m!pBt8M{?GN$?4amI<IDx$L!X_01s
z44MBTvIXsYDgcJpK{s82luLFcHO9rZp=$~b4kx0DUxboST8IA>mjrYH-GPtPHC}TD
z0#!%a<n_W?I81ji#fT!5RmGEn=po@r2kjk8*a22F>9&^<%mhGkyj@Xhq$d<oTdJmp
zvvQOWb7&Xv6|{^oujsY42~~9|F*V@NS_t5Ero8z$^6{l|IS~c3QHrX5R+htNHy;hz
zAwEbuQFYjF|9fsrR?X{xcqoh0u3$v<lHO*E6ytQzK=thi+B8xE9>LFKhQb4;ls^qq
z)AG?mL68|X5tXS@wBd~M<|0%o(Kys<NhsW<LP6xNlMLdJx&0|qC?x`(=2qKz*_-Tu
zU1Vtk)lPu`O-5C<NR=x!RIB81)km4*@OoTNW)ozVA<bB}Ef;jr$d!z!Da0q+WhD@I
zitU&gYLgX!knMSkFV3daaMjyx=4(DW*vK30ytU+ZbmgqYHsrM^6D<Dsd2LN;iT~7B
z1v3u~GLS~(L`cu#q@JuLDK`NGTrn?0gK5(1ZFPm;aHcY=i7t0j=g=5+$};5<1a!wH
z4{ZsTt4*|FH5eyOjaT5;RICg!J=1D)6nF;KM^p<bvlb0C{D2My5gM%7Es9K_v$@2M
zPpOCs{La9}W|^3*aG^9$W|O$WYT#knJOEkng9q}2qSbi|9n8scTGPFh--Cc~p(W&9
zzNGHsm8_P?kX*nWU|SKjnQIk&1<?_Qs7ei4+F?a7623^<Ct+5)$pymznrE^#i(At=
z?HKF~p8}kfVwq<E5=|vI$r^3~4i1G?sNe;Q(37ZRCdLuUnrxjetPU^{caGF7mYk|%
z4Wi59m3T6qw~$3Olxw8DW&xHkOB0TUSl4o>rzejH?-^ekN=PZ%YPJMWlo5kWKPX2K
z5sY<8V2hc8MYJR_$|Hp=w9i$I6W~7?I*+o#Kp~8Y5e+3#E*G*=n8{~uL4{K+r8tIj
zL~(<z;S3(K1VrFs{C#9sJ{geV$Z#4RDG->HgZ9=iZoz`29(GofdLvpaWkM8XVbS)F
zCA3O9mN6k)0erT6x&oOTr8P)jHb8eMI)=jwVw{3}7=B4AR8TT(P}No)LDhpW0;>xd
zI1AKu>m>5JfHm3OQY*oyb6SD3q_swirXyxa0@s>07g9>bE{1A;D3GFBq~YY{oEEc|
z!5xy(R5kDSL+D}CbS}f`DM!0$shOa&IU97Qf;lZC<tkzjvSQlaOzK=$PR~+Q9a<m+
zRp)s+pG{kB;I1=3KGCs)82CTxrf`v^d;}W1Lp=NnysBco;|V)4+TXN!v~&~t2z5CH
zBZAV|zw?BOf;^Sq)(r3jm*@!aB7AjpE=!tQE|^nuyA(wmB#4<Iz^fJ^scm~AE~w*Y
z)qD$$9MA_snn(+g7WBvh1ZRr|H3+BRm0H*ZOa#tfb<kdGJ5~{Se^Rj(bLn`tQc2;I
zhGpqoFq20?m&qPNsAh>OC{%#y8kJfi&IMc^cfAP3EL8_~p<0IS+-j}?;E7M_^2ZuP
zUMydRq>Yd{kDP;)0vIVxj;)7iyJ~>|hiza*YmTH6;PaSDtX@hqpd}uy)oL>1Z>1b$
zLl5MvGDsZ2WkB0b9Fn8}foYu-3|zq$=2Kzd#8fH0(@Ma$&3eUX9=F7-cv}v@Lid^*
znx6COL5&0+5*Ea(0TXO;24M}3S|OuSWyYLJh&;#3Nu?>}A__RvYRqp$ao~ax3Koxf
zLY&bmmBpg&6Tl6*058DJRu!{o*-}{Ld@OW4x}nx$v&CeO5cJmYL`w~Zigoy$K-N`l
zM?=v-f-e^!J&pz>s6<8WHFu^M=K;6XA~j1o=|YuBm4ob97ouD#N!v|%4RIP;X0$T2
zR;%LDrC<>FLgkhzAfOZ*m=+{&c--KQ@IV|dGhmD06XQ<YQGh}MZ0dkvHt>e(`G*Ao
zekO+bimp2JUO7TUsa`}Z3&n=<7Gw$nY2f9By+L2Olu*4ur!Jb^c&1$R#_DpYT(_o4
zEaPn!pwk5+eBA|$i!EBfE7L+Ehf-RVW`VqwMO*-_3_MF)Iv%KsHC<yJko#v*@(?K@
zo?5|3%4#Xxh>E;9oPv6fSjK#~OP1oCtT-B4BMd2a$G|88SYL9K(|tw-GFXkU2$rNr
zCwNHFEd|Q$1aslE2dSp+Ea@!_<%XeBNz9=Dq0~ftIVKi2`Kh8EGJRJHQWd$yhEp{K
zDn!U+q`*aa9U)$^Hsd*qH5&;RxO4!#qgRDjgJK&PKc;NjP~tgon|Lms1$tZ~?&7nB
zrX^7zqfJc?W<zWySLC2(76dRuazRioIuVkMJYJ<$YI=*+JkR@VH9F#~w%iUOACHDY
z5Z*&*%VsqL;EGDj#~Wb>X?Br?qT3rGU_%%E-fSG)6Jt&!F!&8%QC-M3V{qRdKn<NP
z7;}<ng(@w|?zSh*B`1xNScd}&j_{8~Oid``K^rT2C;(posTUNw7@`aaVZc8i0sJSt
z7aU_S;EQ+omgLc(lFGE?NW3iaEf4Cg4f_BKgFLrcX2HO-Il+Rgc%39$#VUFZ#nH(3
zvalqeAs&W?ga*1uOt$7A@636Vz{u_*_(Npdi4@an8V(1Yh`5C{@I;hsz*dQx1Quao
zR*j?LoroF*bQJnuP>mF;!j_J)MBI;pJ5!4>8ivvkfOnJ(srEAXUz5*=GF@obwuh@E
zj#+sx&FQeCS*ipU59MH}2o}>=;5M5DsO%Y%(#UCPwHEY7Tx1OGa+^I4p)C~<wKg6}
zlwA?Zt~0QIZ5gd?(^L<tp!$SPv>MmUmSl|pj4!IF&Ze&>k(HE9AW19as?gWp>0&h$
zYE0f&XaR3An%02K31NyukLP5A6x?k?1H;6sVOIt~ARCWMIRUj96_rT5=0HQ4%!j~o
z6k}cZAUsC?fpcUfm#f7=Q@I+J1WvX=+1DttWJ`*gf%HnX(jfraEnRgBDkj^iuzsAr
zj7!PMxV4>-jS4XG90WzF@DWU1gT6l@UVtiI-o{b62%Mus2T`P&iHqeruIG}4uB#AG
z@C;bEmv#p-%?1wb!MIc@rEDT8#fw(MX=RW(7BEQ=6r!q`iFmRMdo|_nG&u^W1U6)6
zfMs5%a%C^s#au$Z(VT#9Ip7x+;dMrjrvm9zQ_A>^dRG&i5#pq#ra+sY+i${A5-A`q
zL$v7kl}X5W5~#V2H6%z1s{*<sgbBnmtY9x-nYdyYs?`QJ&KE7DwH^R6fZf!U)mO1}
z#}iD|$RJn@u^bR-P*d;;6duvQJ^^n(+_8F~zZ3&M&baeA$&$&TtS14GMi(+|w?eR9
zRXwO`Ed<bX0G64qRx5f0fys3>o0eQf6BJi-P_gtu-y{IVxr)D;QT)-Ejb=J_urug}
z!jJ)%>oo(;Bly}DzED$Kp>(cL?owHSyNlRbCWoEPo4jHc6N5g55*0IKR$b_f3)o}!
zVAJ9)N1>mtB1aRN0p32|>AEX8x}GY8a=2LHEjc37j4?zYoRd>w#K;ioE(APNEn0kj
z4RaTr7<d%Wc8JMLPT&Y9hqvg0Eh_>OrfqJh0I{;2WEU5z3+uGv9ZwPmnuJ*eA)#!A
zvNVB^rlhNWuP>zA0$p6b|3FR3nxmD?$fA^H8)8m{9!G*uaY|3SEC9kPTpAV~t4Fem
zl1rH^ek>GeRbpBLx3>&39H4*+iw3L4$XvRDXI#LKP|?)aSm>|E(`+7E+;t6)0H7`E
z3A3dJmOX1ON)%s2e9SHkI%P6Z)=I#XEBJEeFhp7ZoRfokKCCG4ly)VA7jk}|$5}zy
z7vfRY=~!K)bE3p*1g_#0u2L%KphqB;s07qB{J2((@MWtO1-A>}LDpJhKoJMrW)!7q
zZ857RV@@nxCaYKy2gqGQb%xO2VIdla0JJ=bJj?NlY_A4s3+uQ0<#1Q6lW#|T9v7?f
zHQwcFw`<9=*9@`^Kno~x;QL)n*G$5wzzRZ<4vYs=;@mQumXjHa?v*Ma9ib7B{Uao-
z;e*FHXjv4Cw4d-aGZ`y#o*D)VxuSZ2o1zGaVG1!w8C<v%iu>(awJPOw8<j*3+HVzV
zbrxQMP%S3=Q<a?25h}E1S1Xnp&+^%*0|g4IO5qHhp>k@%>g_V~Wy-1s&Cw<SU8^|Z
z@pD=|73C|c-JkMU+h~|bAOy&e!>jhX?1tbg6N$4_MQ92sX#bL-Tr0IanUtGJw*sv|
zv*Lpsk_MF~drgZvH0Yh+byX}wp@QKeK?0m?!s)Kme1%9N*a*Stt$95ajs&|3cYhB?
z#@UE@DH4&x3Y;zimlAr6Bu}nJN6Tc(Ypoh_Q_vp{NvLVj7H+jWTH6=ra!e)&=$u=E
zt^2ntcGwDG<dXk!#eO^cZ>|`+FyjB_w*P<nUXQJ)<g-|$Qz#-AX65sqlHf|p)ZabB
zo^sY|k!WaMF1V{=lFK@!8bXHMWCOfLtQd<s1;Gn|cMxj^K;y)gv6ic0qQD0HX_y=*
zRrW<9t+t*~BS4|DU{+^75UGI50a*YklnBqIvkk1^ZQ5JjmKS%opy$BDDUf-^K_|c_
zhNCvk0S(QTnv&pL`Lqa^sGw}!7ibVDSD_ND!%o-CM#ickXGH?jPp^_tu#Op$;p3?W
z0o@)BTRqkWa*k-D!ell@Cq$uQ12ohD-JY(dIlzkw-h!rEJ6nYu#{>Pq;ifecD3M@r
zJ+@4}RiMK`E)4w804bT_V>BC|50qj=z{3l;kjtbrxMsXUq(N^4_1F9CNG<|+DkxMa
z6>~(x1u(4*_-1Iu!*%C!Qo5|PI<mv#MSTN~M!hV#Vsbv>%9_NImIjpzr=w08sykbP
zc)(TRsfdX-aUmffSdb=0OAnNY0!l>92m+`!I}HKMCp7)RBeOMS)$nq(lvOMW7bA-R
zhyei$%`j-bkR7@PJy%t%<gtL!1qh4h@fuK0f=xT5giupW1T_`dy`;`M9BGB5OO_Zk
zrIl>1SgKrT;ZW})EZG>kmukt8E13L@-(HReqQP7PrJJ~%1=Tc>R+2d>*T`xO3NliU
zr%ZJOq=lho;5HN%&0n2FH-_2BU_G5B05W3gBBiuDvH+*i=!OPMr4CRu$a#e5v`?|8
z$reCN4l|9CDfnVQbO^A7zaI!CkYUkDp;QY6{1&O6rP{fuJps69l=VU@jgzjWq`HA-
zPz*^V5rI56@8&vfYnIf~T2)Pxv98{bS^(XKjw8&|oXgZe9)qdK$O)#sl}ee4ROl3I
zZAw`n{}853#$@5@wLE1DVMV7FFOimlrEWqKVKryVqS-H19AuDow~|eFgO!LTog_67
zD6vC4ma8><=$*Qh#@qE^ArJjs&~*jRAU~n1DH<*MM7mV9wB&Zohw<=GgZpiTnGBG+
z^<bGrh@IX9TMe*GB}>x*Nyu@u+A7yFEb0s3pbZrBS!shKWeEt)WjviDxda8hRWwlb
zOe~eLk=0PATw~COWfM_UqoTrfsYD9Rb~V)2X|i3(`heYB_9S3oK(>)+T8V5{$XFYO
zq(|^9UlJe<A*rCoTLM`q)Idz1Rcc5j!I#flyV`E!TvP}CChg<UEkp4WMG1Z=E29hm
z3e-k2TM3&PZ=(gzdqocV$n|oxn61RPd^SlJ@w8y!Xeu2io1l6|WHMb1UeIHlE5oX8
zm&r!dgQh!&RKM(y!vfAKVHqoQSyvDY7MDQ`BNRq!r`nb}m^B8PUMlbjaG>p%>>^f(
zdK5HT;c}V5%nb?@;6iv9nt@Ak;EJV9F|^X$-Z<DACS{3}abU6`;4>P}6=F5YT|-O*
zkSVC>uoG<|rN+41GExGG8-VWE9c<m?kCK`jM2>(!0dMVCLOO=72YUZHfucRkHRGu?
zNt-<xI4!V*VJ(#ON=M6q-bFHxf!Y#BcEonroNJ|RP)oH~e7GF!QkzOz6j#~>`d0aJ
z932f`fNi1P$PzGPKt{=3Hx;2`(Ux<%Y>7sIQ31}e+9b_9s!&6!UR79M(Cu#exFlVp
zfh!I#d!scOO_SWR+9LU&UqM?F=sI@5ui$mbh~s1oo&t>&fW{1SsL8l&up#tZ2h^j&
z&@p0xG3PDTk_oc~JtodvYC;AF;a@&!1B3<?@!VXh!GS_CH1y?dPK%qya8HACf~hKS
zb&Fb0qY;$q?mQDTrwNhu1#nR9f};cV1f{Ym1_`-wac7vzV4f%ux7grf;MzP8L6ym7
zDr;6HQ#g!Xw+2)^s~Z^&WTC(yJA5_Ghw~|mne0HFn#<6BmtjtaNH3b9rh}u=jI%)j
z%v6B|R<whNU=2ANMGF9G5=cvpu@#VGVq(68s{q(tsOg4+COpybwd+a6DVP&+U{QM^
zN{eQl`7T7bibgckp_N+3WRGWH6crNn2QX31)o{`f`#NoUy)F1@AH2~-N16_-)gU^Y
zlEn}xkMy({O0QDrffei~i#5W259E`Q+Ax8jDdHLygD^v&O#u&Z-V=o%G-|L@;1IW%
z_XJx>masSTgwMm{d8C2{!jo-}kPG548sN}FnP|;!az*)uIjk1=l)F-aoI7tfwH&}b
zj|Fhr+Du?r5b`KT&EC`#4%Th5D&BHg6hZS0SiI15FV`&zP<jz6W=k>4!fh})qbkVm
zxI|~7F&#=&E?dx-a?~s77RdUMfU}@mG8}#~tZBZ03_XT0cK&D~E2-XCAWH)lz(Oce
za5w&bFYp-ZO-#c&3WsSyP{3mtPF9Ul#*APL$q7BAQD`58YZS>`D9y4RGLt}~QBmM-
zY^G|3qy?U96mlAHWm$W=i?;0!*s``9ry0e#HQs=Bi$o3>!7hMy8VSyamubFkDD6-z
z-$`+bKNNHupgomnRN7G8q&;oW;bFqIj7hN<t7rnCegTV!F-1F|qm~yOj$+xvx|_5Q
zsP}Lc4yWNucqM?u*m%AZAfbyrYU$)zKZA@!h(zYH2)F0~a!eV-e9TB|&gX_4fsMmK
zOet7FJJ@FRLw~hj4;oNY&b3K9?@L0y4AM$TYf6OcfC8^n^}*_f(t`=wbHiLCA8+ft
zse}jQ3KhX!EeZt1lDIvc3gMm(ndo8?*fJ8x$$(NJoWTJ77Wm<jtB{c(RlQK%o2%B5
zOR7piK@T`crv{BI2?50i8J}P704)ZDhcHl$QF)M{iqZ)hdXrOaxU@_O*dm@RGFLg1
z8K#zL=8BeN9NJ*vcf43ds}({+P&)D3icX<RSFH@Hthk&2f)3Q(oi=Dhg#L3vpref(
zboas?IG}sO4e}oyJneDAsT<z1pjU{f0*xOTsMl6tjfT7lA00z?l+>a7&c!v`wz|#3
zs+Ok6(`CKV%6g@8r(6P7B8XU)sG?wTCP25O;LZ7I&6H_3p+CtK%KL0$6onLB(E_G%
zejW#0E(2Up$Ob)m&}1Wu5nl%@P?0*0!+vJemKXG_0463OmJQNWoCkl;#68tEG<aLm
zbqdrJT*Zt6{n2&AkBDbI>AKnxQcgZsR@(xdYou^cFRJCBMTsk6N+cm$%Mq?^@p5fh
zRD6u!;{kNHboE1eoB)o;Yq(K>z|>VtupS_F7}cf$tDR9j5)n%yYZYxlRG8p(jHH^h
zrz{o0E3tt4utovCp*JMzBo8ek=wCDr$^~AtJ?VCXq%mk0|E=@<Z&LC9Jn^5b5Ko!@
zKJULP#Q*cuKML{me<;TPBM?tm{)+|TaTr6e>{z!9HLRO%8R~8s>TVfou%{rC+bu)g
zEkoTcL)|Sy-7Q1iEkoTcL)|Sy4Y{DTTZXz@hPqpZx=Y@=TZXz@hPqpZx?6_2TZXz@
zh8l#jyJe`mWvBr+>z1JgnrF8Rb+-(4w+wZ+40X2*b+-)l|5Vb_|4*c_yJe`AZW-!s
z8R~8s>TVh8ZW-!s8R~8s>TVh8ZW-!s8R~8s>TVh8ZW-!s8R~8s>TVh8ZW-!s8EWWm
z>6W4HmZ9#Jq3)KU?v|nMmZ63|Or=|fx?6_2TZXz@hPqpZx?6_2TZXz@hPqpZx?6_2
zTZXz@hPqpZx?6@C(86vR>TVh8ZW-!s8R~8s>TVfoklgxTLJGTEhPqpZx?6_2TZXz@
zhPqpZx?6_2TZXz@hPqpZx?6_2TZa07VHs*r_(!tO|Hx3A2+Md72}jR}btIWh5P7Lq
zk#w#7_p<=pok}`S#o!MLVE@-&BnacPm6lzS<^SP3|9KmM6|;YT7!IHOKUSgErIrq2
z-UYn^AK}2^*Jh!pOHoD4Nbp2c6BT%_u4}cjWUt9J4W6vls_+_<E6VbJ^OPtT;g33y
zj*L{*C3q{-05$MpMwD&;yih4-vobnZs~Od-gf10>M}J@GziElv<szH{AD^i={(0>`
zSyr5cAxES0@3P|mJoUfJivJ@s{?B}pCXh$}ubWNs?+^dK*A)MsdNzsw+S&YXb|?MM
zfd0R^H@o()R;$4d`|tMoKYQB+8?4~3Wu^b~4)1z3TNLw}So!DRe-40M2m1$|ZsX67
zU4F<R{SI+EY_Zm%-(S}2;#mB*zkbg#Oz#m#j_Z>?WMD`LT|ZLl-#dQyGoJp=eh24q
z{Xf3y+KWGPCI%gT*2>`PN1Xn2EZno_;mQ7IEx6cz<k*of&$;^cefR(9{{nN5d1Lf#
zcfIX9X7irviXS)sxZ|?=uFHP^JU{KPJ(eB^zUn#il-aTOzdNSCas5PL#JtzO-tv|^
zGWW+V(Y+sbZvXJUGd9E=_m1pG^}hO;#lNOby5Y0LmYW|a?^^92&L1;%?0YW#ZClAc
zz3<f3+j{pok<8t=Ab-wFCm%fZ!9f4sLwYhZHf^6je#ZJ1H|vVti~DDA#eUV*(>^-j
zKYs4m?e8CM-~Qoa(eRR--#dFJKk+i>DJS<keavFIZ{JC`UHicBkJrvJCvIQR_m7{L
zn^%5%(+#KIdq*n%vupmPpT2DKR1Y{;yx@4y`QGx&rgUtlO&3oYIr7yFZ#~^(=hz<G
zuAKP(wF^Ic^Yp&Sj}EnGxjT2<**EK-KK0hw+@JG*a#W95cHFi<2A%f6#iL*N;=zy4
zyJh#te_j6Fw0~Xl@dbln43D3B$jGhdFMgl#-Z=QE)f0}yh7CON&?`5-;om;z9_x+U
zp8jmnEb6HGDz<u=W80}CANfw-Q`oHke!(@ruU|0CGvv_ouegg@d2V{h)635!Zt5j2
zQD=Vl6n5j_6%S;uJV<}_%h$)RVydH`d;N}AhaRK`9QNa7!={T+@%VO%vg+^;-x@LF
zz{s7)Pkq|9@~Cuu@aa=7w{D$x%?ZP=KL6~BHvglYBcFTcz?zHSyX=E$_kGwJYN>pB
z_3W{U-PaXdYvRXGRc!N=^h;mPpRUcBdG(=n;ymu$$*Hf_JbM3AlkR*kG6ZX!*>}{^
zac1w7x$CD_KYwxP;_Wb0r`|B}+vj-eV(F8m>rCI==IM3vxSg*{eZNbMt;e1ky?5l~
z=I7IIWZpdD?#<TymqvAB`0+|${cR85F?;qI&U@aezHshgomkJ~4_z@bWL>=KUw2HJ
z_Q#;tvopWFsMq{IKU}lmi&xycp5JrxkY0P<t?%f0{pLT`ok;IDE!;F_;Zti3OW(Ek
zpK-y(KQ0<N{*yi5HH8(~JB~MA%&othKFp@Qy>8vgH8%~Jrglbf{UT;&;M7;ITR-vT
z&G&w{`N`DRA054Y<ePJr9R5yE_XYdNldbnm8g#6B#ch)&(Wkln=RNw_Z=d{mCpK@y
zuy;<qdGm(B!`EN&#aXYJGcR|3C04J}{<USr1)n}&d8-$5cCQ-(kIxtx8qoXrfP75s
z?aLng^twkLxb@smR{Z=z^}Iu7OnYMAlI7N0oYmjIn)3W6di@P4a?F?`-kNi^>!y>;
z*QY*uYDe??P2zJ?zM7C6_)((gRsGRLUU|zT^`-S&2Ta}k#_Kn{b?Lpo4;=cz!)Faz
zIc(qx%%u&92_vTLeyQ=p^_L&`W5?LTj_AAc+2RLJUvcnq{o4(%&x!7Pc-Q`Yd)|M<
zKlj~-e*WU`wE)w)r=F0oOD=DGe$E{6tHlG>KS|$vh3$x8t`mk$TfOzC;wulG{nJ@9
zf8V<D<h?&{S@Q0Lqi(fdPBeF2c;iXtKF@CIJL=sZrwupnS@bQ8XlC{Fqu+Y?m&s_i
zZ#pHk^R+wr4Y_OfApd;#7telwyXCek*4*>epjkUxeV_K9uzUAelyA)$=Z-t?Un}O>
zCJqeu>~YnV<4(z+v2}Ff!`&C(bK<|IPfAR=aH9F*$-6IKzH!@W%kNvhdj9??j}Cu&
z-hsz@eD<EtIkA6lZ%@y?n--NLpWM<b*=xL=-aqt(r^qe)-neb}_9IUV-uK$iU#@+5
zm$Otl^O&LM-2UkPW%X~Att+RV_w5&Be0LFt-*U?>H*@<wb9{J44{_SW$BvscV@&+}
zkG78_>!*}f9&+P|iC>RedSL#prJ2frYHH|=2Zm%`p7ZeH-mhM<<%)ynk6->1Gy2q1
zw|)P~l50xq2>)E_@Gal%|LwEdMLU*>(#^xppLOS**WN|uM~;1K^|fEbKdoQ+>xK_L
zC=y$KTz2&%(+}$*Ek5>P_zSd8-2TGv<)-)umaM+DaHKr=n7Nf(-=6PhoIl@k&WV$~
zZ;$Sq{PN>RA3S~gikC0>efJro1NTp;q~!ar_^bWEINzPvp%?7`=`eyM@k@S_6YT+C
z?EL77^?R@FKkBD7Luz+!d+=m#<|jK2|Lgl%o$DtKMl&*I@JR<g{pjfz4tRI;9r5($
zuTB`TFLBt+5!lJUds-Lv|7yY+e=gucOXs_8-v0O#i-;p{>hoOjgCl<U^tlW+<pJaO
z-EUpG_o&y_tl9p?Y4_{17lt0_@ksE3gK~D$(_-t-A6~d<-$|jKZxTILO_aGCZ+`aX
zUGdKfA7N8}oc8q?%ald$KKx2-{9`X(xOU@$@TiY39eiYE$D6a$H=fY<;MP^sR_!zI
zR1Y5bebo4w-aUisZ+_m~a`Zd5;cFf^eZ^xxy>sr5*y9iOzP;G9&nruM9CDL!{Td@P
zYRxZ;D!;t)d?zRCj(2Fw6QS^B)9QwEVeFY5(MV)v(?R!@-WvVf!`?Y}pD_5#`>wXX
z1}<dl6HmQDEP3jcKT7BAUN<VY>A=NHKAHIH-1FMR_l<M+?)v7v2kdxl*vHsQb3S}}
zWa#;Ry-!My`aW?{>WuWWvp!ol`MIIHLnG$1I~Mp>PkcZB`X@rab+?Ri&AR8F8!z~4
z@9GbyAC(?-_T+ok?k333k2(4InZqym!gt;E*ArVNV|`cO_|1e_o5%R?zWS0~%ho=7
z$i9bezhkatPjlI48<vjjH@<hzfs6ZpnEL3!AEw<_-n4des8{BX4_B?bZ&3bddCI6I
zwYjhLc-VPhslM^pG5db`Ao%llPpx<{mU<?8<bVNv{#ts%jN30w{`KJ*-war;ez|7b
z-Q`8<bGJ;{y6l_#R?kjMF6JJ6_~C8aW(=oRcVL1>_OQ9+<-Hqo#S15o9kYG<#_N8&
z<^1wzuU)^oP`xd7rCynQ@1FXT!%VL>-JiQ3bKY>m`0vJDaO%g4F1q2}315CUcj9xU
zkCu;FFr>EpeY3t}+H|`9^;gY46YIxM#aySHe%<<^^%3->9h<b@jvDJ4czXQIJNBH%
z*K233+_rniTVJj|_5#y4n_4?p&p5U|_musA{rTgKU-uvX{0{H0{F+y<IV!w(<ea;b
zXS5Ie@{9i7t6%OK@%E{YUAF({wM+MIziP_ni<1MLr(D>-_vwq($o>yM>HGb;w@$zP
zK>q3akHzTV+(~<cG54&TdGpP^u6smWJw5kA<A+aQ|6%Fk+Lj6AuFJPxc;Yu7-?{OH
z+LULjpWnUe(rX@CGv|AE>9w1@6Zc;HV7vbLHK$K`&otk6%GPH3+)KBgOdV|Xy@A@b
zdhCw}kNsfIt~I|%X9VsSz0Z6gOqY@~jMdxDj6EJZa?%S`=gXaU&Oi5s+LoC!hn{=Y
zYuR6KULAbp$dxT!H-W#ACVZPc?}EFm>Vx|>9=d1Ls8O~^dCM#3&p*>P<H|FS=X&mE
z<<Sqne*X{04R~t|F=Ek)Z#BOB^`lFkzIgS7v$kA%$Z+}mLZ8*X%&@oaeC@OykDl#6
z^s|d6P3`&m@Nc$1t-p20xCN75SoFzxmiFeQ>iiSGo?1^o`=U$@nSANb&e)<0?|Nfj
zpDmMHU*DB~`_hfc=jFTh_1x%tZ`#Pvn*Ki>wfKi~@18y<G3&iXX4i`^@7@0BmzyrJ
z9{ufI*F5#IbmAS-z01BkXu9r}%Hs8*75p7L8gHCBXX^&<+1I>e7_iT$?Ys0~ech}P
z*ED8dvi#`b6E<IX&NDFL7k{!&d+_vE{10ut&UVJUK>wdk>v8#r=RcY<w1>O+?gO#=
zjr<U~eABbv)-$&ECNfNq%lH56dM{m1%-B=xb?mU7A1_<>=%C{tk=8DIkzbe^7(1(9
z`?wvWFFkX;dCV5?-rKJ|$2srAe(T0Of9v@NSAF@-tZmmAU;mK&<b=<DdH&L;=X^Qi
zqBm!co#XPqbDJvMb=s)=d)~35pXL7VCyt(U^>6d;xpDY!54hiH>Zd*)=zse8J@+&6
zy^9{dil4J~b#>2WhflxAl%4d(hTONS9?HLS&C1YqA23ULk7KuAdUW;Cy&1<}C-&G7
z*JFbo>D{|>`=#%m^wCW73d=dq?r|=C@$!?;T>JHNfj;Ms{qETXgJz7_aKws>-lUFt
zV*b8E?OUI`=eq5Gy(L|<Y+CO0b-gz9GQ{hzoO10CzSNkzFFIkyOPvdE48L5uVf40{
z;|D$PjrpVZ9}#;jTK>?0@lOq$_Esr|T_Zk%-z-h{B=>x``{mn|=FOv*jC=mX+{dTf
z{?h6fzRx^-*rgB5-c!tvetX5k=WKs>&|L$1j6C!4qY^#$t`)Xl_UFZK*`D0AeE4ba
z=C<E`#Lr6~w)@}PdD5v4>5rFhedbH1^YW6{XOC$!)1Um{8C#Eld&t;l=1jkR>4Trn
zd#bnZwj(wlIrEWyD^B&_J2Lcm@4eS-nsDH+1@%LBJ#+lqlU59x@|SjU{`Kp<j}N=)
ziPuu)&lV83KK1zZi`GAJ*Q?kEcdjKK`-WJ5&XeVZ#Xo;Jw>II_)Z@a}muQQElb*i#
z(9Un)Ul+LdoWpNY?q4cDeA{aWLtoMT2h46cwG&pIf68;?`@OMDy=U}-XwM$k!ARXS
zbklPO&pM&H>9n46dYnf8u;%+?FYh&I^X2>3kGS-&)#2NgbDh5AP3^PD%Rbrl{W)iR
zo&MsYKdtw!=IzlnGl$+VxAw}3WBDgn-fb>l#Xjjj>+p}RA9;~u&2{pi$3{d>c3o9I
zbs)WV%;cZwj~2+MY_+79Y&};WIdpF0WOC5XbB?^>A?c0wh9$fAetqbmU!QsBfiJ)1
z$r0bx@BQT2;_@x_M~-^V@xf#iLCtcmJo~j1#21Fm+VR?{<IX?oLgl5)em_Irw{NMt
zH5!|K*P7+AGj3aQ2f0QX{!XYcG<c77TV$#9&D7S<^H<x>2)?psT;J8k=L0VClp&h2
zbuG-fyz`|MF;+HxEdMdRkNcTVq}gxN^p@0_2R`k8OZeKyV)W?`Gq3O6(2Fzo4)*js
zkf5%(XUT2-hRi8%9u++2lINeCdBk(+enX|P8y<Unt?R*G2Oha}NqL;|M(;PC;f}sq
z*>>YErt`=%PdxV6LgCG;r{08R_WP}!i-R*K-+R7sa&+ylE1&uJzC(tGmgeuHjULfm
z)tm2s<&&-VJt;cp`A!L$p8t8kfC(ST7rrpyh~|qN_r|hIr#UPO>__WGe&Dzvugwqt
zaQ%V=dBmKJ3$BE4eV+SX;o0h)7cVkiS~BDf-_BnHuU<QB(EQo`HZQwz)`4H9&RKBp
z+0+$(9N4s28u#0-PsKNfuc)luXdHzv3J%BxPP+QZv&Qf4HQ}#!$8LK5+spRnH_qSt
z+lp^Ko_nA7+#6iA%8kQUq;7uH)mZu1mowhAEE?gQ*Y}jIgVIYjF8<+y&N0s&H+J4_
zg3{C<JG_4MkdGH$cdBcwe0#q+-;&jby(f)(`SKr1^S*spwO)SaVNzx2XWw3W?YdiL
zUvqF#r`OyGt<Uy<;CuXv+28K@>CM-sS{s{|wRfz&Ve*;>E@+Y`o^{;N=o@{%v-LlH
zEZQ9BEzF#&5kr5*`#&;!<Aax<_o?NvksBwO^>X;=d*{YiPmuyM9cv8u1I~vnojGpZ
zQ@_~HUbyzd9hYG8_I<U%g8kj;<8FQb@$XJq(kmYvzBavh^W|HX9evc~VYNqo#<nkR
zUVQWEYv)}*GL-8FM!Wy{7p-NFzjV%~y^nJX_~RD7v}O8&e+^!;>aZ*JUtfRhQE`(z
zxb@?nMZW~^cxO#L^U^5tz&*)bkK7U*wRoeH6OO%p;>7FU9rzzuK$2Nmdo4Fr*!c0{
zr1kiZ-@SF;vv1$n_vBAsI;xlt&Ry?FT<grXPkSSN;}ci)nsQ<O)|1JbhkoikHa?zv
z_170BTs-~PdA)BpqZNDMgWHZ=_sr6n>yJCe>Aqz5JN)2Jmi1Zl`-;u+g<r0pzxm^P
z9@sT-+<WuB-B%mB>HGeJ559TYqTQ<og>E|j(1Rmky1v}d_oB5tF=!^A+IiP;>(&jM
zJZ9tLGj_eO`Tj?Lem{D`vL~N^YwmNd_~K2wkKfSKIqya^#a~84<A2=xf&ZelUw<|w
zvaip;@CfQq^LG?;5Px^ubuYYfN9#Q8;0=ogpXPqY(re_KPPYK2tbzRACzT^SouQMK
z^<J^yq+b%3Z$Eh1%sKq<Rnhti`^SfVnXN8l4n3!yufEaPJ+~+11><|Z8C&_3ERucq
zzBqH-IU6QFGXC1&z46I=j-0UY<O#j^&fc_HB>En9<iNKEzBuzH$AawFPrR|CeA(|~
z9~GUa{L-)Y;KkPrGd=w1&(}Qn?gfYL(2l8@x4lT+u_GG(<IL+PCY`4U*Dic=`;Uva
zTzEy}#}!-FUhwsg6E7TC<-S`i-1pjj_Ay&`e?9cQAMbl~&sW8(MuzU_7fK)X>J#e|
z^X`6j=ggC;5I>f_z+__BJ&XA*)K5p8HSV~LUFqhG`q(2agCif1)2aj3&JPUJo8Pe$
zubQq7d;G9V8rzr5t{w5Pe9;TNXMR89*dD%5KJhrud1Czjey88F>B{pi`9eOhW9cn-
zecKpvJ2C#lYtCthM%}z?*qeLJkCi@p{OMOV0<bd#`}5~jwo$uYeEYJ$Ca+rcy1c@J
zV4P=qx9swiZ+3nDVr9k;dnW87_x$<!Y2+23Try_9>6&vwgLd9NDL8mdqP?NVJ+o%b
zx)K7*2QFMTYm+$b?dOxHbP|7`0<z`gnjY4#RzTW)Klj3lrRTkV=kucvKl`jN;*T>!
z7aV11(f$uEKI|^x&QS|*ANl!<#_IddzvSua=jS|`dhX1^XdHi^8SU)x#>mZm9$L7!
z{mAgq;Kce7XjIrw|J*S5Y^P=&@Wvmtn>StX$Ig(W*vFVRp1!@#KL6@tFOmH9uGLuR
z<&JS-^K;{0o0rw!yVmSDp|G^FF7-3r^XLP?X>Qk58y`y_iqMd`^#c<YUw+?!ZBKP3
z-oAU^=wq&3H1pAkpFeQ$_(PrZo*V&~MgLol|Fh5FR%A_c(luMH$FBZx>v7-AN}gqY
z-$?Wvw|?sfVRHn*8>6-kUA(Y%|I{tt*LpAWpP*ghTvxeao!E1g)+gF)#<UmZ!~5?1
z?as%>8q=rzwe0KrH*DCjU%P6e>CLB768x3zNBev+e5}|0>%gfaPnmVwraq5z54N8B
z;LmmI?!NKKCtVNyYc*5-@|u5n5+~2vGvwG&huwV2s0=YVIQh_>XZHEy4RzR?@{3be
zT+X@Os}^V0GJ#z$em5S%?cuo#zS_FEk>~*)PMNrp|0=NjqaBBQ@vr^2^jmk<+u#0j
z_VSHI&trXz*7@xdzS#L}pAQ$V8+xX8c;J~I^9%1ixA`FW_^r3j4BZCl?=wdopPKjO
z;83{dtA|g0@VH4!e_6iw05|*ban4s)y(vzq&VEH66n?b#)kpX6$gjV2`x%jicW}dR
z>E*~;-yWf=4}G|E^N7xrkwg$y$HboJyt(cEk<qKTHP?<`{_$&jzBprX`{wwrTa&jw
z9s6p^$W_10*t&51Q`dd5?P9}Y`Ed3jJq|o{lX>K^*PS=mv3vQycHhwZifdor^9~#|
z<F-2@JzqU>>K7Z9?Hjpj=idIu2Krcj<!z@@wOcl5+pfOyw;kv8xF?X*CiLlhBGL20
zV~+1j<odcEe5A3TJ;de8J@oXn0h7eu#aBl5d!_e&|BF;&bm8;=fE!or<mX{iu3Ly*
zZJN>_JoF#l7rq#9-3himzg_n2;r9-nKK0sbdwZYSGj~YpjD34O^1egnzX8elsFk#N
z!qI2HJE5`Da>Qjn{?TjN<+CSJi(Wf{d-m50ub=qss9Bl7!VlKZ$CdA6txBKSulzN+
z2zcs1UyAGB`>38=>4t^(>H9z9`Y!*yJ(yKK`1J5WcMdmc*M9N!kPEiM*4xzQ8t$mm
zdx%pH`R2n5AKI9le*d&xbBF!%5c}1?LwzszKlS<lt&_71i|Xy#z92}~kV+3TbV*6~
z07I8FC@DyTl#GPr&?O;_bfeS&0@6qdNC-%SbeGh#`QP__-0yR|@2B_Mz}~Y5_O<p}
z*Lkkr8i%9_9gGetG|3yp{1!b|9U6__BUFLSru~<h(F)@RCcQc87sw&%q}nJjaTB)7
z#bsgfK0=eh{dE>+T{-7o2tz^F%&w<MXuXaF-tKnMFAj7}MrrMpgK?9wANi-JjeDU>
z7yN5jJM(p&P+z|r!tInnx4Q9iLw<c>D)hN$E-O9Jhp-<oWCg3O-An>Z+W43S{hE~s
zKI9SOnEf>t=i!s(C6l8*uIR%b*Be7_Cj66S`aJwJoME>&SDzeb>k(n6*3KT<7RMB9
zTtHw^pbtfsI;pDSC-c0Bc_R3ltgiIM!2Wbi=j(-SNwylpxRNUDU^aBqW=~8n-(ihM
z_*4OQ<AvsTw>N*r3RFgOdHrt@fQ`1!uN8$C+08M>Rzn^WpR9=?`y}vH_B#p)R?*-H
zX_lB5w?gz2Oe2R-5`_J)C(oRs2&jcPQzEPNyEuyOmkE<%8Dkg0_KgVpno}}c`X^;}
zWi(AIS?<c&Y!$DjDoS;0h{V;a#ji>k{aG`aMkY81n;7jk)yeaSu=aWFU7YyGU<f}q
z!)mYD#irCABeb8pL0VP^7O~Bp9N_`uRLnDm#xH){Bo6_KRzbA1OqbsCq!qO*<VCN1
zWAnPfAy=>SNDV&AiOCmVJsT3lR<+Uh^lgW(hB;!K(Q7guR@zfP1A$KtWOqq@`{39}
zaVBk<uK9ULyf5sJQQy)-l1XEpR>2w>&IY9n9#&`K?8~VLdNw{-emu5UD>)J5X9M&g
zM#(Q`_Z?Rn9?Y9AxlO5q#`!=DD--G<VwCu)Jp6A&dw(K}>-B|eRiKiZT6eBo*in*{
z*B%Wajc^>x{A@6rP9XyyU&4!?=Al{977>XL6%b@bxfq8e&bsX3%z^1L5v8k_6g=3v
zizE3HVgK;Q^{47FwE?$KKVGp`z|hT;94de;*sbK{d_s*?uuhS=5^<iz%KZ#XILyH2
zk~|!hC*%n~aFx)Hlww<Q2P5WgzFx?|{wO6l^J<32;b$lCO(9!2I@B<^Xe;WyzoJCv
z)6ep8JeFeG&lmh-@pxK@;c&RHZ?b@<ORQlb5F?AenG1eb6=l57%65Ky!UB<!e&hLM
zZSAV~PQP9sZBj);qlz_TpYrf~yskL;>QE1LqHo$YGv@S{k?uCrV0q@Ofy2;Mf<6qV
z4Ee}44rH}BPJ}#EEAD&thX-6F>kEwLO(o*t<-{eN9n?Gd7w6$*tD;KG71TyawMt5$
z1PmiudU!x~{|bU~b`|9<r}BAot1q73s=w+kVYiM6?rmy-YsThQf_-XfIy@wpbRh_S
z)0IB`bg(Us9sh#CxPZGt=ujFjbwfP?yUNh((9Yvn<#{9oAuDhCSn=il@2?14<am)r
zI>qcpwy}TA<wJh+4vg!APNKfS!7jk`G{uB_m+8ApKZ>GyitgN^b+VwIVCfk|V`qhh
zcXrfVL#-l67}Pbebj$IS(5~zFkFa=Nh;)J-6skmbN0A+q-=Kl+Prek!)Hoe;tXV4#
z!I4;PKmR8Dc(_WkKt)_iU!6}FvNGD38EiLnAPzAs^!Ok!>=jRyI@13xYsx4`P9-E?
z|0J8pPI&eZhXDS2Tylp;`LU7N@|tVcwIX~C_BlVRtAY_)!H@hH)75)qlaE2<kOEN{
zIHa&k>FU{Ll<}~B9Qa?OQy6&00i*Mf!ea2tXp`@y^+vXag9B$4A|VL>)eJ5<`^&#4
zo5SHWVFc8n4GZg0;qupiaGUHddS6WFxDT&CDtTiR%#&@{$%Xv5Cn56L)X!tRJebQ~
z{XNVLlE|+e)M<TKtwX3EdCk@VM>C>_2pe$>K%)O1%(Vo<nQN8cISFft=?rytxkt2Q
z^|L0+5EG-!yTodi1~rhK-grb3!^J~syyRrEl}nt%sD2)P{l8Er*DafF_=R{|0ku?|
z3|@+(|B9YskTo${rKSBualE}`RB*l9n(_hk<ozO*xHqqGTMr))%2LbAZoenJ7T!G*
z*62YH!Y<W9ynfgC^`;peCD7OW;9H4fJAW)fDa7WLXPmKXxcZGcvy;`xSuZ}}vjShf
z%<rgW6itPo5o1Q`2Eo7*#ZB*Ll{gpS%RWX<uEP15%~o%S=B@7GPjVywjFXL^<eo9s
zup?kq5Pj0ipB$3sh~yO_M*ouXyyz`})Fh~=Xtf|{T^W8DLmCy8kI=AsA7<FEoW?`O
zUBllR$Zqr!g0%F{h=C0X+5*WMZ_-zm5-!swvf6g4a|jK1IQ8kn7w@_ktQWV+s(P4W
zUDzdG*@2jFoR3!f7xB&z=k9+-b5oziHmD4LhLSUp_`KdWg|9|`3&X7C20<j1f;$`L
zg2DaVuOvjExrcDN?Ak-Stg?WxfS+c2Md5T2A14WB*GVO|dd+zTe(0^sKY&LkUbY}b
zx-yy5GTJ~yFZu%YmdBUf{opMi*A`Ke2pRAOD9UxLw2qN3?6@`+f<wa|`%*eMcv1~9
zTz0q--Kb1f%L|Xd*O^;^2oM@pED0R5)v8{SC7a{oBs7gGTW82CZ&xSE7e`uGz{wD{
znr7%U2@yq=oZxnr?Ee1#ixndEb958pX79sg@nn4`2Vn<VsjM#w(z?1ymuK(I4>WkZ
z;Hi2G`S3)S5sC9ub4j*>we_KE)8CW08vU`;wuY|5k&{DkyU@13LES7rGU=sNWVw5R
zol}BBZpb&}<`u*&Ze{f3A)EBTH!vge?VDq0U4c?*-vbgO@OJk`bUz9VLaSimwyK--
zMoGcVMY%-${uq>gushE<$(s5=AzalU{}U58@TKU;`cOLHQk(c~PQ30<fGR2FaIHl7
zin=NFr>tpYF7Gq*I?V~2xD)snNqmsZKAUqNS^CaVB|r-7Zx0SSTSA6xk#t8)LRrD2
zmnOc}O2LyP{)h88fuwhcF*qMe_WP)7M|M3cSJAHoX^YiS)%W38)f!!Hd#;k1D?YYJ
z!%Ld=(^~M1Bo`C6pLLQR(Z=`2sN6zGIT<7TsGlRu*c76^RIU2Ha7E|WYfxU+a>&<}
zI@g8=^J0VaG)4|8bEJYMXT*!u<C#fDwYE#2e;>(N0&S3s9sUh6um5F$^Lh<uh+JlN
z6rH>eA1Vs1`wUd>;78~*3Vs($Ve2&1f|7^}-UghG{WkZnB06rkl(R=6Z#g`cIzoyK
z;`#OTl+C0hBxq|78hx?d;jiiaub*<arq<)?DC;FnD^qAVs*zyBF_u?WWb*8$M@6V>
z?Wee%dZXW6&0!f1SGrb49ot8p?#@yIJ2M;J7mOu`P~U_n^ujJU*z~Fb&ciT_OTA;Z
zPNtg6i99_$p#K~vpQBx%Jl*8M(cdqz^dB!^>*oqT`^&4d-9OVcOiHSHVZzs|=?|h5
z6%{Qf%MI5P)q9Q;k)$jiooRWc`1nAOy0hI`{;g+P7RS`JzpBB+Z?ThjUeFoWJIKs8
z4c|~S_5+(ZYE#;!45|ul?j`TTZb~f_--{hr>kXWP-H=yVu9CH{GOY)a12tYAlW{I#
zK<hz|bklV(WNFa`+?rPtR9rR-Qaa|Fnr_Z!zad)h`q!R>oc=GfIl$4Xq)Tu51CDNM
zmLdr@7^87+rI+3xgG<P(PB`21U{S^;Gu`*CjJc6#Mw$K32%Z@--OsB>z&#~YafFj#
zb6{MUr?{<M7<mpmxn@Ome$Obm>@`T1o4Zy?Ld1ZK`z=ekLLZ@T=B*d<#<i)?PprvG
zBe^IUo^bJFCp~N@AeA*O*WdU)7;;?rN!j6dPQG;qd7#r+jV7g22gAJPMoa)GUF^w|
z`&(Wu4ZM?+`;(_E$pJ0e|8hbvRU+oN&yfRrw9l$9G&@F+E_ghL;$l#tkw)86u;w~3
zm6#`|Q|qNoxj_xO{bV`LlNzC#Bs^`c{7CGEM=PO^Q4I$PoJBeo?#nrffI-L9?qM@t
z=z7%=7nqxD`%9(kla9qPb|f=9x;0)PDNEyJ?UxZQF`}+WdRjtdpQB7?bE>(e!3n`1
z;%|jnYt}GemJ!lviVR>r+@~Mdu?lpHsrG-K*7!VE#$!W|2mr_71^z$X!vJdjY#zkf
zgsUp;)WZQYUvz}Dt0b1N`xZvw+&rDsyUr@Nri}{<J&R)ksfr5hBtwjKjW&9*`tt7I
zredm>D-FBTO-_tGr|^zJcu?Gjwd;)j-a8-6S)s47cY|-q7H(5spt;C;a_@4|eXV=y
zcl}x-i*5$3DCT(k!Lay?SY?M+aPjFo1!-z*H4OC)Ir*4!&TFrqV$&zzW^H;Cwq98O
z6>s5lWr(5mbTYd<%u8|oGcvFGXh6Q#rRXjH*0Bt7=oNMy8qiSo{!?(8+JqnqRTIA>
zcxeA;rW(d)<guo>7x1Mh*0RRno^c7q<cak{d-jhv*LT(NwM?4ip|S%ELp72EJwn<H
z!(ycjoNJ_3yXQxpmv_0#ve-`FwrsLxM<qo4==W6%$4z3vm&3W~y*^bhKbqZt+&PLi
zleC8U<wDjPa!Qd3K(z3oL(6@W2aBw2tQJRqn<|O<{&J9LlH~*sh`}o@OvuGAmPHd+
zQ+;+u&E6Kf$$%=`PSN;H60o543GzC#+8Ezi(KUY0;4+Enf4jI%X(s;Teaw0;_^Q|!
zh9_YA_SP6n$QPrh?Fd<hfIk8r36Pqj3JL2c>``SE33v3zGo1rnMyI1U$ydiYPv3qA
zr~LHv`EpjwPGOuS3ysU^(nDu>O$yjoiaCgoh+^XOfR7&3xp%1>2VKT5RK)i!e*KAX
zeURZyD4!JhzU>y1rRK7%;a4S)7cVdak$2}JW=8KYG=^>nO|ha9QFXYO8NEw`?nmkT
zCLN0ZNd#npvcv~cRWitmIQyKL`_Q9DZ~bV}Iys`j0|Y9On&H5YTXuAq++xSCjqCt7
zk+6n3g7opMWgRW&ZL+$IV|-Xe!5TSW#SAjFpT0W3y?S?Tc}v*!9Mx_w{+2K;U?AN~
zy3IH1tVvx9kG+PR{3%xzHY++aIs&s4Uba`fWP?h3975wnCG?nR*uZ$%nYuAs59n<Y
z5OAOe!We9aZKy(3QvNSDEzc!6ToKTFBou187~d(-pO@*uE|1oR)bFl`9u4{-Tr|JW
zZS0fNnhu_o$%~6Zg<`91^X~i1N=i!Yd9X;$N|XNG>Lo>teuwme8!y;@PdOw0Gg(1>
zwlfptu{~-2v-G(P6B3D>>{g1G{*2v#ZpYE;&Z2^|>WN8Wy!ZKuK9F{J720|6b*s#1
zr%b(QMFF8DU_lU%`PPa0vmSy_X1sf3imhf1FWQC`h}vRsP8UU~zWV8XzCw^_S`1Kr
z9P1zb!j29N4zRyv<Kn6a{)ms@zb<{Qpb+X|At_MZf%#Y20kh*%T7+~TxZQ_U=Mtb!
z7@<(i-WXau5!7~N^8t{LQ*Yve+-FU3$kqV|LQd(JJaAM#AaUoa<nM5%m{yTGtqWYS
zxPLH>e+CnmYt$9ro9W-llsfQW$F%fKSwZ-eUQ7~!UT^Ch`*%k`Oab-{W+H_)hAb$M
z>_-z|7LoWp4OwW$6GX|qX_L3g3ZGI(4%rvi=75P4un*pSFUY%WlP?U;X<-(noY~T~
zAe{gda)fja$-(|*()4v?RedF}@C5+@AY-<G%A$MX=nl9W>n{*>9zaH5#l%RO7Jpxf
z1Y(f*JJ5O#Ir^zH4+K^_6X00Ung5W#=TNMHlVmTqLQ?jAQNwb&0H2oQDQg|${UHkA
z(EByzVmjagnijwXK2RlL3QefHu^?3m!6=nCC?!B~DKMBcS9Y!6am*U4*O&$8E4blN
z_`u)%g<0hQjZcPh;EKolYmgGI!+kcy>rDCtgpQFdYaaJCNux$nBWyLlZv?y_-h~X#
z1QPxN^sCuNGuCCdhB-I97&?h3WPBD~*eX2D7`I$`+$|)F8(VuR+%XhO=Q~Z2Bbick
zlu|n;nxw|qpKhN0co(P?96kV3PykCxO0upNq?pMLeH7%He{Fzv+DQ?pwE6g%!yMb~
zW0JqI$TsER82>T|stR(1>cb})_$bD_L@7@gAr4)Z#4TZR-MdoYwqsl(k{60_`CAZq
z@n-Jeh!m%s;xb#whh)H2-=w}*e9~8eFHc?=)*%WKnD2I5rCXZNd5<Z^uH%9;#Kn$2
zHxb*}Y^&GuSxw{LC|<|uGYgE&_obR}ruK@COUnU9R-}DtMow!u%)v{gF<yx}UJnf6
z7)an@ah*h&AojM;^bafOJ99zn3u67YmBDEvLQ1M5@Qe*&qH=zD^r?urm)-8DN1!bh
z*|G%x$h)KiU+}5?Em*dffCcp|eS3ggbx=b#d)moJpG0mlswb}Q{N-Y3@U`fZoHw_!
zT*>Zf`I99JR43Fo<?=t-&}9N2gym62FwenK^k%m~x3So!uSDh;I$}Y`SLhTn@PtjF
zzQZ`|if0Lg4O`4O@$F_GPB>uP<cxtw_S&_T!d|}7`9E$L!X&_|lssX^%r#8l^7G1z
zj2_0o8dDI9f8c)7$qd*GHOf-|r<UX8OAvl9BuS&WfvmrxjNvvne6w=<_>LE_3AKiz
zLWgAp3G^|PY-%HHxhfLX)rpr5DpM|=%lBbY7{*tpPAZIX^}f|hO&)gyZ898v>T@EQ
ze3k0KmD}BoMV3Ht{x^ye0uf$6R^fgK8I=pBU<#`Nan5O_b*T85c9_4M{wR-s(<m8Q
zj>?m_9u2!L=r2RgFLsx3K7I~UNCBZ-FZxlKT4;YR8se$07dd$G&0g@cu@X_5xS*Xb
z)5l*5GAZbGP@wt6?9-2lC1Bj~a==qpPbw}HVUyue<cztll6&Mh?i{X%M~ys?wer4k
zaP8l&P9YIpvZXjJaTno%OHm`&sOAB3(2^H^7eB3{D9v|1w@);}Run{S1Lld?VO?g%
z_S$q%Ifr>Y1@pdALaNVy{j5Zo9~vf_=U73<Zdt|S)0wb*T|V=Vu1-=0crcFMhLSW|
z&k0aHy7PpvgwOw~vp<|Pc2*-LZ$=j5Ib#STAT?h(=LbO|+-`~3$e6=T(0X`KhmY_R
z+;g~*pHqw#1bN_#yS$V{b1@qA*|6g}m!9ob1B{}rP$cB4cq5s#cuf;l1CfxNs6O(}
zdV|#DIc#xnC8g%7?Fz5q-AR0~qD4~4^oJ-Q=fi)HP)|JfK*+O?hZ(}rIoi8#2|68#
zS}@XwybNZt+Mob681#tXug<W$y1Z!#BXKpU`*3M;Ms!<Kk~*mHIfPD$E><Z(L&!dI
z#GH9!91>0?LIZO3LcBIo0~u(DkH?Q*F!@AxdD9>Lj$;sxa`-M?@6var>6uCwRxLm*
zs+=E-y)o6rZ%Qh1ge;dsRAoAQEe5PTkGB(N_2T<*U6#s*(Y~EXS(1ZxyAd~@{u;xh
zHan~!LuaK*6_fo<=3vRZq#p%-=gSGGq2cw@Hwtng2N}P%v`AQ=V=S-jK=>uupo}UL
zz8en#HaCe!ipFJB_7muLwjeL`2JUqIJh#LV<dZl#6{I13r+SIz>$U6BpY@`x^Di{x
z?u}=o&++=ObQ}#oA73>9KD})5lzAUlO7Z|h*xxfY?0D2D|3iCGogLi~o+`U!&HSO3
z+*1vOjsR3`Zu^%cvqGu9=)^pev8An_^&`J~gV6{MUATQ#lY1^~Z;x$6n&)G(B!cYK
z((&bf)H@m*&1SrKdO8sVCMLx8mT|az!#~iY*ejB)E4pZ_#lvlBFlChX=`HjdW&cLG
zPokp>eeA{%mNEdh`Y&#ZUltxl2SHVm8>>!68XOq-TQAqCx8GD$1pJMV7G}^ySOk58
zchFExw6QX~tL}?Z%@+wNoSvz<37EX>S|t5|uA*cEPfQoUd9yQ3@@&pUu5}C`neG|J
zw!2%g%C_6LU(|VNe|xVGn79uKW*n@^Wxdo^^U%UT$mU#h+2ok*@q0PxaUE|xawS<C
znAt%cUsGuOgSYO$uAu5pJS_+4x5wFcs~mWg++9ILlHmYI*vTtwx)_p-#tF_39g(`r
z=zLx2io2M0sv8mDPr@o$BhudOEmB*SX@EQK=sfTJfDkKNJ<I<(Rj!PNByvt%O>dpm
z;5&)L*ZYlMfb`)#zIxT-nf|T!3o0>^GUZZqpF>pmQbOaqJ7%3Xrf9-!4!VkM;k|qo
zK<{P|lJYWs^aVlkY{L+rDfWXcMe6t^rPZRV)zVYps1&GUEB3;p0|o$0eW1_(srEKg
z#Qjl`#<8j8zJM^W*NLIukUh*;8y_Ec-I=b*K*GY+GDXR?w6qYf4%WfC<9QL%qfErL
z|0Yx=g398Knfcd-R<ob7Tw>;n(mixY3~3RMBuI4qu8v1kaOk`-oT;R$+6ALD#Q^D<
zi^jEl6mpDUe_p!SOOKMCHSAn+$<fG`EH(jTZe+rb#?CaY;1$49ES4+RO=Hzw&qODd
z#GZa%$MIjd^|;{t`e#;33w@Qx1x^*q{sHUV)Fu|E?a2ABBj-*H5kQU0mFZQuY)!C@
zj{T~&)5(4HQP>q+50GYqgQ_hT%aN5wuST-E0q#jnwt2UHmKUIM^|Kn#02|hjX;xq3
zzAyAX`5uoIslr)qw`L7%TRHPsuP4iWgQ;W%6!p$;LBl`U5a5}5zmF*N|9Amh3l#lr
zl(nNagNqzK(%li{htrl8Q8tuS0PcBv%Hx!_rpkc&dQP|C?%8u%jGbhC{~@9RB^Ff_
zlxb-z%T&A%EV1J*v7PRU#r6!+gVXhT&HwZm>|5J$qF={aP3FT%cjlX?#E<Ky%pzkY
z|6+Ukek-$hL`1jqF_Id9{6%&IsQV=6eD}Y4pZri9qFR8jrDH@=aPh4G@S-d_niSjP
z+Ah5>%09kro|HDYiEH(9>>Z&?)iccf;=dreWb`G8OLbkU9dUv|#5w-HXFGs%c(ZVq
z;k)`n+ZRAgwMsw@ok!&uVc`G<%HDeMe%1`F_9V-D87UqDkAl><-QDb?hY@7Nu3%YG
z05oS&IWsG|HBMj-R0xHw(B>()<9MenB8ScS4CR`hQ-;<{Ocmo>u+s?cd#62Vx31Kl
zz1M{#1&qgsoZ8Jhp9iG1Rg_r0vD_um3IrAAfz`s|#t_2K^=4iLB~XXud(F9G;de?K
z89jMKNQ2!lRp9n>v=~f$i;clw!}wHkOtMMe@ze88j8>wL>2nB_XqM;cNr6PH$5gpt
z&<nq%XUNQ%?a2!MY$s96tk~MgzkTDwi7c0!iUD$?lNH9k+&jsl_LH3Bd{)}8UzZxj
znv=tFIKjjdT|IbXjZO|-slV%@e^2R+L`BE+iEQ+scauB})&Gg$oG4JCbf>Zt9RF;s
za(&5i?oq3K^mluzs+T2OxJ|SNN=M49+GpG+_dNjZVYSD$9)B3o6Ppq4G4<~@5)!QF
zOYfyeNvQ){x5ku7K84IFoR#jzh2cIHWLLEQUd$2c^Nn*Z*Aq}NwsVa&CCnSMzZ#tP
z--f?rZlb-2%Y7l`^l@2rRcH9(!uu5@o9SG4W%L*zf-x&35}u?4PL!o=JpYX_8nuEk
zToYsC0EBK`DQp&tWvV(Bl}p%jQW6v|!8811x>dnuK?sSd9QoIE&zSN{NdRsIx6#Yf
z?Wt!YSK}H|X=3l<x&|>CIukV{H;o88=B0sRzX3oMO4`1QfmpoGzr_<L@;-g4dHD@}
zuO_*nx)6v1?7%oiAv4nEAzpyfBXyPAmcQ!Ds&lmHHWz4svr9J#Rb_o^DqyQ^5>9&o
z$QvDk(8R<<84Etr)oSYj3f1gA1Y;iJ@+g)6m3r=g%td}u6%6ii!1&OMbo18-v1ERz
zE({Q12t|hc@S(5GvTpU?Yu0us^<vmHOLaLZ<1Pif=7BKPd*OdmcgaqE+;($jjQG1*
zg#VGxeO+~Y3t&+oWu?!{K5kypUQ}+b#7a5YP=}g3Wlntc_2RF@0?-5|VzRCtRIbh|
z{_1_DC)#J(--f>yshOwR4O*sYwi&p(x=z<Sre9XFwr%zoFz97FeLdBq3N_~@di>NP
z_(Mk3$fa1TWBVE%&DPnUA506M(FPk|40p3oUGj`20>A*8Ka=L`F3*cD5r^ADDhkKB
zF#X?m^o2b0(VGL>8IqmJRz)@V1D^@E|58)=*Nvo1qAIzdP-rikaJB+Rlrv<tkCox*
zmwi=Qvme>nYdtizBwY%eX!_B2vQMtnR)fQvMr9aw1PFv{;*%)+>ot@()BA!OZ8&G6
zr}X!~y(hS;MjWFds!wy+{$T?xLD@;!tpb=1L5?BI<V(+p^YZeJiii9C(}%89WbLDq
zjk7}0Q(lt%f{0lAkPN?atEt5R_V5K^0q0&?IDZ=VZJ(H#$;i$|qqfhMBeP>H_m>3n
zUs1H4C0iRLd#qR9jYAabyM<Jw1s(HjvFDh(?Q#u+dq#-eqL;Yg^vrxSY8UIREIuaR
zy%Sg<5)I;Pc3G=z@DZ-NI020#4Y*f|J4hb@O973j=kI|HDUb-$eixePSY07FRyY!E
z_pn=r;au)9$M6d_FUBPw5O?Px#4b<O32^2U#<hhS4n7cQxS4!!Qc*;f;Q`pBvIACZ
zwp=LXq#<|tar9@d`ZQ;>p#w^EXXQ?sw`0p-oOqLqhOSf2D&?%^kRHA)NW*iR?(C$$
zDCqr*uQh|59F7sS+uYR9N^Vt>MS9Ejrpe7xc3Tf0@g1S<-me!$^^xli9EQI*{Wy%q
z6*02n|L$S*zDvzY6aZ#EO27c})Oh@?l-AzQ`Hk&Hq>IOmux<>O{%YbE^~krbRA9%0
z*#d_zebE?==qaTK(E$Lvlc!UpF2i(nzTXh1l+Ydqh7=eaMs9JwU&)w-YNHbVh5Z7u
zITJo0|7Bp=ML#z3X{o+rJY??28u+B8Q1q98YWs&2-Hx?73m3y^+(O<#f%Td}O*VT!
z(^fCg-d?=b{Q?n4@MwtpU3(wUj*@fe1&H}!M7mJM?Qpx$pK*iMN!9%5Zqacldx0Lh
z3e0qmk)fDF;{JBhJBWmnr=PE^&ZwG<Gtf1>DaJ7}{S;iR+NQ7VX`)o+Ro^%U(ddiw
zFcMN~XS1_}osGqf1yvpJkF&o89?PKyTwESnGU!$W#a9^MJ1|B9UhwYteyk|vBDc!7
zmQ&xuHJ)Bqz4FHVtsjlb<#qMZ>`a%XrGI|4eEe4cC%)w#FYj!c{8+EiCiY}v(S2M=
z<y&$lmPJo#5CD+2d>uj@Ga66feSUX(Z|*bXbSVUT?n*_5P@my^D`<zSH$S}!TKI<9
zK=1F4oqgvr0pUrY`v)mkebFQ6GW^!0vDuzp|3UT7(YWwFR^6zwCrKdEbmAurp<j}J
zHGt$87Q1Zh{Qk&`3hfHpa8G!EDBuGi79Uj6@z6u=E$d9VUetB}Yqsm_s1x_pGiiEp
zKSdRtEGkbf8!1VuUc$YhA2VNyG!_eRZmN%VUmf9lq&+)rrJKH-_jjN85f0X*AO;o}
zHcb$lT3GNZ5YMS$UowPCivAf+EJhE&6Q{6Si$7ogOr)`yn^C`5aCosbUU1=fWuxPF
zbL)<%KT?a@e)n|!+Fkep#(w5}vz&HevFq#Y+!J(h8~Ia}4=TY$9!v1`$*iO={awqp
zXojR~m+BM%!Ry_BtcQ~k`R=Xu<C-5Pd#lu4kbaw#=X@Kh2z$1R*V)3KM?PsA8m1Yv
zy`ccI`m6P+^4Y!<AMdsJTVdDL2SEmH4nk+UxBd82<-VAC>}0Pn!wgLU#!~5i!taCh
zxhPJJE2>B0DF4f=fh}82jz>SV>cMp;5|W^bDy8;JQ~N*_1*K%zYlbddsgtp{s-~@2
zoy^0ocCFr%5cfZqDaodz02X?%u$ib>W4q3D@oqzCF#F7lIgRhA<eZp9>*VykjWtke
z86%{B7<BilAC=gwG=1Q09EZs&!@+g11m6EIESHnM4tH;>=J0vEW(Bj6R~v!WkEey7
zv2HKOH?%c6t7mv$?&u~(MhJ~d8H!Q^xUh8L;E$)dBh~#%<sOfN0ID%f76?L{3d>pl
z6Pnj7dJni7#hNBMihs+xkkzc(hD3vw`QG(Zyn%lzn5r@*5cn!U*sEd9KsH%(`FE<T
zfkL>*^ZFqBAIF=!6oC(hQ86A$2wQT!6yD&8rI~(s8(C%a@LlL3>_Lw%S>Wdo;DH(%
z7p-Sv87HA9H8-;3+UouEE|J~h>vOpVil3t>L&59k>#IsuCcU1_g5xH*Am#08#FaaG
z*5eORSHTnXO{l=K5<>rGWA8z@m1@fg&s5&G=etw_-8Ql9K|Jpq{^49<_qhP0k+aIu
z@-C8{C1$7hN04va+x2`y!5Te@6PjyYw>#?NL6D2>_Y;6t?G2%vdZh^?VNJxw$e89#
z@}Nx*k^d&S@iUL3XX$<ZBfi><sNRKZ5V^%l{1yEG74P6`xSLjC)qQye16JP(h(JSn
zTU1D+Sa_W7od>^}nLEDD?;DwL#{_Zd;y;52E^peGR6PL8yu3FLoU_*XATR(#onrGx
zR7mRfCu`LuiHW0V(tU&<vK3ca;&o+*eRK$vHXI>oxi2+4LJy%|V=7GKrJIT4ID7(U
zyZluPzMEx_zx8e}$}`g+dmkZ9%%C~Oo`lOWjo-Q9;qW8=ETIQ%`>Xl3K8$x6>60qH
zq0*)Qb=3ZA6JZO{>Bm~w!qPP&VCv_+?dpl0gj<99WJ~o3#GcIYhL)Q0B$Pi5WeL*a
z262g<D(*f~n@_|eSP*x^rOUcxdp+rBU~9+)$Uc5_U?Oe_pZm&&YGb3BaQ}+F_1X%q
z`Q0mB|6Bacfy@cv{`o|H&{hXE8dQj<vWf>*s$25DuTSX<lD@vO`vl7wTiNG^-YX)8
z+h!JeKZV$L@8oW%=%d`M5AdG*Nvgqx?!F4F&r!nf(MC;qKpd~TSgr55ynefW>8igs
zs2$-u(I2#Tt6QZQOLwu`uu%PGQ=8MIk=HigsP461gMUhUG&o~oMZfUK#JFDvXw~4~
zYt==UJu|0&akD}?iOtdhEBEBAup`~PL=syK1el5y_1MbMuQK~H+u%H^6oN}$E_vkc
z6A3-4!*1K*He(Y5Wb)!e^j2bO=l3*4W(~X5?|!rR+xWFzS*`Q<j#woXYGQ54X1cNV
zhnpi{8ZZ(~j1JPkWm4nhng^9Bq?wB}lJQRdu09b@9pSiU1}$Z}{}8vU6Wmuynfx`p
zVue}v!kY2^k7e3@_iaTbo+d{A^X)9tS!}B)nbt>utyLjh%ZLZ`=3W%}%^xG&_$<1n
z7X!<WlGD;EO9ZA?M)Nvz1v{_;4>sY4NXOyRt1b&)WeC)2(M9@=hdAa|jK$s6Q0YvY
zzdwz{+lh$KBq`4wgPoa`IY)gmDTaT|Y&%GvLb_YgA7x?C08H%rbN%d24e5Uqv1%`x
zzUr~llYP^Wy20Sy;KhF!N@B$4_)EYuQ1;92_0)^hygck+Vf0p#*}rFxFNSU(;j8|a
zmh~3F6u<dINQmVzgG)8B`&37N3qSidGyYcvOx&MIgHN`vAfob412PiC0KZ>0PT)G!
z&1(O^vPyz<a>*-C83jpj<T{}2FozLFQQ-qBzAy6G6TOFTk8m~hw|1JZ!D<s^C_}5f
zK1)VcFXV6vvW5Bnzv93^un6JB`1D^Lh7!+ZsE-2{0uBJkx&eS}4!5(XA=<+FL^<91
z*%yd;U^sp^BZYlmKgWZ!aA3}*gD^0GslGZ$K`b9=LgYpOO^9MMRQsQbS6V=W0}Waq
z*WyrG3#=SjFmOobkL^FJ2mz82qtA@)ri+5~)w&q)Q>$e$*L@!+4w$j0u%eXz35=Qp
zvKMF?(8@W=0KxJeKM+i69Jg7u1)K(S)3AVRi^ti%zYhvg-~zdRn9u!zc12%MfV29K
z4-XzZ>bd{EfM)<k`1){sIXm26)hfEr05I)i5y?x6(w+v$?t_wn*CqO9!IkMWdPoP*
z5~_++iprE;>vd}%Jy<HTg-!cK@V_8OY8I^4Y&J8J%r6(#%R?kJG*#aoArXv6SxSz;
zQyKtfz>ZVx8kl;XkTD`Z9Dz@Q(p)7W*~5Qog77*|ls8alu@Kox$S_S@Rrs6=KGXv<
z!KkV@{diH$u*V6v_=j*C+U~pO!M?39<o@18$F=TxFgTPa`N#wIr_phY3g?6pWwgpf
z;x(373=EO&fTj7^iq9WH6OFrW<q&%`D(|mMIvOJ5`nudjeot4u>IHZCn*`IVnfv^{
za0L~KLBd|aY#n*;2yw;@pWWahbxCqzpVbjf`)e-B`GHDKQ!=3X@X^wh27Fs6ob1zT
zJ9QSd+*kyd?Z`w0GVkUAi34j>5o$wXEi=QQA3kd#wt7dVYZgY7=1y@~amME%VgCnY
z=|@Q-YV>snuWcKSNcFF<l8=a6rACf8hBk6wT`6*CB^=byRFXWEpQD|<G6IF;jU3kp
z^MK4zyUSh_H8d6Qdb@65TwIm{?RN$y+kyd~k2^A@^G4sIMGIi?Z2J$GA^oGvV4rKT
zW(YhsUEucl@{PP1MXrbC{D}l)n0gWnM_L5XG_o!09nPDIAP*E+aOx8e<iO%Y@MJqv
zs5-}%@nM=qS?opyqia*H8^fk69vFwB-;|*M#WGv8+$<I*Z-YF*l4%j=Hqu^?xK;_i
zIOtsw!O?m3F95Taobk~d#b!qE%rlU<$8Rpz+XvyVny^-t#+Fgg)XqauaVQ(j_cjhm
zWae5i(`*7{l<zJb<2SL^D{xMjra}&{h2?@b=_pUcD5z0}J%eIta(q&aQ)}E+J$%=#
zQ^6=OS@4xj6Kyg5Mxk)*Pwg?EpvVn3HE0*Dqlif|gXi}^xi3=PQrw@Ff-w|jO_<HM
zI^7r8&5gJqAM~L+k(N>s+IPxqh!Sir_#_nhEJ>J)`%royRgb$9Vr5i??+aQMGUiiy
z;}x;rU$bBPE49IdP~0ow0y4A*P+&>k#AT!)eIUDtqeEiei^>c{J+s*3%fL%d68ph5
z3^dW>#93QJ>@p2tb2t&to(&lLBx?+W%CQ<nJ4DJ!aEu)BL!_6<M%HXE4<4<#I2Yz0
zF&B=QIze%byc^&Fa?|wPENtQWRt@^EU4+%$KD;D6&+D@FL8kQ9REhJr*5qd;y;Tez
zrgkuhA;J^ZEh0bHU?!6Z7kQeu<{de~)LNSXEd~<SI}Gnc@(DabQ;Ylu^c1>eQZiO?
z*kR5n99V+s@LM-!*_CVJ4QFA+RrW>3mvy};w&qp$zFL4_+dwVsBw!Fa&j@WGi|NCR
zRX1D`Ckf%va`KYaYs6k3t;X0vM2H9_jzc@-=xdUyX{YxSs~JZ8hj8tTaj>hK!MPOt
zcy*e^qW@BI{R>ZqeLl3?+fNoTt-tP$J?JAys3GED{ju3(nIhLoFGJ2fYhf%pc*IAr
z{wCU(mVh0-AW#~a`GwblDc9v6icN%rr2;EbBX4Cc7DJ+GGvTj!y$cRTnAkbIg+Y<y
zJ?U0h0rBjHOR}*O|9rwWG&aWFn&zY1@91OajP{L;Z0kUmi#h|`BRFG9)Jej@4LI3S
zlnYg$C;Rjr;ezevfk{TuO1@M|*XZ{_=a}eZ7G&&a!{GtR;}V_<DdhTgxMlh3nD**H
z29f0SGd$|Q5LKgcngnA=pS=P?=_teglLzxqYK)xj^3YOwS`OAfUqBKyJ>ARXwn!>r
z1Zgo8h0kRY3m=ZKWI_@-AhF!0geDZS14ub$5R<bvTtWPSq&V@&n?2Xz%L8#lgtAnF
z%VSIq*UcbuW)YXlsKk|8D?Mej->ZnD@9C);G;A$1(1AA&Z6AY+i@YU85+0xCR+`u=
zjLl@vgXvpFEi96V1QmE0WHV9fvB$47SUzEL_A`V+V4-Y#uAnDj<%olC^f*~O4RHeS
zIModVc=qL!3OTc9TNZ})gDY|mxhs~4&{u%%y#d1_K}`ruv5wS-crnqy$UTFjz&fia
z05D1K>sR`@J~x?4lQ9ByTJ%#fGTJ>2bu3VMZ|MUy>)oZU4^U(dfMS-;qAQ>V6eigx
z_f@VHu~gM^rb)s|2%Od}qqcot%ru#RVm6VY_(2DN5|#l`p+_@O8v`aD#txQQNSf|g
z1iz*PhHV&FfcJ<Tj;7w%GBn_|xeG}h-hGiH4ZI_I@Zj$58<TCo1E8ecSG0!@gx3n@
Uv3fKrf!{oU!_?&~WnaGkA6nI*d;kCd

literal 0
HcmV?d00001

diff --git a/docs/build/html/_modules/MEDfl/LearningManager/client.html b/docs/build/html/_modules/MEDfl/LearningManager/client.html
index 0d572f5..6343ed5 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/client.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/client.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.client &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -94,15 +100,15 @@
              
   <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre>
 <span></span><span class="ch">#!/usr/bin/env python3</span>
-<span class="kn">import</span> <span class="nn">flwr</span> <span class="k">as</span> <span class="nn">fl</span>
-<span class="kn">from</span> <span class="nn">opacus</span> <span class="kn">import</span> <span class="n">PrivacyEngine</span>
-<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">DataLoader</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">opacus</span><span class="w"> </span><span class="kn">import</span> <span class="n">PrivacyEngine</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">torch.utils.data</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataLoader</span>
 
-<span class="kn">from</span> <span class="nn">.model</span> <span class="kn">import</span> <span class="n">Model</span>
-<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">params</span>
-<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.model</span><span class="w"> </span><span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">params</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
 
-<div class="viewcode-block" id="FlowerClient"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient">[docs]</a><span class="k">class</span> <span class="nc">FlowerClient</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">NumPyClient</span><span class="p">):</span>
+<div class="viewcode-block" id="FlowerClient"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FlowerClient</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">NumPyClient</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    FlowerClient class for creating MEDfl clients.</span>
 
@@ -113,7 +119,7 @@ <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre
 <span class="sd">        valloader (DataLoader): DataLoader for validation data.</span>
 <span class="sd">        diff_priv (bool): Flag indicating whether to use differential privacy.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-<div class="viewcode-block" id="FlowerClient.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cid</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">local_model</span><span class="p">:</span> <span class="n">Model</span><span class="p">,</span> <span class="n">trainloader</span><span class="p">:</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">valloader</span><span class="p">:</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">diff_priv</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s2">&quot;diff_privacy&quot;</span><span class="p">]):</span>
+<div class="viewcode-block" id="FlowerClient.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cid</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">local_model</span><span class="p">:</span> <span class="n">Model</span><span class="p">,</span> <span class="n">trainloader</span><span class="p">:</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">valloader</span><span class="p">:</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">diff_priv</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s2">&quot;diff_privacy&quot;</span><span class="p">]):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Initializes the FlowerClient instance.</span>
 
@@ -161,7 +167,7 @@ <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre
             <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">local_model</span><span class="p">,</span> <span class="s2">&quot;optimizer&quot;</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">validate</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="FlowerClient.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="FlowerClient.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Validates cid, local_model, trainloader, valloader.&quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cid</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;cid argument must be a string&quot;</span><span class="p">)</span>
@@ -178,7 +184,7 @@ <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">diff_priv</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;diff_priv argument must be a bool&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="FlowerClient.get_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.get_parameters">[docs]</a>    <span class="k">def</span> <span class="nf">get_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+<div class="viewcode-block" id="FlowerClient.get_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.get_parameters">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns the current parameters of the local model.</span>
 
@@ -191,7 +197,7 @@ <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre
         <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Client </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2">] get_parameters&quot;</span><span class="p">)</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">local_model</span><span class="o">.</span><span class="n">get_parameters</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="FlowerClient.fit"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.fit">[docs]</a>    <span class="k">def</span> <span class="nf">fit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+<div class="viewcode-block" id="FlowerClient.fit"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.fit">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">fit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Fits the local model to the received parameters using federated learning.</span>
 
@@ -223,7 +229,7 @@ <h1>Source code for MEDfl.LearningManager.client</h1><div class="highlight"><pre
             <span class="p">{</span><span class="s2">&quot;epsilon&quot;</span><span class="p">:</span> <span class="n">epsilon</span><span class="p">},</span>
         <span class="p">)</span></div>
 
-<div class="viewcode-block" id="FlowerClient.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.evaluate">[docs]</a>    <span class="k">def</span> <span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+<div class="viewcode-block" id="FlowerClient.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.evaluate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Evaluates the local model on the validation data and returns the loss and accuracy.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/dynamicModal.html b/docs/build/html/_modules/MEDfl/LearningManager/dynamicModal.html
index 1c36b4d..d9a9d5d 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/dynamicModal.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/dynamicModal.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.dynamicModal &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,16 +99,16 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span> <span class="nn">torch</span>
-<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
-<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">SVC</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">nn</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.svm</span><span class="w"> </span><span class="kn">import</span> <span class="n">SVC</span>
 
-<div class="viewcode-block" id="DynamicModel"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel">[docs]</a><span class="k">class</span> <span class="nc">DynamicModel</span><span class="p">:</span>
+<div class="viewcode-block" id="DynamicModel"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">DynamicModel</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;DynamicModel class for creating various types of neural network models.&quot;&quot;&quot;</span>
 
     <span class="c1"># Create a binary classifier model</span>
 <div class="viewcode-block" id="DynamicModel.create_binary_classifier"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_binary_classifier">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_binary_classifier</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">hidden_dims</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_binary_classifier</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">hidden_dims</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
                                  <span class="n">batch_norm</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a binary classifier neural network model with customizable architecture.</span>
@@ -149,7 +155,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
 
     <span class="c1"># Create a multi-class classifier model</span>
 <div class="viewcode-block" id="DynamicModel.create_multiclass_classifier"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_multiclass_classifier">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_multiclass_classifier</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">hidden_dims</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_multiclass_classifier</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">hidden_dims</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
                                      <span class="n">batch_norm</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a multiclass classifier neural network model with customizable architecture.</span>
@@ -195,7 +201,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
 
     <span class="c1"># Create a linear regressor model</span>
 <div class="viewcode-block" id="DynamicModel.create_linear_regressor"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_linear_regressor</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_linear_regressor</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a linear regressor neural network model.</span>
 
@@ -206,12 +212,12 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
 <span class="sd">        Returns:</span>
 <span class="sd">            torch.nn.Module: Created PyTorch model.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">class</span> <span class="nc">LinearRegressionModel</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
-            <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">class</span><span class="w"> </span><span class="nc">LinearRegressionModel</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+            <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
                 <span class="nb">super</span><span class="p">(</span><span class="n">LinearRegressionModel</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">linear</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">)</span>
 
-            <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+            <span class="k">def</span><span class="w"> </span><span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
                 <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
 
         <span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegressionModel</span><span class="p">()</span>
@@ -223,7 +229,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
 
     <span class="c1"># Create a logistic regressor model</span>
 <div class="viewcode-block" id="DynamicModel.create_logistic_regressor"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_logistic_regressor</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_logistic_regressor</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a logistic regressor neural network model.</span>
 
@@ -233,12 +239,12 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
 <span class="sd">        Returns:</span>
 <span class="sd">            torch.nn.Module: Created PyTorch model.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">class</span> <span class="nc">LogisticRegressionModel</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
-            <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">class</span><span class="w"> </span><span class="nc">LogisticRegressionModel</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+            <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
                 <span class="nb">super</span><span class="p">(</span><span class="n">LogisticRegressionModel</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">linear</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_dim</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
 
-            <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+            <span class="k">def</span><span class="w"> </span><span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
                 <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
 
         <span class="n">model</span> <span class="o">=</span> <span class="n">LogisticRegressionModel</span><span class="p">()</span>
@@ -249,7 +255,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
         <span class="k">return</span> <span class="n">model</span></div>
     
 <div class="viewcode-block" id="DynamicModel.create_convolutional_neural_network"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_convolutional_neural_network">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_convolutional_neural_network</span><span class="p">(</span><span class="n">input_channels</span><span class="p">,</span> <span class="n">output_channels</span><span class="p">,</span> <span class="n">kernel_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_convolutional_neural_network</span><span class="p">(</span><span class="n">input_channels</span><span class="p">,</span> <span class="n">output_channels</span><span class="p">,</span> <span class="n">kernel_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a convolutional neural network (CNN) model.</span>
 
@@ -274,7 +280,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
         <span class="k">return</span> <span class="n">model</span></div>
     
 <div class="viewcode-block" id="DynamicModel.create_recurrent_neural_network"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_recurrent_neural_network</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">hidden_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_recurrent_neural_network</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">hidden_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a recurrent neural network (RNN) model.</span>
 
@@ -294,7 +300,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
         <span class="k">return</span> <span class="n">model</span></div>
     
 <div class="viewcode-block" id="DynamicModel.create_lstm_network"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">create_lstm_network</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">hidden_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">create_lstm_network</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">hidden_size</span><span class="p">,</span> <span class="n">use_gpu</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a Long Short-Term Memory (LSTM) network model.</span>
 
@@ -314,7 +320,7 @@ <h1>Source code for MEDfl.LearningManager.dynamicModal</h1><div class="highlight
         <span class="k">return</span> <span class="n">model</span></div>
 
     <span class="c1"># Create the dynamic model</span>
-<div class="viewcode-block" id="DynamicModel.create_model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_model">[docs]</a>    <span class="k">def</span> <span class="nf">create_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">params_dict</span><span class="o">=</span><span class="p">{})</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">:</span>
+<div class="viewcode-block" id="DynamicModel.create_model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_model">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">params_dict</span><span class="o">=</span><span class="p">{})</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Create a specific type of model dynamically based on the given parameters.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/federated_dataset.html b/docs/build/html/_modules/MEDfl/LearningManager/federated_dataset.html
index ee8dc68..b4132b1 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/federated_dataset.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/federated_dataset.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.federated_dataset &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,12 +99,12 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.LearningManager.federated_dataset</h1><div class="highlight"><pre>
-<span></span><span class="kn">from</span> <span class="nn">MEDfl.NetManager.net_helper</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.net_manager_queries</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span></span><span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
-<div class="viewcode-block" id="FederatedDataset"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset">[docs]</a><span class="k">class</span> <span class="nc">FederatedDataset</span><span class="p">:</span>
-<div class="viewcode-block" id="FederatedDataset.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+<div class="viewcode-block" id="FederatedDataset"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FederatedDataset</span><span class="p">:</span>
+<div class="viewcode-block" id="FederatedDataset.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
         <span class="n">train_nodes</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span>
@@ -129,7 +135,7 @@ <h1>Source code for MEDfl.LearningManager.federated_dataset</h1><div class="high
         <span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">eng</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="FederatedDataset.create"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.create">[docs]</a>    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<div class="viewcode-block" id="FederatedDataset.create"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.create">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Create a new Federated Dataset in the database.</span>
 
@@ -144,7 +150,7 @@ <h1>Source code for MEDfl.LearningManager.federated_dataset</h1><div class="high
             <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="n">get_feddataset_id_from_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span></div>
 
 
-<div class="viewcode-block" id="FederatedDataset.update"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.update">[docs]</a>    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLpipeId</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">FedId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<div class="viewcode-block" id="FederatedDataset.update"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.update">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLpipeId</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">FedId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Update the FLpipe ID associated with the Federated Dataset in the database.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/flpipeline.html b/docs/build/html/_modules/MEDfl/LearningManager/flpipeline.html
index 14bf41c..2838163 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/flpipeline.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/flpipeline.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.flpipeline &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,25 +99,25 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span> <span class="nn">datetime</span>
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span>
-<span class="kn">import</span> <span class="nn">json</span>
-<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">datetime</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">List</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
 
 
 <span class="c1"># File: create_query.py</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span>
-<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">TensorDataset</span>
-<span class="kn">import</span> <span class="nn">torch</span> 
-
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.server</span> <span class="kn">import</span> <span class="n">FlowerServer</span>
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.utils</span> <span class="kn">import</span> <span class="n">params</span><span class="p">,</span> <span class="n">test</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.net_helper</span> <span class="kn">import</span> <span class="n">get_flpipeline_from_name</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.net_manager_queries</span> <span class="kn">import</span> <span class="p">(</span><span class="n">CREATE_FLPIPELINE_QUERY</span><span class="p">,</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">torch.utils.data</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">TensorDataset</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span> 
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.server</span><span class="w"> </span><span class="kn">import</span> <span class="n">FlowerServer</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">params</span><span class="p">,</span> <span class="n">test</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_flpipeline_from_name</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span><span class="n">CREATE_FLPIPELINE_QUERY</span><span class="p">,</span>
                                                   <span class="n">DELETE_FLPIPELINE_QUERY</span> <span class="p">,</span> <span class="n">CREATE_TEST_RESULTS_QUERY</span><span class="p">)</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
-<div class="viewcode-block" id="create_query"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.create_query">[docs]</a><span class="k">def</span> <span class="nf">create_query</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">creation_date</span><span class="p">,</span> <span class="n">result</span><span class="p">):</span>
+<div class="viewcode-block" id="create_query"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.create_query">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">create_query</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="n">creation_date</span><span class="p">,</span> <span class="n">result</span><span class="p">):</span>
     <span class="n">query</span> <span class="o">=</span> <span class="n">text</span><span class="p">(</span>
         <span class="sa">f</span><span class="s2">&quot;INSERT INTO FLpipeline(name, description, creation_date, results) &quot;</span>
         <span class="sa">f</span><span class="s2">&quot;VALUES (&#39;</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">&#39;, &#39;</span><span class="si">{</span><span class="n">description</span><span class="si">}</span><span class="s2">&#39;, &#39;</span><span class="si">{</span><span class="n">creation_date</span><span class="si">}</span><span class="s2">&#39;, &#39;</span><span class="si">{</span><span class="n">result</span><span class="si">}</span><span class="s2">&#39;)&quot;</span>
@@ -120,7 +126,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
 
 
 
-<div class="viewcode-block" id="FLpipeline"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline">[docs]</a><span class="k">class</span> <span class="nc">FLpipeline</span><span class="p">:</span>
+<div class="viewcode-block" id="FLpipeline"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FLpipeline</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    FLpipeline class for managing Federated Learning pipelines.</span>
 
@@ -136,7 +142,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
 
 <span class="sd">    &quot;&quot;&quot;</span>
 
-    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">server</span><span class="p">:</span> <span class="n">FlowerServer</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
@@ -148,7 +154,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
         <span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">eng</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span>
 
-<div class="viewcode-block" id="FLpipeline.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="FLpipeline.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Validate the name, description, and server attributes.</span>
 <span class="sd">        Raises:</span>
@@ -164,7 +170,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
         <span class="c1"># if not isinstance(self.server, FlowerServer):</span>
         <span class="c1">#     raise TypeError(&quot;server argument must be a FlowerServer&quot;)</span>
 
-<div class="viewcode-block" id="FLpipeline.create"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.create">[docs]</a>    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">result</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="FLpipeline.create"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.create">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">result</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Create a new FLpipeline entry in the database with the given result.</span>
 
@@ -188,7 +194,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
         <span class="k">except</span><span class="p">:</span>
             <span class="k">pass</span></div>
 
-<div class="viewcode-block" id="FLpipeline.delete"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.delete">[docs]</a>    <span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="FLpipeline.delete"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.delete">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Delete the FLpipeline entry from the database based on its name.</span>
 
@@ -200,7 +206,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
         <span class="bp">self</span><span class="o">.</span><span class="n">eng</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">DELETE_FLPIPELINE_QUERY</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">))</span></div>
 
 
-<div class="viewcode-block" id="FLpipeline.test_by_node"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node">[docs]</a>    <span class="k">def</span> <span class="nf">test_by_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">test_frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
+<div class="viewcode-block" id="FLpipeline.test_by_node"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">test_by_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">test_frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Test the FLpipeline by node with the specified test_frac.</span>
 
@@ -239,7 +245,7 @@ <h1>Source code for MEDfl.LearningManager.flpipeline</h1><div class="highlight">
         <span class="p">}</span></div>
 
 
-<div class="viewcode-block" id="FLpipeline.auto_test"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.auto_test">[docs]</a>    <span class="k">def</span> <span class="nf">auto_test</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">test_frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">dict</span><span class="p">]:</span>
+<div class="viewcode-block" id="FLpipeline.auto_test"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.auto_test">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">auto_test</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">test_frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">dict</span><span class="p">]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Automatically test the FLpipeline on all nodes with the specified test_frac.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/model.html b/docs/build/html/_modules/MEDfl/LearningManager/model.html
index 64f1a32..0228463 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/model.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/model.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.model &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -96,19 +102,19 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
 <span></span><span class="ch">#!/usr/bin/env python3</span>
 <span class="c1"># froked from https://github.com/pythonlessons/mltu/blob/main/mltu/torch/model.py</span>
 
-<span class="kn">import</span> <span class="nn">typing</span>
-<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">typing</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">collections</span><span class="w"> </span><span class="kn">import</span> <span class="n">OrderedDict</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
 
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="kn">import</span> <span class="nn">torch</span>
-<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
-<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span><span class="p">,</span><span class="n">roc_auc_score</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">nn</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.metrics</span><span class="w"> </span><span class="kn">import</span> <span class="n">accuracy_score</span><span class="p">,</span><span class="n">roc_auc_score</span>
 
-<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">params</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">params</span>
 
 
-<div class="viewcode-block" id="Model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model">[docs]</a><span class="k">class</span> <span class="nc">Model</span><span class="p">:</span>
+<div class="viewcode-block" id="Model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Model</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Model class for training and testing PyTorch neural networks.</span>
 
@@ -118,7 +124,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
 <span class="sd">        criterion (typing.Callable): Loss function.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="Model.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+<div class="viewcode-block" id="Model.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">model</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span>
         <span class="n">optimizer</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Optimizer</span><span class="p">,</span>
@@ -138,7 +144,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
         <span class="c1"># Get device on which model is running</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">validate</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="Model.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="Model.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Validate model and optimizer.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -150,7 +156,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
                 <span class="s2">&quot;optimizer argument must be a torch.optim.Optimizer&quot;</span>
             <span class="p">)</span></div>
 
-<div class="viewcode-block" id="Model.get_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.get_parameters">[docs]</a>    <span class="k">def</span> <span class="nf">get_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]:</span>
+<div class="viewcode-block" id="Model.get_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.get_parameters">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get the parameters of the model as a list of NumPy arrays.</span>
 
@@ -161,7 +167,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
             <span class="n">val</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
         <span class="p">]</span></div>
 
-<div class="viewcode-block" id="Model.set_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.set_parameters">[docs]</a>    <span class="k">def</span> <span class="nf">set_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="Model.set_parameters"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.set_parameters">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">set_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Set the parameters of the model from a list of NumPy arrays.</span>
 
@@ -172,7 +178,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
         <span class="n">state_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">({</span><span class="n">k</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params_dict</span><span class="p">})</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">state_dict</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Model.train"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.train">[docs]</a>    <span class="k">def</span> <span class="nf">train</span><span class="p">(</span>
+<div class="viewcode-block" id="Model.train"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.train">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">train</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span> <span class="n">train_loader</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">device</span><span class="p">,</span> <span class="n">privacy_engine</span><span class="p">,</span> <span class="n">diff_priv</span><span class="o">=</span><span class="kc">False</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
@@ -235,7 +241,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
 
         <span class="k">return</span> <span class="n">epsilon</span></div>
 
-<div class="viewcode-block" id="Model.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.evaluate">[docs]</a>    <span class="k">def</span> <span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val_loader</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">))</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
+<div class="viewcode-block" id="Model.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.evaluate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val_loader</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">))</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Evaluate the model on the given validation data.</span>
 
@@ -278,7 +284,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="Model.save_model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.save_model">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">save_model</span><span class="p">(</span><span class="n">model</span> <span class="p">,</span> <span class="n">model_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">save_model</span><span class="p">(</span><span class="n">model</span> <span class="p">,</span> <span class="n">model_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Saves a PyTorch model to a file.</span>
 
@@ -298,7 +304,7 @@ <h1>Source code for MEDfl.LearningManager.model</h1><div class="highlight"><pre>
             <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error saving the model: </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
     
 <div class="viewcode-block" id="Model.load_model"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.load_model">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">load_model</span><span class="p">(</span><span class="n">model_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">load_model</span><span class="p">(</span><span class="n">model_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Loads a PyTorch model from a file.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/plot.html b/docs/build/html/_modules/MEDfl/LearningManager/plot.html
index c00c98d..7770f55 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/plot.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/plot.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.plot &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,11 +99,11 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
-<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.pyplot</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">plt</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">seaborn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">sns</span>
 
-<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.utils</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
 
 <span class="c1"># Replace this with your actual code for data collection</span>
 <span class="n">results_dict</span> <span class="o">=</span> <span class="p">{</span>
@@ -126,7 +132,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
 <span class="sd">&quot;&quot;&quot;</span>
 
 
-<div class="viewcode-block" id="AccuracyLossPlotter"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter">[docs]</a><span class="k">class</span> <span class="nc">AccuracyLossPlotter</span><span class="p">:</span>
+<div class="viewcode-block" id="AccuracyLossPlotter"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">AccuracyLossPlotter</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A utility class for plotting accuracy and loss metrics based on experiment results.</span>
 
@@ -140,7 +146,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
 <span class="sd">        iterations (range): Range of iterations (rounds or epochs) in the experiment.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="AccuracyLossPlotter.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">results_dict</span><span class="p">):</span>
+<div class="viewcode-block" id="AccuracyLossPlotter.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">results_dict</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Initialize the AccuracyLossPlotter with experiment results.</span>
 
@@ -154,7 +160,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">metrics</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">param</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">results_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">()]))</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">iterations</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">results_dict</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="AccuracyLossPlotter.plot_accuracy_loss"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_accuracy_loss">[docs]</a>    <span class="k">def</span> <span class="nf">plot_accuracy_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="AccuracyLossPlotter.plot_accuracy_loss"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_accuracy_loss">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">plot_accuracy_loss</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Plot accuracy and loss metrics for different parameters.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -181,7 +187,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
             <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
 
 <div class="viewcode-block" id="AccuracyLossPlotter.plot_global_confusion_matrix"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">plot_global_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">plot_global_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Plot a global confusion matrix based on pipeline results.</span>
 
@@ -220,7 +226,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
         <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
 
 <div class="viewcode-block" id="AccuracyLossPlotter.plot_confusion_Matrix_by_node"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">plot_confusion_Matrix_by_node</span><span class="p">(</span><span class="n">node_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">plot_confusion_Matrix_by_node</span><span class="p">(</span><span class="n">node_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Plot a confusion matrix for a specific node in the pipeline.</span>
 
@@ -263,7 +269,7 @@ <h1>Source code for MEDfl.LearningManager.plot</h1><div class="highlight"><pre>
         <span class="k">return</span></div>
     
 <div class="viewcode-block" id="AccuracyLossPlotter.plot_classification_report"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">plot_classification_report</span><span class="p">(</span><span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">plot_classification_report</span><span class="p">(</span><span class="n">pipeline_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Plot a comparison of classification report metrics between nodes.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/server.html b/docs/build/html/_modules/MEDfl/LearningManager/server.html
index ea5ebcb..fdc75a2 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/server.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/server.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.server &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -95,19 +101,19 @@
   <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre>
 <span></span><span class="ch">#!/usr/bin/env python3</span>
 
-<span class="kn">import</span> <span class="nn">copy</span>
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">copy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
 
-<span class="kn">import</span> <span class="nn">flwr</span> <span class="k">as</span> <span class="nn">fl</span>
-<span class="kn">import</span> <span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
 
-<span class="kn">from</span> <span class="nn">.client</span> <span class="kn">import</span> <span class="n">FlowerClient</span>
-<span class="kn">from</span> <span class="nn">.federated_dataset</span> <span class="kn">import</span> <span class="n">FederatedDataset</span>
-<span class="kn">from</span> <span class="nn">.model</span> <span class="kn">import</span> <span class="n">Model</span>
-<span class="kn">from</span> <span class="nn">.strategy</span> <span class="kn">import</span> <span class="n">Strategy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.client</span><span class="w"> </span><span class="kn">import</span> <span class="n">FlowerClient</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.federated_dataset</span><span class="w"> </span><span class="kn">import</span> <span class="n">FederatedDataset</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.model</span><span class="w"> </span><span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.strategy</span><span class="w"> </span><span class="kn">import</span> <span class="n">Strategy</span>
 
 
-<div class="viewcode-block" id="FlowerServer"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer">[docs]</a><span class="k">class</span> <span class="nc">FlowerServer</span><span class="p">:</span>
+<div class="viewcode-block" id="FlowerServer"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FlowerServer</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A class representing the central server for Federated Learning using Flower.</span>
 
@@ -124,7 +130,7 @@ <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre
 <span class="sd">     </span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="FlowerServer.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+<div class="viewcode-block" id="FlowerServer.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">global_model</span><span class="p">:</span> <span class="n">Model</span><span class="p">,</span>
         <span class="n">strategy</span><span class="p">:</span> <span class="n">Strategy</span><span class="p">,</span>
@@ -176,7 +182,7 @@ <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre
         <span class="bp">self</span><span class="o">.</span><span class="n">flower_clients</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">validate</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="FlowerServer.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="FlowerServer.validate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Validate global_model, strategy, num_clients, num_rounds, fed_dataset, diff_privacy&quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">global_model</span><span class="p">,</span> <span class="n">Model</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;global_model argument must be a Model instance&quot;</span><span class="p">)</span>
@@ -195,7 +201,7 @@ <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">diff_priv</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;diff_priv argument must be a bool&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="FlowerServer.client_fn"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.client_fn">[docs]</a>    <span class="k">def</span> <span class="nf">client_fn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">FlowerClient</span><span class="p">:</span>
+<div class="viewcode-block" id="FlowerServer.client_fn"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.client_fn">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">client_fn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cid</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">FlowerClient</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Return a FlowerClient object for a specific client ID.</span>
 
@@ -221,7 +227,7 @@ <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre
         <span class="bp">self</span><span class="o">.</span><span class="n">flower_clients</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">client</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">client</span></div>
 
-<div class="viewcode-block" id="FlowerServer.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.evaluate">[docs]</a>    <span class="k">def</span> <span class="nf">evaluate</span><span class="p">(</span>
+<div class="viewcode-block" id="FlowerServer.evaluate"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.evaluate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">evaluate</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">server_round</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
         <span class="n">parameters</span><span class="p">:</span> <span class="n">fl</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">NDArrays</span><span class="p">,</span>
@@ -250,7 +256,7 @@ <h1>Source code for MEDfl.LearningManager.server</h1><div class="highlight"><pre
         
         <span class="k">return</span> <span class="n">loss</span><span class="p">,</span> <span class="p">{</span><span class="s2">&quot;accuracy&quot;</span><span class="p">:</span> <span class="n">accuracy</span><span class="p">}</span></div>
 
-<div class="viewcode-block" id="FlowerServer.run"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<div class="viewcode-block" id="FlowerServer.run"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.run">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Run the federated learning process using Flower simulation.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/strategy.html b/docs/build/html/_modules/MEDfl/LearningManager/strategy.html
index 3241f52..9e27a62 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/strategy.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/strategy.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.strategy &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -94,18 +100,18 @@
              
   <h1>Source code for MEDfl.LearningManager.strategy</h1><div class="highlight"><pre>
 <span></span>
-<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">collections</span><span class="w"> </span><span class="kn">import</span> <span class="n">OrderedDict</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span>
 
-<span class="kn">import</span> <span class="nn">flwr</span> <span class="k">as</span> <span class="nn">fl</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 
-<span class="kn">import</span> <span class="nn">optuna</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">optuna</span>
 
 
 
 
-<div class="viewcode-block" id="Strategy"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy">[docs]</a><span class="k">class</span>  <span class="nc">Strategy</span><span class="p">:</span>
+<div class="viewcode-block" id="Strategy"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy">[docs]</a><span class="k">class</span><span class="w">  </span><span class="nc">Strategy</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A class representing a strategy for Federated Learning.</span>
 
@@ -121,7 +127,7 @@ <h1>Source code for MEDfl.LearningManager.strategy</h1><div class="highlight"><p
 <span class="sd">     </span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="Strategy.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+<div class="viewcode-block" id="Strategy.__init__"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;FedAvg&quot;</span><span class="p">,</span>
         <span class="n">fraction_fit</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
@@ -154,13 +160,13 @@ <h1>Source code for MEDfl.LearningManager.strategy</h1><div class="highlight"><p
         <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_fn</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span></div>
     
-<div class="viewcode-block" id="Strategy.optuna_fed_optimization"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.optuna_fed_optimization">[docs]</a>    <span class="k">def</span> <span class="nf">optuna_fed_optimization</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">direction</span><span class="p">:</span><span class="nb">str</span> <span class="p">,</span> <span class="n">hpo_rate</span><span class="p">:</span><span class="nb">int</span> <span class="p">,</span> <span class="n">params_config</span><span class="p">):</span>
+<div class="viewcode-block" id="Strategy.optuna_fed_optimization"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.optuna_fed_optimization">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">optuna_fed_optimization</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">direction</span><span class="p">:</span><span class="nb">str</span> <span class="p">,</span> <span class="n">hpo_rate</span><span class="p">:</span><span class="nb">int</span> <span class="p">,</span> <span class="n">params_config</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">study</span> <span class="o">=</span> <span class="n">optuna</span><span class="o">.</span><span class="n">create_study</span><span class="p">(</span><span class="n">direction</span><span class="o">=</span><span class="n">direction</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">hpo_rate</span> <span class="o">=</span> <span class="n">hpo_rate</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">params_config</span> <span class="o">=</span> <span class="n">params_config</span></div>
     
  
-<div class="viewcode-block" id="Strategy.create_strategy"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.create_strategy">[docs]</a>    <span class="k">def</span> <span class="nf">create_strategy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Strategy.create_strategy"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.create_strategy">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_strategy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">strategy_object</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_strategy_by_name</span><span class="p">()(</span>
             <span class="n">fraction_fit</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">fraction_fit</span><span class="p">,</span>
             <span class="n">fraction_evaluate</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">fraction_evaluate</span><span class="p">,</span>
@@ -170,7 +176,7 @@ <h1>Source code for MEDfl.LearningManager.strategy</h1><div class="highlight"><p
             <span class="n">initial_parameters</span><span class="o">=</span><span class="n">fl</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">ndarrays_to_parameters</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">initial_parameters</span><span class="p">),</span>
             <span class="n">evaluate_fn</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">evaluate_fn</span>
         <span class="p">)</span></div>
-<div class="viewcode-block" id="Strategy.get_strategy_by_name"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name">[docs]</a>    <span class="k">def</span> <span class="nf">get_strategy_by_name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Strategy.get_strategy_by_name"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_strategy_by_name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="nb">eval</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;fl.server.strategy.</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div></div>
     
     
diff --git a/docs/build/html/_modules/MEDfl/LearningManager/utils.html b/docs/build/html/_modules/MEDfl/LearningManager/utils.html
index 84cb111..8b29581 100644
--- a/docs/build/html/_modules/MEDfl/LearningManager/utils.html
+++ b/docs/build/html/_modules/MEDfl/LearningManager/utils.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.LearningManager.utils &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -95,29 +101,29 @@
   <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span></span><span class="ch">#!/usr/bin/env python3</span>
 
-<span class="kn">import</span> <span class="nn">pkg_resources</span>
-<span class="kn">import</span> <span class="nn">torch</span>
-<span class="kn">import</span> <span class="nn">yaml</span>
-<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">yaml.loader</span> <span class="kn">import</span> <span class="n">SafeLoader</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pkg_resources</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">yaml</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.metrics</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">yaml.loader</span><span class="w"> </span><span class="kn">import</span> <span class="n">SafeLoader</span>
 
 
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
 <span class="c1"># from scripts.base import *</span>
-<span class="kn">import</span> <span class="nn">json</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
 
 
-<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 
-<span class="kn">import</span> <span class="nn">os</span>
-<span class="kn">import</span> <span class="nn">configparser</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">configparser</span>
 
-<span class="kn">import</span> <span class="nn">subprocess</span>
-<span class="kn">import</span> <span class="nn">ast</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">subprocess</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">ast</span>
 
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span>
 
 
 <span class="c1"># Get the directory of the current script</span>
@@ -138,7 +144,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span class="n">DEFAULT_CONFIG_PATH</span> <span class="o">=</span> <span class="s1">&#39;db_config.ini&#39;</span>
 
 
-<div class="viewcode-block" id="load_db_config_dep"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config_dep">[docs]</a><span class="k">def</span> <span class="nf">load_db_config_dep</span><span class="p">():</span>
+<div class="viewcode-block" id="load_db_config_dep"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config_dep">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">load_db_config_dep</span><span class="p">():</span>
     <span class="n">config</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;MEDfl_DB_CONFIG&#39;</span><span class="p">)</span>
 
     <span class="k">if</span> <span class="n">config</span><span class="p">:</span>
@@ -149,7 +155,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span class="c1"># Function to allow users to set config path programmatically</span>
 
 
-<div class="viewcode-block" id="set_db_config_dep"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config_dep">[docs]</a><span class="k">def</span> <span class="nf">set_db_config_dep</span><span class="p">(</span><span class="n">config_path</span><span class="p">):</span>
+<div class="viewcode-block" id="set_db_config_dep"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config_dep">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">set_db_config_dep</span><span class="p">(</span><span class="n">config_path</span><span class="p">):</span>
     <span class="n">config</span> <span class="o">=</span> <span class="n">configparser</span><span class="o">.</span><span class="n">ConfigParser</span><span class="p">()</span>
     <span class="n">config</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="n">config_path</span><span class="p">)</span>
     <span class="k">if</span> <span class="p">(</span><span class="n">config</span><span class="p">[</span><span class="s1">&#39;sqllite&#39;</span><span class="p">]):</span>
@@ -159,7 +165,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 
 
 
-<div class="viewcode-block" id="load_db_config"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config">[docs]</a><span class="k">def</span> <span class="nf">load_db_config</span><span class="p">():</span>
+<div class="viewcode-block" id="load_db_config"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">load_db_config</span><span class="p">():</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Read a dictionary from an environment variable.&quot;&quot;&quot;</span>
     <span class="n">obj_str</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;MEDfl_DB_CONFIG&quot;</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">obj_str</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
@@ -170,7 +176,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span class="c1"># Function to allow users to set config path programmatically</span>
 
 
-<div class="viewcode-block" id="set_db_config"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config">[docs]</a><span class="k">def</span> <span class="nf">set_db_config</span><span class="p">(</span><span class="n">config_path</span><span class="p">):</span>
+<div class="viewcode-block" id="set_db_config"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">set_db_config</span><span class="p">(</span><span class="n">config_path</span><span class="p">):</span>
     <span class="n">obj</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;database&quot;</span> <span class="p">:</span> <span class="n">config_path</span><span class="p">}</span>
 
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Store a dictionary as a string in an environment variable.&quot;&quot;&quot;</span>
@@ -185,13 +191,13 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span class="c1"># Create databas</span>
 
 
-<div class="viewcode-block" id="create_MEDfl_db"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.create_MEDfl_db">[docs]</a><span class="k">def</span> <span class="nf">create_MEDfl_db</span><span class="p">():</span>
+<div class="viewcode-block" id="create_MEDfl_db"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.create_MEDfl_db">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">create_MEDfl_db</span><span class="p">():</span>
     <span class="n">script_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span>
         <span class="vm">__file__</span><span class="p">),</span> <span class="s1">&#39;scripts&#39;</span><span class="p">,</span> <span class="s1">&#39;create_db.sh&#39;</span><span class="p">)</span>
     <span class="n">subprocess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="s1">&#39;sh&#39;</span><span class="p">,</span> <span class="n">script_path</span><span class="p">],</span> <span class="n">check</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
 
 
-<div class="viewcode-block" id="custom_classification_report"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.custom_classification_report">[docs]</a><span class="k">def</span> <span class="nf">custom_classification_report</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred_prob</span><span class="p">):</span>
+<div class="viewcode-block" id="custom_classification_report"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.custom_classification_report">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">custom_classification_report</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred_prob</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Compute custom classification report metrics including accuracy, sensitivity, specificity, precision, NPV,</span>
 <span class="sd">    F1-score, false positive rate, and true positive rate.</span>
@@ -256,7 +262,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
     <span class="p">}</span></div>
 
 
-<div class="viewcode-block" id="test"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.test">[docs]</a><span class="k">def</span> <span class="nf">test</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">test_loader</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)):</span>
+<div class="viewcode-block" id="test"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.test">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">test</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">test_loader</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Evaluate a model using a test loader and return a custom classification report.</span>
 
@@ -281,7 +287,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
 <span class="n">column_map</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;object&quot;</span><span class="p">:</span> <span class="s2">&quot;VARCHAR(255)&quot;</span><span class="p">,</span> <span class="s2">&quot;int64&quot;</span><span class="p">:</span> <span class="s2">&quot;INT&quot;</span><span class="p">,</span> <span class="s2">&quot;float64&quot;</span><span class="p">:</span> <span class="s2">&quot;FLOAT&quot;</span><span class="p">}</span>
 
 
-<div class="viewcode-block" id="empty_db"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.empty_db">[docs]</a><span class="k">def</span> <span class="nf">empty_db</span><span class="p">():</span>
+<div class="viewcode-block" id="empty_db"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.empty_db">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">empty_db</span><span class="p">():</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Empty the database by deleting records from multiple tables and resetting auto-increment counters.</span>
 
@@ -309,7 +315,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
     <span class="n">my_eng</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;DROP TABLE IF EXISTS </span><span class="si">{</span><span class="s1">&#39;DataSets&#39;</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">))</span></div>
 
 
-<div class="viewcode-block" id="get_pipeline_from_name"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_pipeline_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_pipeline_from_name"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_pipeline_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the pipeline ID from its name in the database.</span>
 
@@ -331,7 +337,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">NodeId</span></div>
 
 
-<div class="viewcode-block" id="get_pipeline_confusion_matrix"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix">[docs]</a><span class="k">def</span> <span class="nf">get_pipeline_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">):</span>
+<div class="viewcode-block" id="get_pipeline_confusion_matrix"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_pipeline_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the global confusion matrix for a pipeline based on test results.</span>
 
@@ -376,7 +382,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">global_confusion_matrix</span></div>
 
 
-<div class="viewcode-block" id="get_node_confusion_matrix"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_node_confusion_matrix">[docs]</a><span class="k">def</span> <span class="nf">get_node_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">,</span> <span class="n">node_name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_node_confusion_matrix"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_node_confusion_matrix">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_node_confusion_matrix</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">,</span> <span class="n">node_name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the confusion matrix for a specific node in a pipeline based on test results.</span>
 
@@ -405,7 +411,7 @@ <h1>Source code for MEDfl.LearningManager.utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">confusion_matrices</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span></div>
 
 
-<div class="viewcode-block" id="get_pipeline_result"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_result">[docs]</a><span class="k">def</span> <span class="nf">get_pipeline_result</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">):</span>
+<div class="viewcode-block" id="get_pipeline_result"><a class="viewcode-back" href="../../../MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_result">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_pipeline_result</span><span class="p">(</span><span class="n">pipeline_id</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the test results for a pipeline.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/NetManager/dataset.html b/docs/build/html/_modules/MEDfl/NetManager/dataset.html
index 0fa2786..54d9bf3 100644
--- a/docs/build/html/_modules/MEDfl/NetManager/dataset.html
+++ b/docs/build/html/_modules/MEDfl/NetManager/dataset.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager.dataset &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,16 +99,16 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span>
 
-<span class="kn">from</span> <span class="nn">.net_helper</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">.net_manager_queries</span> <span class="kn">import</span> <span class="p">(</span><span class="n">DELETE_DATASET</span><span class="p">,</span> <span class="n">INSERT_DATASET</span><span class="p">,</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span><span class="n">DELETE_DATASET</span><span class="p">,</span> <span class="n">INSERT_DATASET</span><span class="p">,</span>
                                   <span class="n">SELECT_ALL_DATASET_NAMES</span><span class="p">)</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
-<div class="viewcode-block" id="DataSet"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet">[docs]</a><span class="k">class</span> <span class="nc">DataSet</span><span class="p">:</span>
-<div class="viewcode-block" id="DataSet.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">engine</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DataSet"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">DataSet</span><span class="p">:</span>
+<div class="viewcode-block" id="DataSet.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">engine</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Initialize a DataSet object.</span>
 
@@ -117,7 +123,7 @@ <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
         <span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="DataSet.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="DataSet.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Validate name and path attributes.</span>
 
@@ -129,7 +135,7 @@ <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">path</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;path argument must be a string&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="DataSet.upload_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.upload_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">upload_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">NodeId</span><span class="o">=-</span><span class="mi">1</span><span class="p">):</span>
+<div class="viewcode-block" id="DataSet.upload_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.upload_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">upload_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">NodeId</span><span class="o">=-</span><span class="mi">1</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Upload the dataset to the database.</span>
 
@@ -158,7 +164,7 @@ <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
              
             <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">query</span><span class="p">))</span></div>
 
-<div class="viewcode-block" id="DataSet.delete_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.delete_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">delete_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="DataSet.delete_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.delete_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">delete_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Delete the dataset from the database.</span>
 
@@ -167,7 +173,7 @@ <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">DELETE_DATASET</span><span class="p">),</span> <span class="p">{</span><span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">})</span></div>
 
-<div class="viewcode-block" id="DataSet.update_data"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.update_data">[docs]</a>    <span class="k">def</span> <span class="nf">update_data</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="DataSet.update_data"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.update_data">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">update_data</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Update the data in the dataset.</span>
 
@@ -176,7 +182,7 @@ <h1>Source code for MEDfl.NetManager.dataset</h1><div class="highlight"><pre>
         <span class="k">pass</span></div>
 
 <div class="viewcode-block" id="DataSet.list_alldatasets"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.list_alldatasets">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">list_alldatasets</span><span class="p">(</span><span class="n">engine</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">list_alldatasets</span><span class="p">(</span><span class="n">engine</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        List all dataset names from the &#39;DataSets&#39; table.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/NetManager/flsetup.html b/docs/build/html/_modules/MEDfl/NetManager/flsetup.html
index 6c861a9..be799ce 100644
--- a/docs/build/html/_modules/MEDfl/NetManager/flsetup.html
+++ b/docs/build/html/_modules/MEDfl/NetManager/flsetup.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager.flsetup &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,23 +99,23 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
-<span></span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span></span><span class="kn">from</span><span class="w"> </span><span class="nn">datetime</span><span class="w"> </span><span class="kn">import</span> <span class="n">datetime</span>
 
 
-<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">random_split</span><span class="p">,</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">Dataset</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">torch.utils.data</span><span class="w"> </span><span class="kn">import</span> <span class="n">random_split</span><span class="p">,</span> <span class="n">DataLoader</span><span class="p">,</span> <span class="n">Dataset</span>
 
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.federated_dataset</span> <span class="kn">import</span> <span class="n">FederatedDataset</span>
-<span class="kn">from</span> <span class="nn">.net_helper</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">.net_manager_queries</span> <span class="kn">import</span> <span class="o">*</span>  <span class="c1"># Import the sql_queries module</span>
-<span class="kn">from</span> <span class="nn">.network</span> <span class="kn">import</span> <span class="n">Network</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.federated_dataset</span><span class="w"> </span><span class="kn">import</span> <span class="n">FederatedDataset</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>  <span class="c1"># Import the sql_queries module</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.network</span><span class="w"> </span><span class="kn">import</span> <span class="n">Network</span>
 
-<span class="kn">from</span> <span class="nn">.node</span> <span class="kn">import</span> <span class="n">Node</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.node</span><span class="w"> </span><span class="kn">import</span> <span class="n">Node</span>
 
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
 
-<div class="viewcode-block" id="FLsetup"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup">[docs]</a><span class="k">class</span> <span class="nc">FLsetup</span><span class="p">:</span>
-<div class="viewcode-block" id="FLsetup.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">network</span><span class="p">:</span> <span class="n">Network</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FLsetup</span><span class="p">:</span>
+<div class="viewcode-block" id="FLsetup.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">description</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">network</span><span class="p">:</span> <span class="n">Network</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Initialize a Federated Learning (FL) setup.</span>
 
 <span class="sd">        Args:</span>
@@ -131,7 +137,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
 
         
 
-<div class="viewcode-block" id="FLsetup.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Validate name, description, and network.&quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;name argument must be a string&quot;</span><span class="p">)</span>
@@ -144,7 +150,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
                 <span class="s2">&quot;network argument must be a MEDfl.NetManager.Network &quot;</span>
             <span class="p">)</span></div>
 
-<div class="viewcode-block" id="FLsetup.create"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create">[docs]</a>    <span class="k">def</span> <span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup.create"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Create an FL setup.&quot;&quot;&quot;</span>
         <span class="n">creation_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">)</span>
         <span class="n">netid</span> <span class="o">=</span> <span class="n">get_netid_from_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">network</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
@@ -160,14 +166,14 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
         <span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="n">get_flsetupid_from_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="FLsetup.delete"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.delete">[docs]</a>    <span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup.delete"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.delete">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Delete the FL setup.&quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">fed_dataset</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">fed_dataset</span><span class="o">.</span><span class="n">delete_Flsetup</span><span class="p">(</span><span class="n">FLsetupId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">id</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">eng</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">DELETE_FLSETUP_QUERY</span><span class="p">),</span> <span class="p">{</span><span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">})</span></div>
 
 <div class="viewcode-block" id="FLsetup.read_setup"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.read_setup">[docs]</a>    <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">read_setup</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">read_setup</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Read the FL setup by FLsetupId.</span>
 
 <span class="sd">        Args:</span>
@@ -200,7 +206,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
         <span class="k">return</span> <span class="n">fl_setup</span></div>
 
 <div class="viewcode-block" id="FLsetup.list_allsetups"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.list_allsetups">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">list_allsetups</span><span class="p">():</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">list_allsetups</span><span class="p">():</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;List all the FL setups.</span>
 
 <span class="sd">        Returns:</span>
@@ -213,7 +219,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
         <span class="n">Flsetups</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">READ_ALL_SETUPS_QUERY</span><span class="p">),</span> <span class="n">my_eng</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">Flsetups</span></div>
 
-<div class="viewcode-block" id="FLsetup.create_nodes_from_master_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">create_nodes_from_master_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">params_dict</span><span class="p">:</span> <span class="nb">dict</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup.create_nodes_from_master_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_nodes_from_master_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">params_dict</span><span class="p">:</span> <span class="nb">dict</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Create nodes from the master dataset.</span>
 
 <span class="sd">        Args:</span>
@@ -264,7 +270,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
                 <span class="n">used_nodes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">node</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">used_nodes</span></div>
 
-<div class="viewcode-block" id="FLsetup.create_dataloader_from_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node">[docs]</a>    <span class="k">def</span> <span class="nf">create_dataloader_from_node</span><span class="p">(</span>
+<div class="viewcode-block" id="FLsetup.create_dataloader_from_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_dataloader_from_node</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">node</span><span class="p">:</span> <span class="n">Node</span><span class="p">,</span>
         <span class="n">output</span><span class="p">,</span>
@@ -306,7 +312,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
         <span class="p">),</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">testdata</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">test_batch_size</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">trainloader</span><span class="p">,</span> <span class="n">testloader</span></div>
 
-<div class="viewcode-block" id="FLsetup.create_federated_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">create_federated_dataset</span><span class="p">(</span>
+<div class="viewcode-block" id="FLsetup.create_federated_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_federated_dataset</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">fill_strategy</span><span class="o">=</span><span class="s2">&quot;mean&quot;</span><span class="p">,</span>  <span class="n">fit_encode</span><span class="o">=</span><span class="p">[],</span> <span class="n">to_drop</span><span class="o">=</span><span class="p">[],</span> <span class="n">val_frac</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">test_frac</span><span class="o">=</span><span class="mf">0.2</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">FederatedDataset</span><span class="p">:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Create a federated dataset.</span>
@@ -400,7 +406,7 @@ <h1>Source code for MEDfl.NetManager.flsetup</h1><div class="highlight"><pre>
     
 
 
-<div class="viewcode-block" id="FLsetup.get_flDataSet"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.get_flDataSet">[docs]</a>    <span class="k">def</span> <span class="nf">get_flDataSet</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="FLsetup.get_flDataSet"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.get_flDataSet">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_flDataSet</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Retrieve the federated dataset associated with the FL setup using the FL setup&#39;s name.</span>
 <span class="sd"> </span>
diff --git a/docs/build/html/_modules/MEDfl/NetManager/net_helper.html b/docs/build/html/_modules/MEDfl/NetManager/net_helper.html
index a87ae32..da70472 100644
--- a/docs/build/html/_modules/MEDfl/NetManager/net_helper.html
+++ b/docs/build/html/_modules/MEDfl/NetManager/net_helper.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager.net_helper &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,20 +99,20 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
-<span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span>
-<span class="kn">from</span> <span class="nn">sklearn.impute</span> <span class="kn">import</span> <span class="n">SimpleImputer</span>
+<span></span><span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.preprocessing</span><span class="w"> </span><span class="kn">import</span> <span class="n">LabelEncoder</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.impute</span><span class="w"> </span><span class="kn">import</span> <span class="n">SimpleImputer</span>
 
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span>
 
-<span class="kn">import</span> <span class="nn">torch</span>
-<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">TensorDataset</span>
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">torch.utils.data</span><span class="w"> </span><span class="kn">import</span> <span class="n">TensorDataset</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
 
-<div class="viewcode-block" id="is_str"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.is_str">[docs]</a><span class="k">def</span> <span class="nf">is_str</span><span class="p">(</span><span class="n">data_df</span><span class="p">,</span> <span class="n">row</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+<div class="viewcode-block" id="is_str"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.is_str">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">is_str</span><span class="p">(</span><span class="n">data_df</span><span class="p">,</span> <span class="n">row</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Check if a column in a DataFrame is of type &#39;object&#39; and convert the value accordingly.</span>
 
@@ -125,7 +131,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">x</span></div>
 
 
-<div class="viewcode-block" id="process_eicu"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_eicu">[docs]</a><span class="k">def</span> <span class="nf">process_eicu</span><span class="p">(</span><span class="n">data_df</span><span class="p">):</span>
+<div class="viewcode-block" id="process_eicu"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_eicu">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">process_eicu</span><span class="p">(</span><span class="n">data_df</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Process eICU data by filling missing values with mean and replacing NaNs with &#39;Unknown&#39;.</span>
 
@@ -156,7 +162,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
 
 
 <span class="c1"># remove indiserd columns after reading from the DB</span>
-<div class="viewcode-block" id="process_data_after_reading"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_data_after_reading">[docs]</a><span class="k">def</span> <span class="nf">process_data_after_reading</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">fill_strategy</span><span class="o">=</span><span class="s2">&quot;mean&quot;</span><span class="p">,</span>  <span class="n">fit_encode</span><span class="o">=</span><span class="p">[],</span> <span class="n">to_drop</span><span class="o">=</span><span class="p">[]):</span>
+<div class="viewcode-block" id="process_data_after_reading"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_data_after_reading">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">process_data_after_reading</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">fill_strategy</span><span class="o">=</span><span class="s2">&quot;mean&quot;</span><span class="p">,</span>  <span class="n">fit_encode</span><span class="o">=</span><span class="p">[],</span> <span class="n">to_drop</span><span class="o">=</span><span class="p">[]):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Process data after reading from the database, including encoding, dropping columns, and creating a PyTorch TensorDataset.</span>
 
@@ -214,7 +220,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">data</span></div>
 
 
-<div class="viewcode-block" id="get_nodeid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_nodeid_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_nodeid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_nodeid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_nodeid_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_nodeid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the NodeId from the Nodes table based on the NodeName.</span>
 
@@ -233,7 +239,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">NodeId</span></div>
 
 
-<div class="viewcode-block" id="get_netid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_netid_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_netid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_netid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_netid_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_netid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the Network Id from the Networks table based on the NetName.</span>
 
@@ -255,7 +261,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">NetId</span></div>
 
 
-<div class="viewcode-block" id="get_flsetupid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flsetupid_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_flsetupid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_flsetupid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flsetupid_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_flsetupid_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the FLsetupId from the FLsetup table based on the FL setup name.</span>
 
@@ -279,7 +285,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="nb">id</span></div>
 
 
-<div class="viewcode-block" id="get_flpipeline_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flpipeline_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_flpipeline_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_flpipeline_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flpipeline_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_flpipeline_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the FLpipeline Id from the FLpipeline table based on the FL pipeline name.</span>
 
@@ -302,7 +308,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="nb">id</span></div>
 
 
-<div class="viewcode-block" id="get_feddataset_id_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_feddataset_id_from_name">[docs]</a><span class="k">def</span> <span class="nf">get_feddataset_id_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="get_feddataset_id_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_feddataset_id_from_name">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_feddataset_id_from_name</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Get the Federated dataset Id from the FedDatasets table based on the federated dataset name.</span>
 
@@ -325,7 +331,7 @@ <h1>Source code for MEDfl.NetManager.net_helper</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="nb">id</span></div>
 
 
-<div class="viewcode-block" id="master_table_exists"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.master_table_exists">[docs]</a><span class="k">def</span> <span class="nf">master_table_exists</span><span class="p">():</span>
+<div class="viewcode-block" id="master_table_exists"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.net_helper.master_table_exists">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">master_table_exists</span><span class="p">():</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Check if the MasterDataset table exists in the database.</span>
 
diff --git a/docs/build/html/_modules/MEDfl/NetManager/network.html b/docs/build/html/_modules/MEDfl/NetManager/network.html
index 07f2701..27d9994 100644
--- a/docs/build/html/_modules/MEDfl/NetManager/network.html
+++ b/docs/build/html/_modules/MEDfl/NetManager/network.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager.network &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -95,21 +101,21 @@
   <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
 <span></span><span class="c1"># src/MEDfl/NetManager/network.py</span>
 
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.utils</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">.net_helper</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">.net_manager_queries</span> <span class="kn">import</span> <span class="p">(</span><span class="n">CREATE_MASTER_DATASET_TABLE_QUERY</span><span class="p">,</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.utils</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span><span class="n">CREATE_MASTER_DATASET_TABLE_QUERY</span><span class="p">,</span>
                                   <span class="n">CREATE_DATASETS_TABLE_QUERY</span><span class="p">,</span>
                                   <span class="n">DELETE_NETWORK_QUERY</span><span class="p">,</span>
                                   <span class="n">INSERT_NETWORK_QUERY</span><span class="p">,</span> <span class="n">LIST_ALL_NODES_QUERY</span><span class="p">,</span>
                                   <span class="n">UPDATE_NETWORK_QUERY</span><span class="p">,</span> <span class="n">GET_NETWORK_QUERY</span><span class="p">)</span>
-<span class="kn">from</span> <span class="nn">.node</span> <span class="kn">import</span> <span class="n">Node</span>
-<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.utils</span> <span class="kn">import</span> <span class="n">params</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.node</span><span class="w"> </span><span class="kn">import</span> <span class="n">Node</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">params</span>
 
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy.exc</span> <span class="kn">import</span> <span class="n">SQLAlchemyError</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy.exc</span><span class="w"> </span><span class="kn">import</span> <span class="n">SQLAlchemyError</span>
 
-<div class="viewcode-block" id="Network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network">[docs]</a><span class="k">class</span> <span class="nc">Network</span><span class="p">:</span>
+<div class="viewcode-block" id="Network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Network</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A class representing a network.</span>
 
@@ -118,7 +124,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
 <span class="sd">        mtable_exists (int): An integer flag indicating whether the MasterDataset table exists (1) or not (0).</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="Network.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Initialize a Network instance.</span>
 
@@ -133,13 +139,13 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
         <span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span> 
         <span class="bp">self</span><span class="o">.</span><span class="n">eng</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="Network.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Validate name&quot;&quot;&quot;</span>
 
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;name argument must be a string&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Network.create_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_network">[docs]</a>    <span class="k">def</span> <span class="nf">create_network</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.create_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_network">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_network</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Create a new network in the database.&quot;&quot;&quot;</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
@@ -148,7 +154,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
         <span class="k">except</span> <span class="n">SQLAlchemyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error creating network: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Network.use_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.use_network">[docs]</a>    <span class="k">def</span> <span class="nf">use_network</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">network_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.use_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.use_network">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">use_network</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">network_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Use a network in the database.</span>
 
 <span class="sd">        Parameters:</span>
@@ -175,14 +181,14 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error using network: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
             <span class="k">return</span> <span class="kc">None</span></div>
 
-<div class="viewcode-block" id="Network.delete_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.delete_network">[docs]</a>    <span class="k">def</span> <span class="nf">delete_network</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.delete_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.delete_network">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">delete_network</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Delete the network from the database.&quot;&quot;&quot;</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">eng</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">DELETE_NETWORK_QUERY</span><span class="p">),</span> <span class="p">{</span><span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">})</span>
         <span class="k">except</span> <span class="n">SQLAlchemyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error deleting network: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Network.update_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.update_network">[docs]</a>    <span class="k">def</span> <span class="nf">update_network</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.update_network"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.update_network">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">update_network</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">FLsetupId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Update the network&#39;s FLsetupId in the database.</span>
 
 <span class="sd">        Parameters:</span>
@@ -196,7 +202,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
         <span class="k">except</span> <span class="n">SQLAlchemyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error updating network: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Network.add_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.add_node">[docs]</a>    <span class="k">def</span> <span class="nf">add_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="n">Node</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.add_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.add_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">add_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">node</span><span class="p">:</span> <span class="n">Node</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Add a node to the network.</span>
 
 <span class="sd">        Parameters:</span>
@@ -204,7 +210,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">node</span><span class="o">.</span><span class="n">create_node</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">id</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Network.list_allnodes"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.list_allnodes">[docs]</a>    <span class="k">def</span> <span class="nf">list_allnodes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.list_allnodes"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.list_allnodes">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">list_allnodes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;List all nodes in the network.</span>
 
 <span class="sd">        Returns:</span>
@@ -219,7 +225,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error listing all nodes: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
             <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="Network.create_master_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_master_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">create_master_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path_to_csv</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">&#39;path_to_master_csv&#39;</span><span class="p">]):</span>
+<div class="viewcode-block" id="Network.create_master_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_master_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_master_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path_to_csv</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">&#39;path_to_master_csv&#39;</span><span class="p">]):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Create the MasterDataset table and insert dataset values.</span>
 
@@ -258,7 +264,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error creating master dataset: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
             
 <div class="viewcode-block" id="Network.list_allnetworks"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.list_allnetworks">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">list_allnetworks</span><span class="p">():</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">list_allnetworks</span><span class="p">():</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;List all networks in the database.</span>
 
 <span class="sd">        Returns:</span>
@@ -276,7 +282,7 @@ <h1>Source code for MEDfl.NetManager.network</h1><div class="highlight"><pre>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error listing all networks: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
             <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span></div>
     
-<div class="viewcode-block" id="Network.get_netid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.get_netid_from_name">[docs]</a>    <span class="k">def</span> <span class="nf">get_netid_from_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+<div class="viewcode-block" id="Network.get_netid_from_name"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.network.Network.get_netid_from_name">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_netid_from_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Get network ID from network name.&quot;&quot;&quot;</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">eng</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="s2">&quot;SELECT NetId FROM Networks WHERE NetName = :name&quot;</span><span class="p">),</span> <span class="p">{</span><span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="n">name</span><span class="p">})</span><span class="o">.</span><span class="n">fetchone</span><span class="p">()</span>
diff --git a/docs/build/html/_modules/MEDfl/NetManager/node.html b/docs/build/html/_modules/MEDfl/NetManager/node.html
index adea989..e4576ee 100644
--- a/docs/build/html/_modules/MEDfl/NetManager/node.html
+++ b/docs/build/html/_modules/MEDfl/NetManager/node.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl.NetManager.node &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../../../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../../../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../../../index.html">
             
-              <img src="../../../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
 </ul>
@@ -93,17 +99,17 @@
            <div itemprop="articleBody">
              
   <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
-<span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
 
-<span class="kn">from</span> <span class="nn">.net_helper</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">.net_manager_queries</span> <span class="kn">import</span> <span class="o">*</span>
-<span class="kn">from</span> <span class="nn">MEDfl.LearningManager.utils</span> <span class="kn">import</span> <span class="n">params</span>
-<span class="kn">from</span> <span class="nn">MEDfl.NetManager.database_connector</span> <span class="kn">import</span> <span class="n">DatabaseManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_helper</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">.net_manager_queries</span><span class="w"> </span><span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">params</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
 
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">text</span><span class="p">,</span> <span class="n">exc</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy</span><span class="w"> </span><span class="kn">import</span> <span class="n">text</span><span class="p">,</span> <span class="n">exc</span>
 
 
-<div class="viewcode-block" id="Node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node">[docs]</a><span class="k">class</span> <span class="nc">Node</span><span class="p">:</span>
+<div class="viewcode-block" id="Node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Node</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A class representing a node in the network.</span>
 
@@ -113,7 +119,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
 <span class="sd">        test_fraction (float, optional): The fraction of data used for testing when train=1. Default is 0.2.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-<div class="viewcode-block" id="Node.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.__init__">[docs]</a>    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
+<div class="viewcode-block" id="Node.__init__"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">train</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">test_fraction</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">,</span> <span class="n">engine</span><span class="o">=</span><span class="kc">None</span>
     <span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
@@ -133,7 +139,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span> <span class="p">;</span> 
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="Node.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.validate">[docs]</a>    <span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.validate"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.validate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">validate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Validate name, train, test_fraction&quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;name argument must be a string&quot;</span><span class="p">)</span>
@@ -144,7 +150,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">test_fraction</span><span class="p">,</span> <span class="nb">float</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;test_fraction argument must be a float&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Node.create_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.create_node">[docs]</a>    <span class="k">def</span> <span class="nf">create_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">NetId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.create_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.create_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_node</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">NetId</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Create a node in the database.</span>
 <span class="sd">        Parameters:</span>
 <span class="sd">            NetId (int): The ID of the network to which the node belongs.</span>
@@ -156,11 +162,11 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
             <span class="n">text</span><span class="p">(</span><span class="n">INSERT_NODE_QUERY</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">NetId</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">train</span><span class="p">))</span>
         <span class="p">)</span></div>
 
-<div class="viewcode-block" id="Node.delete_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.delete_node">[docs]</a>    <span class="k">def</span> <span class="nf">delete_node</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.delete_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.delete_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">delete_node</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Delete the node from the database.&quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">DELETE_NODE_QUERY</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)))</span></div>
 
-<div class="viewcode-block" id="Node.check_dataset_compatibility"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.check_dataset_compatibility">[docs]</a>    <span class="k">def</span> <span class="nf">check_dataset_compatibility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_df</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.check_dataset_compatibility"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.check_dataset_compatibility">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">check_dataset_compatibility</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_df</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Check if the dataset is compatible with the master dataset.</span>
 <span class="sd">        Parameters:</span>
 <span class="sd">            data_df (DataFrame): The dataset to check.</span>
@@ -180,11 +186,11 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
 
             <span class="k">assert</span> <span class="p">[</span><span class="n">x</span> <span class="o">==</span> <span class="n">y</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">master_table_columns</span><span class="p">,</span> <span class="n">columns</span><span class="p">)]</span></div>
 
-<div class="viewcode-block" id="Node.update_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.update_node">[docs]</a>    <span class="k">def</span> <span class="nf">update_node</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.update_node"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.update_node">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">update_node</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Update the node information (not implemented).&quot;&quot;&quot;</span>
         <span class="k">pass</span></div>
 
-<div class="viewcode-block" id="Node.get_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.get_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">get_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.get_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.get_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column_name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Get the dataset for the node based on the given column name.</span>
 <span class="sd">        Parameters:</span>
 <span class="sd">            column_name (str, optional): The column name to filter the dataset. Default is None.</span>
@@ -203,7 +209,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
 
         <span class="k">return</span> <span class="n">node_dataset</span></div>
 
-<div class="viewcode-block" id="Node.upload_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.upload_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">upload_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">path_to_csv</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">&#39;path_to_test_csv&#39;</span><span class="p">]):</span>
+<div class="viewcode-block" id="Node.upload_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.upload_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">upload_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">path_to_csv</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">&#39;path_to_test_csv&#39;</span><span class="p">]):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Upload the dataset to the database for the node.</span>
 
 <span class="sd">        Parameters:</span>
@@ -232,7 +238,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="k">except</span> <span class="n">exc</span><span class="o">.</span><span class="n">SQLAlchemyError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
             <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Error uploading dataset: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="Node.assign_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.assign_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">assign_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.assign_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.assign_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">assign_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Assigning existing dataSet to node</span>
 <span class="sd">        Parameters:</span>
 <span class="sd">            dataset_name (str): The name of the dataset to assign.</span>
@@ -245,7 +251,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="n">query</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;UPDATE DataSets SET nodeId = </span><span class="si">{</span><span class="n">nodeId</span><span class="si">}</span><span class="s2"> WHERE DataSetName = &#39;</span><span class="si">{</span><span class="n">dataset_name</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">query</span><span class="p">))</span></div>
 
-<div class="viewcode-block" id="Node.unassign_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.unassign_dataset">[docs]</a>    <span class="k">def</span> <span class="nf">unassign_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.unassign_dataset"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.unassign_dataset">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">unassign_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataset_name</span><span class="p">:</span><span class="nb">str</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;unssigning existing dataSet to node</span>
 <span class="sd">        Parameters:</span>
 <span class="sd">            dataset_name (str): The name of the dataset to assign.</span>
@@ -257,7 +263,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="n">query</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;UPDATE DataSets SET nodeId = </span><span class="si">{</span><span class="o">-</span><span class="mi">1</span><span class="si">}</span><span class="s2"> WHERE DataSetName = &#39;</span><span class="si">{</span><span class="n">dataset_name</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">text</span><span class="p">(</span><span class="n">query</span><span class="p">))</span></div>
 
-<div class="viewcode-block" id="Node.list_alldatasets"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.list_alldatasets">[docs]</a>    <span class="k">def</span> <span class="nf">list_alldatasets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<div class="viewcode-block" id="Node.list_alldatasets"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.list_alldatasets">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">list_alldatasets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;List all datasets associated with the node.</span>
 <span class="sd">        Returns:</span>
 <span class="sd">            DataFrame: A DataFrame containing information about all datasets associated with the node.</span>
@@ -268,7 +274,7 @@ <h1>Source code for MEDfl.NetManager.node</h1><div class="highlight"><pre>
         <span class="p">)</span></div>
 
 <div class="viewcode-block" id="Node.list_allnodes"><a class="viewcode-back" href="../../../MEDfl.NetManager.html#MEDfl.NetManager.node.Node.list_allnodes">[docs]</a>    <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">list_allnodes</span><span class="p">():</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">list_allnodes</span><span class="p">():</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;List all nodes in the database.</span>
 <span class="sd">        Returns:</span>
 <span class="sd">            DataFrame: A DataFrame containing information about all nodes in the database.</span>
diff --git a/docs/build/html/_modules/MEDfl/rw/client.html b/docs/build/html/_modules/MEDfl/rw/client.html
new file mode 100644
index 0000000..0db4718
--- /dev/null
+++ b/docs/build/html/_modules/MEDfl/rw/client.html
@@ -0,0 +1,581 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl.rw.client &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+        <script src="../../../_static/jquery.js"></script>
+        <script src="../../../_static/underscore.js"></script>
+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
+        <script src="../../../_static/dark_mode_js/default_light.js"></script>
+        <script src="../../../_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../index.html">
+            
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">MEDfl.rw.client</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for MEDfl.rw.client</h1><div class="highlight"><pre>
+<span></span><span class="c1"># File: client.py</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">argparse</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">nn</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.optim</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">optim</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">torch.utils.data</span><span class="w"> </span><span class="kn">import</span> <span class="n">TensorDataset</span><span class="p">,</span> <span class="n">DataLoader</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.metrics</span><span class="w"> </span><span class="kn">import</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">roc_auc_score</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">sklearn.model_selection</span><span class="w"> </span><span class="kn">import</span> <span class="n">train_test_split</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.model</span><span class="w"> </span><span class="kn">import</span> <span class="n">Net</span>  <span class="c1"># votre définition de modèle</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">socket</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">platform</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">psutil</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">shutil</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="k">try</span><span class="p">:</span>
+    <span class="kn">import</span><span class="w"> </span><span class="nn">GPUtil</span>
+<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
+    <span class="n">GPUtil</span> <span class="o">=</span> <span class="kc">None</span>
+
+
+<div class="viewcode-block" id="DPConfig"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.DPConfig">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">DPConfig</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Configuration for differential privacy.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        noise_multiplier (float): Noise multiplier for DP.</span>
+<span class="sd">        max_grad_norm (float): Maximum gradient norm for clipping.</span>
+<span class="sd">        batch_size (int): Batch size for training.</span>
+<span class="sd">        secure_rng (bool): Use a secure random generator.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">noise_multiplier</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+        <span class="n">max_grad_norm</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+        <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span>
+        <span class="n">secure_rng</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">noise_multiplier</span> <span class="o">=</span> <span class="n">noise_multiplier</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">max_grad_norm</span> <span class="o">=</span> <span class="n">max_grad_norm</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch_size</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">secure_rng</span> <span class="o">=</span> <span class="n">secure_rng</span></div>
+
+
+<div class="viewcode-block" id="FlowerClient"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FlowerClient</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">NumPyClient</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Federated learning client for MEDfl real-world pipelines.</span>
+
+<span class="sd">    This client:</span>
+<span class="sd">      - connects to a Flower server,</span>
+<span class="sd">      - loads local CSV data,</span>
+<span class="sd">      - applies server-provided schema (features/target),</span>
+<span class="sd">      - handles train/val/test splits (fractions or test_ids),</span>
+<span class="sd">      - optionally enables differential privacy with Opacus.</span>
+
+<span class="sd">    Parameters</span>
+<span class="sd">    ----------</span>
+<span class="sd">    server_address : str</span>
+<span class="sd">        Address of the Flower server, e.g. ``&quot;127.0.0.1:8080&quot;``.</span>
+<span class="sd">    data_path : str, optional</span>
+<span class="sd">        Path to the local CSV file. Default is ``&quot;data/data.csv&quot;``.</span>
+<span class="sd">    dp_config : DPConfig, optional</span>
+<span class="sd">        Differential privacy configuration. If ``None``, DP is disabled.</span>
+<span class="sd">    val_frac : float, optional</span>
+<span class="sd">        Client-side validation fraction override. If ``None``, use server value.</span>
+<span class="sd">    test_frac : float, optional</span>
+<span class="sd">        Client-side test fraction override. If ``None``, use server value.</span>
+<span class="sd">    id_col : str, optional</span>
+<span class="sd">        Name of the ID column used when selecting test samples via ``test_ids``.</span>
+<span class="sd">    test_ids : str, optional</span>
+<span class="sd">        Comma-separated list of IDs (or line numbers) to use as test set.</span>
+<span class="sd">    seed : int, optional</span>
+<span class="sd">        Random seed used for splits. Default is ``42``.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">server_address</span><span class="p">,</span>
+        <span class="n">data_path</span><span class="o">=</span><span class="s2">&quot;data/data.csv&quot;</span><span class="p">,</span>
+        <span class="n">dp_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="c1"># NEW (optional client overrides; do NOT remove old args)</span>
+        <span class="n">val_frac</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">test_frac</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">id_col</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">test_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">seed</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server_address</span> <span class="o">=</span> <span class="n">server_address</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span> <span class="o">=</span> <span class="n">dp_config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">client_val_frac</span> <span class="o">=</span> <span class="n">val_frac</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">client_test_frac</span> <span class="o">=</span> <span class="n">test_frac</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span> <span class="o">=</span> <span class="n">id_col</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="o">=</span> <span class="n">test_ids</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">seed</span> <span class="o">=</span> <span class="n">seed</span>
+
+        <span class="c1"># Load the CSV once; actual column selection happens on first fit using server config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">data_path</span><span class="p">)</span>
+
+        <span class="c1"># Defaults used only for get_properties BEFORE first fit (last column target)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">feature_names</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">target_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">label_counts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">target_name</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">classes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">label_counts</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="c1"># Tensors for metrics before first fit (fallback to all-but-last as features)</span>
+        <span class="n">X_default</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+        <span class="n">y_default</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">X_default</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">y_tensor</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">y_default</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+
+        <span class="c1"># Placeholders; we lazily build loaders/model on the first fit when we see server config</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">val_loader</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">BCEWithLogitsLoss</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="c1"># Effective settings (filled at first fit)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">feature_names</span><span class="p">[:]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_target</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_val_frac</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">client_val_frac</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_val_frac</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="mf">0.0</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_test_frac</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">client_test_frac</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_test_frac</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="mf">0.0</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_dp_attached</span> <span class="o">=</span> <span class="kc">False</span>  <span class="c1"># to avoid wrapping twice</span>
+
+    <span class="c1"># ---------- helpers</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">_mk_loader</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="p">):</span>
+        <span class="n">x_t</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+        <span class="n">y_t</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">TensorDataset</span><span class="p">(</span><span class="n">x_t</span><span class="p">,</span> <span class="n">y_t</span><span class="p">),</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="n">shuffle</span><span class="p">)</span>
+
+<div class="viewcode-block" id="FlowerClient._lazy_init_from_server_config"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient._lazy_init_from_server_config">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">_lazy_init_from_server_config</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Build model and (train, val, test) loaders once, using:</span>
+<span class="sd">          - Server-enforced schema: config[&#39;features&#39;] (comma-separated), config[&#39;target&#39;]</span>
+<span class="sd">          - Split fractions: client overrides win; else use server&#39;s val_fraction/test_fraction</span>
+<span class="sd">          - NEW: if config[&#39;test_ids&#39;] is set (per-client from strategy), use ID-based split</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># ---------- schema from server (enforced if provided)</span>
+        <span class="n">srv_features</span> <span class="o">=</span> <span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;features&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+        <span class="n">srv_target</span> <span class="o">=</span> <span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;target&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Client] Initializing with server schema: features=&#39;</span><span class="si">{</span><span class="n">srv_features</span><span class="si">}</span><span class="s2">&#39;, target=&#39;</span><span class="si">{</span><span class="n">srv_target</span><span class="si">}</span><span class="s2">&#39;&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">srv_target</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">srv_target</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Server-specified target &#39;</span><span class="si">{</span><span class="n">srv_target</span><span class="si">}</span><span class="s2">&#39; not in CSV columns </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">target_col</span> <span class="o">=</span> <span class="n">srv_target</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">target_col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>  <span class="c1"># fallback (keeps backward compatibility)</span>
+
+        <span class="k">if</span> <span class="n">srv_features</span><span class="p">:</span>
+            <span class="n">feat_cols</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">srv_features</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)</span> <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span>
+            <span class="n">missing</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">feat_cols</span> <span class="k">if</span> <span class="n">c</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">missing</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Server-specified feature(s) not found in CSV: </span><span class="si">{</span><span class="n">missing</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">feat_cols</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">c</span> <span class="o">!=</span> <span class="n">target_col</span><span class="p">]</span>
+
+        <span class="c1"># ---------- fractions: client overrides &gt; server defaults &gt; fallback (0.10/0.10)</span>
+        <span class="n">srv_val</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;val_fraction&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">srv_test</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;test_fraction&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="n">val_frac</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_val_frac</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_val_frac</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">srv_val</span><span class="p">)</span> <span class="k">if</span> <span class="n">srv_val</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="mf">0.10</span><span class="p">)</span>
+        <span class="n">test_frac</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_test_frac</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_test_frac</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">srv_test</span><span class="p">)</span> <span class="k">if</span> <span class="n">srv_test</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="mf">0.10</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="mf">0.0</span> <span class="o">&lt;=</span> <span class="n">val_frac</span> <span class="o">&lt;</span> <span class="mf">1.0</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid val_frac: </span><span class="si">{</span><span class="n">val_frac</span><span class="si">}</span><span class="s2"> (must be 0 &lt;= val_frac &lt; 1)&quot;</span><span class="p">)</span>
+
+        <span class="c1"># ---------- NEW: adopt test_ids / id_col from server config if provided</span>
+        <span class="k">if</span> <span class="p">(</span><span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="ow">or</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span> <span class="ow">and</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;test_ids&quot;</span><span class="p">):</span>
+            
+            <span class="c1"># strategy (per_client) can inject test_ids as list or CSV; normalize to CSV string</span>
+            <span class="n">ti</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;test_ids&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ti</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">set</span><span class="p">)):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">ti</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span>
+            
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Client] Using server-provided test_ids: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="p">(</span><span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span><span class="p">)</span> <span class="ow">and</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;id_col&quot;</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;id_col&quot;</span><span class="p">))</span>
+
+        <span class="c1"># ---------- extract arrays with the enforced schema</span>
+        <span class="n">X_all</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="p">[</span><span class="n">feat_cols</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+        <span class="n">y_all</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="p">[</span><span class="n">target_col</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+
+        <span class="c1"># Keep tensors for global metrics logging (same behavior as before)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">X_all</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">y_tensor</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">y_all</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
+
+        <span class="c1"># ---------- split</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span>  <span class="c1"># ID-based mode (unchanged behavior, now also supports server-provided IDs)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;[Client] Using ID-based test selection&quot;</span><span class="p">)</span>
+            <span class="n">test_ids_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span>
+
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
+                <span class="n">id_series</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">id_col</span><span class="p">]</span>
+                <span class="c1"># Align types between id_series and test_ids_list</span>
+                <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">id_series</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">number</span><span class="p">):</span>
+                    <span class="n">test_ids_list</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">test_ids_list</span><span class="p">]</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">test_ids_list</span> <span class="o">=</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">test_ids_list</span><span class="p">]</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Client] Falling back to line numbers (index) as IDs since id_col=&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">id_col</span><span class="si">}</span><span class="s2">&#39; is invalid or not provided&quot;</span><span class="p">)</span>
+                <span class="n">id_series</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">index</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">test_ids_list</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">test_ids_list</span><span class="p">]</span>
+                <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Test IDs must be integers when using line numbers as IDs&quot;</span><span class="p">)</span>
+
+            <span class="n">test_mask</span> <span class="o">=</span> <span class="n">id_series</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">test_ids_list</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mask</span><span class="o">.</span><span class="n">any</span><span class="p">():</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;[Client] Warning: No matching IDs found for test set; it will be empty&quot;</span><span class="p">)</span>
+
+            <span class="n">X_test</span> <span class="o">=</span> <span class="n">X_all</span><span class="p">[</span><span class="n">test_mask</span><span class="p">]</span>
+            <span class="n">y_test</span> <span class="o">=</span> <span class="n">y_all</span><span class="p">[</span><span class="n">test_mask</span><span class="p">]</span>
+            <span class="n">X_trval</span> <span class="o">=</span> <span class="n">X_all</span><span class="p">[</span><span class="o">~</span><span class="n">test_mask</span><span class="p">]</span>
+            <span class="n">y_trval</span> <span class="o">=</span> <span class="n">y_all</span><span class="p">[</span><span class="o">~</span><span class="n">test_mask</span><span class="p">]</span>
+
+            <span class="n">actual_test_frac</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_all</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_all</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mf">0.0</span>
+            <span class="k">if</span> <span class="n">val_frac</span> <span class="o">+</span> <span class="n">actual_test_frac</span> <span class="o">&gt;=</span> <span class="mf">1.0</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Validation fraction </span><span class="si">{</span><span class="n">val_frac</span><span class="si">}</span><span class="s2"> + actual test fraction </span><span class="si">{</span><span class="n">actual_test_frac</span><span class="si">}</span><span class="s2"> &gt;= 1.0&quot;</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">effective_test_frac</span> <span class="o">=</span> <span class="n">actual_test_frac</span>  <span class="c1"># For logging</span>
+
+        <span class="k">else</span><span class="p">:</span>  <span class="c1"># Fraction-based mode (existing)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="mf">0.0</span> <span class="o">&lt;=</span> <span class="n">test_frac</span> <span class="o">&lt;</span> <span class="mf">1.0</span> <span class="ow">and</span> <span class="p">(</span><span class="n">val_frac</span> <span class="o">+</span> <span class="n">test_frac</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">1.0</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid fractions: val=</span><span class="si">{</span><span class="n">val_frac</span><span class="si">}</span><span class="s2">, test=</span><span class="si">{</span><span class="n">test_frac</span><span class="si">}</span><span class="s2"> (require 0 &lt;= val,test &lt; 1 and val+test &lt; 1)&quot;</span><span class="p">)</span>
+
+            <span class="n">strat_all</span> <span class="o">=</span> <span class="n">y_all</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">y_all</span><span class="p">))</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="kc">None</span>
+            <span class="n">X_trval</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_trval</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span>
+                <span class="n">X_all</span><span class="p">,</span> <span class="n">y_all</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="n">test_frac</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">seed</span><span class="p">,</span> <span class="n">stratify</span><span class="o">=</span><span class="n">strat_all</span>
+            <span class="p">)</span>
+
+        <span class="c1"># Split val from trval (common to both modes)</span>
+        <span class="k">if</span> <span class="n">val_frac</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_trval</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">actual_test_frac</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_all</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_all</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mf">0.0</span>
+            <span class="n">rel_val</span> <span class="o">=</span> <span class="n">val_frac</span> <span class="o">/</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">actual_test_frac</span><span class="p">)</span> <span class="k">if</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">actual_test_frac</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mf">0.0</span>
+            <span class="n">strat_tr</span> <span class="o">=</span> <span class="n">y_trval</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">y_trval</span><span class="p">))</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="kc">None</span>
+            <span class="n">X_train</span><span class="p">,</span> <span class="n">X_val</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_val</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span>
+                <span class="n">X_trval</span><span class="p">,</span> <span class="n">y_trval</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="n">rel_val</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">seed</span><span class="p">,</span> <span class="n">stratify</span><span class="o">=</span><span class="n">strat_tr</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span> <span class="o">=</span> <span class="n">X_trval</span><span class="p">,</span> <span class="n">y_trval</span>
+            <span class="n">X_val</span><span class="p">,</span> <span class="n">y_val</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="n">X_all</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])),</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mi">0</span><span class="p">,))</span>
+
+        <span class="c1"># ---------- build loaders</span>
+        <span class="n">batch_size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span><span class="o">.</span><span class="n">batch_size</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span> <span class="k">else</span> <span class="mi">32</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mk_loader</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">val_loader</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mk_loader</span><span class="p">(</span><span class="n">X_val</span><span class="p">,</span> <span class="n">y_val</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_val</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mk_loader</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+        <span class="c1"># ---------- model/optimizer</span>
+        <span class="n">input_dim</span> <span class="o">=</span> <span class="n">X_all</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">input_dim</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span> <span class="o">=</span> <span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
+
+        <span class="c1"># ---------- attach DP (same behavior as before; only wraps the train loader)</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dp_attached</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="kn">from</span><span class="w"> </span><span class="nn">opacus</span><span class="w"> </span><span class="kn">import</span> <span class="n">PrivacyEngine</span>
+                <span class="n">privacy_engine</span> <span class="o">=</span> <span class="n">PrivacyEngine</span><span class="p">()</span>
+                <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span><span class="p">)</span> <span class="o">=</span> <span class="n">privacy_engine</span><span class="o">.</span><span class="n">make_private</span><span class="p">(</span>
+                    <span class="n">module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">,</span>
+                    <span class="n">optimizer</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="p">,</span>
+                    <span class="n">data_loader</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span><span class="p">,</span>
+                    <span class="n">noise_multiplier</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span><span class="o">.</span><span class="n">noise_multiplier</span><span class="p">,</span>
+                    <span class="n">max_grad_norm</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span><span class="o">.</span><span class="n">max_grad_norm</span><span class="p">,</span>
+                    <span class="n">secure_rng</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dp_config</span><span class="o">.</span><span class="n">secure_rng</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_dp_attached</span> <span class="o">=</span> <span class="kc">True</span>
+            <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Opacus non installé : exécution sans DP.&quot;</span><span class="p">)</span>
+
+        <span class="c1"># ---------- record effective settings</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_features</span> <span class="o">=</span> <span class="n">feat_cols</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_target</span> <span class="o">=</span> <span class="n">target_col</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">effective_val_frac</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">val_frac</span><span class="p">)</span>
+        <span class="c1"># effective_test_frac already set above if ID mode; otherwise use the input</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_ids</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span>
+            <span class="k">pass</span>  <span class="c1"># Already set</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">effective_test_frac</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">test_frac</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Client] Initialized with features=</span><span class="si">{</span><span class="n">feat_cols</span><span class="si">}</span><span class="s2">, target=</span><span class="si">{</span><span class="n">target_col</span><span class="si">}</span><span class="s2">, val=</span><span class="si">{</span><span class="n">val_frac</span><span class="si">}</span><span class="s2">, test=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">effective_test_frac</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+    <span class="c1"># ---------- FL API (unchanged behavior) ----------</span>
+
+<div class="viewcode-block" id="FlowerClient.get_parameters"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_parameters">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">_lazy_init_from_server_config</span><span class="p">(</span><span class="n">config</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">config</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> <span class="k">else</span> <span class="p">{})</span>
+            <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span><span class="p">:</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">_lazy_init_from_server_config</span><span class="p">({})</span>
+        <span class="k">return</span> <span class="p">[</span><span class="n">val</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span></div>
+
+<div class="viewcode-block" id="FlowerClient.set_parameters"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.set_parameters">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">set_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">):</span>
+        <span class="n">params_dict</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span><span class="o">.</span><span class="n">keys</span><span class="p">(),</span> <span class="n">parameters</span><span class="p">)</span>
+        <span class="n">state_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params_dict</span><span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">state_dict</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="FlowerClient.fit"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.fit">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">fit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lazy_init_from_server_config</span><span class="p">(</span><span class="n">config</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_parameters</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
+
+        <span class="n">local_epochs</span> <span class="o">=</span> <span class="n">config</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;local_epochs&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+        <span class="n">total_loss</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Training for </span><span class="si">{</span><span class="n">local_epochs</span><span class="si">}</span><span class="s2"> epochs...&quot;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">local_epochs</span><span class="p">):</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Epoch </span><span class="si">{</span><span class="n">epoch</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}</span><span class="s2">/</span><span class="si">{</span><span class="n">local_epochs</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">X_batch</span><span class="p">,</span> <span class="n">y_batch</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
+                <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">X_batch</span><span class="p">)</span>
+                <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">outputs</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(),</span> <span class="n">y_batch</span><span class="p">)</span>
+                <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
+                <span class="n">total_loss</span> <span class="o">+=</span> <span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="o">*</span> <span class="n">X_batch</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+        <span class="n">avg_loss</span> <span class="o">=</span> <span class="n">total_loss</span> <span class="o">/</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span> <span class="o">*</span> <span class="n">local_epochs</span><span class="p">)</span>
+
+        <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
+            <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span><span class="p">)</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span>
+            <span class="n">probs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">logits</span><span class="p">)</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+            <span class="n">y_true</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">y_tensor</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+        <span class="n">binary_preds</span> <span class="o">=</span> <span class="p">(</span><span class="n">probs</span> <span class="o">&gt;=</span> <span class="mf">0.5</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">auc</span> <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">probs</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
+            <span class="n">auc</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="s2">&quot;nan&quot;</span><span class="p">)</span>
+        <span class="n">acc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">binary_preds</span><span class="p">)</span>
+
+        <span class="n">hostname</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span>
+        <span class="n">os_type</span> <span class="o">=</span> <span class="n">platform</span><span class="o">.</span><span class="n">system</span><span class="p">()</span>
+        <span class="n">metrics</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;hostname&quot;</span><span class="p">:</span> <span class="n">hostname</span><span class="p">,</span>
+            <span class="s2">&quot;os_type&quot;</span><span class="p">:</span> <span class="n">os_type</span><span class="p">,</span>
+            <span class="s2">&quot;train_loss&quot;</span><span class="p">:</span> <span class="n">avg_loss</span><span class="p">,</span>
+            <span class="s2">&quot;train_accuracy&quot;</span><span class="p">:</span> <span class="n">acc</span><span class="p">,</span>
+            <span class="s2">&quot;train_auc&quot;</span><span class="p">:</span> <span class="n">auc</span><span class="p">,</span>
+            <span class="s2">&quot;features&quot;</span><span class="p">:</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">effective_features</span><span class="p">),</span>
+            <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">effective_target</span><span class="p">,</span>
+            <span class="s2">&quot;val_fraction&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">effective_val_frac</span><span class="p">,</span>
+            <span class="s2">&quot;test_fraction&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">effective_test_frac</span><span class="p">,</span>
+        <span class="p">}</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_parameters</span><span class="p">(</span><span class="n">config</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">train_loader</span><span class="o">.</span><span class="n">dataset</span><span class="p">),</span> <span class="n">metrics</span></div>
+
+<div class="viewcode-block" id="FlowerClient.evaluate"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.evaluate">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_lazy_init_from_server_config</span><span class="p">(</span><span class="n">config</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_parameters</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
+
+        <span class="n">total_loss</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="n">all_probs</span><span class="p">,</span> <span class="n">all_true</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
+        <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
+            <span class="k">for</span> <span class="n">X_batch</span><span class="p">,</span> <span class="n">y_batch</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span><span class="p">:</span>
+                <span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">X_batch</span><span class="p">)</span>
+                <span class="n">loss</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">criterion</span><span class="p">(</span><span class="n">outputs</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(),</span> <span class="n">y_batch</span><span class="p">)</span>
+                <span class="n">total_loss</span> <span class="o">+=</span> <span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="o">*</span> <span class="n">X_batch</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+                <span class="n">probs</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">outputs</span><span class="o">.</span><span class="n">squeeze</span><span class="p">())</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
+                <span class="n">all_probs</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">probs</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+                <span class="n">all_true</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">y_batch</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+
+        <span class="n">avg_loss</span> <span class="o">=</span> <span class="n">total_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span><span class="o">.</span><span class="n">dataset</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mf">0.0</span>
+        <span class="n">binary_preds</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span> <span class="k">if</span> <span class="n">p</span> <span class="o">&gt;=</span> <span class="mf">0.5</span> <span class="k">else</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">all_probs</span><span class="p">]</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">auc</span> <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">all_true</span><span class="p">,</span> <span class="n">all_probs</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
+            <span class="n">auc</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="s2">&quot;nan&quot;</span><span class="p">)</span>
+        <span class="n">acc</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">all_true</span><span class="p">,</span> <span class="n">binary_preds</span><span class="p">)</span>
+
+        <span class="n">metrics</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;eval_loss&quot;</span><span class="p">:</span> <span class="n">avg_loss</span><span class="p">,</span>
+            <span class="s2">&quot;eval_accuracy&quot;</span><span class="p">:</span> <span class="n">acc</span><span class="p">,</span>
+            <span class="s2">&quot;eval_auc&quot;</span><span class="p">:</span> <span class="n">auc</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Evaluation metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">avg_loss</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">test_loader</span><span class="o">.</span><span class="n">dataset</span><span class="p">),</span> <span class="n">metrics</span></div>
+
+<div class="viewcode-block" id="FlowerClient.get_properties"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_properties">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">get_properties</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">config</span><span class="p">):</span>
+        <span class="n">hostname</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">gethostname</span><span class="p">()</span>
+        <span class="n">os_type</span> <span class="o">=</span> <span class="n">platform</span><span class="o">.</span><span class="n">system</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_initialized</span><span class="p">:</span>
+            <span class="n">num_samples</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+            <span class="n">num_features</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+            <span class="n">features_str</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">effective_features</span><span class="p">)</span>
+            <span class="n">target_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">effective_target</span>
+            <span class="n">label_counts</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">y_tensor</span><span class="o">.</span><span class="n">numpy</span><span class="p">())</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
+            <span class="n">classes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">label_counts</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">num_samples</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span><span class="p">)</span>
+            <span class="n">num_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">X_tensor</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">features_str</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">feature_names</span><span class="p">)</span>
+            <span class="n">target_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_name</span>
+            <span class="n">label_counts</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">label_counts</span>
+            <span class="n">classes</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">classes</span>
+
+        <span class="n">classes_str</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">classes</span><span class="p">))</span>
+        <span class="n">dist_str</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">cls</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">cnt</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="bp">cls</span><span class="p">,</span> <span class="n">cnt</span> <span class="ow">in</span> <span class="n">label_counts</span><span class="o">.</span><span class="n">items</span><span class="p">())</span>
+
+        <span class="n">cpu_physical</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">cpu_count</span><span class="p">(</span><span class="n">logical</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="n">cpu_logical</span> <span class="o">=</span> <span class="n">psutil</span><span class="o">.</span><span class="n">cpu_count</span><span class="p">(</span><span class="n">logical</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="n">total_mem_gb</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">psutil</span><span class="o">.</span><span class="n">virtual_memory</span><span class="p">()</span><span class="o">.</span><span class="n">total</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1024</span><span class="o">**</span><span class="mi">3</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span>
+        <span class="n">driver_present</span> <span class="o">=</span> <span class="n">shutil</span><span class="o">.</span><span class="n">which</span><span class="p">(</span><span class="s1">&#39;nvidia-smi&#39;</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+        <span class="n">gpu_count</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">if</span> <span class="n">GPUtil</span> <span class="ow">and</span> <span class="n">driver_present</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">gpu_count</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">GPUtil</span><span class="o">.</span><span class="n">getGPUs</span><span class="p">())</span>
+            <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
+                <span class="n">gpu_count</span> <span class="o">=</span> <span class="mi">0</span>
+
+        <span class="k">return</span> <span class="p">{</span>
+            <span class="s2">&quot;hostname&quot;</span><span class="p">:</span> <span class="n">hostname</span><span class="p">,</span>
+            <span class="s2">&quot;os_type&quot;</span><span class="p">:</span> <span class="n">os_type</span><span class="p">,</span>
+            <span class="s2">&quot;num_samples&quot;</span><span class="p">:</span> <span class="n">num_samples</span><span class="p">,</span>
+            <span class="s2">&quot;num_features&quot;</span><span class="p">:</span> <span class="n">num_features</span><span class="p">,</span>
+            <span class="s2">&quot;features&quot;</span><span class="p">:</span> <span class="n">features_str</span><span class="p">,</span>
+            <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="n">target_name</span><span class="p">,</span>
+            <span class="s2">&quot;classes&quot;</span><span class="p">:</span> <span class="n">classes_str</span><span class="p">,</span>
+            <span class="s2">&quot;label_distribution&quot;</span><span class="p">:</span> <span class="n">dist_str</span><span class="p">,</span>
+            <span class="s2">&quot;cpu_physical_cores&quot;</span><span class="p">:</span> <span class="n">cpu_physical</span><span class="p">,</span>
+            <span class="s2">&quot;cpu_logical_cores&quot;</span><span class="p">:</span> <span class="n">cpu_logical</span><span class="p">,</span>
+            <span class="s2">&quot;total_memory_gb&quot;</span><span class="p">:</span> <span class="n">total_mem_gb</span><span class="p">,</span>
+            <span class="s2">&quot;gpu_driver_present&quot;</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">driver_present</span><span class="p">),</span>
+            <span class="s2">&quot;gpu_count&quot;</span><span class="p">:</span> <span class="n">gpu_count</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+<div class="viewcode-block" id="FlowerClient.start"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.client.FlowerClient.start">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">start</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">fl</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">start_numpy_client</span><span class="p">(</span>
+            <span class="n">server_address</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">server_address</span><span class="p">,</span>
+            <span class="n">client</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span>
+        <span class="p">)</span></div></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/MEDfl/rw/model.html b/docs/build/html/_modules/MEDfl/rw/model.html
new file mode 100644
index 0000000..a879cb6
--- /dev/null
+++ b/docs/build/html/_modules/MEDfl/rw/model.html
@@ -0,0 +1,278 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl.rw.model &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+        <script src="../../../_static/jquery.js"></script>
+        <script src="../../../_static/underscore.js"></script>
+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
+        <script src="../../../_static/dark_mode_js/default_light.js"></script>
+        <script src="../../../_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../index.html">
+            
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">MEDfl.rw.model</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for MEDfl.rw.model</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">math</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">nn</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn.functional</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">F</span>
+
+<span class="n">_ACTS</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;relu&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">,</span>
+    <span class="s2">&quot;gelu&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">GELU</span><span class="p">,</span>
+    <span class="s2">&quot;leaky_relu&quot;</span><span class="p">:</span> <span class="k">lambda</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="mf">0.01</span><span class="p">),</span>
+    <span class="s2">&quot;tanh&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Tanh</span><span class="p">,</span>
+    <span class="s2">&quot;elu&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">ELU</span><span class="p">,</span>
+    <span class="s2">&quot;silu&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">SiLU</span><span class="p">,</span>
+    <span class="s2">&quot;identity&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Identity</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_make_activation</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">_ACTS</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported activation &#39;</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">&#39;. Choose from </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">_ACTS</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">_ACTS</span><span class="p">[</span><span class="n">name</span><span class="p">]()</span>
+
+<div class="viewcode-block" id="Net"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.model.Net">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Net</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Flexible MLP with task-aware output.</span>
+<span class="sd">    - hidden_dims: e.g., [128, 64, 32]</span>
+<span class="sd">    - activation: &#39;relu&#39; | &#39;gelu&#39; | &#39;leaky_relu&#39; | ...</span>
+<span class="sd">    - batchnorm: apply BatchNorm1d after each linear (except output)</span>
+<span class="sd">    - dropout: float in [0,1] or list per hidden layer</span>
+<span class="sd">    - task: &#39;binary&#39; | &#39;multiclass&#39; | &#39;multilabel&#39; | &#39;regression&#39;</span>
+<span class="sd">    - num_classes: required for &#39;multiclass&#39;; for &#39;binary&#39; ignore; for &#39;multilabel&#39; set to label count</span>
+<span class="sd">    - return_logits: always True for training (recommended). Use .predict() for post-activation outputs.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">input_dim</span><span class="p">,</span>
+        <span class="n">hidden_dims</span><span class="o">=</span><span class="p">[</span><span class="mi">64</span><span class="p">,</span> <span class="mi">32</span><span class="p">],</span>
+        <span class="n">activation</span><span class="o">=</span><span class="s2">&quot;relu&quot;</span><span class="p">,</span>
+        <span class="n">batchnorm</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="n">dropout</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
+        <span class="n">task</span><span class="o">=</span><span class="s2">&quot;binary&quot;</span><span class="p">,</span>
+        <span class="n">num_classes</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">output_bias</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="n">return_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+        <span class="n">weight_init</span><span class="o">=</span><span class="s2">&quot;kaiming&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="n">task</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">num_classes</span> <span class="o">=</span> <span class="n">num_classes</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">return_logits</span> <span class="o">=</span> <span class="n">return_logits</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">act</span> <span class="o">=</span> <span class="n">activation</span>
+
+        <span class="k">if</span> <span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multiclass&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">num_classes</span> <span class="ow">or</span> <span class="n">num_classes</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;For &#39;multiclass&#39;, num_classes &gt;= 2 is required.&quot;</span><span class="p">)</span>
+            <span class="n">output_dim</span> <span class="o">=</span> <span class="n">num_classes</span>
+        <span class="k">elif</span> <span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;binary&quot;</span><span class="p">:</span>
+            <span class="n">output_dim</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">elif</span> <span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multilabel&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">num_classes</span> <span class="ow">or</span> <span class="n">num_classes</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;For &#39;multilabel&#39;, set num_classes = number of labels.&quot;</span><span class="p">)</span>
+            <span class="n">output_dim</span> <span class="o">=</span> <span class="n">num_classes</span>
+        <span class="k">elif</span> <span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;regression&quot;</span><span class="p">:</span>
+            <span class="n">output_dim</span> <span class="o">=</span> <span class="mi">1</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown task: </span><span class="si">{</span><span class="n">task</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="c1"># Normalize dropout to list per hidden layer</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dropout</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
+            <span class="n">dropout</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">dropout</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">hidden_dims</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">dropout</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">dropout</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.0</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">hidden_dims</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dropout</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">dropout</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">hidden_dims</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Length of dropout list must match hidden_dims.&quot;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;dropout must be float|list[float]|None&quot;</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">blocks</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleList</span><span class="p">()</span>
+        <span class="n">in_dim</span> <span class="o">=</span> <span class="n">input_dim</span>
+        <span class="k">for</span> <span class="n">h</span><span class="p">,</span> <span class="n">p</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">hidden_dims</span><span class="p">,</span> <span class="n">dropout</span><span class="p">):</span>
+            <span class="n">block</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">ModuleDict</span><span class="p">({</span>
+                <span class="s2">&quot;lin&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">in_dim</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
+                <span class="s2">&quot;bn&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">BatchNorm1d</span><span class="p">(</span><span class="n">h</span><span class="p">)</span> <span class="k">if</span> <span class="n">batchnorm</span> <span class="k">else</span> <span class="n">nn</span><span class="o">.</span><span class="n">Identity</span><span class="p">(),</span>
+                <span class="s2">&quot;act&quot;</span><span class="p">:</span> <span class="n">_make_activation</span><span class="p">(</span><span class="n">activation</span><span class="p">),</span>
+                <span class="s2">&quot;drop&quot;</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> <span class="k">if</span> <span class="n">p</span> <span class="ow">and</span> <span class="n">p</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="n">nn</span><span class="o">.</span><span class="n">Identity</span><span class="p">(),</span>
+            <span class="p">})</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">blocks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">block</span><span class="p">)</span>
+            <span class="n">in_dim</span> <span class="o">=</span> <span class="n">h</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">out</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">in_dim</span><span class="p">,</span> <span class="n">output_dim</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="n">output_bias</span><span class="p">)</span>
+
+        <span class="c1"># Weight init</span>
+        <span class="k">if</span> <span class="n">weight_init</span> <span class="o">!=</span> <span class="s2">&quot;none&quot;</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">m</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_init_weights</span><span class="p">(</span><span class="n">m</span><span class="p">,</span> <span class="n">scheme</span><span class="o">=</span><span class="n">weight_init</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">))</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_init_weights</span><span class="p">(</span><span class="n">m</span><span class="p">,</span> <span class="n">scheme</span><span class="p">,</span> <span class="n">activation</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">m</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">scheme</span> <span class="o">==</span> <span class="s2">&quot;kaiming&quot;</span><span class="p">:</span>
+                <span class="n">nonlinearity</span> <span class="o">=</span> <span class="s2">&quot;leaky_relu&quot;</span> <span class="k">if</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">&quot;leaky_relu&quot;</span> <span class="k">else</span> <span class="s2">&quot;relu&quot;</span>
+                <span class="n">nn</span><span class="o">.</span><span class="n">init</span><span class="o">.</span><span class="n">kaiming_uniform_</span><span class="p">(</span>
+                    <span class="n">m</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span>
+                    <span class="n">a</span><span class="o">=</span><span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> <span class="k">if</span> <span class="n">activation</span> <span class="o">==</span> <span class="s2">&quot;leaky_relu&quot;</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
+                    <span class="n">nonlinearity</span><span class="o">=</span><span class="n">nonlinearity</span><span class="p">,</span>
+                <span class="p">)</span>
+            <span class="k">elif</span> <span class="n">scheme</span> <span class="o">==</span> <span class="s2">&quot;xavier&quot;</span><span class="p">:</span>
+                <span class="n">nn</span><span class="o">.</span><span class="n">init</span><span class="o">.</span><span class="n">xavier_uniform_</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">weight</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">m</span><span class="o">.</span><span class="n">bias</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">fan_in</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">init</span><span class="o">.</span><span class="n">_calculate_fan_in_and_fan_out</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">weight</span><span class="p">)</span>
+                <span class="n">bound</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">fan_in</span><span class="p">)</span> <span class="k">if</span> <span class="n">fan_in</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
+                <span class="n">nn</span><span class="o">.</span><span class="n">init</span><span class="o">.</span><span class="n">uniform_</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="o">-</span><span class="n">bound</span><span class="p">,</span> <span class="n">bound</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Net.forward"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.model.Net.forward">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">blk</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">blocks</span><span class="p">:</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">blk</span><span class="p">[</span><span class="s2">&quot;lin&quot;</span><span class="p">](</span><span class="n">x</span><span class="p">)</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">blk</span><span class="p">[</span><span class="s2">&quot;bn&quot;</span><span class="p">](</span><span class="n">x</span><span class="p">)</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">blk</span><span class="p">[</span><span class="s2">&quot;act&quot;</span><span class="p">](</span><span class="n">x</span><span class="p">)</span>
+            <span class="n">x</span> <span class="o">=</span> <span class="n">blk</span><span class="p">[</span><span class="s2">&quot;drop&quot;</span><span class="p">](</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">logits</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">out</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">logits</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">return_logits</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">_apply_output_activation</span><span class="p">(</span><span class="n">logits</span><span class="p">)</span></div>
+
+    <span class="c1"># Inference helpers</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_apply_output_activation</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logits</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;binary&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">logits</span><span class="p">)</span>               <span class="c1"># (B, 1)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multiclass&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">F</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>           <span class="c1"># (B, C)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multilabel&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">logits</span><span class="p">)</span>               <span class="c1"># (B, L)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;regression&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">logits</span>                              <span class="c1"># raw regression output</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s2">&quot;Invalid task&quot;</span><span class="p">)</span>
+
+<div class="viewcode-block" id="Net.predict"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.model.Net.predict">[docs]</a>    <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">predict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
+        <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+        <span class="n">probs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_apply_output_activation</span><span class="p">(</span><span class="n">out</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">return_logits</span> <span class="k">else</span> <span class="n">out</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;binary&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="n">probs</span> <span class="o">&gt;=</span> <span class="mf">0.5</span><span class="p">)</span><span class="o">.</span><span class="n">long</span><span class="p">()</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multiclass&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">probs</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;multilabel&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">(</span><span class="n">probs</span> <span class="o">&gt;=</span> <span class="mf">0.5</span><span class="p">)</span><span class="o">.</span><span class="n">long</span><span class="p">()</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">==</span> <span class="s2">&quot;regression&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">probs</span></div></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/MEDfl/rw/server.html b/docs/build/html/_modules/MEDfl/rw/server.html
new file mode 100644
index 0000000..1f2e1be
--- /dev/null
+++ b/docs/build/html/_modules/MEDfl/rw/server.html
@@ -0,0 +1,265 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl.rw.server &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+        <script src="../../../_static/jquery.js"></script>
+        <script src="../../../_static/underscore.js"></script>
+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
+        <script src="../../../_static/dark_mode_js/default_light.js"></script>
+        <script src="../../../_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../index.html">
+            
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">MEDfl.rw.server</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for MEDfl.rw.server</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.strategy</span><span class="w"> </span><span class="kn">import</span> <span class="n">FedAvg</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.server</span><span class="w"> </span><span class="kn">import</span> <span class="n">ServerConfig</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.strategy</span><span class="w"> </span><span class="kn">import</span> <span class="n">Strategy</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">asyncio</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.client_manager</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClientManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.client_proxy</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClientProxy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.common</span><span class="w"> </span><span class="kn">import</span> <span class="n">GetPropertiesIns</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.common</span><span class="w"> </span><span class="kn">import</span> <span class="n">GetPropertiesIns</span>
+
+
+<div class="viewcode-block" id="FederatedServer"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.FederatedServer">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">FederatedServer</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    FederatedServer wraps the launch and configuration of a Flower federated learning server.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        server_address (str): Server host and port in the format &quot;host:port&quot;.</span>
+<span class="sd">        server_config (ServerConfig): Configuration for the Flower server.</span>
+<span class="sd">        strategy_wrapper (Strategy): Wrapper around the actual Flower strategy.</span>
+<span class="sd">        strategy (flwr.server.Strategy): Actual Flower strategy instance.</span>
+<span class="sd">        certificates (Any): Optional TLS certificates.</span>
+<span class="sd">        connected_clients (list): List of connected client IDs.</span>
+
+<span class="sd">    Methods:</span>
+<span class="sd">        start():</span>
+<span class="sd">            Launch the Flower server with the specified strategy and log client connections.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="FederatedServer.__init__"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.FederatedServer.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">host</span><span class="o">=</span><span class="s2">&quot;0.0.0.0&quot;</span><span class="p">,</span>
+        <span class="n">port</span><span class="o">=</span><span class="mi">8080</span><span class="p">,</span>
+        <span class="n">num_rounds</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+        <span class="n">strategy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">certificates</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize the FederatedServer.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            host (str): Hostname or IP to bind the server to.</span>
+<span class="sd">            port (int): Port to listen on.</span>
+<span class="sd">            num_rounds (int): Number of federated learning rounds to execute.</span>
+<span class="sd">            strategy (Optional[Strategy]): Optional custom strategy wrapper.</span>
+<span class="sd">            certificates (Optional[Any]): Optional TLS certificates.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Server address and configuration</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server_address</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">host</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">port</span><span class="si">}</span><span class="s2">&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server_config</span> <span class="o">=</span> <span class="n">ServerConfig</span><span class="p">(</span><span class="n">num_rounds</span><span class="o">=</span><span class="n">num_rounds</span><span class="p">)</span>
+
+        <span class="c1"># Use custom or default strategy</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span> <span class="o">=</span> <span class="n">strategy</span> <span class="ow">or</span> <span class="n">Strategy</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span><span class="o">.</span><span class="n">create_strategy</span><span class="p">()</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span><span class="o">.</span><span class="n">strategy_object</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Strategy object not initialized. Call create_strategy() first.&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strategy</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span><span class="o">.</span><span class="n">strategy_object</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">certificates</span> <span class="o">=</span> <span class="n">certificates</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">connected_clients</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Track connected client IDs</span></div>
+
+
+<div class="viewcode-block" id="FederatedServer.start"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.FederatedServer.start">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">start</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Start the Flower server with the configured strategy and track client connections.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Using strategy: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Starting Flower server on </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">server_address</span><span class="si">}</span><span class="s2"> with strategy </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">strategy_wrapper</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="c1"># Use a custom client manager that logs client connections</span>
+        <span class="n">client_manager</span> <span class="o">=</span> <span class="n">TrackingClientManager</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+
+        <span class="c1"># Launch the Flower server</span>
+        <span class="n">fl</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">start_server</span><span class="p">(</span>
+            <span class="n">server_address</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">server_address</span><span class="p">,</span>
+            <span class="n">config</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">server_config</span><span class="p">,</span>
+            <span class="n">strategy</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">strategy</span><span class="p">,</span>
+            <span class="n">certificates</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">certificates</span><span class="p">,</span>
+            <span class="n">client_manager</span><span class="o">=</span><span class="n">client_manager</span><span class="p">,</span>
+        <span class="p">)</span></div></div>
+
+
+<div class="viewcode-block" id="TrackingClientManager"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">TrackingClientManager</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">client_manager</span><span class="o">.</span><span class="n">SimpleClientManager</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    TrackingClientManager extends the default SimpleClientManager to log client connections.</span>
+
+<span class="sd">    Attributes:</span>
+<span class="sd">        server (FederatedServer): The FederatedServer instance this manager belongs to.</span>
+<span class="sd">        client_properties (dict): Placeholder for storing client-specific properties.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="TrackingClientManager.__init__"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">server</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Initialize the TrackingClientManager.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            server (FederatedServer): Reference to the FederatedServer.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server</span> <span class="o">=</span> <span class="n">server</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">client_properties</span> <span class="o">=</span> <span class="p">{}</span></div>
+
+<div class="viewcode-block" id="TrackingClientManager.register"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.register">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">register</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Register a client and log its connection.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            client (ClientProxy): The client proxy being registered.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            bool: True if the client was registered successfully.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">success</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">client</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">success</span> <span class="ow">and</span> <span class="n">client</span><span class="o">.</span><span class="n">cid</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">connected_clients</span><span class="p">:</span>
+            <span class="c1"># Run the asynchronous hostname fetch synchronously</span>
+            <span class="n">asyncio</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_fetch_and_log_hostname</span><span class="p">(</span><span class="n">client</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">success</span></div>
+
+<div class="viewcode-block" id="TrackingClientManager._fetch_and_log_hostname"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname">[docs]</a>    <span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">_fetch_and_log_hostname</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">client</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Asynchronously fetch and log the client&#39;s hostname or CID.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            client (ClientProxy): The client proxy.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Optional: uncomment to fetch hostname from client properties</span>
+        <span class="c1"># try:</span>
+        <span class="c1">#     ins = GetPropertiesIns(config={})</span>
+        <span class="c1">#     props = await client.get_properties(ins=ins, timeout=10.0, group_id=0)</span>
+        <span class="c1">#     hostname = props.properties.get(&quot;hostname&quot;, &quot;unknown&quot;)</span>
+        <span class="c1"># except Exception as e:</span>
+        <span class="c1">#     hostname = f&quot;Error: {e}&quot;</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;✅ Client connected - CID: </span><span class="si">{</span><span class="n">client</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">connected_clients</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">client</span><span class="o">.</span><span class="n">cid</span><span class="p">)</span></div></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/MEDfl/rw/strategy.html b/docs/build/html/_modules/MEDfl/rw/strategy.html
new file mode 100644
index 0000000..bc0a00c
--- /dev/null
+++ b/docs/build/html/_modules/MEDfl/rw/strategy.html
@@ -0,0 +1,433 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl.rw.strategy &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+        <script src="../../../_static/jquery.js"></script>
+        <script src="../../../_static/underscore.js"></script>
+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
+        <script src="../../../_static/dark_mode_js/default_light.js"></script>
+        <script src="../../../_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="../../../index.html">
+            
+              <img src="../../../_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">MEDfl.rw.strategy</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for MEDfl.rw.strategy</h1><div class="highlight"><pre>
+<span></span><span class="c1"># File: MEDfl/rw/strategy.py</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.common</span><span class="w"> </span><span class="kn">import</span> <span class="n">GetPropertiesIns</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.client_manager</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClientManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">flwr.server.client_proxy</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClientProxy</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.model</span><span class="w"> </span><span class="kn">import</span> <span class="n">Net</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+
+<span class="c1"># ===================================================</span>
+<span class="c1"># Custom metric aggregation functions</span>
+<span class="c1"># ===================================================</span>
+<div class="viewcode-block" id="aggregate_fit_metrics"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.strategy.aggregate_fit_metrics">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">aggregate_fit_metrics</span><span class="p">(</span><span class="n">results</span><span class="p">):</span>
+    <span class="n">total</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span>
+    <span class="n">loss</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;train_loss&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="n">acc</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;train_accuracy&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="n">auc</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;train_auc&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;train_loss&quot;</span><span class="p">:</span> <span class="n">loss</span><span class="p">,</span> <span class="s2">&quot;train_accuracy&quot;</span><span class="p">:</span> <span class="n">acc</span><span class="p">,</span> <span class="s2">&quot;train_auc&quot;</span><span class="p">:</span> <span class="n">auc</span><span class="p">}</span></div>
+
+<div class="viewcode-block" id="aggregate_eval_metrics"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.strategy.aggregate_eval_metrics">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">aggregate_eval_metrics</span><span class="p">(</span><span class="n">results</span><span class="p">):</span>
+    <span class="n">total</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span>
+    <span class="n">loss</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;eval_loss&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="n">acc</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;eval_accuracy&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="n">auc</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;eval_auc&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">)</span> <span class="o">*</span> <span class="n">n</span> <span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">m</span> <span class="ow">in</span> <span class="n">results</span><span class="p">)</span> <span class="o">/</span> <span class="n">total</span>
+    <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;eval_loss&quot;</span><span class="p">:</span> <span class="n">loss</span><span class="p">,</span> <span class="s2">&quot;eval_accuracy&quot;</span><span class="p">:</span> <span class="n">acc</span><span class="p">,</span> <span class="s2">&quot;eval_auc&quot;</span><span class="p">:</span> <span class="n">auc</span><span class="p">}</span></div>
+
+<span class="c1"># ===================================================</span>
+<span class="c1"># Strategy Wrapper</span>
+<span class="c1"># ===================================================</span>
+<div class="viewcode-block" id="Strategy"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.strategy.Strategy">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Strategy</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Flower Strategy wrapper:</span>
+<span class="sd">      - Dynamic hyperparameters via on_fit_config_fn</span>
+<span class="sd">      - Custom metric aggregation</span>
+<span class="sd">      - Per-client &amp; aggregated metric logging</span>
+<span class="sd">      - Synchronous get_properties() inspection in configure_fit()</span>
+<span class="sd">      - Saving global parameters every saveOnRounds to savingPath</span>
+
+<span class="sd">      Extended:</span>
+<span class="sd">      - split_mode:</span>
+<span class="sd">          * &quot;global&quot;: use global val_fraction/test_fraction for all clients</span>
+<span class="sd">          * &quot;per_client&quot;: use client_fractions[hostname] if present</span>
+<span class="sd">      - client_fractions:</span>
+<span class="sd">          {</span>
+<span class="sd">            &quot;HOSTNAME_1&quot;: {</span>
+<span class="sd">               &quot;val_fraction&quot;: float (optional),</span>
+<span class="sd">               &quot;test_fraction&quot;: float (optional),</span>
+<span class="sd">               &quot;test_ids&quot;: [..] or &quot;id1,id2&quot; (optional)</span>
+<span class="sd">            },</span>
+<span class="sd">            ...</span>
+<span class="sd">          }</span>
+<span class="sd">      - In per_client mode:</span>
+<span class="sd">          * if test_ids is present for a client:</span>
+<span class="sd">                -&gt; send test_ids</span>
+<span class="sd">                -&gt; do NOT use that client&#39;s test_fraction</span>
+<span class="sd">          * otherwise:</span>
+<span class="sd">                -&gt; use that client&#39;s val_fraction/test_fraction if provided,</span>
+<span class="sd">                   else fall back to global val_fraction/test_fraction</span>
+<span class="sd">      - client id in this mapping = hostname from client.get_properties()</span>
+<span class="sd">      - id_col:</span>
+<span class="sd">          * column name used on clients to match test_ids (default &quot;id&quot;)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;FedAvg&quot;</span><span class="p">,</span>
+        <span class="n">fraction_fit</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+        <span class="n">fraction_evaluate</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+        <span class="n">min_fit_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+        <span class="n">min_evaluate_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+        <span class="n">min_available_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+        <span class="n">initial_parameters</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">evaluate_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">fit_metrics_aggregation_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">evaluate_metrics_aggregation_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">local_epochs</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+        <span class="n">threshold</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span>
+        <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span>
+        <span class="n">optimizer_name</span><span class="o">=</span><span class="s2">&quot;SGD&quot;</span><span class="p">,</span>
+        <span class="n">savingPath</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+        <span class="n">saveOnRounds</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+        <span class="n">total_rounds</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+        <span class="n">features</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+        <span class="n">target</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+        <span class="n">val_fraction</span><span class="o">=</span><span class="mf">0.10</span><span class="p">,</span>
+        <span class="n">test_fraction</span><span class="o">=</span><span class="mf">0.10</span><span class="p">,</span>
+        <span class="c1"># NEW: splitting control (added at the end to not break existing calls)</span>
+        <span class="n">split_mode</span><span class="o">=</span><span class="s2">&quot;global&quot;</span><span class="p">,</span>                  <span class="c1"># &quot;global&quot; or &quot;per_client&quot;</span>
+        <span class="n">client_fractions</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="c1"># NEW: id column for test_ids mapping</span>
+        <span class="n">id_col</span><span class="o">=</span><span class="s2">&quot;id&quot;</span><span class="p">,</span>
+    <span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fraction_fit</span> <span class="o">=</span> <span class="n">fraction_fit</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fraction_evaluate</span> <span class="o">=</span> <span class="n">fraction_evaluate</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">min_fit_clients</span> <span class="o">=</span> <span class="n">min_fit_clients</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">min_evaluate_clients</span> <span class="o">=</span> <span class="n">min_evaluate_clients</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">min_available_clients</span> <span class="o">=</span> <span class="n">min_available_clients</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">initial_parameters</span> <span class="o">=</span> <span class="n">initial_parameters</span> <span class="ow">or</span> <span class="p">[]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_fn</span> <span class="o">=</span> <span class="n">evaluate_fn</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">fit_metrics_aggregation_fn</span> <span class="o">=</span> <span class="n">fit_metrics_aggregation_fn</span> <span class="ow">or</span> <span class="n">aggregate_fit_metrics</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_metrics_aggregation_fn</span> <span class="o">=</span> <span class="n">evaluate_metrics_aggregation_fn</span> <span class="ow">or</span> <span class="n">aggregate_eval_metrics</span>
+
+        <span class="c1"># Dynamic hyperparams</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">local_epochs</span> <span class="o">=</span> <span class="n">local_epochs</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">threshold</span> <span class="o">=</span> <span class="n">threshold</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">learning_rate</span> <span class="o">=</span> <span class="n">learning_rate</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">optimizer_name</span> <span class="o">=</span> <span class="n">optimizer_name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">savingPath</span> <span class="o">=</span> <span class="n">savingPath</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">saveOnRounds</span> <span class="o">=</span> <span class="n">saveOnRounds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">total_rounds</span> <span class="o">=</span> <span class="n">total_rounds</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_features</span> <span class="o">=</span> <span class="n">features</span>  <span class="c1"># comma-separated or &quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_target</span> <span class="o">=</span> <span class="n">target</span>      <span class="c1"># or &quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_val_fraction</span> <span class="o">=</span> <span class="n">val_fraction</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_test_fraction</span> <span class="o">=</span> <span class="n">test_fraction</span>
+
+        <span class="c1"># NEW</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">split_mode</span> <span class="o">=</span> <span class="n">split_mode</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">client_fractions</span> <span class="o">=</span> <span class="n">client_fractions</span> <span class="ow">or</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span> <span class="o">=</span> <span class="n">id_col</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">strategy_object</span> <span class="o">=</span> <span class="kc">None</span>
+
+<div class="viewcode-block" id="Strategy.create_strategy"><a class="viewcode-back" href="../../../MEDfl.rw.html#MEDfl.rw.strategy.Strategy.create_strategy">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">create_strategy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># 1) Pick the Flower Strategy class</span>
+        <span class="n">StrategyClass</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">fl</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">strategy</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
+
+        <span class="c1"># 2) Define on_fit_config_fn _before_ instantiation (global defaults)</span>
+        <span class="k">def</span><span class="w"> </span><span class="nf">fit_config_fn</span><span class="p">(</span><span class="n">server_round</span><span class="p">):</span>
+            <span class="k">return</span> <span class="p">{</span>
+                <span class="s2">&quot;local_epochs&quot;</span><span class="p">:</span>   <span class="bp">self</span><span class="o">.</span><span class="n">local_epochs</span><span class="p">,</span>
+                <span class="s2">&quot;threshold&quot;</span><span class="p">:</span>      <span class="bp">self</span><span class="o">.</span><span class="n">threshold</span><span class="p">,</span>
+                <span class="s2">&quot;learning_rate&quot;</span><span class="p">:</span>  <span class="bp">self</span><span class="o">.</span><span class="n">learning_rate</span><span class="p">,</span>
+                <span class="s2">&quot;optimizer&quot;</span><span class="p">:</span>      <span class="bp">self</span><span class="o">.</span><span class="n">optimizer_name</span><span class="p">,</span>
+                <span class="s2">&quot;features&quot;</span><span class="p">:</span>       <span class="bp">self</span><span class="o">.</span><span class="n">_features</span><span class="p">,</span>
+                <span class="s2">&quot;target&quot;</span><span class="p">:</span>         <span class="bp">self</span><span class="o">.</span><span class="n">_target</span><span class="p">,</span>
+                <span class="s2">&quot;val_fraction&quot;</span><span class="p">:</span>   <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_val_fraction</span><span class="p">),</span>
+                <span class="s2">&quot;test_fraction&quot;</span><span class="p">:</span>  <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_test_fraction</span><span class="p">),</span>
+                <span class="c1"># NEW: always send id_col so clients know which column to use for test_ids</span>
+                <span class="s2">&quot;id_col&quot;</span><span class="p">:</span>         <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span><span class="p">,</span>
+            <span class="p">}</span>
+
+        <span class="c1"># 3) Build params including on_fit_config_fn</span>
+        <span class="n">params</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;fraction_fit&quot;</span><span class="p">:</span>                     <span class="bp">self</span><span class="o">.</span><span class="n">fraction_fit</span><span class="p">,</span>
+            <span class="s2">&quot;fraction_evaluate&quot;</span><span class="p">:</span>                <span class="bp">self</span><span class="o">.</span><span class="n">fraction_evaluate</span><span class="p">,</span>
+            <span class="s2">&quot;min_fit_clients&quot;</span><span class="p">:</span>                  <span class="bp">self</span><span class="o">.</span><span class="n">min_fit_clients</span><span class="p">,</span>
+            <span class="s2">&quot;min_evaluate_clients&quot;</span><span class="p">:</span>             <span class="bp">self</span><span class="o">.</span><span class="n">min_evaluate_clients</span><span class="p">,</span>
+            <span class="s2">&quot;min_available_clients&quot;</span><span class="p">:</span>            <span class="bp">self</span><span class="o">.</span><span class="n">min_available_clients</span><span class="p">,</span>
+            <span class="s2">&quot;evaluate_fn&quot;</span><span class="p">:</span>                      <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_fn</span><span class="p">,</span>
+            <span class="s2">&quot;on_fit_config_fn&quot;</span><span class="p">:</span>                 <span class="n">fit_config_fn</span><span class="p">,</span>
+            <span class="s2">&quot;fit_metrics_aggregation_fn&quot;</span><span class="p">:</span>       <span class="bp">self</span><span class="o">.</span><span class="n">fit_metrics_aggregation_fn</span><span class="p">,</span>
+            <span class="s2">&quot;evaluate_metrics_aggregation_fn&quot;</span><span class="p">:</span>  <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_metrics_aggregation_fn</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">initial_parameters</span><span class="p">:</span>
+            <span class="n">params</span><span class="p">[</span><span class="s2">&quot;initial_parameters&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">ndarrays_to_parameters</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">initial_parameters</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># derive initial params from server-specified features</span>
+            <span class="n">feat_cols</span> <span class="o">=</span> <span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_features</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)</span> <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">strip</span><span class="p">()]</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">feat_cols</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">&quot;No initial_parameters provided and &#39;features&#39; is empty. &quot;</span>
+                    <span class="s2">&quot;Provide Strategy(..., features=&#39;col1,col2,...&#39;) or pass initial_parameters.&quot;</span>
+                <span class="p">)</span>
+            <span class="n">input_dim</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">feat_cols</span><span class="p">)</span>
+            <span class="n">_model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">input_dim</span><span class="p">)</span>
+            <span class="n">_arrays</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">_model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+            <span class="n">params</span><span class="p">[</span><span class="s2">&quot;initial_parameters&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">ndarrays_to_parameters</span><span class="p">(</span><span class="n">_arrays</span><span class="p">)</span>
+
+        <span class="c1"># 4) Instantiate the real Flower strategy</span>
+        <span class="n">strat</span> <span class="o">=</span> <span class="n">StrategyClass</span><span class="p">(</span><span class="o">**</span><span class="n">params</span><span class="p">)</span>
+
+        <span class="c1"># 5) Wrap aggregate_fit for logging (prints unchanged)</span>
+        <span class="n">original_agg_fit</span> <span class="o">=</span> <span class="n">strat</span><span class="o">.</span><span class="n">aggregate_fit</span>
+
+        <span class="k">def</span><span class="w"> </span><span class="nf">logged_agg_fit</span><span class="p">(</span><span class="n">server_round</span><span class="p">,</span> <span class="n">results</span><span class="p">,</span> <span class="n">failures</span><span class="p">):</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">[Server] 🔄 Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> - Client Training Metrics:&quot;</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">client_id</span><span class="p">,</span> <span class="n">fit_res</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">results</span><span class="p">):</span>
+                <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot; CTM Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> Client:</span><span class="si">{</span><span class="n">client_id</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">fit_res</span><span class="o">.</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">agg_params</span><span class="p">,</span> <span class="n">metrics</span> <span class="o">=</span> <span class="n">original_agg_fit</span><span class="p">(</span><span class="n">server_round</span><span class="p">,</span> <span class="n">results</span><span class="p">,</span> <span class="n">failures</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Server] ✅ Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> - Aggregated Training Metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="c1"># save the model parameters if savingPath is set on each saveOnRounds </span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">savingPath</span> <span class="ow">and</span> <span class="p">(</span>
+                <span class="p">(</span><span class="n">server_round</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">saveOnRounds</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+                <span class="ow">or</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">total_rounds</span> <span class="ow">and</span> <span class="n">server_round</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">total_rounds</span><span class="p">)</span>
+            <span class="p">):</span>
+                <span class="n">arrays</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">common</span><span class="o">.</span><span class="n">parameters_to_ndarrays</span><span class="p">(</span><span class="n">agg_params</span><span class="p">)</span>
+                <span class="c1"># Determine filename: final_model on last round else round_{n}</span>
+                <span class="n">filename</span> <span class="o">=</span> <span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;round_</span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2">_final_model.npz&quot;</span>
+                    <span class="k">if</span> <span class="n">server_round</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">total_rounds</span>
+                    <span class="k">else</span> <span class="sa">f</span><span class="s2">&quot;round_</span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2">_model.npz&quot;</span>
+                <span class="p">)</span>
+                <span class="n">filepath</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">savingPath</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
+                <span class="n">np</span><span class="o">.</span><span class="n">savez</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span> <span class="o">*</span><span class="n">arrays</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">agg_params</span><span class="p">,</span> <span class="n">metrics</span>
+
+        <span class="n">strat</span><span class="o">.</span><span class="n">aggregate_fit</span> <span class="o">=</span> <span class="n">logged_agg_fit</span>
+
+        <span class="c1"># 6) Wrap aggregate_evaluate for logging (prints unchanged)</span>
+        <span class="n">original_agg_eval</span> <span class="o">=</span> <span class="n">strat</span><span class="o">.</span><span class="n">aggregate_evaluate</span>
+
+        <span class="k">def</span><span class="w"> </span><span class="nf">logged_agg_eval</span><span class="p">(</span><span class="n">server_round</span><span class="p">,</span> <span class="n">results</span><span class="p">,</span> <span class="n">failures</span><span class="p">):</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">[Server] 📊 Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> - Client Evaluation Metrics:&quot;</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">client_id</span><span class="p">,</span> <span class="n">eval_res</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">results</span><span class="p">):</span>
+                <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot; CEM Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> Client:</span><span class="si">{</span><span class="n">client_id</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">eval_res</span><span class="o">.</span><span class="n">metrics</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">loss</span><span class="p">,</span> <span class="n">metrics</span> <span class="o">=</span> <span class="n">original_agg_eval</span><span class="p">(</span><span class="n">server_round</span><span class="p">,</span> <span class="n">results</span><span class="p">,</span> <span class="n">failures</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Server] ✅ Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2"> - Aggregated Evaluation Metrics:&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;    Loss: </span><span class="si">{</span><span class="n">loss</span><span class="si">}</span><span class="s2">, Metrics: </span><span class="si">{</span><span class="n">metrics</span><span class="si">}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">loss</span><span class="p">,</span> <span class="n">metrics</span>
+
+        <span class="n">strat</span><span class="o">.</span><span class="n">aggregate_evaluate</span> <span class="o">=</span> <span class="n">logged_agg_eval</span>
+
+        <span class="c1"># 7) Wrap configure_fit to:</span>
+        <span class="c1">#    - log client properties (unchanged)</span>
+        <span class="c1">#    - apply split_mode/client_fractions to fit_ins.config (NEW)</span>
+        <span class="n">original_conf_fit</span> <span class="o">=</span> <span class="n">strat</span><span class="o">.</span><span class="n">configure_fit</span>
+
+        <span class="k">def</span><span class="w"> </span><span class="nf">wrapped_conf_fit</span><span class="p">(</span>
+            <span class="n">server_round</span><span class="p">,</span>
+            <span class="n">parameters</span><span class="p">,</span>
+            <span class="n">client_manager</span>
+        <span class="p">):</span>
+            <span class="n">selected</span> <span class="o">=</span> <span class="n">original_conf_fit</span><span class="p">(</span>
+                <span class="n">server_round</span><span class="o">=</span><span class="n">server_round</span><span class="p">,</span>
+                <span class="n">parameters</span><span class="o">=</span><span class="n">parameters</span><span class="p">,</span>
+                <span class="n">client_manager</span><span class="o">=</span><span class="n">client_manager</span>
+            <span class="p">)</span>
+
+            <span class="n">ins</span> <span class="o">=</span> <span class="n">GetPropertiesIns</span><span class="p">(</span><span class="n">config</span><span class="o">=</span><span class="p">{})</span>
+
+            <span class="k">for</span> <span class="n">client</span><span class="p">,</span> <span class="n">fit_ins</span> <span class="ow">in</span> <span class="n">selected</span><span class="p">:</span>
+                <span class="n">hostname</span> <span class="o">=</span> <span class="kc">None</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">props</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">get_properties</span><span class="p">(</span><span class="n">ins</span><span class="o">=</span><span class="n">ins</span><span class="p">,</span> <span class="n">timeout</span><span class="o">=</span><span class="mf">10.0</span><span class="p">,</span> <span class="n">group_id</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">📋 [Round </span><span class="si">{</span><span class="n">server_round</span><span class="si">}</span><span class="s2">] Client </span><span class="si">{</span><span class="n">client</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2"> Properties: </span><span class="si">{</span><span class="n">props</span><span class="o">.</span><span class="n">properties</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+                    <span class="n">hostname</span> <span class="o">=</span> <span class="n">props</span><span class="o">.</span><span class="n">properties</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;hostname&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+                    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;⚠️ Failed to get properties from </span><span class="si">{</span><span class="n">client</span><span class="o">.</span><span class="n">cid</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+                <span class="c1"># Fallback: if no hostname returned, use Flower cid</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">hostname</span><span class="p">:</span>
+                    <span class="n">hostname</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">cid</span>
+
+                <span class="c1"># Keep same object</span>
+                <span class="n">cfg</span> <span class="o">=</span> <span class="n">fit_ins</span><span class="o">.</span><span class="n">config</span>
+
+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">split_mode</span> <span class="o">==</span> <span class="s2">&quot;per_client&quot;</span><span class="p">:</span>
+                    <span class="c1"># Lookup by hostname (preferred) or cid</span>
+                    <span class="n">per_cfg</span> <span class="o">=</span> <span class="p">(</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">client_fractions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">hostname</span><span class="p">)</span>
+                        <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">client_fractions</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">client</span><span class="o">.</span><span class="n">cid</span><span class="p">)</span>
+                        <span class="ow">or</span> <span class="p">{}</span>
+                    <span class="p">)</span>
+
+                    <span class="c1"># val_fraction: per-client override if present</span>
+                    <span class="k">if</span> <span class="s2">&quot;val_fraction&quot;</span> <span class="ow">in</span> <span class="n">per_cfg</span><span class="p">:</span>
+                        <span class="k">try</span><span class="p">:</span>
+                            <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;val_fraction&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">per_cfg</span><span class="p">[</span><span class="s2">&quot;val_fraction&quot;</span><span class="p">])</span>
+                        <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
+                            <span class="k">pass</span>  <span class="c1"># keep existing if invalid</span>
+
+                    <span class="c1"># test: prefer test_ids if provided</span>
+                    <span class="k">if</span> <span class="s2">&quot;test_ids&quot;</span> <span class="ow">in</span> <span class="n">per_cfg</span> <span class="ow">and</span> <span class="n">per_cfg</span><span class="p">[</span><span class="s2">&quot;test_ids&quot;</span><span class="p">]:</span>
+                        <span class="n">test_ids_val</span> <span class="o">=</span> <span class="n">per_cfg</span><span class="p">[</span><span class="s2">&quot;test_ids&quot;</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">test_ids_val</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">set</span><span class="p">)):</span>
+                            <span class="n">test_ids_str</span> <span class="o">=</span> <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">test_ids_val</span><span class="p">)</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">test_ids_str</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">test_ids_val</span><span class="p">)</span>
+                        <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;test_ids&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_ids_str</span>
+                        <span class="c1"># when using explicit IDs, do not force a test_fraction for this client</span>
+                        <span class="k">if</span> <span class="s2">&quot;test_fraction&quot;</span> <span class="ow">in</span> <span class="n">cfg</span><span class="p">:</span>
+                            <span class="k">del</span> <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;test_fraction&quot;</span><span class="p">]</span>
+                        <span class="c1"># ensure id_col is sent so client can map IDs</span>
+                        <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;id_col&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="c1"># no test_ids -&gt; use per-client test_fraction if present</span>
+                        <span class="k">if</span> <span class="s2">&quot;test_fraction&quot;</span> <span class="ow">in</span> <span class="n">per_cfg</span><span class="p">:</span>
+                            <span class="k">try</span><span class="p">:</span>
+                                <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;test_fraction&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">per_cfg</span><span class="p">[</span><span class="s2">&quot;test_fraction&quot;</span><span class="p">])</span>
+                            <span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
+                                <span class="k">pass</span>  <span class="c1"># keep existing if invalid</span>
+                        <span class="c1"># if no test_ids: id_col not strictly required, leave as-is</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="c1"># split_mode == &quot;global&quot;: enforce global fractions, clear any test_ids</span>
+                    <span class="k">if</span> <span class="s2">&quot;test_ids&quot;</span> <span class="ow">in</span> <span class="n">cfg</span><span class="p">:</span>
+                        <span class="k">del</span> <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;test_ids&quot;</span><span class="p">]</span>
+                    <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;val_fraction&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_val_fraction</span><span class="p">)</span>
+                    <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;test_fraction&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_test_fraction</span><span class="p">)</span>
+                    <span class="c1"># also send id_col so clients know column name if needed</span>
+                    <span class="n">cfg</span><span class="p">[</span><span class="s2">&quot;id_col&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">id_col</span>
+
+            <span class="k">return</span> <span class="n">selected</span>
+
+        <span class="n">strat</span><span class="o">.</span><span class="n">configure_fit</span> <span class="o">=</span> <span class="n">wrapped_conf_fit</span>
+
+        <span class="c1"># 8) Save the ready-to-use strategy</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">strategy_object</span> <span class="o">=</span> <span class="n">strat</span></div></div>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html
index 9d8cc40..1546504 100644
--- a/docs/build/html/_modules/index.html
+++ b/docs/build/html/_modules/index.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Overview: module code &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="../index.html">
             
-              <img src="../_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="../_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../modules.html">MEDfl</a></li>
 </ul>
@@ -106,6 +112,10 @@ <h1>All modules for which code is available</h1>
 <li><a href="MEDfl/NetManager/net_helper.html">MEDfl.NetManager.net_helper</a></li>
 <li><a href="MEDfl/NetManager/network.html">MEDfl.NetManager.network</a></li>
 <li><a href="MEDfl/NetManager/node.html">MEDfl.NetManager.node</a></li>
+<li><a href="MEDfl/rw/client.html">MEDfl.rw.client</a></li>
+<li><a href="MEDfl/rw/model.html">MEDfl.rw.model</a></li>
+<li><a href="MEDfl/rw/server.html">MEDfl.rw.server</a></li>
+<li><a href="MEDfl/rw/strategy.html">MEDfl.rw.strategy</a></li>
 </ul>
 
            </div>
diff --git a/docs/build/html/_sources/Installation.rst.txt b/docs/build/html/_sources/Installation.rst.txt
index fec02a0..85b1afb 100644
--- a/docs/build/html/_sources/Installation.rst.txt
+++ b/docs/build/html/_sources/Installation.rst.txt
@@ -1,15 +1,30 @@
 Installation
 ============
 
-Python installation
+Python Requirements
 -------------------
-The MEDfl package requires ``python 3.9`` or more to be run. If you don't have it installed  on your machine, check out the following link  `Python <https://www.python.org/downloads/>`_
-It also requires MySQL database
+The MEDfl package requires **Python 3.9+**.  
+If you do not have Python installed on your machine, you can download it from:  
+`Python <https://www.python.org/downloads/>`_
 
-Package Installation
---------------------
+MEDfl uses **SQLite** as its default database engine.  
+SQLite requires **no setup and no configuration** — it works automatically using a local `.db` file generated by MEDfl.
 
-For now, you can install the ``MEDfl`` package as follows:
+Package Installation (For Users)
+--------------------------------
+
+If you simply want to **use MEDfl**, you can install the package directly from PyPI:
+
+.. code-block:: bash
+
+   pip install MEDfl
+
+This installs the latest stable release and allows you to start using MEDfl immediately.
+
+Package Installation (For Contributors)
+---------------------------------------
+
+If you want to **collaborate**, contribute, or modify the MEDfl source code, install it from GitHub in editable mode:
 
 .. code-block:: bash
 
@@ -17,12 +32,14 @@ For now, you can install the ``MEDfl`` package as follows:
    cd MEDfl
    pip install -e .
 
+This setup allows you to modify the package locally while testing new features.
 
-MySQL DB Configuration
+Database Configuration
 ----------------------
 
-MEDfl requires a MySQL DB connection, and this is in order to allow users to work with their own tabular datasets. We have created a bash script to install and configure a MySQL DB with phpMyAdmin monitoring system. Run the following command, then change your credentials in the MEDfl/scripts/base.py file:
+No database configuration is required.
 
-.. code-block:: bash
+MEDfl uses **SQLite**, a lightweight and reliable file-based database system.  
+A local `.db` file is created automatically when you initialize the MEDfl environment or use any functionality requiring storage.  
+No external server, setup script, or credentials are needed.
 
-   sudo bash MEDfl/scripts/setup_mysql.sh
diff --git a/docs/build/html/_sources/Medfl.rst.txt b/docs/build/html/_sources/MEDfl.rst.txt
similarity index 95%
rename from docs/build/html/_sources/Medfl.rst.txt
rename to docs/build/html/_sources/MEDfl.rst.txt
index 95b5d99..eacdb6d 100644
--- a/docs/build/html/_sources/Medfl.rst.txt
+++ b/docs/build/html/_sources/MEDfl.rst.txt
@@ -9,6 +9,7 @@ Subpackages
 
    MEDfl.LearningManager
    MEDfl.NetManager
+   MEDfl.rw
 
 Module contents
 ---------------
diff --git a/docs/build/html/_sources/MEDfl.rw.rst.txt b/docs/build/html/_sources/MEDfl.rw.rst.txt
new file mode 100644
index 0000000..8396340
--- /dev/null
+++ b/docs/build/html/_sources/MEDfl.rw.rst.txt
@@ -0,0 +1,30 @@
+MEDfl.rw package
+================
+
+.. automodule:: MEDfl.rw
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Submodules
+----------
+
+.. automodule:: MEDfl.rw.client
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+.. automodule:: MEDfl.rw.server
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+.. automodule:: MEDfl.rw.model
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+.. automodule:: MEDfl.rw.strategy
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 5e89ea7..2f591fe 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -1,36 +1,124 @@
-.. MEDfl-package-docs documentation master file, created by
-   sphinx-quickstart on Wed Jan 10 21:46:56 2024.
-   You can adapt this file completely to your liking, but it should at least
-   contain the root `toctree` directive.
+.. MEDfl documentation master file
+   This file defines the main structure of the documentation.
+Welcome to the MEDfl Documentation
+==================================
+
+.. image:: figures/Images/medfl_logo.png
+   :align: center
+   :width: 300px
+
+MEDfl is a modular and extensible Python framework designed to accelerate
+research and deployment in Federated Learning (FL), particularly in the medical
+domain.
+
+MEDfl supports **two complementary modes**:
+
+- **Simulation Mode** — a controlled environment with virtual clients that allows
+  researchers to rapidly experiment, test assumptions, and validate hypotheses
+  before moving to real-world deployment.
+
+- **Real-World Mode** — a production-ready execution layer where FL pipelines
+  run on distributed machines using the MEDfl Agent, Flower, and secure
+  networking. This mode enables seamless deployment across hospitals,
+  institutions, and research teams.
+
+.. image:: figures/Images/medfl_use.png
+   :alt: MEDfl architecture diagram
+   :align: center
+
+
+Together, these two modes provide a complete workflow:  
+from **idea → experiment → validation → real-world deployment**.
+
+.. image:: figures/Images/medfl_workflow.png
+   :alt: MEDfl architecture diagram
+   :align: center
+
+
+For users seeking an even more accessible experience, MEDfl is fully
+integrated into **MEDfl application**, a user-friendly desktop application that
+simplifies the creation and orchestration of FL pipelines. MEDomicsLab bridges
+the gap between medical researchers and computer scientists, promoting
+collaboration through intuitive tools, automated workflows, and secure
+distributed execution.
+
+.. image:: figures/Images/medfl_integration.png
+   :alt: MEDfl architecture diagram
+   :align: center
+
+
+
+Explore the sections below to begin working with MEDfl, understand its
+architecture, or build your own federated learning pipelines.
 
-Welcome to the MEDfl documentation!
-==============================================
-This Python package is an open-source tool designed for simulating federated learning and incorporating differential privacy. It empowers researchers and developers to effortlessly create, execute, and assess federated learning pipelines while seamlessly working with various tabular datasets.
 
-.. image:: figures/Images/MEDfl_Diagramm.png
 
 .. toctree::
    :maxdepth: 1
-   :caption: Getting started
+   :caption: Getting Started
 
    Installation
    Documentation
-   configuration_file
-   
+
+
+
+Simulation Mode
+===============
+
+MEDfl's **simulation mode** enables you to design, analyze, and validate FL
+pipelines using virtual clients running locally. This environment is ideal for:
+
+- testing hypotheses  
+- benchmarking FL configurations  
+- evaluating differential privacy and transfer learning  
+- exploring architectural variations  
+- iterating rapidly and safely before real-world deployment  
+
 
 .. toctree::
    :maxdepth: 1
-   :caption: Tutorials
+   :caption: Simulation Tutorials
+
+   simulation_tutorials
+   simulation_tutorials_complete
+
+----
+
+Real-World Mode
+===============
+
+MEDfl's **real-world mode** enables deploying FL pipelines across distributed
+machines such as hospital servers, institutional workstations, or research
+nodes. This mode integrates:
+
+- the MEDfl Python Agent  
+- Flower federated learning protocol  
+- secure peer-to-peer networking via Tailscale  
+- environment validation and client orchestration  
+- robust, production-ready execution  
+
+It provides a seamless path from validated simulation to real, distributed
+collaboration in medical research.
+
+
+.. toctree::
+   :maxdepth: 1
+   :caption: 🌍 Real-World Tutorials
+
+   rw_tutorial_complete
+
+
 
-   tutorials
+API Reference
+-------------
 
 .. toctree::
    :maxdepth: 2
-   :caption: Contents:
+   :caption: Contents
 
    modules
 
-Indices and tables
+Indices and Tables
 ==================
 
 * :ref:`genindex`
diff --git a/docs/build/html/_sources/modules.rst.txt b/docs/build/html/_sources/modules.rst.txt
index e332f8f..09b6ccf 100644
--- a/docs/build/html/_sources/modules.rst.txt
+++ b/docs/build/html/_sources/modules.rst.txt
@@ -5,3 +5,7 @@ MEDfl
    :maxdepth: 4
 
    MEDfl
+   MEDfl.LearningManager
+   MEDfl.NetManager
+   MEDfl.rw
+
diff --git a/docs/build/html/_sources/rw_tutorial_complete.rst.txt b/docs/build/html/_sources/rw_tutorial_complete.rst.txt
new file mode 100644
index 0000000..9ab190d
--- /dev/null
+++ b/docs/build/html/_sources/rw_tutorial_complete.rst.txt
@@ -0,0 +1,319 @@
+Real-world Federated Learning Tutorial
+======================================
+
+This tutorial shows how to use the ``MEDfl.rw`` (real-world) module to run a
+**true multi-machine federated learning experiment**:
+
+* One **central server** (orchestrator)
+* Several **remote clients** (hospitals / institutions)
+* Each client keeps its data **local** in a CSV file
+* The server enforces a **shared schema** (same features/target on all sites)
+* Validation / test splits are done **per client**, with optional overrides
+* Optional **Differential Privacy (DP)** configuration per client
+
+
+High-level architecture
+-----------------------
+
+In real-world mode, MEDfl is organized as follows:
+
+* :mod:`MEDfl.rw.server`
+  
+  * ``FederatedServer``: wraps the Flower server and coordinates the training
+  * ``Strategy``: defines the aggregation and training hyperparameters
+
+* :mod:`MEDfl.rw.client`
+  
+  * ``FlowerClient``: local client that loads CSV data, applies splits, trains
+  * ``DPConfig``: optional configuration for differential privacy
+
+.. image:: figures/Images/rw_files.png
+   :width: 30%
+   :align: center
+
+The typical workflow is:
+
+1. Prepare a **CSV dataset** on each client machine.
+2. Configure and start the **server** on a reachable host.
+3. Configure and start the **clients**, pointing them to the server.
+4. Monitor federated rounds and collect saved models and metrics.
+
+
+1. Preparing client data
+------------------------
+
+Each client will load data from a **local CSV file**. All clients must share:
+
+* The same **feature columns**
+* The same **target column**
+* An optional **ID column** (for split_mode based on IDs)
+
+Example structure of a client CSV file:
+
+.. code-block:: text
+
+   id,MajorAxisLength,Area,Eccentricity,ConvexArea,label
+   0,134.12,10023,0.88,10450,1
+   1,120.57,8900,0.76,9100,0
+   2,143.34,11010,0.91,11300,1
+   ...
+
+In this tutorial, on the client machine we will use:
+
+.. code-block:: text
+
+   ../data/client1_with_id.csv
+
+with:
+
+* ``id`` as the identifier
+* ``MajorAxisLength, Area, Eccentricity, ConvexArea`` as features
+* ``label`` as the target column
+
+
+2. Server configuration
+-----------------------
+
+Create a file called :file:`run_server.py` on the **server machine**.
+
+.. code-block:: python
+
+   # run_server.py
+   from MEDfl.rw.server import FederatedServer, Strategy
+
+   # Optional: build a list of test IDs (here 0..1499)
+   test_ids = list(range(1500))
+
+   # Optional per-client overrides:
+   # keys must match the hostname seen by MEDfl on each client machine.
+   client_fractions = {
+       "dinf-medomi-05b": {
+           "val_fraction": 0.10,
+           "test_ids": list(range(1500)),  # here: all IDs used for test
+       }
+   }
+
+   custom_strategy = Strategy(
+       name="FedAvg",
+       fraction_fit=1.0,
+       min_fit_clients=1,
+       min_evaluate_clients=1,
+       min_available_clients=1,
+
+       local_epochs=10,
+       threshold=0.5,
+       learning_rate=0.01,
+       optimizer_name="SGD",
+
+       saveOnRounds=3,        # save the model every 3 rounds
+       savingPath="./",       # where to store the checkpoints
+       total_rounds=10,
+
+       # --- Data schema enforcement ---
+       features="MajorAxisLength,Area,Eccentricity,ConvexArea",  # comma-separated feature names
+       target="label",                                           # target column name
+
+       # --- Default split configuration (can be overridden per client) ---
+       val_fraction=0.15,
+       test_fraction=0.10,
+
+       # --- Splitting strategy ---
+       split_mode="per_client",  # split done independently on each client
+       id_col="id",              # ID column used for test_ids-based splits
+
+       # --- Optional per-client overrides ---
+       client_fractions=client_fractions,
+   )
+
+   server = FederatedServer(
+       host="0.0.0.0",   # listen on all interfaces
+       port=8080,        # port to expose to clients
+       num_rounds=10,
+       strategy=custom_strategy,
+   )
+
+   if __name__ == "__main__":
+       server.start()
+
+Key parameters
+~~~~~~~~~~~~~~
+
+* ``features``: comma-separated list of feature names expected in each client CSV.
+* ``target``: target column name for supervised learning.
+* ``split_mode="per_client"``: each client performs its own train/val/test split.
+* ``id_col``: column name containing sample IDs. Used when you want to define
+  test sets using ``test_ids``.
+* ``val_fraction`` and ``test_fraction``: default fractions of data used for
+  validation and testing on each client.
+* ``client_fractions``: per-client overrides, indexed by the **hostname** seen
+  by MEDfl on that machine. You can override:
+
+  * ``val_fraction``
+  * ``test_fraction``
+  * ``test_ids`` (list of IDs that must go to the test set)
+
+* ``saveOnRounds`` and ``savingPath``: control how often and where the model
+  checkpoints are saved.
+
+
+3. Client configuration
+-----------------------
+
+On each **client machine** (e.g. each hospital), create a file
+:file:`run_client.py` (or :file:`run_client_override_splits.py`) similar to:
+
+.. code-block:: python
+
+   # run_client_override_splits.py
+   from MEDfl.rw.client import FlowerClient, DPConfig
+
+   client = FlowerClient(
+       server_address="100.65.215.27:8080",  # IP:port of the server
+       data_path="../data/client1_with_id.csv",
+       seed=42,
+       dp_config=None,                      # or a DPConfig instance (see below)
+   )
+
+   if __name__ == "__main__":
+       client.start()
+
+Parameters:
+
+* ``server_address``: must point to the **public / reachable address** of the
+  server (as configured in ``FederatedServer``).
+* ``data_path``: local path to the CSV file on this client machine.
+* ``seed``: used for deterministic splits.
+* ``dp_config``: optional differential privacy configuration (see next subsection).
+
+
+4. Enabling Differential Privacy (optional)
+-------------------------------------------
+
+To enable differential privacy on a client, create a :class:`DPConfig` instance
+and pass it to ``FlowerClient``:
+
+.. code-block:: python
+
+   from MEDfl.rw.client import FlowerClient, DPConfig
+
+   dp_conf = DPConfig(
+       noise_multiplier=1.0,
+       max_grad_norm=1.0,
+       batch_size=32,
+       secure_rng=False,
+   )
+
+   client = FlowerClient(
+       server_address="100.65.215.27:8080",
+       data_path="../data/client1_with_id.csv",
+       seed=42,
+       dp_config=dp_conf,
+   )
+
+   if __name__ == "__main__":
+       client.start()
+
+Typical hyperparameters:
+
+* ``noise_multiplier``: controls the magnitude of the added noise (higher =
+  more privacy, more utility loss).
+* ``max_grad_norm``: gradient clipping norm.
+* ``batch_size``: local training batch size.
+* ``secure_rng``: whether to use a cryptographically secure RNG.
+
+
+5. Running the experiment
+-------------------------
+
+Once both sides are configured:
+
+1. **On the server machine**:
+
+   .. code-block:: bash
+
+      python run_server.py
+
+   The server will start and wait for clients to connect.
+
+2. **On each client machine**:
+
+   .. code-block:: bash
+
+      python run_client_override_splits.py
+
+   Each client will:
+
+   * Load its local CSV data
+   * Apply the default or overridden splits
+   * Participate in federated training rounds coordinated by the server
+
+3. During training:
+
+   * The server runs for ``num_rounds`` (here 10).
+   * Every ``saveOnRounds`` rounds (here 3), a checkpoint is written to
+     ``savingPath`` on the server (`./` in the example).
+   * Metrics (loss, accuracy, etc.) are logged via the strategy / server
+     logic implemented in :mod:`MEDfl.rw`.
+
+
+6. Customizing splits per client
+--------------------------------
+
+Sometimes you want **fine-grained control** over how each client splits its
+data. MEDfl allows this through the ``client_fractions`` dictionary.
+
+Example: a client with hostname ``dinf-medomi-05b`` should:
+
+* Use **10%** of its data as validation,
+* Use a specific set of IDs as test data.
+
+.. code-block:: python
+
+   client_fractions = {
+       "dinf-medomi-05b": {
+           "val_fraction": 0.10,
+           "test_ids": list(range(1500)),  # IDs 0..1499
+       }
+   }
+
+   custom_strategy = Strategy(
+       # ...
+       client_fractions=client_fractions,
+   )
+
+On that specific machine:
+
+* The effective validation fraction will be 0.10 (instead of the default 0.15).
+* Samples whose ``id`` is in ``test_ids`` will be forced into the test set.
+
+.. note::
+
+   Make sure that:
+
+   * The hostname key (e.g. ``"dinf-medomi-05b"``) exactly matches the name
+     seen by MEDfl on the client machine.
+   * The ``id_col`` in the strategy configuration matches the ID column in the
+     client CSV files.
+
+
+7. Summary
+----------
+
+In this real-world tutorial, you have learned how to:
+
+* Prepare local CSV datasets for each client
+* Configure a **FederatedServer** with:
+
+  * a specific aggregation strategy (``FedAvg``)
+  * enforced feature/target schema
+  * default and per-client validation/test splits
+  * checkpoint saving
+
+* Configure and run **FlowerClient** instances on remote machines
+* Optionally enable **Differential Privacy** using ``DPConfig``
+
+This setup corresponds to a **true multi-institution environment** where data
+never leaves the client machines, and only model updates are exchanged.
+
+
+
diff --git a/docs/build/html/_sources/tutorials.rst.txt b/docs/build/html/_sources/simulation_tutorials.rst.txt
similarity index 100%
rename from docs/build/html/_sources/tutorials.rst.txt
rename to docs/build/html/_sources/simulation_tutorials.rst.txt
diff --git a/docs/build/html/_sources/simulation_tutorials_complete.rst.txt b/docs/build/html/_sources/simulation_tutorials_complete.rst.txt
new file mode 100644
index 0000000..227b6d5
--- /dev/null
+++ b/docs/build/html/_sources/simulation_tutorials_complete.rst.txt
@@ -0,0 +1,434 @@
+MEDfl Complete Tutorial (Simulation)
+====================================
+
+In this complete tutorial, we will demonstrate how to use the ``MEDfl`` package
+to set up and run a **federated learning experiment in simulation mode**.
+
+Starting from a *realistic healthcare scenario*, we will:
+
+* Configure the **database** used by MEDfl
+* Create a **network** and **nodes** with the ``NetManager``
+* Generate a **federated dataset**
+* Define a **dynamic model**
+* Configure the **aggregation strategy**
+* Start a **Flower-based FL server**
+* Run the **federated training pipeline**
+* Plot **accuracy and loss**
+* Automatically **test** the final model and store results in the database
+
+This tutorial is based on the accompanying Jupyter notebook. It is designed as a
+step-by-step guide you can follow and adapt to your own datasets and
+configurations.
+
+
+Real-world motivation
+---------------------
+
+**Martin** is an AI researcher whose main interest is applying AI to the healthcare
+domain. He is contacted by a prestigious institute to study the feasibility of a
+new project:
+
+    Designing and developing a federated learning system between several hospitals,
+    using deep learning while preserving patient privacy.
+
+After analyzing the requirements, Martin identifies that the project needs:
+
+* **Federated Learning (FL)** to keep data local to each hospital
+* **Differential Privacy (DP)** to protect model updates
+* A robust **data and experiment management** layer
+
+Martin knows ``MEDfl`` has been designed for exactly these kinds of tasks.  
+With its two main sub-packages, ``NetManager`` and ``LearningManager``, MEDfl
+allows him to:
+
+* Design different **federated learning architectures (setups)**
+* Simulate **real-world collaborations** between hospitals
+* Integrate **transfer learning** and **differential privacy**
+* Store and compare **results** systematically in a database
+
+
+0. Prerequisites
+----------------
+
+Before following this tutorial, make sure you have:
+
+* Installed ``MEDfl`` and its dependencies (see :doc:`installation`)
+* A Python environment (e.g. ``fl-env``) with:
+
+  * ``torch``
+  * ``flwr``
+  * ``pandas``
+  * ``sqlalchemy``
+
+* A CSV dataset. In this tutorial we use a diabetes dataset located at::
+
+    ../data/masterDataSet/diabetes_dataset.csv
+
+.. note::
+
+   In production, MEDfl can be connected to a **MySQL** database
+   (see :doc:`database_management`).  
+   In this tutorial, for simplicity, we use a **local SQLite database**.
+
+
+1. Environment and imports
+--------------------------
+
+We start by making sure the project root is on the Python path and importing all
+the necessary modules.
+
+.. code-block:: python
+
+   import sys
+   sys.path.append("../..")
+
+   import os
+   os.environ["PYTHONPATH"] = "../.."
+
+   # Database and data handling
+   import pandas as pd
+
+   # Torch imports
+   import torch
+   import torch.nn as nn
+   import torch.optim as optim
+
+   # Flower
+   import flwr as fl
+
+   # MEDfl imports - NetManager
+   from MEDfl.NetManager.node import Node
+   from MEDfl.NetManager.network import Network
+   from MEDfl.NetManager.flsetup import FLsetup
+   from MEDfl.NetManager.database_connector import DatabaseManager
+
+   # MEDfl imports - LearningManager
+   from MEDfl.LearningManager.dynamicModal import DynamicModel
+   from MEDfl.LearningManager.model import Model
+   from MEDfl.LearningManager.strategy import Strategy
+   from MEDfl.LearningManager.server import FlowerServer
+   from MEDfl.LearningManager.flpipeline import FLpipeline
+   from MEDfl.LearningManager.plot import AccuracyLossPlotter
+   from MEDfl.LearningManager.utils import set_db_config
+
+
+2. Database configuration
+-------------------------
+
+In MEDfl, all networks, nodes, datasets, setups, pipelines, and results are
+stored in a relational database.
+
+In this tutorial we use a local SQLite database file named
+``medfl_database.db``:
+
+.. code-block:: python
+
+   # Configure the database path
+   set_db_config("./medfl_database.db")
+
+   # Create and connect the database manager
+   db_manager = DatabaseManager()
+   db_manager.connect()
+   connection = db_manager.get_connection()
+
+   print("Database connection OK")
+
+Next, we generate the necessary MEDfl tables based on a **master dataset** CSV
+file. This file describes the global structure of the data that will later be
+partitioned across hospitals.
+
+.. code-block:: python
+
+   db_manager.create_MEDfl_db(
+       path_to_csv="../data/masterDataSet/diabetes_dataset.csv"
+   )
+
+.. note::
+
+   ``create_MEDfl_db``:
+
+   * infers dataset-related tables from the CSV structure,
+   * creates the core MEDfl tables to manage networks, nodes, datasets and
+     experiments.
+
+
+3. Network creation (NetManager)
+--------------------------------
+
+We now create a **federated network** that will hold all hospitals (nodes) and
+the corresponding datasets.
+
+.. code-block:: python
+
+   # Create a new network
+   net = Network("Net1")
+
+   # Register the network in the database
+   net.create_network()
+
+   print(net.name)  # "Net1"
+
+We then register the **master dataset** associated with this network:
+
+.. code-block:: python
+
+   net.create_master_dataset(
+       "../data/masterDataSet/diabetes_dataset.csv"
+   )
+
+
+4. Federated Learning setup (FLsetup)
+-------------------------------------
+
+An ``FLsetup`` describes a **federated learning configuration** for a given
+network: which network it uses, how datasets are split, and how the federated
+dataset will be derived.
+
+Here we create an automatic setup:
+
+.. code-block:: python
+
+   auto_fl = FLsetup(
+       name="Flsetup_2",
+       description="The second FL setup",
+       network=net,
+   )
+   auto_fl.create()
+
+   auto_fl.list_allsetups()
+
+This will show a table of FL setups stored in the database, including the one we
+just created.
+
+
+5. Node creation and dataset upload
+-----------------------------------
+
+Now we add **hospital nodes** to the network. Each node receives a local
+dataset, representing that hospital’s data.
+
+.. code-block:: python
+
+   # Train node: hospital_1
+   hospital_1 = Node(name="hospital_1", train=1)
+   net.add_node(hospital_1)
+   hospital_1.upload_dataset(
+       "hospital_1",
+       "../data/masterDataSet/client_1_dataset.csv",
+   )
+
+.. code-block:: python
+
+   # Train node: hospital_2
+   hospital_2 = Node(name="hospital_2", train=1)
+   net.add_node(hospital_2)
+   hospital_2.upload_dataset(
+       "hospital_2",
+       "../data/masterDataSet/client_2_dataset.csv",
+   )
+
+.. code-block:: python
+
+   # Test node: hospital_3 (no local training)
+   hospital_3 = Node(name="hospital_3", train=0)
+   net.add_node(hospital_3)
+   hospital_3.upload_dataset(
+       "hospital_3",
+       "../data/masterDataSet/client_3_dataset.csv",
+   )
+
+You can list all nodes registered in the network:
+
+.. code-block:: python
+
+   net.list_allnodes()
+
+
+6. Federated dataset creation
+-----------------------------
+
+We now ask MEDfl to build a **federated dataset** from:
+
+* the FL setup,
+* the nodes,
+* and the master dataset.
+
+In this example, we consider ``"diabetes"`` as the target variable.
+
+.. code-block:: python
+
+   fl_dataset = auto_fl.create_federated_dataset(
+       output="diabetes",   # target column
+       fit_encode=[],       # columns to encode (if any)
+       to_drop=["diabetes"] # columns to drop from the inputs
+   )
+
+You can inspect the federated dataset object:
+
+.. code-block:: python
+
+   fl_dataset.size          # number of clients / partitions
+
+.. code-block:: python
+
+   auto_fl.get_flDataSet()  # summary table stored in the DB
+
+
+7. Model definition (DynamicModel)
+----------------------------------
+
+MEDfl provides a ``DynamicModel`` class to create models dynamically depending
+on the task (binary classification, multiclass, regression, etc.).
+
+In this tutorial, we build a **binary classifier** with 8 input features:
+
+.. code-block:: python
+
+   # Create a DynamicModel helper
+   dynamic_model = DynamicModel()
+
+   # Build a specific model
+   specific_model = dynamic_model.create_model(
+       model_type="Binary Classifier",
+       params_dict={
+           "input_dim": 8,
+           "output_dim": 1,
+           "hidden_dims": [16, 32],
+       },
+   )
+
+   # Optimizer and loss
+   optimizer = optim.SGD(specific_model.parameters(), lr=0.001)
+   criterion = nn.BCELoss()
+
+   # Wrap everything into a MEDfl Model
+   global_model = Model(specific_model, optimizer, criterion)
+
+   # Initial parameters (to share with clients)
+   init_params = global_model.get_parameters()
+
+
+8. Aggregation strategy
+-----------------------
+
+The aggregation strategy specifies how local model updates are combined on the
+server side (e.g., FedAvg, FedAdam, etc.).
+
+Here we use ``FedAdam`` as an example:
+
+.. code-block:: python
+
+   aggreg_algo = Strategy(
+       "FedAdam",
+       fraction_fit=1.0,
+       fraction_evaluate=1.0,
+       min_fit_clients=2,
+       min_evaluate_clients=2,
+       min_available_clients=2,
+       initial_parameters=init_params,
+   )
+   aggreg_algo.create_strategy()
+
+
+9. Federated learning server
+----------------------------
+
+We now create the **Flower-based federated server** that will orchestrate
+training across the clients (nodes) using the federated dataset.
+
+.. code-block:: python
+
+   server = FlowerServer(
+       global_model,
+       strategy=aggreg_algo,
+       num_rounds=10,
+       num_clients=len(fl_dataset.trainloaders),
+       fed_dataset=fl_dataset,
+       diff_privacy=False,  # set True to enable DP
+       client_resources={
+           "num_cpus": 1.0,
+           "num_gpus": 0.0,
+       },
+   )
+
+
+10. FL pipeline creation and training
+-------------------------------------
+
+To make the experiment reproducible and easy to manage, MEDfl provides the
+``FLpipeline`` class. It links the server, setup, and results together.
+
+.. code-block:: python
+
+   ppl_1 = FLpipeline(
+       name="the first fl_pipeline",
+       description="This is our first FL pipeline",
+       server=server,
+   )
+
+To start federated training:
+
+.. code-block:: python
+
+   history = ppl_1.server.run()
+
+
+11. Plotting accuracy and loss
+------------------------------
+
+After training, we can visualize the evolution of global accuracy and loss
+across federated rounds.
+
+.. code-block:: python
+
+   global_accuracy = ppl_1.server.accuracies
+   global_loss = ppl_1.server.losses
+
+   results_dict = {
+       ("LR: 0.001, Optimizer: SGD", "accuracy"): global_accuracy,
+       ("LR: 0.001, Optimizer: SGD", "loss"): global_loss,
+   }
+
+   plotter = AccuracyLossPlotter(results_dict)
+   plotter.plot_accuracy_loss()
+
+This produces a figure showing the training curves over the rounds, helping you
+compare different configurations or hyperparameters.
+
+
+12. Automatic testing and result storage
+----------------------------------------
+
+Finally, we can automatically test the global model on **test nodes** and store
+the metrics in the database:
+
+.. code-block:: python
+
+   test_results = ppl_1.auto_test()
+   test_results
+
+Each entry in ``test_results`` contains:
+
+* The **node name**
+* A **classification report** including:
+
+  * Confusion matrix (TP, FP, FN, TN)
+  * Accuracy
+  * Sensitivity/Recall
+  * Specificity
+  * PPV/Precision
+  * NPV
+  * F1-score
+  * False positive rate
+  * True positive rate
+  * AUC
+
+All these results are also saved in the MEDfl database, allowing you to:
+
+* Compare different FL setups
+* Track experiments across time
+* Reuse configurations in future studies
+
+
+
+
diff --git a/docs/build/html/_static/MEDomics.png b/docs/build/html/_static/MEDomics.png
deleted file mode 100644
index 4456fda85a3883a667da90ee5ccf5f63ce769a1e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 128504
zcmeFYhf|Z=_dT3|fYL1ilqL!mkfJEP30EW_MInVARHR512pysr@M1y10D^#MKu7`!
zy-0~5qI82H^eP}F^d8FZ$^Fc{|HS)c#^D*slT-HEYwx|zKL1)-+!WwF#R~#~1fVAW
z+yQ|OQP}?ua|8b~CsWc10%1VVf3Dkvyq_QP2(U*aFKkbPWUswGBX_&x{?DG#zGP-#
zzb33FC}kX7JG1yPVcfTS=;$k}KtwZ>P*@j4)QU5mMrrE~q+K%mZE(zh=dYV~O8Ewu
z=gl|p(!q_>CU-wvIHsX7t@*HE=om02@Y97lg#6!=`&Euh|9iT63M}%!r&BLMeE)lT
zX^i3e?+Igkmdf$plfkE>DDZzzAATJM7Q+7Na{s@t`@g;W4+{SWl>fhag>~aTzzbAA
z$6B;2bAq)Pxzszo&4fehZp>5{3{HEjm4{?C7n&U`?jLAI70w3(bb=YW!R8k=g5C7Q
zhfW^H&C(T=XBVSZK#$Fh0*3$lqtY&$Z_vLjQdT)Z7)Ll`MePGbWkmV{Q+lnzb<k!k
z(Y_*$xUhMvRR$P;Bb$Q{g!yR=F-({LVs87PyIpDGBlCv0UEe_kB2Qz^HO2E5r!Fw|
zcNu`uP%AGU%F*G05x@`zF~1BCgQ$mXKkNFPZTuZRV0E3ITzZrCLb+S-V$VkNS}4KC
z(+y|Av|9e%67^jN*-Ez5k5;yc32Kl#2)jY^tR!u%n9x?N_oc==$qk(c6P>rx*;DHN
zZ%WHno=4i0^H*j)2(KQ<wwq~Pn8Dy}oj0KUbFG<%RGgkg994nKk<QIYauT_N<H!%3
zao)6|MM8xlSe((3mNZG{1>L5_aQQ?2+b<|I2Cyf+XV~QZy%Al`HC2+)FPJwaCz%+C
zq<u6Zg*tDru82P&i9KjCczBMl$c~ePbODaYi6=}7TjU7Oxl}Ir94=bGF3lz@SM04v
z>Z3n>b?THk$=+$O;!_al>Njq<P}=~<s?1#a5sF>nl!R6j#v{upPglmlb9=5z7@5OM
zs=8F#FIvaQB<*;99|;Ic-?(0F`wS;fPBwZSG$JkCV}puZBunoU&207_g#Apg?RZig
zc<{2tUcd}yTY3^e0KWkjK%Aele;*T5&M=1`0;Ye5RwQiP{-u}@J@lk8?_%@;`f$zz
z!@szSL*KU%)_wdWW)CmKk;SJ<f%B!{E-i)qF$;4@D_GCKljVl|APn6&$31fWns<WQ
zRzU8^4ZUWw|3>oSXNR{>E+vXjLd8Gq*6GiQP^}X?pjynX+1JX=jX@=XpN+2*RjeY<
z(iX4jl}~(_4S+gpwpCA{8<mab{#4W{3Kg%Qf1Jn!pn`htE^`QkO7ZrS`x-&nHbw}(
z7g){Ph-)E4x+K$|;Li#cnL>~^D;A?!snuVn(gmj8?nRX!bMXGA%VRqd$4i<^tn&*A
z8lc<eJ1%Dq2wD@z5~WMtv{d#!NELb#JzsS!OP@V!4D>pCf7)+jPoIsN_wk#gR&|Ml
ze52dA$?8s^2$P%pzxUOpryQG3BDMDp%*y+(RM?*%o!Vt-oq%iAELzPzHX>f#+WXRF
z7c#&(UXNSLCsy_(*(rz1P+oY)0=7QR4)vI+zuq7E<+<!bQ-i)KKAv{44Wf<FxuBww
z4{l_5t=GGVVNI8=zSo0BXGP>P1fW?aJ8fTKgx_hai`&oV_nBTx`@F<cfHi-MV<m5b
zK*rz0n2vq%Pl_Zh#F0>nq}|?wA>I%wxb=D*{Ij9>=#e<&^YmTczy^cWt<|^vn=5m$
z%Bb48O!&UG_*#%7>+XK)hR9U(P!Ly-qI2OFj=AG;cC9XuZ*g@8n|1uOmVRi~*1PUi
zMO}uw;vo=dB9<5M0<^Oi#LN4x+}9>6+n|0r+--2YoI%$M@ZovCKFw3Uv|9EsmfD;Z
zt;+CSj}reiVBiPeJP<n};^SJ_13p*~)HI2>FaxO&%^jV!k8>EQoLu5Vcn{@oXEG`E
zA_{BBDq#@l)(N)1p`9IxDBiM_xoHRUAUm2Zbb9Di$WQ6j?74woQkB**zbXcd_Y=O@
z`qzyFd|SZ@OunAwL%2qsn;{Fzu@bg>A@;XDRof7nz|>PU*ol))PEdatfygNQqlgY_
z><#y^*Ped|kCSl9p@S2!U+3K-HIZ9-+Y!0ACEqD;%ywt8vwr?8-0W7?G-uDfR+phg
zUl|gAXz$m11U##uab)q!-MQF$sozdp6D?Q-+0mBOx9bo=l79~41B0j<r`fzW{nn1F
zd!2YKLG#QE7gX6SY#4`FEu4kYb@}RiqGI%$ZL&|fTMZ21;}C@H$Zx0%2a!IdcfI?s
z|Iy<?c536R=aL)e68F!{Y$ooHmN!;s?=ywrXrqTR-dMmr=7oVAkrKdN#%lpFBqb#}
zC9dV-vrMYz<%xZMSp}s$a4g{x$@i?$OvT-V7*Y&2vPfBOuLovl9kmc~ZsvNWrKh5U
zr0`P!Q!gOwJy&zD-B76Dh5LyA#=yA31#<+et}T5a5?_VX(Vy2jTp~S1Fr<+5QZCxD
zO6@RgdE+jPm+n`PMkuh38ZO;^uQ8Ur80`2mXdq>dvw?WR?|X8?`OLV|<A96ZW``N-
zMqV-M<0&hd?nhS3iS}Hb+BN-)8`QIcWh+YrSzn<xH@nHKdv0%|7Pt8eJYx!CZ`Op3
z`9pn8>>jzV=M3;2j84P!)^y+TJ_iT#tyTk`Wh}_%n}JW$rg<74bjuc+<~Ax7mtas|
zv#?f|rl0eyf>_h{*WHD@UNPM@Z^i6dKIr^+Q8sdXZezRZ7y214)A?elodpDGxf~4;
zj{Av@9~_|9KkbP-&drd)OXX9zDF->8!E>nug2<rAMokP+wDy=Il=oXT7H!badDA+-
zOvS06Q+_d7Hd1y*U-!=*Ik9eCc*{P~XJ_t?AB0#h^)R^2{;&tzgUtV7vrKwQ1z*c`
z>wL$hw=o37pnOQ%Dp@cbQXRv&pMi!$tv&f<YfkCH%8SQ7&;>s2uTH(!*E>J+3NP-X
zxLblBfrkC@EO5}~$1Vz{b^`Ic%Y=<>FQ;K8r21=?Ee~Qb4E7b_5D6(@$XC932NjdF
z_g1|Hi(0LFzqual@Gm{usa=D*qrz9z&&dG?0`waLwqY>k7oDA(Al!V{4Lp~%=Xr_u
zd>}fLB3~K1mxaiG{9NQ79)A%tnomi)R4WW`N+?LPb>nj?xT5R!K+f^?+Do4L5x<9H
zcgBhyjx5fWDHLTa6%j7=9|405tl1b<LGt7J_j_BpOE%jzH7e&@HJvNOI0~v4^(7y;
z!}{u<|4iJUDwv=60O8*Zcfmv!?tD2r^SlebrA>B9O&6504W>${19Q!0mq#cH@@TjJ
zv)6HmI7z2knHkYKova}@R|Dc{g(GMBZ-w-=+wm!H?Epys4zXQXUF@DOA|65j?qcKj
zKoq2M`>vVIOu%#Ilc2^zArq~MSweSWrhht$Ky8U3_#EaZbe%CFo>n9Lw#!rbpu3rm
zxU^d^eK%4hwl3QG@LkB0-{;}-w}}4nJ%%8V${`zIbxU|S5=`;gTDL{mIc~)J#SJQj
zl;*Yoabqar#`OjTFB^y*vb*_u0rsX&H1jFGLN-!??a+M?TL#~VK2sd+$)Utv9h)*n
zp&6ux97sROPLS-BvSt>C><r6%U5o~@6^o*er!#wuIXg2EaypY{BaYB!$sc-atIH1#
zyN5e9Q6NMz;1OvUAl9gC^gImaRp2jgxb-1qsg6O1-P~P%!bxg%0xJpS?<6=2Iyc8F
zp}yd_iz;|op**s+^D>LwKH+;b9CGAoJV~sf5GLTnPBE(i!d&x&&*C!xW}d&mW{G{Z
ze<J(o7h3z6=OacB2zWD}lR8r;kvUcbh<q_&{w!r^<(((5^R%E@SU1epIaH}9E^*(S
zwpmDx9|=BJ`YYEer3LsJ${f3}-Lh|jl2sOGPsSk@O?L9#cr!W{N>0fa9D_r?`JDP~
zmnvUMqimMc4JNHsH6p97%vJPFzzxk5frPJ%4Xy7qEpKz&0C!T&o+lX}kZ4goJ{yW~
zu5~y})++2Z^?p(SrYlo@W?T!flKT2?4UtoWf(mgI>!_$`arh;NpLM<wOr6W;pQ8bD
zQmolCN;>CTK`1W2SmnBuk~o~a_Hm%_)z&>FEC&n?j=iYMGZ9c*`ixp?@ABCZN006}
zh)&%9X*9CRFxKV|UF@<r41_K|fRs=)Jg4tARWDlE!LN+2EL(eiCZe(+DKhKCv8AZ^
zb9TzN%*og)tC#EXcq1R>8ig6<#D%!Uic@+#K*o7(-j5UX{X1qOr=`HM<-s=oq`qol
zwU*+HEz}npc9xI)XEq5Yy@tp>g^dY)5$^-n#OVhMX??4nWHdoLe^xKd-Ffz9V+*hy
z-qv>r`1QN|IL!{2TBZnlYRB-D{1tG>`7e8UhzBezzE!ZKqbGul&er7<gTTtE1~c2?
z4zx}ko&_%Gfzph6;{NHG2OGVm%2jqDjsQ=3i32#G%KoL3@M;rF@&#8yn&^mM#Usky
zyB~A_QieL(yAayal1rPJPemoBqz<!QL<e3=-mMP%!{8*I0K$PJyCf0wm@5@1j|kWE
z3agJR&hkqieJJI$XSktD<Bb^-zIz!jIe`~#Ai|<05%M*sXR`IPHXlyigF0`2v<k%$
zj(-7y?)K#_Q}VCfhj#3k``|x7z*_0Dj?Q;6L9~D<r`2ZB2$WuWWI{RdwjD|3*<~1Z
zwt;4f#SM6D?o6~MMxCEISbx14K2~QP)qctP4NxbQi?g@LVcp?&ahhXvPc~h<usY0~
zmOrmY979EgiAFy_iLI3PW-4E7OWT|ziE3)h&iR_|R4i5AEF3;l0|e87S8NwN*7Hz%
zB}lPCAo+n)#?qu5StX>8E_=CV7CZaKL%vWYd)yRjEi;(*Ch&Wf{t|CyNn+jWHAdGX
zg?f>J?Ku_S^Do@b15qR9zePd4#9t_UY}X>~{2N0w(-U@Xlgfg_=876lpF?_`y`+fr
zYa^niHs=0j4OxWf4!X6FZ?Nf?TF&N_7fC*Fu0)4NA?uqy(mG@B^tSKWx(J8t26gc<
zev*?;Rvga^JUm#>G^;p~OYzhklm>xD^V#~7v11wx7hBdWl3U_)G=h<Wkj-e7Cu(Ke
zJ&Y$Pj9#v7ICD7P@L~Vhk|MN1j+wOf4skKUKpQB=dM$vcgt^UlbmNC7JT#~ahR{!1
zOUADj*0gXEdgV<*xO58TNw>tz!y%ouiAttBzEV^BDSlbK7QL+vDgYM>u*=35)lM=s
zv*EwS=n!b9S-<pxGq$s=1FWU;a|O#EHa0<s$^TTRGi^##mW@0+leze1JVCNS0q|oO
zd-U(8x{TkF)x_*UolwAY7y$i@;To<7mOY+52C_6QnSx6oa~NG8@eH}hNz|NWqTUK-
z^MuN0?6DP?ApmmjGwdmR{H@me6E3bZP9O%$?b*;uY(wOv{ib8`!Ctq*+DjjDjJnD0
z#n__{l%WSi{0MfyTH7UoE$n%5vte{1h|fD_FJ?SNZg0>#Mzqn?b7<ZmouGi4TbXTo
z<(#0JC|Jom7h1nx7pOfZFcM5pkYgh#ot-VYzYXf=9socNWtv^ANqbb*T#~ro!8xFe
zjhS=GrbBI<!2=&f`;REZAy=$65qoKGi4?u$wa9WU7l-R7K%fu*`MOQ1gKL?cyZA0v
z=&f=%H(bib+_f?92pPjna&l(Q?;Ov(5o||0keP{2SsR%5XEt!~15w2CKitGS!9#I1
zmu6BD_lbDbu^qaXg-|wxvbTb6@NqvsILDX{sOv=doUd766>bGdy3vYE0pnj_Zyf&+
zH(Y$aholx_ObbsO{?S16L00RNdBKzbt+BF{{v(@MbVDY7BqXSTHB$#H(j%@9nNW6I
zuvZT-|B?UJUo2lL@I9u#w0{(!&$Baz8<oi;6Lw=PP;aO=4<d;9^t_xTZq0<2RowiG
z&AXm#%%&;9t>u(8YIev@-YPRsIj1i^Q9v=udOXfYd}l;1BsYZDEfz1{<oo|7+Jq_p
z01Sk7%$Gsj&3MGsOqQ*EheZ$tt8*LY6+n$i9G8Hpawa+jXpa@+^-XuaWszadfc}z$
z4l-mrS*imYZn;oq^tNZr^Ten#Gu{<KPAyUl^g1`^z~cw*SOZM}fYFJ8KZwVNlh#}-
zYnk3uQz>Awn4fGObpPli;<T<iw=^p~Xju7r$mw<{*Hu#m(w*Lb3qvED?{RC@_{O>g
zvMr`;yqU&cY1BW!YrVINCO`k)pP1_rd^Dsc)<`VJ$4K=@_3_jKB(nvoG!NmrdMC_0
z*A`vdWfAgS;aQaY%wxB^kz=faGC^lx{=Cem30!vU^jyW39r?_yTp^<Q-tNNzg-&nQ
z3K8Nja0u^_l=ABz`Uq+0hSfsCpz@5fobKDTppDAkQnzjZ>Fn_r0NA@uz{XCmr#2Fu
zD|co?#{8cm3|4ba6L5~vKlrZ9Z!(-8fZ^&oQb1{^!VVlNIbDPnL8}3$g8BEHB=y~G
z@JQV}=U7b|r-5n{Blvt<qbYe^RMv4*hqNd=wAMU%!t;wO1xEP(5lBKX%Qu0wizRCe
z+Gf90k?hLEttH}9h8|p%<{-*D<WV_{jUakc;5Bds-$5Igu_zb$*Ggf;Sm&}3;FK@)
z|2IBozlGSK-r~}1F_GL+)t<Ld^b|pL&*v?8`lxkja%tV12TAO^2k_^i|FCSP^Njg)
zPRJ|_MpKqV<y0Z~{kgy2guo@3VXh6Dag0cH**z$&S!%w}ka!uWH&5r3I0M;Ia?MNk
z76?19!Qsscf80@Pt7?CINd?G}5=(1a{+2{B_0P{dZB)df$K+W6>`@$6j{&oK=dXO6
z>-liv*1C|Ba^>u7@wD>|kH4y_WXvxFgJbZ~v-KBvQMt&8xq7r5{5(s_#uYH24BLPM
zKGb;BUQBln{UJgtJJQ6-@E{SNWfsOT8u--VvpWci{m2{BXZ>*5A4=Zd*k=eCD!4?8
zClS=ONhW|Mcc1O_^SQtGQ^;q~cW5JKJ2%Pypk>1yw2(RLl48oCW_}Fv>Q%nQr$z*_
z;kD#DViuJGAnKq0UMmND=v<2IUPAy`@abHN(ZK0NTk2MR@e*Nzu_Fa_i>Q*BF@k1&
z!CASuHaKnR{Rg}68e+gcmCExK(3)!ti;-{Fa^0MomOPtyN|-XcZJ^jsh>#)uMGPw(
zS`UO5JnQ1ON3AHLRUeccW$rx%ut(`8`1$28EmQC*x}|%P6}&f?D#v-KTSUVq*T7pe
z<yv!%(U!J^lI9#H7YrzsUR-2Dz{f<!<~^e1@6s$|Un5;N7uWtBtTJq8Yvw}u)<4JF
z?jaO#Aj?My>ze=)O|iRTN+6WILoIr;8J+Q@g%~TRT1cq;gZpj~I@KPJzbW%~Jd!u{
zlD||BfmlFW@2tvL`sj8~GEeiQSt?LmiH%d)$>liszH(csM=0*An`}lv$hA4nUlGF)
zo{!W&gkp?mi$ZeU{3xpwU)6w)*|P@(M`1u9#AH}uVPC6V7U-q;PkNx*zcIghwNfjD
z!Kn@fhGJ!-@+9s3olN{<@y4Hc7{Enh`fM&z6sI&W`mH8`#4oU9PRInnEl@Z*()^uA
zjx-J*A%p&uP~ei7%?cUOh`kIi5qNaEjX0*{46vu4*isec_+2pw@wA1>P8B{nP_E}A
zc`;V)G<OB36+Du@$_U5~S_*(37}2DQn<;w$Zu!~7i#E;2PS@ZoBL3z1oUwFm^&#kw
zjLlAU{i4=ls~qAU;2?;)+9dCAcR4`QyT#6G%FR57ehzSNhWWJ1K*=F;MLIR(pySlj
z7oWv{?a_qlzX`Oa0shN;ha94qd$>9Sy7W;tU-l}&G>|qLy*hs%GnE0k19JG2h<6N#
zJ1;#U*pT*RxTno@N0bLyD;!d`_Xb!F<|vyodM*6_KC*+%e*kD|XQHm*9^f&*^LbY(
z@||D9epU>ntRbM%kOuj3ptg7co_YbuA(KEYt6w+;3kZ**RE}z1OOeZX14z}y$`}8P
z?;SSC5JLsko*5(5XRdEd)*!BBm_3H|is;^sEE`4xLG-E+4?hUQq$#xJ^)1r5v(~{=
z*LjfEeb-%?v`x_K8CMo%Rgj#y%!@54ob_^5-R}Jkl#~r@%~Pj9{wZR}kJ|gFiC&_Y
zr=#&F>o_&!hdpmMsdm-r!pC}nojbHU8yeizoWL7w*S9<?X_5=42BI{k!L2EBwemCf
z+wXx<CF7*pLc9n0(M}>Bkllt0j!?w@3WBK5*u19mQVa#lJ~fwzSC`u}rHT72{=~r{
zoS5r(*I|QE63J`D3Ps5}U3+u$MWJQ@HpFDw*l!hRT+o!1kixB{vBjpp@gxbb2&P@W
zz~n;bfcAt)LyBw$ArvU^#BQ^(7*tSl7olt)>X(4O(OFkL+G&mJ@zfZ-@28FV{Hygz
zKq!Xg5odc7NFRT1sL4BP+!atb2JqP__M+_HARKeZtVM;JvXZN=mvzo%=^KS`je6Kz
zyT0{=b4^s@E>l283#<hKosB;UjMYvk#_@E6Hj{ZS0?hheKdVEkdFeiAApgWa%vJPX
z#pt~cDqR`Oqrm55*)X?-wX6IIRlXP9r|SM{XGe)H2tpgYkD~`Yf7GhFskE~r2X%&4
zXX=)>$3F!?A!2tJ46;9p0GoaNeHltN3u~56h-JaCo#0WA9Pit_pZa}dA}nZ@a<yq?
zSDKrP6alf~>3@_?3h5FhioOb&YI~TeU!p&Fo*N0GNUnh7y&rDu6#pf3-80(R2AD=|
z+<*gQbrt1Wn2C^j!C)@85mggAVwVVWX1vvTVIYdVd>rEZ-sM7*-u8uxSP0<p?n-Pv
zGj781Xxj=0^+J$wLv_ccyIni@F^*Qe&C?PD{YCHJnH0y_*yf`oPEeO$sW1mf?TmA%
z3ilnp#LPE=Em@YX3HPk7U^3wJ_o+j3p~w_Tr0(m$daK7xYP=v!EL(N)vdK3b!whgc
zzYY8fLCTYKOoBKu8E?rZsT_pTGeBbW#p%tG@dgqu3wZY-ws)(Yk(59eqh_DsQyhkt
z?jo5AaKo-bL6rJ8Z*zw?OEva9^~r1DP-(Y>Pgo$VA7$%My?Gj(3NU$zM?sAWi5*pE
z6q-lTAnk(EGcK($1FV#j<X6=i_$(nn%$4hi=LBVbC)ppiW{sBG2W!dv`B)96`m_#!
zMIA0zi@B|bHhsOzI?V=C*CjR(3p_*X+HOP7J50WAAm~szFhe%#C5x4!8L0xSuZI=@
z`-0dzd3xDEiEO3u*E2Rouy~w`=03yeo)(#C5e{o;%zQ4#5e(F~oT>mg^-Y;q7V9@3
z^NzvTnitOPXIoYL*o$dY6U!fT7}aa4$`UlunyZSekR3`|Q{fxvz6$|?KDe-f9rG=w
zs!)ix`}(LtqLM2ZPHH&wgF}TM_V>!OfsaOob=4PVs+B7Yf6)0hKR-DEm>?V2BCF3W
z1hMKmiKVU$_1!l(9`IFj50>g&Xymlxb**Vkof$i)ZD&(mo;AJ35)YaSl0LMcOw#$m
z;={Q7Y}~ZDp~aLZ1qc>zkXC_6*matX1n!Gmw*eU7)}9D)Z^q(yi1Qqv#@9SZZ|4e2
z+C}J1i8_X^AV6m9gB?@}aP$?x)fiY=m)@QM#<-X<JE5&GJYQX#iCxD6V3$+RM1(*F
z8P|EDR)IoEa2IsdVbEAI@bJNl3Xg6lY?+1-G1}fP2iORH9^ea4Bhn<#Rt&!noNKQG
zCvalUU4+F-tzD`|4BkoYKca1mX+jGCtN#G3Ubso_&+1t7Y9U;sW$7O1?A@-rCq(6j
z5`p|*(s_l@twhfOX2}Ubf>g$M3ogUZ;ghpZKLO6;iM2qZZiaAu@K{0VmKk?K!z^ge
zhYQ<9%U!&>0nJxf9x%x5{CEN{9kIt*r<!@PyJeyEs}$y33n!@s48+EbT6{u{xx!Ea
z^AvDidL7u{ACo*@juiuILK_|7f;|rAT}|xI|Ez%O#x1JWz4r^6874(i)__e``G>v9
zAFD$zmk3gn9;i~{70_S<&PfI0h9ug+Su4L)4Ok&JyWIUlnE&M9AJh*)^637q^~FKH
z0K4a4drgQU7?L}(CL9Hbgp?y}C~Nr}ut<2L#8;K{bG6X`!=P-|coldpp#9UYqei&d
zhKOb7M#7U2UYx>-DapG>?|{Wzi%t<II^A^n=1w9~JGOQr?14%m_8IWG4{0%4+Xf4H
zMDm7Uhy>`WBd*Nk^WJETlgqj*^s}KHJWj*|P!?l=k6O_WA#rYv5}RNtqgUV;)s>6s
z<<1^BI$z=|EJd%}q@<G{M18&dfFG2nI??m>Q+7daQv1_vc`!Baf;Ta&uu^MwiBMlK
z5U}2l>u=ulC00oS8Q^Ka^Dv%*^BdvrtRv9p`)Qj3pih@ZdSHc>X~D$6gNe*E7Emq8
z$d|={K<CUHA#~CJk7f0h?5p20VzfY?eENyPQi7}d$Vh-mV#jW2fo^>;<hz9%a@xi$
z;N2SEKf>SumZ4twcXgj8AJbh}qczbLrS^r~+XJZ65x|~;=n{F7ewZK&nn#5&L4}hK
zWPH62)kM(GN-Q149kvV~NEykBd;o0N3-x;-Y66c3+xHEDRJN0<HCdjfTc;01!P_tb
z)id-ptEkH`&kMp<i0`w%yNO=*!~-EGu{;fpvby<<3-x==vmsx%@W<UR+#rKSHe23J
zzop}D7V}cHnAHq=9-{;Ll;@KRoAe$To)04w0m1YNutf%>f1dHUs}>sfCJkkAYJw&{
zC{g<@{Q!?!Wq-%`C9&;MuMP$OoTd0KUTWpP*KML%J<Dpow`oVnw=^VuJ_nrwHW3K@
zn4gfilfez^-I?J*Du<9kz$v9l{EA3J3#-Xvon9g}D`m7B0+cY6R)DQgS0-D3HiI6L
z@t*`K4;uDhTN0q}Hzr%U?<HDj|8QG}0dD_<jkcVx%pwj2UrCa96hG(_zEpBRVdk~b
zt`YVm=B_wUU-$u&r2aV-xK#dE=KHp(14u=1mLu<E#Zjr1<~x8_fnwR(wQx>M1*cEW
zyIdNGnkw%-kXy?;M$)(NUGfJq%{X%b79f!Fn-6^*(37rY5<{~_M+K;rX-CFj(c&7B
zY*cA~9vF^ZjB(sO3Pw#U4%O6b_@kHgO&QayC+S1#5`hQpq%g;7U-Fb&)cC=ZUq-;l
zN%=m_E-gGh0W+iCDbY%xUd0^d=!=Tz)ok9Nvj8tak0NrMe6h2i9S`LpRzqj>be#$2
zu_!Saz`819z-XLU-k9Hds*5p|)u88`8lZ_hruXReiaX?jZ>CrXXg4n<@(@}8V7yy}
zcMg{|^Y}cMy6bRi+#-YvC4u+0)p|Ix;_8dUQhdaJpoOU>eJHch;{}gr{I5rc_YD<E
zug#Pt`#33ie+nNvSV6jqD#m?cJL5UTOnYQK{%oSf)<m6vo*<yS4!&9!x(|2shG~|@
z4;b{{2E8be|MJ^0CD3qb<f<ZqR$ej}-gg7rd70xs%j%Y^9_zoiQ9V1Fs!;SGA~Io=
zmzvr_Jd#_pm%gf|qEB(LKa6^R_1cU6_(Elc#{KIQRrY(2=w-r6CR*>yIszl%#04)2
z&<jF!OhtZa!M(EUAoKEf8&tz^$KdDSo)<(LH$%F0|IHUTE9)_uAS)>-tZ>CN1rqJh
zPN=UQ(@T)m9lYxY1MD=|vL89A7*~2yjguW3OcneTLwL^49CHAtsw`t(sTqPkUGU|)
zRK{JnQ+zU9M`4K~TGK0TNNADX+$v^VXE-goS-7!Mm))4yE_v)7q218xK*JAZ<E%kk
zpc(C@;!`B^_499jq~?~`_Wz7dJYihc*kSxzVD-@9B0wdr_R}kal%LY0h=FEx%)?Rr
zYEuLCjfoa!S`cH4`2ZDML;gkQiq2J-o6)mtl7zCbv5`B6DR)AG^c|$Os_DXy6j|j1
ziG^l6rnHpAy4I+v9?VD+oI{8I2;1<_*6mOc;r%nI8}wz;akos+3t~iGc>hNG7G^GL
z3=Qh_FM<{PE*I$^By>ro>iLxF`nBL}^5y&z>YbL<RN%MP$@&XRvsT$0L|lgO%M|2e
z9O4>Io+5=Em4~B(B()Sp<tc@%x%>3Z?GA=MZ^D=9#fr?z;xX#jVyVc&B{qK~c3u*u
z!$Ie)`WM=twmb&vml6WF;S#7(#LcqlT~3BT`EN;o7|ipC&R<?)Nuo&OzvkPkn!eJT
zT6vys2OH>is+|A?K?GD;EUW1>vA)2mWxq2)!ZY$1p=4oaBBjo|c7$n@H$MB|dGwML
z<vBaof!5WifNl}wOQ~%Scr@%KL-;}3ISAzKYbj51YR3P*#f!>j2q`|kDVvcLc$@Z<
zB437fQS#i;{9LiryB7Woa!*J$Qf4MWu*k=xdLn^uxF;GHnS~a4tEfMDaAbfT=FT~I
zDqa<A1C8={9A4IwZo|jaMTkQoA{g&73-Nxq9ha!YEyc=5p7j;J)>7a1NeUD}Xxe6T
zQr#a@&ffHoCrHcyVRhyKf<)C)o-q{Lj~emDZc08H`YG?1wYAy68(UQHx~D;stw|<b
zj1F+?fMB5I!yiRd^`0xk&mU6xC#c{_4ELMPFOVfo1T5n)4jwM?K(R7NrBFhnqV=F6
z13d^S6Ka$og(ubt6~w7GoZhmG+#XE02=#sgSmqdDnbcd`>7F~)?Sl#+WVfKv;N}h}
z_JcH4g<i%Bx6N^X^bKa*`Ne!GG!FSWVxVq*UwcSO<CcfLlc(xiVsTv}yL4r3sxD#{
zyVGz22z8Bn{Quh->zUJ+U?)rC)>Oe%mEV$i=2*GW&F#_HoF1@O`g(uMpggh)X3lBH
z6+Ubs`N(Yay6+eEnZGT<C1aJrcTN9})GS_RCUnwcxB*!qS>UNRlIPSuox}QFAc(}8
zUKBX|SFqCXVb53Csr%7RGzK6APtyg-X4Op7!o*U~F>1NtFS|+)HcQ$Pz;25)@n8@4
zDUHm3IWhRsmuBFe_xcvcQQ+PiuyTU)!weXgrAZi+rjWTE_<Nv`Q}F(jL`$3RxSLqu
zoq*cNMrLntTYYmFgpxBrG;d>iZf}-16P4@!CW&qi-rd6Ch2-`uXwrk8$eqpH2EE{v
zlO+RjY<P4(-~@K~s&(NlbF-$Djr4aw!t{BKSMl*hiGN+f>}jfkg~J<@Foazb$UW#e
zY{Q(;HuCZ~K~<0}=z6f}S|KX68gAIXp8{8L7^`)0`!9;+X+LLEEQ}kZGDG7h>6Rim
zLrxW$lYU>Bnj?^E3v9}|1415Yl=5~|?aU?`k$|H3;;z_oZ!~=jsmuz#XNHOzx&XAv
z(Sj5YUfH?iBCk%gltV_&3pCdQ>1#UBML;6mDf4M9_@KYfU-JB5xpyQ5-LMV_E!6w}
z(m96w9N(|rLAV0Pm9pH(ZeWAa$hvA&CrrQUxFBICg|F~%T2NllH=NO&2W#Zt^QvVX
z)1NMJ2L$n*^v2UEk6Z_$I*)&ufbiD`nvMC&?zx#i91Gmqtj5l2d4T}7`oP<I&Qd63
zRVpPz4AlE9x#C|{|ADRjaA|(lG>1xN_1K@g#0Syyq!?nbA#s#_Hny)9(~#<)PwIcM
z&fVer55r~b3D3m&tjaS!=LQ!61tDYJ_k|)`Da0qv<og*5g3du_Fb~cuK21V{4x?h!
ziW*Qvl|_PhL*l){YEuQ?y1%2dIffx}i=73PVG8Boa$dzJAr8av)Xo>)jQbZlf#O$4
z!+p0wK_qIjr{R3;qViD9`(Z>_QCU~T-qv7t*^)1tePAI*nRny3K|OdNfiWUgix_fO
zarVZS9?%O<_UcViX9b|Xq5HHkl><*J;;0SU@QM(rm!Z%~EDh^h^tV#jzF3cVAM|jH
z;Z(HbEVp;lr8gY1k}9Z(6=#PK_icgDYDyy~C`n$@f#Q9La=e;zN~T@222k9-Bt|hi
zH)C0(Sef}Mn(!m9wg*q@oHYI|8lfZd%a+i2ukDvdCc^T5&u*{6)f}Wa*|@rYvG(Za
zobk==wxdRaVAL*rjDynH<FQVN2<L6oww;7UYp=e*C)K_8r_;p~oqjYZXbMA#N8nhQ
zC9jHdXD@{ptE60BR%hJcRMj8PVK<$@J$r;(&Pm&%8~!cKr;gDP<5gE@m`?$~U{0Wz
zn>UBW0otscKMV4@!QW_oV>)JDFHW|02Fy&+Va-zXrSi5ji?rTu!?l(7ob3DLUj;#`
zZ^}BNPj9oEA}-9-e`#O3zESHYVJdI)S7!7y7Z6*@<KYV8Hn-CGK{`>n85@Ei%TFm>
z<J<lr1C4znxV21$LP3!yc|IamzvL@fJ$#45UC=#m705d&aljGx7;7kbZ4o%*Z<J5G
zz=q2oVz*z9ASkNqYz>FX4@`0)`%s8!!caI=4j}Iclnf0UxZd-%L4W<ip|hpDYG%sm
zZao63Cz5Ji^x$bRL4!EkENJ!E^bMQPvX;BomSoG1A7kg+%KAK>pe1!c(W1bLv<O%8
z_FnUp9Aw}bk`HvwdSp+r%-tYJn>O{EUWz1MqNwqC*}ZRLllD&8OIfl*0$-C2P2N#V
zWdK*9t_ZXH`0W{dbdB4sV|3sINPb3IXHz~F(u$>9t{QN*7r*Igu*my1>+G}~;PMmP
zlhx=za!QSBf}UVYE6?cV!24<sGRnX9(AryT8=zk=3c2bl&1ed3?&rslbW%+NUibIS
zJ`t1Lj>pba39F`Z#UU#kT!L@WniK2%^C0zzgHT3G-DbkMoQ&51;~9i-fn3=uJL%yU
z9Gza2=&dcH`+hHothPlM_+hFTqdLYa@>NSSRS-$uPj1$!IUo^>_kG!t?s;r-!|%lY
zcfU8~*a<^I%vIn#Z;*#_(h*@fxf=fpfVLT}(;+lS?@OoWVQmcyX`!G+X^(ULr3i5S
zs2Q)S_1x%m_A#P3VdWe;IzyBjsKfvnniLsvP%HFDy%ExBk90AS1(95^aFBlgKLe=2
z1g-I<*^df^PMece^Wi#c_qqu|rF^f*Cm!YU*1q!_kb?&AZr9-TL$D3$i3_Zqvgwq8
zBShM6zrW9USz!N2Va+p-^#P+&g@EH9N+ujB<EQCRKl1pSxL|=(V0v#+gPN-r$)S1U
zK@H5M+*bRGH(6m_L^k8m^O<Oqom#hh>%1fPK5AWHXST&}hex%B$HM+5<bWRD9To#q
z$3afzk3q9|`Xsz~E-NTxU4aMb<_J3;RNQAQ7JV_oG<x;-snp_kpXwwMuZqi;!W~}b
zsNC}&UwQv8O9;@Yx&*YHawapusAKDf>CL<Y#;6sqkKPpVLcqdL0R=UzncW4-YM9XO
zJ7UB^`U#oNHILi)rRpLA2Y^k&&-q-msg9hPn*6<>xA8yE_33?MmqP=AdPrehc|4p1
z>n641sU{v>Vd{Jp({i=rE=*t6s$21rX*P_~TtobqaY}_X|1`@jpzw#*r5W`o-|A@=
zKEAL=w)B6#fCB@v$+=%2HfC=EaqP#Mp*UjgeIv0x7&x5`c=^!>d79%{XN(il!zyaw
zy+7vKbd~4IhfV#b&7@diFA`h)56g_c_V={8L>`c<Z}S#B9E&QCSHN5@d0hV0M~zZD
z`E|Zou2x*0+!5<{2JX4u0P;CKi%t6JuhxIPBD;k(A1rA%^mfhhaM2xY7yn9@#(xt7
zBAxI30*X;k{XyLn{2e_=iU*YRL43;jGAEyb!!@PMdHdIE#d!6`HsWzxS92%-8zI=l
z%4*cU#JgbZ$Rn}Q{cvdXBW)LDokHgH-(F@tkZMr>{B`w>1v+8-+yWLvTgCvh<bdXG
zyBBd|BJBNo#^~h#wDW9l3gWma=r%vp`WjqfDNDXcOGcQvSbw0YldInGoZ~;PHg)5e
zu;_I}xUi%0gwY_-iT#;Fj1y>TfjfCyxzy(~TZoN?m0^uzbikUo&ufR8gkanMx)OQI
zBQz!Yk1PUtQskC)6xlSvymKz3Vdv(jehU+JmMK>oii?dC<fVKsJaiKDgr?@x#KW^G
zakt3(&^gPf2IbnR>A{Y5;A}5^ivH8<HTnh}l4%IDhSH<;ly=JHco2J=gap}0aYK^4
zPIPlFS0+0Rvi69Z9n)fm6$v`liYQn}i!dmENxd&G@J;Vj15w=}v`jhNp>qrj7AZfo
zKn!j~1#30~jjJEyDnED4-p;-oLduM0r*iLB)Jq6f1b$EwDXC02SG5;107cEyYdh={
z0mXAV`K!8IMoQq1ieN*(CN#%DzNiHrk6NpYv8giM(uP(THu;e_B%V*7WmiSHyXIb(
zhJORS-lhXo3yt)>3l7pkhkDT*6X&It5Vi_EV1#|`pYpF}nOF#qFXGy#Q<#Ey;_;1!
zRj+!{qp9mZlgW)Yun>WpdOz5@#*s}RM<GSlgfZhU1o2>`n`9P>B2`9=U#)!wVLq;D
zEk0!&0LX4FtkYUlE4)xHP^^z--f?a0Wi48&?uQMhq$ld(0vj14m)d+T2?k2b9YWgs
z%@s(;?o01i)Sn<%+zIcnxS+co7Nl<<r3*SV?**_<m<xB$-h8<TvxoZE-VIXj2{>!S
z*7`?;#4e6Vwg8kiJrPP$Saya=W{BQgGF)?ddr`2cXKQ;<(7TYgq99TN3psLxf;O%j
z|7Ql{SJIll;i-o(KdCK#8<bAxGdiQ4y_R9cN0o*0@F=)E3%8;32XU)N5rp}Hq$Ud?
z8G)dURIPXpR|GYpv)iMNqmiwe7X6l%%%^b@6sgVik?)|^P2ZP0Ph<}vwPPetfnFxr
zaq$dA0b)rZQE-RHC%m!U#tkgy=3lSKZKKe)t5BqS==&Y70#lYD(0JniW%Oa8U#MpI
zyyxK)y=th>FqbL2=FWQE#N46r{`$e>wVTkaxa0=97k7_IN8=f43#nU5Ox*<Le)0ul
z^OP`ZJ-R%?eYC%GB5S)SzF;kyIU=GDNEp;gqPShnJZHHW>hiM_R1KoNHwjVFErdEG
z;EuB+R@+sFRvkCI6l$^|2h~qmdlf@+#}jQ;R_>0TD#@6Z+q*+!cSWCmc(MK4%G`%u
z!I3qzAqT0Q$n9`q=XTa##i6DwUwM3Si(y&it$mZ+Lf~>s{K#nCCP53TFwo%-;z2p^
z_lw>wyN<eI<DzF3*l?YyA2#{5X?_DZO%(fBlcA!y0B7ub^T_RGCF%)Qe4b`e_<Yq~
zf*uAKj|shR8Cr$#fKX?pG;69AXWa7|T3W}C05Zb!>SQXtbfm(GPYqM_MtaV1X^@x|
zT7SWIx#(&DS>@Jte2Sz#P*MA3B(GV~&f8+>;&k-ZzXFsVk2gfaR@AUi?MasIlCPFd
z)g4oPX4LG-=%G`>uX7%^DEKgK1z=7dqbu=Q?}gNsSIZg>u9b-i>U5htlu=QeEmz-T
z{!kQ((pg}B;~#@yF2h~j$l8VfI1)5vde@TPfz)zaxXaFmJ7A-J1dyFBJw-?o$X&uS
z+YEuu_R_`u_X9_iO?OHx@96twzK%|K6XKiR3wns@J=WU-|9~9&=h-!d8GP$4HzN<{
zf$W|r=V<B?k1ywB%}PY2LQhVIN6~b7U3!XrSsgqXn`*#S07JiAQrYWAp{OfwohCMQ
z=a&^y+85W;QTrO`9-z4^gj;LjxN>;(Y|lAMehx83SSlx;;vCq;v#T89&iXm;@4bQT
zvMQM0^J?iFNs)~llPCGg4z){(K1Tz0C+DD-sVA?#CBMA`x0q*%*8;apc0fx8c@1gk
zkZaTTqrW;^Vm%2?GSJAssM%MYhxPbndd`lZ8!g)`<s3Vs%4-^kU$F64KodD@=hlC?
zY?({fNQyUfaskIpDO^bZ>AmdDPd=<w+CA`#xZW__t35%jnw=bk#QRn$qe(~_0hSt9
zHafj386DZl+R2#rx8x7>{a7SK>3JCXWxWR*(d=5QKlno7GtG54B{G|yTmMFTTv&lj
zO?!01h_`5}9Qn9xzSUH$`n^1*Zo>i*F>f@IsWg{yn^cSw$#PeZueZ13d;BX1@X@k_
z%;jTol_RU@bBu|$vzW_ev)-fLzC4Wb$9?EKpD0N}qdap3gz~`EM|CZKWym^Pv3OOz
z4zsfkxrfPJR@;|I5Vzwz4YTipi*1oJ+s+Ys>i#zx*i(H|ain~=*{PuK@;mgkhTEO7
zP#D}z(x%MtSsBAJc@MY+WRt5WIfXL!MsfFex{J2Cp>oc<^H)jjgzGK|_67<0vVK_h
zTk_SCZ|}aV#?tISp9&VrYG#?=Yty7cL1Lmou)N^N;>87wur&3r88DL7%PWh5Y10w!
z_?p{_?z+nIpzh62(h-XKahBTYTeoQS&>fXQH+*Jmk`!va_|a{wKB_LDcvOG)BoCq!
zh%JHpcf`=|19^#P-Io#E<}(M02lkFUb`^tmTQ{L`jz`Ozadsnd2hqFH3~UJK`^}ka
zb>pM6bumkKFiquPYNZ_-Q~$?%tc87X?j9HX75&KLH^&FC-9@N=a^GUt?8k(4LAs9G
zfrR^$UCnoOnY^E#D^;JGYgBo3AuDF+@8gAg$5920j^qM)qyQ2|nI369>MW9BCl$C(
z_jisyV}p`ZjL6!s*mHjPR_$X!S8l2uWP0x)q(ilYcB>$;d^uJ>IkPn1v_Rdx4Cozu
z{HA=K`E`iGA<BFLI(LJAS(?Htqk^U_-_p9C;?%jSM~VLYz%N{<lE?T)oltZ~LD7iG
zjx`dbR7buRCe_n>2r2%yf*<Wk;1dk(>Qiu1TYszW$ue4}ft{z~mJWL3WA^o>H@<5s
zW`{B$c3I&b?IS?F#%kC!(H(K@=Y3pc6~@dB4Xu#yOW_vdq~;OD2Pnt52ZxDAD4-YR
zHSMNK79lrj(Qnq!E=SYj`w(I>L7j|=#HiWLa?Oh4!+h5fz8SxajnqBBaDGQZ+DpbV
z<^Jrz{uU5n?|&KK3^tl9{%U05l*FSXz54^_s+!rpp3jr|y-!FXyRH0<r8~&dyXh;M
z@ZCYlYp$0YB*qh@N?8bz>sj0ln(_DIeEiEseQ_F(XGHD>Ulxze(0XXh+!9J6D$S(^
zJhrg&-&E~v?zky`t;d81nT~X!;IIf@-Okl);LeKCd$+x~$e*hPE8Etg;iI1LpE$A?
zGVB<Cb%BNVfK$0DMBf)n7cx8O(W|(=;O|$~>2|s<kP_6GgLU3EQ1ksl@~I7y$t^8Y
zfN;3K-Lf+u0Qwhq#|Gv{3sTx&f-wHw0ds5WnUZ0;HrZ-n=MH0<1(3Sl%n&(}PVb|*
zcK@tD(dYQcT77pNs284fGD`p2LyYBg7deuRI<$J?;l&V5>F&3XBR93E{TLf9^+|oZ
zy2Li8IQ0~x9D0ocPDIkZKwZc2+GJ>qnxFm9R#P*b`OhSSkwdO3jUWGLe|~Wbv~dr*
z=QdMc-L7&lZ0+*7u(3l@<<7WHTt4Nc!}8;S0>34-V=<Co)bX&sX-C9|sEfeOsA5yF
z$bbQA&8Ba31L!dEcvIM@r+3S4Y%6w&_Y)}vGA4mO+Icy8Kd7>x`_JCKzYwL`B@Ul7
zq_+5W?;1M@D<B-2sGjr$M`aM<)Rodmg)kSty<aM?qnajHqt{|1e&WO!jrZ(b)c%>s
z90aLd5~}_JBrF7KzlpFQ=+hbUDNEKPq1uC0oaK~UXqhHUhx#|KSVdk^w4-|Uk6iGm
z#08yKqr9J#&=2Ig1q(Z>pH1IJ{!onewMiOYHCCe9eU>X|fs41P-|4pKWr+i)zDH~S
z@RFwa=<uRP#Pl-mWF>RlqTeKux0ILXbN9Y(S>wUMQ@49Vfv<zKcYPRjBLx*o_|xRz
zxdOg~GV#KSJF=MUpZ1yE8)LUC=Z|c<aUa6?Td60y{M25#O{DzR!2A;CB)JbaKk?Q6
zruCNrWYv#*N4{!2>l_P=7=AR?(yCYPyz#^*xVTx(=SIUDJ_`4<>vz69I9v8tz~)p(
z@TIq%OyYJOa~@OJvfsX2eXd35mOU0k>~N_#A+@o{JWICO5{E`Foou;KcA`*Z$`$OM
z8xiZ22%o4<D)`>r((&VJBye(8RehQ;C%GNL)sve=I%Gxm!MEHN@`+|#?-?`n=a3OG
zc8u6>W_-OI{3$1iJ`$d#50|J&L*LT30K=m|$rWquS}wcq@b#O<o^?x+)!2-;{_Yul
zUcJe&!<M12S4nmI$9W#-+ZCj&x9RcX9)gT-&KUU6eebL5{PFK+Olt=`MS_gY9Z#?4
zP030OXrOi_)-R7eA48tM8S>KKs^ZL8fSyOdP}9X|&mGnXa34wBOWZ~SG#7h%7H`kh
zT|>;ObW~aNU%<kv;BdA6JpF#b3uU6Y=Y94iLe<*7X^z6%5*n!8PRKWx_oTE#wO#(v
zmQe}JiP~&|99G}m(HrMd+7NaEi@DTNUYcpIIW7(iu7^D3sjIuudRj%R$2OFb?jzJV
zAX>XKTC`htJW%4<GQu_E_|TG+#`OC?rS|Th8;WYuwxl$UfqOtXUmKT2Bf7Hb<l2_e
z%bnDgMg=UaGVJWt0nabrW=VwHCyH9km|i!>$n`AXiVp5nMdMz-i*3hu-EFYWIp>#V
zeVz`_3#mY@p+X4ji*o80vY_W?neH?cbf4;S5<p$G>4WZ+))$Wu1*JBBR-re<fU5+C
zDX>Rf%#yg>u*#D@b86l<8g2_w-op6ga0kN5VLsjZl@*$L5Bd%cD!=wKafj0HTRnG~
ze~jxywrNuBR>TcF<#v6?{1x`2UY^?JHV6ZhloeuFAF~z^Rt8t+c2t$e{eJuUY)`OH
zvEnPwW|rG42+jlE`f}6zt+!}j3fR~T$A$E$`RSDP_RDBP?4HrS=HsEaaaE7bJ)%Bd
zxR~_~Dv8(*AL%k8edk7U_O}p1!ewf-MmY=2fV&Tj>u{fI_yk4nHM%J?)#FoETvUnA
z&)p8~XqIEq^1pbNATK0#F4*Jzp;Mm=4IlmF32?4bkIJWf;Nl4ct`OK!#*-C_q^`M~
zm!w+fdvaTCCO|sF)K+d}rOw4BttZhQ$NYqBj&-l@zn*q+T-o2RFjH4nhDcRx)M<Qh
z3~s)rMzy<1%*BUyh_n0D23HF$s!k{o8WNWdA!1;Ci+MIVYSZeEHS3S=njzy=->taj
zcqp6%A+5EnzARoD_uXBNN(F9*OneZ9JMVNzOGC>4eQHbndod{W(#{{&!~IHRFL`WB
zc!D7RLMYLhM|ta?4o*>)&JT-66=_y4bqL^OZu|^cyJjaGO1{5od!(`N=Jr8dx~ZE?
zn9O6x^~IH^%AH{gbVgxs<wP@S>+BdrMGGFG5<J9%Zp8|xZ=*rRH$1{&q38Ev@xHYM
z;cGyJ`WI*z%4trqqkykk>Q!plz78B7qo2&eDC>%d-Q4D1{)0)F=)QX{D_rUResA_e
zn`b4D>D=Mi#D#rn)Ucc{aGSt}X20;zg4S1dBGc+rb&!8f!z<<G(7-mCado|}Ju6zX
zQoE%L+_P`qZ<Oz<;qXAFQ<fvbF>)fNn%;2l%W*w@VXFJT=V`R4Nyp9|*7J(s9N6JL
zX8<Te5gnRYfzjWaU&CA;^SpvwF1(9@OuI0bNdwcmyzb6pMLEfXj*L8@FsS*h=u|(N
zBR!J57A#1%2r+Q383|N-CSh-lm8`zXkRPFDt&i^Rk4$FC?)f_9tGweK`Bc)Xua7C#
z7$8VGrMDKERzkS7IH(s|5RhA}D<j+Y2NwCj@QMdtPlMW1csj!!JRWI0lq5wY7Mh1(
zj|eLq*Y1Gk8r~dOPHPf4wOlQR1DUy8`yv*CUy_G8)hf>9%=_nizvg|+wC<+_*N$Z^
zCmmcvG{K~1_g@NOCOOAvNM~NDrW>gK$!T&#oF5cW2mtz0<O>W#I-kQLfSZ7_ncffd
zxx@tMn3kWR&JRlN@?4%ce*A*-8^4zAmM00*;`uXRI1U$JteR*M_n4U?`9N-nLOU(~
zDFa6vz*#ZRrTncsH^Vowubnj(0dz3=)&^xm(8AK%Uw+0vrFJ#>h5poCR^QE4vqt{O
zE_9FvrF|&XubPi1egV3rxHUQ3Qwm}?z8yi2=uIZ)O(ed0T7}qdX#qv`cIwYES{;K?
zfyLkjBLxEwpr56J_xp!WleT8cW;;1}=M$zw1QkjK=;3r(q(Qp=XN#~8`?phOH-ZHZ
zPWb?-&JplcBM%%ST=0`VI&@j4erf<KlRtl$!#y$N%GHtcyTbz&lWEOhF-4$*BST_j
z`lza?PUW5f+PP@)$q`uCaA&x&Lt0!=<M}WxETgrs-cn7IdZ#xp&~R?_)?xDSnw+n=
z!^XkO@~=a0gmi8Zk6UQlM9_UtwF;8!4mW;4Y-@vG-cg@({i%?++ee<;lcB~Zxbg@a
zSi}0%h;z%_BaBOTz^GE2YX$WsdfOXMw9!+=&ClY^ZhfeR9C6#z3jO+(4xF`*-#cHz
z@i0TJDA_lG$NHvh?HGYrQ8RdtrueqPWz)u1+ohAIa%F^BY&~f6a~U^qgwYYU<2$6Z
zw+Gy%Lc{9zysDmVSwp3(KCV!LLBx4~AhM;&jwt0s;vkD}qZMXyH*eZuWfnokW_3b|
zB73vas&#)))&{t2SPrUD4xT_0d5|-*8#SCH-)>hx<r%=jS{cKZC2GTxjJ2L>I6Bv>
zB_|8$Yt#>~qZwA}X4s~mdVDZYX{!8m#?YWYT4q-idhncQL3(-JfBOHibk$K&chQ!V
zp$CwXoS~#kkdC26kY?x>q>=6#U<m1M5Ts#1=|)OGK%~2*yPG%Pd++~Q>o@D(bNAVM
zpL5Sm{7%>9oI)^vXR_jgIX&>?RRR=rMPTJezFYXg#LaiE8~D({bCUtYr4YZR$b9;j
zk6uY`80ns`Cf#$2#cU)(mgiY<`29)9ganVUZ=4;0W4>}`TiUVr%s18=g`|8Ya&eFa
z`n4%%ZGpfD@8`#>yW{(2Zl$HJ02I-k$7_kfnmwz=>uTfHGpPx8T{Hh(Zx8Q#ZY&>^
zOlHD@iGY4_th2!6i;PY#Od}*E2%t_de!dsyzKyXyW6p7I>){13tFxxhZ_oUqj6<C_
zq2T7zL!A!tK%_3b_)8sf5uNGkb;)nSWff<DG*i{rNm@v@3{`Gp2F@i=o<3kfSDI@)
z>Yb-$AB=*H$g$ouKnzZ3=yv?~lU@`LocdsnzbS4G@MOC5lno?7UceFTp}kM-Qe>ln
zmRQ99oVyfP&9?~oXXf<wWx<G&$iLXKj2?@KX@RL9IF(w>e}8!(ZzedL&>7t|r;AsM
zn*u1q8LpDHtMbcgt^~$%ZlckvTIa59rViZDW`(_rA&bnCCw2l=@_akBDB~FI_W7>!
zlFf&5tO5Ib6Zahwj^}`X!KdRMSc6XocU<2^dDqOl6<MgiAD{MkM?82hZFm^{MXO|7
z(QBgL-A)YHrQNa=9%%))*;Y^JeUYnSY~HLnZf@C7UvoJSL;IPKN3r9jIzodrN~1%B
z$pcyM7^LB5KL0d-?S)M2Zb-pDf%CCg#}4IpGTqw|p{7hOYHnf;bjjCM5Q%+d+6UY8
znk?r3dbZ4c4fnhUr3Y}sPHa;`OZqG7rm$NB81$SCO4~?oBb9Gv7Jc?14qko#L685j
zV2{&-{xZqC*bTuP{!EncsvkoWiPz$1B-ZAwm@!3cc8@7>u75f5zOK=?kzDC|wWEKC
zx<9$k8Q^GHwQL?Y@2tRNQ7P4DtA8r~r^@ZMHD%@GRmf^Gd-BGlLQSQ9#lId|iu>hI
z_;-yLxu+jrw}X~Whm7c2F1HGfXGYODMs3k3QkyJjK6prcz6prdu`%V)3KM*NyE#v!
zM9w5mqEqc;^;H$+A^)N!9Uqr|B>eiX-{#-y_S8(Z;9?%eCK5prT-vKgS6!3eWVC-j
z{`~9Z9+=m_en4>Z<zJz-ng78;tKO;{I|y;V9&4H$PDginKNvvhJ3=>nMcKu(8Jh8z
z;JTbV_I46P7Ojr5QQ&rF-=D%@&6I;Tka!!Seo%pOSraC1{IFW|;eq3}{YR3x$IS9u
zPtGp=nnU&_+7aZ043&~C-=ExeQ75)V$i|u0C#qp8TD+y_g@8l!%^QeK?JFQ+{|vqP
zqNRO*ZNPVF-hU{R_A7yCI7;~I6_cIj$AZqdQ+22}A_w2zS`wW?yx9NCr#wT^gN>n#
zo?il2>Oq~qbeRrr-IM!8e&0dcCw(LXkd*b5L+>u`_%!43Jdx`*O<?1G^AjCa?jQ9j
zjJN@&$H~Bjr<Gfio+y~Mjf(jI@vMI>4xje$^5tSn$KOQbUq>d$)5Ig|a!(RkworZX
z^tI8f5tn6P))Dn<@ez~<6N*)5p@g!pT$4iC8N2o9!pzYl`0^(n0@<$7rut4~+jzLo
zy#q^LA>}fM<+~%finW5Ihp$ElF<PLLX@nKK!#}LgQ%E;uyw&G$NM@|P+_2ACblKW7
zKm&#1b@=h8R=1h+`zOZTXh?k{U?sS=b^vP$SK=g>Ycawcu<CR+13@y=^8ll&>n0k3
zO3)FqhwzMhTTiJ5>BMTv+{__d*H_xvKlM2joUJ^yg$~QrysGOzEbgNjdU6Q6(nMJ(
zaRa6=rn>!=Svt0kGb;ghA(B(k(-vquE|lu13h==?5oxqo`O>M59rYgA<qsZX+hTh?
za0XgmdNf;8&8u*20Acuyy5r2%Z5Gh9FEsn9|DQXdBX^b9>yIX1QjD*t4NqKGy(kE(
z#zkHc7NO#;l(SP*`&N(qbT;TfUYNmKNNm*3YgrflQf!K;ZR$3a!;^&szDmhdG>%x-
zAiBx+SPh^bn49kxZL3}Q66Cd$tOn_**_ej+0{Y^)c9quOknlfKLlPz@YS-ry{62rj
z;wG~2Mbo=ZIGYRCEIP|*TrvU-8*)!5yBv|X1!#Tp*1ze34bT6dME3a)R~EmLa;<6)
zuqJ=DIE;p1PIo)6I0`{a^r>&MChS1krp532>rvR-r(cLU4!l9C@i)h0b=&RT83ZYB
ztANI}1(bxfhLZTUCdn6t%J+0FzfW|ogph6g;S5eJ2e(ouW5!|5Ty1~kj8r91X3f0S
zjJ+4m2d8vaL~J^Fd-I688lb;xZd{(tk?HX1Fh%PSyP`x6ITpdno9Xkg_n$U)#57vv
zlU*gyv`YLcVrGQ|b*AB!PLMX+*z&R4L%PA>L=YlXCT8|C{118PAT-Q<QrnAATywht
zy;7&aoGECD)Ox7b!Ry)dgwQy~Y&qpeL>+(j5~!gPJ)L?<?J=W4+_P<cH6k%Um&DXX
z1CN4rp9ZILN#b9Ut@p5I+6MM2wswP$6U$5Bp{IoA45X>TL$oW3op4KrFHWRQB>mAG
z8td;jg?}cwjk0g2)Ome*dJ7??<)JP<JTa<~71|GbYkYQzp@ZU~$&CT6Lg2S-v;BD<
z08L+q4S39sVf4TA5pS$Zc(L9@TuK^Ovr&7k1^w;%F=ybgiAKC@PzOFN6S0gm9kd84
zRAHn$<{2zhX{V%Ew<XDM+ts$ju=b1CMc$2R=2CSX?OAb(RH?0<<fMIj?!k&!I&i@l
zMe)#I8VV&e3cfrhSUA29@`%dF?D9fh2%i2e5m)1Cd@j|lG1!W%AnVg-w@-UaIp%=^
zIl9hfu$YXJFEXu7ILVI24w6r&aS!ExNk?RyS04->k5LgK?#+Xy2uwT|Q(c!hJ6EjZ
z3T%nH97`*Rk-8#Jtm{$T#x9m+Vzvf3WXOVhu1BJugnRoz;vfknOH;s#_SW$QRQu|<
zc-(xsd&)}JtoCemlNA%$w^mJHUGS~$`)e`oAeu8|gicoV)HjHaIr{EoxIat!KEGnv
zt}nh`v+LCMcM{B6YBP~lnhZ;fl@}4Q?oZF?e6AH6z_zD2jSxcR;|-y}ju+yIC&9or
z#d@*+o)`l)1|Z)dg!;gHON?F{N`Dpe@r~<fcJ%0<NBM-8eWF>G-?<O&i}#kKwIy5Y
zo0_f-rYt>Y4sWrGxpZa>jFv7td}|&LE-T%s^a%F7#4MtHAd1l^!0D0`cWv47<F?1@
zxZWanoPKeL;)2?AiZj?nZZ2asbRQFvo7+aSexri}4Mqo68;4ri0|K+lPq~wpr3_FA
zx{Q5Zfu~V8${KtX{WbVfwIPGcW`{5kPqw`DHMi-UUKBOe_ZuK&Fv;8kjZpeA7;Z?E
z;PfXr9ylSO<x)XXOQ@@$*46$}&t7u`Y-zpoYHNYqxWXP*^?IG_+t4E_;N`ZK8BfGh
zY3z{q2UE#y=RiZ*T)FUNJ`R-qNYfNxUFS|LEO;J#%5N{5%$pmR>CxsbT0}<zX+bk;
z5|3fmcB5?zUOzPH60tGcmWGH>E$vj4({h*bF`~!31$f(<?_Z?WuAu2iVc~s6MA8V3
z6{u8tDq3xa#li^HG_47wZ8*@QrC)>Y70RJ!XmvC%fMOEt;IZOL5g70+d3H3kKvZK#
z>_*vxma&Mv);-1j{X|^-Kj~fuxdCEGCX42|!!R}JJ*(+lH<Qeluh0a?3Ey6vG6Dus
zC(P+0C*pxWiL!%F=5m|w4}(U#8qUR9NOUF*f5yUK@k{**{iy;(&1_&g5Q&|f)u(?W
z9pEB%HLBSuXYsV!fN@G_nFTgT^ebLkAA*&nuEupQ001q!7?qxUo7wd^>r(U<k>@_E
zLenD*E-i88`SUAr8wYeBHyZz&UMq4>(TmPxTRWWdFckSIM(y_=s4hR{Fy^Qz0`I2I
z4UFNbz&eBEo*aqf5@7&~f{EP<IfzD?L+5zlQXuwALA<Paj;pUo<57LkKVmc;?9d^l
zm)o)UT!xz$WGym!v98}g<WNO`Y-)iFAkO@Jc3uC<fbB!i$GDYybuWAT4Cst0>wyf9
z9^Zh*I2a~|Un^2pf4WT|Qm7h%WoI#q{8_>h#=;XVsAvP;M_?u78=gQ<WU$Y-MZfuL
z9Bta)o<NBa-R^^2<>OFS9Ul06?<Fi!8g4MUsCZ1YKt!W0SAY#Vl&fSmiVfSae%IuK
zos`S0a78xY3sL;O^9?vJ(iEbf;VHMt4u{qv7ja1$yP+GEqv5ch5>zB?UhAF5hAIHK
zmUA4sb@O|X${28~4*jVbJ;?hY%0IRp^35~SO7C*buU?>rB8GTE-_4`yQ1J#t%Pun*
zg$<?NNA5~D`>BDXAUl|R-2H@ssF_?iwY~<h`>w&gT+LFyh6(@@WgyK;0~z9PG|Wfo
zPx|_+mjv7r0d!epH(x(Fe6LOqn`-TqxW?0idZ3QHB7^-PTgYcH?2LZB^;8S@8?^^O
z2Dym)V~OiHsOxID;DckQ0@L2{Xk;Lx{=v<XmXSKmdf|*UmBFJ#Y3d_|R10N3YEPrC
zO#gku$8XM8_i6_OGQA==W+A|6-A|F|h@9}4_IPod=zb!|6`enR>g1wEtAtY_*|ft;
zx0RS8DiX+`Dx#-Z3eggUS1Agvi#;v1?`On;!rZt)1gz>^V9S|5>&|7`Gcy52+GJB*
zBH`ep1BfEp=&a(;u+J!R&tvP^y92J3L4D`p@zVuaycjy_g!`|^($1k!9k7vHGlCKJ
zCX^p-ny)2yxyM0iY73zw15vzQPj+6a!xRJ=jpoiYvzbeBz%GL=*1xh}Qc*}<-u(nJ
zLrR1V@X{}sr{A#+dH9HcP5WXQU<X7<JaaUgsrFnBm{GMQ{PX2RlY?u<1%Dr{Vq_2u
zD;h`h{6<z9!lkIo+rJp*r5(uCU%0cS^VKB=I3a952iV`iOVD~jHiHWj6E<dww;#CQ
zd$s6#RbP=+M@EpJf6RD<Wv{?Sz|*e8W_KJ9r|xd%j~A*gj^Y7rCd|LF;^5kr+XU0n
z$&$pmxV}%(ONPZ`fJ_No>}G?EAXV+x>Q2X8v@>)0BS(xyqO4Km6w1K5`x}pRU4yAG
zXOu&7!i?j6Ogt>w!d-=iWucC%#yfl>2rYxo_>xRl3m*HL8PP3mrq|9!xxJ?fKq=qT
z&)v`KgKPjR_&93N`rElFpt|BE0<bIW^_yg(_(yqtsbhDknTtvyG50V~BEos!uG^OZ
z_L79X($E4wgUBR$Fb#2U1GPy3P5{`Ar<%CHboA)^#4UMIW&S^B6XTB<-HjT>WMJ`J
zef2VRe>$+C38OIN_#Z+ZYJ0_~MBBN!yury;wDkBZaKq|@j;uuR(l&EcTXgfc=2b@6
zY&y?kjZ|q1{{1TH<TP$Fv?(V(w@*LYd`5Br1CkqK`K9?^#@nkyl><9`4%3Cq`H-cT
zAjO!(p{`f?Q}FnP0Tx)P=`CeY3PNxrhi@Y=WhoQ@qLAtFqZ1+IvY@^ttG_(TaFL(U
z{0B*iUk3NmYCDD#)mi`0`aWle%Kpvo8bq-c1o42pL05KfV1)e$3gI%oY|*Jde!gj^
z+Z{+VWx&f03epxt;<XQzQzirhWQV;zh1D+z-Og!Txs(hzR`|mUGs42&^$7_|(flve
zPvsdMe_ht=qNOfh)?KPWUZ{}Ora3p}C`#j3N`EvZn&910;?$fuXo0_9dr~60#h(R4
zoIq)XbAc0Cn`~d%5J4jqCenlYJ=gc9+?92Vn4oqU1XsZqNqz)iPSkd0lG%|evZc{?
z)Oe;V3KPh{(W8<ZB=Pc5GN`8ZJOb@C=rD}-IY%Gr*mdQKE|-2>IPPn&5Yf#7YFFM-
zD}Oek;_iTOwi^Hu_Q0jY{7m4)=Qe#qr_UVpmbzv1#wOh}w(QHj0Z_nYSAw)30F4Y2
zYl4F*`z?b|gvK`47%N0ymce&a)TuLzU3Bf0Y~}D^Z@G)1l{sceP@i2^{Bl<Xq}D3Q
z#UFo8H*FlFa7O?DYF9`>V$TN^TY@U7HvKnfsr)LpSIO-_!~t05nYj3c(I$Y%mB3s3
zwIj;<l<E57KeV*?E2a_50#_vm;%uEugze06IuYWtSk1_OR(vkKZrFnRz@9c-x3mAS
zMR@d&pdvte1W}DqnQ93KPGI(K{l$Nyq1W{&^^v31SA_gn0iWX$_d>djjpZQPFdw)e
zpg5znAK@j3njAmclVz0YtTGlkNM0JL-P({xnxN!vsO`?k2y>I9#Z|MezP|^b@e|$3
z5ZzKgHw@HQ=5v6Gn0l+PRV?8c(VE4-HUOY6b1;X%Zurl+fRCa_^<ioo^kNsJ04NM<
z|H1@8a`FHwaz$hiF})9|C^d7%73_H{yXkGIkF$lla1aWdSc0CG_rC?7;liPwlN(lU
zqW>3FA-@mA6cs<HhdEyYaSwm%bb=rv$?4-2cBXS8jrXb8?RjWAFHqSRHPA4~*@^%I
zuCVy(uA^zgp7o1-xEKrATC2afG&72F00q*5<1~bcacV0g`%!K)819GHT1#5<Zm6NF
z5(nZFF}p4djn`E#G$n{WoUNti2FwW;^e?t}`<YmrKawGaM!LWsuvw@fB3Y(Hbu(wl
z@CR11s!sINy_ma>>IgYy5NJsT@f?=^rZ<96ZWGPE|Cm8jGf8uV8TNWj)IQ3g>!TPh
zZ*;~YOibL^9oOlTL-XTH1RAx};NR6|SBT=hrs+bNwQ|=P0~?7QX1&8S&s%W|j7p8d
zR7_BjD1vhOn%?;Fr3u|0%h!sssw~QmMsBBc;Dm--+InIgu1-uCqO_X=nU`r@rN6un
zm`{9Lhg_Ih_my7V1_7oI=wWIQ5%Q%3p2_C<t~O^(oq{yEO`)ikxQbU^T;{@Hm>aEx
zIzNL#@GR9}*B$koZiOv%DZ)k+gwbn`8Yf^~{q)-_IKJd7XLZ3N5Rv^(*gyfL&N$wu
z-xT&Hgc6zI2%9qq*`Q4U^k4??SvkB7gNXfoc4dT|qV<MKqiszkOuDV*H8>4q%volk
zoPcB#?aH=z&I#K*AL%Wvy+{HZv)hRg=ADK>#54{@Wy8(a_y)*_H^QDq*t=pl2V(9Z
z93A?{8;&}}-N~`bqT69_>fJFm=))J?OLZBs7L3z9O-qv{!S$5%+q_y7kSwu<v{DrV
z)HfqOXKiFg!O*R$j&MlA+7vs$MIWF<RAxHKj_MYQ1PLRVCdW_#8xq{<eJ{WFvZ|4T
z>WgFGfr(dAiq;83g?{wlyaI+@-PgSwZ2M7^y0Cb8Aq(~&yl5MkkSG_TKc1NTCs6Tu
z|D3dINEe&F;^s?)BFPPW&!8{tJFF%P6N#51=)UdYat=0mCRywRU(@f2h=g&8hPgg|
z!ly6#KE4zK;b>t4uM}>q=E;occU`+xRc5=2gNlN9B(#7ZD!+br3A*IRj{LemycfHY
z1s|qc_pxQYPY6!QK=YycR!R$!gJCl(I8$M8crY*&i7HOjm6_JHy%1d!q75XwzMpcP
zQ_YLN8t}mTJEvQJ`$&w_fOVhGEOV`Kd+IA0)gSl2r%RL0B&6z-_tqE0mSG4mml%=W
ztujc~Af4F3r4vtN6g@lxzUn@_@t3R&^W`+{dwEoN!4F}q{jM(^)Vj#E8x4y$QuvT<
z25!eiRX({v5PwG#_SC}u<O@l-8kzj&4YzwB2cNN9ntgiL)_@KAjSxEzf3kLH=V1U}
z)0^U39NJZ>zpMq!fg4f@X8zDv%GbbKrs<)F743mF(M<ynNz-W49w~=P1{&R%KhQwY
z$bDN1Yj_dX%;3h@$_RE%{~ik;#3m9B+Bky+^_eCkb8K?LYf8HwccNPhBxb#I$cv;N
zm>_}0zbxxJCl>6k{#tR$%Vf%n9v#00nEAsA?`E$GknvqgF!Pn>J^hn%lFr%lTRQZO
z3~8_vBEJru5=1ljAJo^~!D3<NZP(fdH-^B34{EEog>a7b`+9GC6zQ@Jc>u^kp@~^$
zK-%FsC*0~}OugxmZOgmc-N*+?>;22`ox8mtfL(KWX32UTCa2E0Fb{{Aj1V4L+v}!D
z7uW?4E69s<y8Dx#kqULI(?LWSkNniZ50VKu0^Q(G@WFw>_TGvX8Y>bG0N_-z3cKh9
zlZ~fDcw2Z(r4)2$;<K!xZ+wLvpXR!@gPC4dQ)iIZWeRrCJ(vau8^kDQkJ=u~aU^W-
z)AvdW$we7eN|_pCntYWU`1*2Nxew}tQtsqFPf?mniI2WwW|Si(`BVODl>z2P$2vS7
z1NQ^aJ)w~`lQ0`p5aUR=N`Q*~!Kw@Wna^$C$u5&5NJ`89`ypIiZr_Jge2hEbBeOM{
zXnYE8V4a*gjjh3p@;@%V{Q+*E#iuZ4i56nMk8Q*Zl|gboSz34InB>2SwN_J2#9&B(
z>AKS#D}oHv5^t5e8(z;i@5^vj{sf<elvjK`jKF(`{fSdgwoPAdYw82Yl(YPJDp%JV
zxwftzR7h&9WP6A}J!SjxY@!TDo>U=%T2F`E+yVWzf9|E%GF{~)mBxF7wK3h6vQu1U
z>f*#dEhaJ)UdRsxvS-5qyCT{87<OxSh42UJYdh3E;iNB2>6XePM@*I`N^>uC&Col*
z;6P?@o<c9X9ThVy{^R&*r{*tWej5T86Vkko=)4eGmXyo3sQqoS^+RB^^*gbnWjv0{
zV*zbEd%VWPGJ`@<%EaZKtb5uF-D_U#rBD=oH|qcPGH2M_qvzU8E|Vmo69<(YXuBoM
zV2hL(1U1!qbhY?TthUDfk*3hE`(KIw6BslnGP?=$nPz}2!|0E-hx)ZQ%tc>L_bLYJ
zf50!V8=L6(5JOF!$KdH|T<Ev-D~nEmJ*)!i{62b6orv<|AEQD<>uZ9-?KfQcdJnBT
zLJ&nPbyM6S8Bd4>OQk7ad-&~!&{mSQv*Dbdl@2$^H%{4&%22(bTQUTNCU>Re)eodi
zp;~+H`>iF-shkUjlnTs6tQYQeF^;R(Bd(RMjw?2DFH)ua(tpxz6u@J$^r1a{@?(kb
zOz=K+X%6<|jIox{7#tNM^F7SIJYWiwNdfD-DT|-7Y_5!8YVJn4ZQZ{`$lwvNeds^9
z!-;_v)x-NpU9{73YS<oGyC+0(`|J1e1M1EoIj>>6Yv4pb4FC0S5w|SpZf<Jd-zs8+
zPJ)~(Vep7Lk#LtBCa(>VD^20H|KE=9vZqn;xgcF5*c(FGO>6LH^z)%kvjbT7gqDs6
zWb`fUfPi*gJ3Z@u^7`oY!m2L#^IvKMvqtIv6r_Px%|=7P-uavbU{|}X#j!F-Ag(t-
z>-<M*W&5>$*SklJ3Ph;N+WwrZF5sitrQqFn!b8!t5m&xk<nbZ@V9HXdQi)8rRAR>z
zj@_#1W$y_KW>p5OiTN1rW4!9^?L)us-F6E$<#>nfi`=2lddDM86MIwqT6%EA<c3f8
zs5{H9fc+dT=TS9-i=~9wsgoW@`wAtr0J>ZbU+i<d)zgkQC<)vmB8_*GTq)}uby(Wl
zjxb0asrollGql)_pW$~dY|Wkh(6BVi1asr%6)jLm9T+<~e#<*REpVR0xz2{Ck3C0Z
zY-M~&xnSy$;I%aS!g{Lq2R<?63cX}Hxngj-BlOf3>fSwbE-A+`Vdq7HyHAkYm_JvU
zUMD^=^o_lW3_(y@4K$Z!*YEMcH56NpOq*!%O0l9!w7Sk|@@7q$etYC#@BKnow{aAI
zyJ0M0{u%%hmr2Mu*`B3u<^*>}Ea~J>5_=?Su>OU`zgeDrkrT;chkESWM9^8}5D%=2
zE4}<WFmpHm09p?jhQjlt$o&l9nd_vx0_IE4<j(De-7^tH-Q{-th)S=NGJQruGmsyO
z_J`TMHfwbc_3hp@vBC4G&D(6a;kCi`&`|gD8r|T|TXL(7xF@FAiv<$xLtpo&C%PX;
zZ$YpF^5#!l`K=_z{Z(kEwi>d=T40@D_NhRKN4W9D?ySQrN?pld_$5l5=+x(|3?$IB
zTiW@ZHp6SYe(m}9*zS*3lpmc*FJ=qJ7Aq-o6A31{`9mW%3+=$4v9r{08ItnukW%iT
z_L9QK^6am_|KIzJ;1o8zhM>KxhEiHlxl7_@UrR#=E8~C0maZ1RYHF6QD%jH)$7+;|
z>rPINpMyo${2v!fbD+wB*G{bmH%i-*564EAS<w=CWqm_|C$q}R;(E~~Bp{=A2oeIR
zUL0hmGFg4%IDoN?EN;IS1Z>knXqi%pj<q=1gQr$sakL%F^!nuI(%FaR=5zr-txDdj
zE4}S^;CYKkwURdvZ~MHr*{F`WBDEahV{!1CB=Fh8SD7qwN1Fs%#(!Q0J=sqJ_Kl#q
z*LD$GpYB1XpAHJ?Uv3%qIxLE%MZ=AytkkDS5Os++^ZFC_a-9tx!(*JrmsFn@tm@ou
zwk3Zd)T+2ehMgXDQgg(NI@9Z{b5jl`DODw47qp=7GaubYq6TYtZ>JptiEwu}5;oig
z$^ZBN8`7C|9KBuXjDZ{m66_ywp8J0^Mq(!HtgG{juNnHiDC)4TQ%gs|GvsXVko1^t
zF~RQ%p7y&HJeA@TKF#n`;}CTq5v^!u{M;8F7#em$WvNrMc1oNWtIuYBSQ12P0Nhl&
z_*ko1g2~~N=o?lwQd)(ZuTPq{ZP0M3@#!}WMV4o1=y`yJg}UJM%zeN;w~jjtEaiEZ
zZW?z;#m|4H^(mO_i5M9h`RdoaZd`wfY{Huz(Bu507ufiI$e*<Rv?bsuTTjlm19-o*
zh8Zn<DJ5GCz#Cr8qfD?xS=Sa|Hm*IV2W@`(HB^(OaCRu?-f<f_Owg7~81ocYQE?t<
zMS{=ln9)xh^jC8C(*-61!(oeSeOv0Ac~I`Jt|(GBlitxAP5_hv;AO7>SR0%uhJ_q@
za|Kw)Sh{K!84`Osi?QbkFX;N*P6f<Jj&D~?4M;pk)*SCi`3&nfS@BK^cmKhSnT9}G
z65qR%O?dP~1FJARN?Z{ns-^aci1Sw-X?$c}EaFkzgYP(`lQSU=QwoT^04rIxB?q4A
zkSri1^PBpjarE=~5awyXsP{8+KJIOFWy@(qy|CZcmeT<~=T$o0qrk@+BXQ?SzbPw)
zW1+V~+!Jq^tGQ)n<EOHe{H<9w(SqGXYl%M$579Jc3Vka+C<(F(gE<G%%3X357Vql4
zTy(cRS*4%&J!xl>lD*kHxD|dgMe4%vHBp6@lI?l=n40#cB5<P!k3gk)ZS7vjMB|cw
z=o^o#V+S#$B~Qz<XI}O}*dw_*dN2!oMg=~Lf@f=uotG=?SM~{l+Ji`Q?2~e^UJIS`
z!*v@$cy>L8DyLDvI&RB<t{FFX;htMXott&mw&z|`!?sgOda7+lGh|0izQt!f;(1p5
zqgD*-!*kOd$E#1LhCYdo0~I$7MNjR_;A@_|njd#6-)5aq*>&zsiJ~L9|BSk6$i`-D
zZyL(F35*I;OuO2spra?!Nb+j<?52<u>vmkDaTQ+9%Qf6}K5dj0KkrEzi18g)XjDZd
zH*D+yIW#N5MYw-b3)9;b7qDF<E!Dzm*9092<7wL?2l%zghgla$T8R>jnUoJkbetdm
z1B6J$L&!sySc%D0+x!pi_Y3qO%eWKpzw)Lk_wM<gKs9ds@wXR^6~$-QR{p!4$pxp9
ziDzAQj|Lk_1{E{IpFz5X<<pr9|5PZ@;~jr0U~qK%iN~!UdJ@m+a&j)y+N6Z>V8|7`
zn0CMr8<6dNl_6Izz_cXm&~wreaPEDym*;AtS0u*fc!scK`G9XZ@PSsI-Y}%=_Moft
z@_3o*!Qgq#zP-z^><t#(y<w=)GTt=gla^QPfAJVT-qLAVS69utu!_?kM-DO%!%yas
z^kMpFwdan#%iK0^GXh>etb;EOjM~q-JqXlo3!vM+ZRA8Vf+$-5iO~jn=9Hyn??;5Q
zNUl_8?bjut%V0fwJE*uIoNkWWlXWFTx6ZRdm&b&T$z>m+GWQyd{>I8s>_Yq?271H^
zS?M!1QG+sn-PPu;R9BAiDuXn&4`#I7@5$p6wB0y%UqF^B<{7oCqBfh!S(d-V+}Yc|
zuiGALJ~;TUCnzDo2DVnCJDi)pU6UsmY3(?BGr8vUXZ;)}WS@d*saega=?59{#L^BP
z(6?$OywsgAWZDTnNNC$#1;;Dj);?{chpG31mlP3rI?mM#T%nD!oBRM>v(cQWUi%hP
z(QRGGpyS3Qr{;D0(1YJY{=tq}GM-oM<TH8TYMll5_EZha`Ceb5Rt@}`9URau_~7lr
zbZwN22{MW#D+);$2#xK@iymZpSa6iB?_2CBL7VPX&^?fevoxLRki4I6X7jj8Ro{K;
zHtt}VkcZ`@41G&lOtW;BS}c&!@Oi>yZ9fxd&GBDuT}zl37QwOGoi_V-*3!f=Su4y1
zmH{+ifx_pL72@RVhq;B23{TTkwA>fXR1Zhm5w4h~t@F#MNCmg|?Cqpo@~H^ZN3<la
zZ$)G<LBTeh(>;HpTi{i<@0PF?KzAWye4fq5A@s{Z7Yvvv#a-&az#>NQA%7))XbVf`
z-_wdP8<;zC&;WeqpGM=)#BMzX->0hKBs_cQ@G6T+6F9c)a^Pg)8(`F!=(AB_h61(|
zC_WQqK%*0I^EtWTj}1V<b<`(Q<l3UZB0CfnAV+?lB9}dfdgAv(PL5GpZ0j#xFp9om
zEhZmRzP)_QB>GsHl%TFVHeRmo`!wx>zP`xHU>Npm7nQ3kqDeAT&KAdxGdcM%7#X}G
zuS&MW+Q*H9DYz&;h{;xM*s$@1dn<0JILH&=6eS@%P)h7WrHhti#XQKDFeQIhAI!+N
zeQt7Wh#vg0dJTfP(W~fV)*~nO@kxbv39x|`WH;lRo@zfon+P>&zoM69UpFE8W$fa(
z3bRbY;xB`bIc=}swO><#1DLM4Dtu)dUJ>)5N4p8=XzGO{P0M$7J0i6mIq%SaXmmw=
z!Esg8yVsJ<{fTDI0XD@Z$D>h20H-C!-u2yHe(@pod@IORj7-jF%G-T3=|D<q;$L-l
zt_^XwN3$+O-n6NCX=_V41MBA^AxAYXplXF>xo;xm`gR3Beqz1@%n9_Yi%hE(p@~jn
zrMF3j=A3YM>)V)=6k=2oN4F;t{G8u0>gBsZ5vZ03ayVh;%eH2yA<blTu2%reab^?E
z)CXNcT>;~9bqqD;n)fk^yQT2=_EjwBKf%RHM3iohYK)?6T%uY;l%+GHXUn22%Swlx
zRek*uPc5(ms@g9z?u>!&Et1~VWGS-+I7ZjIRA5wUDfBRTaSxmx^WuqQW=Dq|<qJyQ
z%%?3nxzo9+F0RH~CPgrbdO(WWjKcf9k2~+XmOQNE@wNv*?h=*jJ*|L!Gdjn&dvYs>
z2Kn{z@zsS&q6MWf3G|SvE;e`4^YOY@CZnY@zqIAa_(POf3i+$f6sIR~1cQ+Ehrse`
zEZ%M3$0wwtU{I`$WVgdNgFd_hE8+4VN{}WWuo%Tyim&%%n*Htsr(Q0?({Wb#?eg&+
zWSUpIxBY4nhvc17;~K-|2AZc!*3@Wm!mkfjNbAN%x@rDeUrrPNEm)F?m7LWUlR&)`
z^Pt|3cjGc3kGo!;u_kuW7!oWp)KAiAVEcDgNcE~r(c2j%Lpv#~=6hHNN`%^h_>H%M
z+~ynED!m(T>jEB04q#38wFJN9n3L6;dxeP{cbqp4;V?IhhMNkjR~}_QZFtVW{e=v`
zAMf_u(MT;=H|eG3F`eqF-tGBHkLatT+7Ch=0D7nFTlH>RpHs4=VDaGGF1GY{ZU74v
zY}ZpWMsXM{g2eeF46pKU9Q7e>bK}%Uo~-!Fix4kKmJSg{i5gBK!L~t>{$aK8c8A0d
z0B_<R0c}2(Grs9Q6SIyyofX$ZpNU3|E*w~xEM{P@D3CH2DWgqeEw-CR`|VJb&)W1m
zS7sV_>JB=Rhc(w9lP%}in7>*l5cqXj#eGU0oy@PL?%QBd|G{gR-x!~B$>fn@O?+HW
z{Rz`pyAumk^!=C0y@Rp?(KAU52{(v7z({t~LP1wkx}+y@KA9*AT7-Xs9MnFQofphD
zdL1XXsavjiufkxwyZzVp17HsSB0O;vr;N?F&Wd<WyG9BjQr27Pve-zF8~?24FWdDw
zf{{I^!V`3nsKk}lx2@THqs^@`)Qevh3!^?#95Bb^Sn@u>O~$)f1VGndPOV9SD;Sj_
zu`q!}Br-oB4Ix1UzzfcH^A=%B(SQEVb`_Kp(P7H>>zq@&yv9lC?!Nk+$*po{a{#A_
zfkF4^keI}|ZeO$6t>gALTMi)a9dE(zQkt`|%KAMeS;^n6Sz_kj$pgp&4C)&M$#lnY
z{gTobb~BlOXpXwPznoUR9V=cR2%2$mx&(k7!ufOFRC(2-o$ld6Up!;X>59nje=pSD
zoSzHVL8@i~xImzygDN42<W3k_h!ZR|AxW^-vaeC6T9T&Yx5%d=PNPYyyiofr$&k2G
zDLJ6*Uh$F)>7b|2T)y%la5;*Ak}P}{oruktKAZ^Sxl(8jrr&!h3umBcy6DnO4wjiu
zs^So_8gnf^D^LDDtijcuhZIVu(aLrKpS<7Sy>qSZ3^X?M&^BCB6^hD9i5IjN4UMe*
zHh;cO&&OIWBzUkoLJ!YVSeu`t@!+b=>y+43jBt8g0jdgv{SZ*)ycjN*FkUT(<E=iS
zZIxIj?0Ubl(6pDR%ADCok-8#Y01cMWYa3vR*DW0vdP@(!e*%~|r25ermy~;$FR-OE
z!G7evsIC5ao%1U|RS#2q+CK??OK6Vo{L)S)Cs-iYOS#;!?hq@rCbG#__0CCIP;kRf
z+-yJnX6PJzgjf(Xe|-(ucAmJMov*^R@$ev08K0hdCE`>v8k*?=L}-N07!}oBM-N`R
zh+4g9XY*_m#d(H*0quy7{*G)?*5LAI^mhNV-NBZ4xlKiN{q7Mxt$~^OZE#Gv>y8k#
zhw<aDSCj9kx_kKHdbq#}Tk=Cvub@uIH=US7;qA(*`YJAGh@vKJzajCpE$5(yUPQV(
zMfW+99=8GtIko?W2yOVuT>*`@ho)QW^mGYpr71iNk4*{MqBEVY+~2;h?DviZ){z(%
zR+y$cS-3i43sjB%?0Kf<%Oi{&MD@#&6{GuVEBm037T@8cYq&D7eir}=*s<G|XR2BD
z`+I-e$(%?-*0`iN6uqfUv_fF_5t93|q`DbMQc3^G0>`B*DvD<4kj+?$3L9D*Y)1qM
zS@q9_1zF+RC0z|vC>2@qm3-VYR~P66KW}z63qE`ZWLDMbQ+b9wt!xJ#cbklzR|N?V
z6G(ey_F!%yX2pni0XjdVF4#iZ)zrzNh{PHq@8~l5xE{V3-Bti0S6}2Cn4yK{G;uv*
z-(lXnY=Sx+eHK_ej@i6D9!gWM@@?d<UKwN?O|Gj+8fSHO$hSx5b%~tN^VRH@_g#v-
zY518R-XIN8MD-!6obfA5e?*z~=Vl0AivZTCmI^I(bol2azUsX2X=Gb>iqz_Sxf^KG
z+rD3S8fSF%O>6pjE_*mO*WK}kDIpkJsHBb))$ZQfS(POxWVGL-T(x3Vq%C;i&H9|k
z|9c9BGauPS32o=)x^QehY`yS6mjNBkB=GXv#!h8$Q>)DrX0ej@eiH!5n#}MYmfs58
z#yuBQwmn4Q#Xj$A1ROcs?k@*6#xE{rCv|kFXmi|x_`b!O7E)=3Q4J7pL%hVPHfO3s
zzq8rd0pv1|*ZjGp3UX!gO=QF0e6nMYiK_aKyQT^y@mk$~n(5DX0xHIt$9R!hj1{pl
zvnSNPj>90OMnU?QwQ-F0=ai#UdX~`Nt528!sEL`T;zqJj!$fR7Hvm*sj9rm`NSw=t
zM$=z6?k;Ajr9!{3$01ue6CX_KFUnl8nQ$F)M(;{-Plmt_7*l@w66!F&?Ye$WRd?n5
zG%<cN&ay5)8fiHeee)AMWkyuP3HLT{V=AI4V{2!z;TVR71|n-Z5GU*=kI^=qAE7}^
z2|l=H1!~gc?&z({+lXQD%GmGH)L6+^VBJq`KA$tl60YSoOV$_fN3AqFG!pE+v=%=W
zd9;w+l5D3w)m^`JUNh1zoKnvw?<RaUG>?#<If2jN#z9O)L14+Qv5bLRPonN8jb3x2
z@hgZ^CH2H8Ix1+B$evk;Ls@7*=tpGrw-R;5D^mNWUfa)FQxrv2FY&^azV}v!gt)%e
zA^%KpK4T56b~I<$QZ<+9XWwVv=0F;-@Hvc}z1I{}n({oJ9Z|REmGjvWfSKNe-Z9)-
zkMgp=<#0oVhXCyBZP|x9c+HnD*Mc)obMMNIvDP08E4hF5j5poeD>n_L$v!yQw>K($
zvz|6#&ViJ_|LYIe4UGC-*}6rcL_H(;L$)i*jq%6InDvSX`BQVO<OS2z<u0B_JJyuh
zNSCeC!RVm&q|kk&SD?46_cwhB9*z{xXCA5ts%O>5!i@WF+{>}^@rV^K*6ZfZw)(H<
zYVIU2-}?=K97pL-mV3=VixH2PFw?}H@BY{|6#DWCMABp|m~dNfAJ7P<lLQrg8TTkj
zzr@xl^SQF=75tY>ArY5FzrV+Hd29yX%cR~=RL9bWM8WkiHH#^Zq}%R*RPuDDM^nk#
zoC94~cK_AG=TIeTZKlt^F(+er<5LaPFGQz*`1wlPNo1iuS2L@BnyVdF-(w9e3T#>O
zUfc%XW-ETu8bX&O&Krv!v;H^E@3d(!a05yhLZOx#OTXj`^PgZXsw+K$4-PbOah3Jr
zr6KMbXbuyDi)%S)*=Ly^G{mhL&6$e8%M!D(G(N;WfP&rOL-SodokLN#HV-Lb-!1#p
zm1fOO8-mB^>vsVMtJ8K`YzAoRx3!uclpzx$mBa;1H`qnsxU$Jj8TpIJ;~7=IV1_-z
zgP(TU1IM+MWQf0Bgsj=`Dz3JUFK(y`k<`<phtj|-eBTIbmvE%_8A!>E1&pCng72Z)
zalRb=B(7qg>x_NMKk|JzJ^IMPxFz%mQr~=a4)<bWa~0Bc1(DmpE?$c~#q<@HuU)BD
zg)mvw=5^^i5`+KX!mGv<>Z<rI=M&RO*eUL}oN-TYIg{CL(blI%rr9mQmlG{uJKSgW
z>9;q>Gt)0_PkNCBkmAn!{Fc+C8o39`1bg{j?GX`qA^AkX0i5<0^*?;o(d=--5U&*0
zgyyQl(1~!g)VJtbHydMSD4Fsnfr~Fks_Z=*7!HHp<|*8?z)<ekf9!XtljpRNo7BY3
zrrn1{RG-Z$1gtteb&#_d_iXOCa{E8Z?Z#Xu(74mJauksLc7fuU^jD8&40;pqkK_x(
zEe3d-xy;S8dyZX|^!PQBe-mhopg{niKDfQB*WC!SLfz;V>xc2aq4UOX=s9Ogf+kfE
zz^6k%FKc}WocJg||D}8__`v~!xTAJmCABmahc$^L-RNcYU#TMd9bVVr$nOPBW=N%;
zRlv(Wl*fi_+&mTZ)|z#wRGojURc#BZtYEFAA?LkPiN1-bZ7&ebd&qmbAROH)?s$IQ
zYJJYB=(ubw;uE@>7f(27fVYNj{A@GwUhkv;-G{~jpxsEFak}?vJygy$n_my=pe%|5
zZ76LuE%C)^RC;~Mk|O@~!(j~WA<Q8ZzwTJ3?GBR<v9%ZHW74VeaB=Q;Rpsiq@qF9)
zutWF2aQvM1+&lLCSF+qdbt*QF$#0aZiQ;%|#p*r01Yu*?<2vnf6eDlUV#VoJ-ekE7
z!f1*&BO)Waj>r6{<o%2da)1mGlX8UZXr+sYxjFcn+Tx1Gt?FZ4>huor#<?tm&9@lD
z<G$_bae!Vw;^=heZ9G-_sQz*r_bD0;6TiOnULO3cjO@0GsthTHKkiVNpT0FC@k6h#
z?w@o$3lSdA;HW`J;AQBN*YZAr`aAaFe=n7Hc-5$l*L(M!n)dozZ&!l@wT#-*B8OF@
z6`wN|CGdF<(2PxqY2Zv}xx$`F9^jE<CQ=!g(3<8OQ0C0Oh8t~62ej3VcJfD75Geyc
z`X(vSZSlJ_Ni1HlpHz#(8~(a0LUxJ0{MHcMe>iPBbTW@dJ=R(}mtQ-4zXYCkJW{G2
zUhEVOObu2mB67K8n&xGB0!c|e&0c1x>HM6%)lhl=9t)J8%3DAq^=(G{p*nhqOL!%p
z!uZ<+0#{UWTwhUf!896CvIq39s2s+nxQ7JmFV!M!Bvj{cnLg*ay;xps{B5tH)15fP
zmfkHa5Q^Wyju`TD=w(;Wfe-B&)+1XXLE?}k9qEXBog$^Ffzusx5u#cgi3<A=?);5L
zc>~PDG2H7kqJ=TD1B2eJ8+Yx@O}41Ufn|fd%$j{PL+_L8;<~F&r^h-+F%n%5a7wx2
zC;i^QYQE|~lJkZD@g=LAc#p1%`ifYFR3fSeyb!0-nRz;+&_>}y4%2^;l_{S9&}&c-
zo+%IB&V_dQ`hCP(^SFlL-)yIQ{5Rv|^c=ezm%3$@j=cf$)yzpB?FlQ?vURn$dw4nM
zKQQFnl3FVDwuCp!ihMIY!#Cp1>pp%H;d&uRR!x2?V6~#?&Q*lOt}Et`n5vPejq28`
zY`w>!Y@!#w6cOgr5Op$dCwr>GBmVuS?<e?<deZX7>3_LaJ!nqVN*~YY!N!<uzb8!@
zVL*~G>yIk`a1PuQOi3nP7vjqmL}`g?(8_#%gyeZ*fv2ou{I7YIIZF?=)4iB%jmqA}
z$US&|=`#}C?Y*=HS4Yj<QJj0ytv{ki&RFzdd?MFCn-;fZeR^+?`0s@&6eU?{En)Mp
z_=3`nm{>jE2E#749YyFfiY;=?_rBra1U4CBm_iLQ)3ou<4}kf(41UZ#IxB?E53G?0
z_i|^NXjwRtozXKi_I-#Dx>g)FGUa^9gu@9rXbT^>ujO|mAXyP%E^zH<rhw-tuldKU
zdyvJ|nDe@5tIVUP+mvY6iam;C<?xvTC)lACTI(wd8|uOJ<7N+kmNc;vYK23+ISrq6
zdU3k_hPQ3&D&EW+o=0ZJ5b~xOc4gmzY^#?(xDokOruO~kGvIHtiQ*AMaK=@X?EAH$
zX?jHaZ+a_MdJpjdl9^GpsC#+jBq5)BPd($M&p`HSX(zK9o9)FIcZ(tvw6!YDX5CG#
ztm|nB^`FuAN8YNnva6XFVtkT;d~0x|c)9mIAl7bBLUNp!axRDX<vt;UrEV3y_EQOv
z(HP>hhqxOTdoeTu9UVMcRVlB*Z`h`XhLJ6sl)chEo8=lz+K8!ABQIEpd2dOTe$mt8
zf_c183>#Mm=oQ#OD_za@z;sA&60l}VK|^#b)s?9`-J|zDmbJ28O(Ti#KfQ)ItwZ5~
zywTek{tCk%N--jHLEsUMZN>TH^3HtLh<_f>Ac7{(!NY~W^%6Afr9*0J(vvMxT<6=_
zvq*gJ?O)!SKf3qtBQ{7J_Jz>y*>Qpmnyj78K(!k`R9@cKssK7`djT4b(k&bchY~5L
zVP@zu36b%TE%%9eqi(GHhNb)|>sONCdm$LgWs<b9{fN`Kq7KjxWz(FlSc!1uoO8Ok
zO)JxP*dLsIda>`EB``^ZxnSWI6+{XHh{jK&HC_WJAD>Tx+w(h2f)$A{I0-mfm8+TK
z5{VGB=7qPw-6%S9KAe!>j^8-;jKHF|WbH>{Tzj85F#35wIk0*bH+)e_VL?q2b9-LC
z0{s`AQA=Ni0ah~wK_<PAm%aN7*t6fmxIqpo2l^_UD1t;m+@Mk+0O~{f-sDAH#$OG|
z@3#Gt<h8zl?N0xnS>WAiTAS@*3fEb!TO8LuhY`I3@drc3EImzubId+=h$3Fv4jXh*
zbp<3CfayAQKI=vqT<YGG|J4-wwg~nhtS$Cv5aa)M=<4O(bMc<D_Lr&vmW{j*lW3Ve
z`rocHR}?(vSnHKm8SIeKD%#Y#-YCkBx2NXM?7wZHI8GYvd$w^MG@alagoMz0KexWI
z4tFlgJ1x_hJB=w{p=ysRIZ}4czj<veu+C2$=X>RFKeV+y5~LX6<0!mEnjwYcu@ZEz
ztjN0cU$24fO*!#4o0^U@S9bNpItpk-9b-A!7AbJ#X!|+E8en<u*rK|RO-p`l2Jar-
zKXEb^{kE~Jf|NkG@j3J<bjh?4v_hfu7J8UFCGUU7m;Vwv<lkK{a-YR~pP-gfhqD}N
zL%KCSeq;Hk%~8GO`Rdw+lo9rF^|w5Nd0HDmry4p#zu6Xc&oWZWT49<BcbEbCn*5wU
zvhZsUA8^2qrP0I8G9;f2D^*lzu$rxb2wp0U4EJ0zePXcZaKT5L&NDl_RV+iz-c|=S
z(flXr-gVhZQFuc>MrnHVuukfVp#1^OVh^YcYl@Dmv#wAg3+9JhXKc(FPQ2rRF*S`N
z`^cB7>*RBA57Foc?vHgZzgNq^U+L^lM7+OWkt$zp4Yd&{Z^@4_t1XXK8(no0GNCsX
zK5pkq?0j@3DO>x+#Se=YXKDD(iEURPHO|HU=bnrM_bWwc&rB$VjC`ga9j~ZjLSH<3
zpQr5p8~La9B=Zi^sVWaS_euSqe$M#dY0SyTAJL6Kw^SAKj~`m;k*%*^DL$kWInN71
z<9{(y$S?!XRq12JgH)D~?fp4%aNUqv9!t-idPq8nE+UwuGUWUl_5`LSOGzgEZcD4+
z{jJh~1f8A}&U7l_Nv<k*|3Gi#C;HxXR24t=9PWV+zacJZO4$vi?5dL%9+9AEMUK{w
zr3oc89r_Od!Wp^ExP;sDR`3}^k+<!Ic{k3hB3@%`$=c49<avQxfMD~kVou3pL-*Wh
z*o16Bi)hnqO+_rLg6Xz5X5*hh^S+EcN`sfQKc!q>g^uvO$jnNo{%Oje=jCM9z5b=s
zM8usQTonCBr*3g_SkZ-$>P@4zLqaG;Xsku;2_DAD-<yE1*J|pxq)SHcV*29UzjrX`
z`0{wHaCv1C)zX@dwndKJhSy<Nn>(iW9iGNAuO#eo3^oS=%_ALl-UY+mQLehq6$ymU
zL3S@q;uuA|qUR18v{n_H;PpM)-!rIeO@EU<aFOzt4ABCvmmeIq5Y5i0=O^bkRCuM^
z%F^CM5D#3Z7LV|KZ&bTM+`*0(oLV8Z!*JK{B$ymEu-8jD&Zu(|y1*N(`&2G^o2ffv
z!cosC<AYh(ZDv@SN#r2b4Toda_GIiYGpZQXR7}B%*T|QX+pmqSK?3xeqU$r08!Ugw
zywvegtluYGmk<3=<b_RI_&bLC7;do1us58)JoujV`vDA#e=G<l9qv58YF!BZ5L~6k
z(@_mNe`j42%euCwH}%pSGfpLarr`I<u6O3VS<6<+M<U!t17KD4st0B8w<<er+rn{M
ze+hh@ZfCB&^Y?jq$mW!ZBq*=^$ZTT9mlT<u(Z_K3gOqFldR9}!Z@bw{&0r1lMg88p
zRpJ)xaQtIdKkgLP2Q8g$7B{-t-{07_mTOX+XW}?Mjn)*A&QdT~;yh9RKBA3eMfT?X
zPP1Ny_rE+uK5*_<7*vdnrc*6jHJ)>V@gh?fVd1|B<#gMtd@D#uyz+}vt~aAK-3{sc
z#Ev<y*_;lsE?Bqz*!dyHe%Yxxohxb!G44JNFf7)Jt5{E|wNvJ{Iq(*YU8=%i{>gB2
z-8MAtGv4dic4*kdxhj4ppF9<hEE4HMM)aX?o;bQRnu_XNkEAYy3NqDV%*9^yJpQ4X
z#S@SVbE3j0D?2`3qu-#tpP8n*{%y&~bU6Qkg2di@(O4%7M3|sg537Bkb$sj68oaF+
z0-Uqv^K)?Vf+!LqNGeQ8XfS`y60MKQz!emL!@2TTQx(9P1Nq3(kmCk1#hY7PigVi1
z*pPw(bsH_0Dtg@a*7ZjvD*Bxs&}aMd7gQlGxAae3R<4!0nndXKbp|`>{kggY2fez`
zB$ELPRrmIz!NS8-RdU2<OOrY28bO{Xyx_+y@R`g@O26gTo5scYsqf!8a1#nnXOb~T
zfzI1V4H@Z7$^Y?@X$jg5Rvb|ue*QD-X7T7v9%)Y)|H*?eRA#5?GfvXIceX`Rg2m-J
zL&IyFviS)5HZG~kOi1P>IS|W1rB><}2C%{5e|Y-Juqe2$Yow%mK)Sm@kQRncsevIK
zT1vW0knU~}5Q&+gQ@XoUI-~{ZZtxxM=exci^K-5_b7Gyf_g;G)=hlZqOnMjl!q-}v
zeujY7_F}tzT*$f$R?}Cz^FK`abt%_+aa=^&da}x3{6h;*9N!V2S!UC&uzyZ7=*vVk
z+MAFO-woZQH3e!EA%MTauT0h>U~WtBqywPI$_ikt6saF<Y;b+(x81CPfmtkU6YzOJ
zT2XgrX@}oQ%{(wGG!p>3=Rji?MBNXi1ata_p<M<v5E8ePlg_L|%QAhc;34eh=cf#)
zO%Y%+YI)nl&As-p&5O*H(S4O#ac_&9nYk{k*@z6?$L6rU@DGDd{tXqMW`<Ps?w=4B
zocrMy2tFKlYJUg=ODK~=rCF@P^DA}86UV-pWXQO}C^1==JR*NnBA53egJ2&0>syD?
z#_p297j=Swd#@oCZE74!0~~79U*gSZEOJ|-4^Ob0JlX69p30?Ns&ns(uX{CADgXGb
zKx5;RWNA^&S{K-edpcjilY0hmM2MKvMl!6*Qv*wz#e#o)14TQ!0dPT#<}Yy=`{mzx
zt%;pv{TYy#0$(?j`QFh|HNBMToA;-r#BZvGw8k!(Sp4JJE3z8C{7y1KykwS$s1f*5
zNapX}c4x&!ItLM)ZmS~Fd9;*elXP`TI+lP~Ov&?C|2pK}%)Ga7sX&8`MM~DxRCg5C
z>g#nQFX=uy8QedejZxlRS4w;5$c_anEO2~Ak$poj`n`jxHP+)SbPP5LQrLuxmcWEN
z#OS0QqcxeT-$mgBtJ)C+exiF~LO-zZUOuY)qkbgfC3YouW!GfzuaX>nlS3|B{KjaO
zC-s_NbmcWMSlPrlFTFCe_DYwyq15`+8?f_RmP;?5Zr=<ii!h=l2Oyr%vpQj#LO!wJ
ztdU?|o2%D)UHCbM8h&uB`%faoxzr)-$7J|_=i2V!2d<iVgBt4Q8G1<8)c9Wt&kYT8
z9-Qt=x{mk)j0ZZ;lnAwx_NCWY1<`+^mD1<ZO$K1H{5_6VA4FwJW@m%ghhZ;7g>Cds
zJOI~kbQRK`T37XjyTvnUONpvre+6;H{FzeH34WrywguELRF>B;NC=06-HrQ85H&rn
zP}uoA61iGig&mUy?zzrTNp^S1FxNmk=MV;_G8#o*sHSih^PzRhRg#$58_ix-KK!;|
zoDb^oDPel?Lbi`khKU=nTwrj+t)%~CLlz>(yG#0FlryOhJ#>GF#5c0aEb%F@NLcBk
zn32d=chAwaO-7koUIJ~@6m5cv4xnb>OS0(4R()~s-vA=}Ng~qdm`wN}1Wf|D`>%Yl
zO)2tcH3Lucs~+MZQi-ovZzg+KC=DxkH~kZ|RO%^@rY9p4KQaqF729QkNvF*>(EG|Y
z$?TDu_(65Y7y@-Y-1TZf$t?zPfmI5d8iJdNFhoTt(ho1eXTfmNhj6DK=8-2%Ar&0C
zecF@@^1#^9jeu)@aVBS&jV5XVj@L5y6_gPDWn1Ejd4p)gAXwT(WYEf4-u6b)zn53@
zMc<gAcla18N=N$jPZa!@^nCLp5pagP530&xRQ@3av{Y=7vtOYw`TkCFqA*m&8G>Vu
zhs&%Fg@&p$RWJ@et*IM-$m*szDQ%Y2G&#8ZK5IM76y_fK=@QiwSc>{W>yoXb-;rXn
z0`0Uar&HGBrDL^t7FfYxgtR6Ko9Vf>CXN@gCu-&Aa?s>hO@5)F=b*3Z!Ev!@$ku<=
zbJCPM$o=5TNRV&Z#iZYl8i3UuGX9{N=SCAe_yVIk*bjpQue|f05Gqb^G8T@xuqIFm
zdtP}CXggt8W)M=qko3t)Nhn7ontv~|g}VO`<Ihl`$zJ7_Cs>t3+2j+)t9X+lVLg=f
z5km`MQ1|71GeYKC?|Z=WQLlJ0O49jWvJG*gCs@wf!U~?te!dj63)4!Nj8+cd+;Hzp
zQZcN2*_9Hr^9QgxOwG#Bpai7YjbANwGYcow7M8ttqm3E&`VNE8;~s>9<}rK2PtgBF
zP4Rn6&*1rCx|LQ`9T?!pNYKv;gFzcJgUweRe1p@Kk0XfQO&a0(!QEm+JuIG}I{#B*
zwBY~}u~fa4B|H*35M**FLDfz7o&>&hu?$`}^b6`#KD4tpvV>wdc{`vW55ML~TzqtL
zPBP{rPAPk_XzlJn+{kBb4VO%}dKjPOAFk;7=|&~~+Ct<SDCRZRm;z%#NrwcF^SRK-
zC>YOQW=A*+n^ZHB1y+p(?X)Hpg^@i+p*VAEC5{v2r*FW&t<yw^1*#Aav}AWVqFSg{
zdtOlHm?0twW})M&&Dm0#rL-5lbAlCZL^aD^MQLuyQ7L0q4MvBp0Nz`L8GU`X;W^hY
zP9iQohxdC<4TTQDIj=?~J1W`y8ppe^62_TGt*>foYj>7#J|G$tFEHLg0BTm7;Wc03
z!t4Vx6g#L`^_?L&T=pK=TT!?XnnhMLF56t@;|7-Z=x@51V-bvc%qXY+uxyb%)T1Q+
zkvC?D*CmM1bF4Rs>lHVUFOh}ce<QE}>&JyE;VqyK<}~i6Vq*AIrqP52Hq@-9^+#g>
zqR|HK(p_WK)=ZG$?18M#YZ)}vNbLHREk3V-oe!qX8T$j=7w(bC<mY`lGL%p%<$lXH
zndyi$%zXV|^H=Igs?cp6%#`W<LdcFQ%l9!e(gVZ9!mjFC5}>x+zjGxNpD^<tv)GVC
zH6t)S)SaVzJW^Vaw6}|blz#NpS9e@EeS@E|o;jlJeVe%XZCNN3@(yRAsIYOC&(yxU
zpmHSMCD2|_z>RshnCsi3euna}mG;EQWlrR3+0A%X!`{dW;xlI5(V^+Ot@7utJ;gz%
zugd#0MkUd(Z<Sf!MUJ2e@f$*y-gQB4IUTgElc(tfMNu=dBxyfrEr|HHVMDcIQG)|B
zC4Ui_-j-(HSn|HK_tMqbJ<ZJp4l{afKfyWftnohIZzYlI2#87`<y^3hqhPGo-zh9V
z=AtAOtz8hAK8ClwqHkzLr9AUJ(WqG=w)+NS;ppOKk~75DmrcD))gfx|#5fPq;D;99
z-<an=0idzAJX<}-nG}VOhSR_0<6!UCJ!{H(3rHmxg3cWcttgk-aRp-X`wW}oyO|@E
z0x)PM=qxx$P)rr|($se}0!nCz*R_6qcQ$R{rqP>ht%~lp#}E1@`xyh+5}!(~CV7-r
zabW8Z9uoUCqS@BCk7tALV_uiHAYKx5)zUf+irigzHCxS2x>^-lGiKSa7`Di0(5@ly
zendsv^Rbebk_*?e_uJxJGUr@BZ1MW8PKw<oz?A8|5sYW`%Tn{dOBIj5iwYgW`V)6=
z?u%D5jBN!o{JZb>+D7ECW2%bMkKU<B^4ON76og+%BQT^&coL;N(;0&jXVOCU=_SJ%
zg%}o1bhE0tUN_`224LU$83#6{bz;$%eb=5wNfL+GIq5kZPvCZ33aTcjn8)NC(Euwv
zn97hR*n1zKO5wM&?Fn9fU^h)7;bCCXr#ChE1ilkAj>!(p{c?-o5I?{rI*te=A+F9x
zvI*Im$MB&R9}K}sr+noeP8j*le9qke<=ZB5@vamc<G9dpu<FJ1WTp8!k!L<x4P_8n
zc{Qyp>UV%>$NL#_m?x~K6(!np_+ZtVIOZE*8DD6iLkmr4FmapDVCwr+3B${Qw8K*T
z!M6!tzJHn&<yxc>7AX}du2TK#mi^2T;u}Z?XntWA70D}%MbrF=CXdu9l+qjOqR^G!
zRAeLv%W_!2NNOx#_m@e1KBu>O@4N2?f{!QB@51i~6!0$8V`+E4WKtc9zZL~kkaK=d
z7O{j}T3NBT)}AL<@#>Qv;d9{!1vnjE?d;z!0t4E(qi|Bg&&K^NY<u--eNWG`ELGpl
z7xL+t8*BY>E48LXXx@X-`ICFEE4;tdV)@3FrVO2lmSwx<hRdG-B3WM&IkCTklM8_S
zAA{|vNbE3!q8hqqhU~+~pQJYFJ~YLLw1(*n<F=qY%`u$0EeByUY+!B{M>-Pme>yTb
zXfT`eqI6CSKs()=1HZAm^DIDdf89<8iLw>Xrw}PEC|C_e;)AE2pR*0UY5R-=pGKy)
z=I0Xop?wKA|Mzi#qAV-e`x>|7_W<f867gKS(&&<O|Mc0ehr>!$kr-Mq^TSHU2|1M}
zciiM!n;&@|wj$%8O%(NO8HgMD&Vd1jKK-ljVPCxHwLj?SL{B@Isd@nyGcx-%$8JvQ
zV<OdK8L>;y^_o{p<v2`GU{r*a=0Kyzz(2X8#-gw-$^`d%$=BWv2V=n*8Z@+0_YXH~
zKlBwwUf$oUqF7w+>3@WglG;IL!l5I+9*$Q-C*_=9#vU$yUG6RVvKR!YNr~S1+qzhM
zJUkk?oC$o>T=Q24*O;=X6=Bs|(>}?cLO}FYD_{mpWdM|%IUlO^#Up=+&?P$<Mm`<!
z9H<L*fK^Rp?gm3KU(I5$A7p+Q&2}d)-2eI*YpsdD&oZkQq-@2sZy_5VyAN0oX8Iu(
z#y!sit)KK0X)<r@Ml@rNww?hoNrmkVR1KD<y9#v<1#Sl31Cow6uOuUpE%tnTD80BY
z_JC9HHDGhRdCdDBmREKr{aE#^ycmv@_1AvE)0Kw74Vr4v4IOV$U+kmhx;br7`3q~;
z6=Y|gL`z-!-Q;#kmu6P+bx&liFxp;xFAaSE-0|(Jy|SO*Wj#;yw9|Q^c<FQd_TR5g
z?aK}Rq3?^EDMLJEaS5H=3_&j_)%ZU~4s{YG{p)=!J!&8QcgefGBlu56D*w^;&;#8r
z2EMp|JaDi6m}mQfDRd~MKboJjNg6{m%%w^g?}=bRj}<Z#c%Vp@T3D^ujWvt@g|2r~
z7Eb6uJyW|l#U<x)9e5DPS}Sp`@W{y(de?EJQC2>#6C^7ah@bP5UyHwiT-`TfdeITZ
z{%X<Vrj+3<0^Dg^?^ylxN%C!Loau1a&v}!09F#`x@J!BqW58?+`++xA->?A2QePzW
zm>-$2C{6bya4r$lSm|KF2}PM9L4M#=LhCT8{$-&P?6)E?&sCErq}3{Hj#>ml#n18f
z#}qeXrH8~pKbmbu6%Ca$<o3>gqm*OmBS6k)KOhY=6d5PksGkKYN15c&zzKea6=x?D
zAHBR97kKh|y77AaIpBYJGBvFDD?Kmg^ml?8o)Hh5B^UJ1=)mf2PA6y3@vqg4?w{3E
zG$N)!V~_dgZ=YViO_rMD%?bQUwQw05=U8)Z(z&FJVH?i^4-pm=PMe_#Ep_ShC+29~
zdnGLVUXL97qe%w>aF4unCyuF}{T>-NQAMo&i37R`r+Mkeg2EJ{vu|h5DiMEQ=X^ya
zI1$ZvynB-;<K|_t8IdgUJJp8N{yc_l|J<xkc)rSR?s9CgjSP{0O8vMh$0rrHvrL@y
z4ixcClXyRoqbLBUi4k*jE|9QgYTN>t9ro&)TX$JK(nu9*zvAD$S~x@_6O9=J1Ml=O
z&_I5|0^+}vPj3=)KzzOzxS1)b$9wSP_H8O^?z+k33C{6pngXr$99%xwcT~I4)8~aH
zfV(WNuI63tiRiX{K(id22@jCV5_iJoqEi+JflDi%l;EEQ7dA^Eq}&Tf>elr+<`j4f
z$cZznJn`<$pg2%TuvxBs+D=9=PqX(z;-d|nbzD}9KEG?)4?@bh^ctT4nSOsW3kd1{
z7X}za$Q<_obgFW4{X6pE>3k^jdrZT;6QkQvF1zYian*Eo^GnplkM?hmMU69P87a@)
zB8Rd62ywKtm?|U4Rvg@(nAYTUR~I}lgwOgj{4X8rkTIqKpCUa&E^xh15UTpiviR%r
z$8S*s+PH7{rA@o#UVjcgm!fH<n^+OJ9r<>s%yU30nLlCt&p<wXOkst-HA^8&e%G-1
zQPB~R9CrY|ZvRR{sY@+5H@y?IOqHXU>aTTNxa!V>)BkWR-6r;F2S@rgVP<IYV4W^3
zv9UDkWBA=EZRa&3ZwaF*+~RlO>AR;9-X`wQhC=w3z;J*m<y(B{#%Ub#gQjlakTMI(
zLP2ULarNC}=S5D#oYzL5le+&>5K8wk{CE_PE4Uty2#6z9gD`BhU;xWXB%CojvH#et
zHth7#u~$imXlZR;nKJHcSrg=ne=BP}h;mM&l6=Gg4l<!e8H9(JZ)|By4)9i6%*dmH
zn*<&XfpCB7CW3bnlgF_t-Wa5Px;_LyO+-8b7A!x%RB5{li){PCHg6i{$j4#o@zsNG
zDh+v-IB^jWWq^$~3tgHo^hS~~!z%jGG>@C5xw3XKIeaqziNoDUSXk1CYl$<>69r{M
zK~Anry1pgs`h3a~vJxGsv#Or?+olAqG63K5x;n4>!V(l!uTC1Nx4I?>1%`FTL#)Av
zebg$JNa2$|@KTv`s~GqEB|<MQ{5Tr?8>1$|CY<sV&AqnVTP>AQ#qwz834U&qEMQX#
zu_>D@{}}wY^!~x`qxtTQ=VQj@UiR_m-O4+sf9F4AHl0R3{PX_CyI*BlnJRusv~=Cn
zap7}(&v~ox&-qr`=bQF>gw8q#yRMT*ojbtj%POMN7K5IjqMuu(exV#x9Si0Gqbbru
z@)XpkGm?UZY~yFDxT8+%i?FIDyM6c*ghuttD%?bq9MfPzDs}-t8bxt{dqkpBqA2T)
zUnd6PewnYa%`1H(^><1;>*EzvgjGl8kAVP8wD$;)p=_Uu!0pDr%4`tFLPt{{OQ2E>
z)~Ox2frdT^7m-U?Zd9X|-aCH9QbuUyhA~;eaSDg-F;}eHaIf!26VAIz*u0oDh?r_H
zoU+vzI|bA&^<dgLO$EKTaj1~rF#&A+6+o|d(YbjPA_?H#Gt9J;;QOT3BNM4FgOnGJ
z<V#roN1q{&7r9(o(VK?w=V>22BAYr&SDuPW<RCslV!v`MC|x{b*v?A%?v8Z}@^5QV
zX?0#ZNVpk1qQa?BtJ00n=EI8MvnM+P?<Z-O+v^_l6L9iIMk^5pwVYM~8_d@;ZDqNn
z^r5filR(abE@OpCK9T&EeY8D?kd1kTiFkw5;^xSkLp&Ozu99o_zI2k45@Loq^zkIt
zTrB$`xKAYR?)gx)9}2UiyMt*zg$AoAhCDo8F2kt2j7$8{r%GD$38`lW6lw4)$ue7|
zs9Sb&s*X(NYo!lbV^1FB*GFmrE8rpAMNOlZ05_xn+}+hwF5n{U?8>{=h><kn*{byI
zPFQ_}W8QwYtG(xFF>I`ur6R25^wS>_mQLE}A*Uk0b#k{jeWD73{^ET5U{1?R6B+&N
z1kL$#N{LE#zyY7snfOvC;^}$}dJ0QkksafY1JOja1g3;ZP4Zh+W@D<SK`}%B^zQ8j
zzAWap{>_ECJ|HHe7f+ztJk$Z3vXgqy8xiz(M5)WI5I~3Y(rXDnnxFcS_kVfY({tm?
zv;^e~w3z!lK;q8IRU6q+Ah!1;EKvJ8N1=@&@0}9q-!}<CTns@>3_;=h7c{8v)K|)d
z1a8ZZ(>{J?&kP2s!9VBnJefMuk@jPC@@xv@o^l}QEo`#a8WI*%RXzr_4k{^e@IU`u
z{K8G~n<PTsDx0dQK5ys*!|4Fw_zw~w#j$r^ICoE8o_#2l>%MhGv=t?|U9zz(_~ecX
zD!uy>hto*0^u0Q;(uere7DoS>35YR84u#E68Q4#S@evGA#50E`hQDUl71c6t6<fvv
zEJe`&dTi#n=0m366paK|Nl)(z4yJGYh!4p=smn+O@j1A!DmI;BHwVNtb6@?wBO3Q<
z7WNhsNR$6oS8E-M@&S#s)?z-DCMx&k?|FG!PKS2~*@mq(0?el4W{;k<4CnVMmZWa6
z8m@nD_mhzI_<bRSDZu-Bl)Lb=qNR(ewgU9oU&Yvl-Q%ns$+PA<^$okf$}IluWFo!o
z+0w^O%nx3>5I`S49jf6uJAeI>P?tJf-sMG%;>yQcWOz8g3fe~b$ueW8Ts8Ta*#Sn5
z=&Zs!4ElSS$P~D`rY`QvD@6j?0DKpN`43bPi9$4l+;aVDH4{IPwf-S!LI%Cz${W4z
zmzbw2YM6wDAZPvInOn%ebo})X;7`roFUSo#DTfD$bZDFU%#R(T65yN6u7`T3S^uci
zNjgFh6{Ibpn2EytVjDELg2{Pm!_+%}_wA$<tBixN5MtMM8HJgT8~xw+`XW|^1ibrH
zZa<S1z5F58+&Yi*X}(idk4Ws*tSy630E)_!<K>N+T1cT=p{#xmrcmY|mR7#YyA+H@
zIchJI1YGFgQKrS{o-r$;W53$Gg$LXc6*g~|f=r6ykLZ>nGXDnd%}eAq8!Y)nP!&kr
z^yVb9L>tledId&f7;=o%r!`|dr|dIVO`21R()JnQ_+ZAezezIRB+=53CSI6{8b!Wb
zx#4CU>}HPIFog`-E>?CFPMO^#5*od*X^fw|Cnmg&ihTIVgp@knyaAyc`wW`;sXE&&
zJ&6Tw{d72BsUvD(lG#^Q`z~4i8@B8~>UAb{B5C)LS!urv?V1G4yen6JVA_nt_iY(G
zj4=w6KeyDgZAi0}e%g#uex<@zt?N89b%y`~c+|KImcsBF(R(HN{<)f68o9ufP6zoG
z&G53vyteAf*otw>SV<`%1*&Y<L0gAKI&(ipFRcdIJT9<nJWsZ3wCLy5!q%s?MP?>|
z{~=r&XKc)t`SS=$3-%DK8E}S*oAM-h0hs(^xD~(3PYC&YGB%IHaCac0+~sqayOR@@
z>chXy=N5^Ehj6$yT5y{*jc(2({p9C3uhdhy_C(nrlA;}5o}kwsBq|b%-)*HLk;2*m
ze!1>6zH=oD@mcipJ~SIMFVrFjQ`=A4B6H;f&{a!X%mzG>-mNtY-jH+JId^>eWLI9m
zBR5=++bBfl{hR1#&TheSyd*+q$FK70OL**jKQ1*;iP5~lS>C|c+#*tEL9eQyV<wbi
zpP(=D6@9v@0h$frWSFmB6QlX8v5XoxF12J0+#Ga+p7)*e#&}LEdy{J8e9na@PlYN)
zQMfsbVK$!#24KBe8g%G-L$4QRe~o?+(!@9!x8M^Mf~@y~eLvUtA<0+!etLl~aq#!1
zhB&&E`8VBJVC}zMlTNU85(mp(LxX1YVVI0%UO%@p(hEJdfsQCOXv#cyeYXx2MI}CL
z-C!A6hfPi-+@&PC+ZQBRS{x!hTSFgO9C>J63DanoPc?I)5vbT`CmedkL<HpOfb`DG
z!$Yhv^j3+JR*90D=%lFx2la@AtGW0|D;QcIIYQ$Qxe;_Z&ZVSWy>8N<T^hR{J0b<*
zvHRYSl+yx6`jg^jrh+;K9+v-{lNz)~OfI?mVDC2;+ao7II<;{#3_HWZ?H?$oHM{I^
z;~c`Xb%j9(e#KtO2H5AJBK48F+nS#p34^Cx4oJc$!sO-UEo_g1iR~2GiYHe4kzFy1
z7N|V&Vz{I)SD7)q;%aL@Aoe0>4OxB6fo}=IjM1Q&9h<&*)Ru&@3~yLt0i9B4g0N3@
z^M*n!<_oZK?3!pJt!(US3<ICu(<m&Guom{GX05$Kpt_PI)n<q&>#!cH5x?a^O&Rmm
zU2bco*eo}F%uc<l7L~FHD{?)Vlw?hVA{VFe^d*(pr{BE|e$*l7HkhXzsiI|N4S=d&
z$ZU`XbSF=LFW=;|VwUvOhH5q>7@dwCb-xt;hH#V`+ztB8jSGpB-QG;CFI%o6!h%h&
zCHB(+9&(lHZVTalGkpm`QNls!nHXL18@9zETRHL<PX&f_N=(w0q@?uiF){OK0YyrF
zYjk!bd5XgK<QUjrBZK0ZTBKqqBFtmfID{W~%zyX+{^j@fc;gx9%Qwh3RE*8`G9Lz;
zpp?{ll_Z*Z5%2tB&vjajXgJC0+t-h^nqGvkn*+YSrR7A5I2fH@w4oNNkRnV<ND2`8
zj5A`3VVKT0Fi*t6^a2fTQk*pr9xW*<y1-xEYMW?KuVZgEzx^u@`##C%5(l|NlgWp=
zdtP(HgT{|{UR@;K2!hu=k9nXQzM~E!u{AN`0a=6){QSIYKC0eGz-wkqi4(SbDl!NF
zD$!XHPJ1}k@4gOJ?|9a2Qs)Hx|0+9<VGqkHGgshS>Bbon;TMPe@;%}eA&$}`duV>(
z>L`OG-JnX?(AxL-AlhJQZLKW-LB>;`p`Oi%d&}KeA<oyO$ta|t3fTMTp?5V}Rjt(-
zjB|&cGC_;zIiC@3X)Eu>40nlJqbY|X4M83?G+iHGc@leg<)I|aop1>KcEyMplH%gP
zXV`7U_gfFytFF@|$P_KUd(+U0c<zqgB;xQPhd~fI-Qo&BzcQ==4^g*-M(~>v^i0$D
zalJe_{x#Hrm9<yibAT|>BRGoa*%yrTu_nYf5k&Zgo|ZdcjSf<*Cr)&eua{G>qX^(?
zSrX)7J9Yi#i$6c-+c;lGe>=LUY_Vh0gg##GDzV4_CV7t<5qZRQLojztGOPAQCerlH
z;2#ds;RUpd;et={O4k;@Out1f;$dSHr1K%sN;`X!EEw=II{OI=DDT}F@e|skR`G{i
z+@o1quMAGemmNC;#N+w3^RPuR34T((Zk6U_$6iNz8ZRM4_#^P=KnSYdU=O5N5R{t&
z$J~I9YwFT`uVScnK+6Cl3|>aqALNg3=rp*X{U`39T`J8N53&1U@rr}{?Du;(sLAXY
z`Vr3gQZYvvg>~NWzzQ~dIKY94{<nKdqE!{KAGRelRyh^~H|PkN^2goJgq-JTz|CA|
ztoW|nl!-OF5H05)QVkHEIaf#q2w|g8*#u?P6(7qG8KJQw-L7~}**U>^c*M1f=1c+s
z&Y71Mr9BZj@uN~oehi84<oFgs4a|`J>X)357h6%WfYkj$c~oM){Gg2Ct4J$|m_sdf
zg!3h-olm}E1?=;mTYgx9pvU#=!rY#WU6m`sT48q!N*mPhd9ePZHzMsTSWQ|z)G2vj
zQI6+s=-eKbLnrk%{@jfmd6=aZwL*vCjr@~eT%KiyPnt}*560;&C*iH8Twq-6u&q$z
z{2!dVqOr>z`?vN1rc=VNA`siIJ!U0p+IF{Q;u9xEbC1S0k)2H*UzjRBV{?ppd^x;|
za608x7lWYtS(bMBclwz?;hzGADeO7YaK9np=RTMp-YMGzj5^4Av}jyFu`etYA)bZV
zBU5+@arA*d@-h?5QjR19CMOwk1Qmp8E3p=K=@~81$tem8$KQZ&OuMcvj$y^7bBYcj
z%R~F74iTrC=OY8VoNS~teJS!*+!B$QcLWoMC&$)NqQcQ|k8z2s*ToapMfOI&)DFi!
zeWq*vWbdW%=!X?_o+x80jvdZ|^|-fMk9|b+?09M7zLPRPM?(MY5wFD|7COPk`}KS+
zrkc`FAgzUpxH%q@WFUU^X1bUk?eqZIlii8=w^4~55Nu!Q{FAO2cEUj^2!c0SqQd8!
zdnuls-#jfeu)#IsqB7{C27u0787iW^Kn?R#TH-2TZW7TTZ4pUt#?X9o++cb&UH;%4
ziCF9C$03*Hy^rp>N1&Z!lIs(M2Cqyk@&Hao@b$~*nd+?ZT;oSI+8XlcyQcO|;v^X1
zl>~1K-a!CDkguwO<Ioqqmm5eJa&98g5xeh+7vjDbpiguhCV}?+@60_H3}4N6Aq5&q
zdP*Zqg&L<@vLO|bX{@B#>o4&kgS)SuOk|wBus3G-NQ+Rs@%e*%w79VmE~;ywq$OPm
zV!6XWos-P0j8J#h8Wy2)F<q-jU7P2w+#H)p#=x4qm9rsxD~?|y0=TDp#PhLIa<c=`
zz8WLeAA*h=Jr><90&wCT^W;%-G7&me1vsNALVAc`Y76X^))f{L67lmU*ll{#wtBk@
z_6L~lMy$;hxKu|~GL{`N>gT-9xIytP`i2-z?vEc6<PZ3o{Sc=t6da9}r#GWs7fDwU
z8XSNpvxq8JD$5}h^!iNjbE0(}<A}&dum^9hoU;$@#%##njTEBio?XKO-It-}2blHb
zL_Zt1ptFi2v$ELq^wcAG@Q`tLl8Z=opafA%<BWN9%8;55fE+wX?8L5bKt=J=3_?>h
z!zDa#t;M;+fbh*#Y)KCDhEmyT^u~wunLCE9FIO?y_42H@ozH*Dm+wBE@`oS+59v@V
zv@Acy9hm3Abq63neA?$s2;Vrz@vJvS_8cI*v{Sji2amy2!E<2qIVT#IPl+a>h;!CQ
zv~RhY{VGycd=;&DDc($5B4m1dj)1Cz0HJBM9jQV4!{@0KL2nwyBl&9{_m-l`=~OaC
zCne@hcOjn$Q}JPx$yX3+;eHaZAz01I@#@-n-4NJ<+Zx$~efuhfpv*K3;sKmFq#Asb
zjk2)l&l18<WPd^<ZS|_5!=pyqVc19uc+3=vKE?d;!N}~lrGE$JTpv~+jNl7x*LT_$
z+x)IWk&ndhzW=q@Zy3fqtg4xa{75ETB<$R-vF`b@Nz={iMGy=$!`?phhcjtEWA2a!
z_#!5erdZkDOj1bse-b%TeS}0#e#^t^dS6kju0%T#O7+usFcqZ5_d?ym#*zwqTENcA
z;H__o0Ky@3MF!#CN%8}S%UYM{=jn}-g7*l=E8$=HiV|nC4p7O@H-(cDZ><4b<=N7n
zkM5KR2i9t=z>skvZjMyS>7}JcDN+Np%lUp6`2C0JV7!D|gwc?89+riOB{?@8BOf1X
z(jHqVtge|QKN#YsCM2}`rpjPiLjK>fo&&|-aj$WTS|(a)NJntzpwM!O?pL%{(+?M|
zAK!PbyJ3Ez6~{S}LL4xJ7$m8^nn?6de0JBYrsbK)&$K~4(Rjw@*!A&Ayo;~S{umOn
zl<P~G-Whb3k{_zi|4x0^{MY9A;yCFI5hfeCG|^81j%Sxg3R&<APEcPS!A}N?u~NL%
z)hLj&oK;$Ad`QEq&H9lp-wrxA!FTSQqq+(MIHbKWJ3(#|yG|OPajbza$<aCUT8Rgw
zH4_^e28R}NqtNIq8<(7rYPV%~Zk+QE)s%Q;ahn1iv>kY5qFz<=x|Cqbo9mKA_;1bA
z?(DnkqPqZ(E6`9E2T`V~f_RPad(+N)R0L8Z+7tiQ#DxrZp^&_7<7A+<5TF|5nN(#s
z!(!<N2f(=yQFO!!1wu{Zhj`TQo7g}9xM6mM%tU{t0ul|S(0XnF>KZ48`AbHFTxQgt
zpK-ZD59E}T?oXLw&H^n1zbHDKa&3H;RT&dArZWX$JE#<*oM#L*w_wrRqs45zM57+=
zb0<j+ZHP`}rO$l}`lVZtC8owXZ)^%Y@FzdL`9$<pKti}&I3FK!?oGh|z_)SFzYLVD
zSXpL*LU}%6L%;6S);?B1sH+S5pjIGHx=6#8rx|VHxq=3k^E*ev=fzu^UzvOkpS7#W
zRW^^p@Q4Sf85zPB!GiPL>=ud_1-=?WHP}#g*u_p4g{O3axjAmkukxXq@-hBrVGN}u
zNAqmPsgPc=i5I;kp%+jL`wRF}DQXG7r9mE9(i{0LM6p(&R#}0l%4stu*)FJRP8l#C
z+wtr-Go(mRbCkVFX@J%gM7G3+P>Uq@ERLK1GtKwu-F&)=nlA3wOf3`q8fxLULam$E
z!%A-+2W+N52tPvYk_q-4|7vtGgEE9?)0R1tTA-n&bW&(8b~MM=^fX4gVGFW{-)&z9
z81lVk_3MF`L!Xu+I;$GoesVN7JtOD=smAR}!%TH{nWRt!R#U_TTPditM^o2B;OB_g
z8Ziwb<zdmS_d496>g9Y^mcID6nxf-7FX+o*nP#2Fp50<a1eI*n;OK&v<;{a)iDzrO
zctS(#G1b9nj!iWTumZN6HPl)e7CJr2h_M5GtvS{^&yz)Vqto1x-x%1N;zPSnRC#C>
z-psEu?$mz0s;aHZESI^;0q+2pOpL!|l%K!Gkgtovfv*)~2-)LHPg7{l$(6wCYjExS
z#&u^D&RJ?J^mYH}a-blL*vmKeYh1or?wt<glD7peAtBtw6IXzxyfN9S(b^fbMIZYl
zLV8dL;6S812G4h2l({5KisqpZ2C=B&ORm6KtWX#yR8L-|%hfI!AQ-$|PeoW;)mPb|
zZv3mzVhX$^ngtzBf(FZD*m9SndB*Qccs?c+rmS%eHH+c$+mpoXD>MiNbbD9h_^qL(
zGBiiY-xCQ)l@K-+m&vtIxt*#S%ER3XCCm;>sEVed%efayYxC}Ba+jP!>Fu#K+TU~1
zY(t}ZN{H%!xbW!m&ogD+s<C!*uXiq&!k^dab+Hylt4hH2|C2TW1)I@;j_`AWydF7s
zs^D@!t+q*oD_}?pM)M^E4MH;L*z@s2D_Yov)gm^g?K|N#6NqTi->h<o7ziciZ*pjT
zx`LjJk>4M_TKIdiB!r>MJwcuO(!XU(ZISa9o}{pbNcGA|M6fLAP%p`MT&P=}1e&Dz
zaY|GXV#)iV#GW4RXljIQWpf2oEt73HE9RXVm>#6NZ<^MV!L10X2u56AmR0PF260ic
z=kr3Ct(^EZ#J*|(GirUB`+1RcvV+QeO?jS|nymI%wu6P@!~RU*21}^8b}uj<K@n^B
zbyGnQW_n0kYP(q?!b0}|mp_<=WsM0Q;uB1u8v^k_C13oS`EQa=^<F}tVQ{?0a7abH
zEr%n=j>ckGLZGq(SaP);ip#FwXqm&_<AD2<eODbq_C4ymhR!(gBEV5URY@VO9TQ<6
z_e^LJBULfcP!EA&&}Af11LR<a1b$fkzb7pQg{%pObOS2pLmEg?JJC<~)E{z1AI6*@
z<Yk#-d~rI&Me1&(8iAn)Vu;9tgES9@Dbt3tZimW1x=8~xRJ4=j1aa!n>9xl?z|Prl
z`Ji^DajXZu+M4EcCrI1aJkdi<^JCdz+@grHa=IhUc2Q|TQRpo%hGTR;V$HF*<C*Nu
zoHX&}#l7Fspb}-TG{QT8^YswdVtK<<`BmealN&lzcpY1A3zq#lha8vDt|Xw|7aXOL
zIT40WXG#sKy5tU-$GyxpMXSs`z_6tTS=v^vQ#1%OY9Z^fy{3%u%Oq7EdeXE6a4E{|
zS`bwHCQ4fEnX^%^3s>nDI*9EeIjSlWT(EK{en7pftdzGi0vMpVQQjBVR@efVDj2LB
zbrRk({3$+geP<@>Amme*-bGUXvXSf=N-K)XIHSKcDz$$Lg$bb+l+r=M(%XrlDTT~$
zJosNnfb3UgEN$D1Js}>Wzxxq|d-fQ)UTOnFY)l_>S5UJMGg}4(K+}U@dze002f3ho
zuRe}l=T$7F@&nw2{d3em=duKOtUso<0q!IcWLce~BaJq1DtjIiwS-FloZZjU-BUEd
zqOzragVEePnHeQx8^}~PIv(xbe>Kpa-I$-7zV?puB>!)qeK}n^*-BdZvcWS`-<@%~
zkN80kkIV-@@v<#EkSK_21|aVwBIhs;Lyj4y+C#qhv=?|=Y3%?tib4-)OdIAJ9lKCu
zx+wbe2P8uexOslsa*Z9&gbc6^(rE|aqb<q`U&uJ{QLBtCnOSgnI95Tk^)g)kbs)|-
zW7c$Tz9KxN9`Pz1v*!_+mGsf&y?64UQpA7jT>5&1E2P2MFND3CG@9c{D#pm$fy4ys
zy__^fbl2O@YjZ@SJs1pzLu*)E(L>az9VyVS3yzT=8b2yFK={=$79<_~4pTpUGx8lI
z?E+FF5IQ{nm!q&pdNo#lu=gdx|0$=;%VR{MG<n|NHA=KSgoUq(&NLu0K19Eo-3ko`
zr!!(i=w$hFvfahR>!}8wR<5Rq<`<rEsGiYxM_7<r6Asy;7vNs^6P1G-5i|gU=cf91
zA?7vNBX?p*OF%Fxt#ow&S!?4zTE8GtM&)$t>-C+*jidD%-tSHz0|P&gch~OMi4XY0
z|1=BAUWU9Q!qm!Tp$j2E#U!FrdKXHAhE;G;@KP$7h)D~(6fKUX>?IZ|hDvrtYw4V!
zKpnJ}qs}#EY@Y1>_z~b>(M$3pIMYY&BjHifj{f#vnxl_@tpEJ^6POUN<DX+X*K<iP
zQ%@c|7ht<<V2s#g<eHb8^O)ej1TQ#Gq*{d#yG)dV7XqNtbA)578~iCA*~>+32x9W=
zF7igZJt$$O4qw@4`R#QY?*FDrh3}ra3VC0qzxF#-Wr3#X_?|5ggPfiXLI_kK-1NZz
z8AdzMTVjw-+kE}v!B{L|+}FnIZ8As2ZSr4GRNfE5s8_RzvGK>gZ{ul45;iBd22a06
zZ)0QUVaL3Uy+z4Nv{QjG#3u%Si>HHVF|%wfurH#TSWWZgK-e~>?_GU#LgC8g{!%)p
zk2uHoohqTG846rqRMKWp2<xI*v!HCAoScobtf2$~$j@t)i^02KxVsx!a1rOVTD)cJ
z;Qe`-(){HGziCt9#-qXn(K~NM0!-jtMg>1T>9>|Gdy+#;g_89IGoUG6Aex>by>lxx
zI$PgF2E)e%Du&fVT<?!<CfkA$gt~VBQ|kmpRCFsvH&+RZqvNgkPls(zq)t-U8f&uA
z_dgzlJQEQJ(JKbI?DNzNL_wXwo4DpNS(L3vA4iddlc42GuIY1mmnLT|G=TEELdwwv
zb5`SihUk?<+Fz9BR>r4dWO`clq<S4Z6=7Q*gLMK~2wN{Ts!HnQVEG~YVY5~C-(D$a
z4xb~0j4&l)*4pOLOSe&{T9Kqu_lvx@OVrz<ts?F_oTB))_4OswqG6NYDDG5!;C2i1
zAHoQL10>Jnz@<oSS#%`fukfd;?U#q#xBM$7u5YAB#Csc(ZBZtV^o4KolB;h@BK3`2
zeK=OI-ijB?H=P}Xl|Xn=gEWb?qojajz?TSWoS#rjtau{jWi>W@z20iR)XBvfQ__~A
z;0E}$7sC95l`!XtyWIcDun5IivD@R_Je1+m^mD}(CcWhtBJqVm&L01PJM_NBN6y}i
z?ybX@yE>wETLV-c#>rOj(7Y1%+r@y~aWg$R{_EVzd5pIi_jv(-D|5Mdc#K??Zp7)g
z=q4E<{C#<eHeW{=z!FiYxA{iN1FWlQql#x<KN{bU<+_FfzHB>|*S4Uok(mS9*h6MN
z4!^cjG76A|(b0#-vOXhWY1oFrMi;jAI~AZ+9EM8L^6#XR>pE?9Ax@j<9o0Z@arf?#
z-7;0@ww&u?42uLgr6oe6!u@nz4^ks?i;x}x@%4#R_t4t6jkbbJrD;8MzdV=^eW;aS
zuXG`R*7DmgCV`$qw%Z2qkTAOQ+R3zgI^ni84=;wDSpR?RoN428oY0C?|7$=U>&l_}
zZM<>P9#lw_|DvG}$)BMK7P?=S=(W9sYT$?{)>~jbM<cd{AJ9&?y?fCcM+J~Nj<+G)
zk$F>(NKPuVpromL8DncNaO&Sllp9>aN@3;?zYXX<4hy6b0^ngC?bUk+0`yhb<^G=H
z+LvHv)XxBLD9$%7BW>!!+aVuJ^T`g*)x=IRxgo>E<F3EawjRU7w1btokUO~!)?*bk
z57iD?6Zy;P<F3AYQ{jUfRm9|>Ja4C(HH=xHQ5sXzIAKMY%E4#xu!%4mq&7wy|9e+>
z8_z9u{50$W%8;I05%W8s)phnJHn-iAQ;(zu_#Y@;1#8GR??omGsdYtjw8Rntq2gHS
zd2CwRAb*-JKctSAYvK&%COm}j3j!EqVfdTJZT!Qlu6Nt6M$q(?TGZe5y@&>yijYtO
z*Oup9<wMQ3h?QpZo{cy%-}mjVAA_X{5oKSo@njSRh&SuEH^`trIzbt;NqzfO?)Z-S
zt;=sB)%EDMKXvXr7lPd?L506)<Tc34F{TvDyMRA9h9+N##!>y?*j+*!CosxubyBFU
zAeAdHOiU4U@&<tCwu;pkB;1EHdkr4uw#2<a8Y~s6vomC-#HkHE^%`whl4dPqEJJpj
zKnzi<XKZT2%Z#q;>V=0<y3Tr;aN+zi=a=A}0UwXF@uaE2+GuyI0EQl-I+D!ii>bjk
z(e?kH<aj{HdYZe&L&9rY9!!8!DDzx@t~hWg&_AbOHJ6F{?AA6~<TBWuq>aHKiRXF*
z)5r>u$cm9{J6=eThx^j`=xYoa^4j`uY`*L!;|_V?VG2#u!Fb+F;LR^qJmQ-NVcC>b
zpV!S+uvZey$msSn(<Z`>NAVr>`#tmyKCwkwf|zL*M=`!1t^898<+K4EC|^aq+X~bF
zWvXOK_J9vRLtUzzcU@8>s1_+;t`aXP)~?}*7y)6tCp_J|N9y2SHP}&cr5_cjc(CS>
z&-bQA3t})q>r9@k{R(9?JN0<EdU@o9^xp!C6+SOu9{avwnM82e5X+~@b_Xc+ZFhh|
zUj_SZcPCR&MxKYKP4Q@aCs|v!yh&({qP9sbw{SFWjS&uGB3`(NiZ^#fm}MV(bWiZL
z=-*MBuO6r}bN}G>ix|Tq=Qw)ZU)@PwYs+kh%<XJ3jTTvom|k;K^XPIV6IVw!`Y^AW
z?VIkbn0yb==L-1}ZB?zGIU6vsNe>t#DZ!-Q5(+_(<}Htb$CFF(`}IWHerinrN%XPn
zEyWJv3Z54T^Koja_X6#d{-prwAGI%fBN$8r6y<7hea0uZ2LlxyNUcy^9e77kUj!Yb
z@RzbdYzeD96X+n{Cl$ETjPL?khHSqc^u?Zb_>G7#BG23>k9uo$Bv`i}H`gA&_CAN#
zVo3pF)>s*IB~M$<Dx;f0Bvt;&KpV5bFNDA$`~Se9e9NaI?A1qJca&i2?;?Jyp$|7f
zI)P=^mV5!~6CcPv|Aui<Dl9&}XUpC8Tmai_oyt9#Ugr~g1DC5CcS2(s<*^Hc{%HwT
z0|~44n2|}}@@~D>V$lNy9KY@-x*`4K^x{Unys?F$2gJVw9pl&)!zy96h`HA`yVR+{
zd@?-RCo8GiW7(}r__xx2EF6E*j*t#mK0L1}{Y#fl|Ia-J4kj*FE!;C;>RYY+$4Br4
zgxAM27EScCq=5kbHA?#d&Q<b57rtCqb_T&MfV|DgcLm!>7X5_^JgmRV$PjzDxj;pV
zQG-tkj%~)a0s5-hy&Hrcj$4E&>WL?cCl0%*1EZA|*N%Yn$5s1}w-Ikz>dr8HpW|7k
z9oiW&Kr?YmwkoH2(uG!caAcLjl;Yct4LwN^mJzPcF*AWHfzBBtg)BOHJjll%1ShH!
zP!eHXKRzBoTHi~A!l4skg0A5bIXmK}EPBEsH;Z*-fs&SVw7!k<p1e$@VSW1w!m&zy
zuoC?mjH7>+YFYpjG>>lAonHindy<6E%Hiu@xpTH&wvpc7IOQydY<7b&Kwn0@en98_
z^2!>dECYT5e^Wmn10bICix`5lMOP)Oq@=-wpWmmP<d3{~aO9m^=z3<-b!|QR^ZAVg
zs%nk7u6wXuT^ynSo9Q^xx$=8S7{>iC)O`DbrRW*o{g84;1-|RT!tS}~FgO<k4j}2c
zXn#|IWTzeHUBB=r>$={uj9k^KW}{038Hfgt(aIKU8(i{#qD8sM(lz2HD@nk+^~aqJ
zd!{q=|6v#6rag##!y!giqRrgESOj9QDL5W3Fq4_^<@L?O9u15u1zb-eHPaV?)c<&>
zqvP%~I6Dprz-f~SNg^8vA`FBPm0!jYGjU6%v;^X_EM=7|w`lz>Igt?1)Nx-FecI<I
zOne)F`>G&WAI(kWmaz#>NBo-vffu7Se*&7Cc?$65>hBtIb=jl!PeQAzPsG?ApJyu`
z8G&UOKEkm!U#G&l<p7dM_}h1t7@!n^f@UVqczpR-L$0jf_#b%l4XTu9XG3umgtu!M
zs(cjDiQlX6=#v*_)L6C66*WZXvLL3*F0yPaT25fEEV?qJoVABED_x_RcIbN4$`)CG
zd8TE80~~(O1KVS3W?bcb)8FzGmrJ)mI=c3Y(Gblgl}iCJRejH~bts7lyjH1&l&0Ts
z_ZLy?s^oEpD7j@b=|(vicao$;$TXt_!9@G2m5&{K^-<w|t^@7tKz-T8j3$*oy%S-U
z2W;RNyrm%7TdL`8A}acuyu_40d@zU$t!Zis{VGw;niun1mu}*34=MEhDx4q@{!MHH
zdsl(23<N*bKf6{jBM<ig)C2UNuDSl(Qt{9DfZ-!rmaJ)VjUsi*k?k*xw46?RFDdHx
z7?w-@CHci5`K@2kmJkfuv8TPTjjeAZPvyr@)yiDe#9=cHV>85FX&6SQh`<Gk?9vT}
zl52n4Wy1oSMIB}&W=xn3D!i-r(St#lRtask?t229n&U%`qfDGD`6_rV3+1{(axq+H
zbSa4jIv7~ZKdNZnlL2P*3>{izWIp|ZH!>hz2w`}>9TPKTe_*+QRow>T-R&0%V5_kh
z8aq}er%9nlrtDe5sddMo&sPTJCuibhm8!zSlH{Sw$tNos!xzE+?^1DrT{4K6B-W-J
z3X)(YSclS2vfF2N;c&TX<J4j4VOGTCqdl6GH|HfEC;5CI(^Z3E&*;hP73Ulwm>2j;
zph|E1v?AJeB`W7<3hiXIItG1cV!(f+Vsw?Wr(eduU^K)=Axz6BJ?i9`(bfQCG4GGC
zo}!D($1WeE^T(TzM=qxatE*3>uBIKp17L{nh}y=Vd>@svzl%iHV@gnb+6hk!u|$1k
z4Tx3Ab~a8-q3pz5dx_M+s4nsF*a>}sfwhswu4~F2<9u0)SjZAf695{_Oi#w-!59Sk
z^OHjfgMO>*zY*!b`(gOXoBl*u-mA;+x3s0c1Eo!$iU_OC?;Wg-)OVnl<;vwFu7_i#
z{U6ViP~ncEbqLt&f%b7SUjhGJ<~lbyQ6S)ye~qI$+{#e&1t$*z0NZe)2b-{R8j_df
zUz9_&=ajbBd?vM}*y#`E<okTzyH-ZuyYDVsMJIfp`<-mjQJ3yCGMrNN4S8Si`w9%)
z*gS>QH}&5TK{5#Z0>;1G%)`A#P}PI51goi&I2^-l2IF>il=N#$IvqV1BJa-;0u8(H
z<sjvW<>TnQQ_5lCTQIa<k29T{BNU13Ff6o<Lj@+;h6U$fgCwO`gY`D}UR=T5Nggy0
z)@<5S$W_lCH5=dBS79oVx4PDD2@coYDfGdFs&WqP!o1OrnPPeS0M7<D81%fj&-i{8
zLWMYud0B7mu7S)5>u3Z`-H~rwB=LLC)|jMxEL#3X1X{$CF89_5#z_6`k5yt-vAXY%
z->>j&S2c!|*U*3V0vGZCoM#*a2DnP`#P8SGqd_uZpp)82{kMsuP3`e@@x=_-HFi5k
zs{JzogjIp)Yjds-L0mn0E(=f&C`Uzz{EY!4VjM;PEn&(xu6i%9^RY!$G>mcMCmN>R
z7oyW)1Dt*4U-t--T6c!~*LWsvkhCv-Lrk+`nEduK`9=J@wFS#?L+k(;u1FXCWJ3C+
zs#9b@Ism-&?F3n`8{sx~RI?Bw?~mLiD#{bY1k}@N3z?hx3U>U~#?^~kUSgO*Ot)|t
zK{R#5QGKM(WwbWl1b>c&2wb`TH>Unc?9-Pky>M?B5ww-TW<1Z?LrXyGcM?a1`K~w?
zN_p)Ie|3%)Ys;y6W?&X};J^8O6_7%Wo0&^uZ#SL~pqQbp@f!s*kB<i3b?X2c$OMte
z(#kLW3X$b7Uj_Kxco5dIY~KW0EBz_F?<lLqs*IMtB>yDNVElcV^F1OyJZ&NEA+GV3
zK!ozH@c(V}KC`^EHchupBW(U<(_M6#QCF9-n3IcOO9OIpw(oEf61iGva0?812wme%
z+kGeD{YEIxQ0<N++q{V}#2I9YMbG=W7GIG8Xs>$JSuI!K0b;6gqUS1v!YJq!zd^qi
zFtSMqGY%d*DeHG1k0?i;hy6{C#_BCF|Kg}xGD9tTds3S0;{6U4wo#M)-&M$n`wXSz
z>fw3ayx36B&q;EXZ>*+V_26v37+krdr9r|y&RJYmtGN1YBf-j;K|u_9J=`^9m7@la
zX7e5{p1?^xuow}-rjLs7eb=4};_{`@+>J7-CrB=&@_Zolqua_vfA>J8Cqt<uG!x?G
zU`oJwv*b#&kw<hoqMnnAQGayb-Q?>u!hc&1MtQ`7SJ03CF+z(mLBmAg6>-?}<rB;D
zvAO_zHqHzMb56@nkt<M;!7wjvIh8VB$g0Ki&ROXdpQTg{V%rkbK-5jo8*>+&@P`q0
ze8<!}0(=`tQB(>uQprP4&5U!z%)-Ea9Ii8>@;x?;1zMOG)<l%%Wd~IXuQIEQ4Zt{g
zC$+GBj`Js({hB%<v?HBk#RF-{wOvfEErhF%N0<IT%(Aq64$SCThv?JfC+)a(1w<B-
zyHyo*Cbr&Z)SXF^?;0m{Ygh1nfgXh^$OV@JcX|MSb(`6Gq_thcR}HWu8lqUY%BZaA
z4|H|eTl|GHg5_Vtv|)g#(E?5pfQ8PWu|g2DcFmOes9xT6rpyTsF_ZV0OV>46K|XP-
z!TOzALR*o%qrYGo=YM?AiEvLtAOhomq=B3_+U5bJiqkAhWSU5(oN)v6f8>4jTU6f{
zE+HX}IHXcaNDBf|B8UhG2*?cG9Rt!WQqnD<bV<$7Fm!h}%+M_zN=V)Ve!lm)|HJ)B
z9(kDAXYUp7`>wUuc|SO+cd+B{!23lrihhZ)2oJ_V@7hytG$Hk{Zr_Q^k)h>-3DsA)
z+G28mz24e)Z%uqzbQb-}Kw!eQ<9c$`c0se%(T_t8NXrw|w%QA3fa^~&orEQ$x$41u
zZNaK-!ga3dB&D;@y+10_zARk)p<dhcfOPvKnoA(eUbVaKsL<e!>l+*2q2`qU?@m28
zvlZe#9XB?=^W4#zPtx}af2*J$q)uxVeIwYpitsh@yQa!#ON{;dvaYv`AkPN#ObYfD
zd=}4TS{!ATqwWJ{UYAyhe#tatl7g2X6vJr3LP+2B6NnU1M%#g--~+-^eeNLr%2g*y
z4nt8I7vyy{JE$tnRdOO^c7H>c@X51BwiYYQfV4(_=Z~bT0NFqD3x5L(i1L{vt9c!9
z!xz(ZlxmD~ylStE{kP+<ss?@>K__{`MM}=vPc;J)!qSSTk3^#>=;IDfs<ab;8NI3<
z^1b}tn9*5E6Urr9^kUCIMf;d%jnh~Q(MHh2>Vo$$U&|oyCmlsRPlCl<w9ky>d*FSc
zMyOpPm?sAqjxO0<-9l#zga~)ma`Mbf2Lr~cSRGQt`TXLq<Y`^)xXH{}u08@ec5M41
zHum_wZ>kI&p*f$r@IkubQuTPE_(Q{%=$iO?_`N4_S-`=m8z<QhEW9qJdRKvW?kvIA
z4%ygC`t3WVgHTgLo@XS}S8FOaZ2A9OZp>SyY+#!JTiN$(gYeHNRJ@$tN2Hnj<`5Vd
z4me)Aj|mu-5sr5~z{fUQTpwpU8lXYms<Gt=8@~S@-4`=`e<4oJcN>&a>Knp_A;UcR
zwuh#c<0PJtDoX4Rs@7YB7uUgGmxw@wB8Kgf0LF&Sesm93fXBg>R?H1%LHi2ys=m#$
ze~iUVVPBjK{*>qno{-m{+un1>Z+=oU6ntZ4FA8rZ_T{GKcAEuA4R8G2fjwU?>1Ev1
zbbV;WQ13Gkkx+>7*G4_&%aRl6y$63iN_mJsK6pX!!TQIyK5$LblfN8#eXonTK$<Q&
zwdq>CX|Hg!S4mWmA8HN#;04WwK_dCB-*yDSlbb(Ob9Li*oSU*1HIQANjy?6hk`Wn0
zWz)sp3;@Ar=<0vGFZ2%Sy<1<tAHGx9?B#t24UDz#>^e8i5V!QGz3{Va9E4E=T(p(W
zgw#Ofl<CW1+rB??0dGitRM8oZ>Mi<;t43JL@#>+0Ro`~O8b<{9Av_?j;AK|j!MGBW
zvE>k6l4=mfprmW!myQ(UemCsGbni>n8ME2Lrza6^4yn+COx4_4JeUJ0G`qo?osKE9
z5nop?!Dzk!7b3WJ<Q81L-(ID@t~Gh-+bRx3&yQHQp<U?ep$J9%nrvJtgFq9gw6s6S
z)k#+}So}fg(i$L;x;0ctvL+^=FVw5@Si8X&_e0d3wQOAEeyRmP4r+OD*P3^aB||?=
z(2bI$v+9pXp1Ci#U#8Qq=YrxqqAW*TR@IN={VVFMn}uq`^q#|$%;LZY!H@LBqmAat
zN?UD0qAHacb^ksMSfRb6H;SCMGUe*SPqz>>eVxQA<4ve*<<6WM*-SqfX?$|PfusRy
zoaX6yHHEW42h;vvk(l2{HLG3YYsY&%`hzU#l?RnMWraTo*2h9NSc|tJ$y=uqcuNa_
z8zJ8c3J_?QUmZcfl%xw}j90hoZwCOkTlDPjT`=liNpUsBTzF<mnza-hQ>kNxB9zY}
z^qJUzeX_gDGWGM1CTmL6qlaUMk7a0Qun)p<mB~^oI|C>aGTvi<&Jguhkt&qAZe(<p
zo(iy1kg5!4n0U}jx#C~$H7O~MgN;>43jMkgc>0<4ZL{yriXvss7yk7}N8iCmw>+LD
z=ZB?og!u0m3#S|<AFyfC*Zw-#C|eZUn3K?FD4_k9;hxZiMgb}a{e>gzg|!ABzUFNT
ztQWX7dlHo$?H~rT3kJWOKwh*umQ3(RfA$2N-#*h;Ay3|~fyurR{$VU-?bO|9)gdjS
zb=9e{d2cFD6`gQ@1>3!XJk=(Iyw%`>8w)n};rZzhv3xN~TpOV}<#zl-Rd1lLwBJNO
zE?BK|`%LZUPYa>XUTi69O%FU4Z5VC}LMnzg<L+`yG1I@3b5OO)c;5MtlckM0R{xZ<
zC(mB{;0RU`q%^gPS}M3-aHLOfn27J;V%?i=D~tWZ=Jk0t5A@f4s?}o&3ILzqSLYv!
zf2+vyGZQ5TuHP?0{T4%8h%WNo5BkEd@!T7n2uvoE!)q$Oc+h?QkG%(}_XW5~&x`gB
z2ZAGg@79w0=oSG>_9}tq@R#mmy`^=-EGbe2X-A<ihMBQza|CG;iHrYy*_|ARo^zr(
zt;em7uLFAH(d`Zrp&+_f?}e{2YM<)YGLm@^|Cp(Lj+B_R<cv8IHxTL3aH{8)X3^wZ
z!NyLQs=!kx-*>nw`bDq-4^{{cg&6obN5XsU%yl>>>r_hJ$(oDNXW2-BBZF!yi^(P3
zLQkMSibPTd>!K_R5A&j6=UMmS?nlzt&(C!5H*#v1u)iQozBvCh)?6b*^|lB6Bw#Z$
z)=hfw^hO;!knX)nn;@u<+!aj3N<h?tzO0`0wtlPUxWwxP+YXMg=dA)W#vr*4TUGa3
zbW+xdF^cPJ&@6BjQyT%Bh|k3g!UdUTwtR3kMC`3a``OfYSaCztfCY8a-W?o&wz`7q
z38GN$2pD*2`dpP4&4YuYE0cgSA%_~B@x@CKdZM04J9F-*^Bbx6IP0u`sIt*|GJbCq
zw8rXISE?c-$ATG<x0Vc-d<o+Y)W8arT&E&!Y9d?|ME6u<6QaOtty;L334E<5tyKEC
zr2j>lT;;^$e4^v~f$CV{DwYepYTz&bIG>aMf-A5t>_;P2zeT~s4!la9A7Eb+On8LY
z$!XP&d2~w6i&P2<ju>cOer8PIMi=Gh*_GNJDB3G7azqHsCyHu4k|8SDJ|mvTU0*oE
z?`?if<M(>9F7|{Jhe6V*_etzG-wW=ht1Z$S=2`ETPyKdrLIuYW8}qo=hY2@~bH8jb
zXNaF8{%~E7q+JnPHZ}a2ulZj67tV@%W0*d!2T@wcPYj>zyew~2ygtlXxT(7_(?4~Z
zp1R5Pz7~gGZlY4I#n1kn27*6D8<`4jW-iQhYCC+WoBy?o(R6W9YkuQ&c`fLza+Bgf
zH~8UgIA1g#MVv|z^`C-Ae)DlF%3y@*!l-sO``o>$oF`jFs%mqwY{MVc5-Y&G@CSwZ
zN~WMcA1J?&n*!O_m=1R9{70~A^mwjKZS|bj*0Q)4@#<ElQsctxn7uTHn{H&yQh;7S
zF{tzNX-cd$jGZ^nTJ~-G6q*eduFdty&G9M9`#|mbv)ijlA^*gN2hXtL!YQsw4f8M_
zMJB%?TAAPb824*DBv+a8iADbm-goam9ZgF3m79O&zK8axj>}}xzmRZ}u9H)swqZ%h
zOYArqtK?ougU_L3&c6#~1zuP~eNm9HOfPvOUeV=0`jwD^d7T0?XCCu_leB=Vx3t6Q
zVX~MM4;_T`T*|*-#$MawX;%^_X%(bhK>aJe`)T>v>wkpp<*kkS6TIw?Uk00kA$Z>g
zAVpL7f4O5HBzwNG7U1%~C?ntsT~G#R`bK-gEW}+kBsjYyfcYJ*fAjN{FZ`O0PQ!6E
zlLFi<FIm)7e(zr`RBf4FzZ0KjQP)5ZJ)e;I^t<@#4Le)^&9A^(+V)?-sm?a)d7u3u
zzaFiLG$bVz$dUYsht=-RYx#%i4YYaT;$We_==`_%IRkr%bdXFyBJTFZUZ@{QgSUCx
zOjgX#2OBp#qaypVf-MUV>K17NjAS&P;Ju4;tz?J%nnC+av`7)-;)M95-NFC}9-@tq
z$Ko1p0Bi8yxl<Fm`!c61hjq3?T9%8ZuWA{!E1&*3t6w!8a0TK-Lp?{DV^HNmvNldk
zq?2@6srE*z0_iy9K+kIo93IKzc0J>)Z>^8b2(f%2ne0s37rXO~rlt^+iIICF?qof`
zjFa=t<z<0oeH!224>vz8a>e*)1V<*k@@`J_x@P~l$#)Uv-N-|K+@L%eCIr9}+!3kV
zFOB!%@cN5LFb>_7!20@vr$*s>U5sGa5yiT^Ko2Yju@uRakDVMzU(F;^DGWT7Ir`|(
z&XjB@g6r8vGhgmGk0}%vF2-wfhk_4&0-8o`=I{Jx>R3)oKPDizA&BoTEOz&`5_YS6
zsFr-&T{c8US{<L0X&{ZAUIf4L7;QMPmjz3)j{O8JSp1H0iY2rWKdSW+d$2tO6(P~-
z5S(^LOTIbrp)${6BHmVISNEmX_H5Y$!)oFR!o)Y)x_(FF4HH<MIA@Zj*I~)0Auw=0
zuM|r@t27OBV>A54Q~%og!wV5_?4YEf2F2BhC`-bpI_U!Zu1z}^H|?)HiJC7MRU0^~
zR__-twRv_}r?`TTwOqB>3SW`U{Pq%pz(Y$anY&`_wT@Ch?ORptxXJ-XS&w#Sw4!8z
z>Y8DqpT7+T*hn`3bWa95Edfws;x-)7wWILx(+VQ&i+HzT+K*^-r;i*38lE#d>pa--
z{`1EA^4QxqfbME|F#Xu}rr5bXdCt35`J@5NR^mHnxB8hX4rkrW$jj)fnx2XEb@)w>
zuGxOTU#+IJhW*3K$j{SrTZrd6X)W=k6E6pzTsGQ)+;FWQC+biqHl1cm;4hh%Tu<G+
z^GIo!nrr&&fgB_q1dKnpaGcM3+ne|RVZA<wgZ3E>XadkVP%(h?M6ng}YT4^a71%xv
zyE4;#*RuA&?ggca^4mKPJ$kT&U;@BWf+QHhQS4w)3IOoI0FxK^AaymVpdSfra3-`+
z<~peSp_78h?k4;*`}7XbNLCz>lI@qOnC|2ovFB11JFm9gkdmag|Ej^sW4onc2tfyb
zwP{_&0K5=*W#lzh?=-|Lx5m5`tc_I@1kP(NOQg7*P~vUazBa>VB#+QeR>99qr<!aF
zzqS!q!V8vF$ZlN>w7niAZsfb^)YHgQxPeT>z)q^XkNS>_Z~l6FZ|Ge=RjRp84{y<i
z^4hS>RTRb=fc#bygH_X)>G4n&+)f~M<i^njzHQ3Q;3bW%-goVD^L&Bh7RT{w>OiOQ
zHr!ZcOuoZ=rYp>*%ci`flizIl1<KwOh_zV0ZQoU>xss7$SMxc}GdygSoClW{E;h21
z|J$z1gPB;s@ZT?ypyOjL_0sJSe&qQ1Htz@7h$U)U`wacdY54OgetACCi_m9~TCMf%
z6qYl?jp%cG5319d!s%a?>0?~N7IY%Qb2d41mErSyTh2`l6S5w=?Z2{DLk|x|(@VSV
zLoDg_AHTzn?^Y{|Of-8?VhvAJk+5`R8^Dss3;!Kn<FG;FFlD;@(>VQEoSF9SfM?-?
zuI`@otj8!)`veQ7gq0y6UB|?b<<q+$71toR_sS@pIqQ5?8*2Yq*e3Zq{`UJZ<t*AR
zvcy7#WqSwGsocROc>eG8f&B7K6)#ggurAxAKGw0!y@C&KOWc3)V@@CNmdMpT#*+vJ
z^Qi4T1A0bo)k>f>2XK~$L^M&dQ>|I*_)EdkGcj6gsgFXBw;#K~Y`?TO*E29qeNjYB
zeW*=pfx`pOdbTLeCOUOyZQ-p?A19&Ut>=znLAjvuN^ANg7aC6;oH$+U1|LGmLZO5Q
zvRJhmdU+9f9fBOqF|}RZf#Zj@`b|<dqTCE0q!7_ks*ZoJ-(n_eb*Q9&MTe8YlDw9Q
zO(iDZbI9l+jyUJE{^J6phsWC3aD`Dr>d#MR`TsZ>7M5_y_tTZ&Q72YCx72vXu6c#m
z{NZi;xwL<wp$Y3<5u*G4n_H~cEenA2Jki4fJzo8t_W}O+A-3qQ#spliHLRAt-D~D%
zW=`4rDO;X$Qi8Nyvh#TIT%_+=3=v6ZX}$tZiYtZ$Nfx<OSNz3`GIeNIH9J9AnrjY|
zI%Dkj4fk*{Bvc=#Two*{Q8;W{r;;FMC$F1D_knesIcLQfdD)$(yskgN^Xun*$0jUC
zgirR2pt6`3%=aL?htE!M_sNK+Mb=!YA$Z3p36*&KdMO_lQiQSH$3TdNG32X0c`H5O
zG89wZL21Pp!;RLm2ptoc9R7s~T9ZmIcHNL{_XW_3!_%o9>8qbfH977HeenKx^Ov%%
zG(!+U>&w@oKAP%?I5i)<gCBirD#6+5-;jk3?h{Pvdqrj?M0@WDP4lytnN%2J@`&<Y
zKmI0mgyQut^-A@yD<IDLa9E!IO)?1Wm`A!#9!(R|=Smyr{qgrtjRFDr)ds&yzNtJW
zZM4NWyVpE5S8?+)q*Wn*RU7A%`f0CfI~({HbN5^zuzVrr+r}hZx12{Knn6BUJLZRP
z@`KcfFN90Mf@6p6Prq34l0b8%b2}4xh%z0<Mx<Peo`*W4@DUdSFYqM!NGDaZF|z##
zn3rcZJAJ%HziA7$PU}X5AO)MIv|1mrl)11GNsdRWDOI&jXA6VJ4y8U7JrDd|9qdkG
zwhuHMT`;=dJZk=cHhY=ta<h22(0DDf`y)h&B&UFPzrRH31henmzi2ReClnYzw99Hr
z*MIImRl`$P1)@CGE|~_gE1k?<D~{R}A3HlwdWhKWGS9um>=$S|_wNzG|Dj1@88^^o
zZf+jyLj6>ztA<H;@3pw91SOUMWdZ$=7%z?<8^0!tutM2(!uj&5y0Q}PHx+(Rz!w$f
z7v^7&cQTyWH?50Kou>rd>xf-q_YzdR)&Q;iYL3PmnHI;b+rji0D{}Oc@Bd>7(xe+#
zqXAakyKLvk#fQy%#Z&t>mpx-MR%!d9x>|eI^$4V`&i;2}NeL|E4p|DDN%%WyD$I`P
z{Gl^QBqe2B147ec{}lno7GK44xi+bXPdjO#{ASSPW_bEA-~CDV84-6a?>R*egqG}S
zxh9F%$$WoKaXlaqg$1pcKuq`8Z}Gx?zQ!gcAZjGbg+SNKo62Xv$I2r&m$oLr*zvzE
z*9b42w(*;TDK17_aRR?z7nStq0DNzvDOmi0e-&TD#Cs+-oD)XEdt_d-^BdjLXpf2c
z$}Mw@jz#z?UtqIq-Q^}S@Y?_QX3f@k?APAHWrK=DeJ`7g)m`ntz69get*e(@*a@x=
z7S6caw6uuJ_RCXoRsMeYvwvAmcu7GaINCuovm0EqC-owujpwz%^^4A6b!6VRo_GFX
z?4$1VHy_p{KQ3fj)Gh2~HZ%sXq!lfR>uI#??<H|u?qAP(t9rYvXP&eoz54D*qclmX
z-K{EVbA~zaCpO$RMqH<EY=K4B1h`JyuUnM$3LM$0xx*WMLSbK;>Kk=vy8mS7)l7zp
z#KTTf%a2a|I?zSEHw`?>=kM4NF&_l?S?2BDj4=ZRHvcezI}X9C@{lQ~tVw6SR;9Q9
zN>^9&aKUqbf2S}x@uILvgixRSwewteXXU|w-=7gO-jkgG@UB<U6VTU>%G0mM6Qvyt
z$ZxK3kaqerX?tm&$Hk-GM-xq>-WTWl=4KzU>+o*NQvWIm3`Pni-ugnn)Xz@(J5XbT
zrn3qcb_>}CmKD9&xnEmB47m?Zkr26j5(!Ei15wgROMo$0jp}?F27lr$$cj5rbdLtk
zo#cq%PWRxQ{Ps|OIwF8Q1zwSIGOD_*`iACI3ZS*gik{pV5Y1D56+fG@S)@GEHr}A`
z?AU!mzgzQ3Y#{)YF9stY6-)h<LtC1^ANKg{M*!$ik#yo@r~(fk`Pv4S)Wt6wsuk!o
zPP+m!5BnVag$Q#ulgO*|;xV7yVFb>37dh}5{$b>IDDT!oZa-S)F6iI=eEZ86|G)fl
zM3x)vb_0Nnf$cDg{~CDssD#@aMYmgFkN14<=BVrTM_$O?!2$oBOR{#&?HzXeCq{Ql
zB!j<drkqXOl^Yw+#m!4Nzi{sb!nOS2%EF^qc;>@zTF;$6VZ|8|aNK^1&A(6SM#p9h
zRBOpp%&}Z!C^Rbz?YVwLQ?uS(eG1Mua}~sy=|D4mR3*oyi*!<z2>9aEdujrF-Ri?T
zx&id*@a!#kQAuWTX-Bnv+An;bd)lCihk4kmL-Z;TXcxTo@;f?)>!zUWhgVon{jO%~
z3Hzt+N*65}zPv`NZaPz*^26+sOS!7|=|`b60xMjnXZvsuy2``(zJk-|+;3^DW0kND
z5WTFn2@Pzp7(7_%oB?3JQBxFmX|>y`Gc}w57sf+Mz+qD3HTc@-!zxd2@M90(NpxwA
z9!g)knJoH6${S*Km#`}J-`1-j^_=}2p#%B67HQ$ARQ~1FHNS#CDI#L~%)qW3)!w$!
z0O@XEx;(lC56p8uY?0i}pV;;6@lBx@a{Vt|u0$<rY{R~V_mkutDFj}vfXDBe75MGj
z+J4ek0URd8m~{rArAsQZ-<fUH$1pwU+O<6hl0PEj7}BU1wKYz3vg_bSVn@QLf-VVS
z{MPjQLQ<=ei4Rq%PpvgOx&aYlccTn%oa4%$lSU=ZYQFs0vLMZcydY-_V8w-lc<Sz9
zez&m|IqNX@A(RN5BN9u=OgPzf?m0<A8#EQtw2!AUMp)$GWysM<R50Bhfcd`z5Sj?;
zP9J~mI@<f1iqJ@v%XssijE5UjJf6NPVMd4&e))UC@bs@ec@g<}KGKv=AO>8TL4?pp
zzx|UB)}@{yxPnK1WqVn(K&?+S&6&j5=cg}OdQ|OO=YZGRL~6zhY6WVN7_r&tqZ$+V
z$9=V<95Hea?FY*?+vqE3*k+h%uE-%GGrzV3&NZKu2^lQO*pSt|KoPXpVMbd0JIDX*
zM5u#O%ff^xY#H=0lm7L`3F{oNI1G6~W8nYY6=Ur19&@HJb8BtG;B{(vQX;`Nq#19#
z8ehE=|B1_tY!(0k=Vv-rPQHSm&ap)e3;Nv6o~xXWn08zUT+6KJ*6B4{fBs}>|FWkM
z(eFxGdH+NG1|Hmlp@pf}SXG+rM(mr5Nt0}~7QXP$G{LeNB=mzOVwC)vjVcR_>ZTNr
zIBUXheeK=twH?4EL%IV(eR_r<51E8}IPI7#8Q(ngH<xzmmm*6HVdf#7gq1|=e0WRP
zKgoP#S;*QXUiacjKI*<@ke|Mi4}Z~1bao|6677YtU{En_g<7<E_{3h7s!0wm>GURs
zR*Qg&roywLWyQWDt1JWGZpf(45B2ssK8jBUhVzZN840$g^+W*~xa!CP)0rIFcJ*y*
zBMtbQ?S~d6r<#`SY$e#vA3oY#JyH{4y)|p$e=$`EyejlA1MdjNPD=hDrS(@MXP+|e
z2*GysaAH?n50mx}_2$39ZXA=j&uKmw3fricG7>R*1V6n28fU8})KrT3w%8Q0iqbOU
zmd15cr)*FiStqq~&V_T2$6M8TOGg{BS^2TI;-a{%xD2UNroA$#ChTfzz7U%hFP@KU
zTzq~fuwiK{lC2T|LYAC1+xX?qaXOCDHcq>n?+Zd6(maKw?1aRpuQm+SS;gO1Zwcn0
z0M;&<O83t|p0z><HXjC$VxqIF`hd8;)DD#VC{#dgC2fD)I5_!(HJkV<Qt;>ClD5$x
z9yOT(C-E6M!%oGL8s%T>6D`P&`mW84Tn;PlPI>tTcCQKZvzoA~ptYGNAG6TmyY5qM
zxWA8|X<KqF4&*zi=P4l5KhsfY)8TlWn$4^frgSCtR)zLX>AmT*GRUq9j)C!N1^+@m
z@$&sxtw(kni68%4V<I1AiB_L}h%*Y|{L<*fmcalX1i$i`htODJ2eOl3aMBFekf6d?
zvrjoSL4C3B6GK@(xPv3Gn822Ae`bCK?ORGza8p=nlf`0NnV)3#V}hoS`z9SmQ8;aw
zV{4D`P8S5JCPr`#wZajC3u<+jL*e&EiLcqqNh0(oC~r6G>%W7hGMYu31IurYPuH`@
zI>G}A$OY}}4AJ)owOd8_C=Msbg{&SsO6>C4@eMVEB(XHGu_#(rXoszO2nCpmc0~9z
zuHJu%bT`>fq)ai(d>q}L?M%IErW3wp8ciPSHu(LS&hX*4r*~19=HG);^8KPVgWB|7
z>)<n{3jkB7xC9dpT4uqXF4qd49(&aDDK+LI!^jQXNy8IrWfKN#7M&TllH%C<-|4w_
zVGbP;{HM>%So+(xW-N%|*;eJl%aWjY@(i{k4*xo2)rc3n@pmr=TCn|6FV}XWar`aq
zHU6h)Mm?8wyP?j1BCBBOP|Ry7Va(|Z0G<xoYJZwBii7zbli5UJ+g;zc$x*Rpbep57
zhfa$N32!vK!l+;=mr!eVA(~oR)2X3Ey>Fq)ok>mpGwkKIRMyjOCKD5hq4cKv(pAqY
z2HuUyIE7@kaRpd&f0)|Y9^W%V?LgC%<BLyNi*E&F$?mg%QI?8b`)4G2SlRL$OZ!kY
zG=OQ@6vD1|M(fVP{|Z7YC$yoX&XmbQ?ab8)7pj~FkBPBS?#(YMVmFT_unu;XW{~c?
z32XLN8p^nRBAlJ(GDPuSv#TIcBc1lx1co)RyOOimwr*fgx^dE0>q#m3g!NX8=rdq5
z{G(RB+(ji`$f{vP6=S4?{&;%dqT_f;3YNFSlJND7nRxpth3!sXRqw8zsrjya`Z%sC
zEKgg-EjVQvLmWrWxFnsvQ;Lnk*^+VZ-k>i;rcHPg?x1?|b~qFxS5=?Wk6&Y`1ol4d
zKFoj3HtqE;Ki<K*Fm_m9-L2*t)ppmh;U9*MXQ@wh&mLdhP=&PE^5w_0mL$MC;WdS4
z*R6z}JRW~v^LU)hsvd<ewo{g_uf^%Gm=W+9LixJO>kHzacz6nK>a%R32y&fKZ`4lV
z9q?Q-$1&Om@DW_2{;8jzJ{uB+9#cuBQku%woISusU*?f|c<(_7-Rg{q=(itBtTNNy
zT&~iL#^Ir)chviKJOBW7mRU&?^v7Sf;yomh)W}!|0t9x&&E)dT*<Pztl0&6x+Ow1o
zHduTy1W&(1@K}CW7-P>JhT&>h>V2smGHnXz+I14Ov0apP!MB=&dMwzCwm6S=O1n^`
zRG2|y>H2j`A-w=$WrY#0XM{hiY&DtbgfIt0gUVXzDODebXMJ6BVIWZD>NT0+kH;&Y
z#y=8Q`u<Mm7G*Fz!M=lc#so@A!@~lwIr{zdDIllSyL+#f!E4WV`Sw?`Y6>re2~3BG
zt@)#=`_0Df!@jA{VAz&=N-)&{98Z0FZ&AVuv`_*0)KnRQv&+xnB2YRx)8gC|9zIW$
z>L_4s0;$q*2iUsB{`bBM-4A9n#ZnnPRUbLStWP_o)yus%9{*J-od_>3%Id(TEF2C=
zMV<!)6jUhB058%74BPXL{xdv@C_ka1v`TpIXvtR`54^o^@{<4Zdj|rle-XZkf6-pp
zs0gbZ#B#!6u_oil%vmnz=S`#zKb|Lo)Xu2y?&((|0^$bAf%P0#ln3O_DTr=b8&o2o
z9fc57hp8>aObQ|WW@aIo=&nsh+{xFU{8SV+TpCKp^qrDWYCs({w5pLuPeD^5HGP}<
z{8<;ZwXzk}0OoA@l@V`&k#OoX#b}X1x>URU#Ajg1xC~kUV6!nnNo#C53EMPV2IA+?
z(#>r}suf9W-7z9BT59`4DL}~w)mNjE#i+B^s;sO06S}UNeWHau<snjCc}$W9o$J~K
zl(L_dArpH7nzCIX_Hz}Hb1#OP<s2=sig&JOY4TyLrtCvXsk!{PFA<Y(IWfp#U!1C5
z`30aJ{xDEDYWXw$9rvofV&_T_*ZTF9u`1$1*7*=2XH)1HXVDv440NpljbViU?Qjs^
zB~_xtf%}Qx6PU*KV)*9oGxI&_&kjqRo>qIPMhg$&(vuR=pnB2wTiJGQ+H6V}Fl(w0
z!b#PYS7=SzH`L-<b$)s_vmJADxzk$+Ykp<1pi>j$wT#t_If0aF^k2ARc4LtI8XI4e
z_h`{M+IeExWJ}hf7TkdTddwp^W7F2K5y@*A^$eR*HVrYOf#tRaeqq3ke6?!iw>zO*
z4fHzzVJ`2#FemX%mBa!*G7=0bwKOn>`tA2?x1W+1t$5(uE}f6pw7kGJRSJI?W}X@i
zujh69s>Wrw)`yh65Lno<GsARoNn7koG4X7?!WBf&F81wqP48G^SP(0rpBoU`QEHVw
zBRKLbwiZzA#=|fPDCDX0@-HaQWQ|jZRb%6S{xL}^cfmLQQEC0hW!5b0V>Q(3_9(7l
z-G2WR^K-Sn0I|DpXm>mL3GjViR@Nj<6IETGxWtEi24m~mS2+%JOWdh{(I}Ge6N?pg
zlR8n@;8(k>nF?HG`DhosiGYzFtV|3Y{;m``^W2Drx1x3`OXe3Uoh9x?gNoC?;eKqP
zk7P^AC1+2EL&owenJu$^_h!C{&zIk}`s$SYJ+UKaopJO<sfH%f>Sy-`elg18VJX-|
z?uiQe&y}xpAGic5;1d<<URb2^@4EDF%N)Q>f`3^QH$!xW{%OBxoh>751;D64aA`@?
za;NY%-AwVCtV>mdsYh?T3QvU&2Q8AZGJ!vO^fdy2H#h0@kcAy_c=PItKyQ~rtA$lH
zL#IoV1UcyD0aCg!$x0tq7^38y!;GZYH5p3?@&b-rEy)Z3O>dLn$0e1fzYz~oP+eK{
z6;+~?d@r6}zbwtnRgnoV_05%iKp*y8%XYbUH3lTk%}-(Nq=BsX=VJu_VwcpXxib|b
z7=2Ed52V*rBqc4e4Tmq`aJQzg`ni)qn(G8bXa*sd_y|8M%aC!I*WM0qZSx6$uZdBG
zXPy_OpyJPs*Py)}4x@(h`;>(KPA{^44Ad83)g<P?tIe{@*b*Wz?n7Ppr8*l592aOJ
zP-;GF?RiK|GTRS&&5+Sfo6!z;7o5Trg+F7onLLP9lkI5Jn_wkpl?PGWMA8ztS>;!`
zkxzGLu5RUZTlv(EcMfWYovT9f9fX^WK|T`|FtVq2md*N~Ws_<%t6Cm~u>HCxq24Cx
zg-17_+d@okyV!<g7wGF|c_@)53iEu}{gx%CKV7&Vt$Iqcg|29}JyNZyxr^rXU|{c~
z<F0U5l{=to)+tycB(tIziPJ}Gp2ojdh><n<_WpBBSA;rM&O?&KhF#MX7dZp2)OHWP
z1Z$=-OEVgmDmvth@Ge8#Wf5yPU+=7MB3aZIY{SP#{V&)Ho`t{ADyqPF+$qqv4HOB^
zCTD3N{XZh8Ym`DBS`Ozb$7w#h6?P=0vHr8BrKeHt=C5<jrO*cjOyN!kb-!(wQL9w!
zJ7=rl7fapuNfbxzCIy--cYq9%X8qYu+|?c5yTZQjI>j<Pm`9oqhU{fnS(DdzZ<0fs
zgBMA)Z~w9b4~FIz<l(%TE#@h9e9vr~uj+vfVu98eniEqRKvuE%Y+nyrQTfu8f_)wf
za2G)1UkT4Iufpr25XTvy0J{<0!PM^myW0e4Vz{5wlq7=k^9;(1=YI$X(u{4CDkW7(
zM!|<A=iP>!|9s4fGpd+^^5`+M=vI!=(pF6!6du=|9ri*!4cUt!*11i9jplFVVU@yb
z<#2=`rcq|#s;?$06UuLTt~OkqbTEO(x2vr2xB6&yxVFbjyM3=t_^sM0&QPh((Y!ES
zV9KW<0m^A;a)XT?%dhXBQv=EU0Sd4TL||8!b;hC>2}G)UHI-o96Y4ul$@`~$2pMR{
zMLU02z!RvbCzW3uZ5J(iK>-!4=L;7aZ<|&mlZ}g~?l*F5XO~H=6>!&^0C$cJGJh^R
z4<NL<`HNDkUeGKZ!f%~MEtJi8#jcKd2uM6)!vpmNr{=<brGMe0nt&p@PEEOuYU(Tq
zqljl{1dIxjPN4kSkEE(vIfz{aQ+fVa&XX+&P_hN62gsz42s}HNCC*m?R=$+-9sg`^
zS?d;aT7w|b+N&O^Q-JshsQI7&B^#EYK3d*UA;s_GkO_HdLVyxa7Zd_K>eJ8Xe!(RI
ziGz?UncP<8?A~S<09F9q2&EajF3#~IvKN!QiSWqyW7&$&*Ov5gIEET_o%c1~>8!^j
z^v|aSoIeDBzW;8v(f)gMQA@anM+Rs?H7YQ7#dXL30_xWpq9&Fy4b687k)AEdoI$KF
zG~04ELd)ydEeA%OJSN{h=KTKcHh~wD{gY3~+P?-p`63-6#Zq;lOWCO&mJ5gO`XSj}
z&DI$K6ms&n=v-QYuwO5$U3YI{ej!+KMDb#J4*{GqnP=%0E|6#p;pG9WVX!YCoM_O2
zu1r03x}1G!1Wz2sHze6tl`Lq$g#35~BjeN1!ijwp2MjX$R?P+a+Dj}99t0{J#xv_Q
zHGa$~bDd|kD$K0uk>6VfJ}HM<xdSDk3PqBD43Nk|YNI|DEONbQNyPzupu}dX=f2I*
zl+*BzR^|xm_g!>H-PI=ilj*q@A7R&g$stSf;-?X`Gupyv<o6~7QfI3tR4%pYv>3!7
zE%Ua-KHP4w!Ly;_`Lsf<>nyT)s_w(#<~pY6j<xzBPK;d~b@*_i#QX$4SNq}?GIMs0
zmo8a@uV7`lUG!&WEhwzYqi%X@9~F{&ycglMQ07Dg*2l`;5q|zGOff@@c=dPD_rh=X
zNOR?=jZ~AqQGPFWBGcj=UrI9;Q)s1n)q*FFLkBhj&@HTn{6UNLe*rWD%+8iJPXKNr
z0QUy}A*)q?<xEK=K~6;^kEOnFYV$-7pR30?BbOov!H%D)lGj=-aYRJ2K7sX_`<G!Z
ztuNXykg~#OmK*o49e3Z)qAszw=XPhEDJI|~E42iT6(on&64-O-k&OYKcEe39D(I$}
z_dSp)0BkI`DC{XqsHPF^fHax>?sgZJh$;~6!`I{;&~4o^p6QU05k-Sn!cpZQD?=f8
z2fvn^i9_-FLVIAj+U_+U#XhmkDb|n~(%~C|X<%OEmNxo7qWRCZO!eqQtqxVHECEI^
z8KR~@S`5P?aO0_M{jJ`t%kKsP+m$-U5WQOX9F$h{*+)d{wA28L!vqSgp+~4S9P=h%
z@$N4Q^^G63zAU#D(MwG10={%-7oY+;0~T5uCwUDK$MX@pKXF0y1dKH8bT}jW?rMkG
zc<*cW`5U|mPlS1DPhXAXgL>`l<TXN9B%!^gx^sYr0hrQq7GUBo=YWZi%>y%6v5Aq7
zOu$w?u($Ki##A}P?xIlPKY(N3O5jfeLX$8KNCCe2FY4)f10Hn_8k`VA^qpUWk$!RP
z^5@Aqk?MwHk|xv{^|r`|VQi(yq&%#V^rNk}yMCXyAYAv>DQ<L~^eqYnGY5X~wxCCU
zV*AmoHMa3wEvaI8IcFW?bLD4>TZmaFi_<V)6z4jchfda6GtFuXp|9%Q5nq|XyTT5c
zudUvVS$9(7kw)(3jM1il1fufe4>JXYwnKVth>fD9hVOmV0&bmqBC!T5&E$9y+OZI3
z_%o~E@uJp&9q&88Uj_dcThYI<oSDbDEQI=Y<EcAT$|m_t5Nubqn%YwH=k-#7d(x{_
zk>_wn1i*THap2%TwOT-}^nRQgvBZ<1P<MvIf-fvzf!BP9Iu^8MdBn*n%HT0wdgi|}
z;s*F5Ajmx@o!tHHUK=SQml5k|jRmRt?DJq`6RWSU>}}6_u2Q+Ti9_E>?5%*%5U_pL
zvP|gt!ehcz*W~mfTV-Oyz9*GJ?S4EpUmh{$%Is~<wU_^=rbm1iOG+$thPAI^K%T&m
zeaKD@^6ifoFu&fuUTXf!LBG$bYAm}3<qOo)+wK-anok+38b$qe36D~Ae~@IJz-;pU
z+naEu3nB<cB`DoHRlMBkm!;TBGFMVkx?D$*&6-UnZ|2LP!wMIZCsR|;^hdAo@rsiN
zT_=pX*^hkbrNn}u*eKQUlBweoQ}#cDANtqkuz{U#L-s-Hd-qO}edHchP%Texl^L+|
zjMs$CP{Q`<tz3;ObUWw)@bA)CwbRwspsxaW87hfkTUBKn0BqWzc1R4f$4}(e4%a-2
zTX5si8tkTi<Wsb_V&Oujw=dcv2nWps^WZZ6$|C|v@u>6|g>9sHSg=~vI<#yd%j7eb
z#J1Gb9$)uXwWY(<qHA17Lu4E(f9_tN<~4lfcBY-N2?df%>8vh72k$}{UEc7``E!zS
zRU4XPEDm;}o)tF#2%4%R%b%0&e>)!ye&CqC0x$(%^{93kdFRe`&UpplHTMHn6L{cI
znHN~1SuVV4hNtc+b2I_R-9zCD>He4XzJ#_9vKxPSy@piVpf0a|QTm1N_`Af0gr56L
z_pc*|OKhI@2CRBjkWoNG#<sB$YrdLfa~H1kosED)@N$0ZTl)1J;!VoX7_q0q4q{GD
z#eSYR*@|kns(@NHr0-<{D`}_~$JDZOw%TSewfYE%!SZjNV9r0LWl__L!Y46Md@Va*
z(ENL|?Y?-S=qm<~0cjE~1CFFqq;-=y*AgH--X^yBq#E-87_wR@5AQcLQP=n)`e?Mb
zZPnpHY-Y-d^;?Y?PLaamyTo!gy#%;9N2LXS`oO2}T?p8`Zjy5{7kUhKPPy`G*36ZL
zVe|>l6FJk)D%817>vkoG^a1~rW5{p@0q^<o(`2^l^8jfEO=Dk7b|%i8l{LMIYqCGU
z@cq638ittWU&U#Z+mY=L=vGOp^1+rY9Y|>!9#_Ps61puY3jdOM8xP_po~8jwf=~s8
z!6l|xFdzVtTaLY)No)g1(0sCRs37wY!97K9O*1N0UHwZw>ngF*KC+22=(Jp&v&hNS
zR%tYf?9PM!mn6~TRA%8{az6gzk>(77GwsS7k^ioI_97F79{t+jkE351+R0pY=(`lc
zS*zk@J2Ns7*)Gi?L(n5!b?;{ntAfdAwAcsUX6-nCY@H0%FdT{}$sx&W=>5s-W6o^3
zxV!lqz()pk3%zg`6~ak5cSyh0Hf=57iH~%o)$%adkNAB>@j12TfjUSq>x~C5Oe;yB
z_L1Jh;v=U|@e;@VA|XON#bJ%I@Pn!etC`amBf&d<EsZw8w?4#BO#Pn|m8(%1S@TC$
zP1%uX`WO}oEY*I}L__<6CMzYOYSC7`Eg@>D3BJE}^p<_s0FLmR*dv-`8W#1i$$MCV
z6u)|}Nnl`G2b59YCZuE=z0Go`oZ(>CbL=gQh~P4)LA!3Vc6)zJWrcYx%M@D}3s}TQ
z-HGv`wz-_Xbh3gU26OX8NX4&ff3?>7Twe6)Q<)g-BL!ynTwwh6f}7JO;F!5JmlxUo
zce0(@-Q6^X)x<+449=E0Y-~FcWO5#|I@p3{-s`~1y@J4h&3JoM;R5m!wTFPxLKdD*
zGE)^?Esyj)c$FL$52bq|@Sa5<dOR~NTkAaYwPmCuy-knrW=aE(zryQElO(S3eFmQO
znyT~nF4e{qYaVx9A5i{lslK)aBfjoFR5?C&0cF$m@^%8}0;DM*e7?ww`$9Nw3J)jF
z`fJACU1Y-k&v~0)UBuy1+L0LY+UWljFzAR^Z>{P3NoxX-&k0!4pJCbBNwx&b@RtN8
zNWG%zr9PGn6&bMk+xS#P_*vQLTopz?3~m{EqNWex>r6#g3t!_1XyH2v>i0ttYobTK
zfU7_b?5PX~dCz7&q=OU9!%C4lRt=9ucdZSxnnF|eX4LNceNyu2kaxKQ5jfoYFYbtA
zDkfi^L9nX6$k5tJ=`<Pc$wS|b%D@I;BCaR_6a?qk=|^DP_V|2YgKof4e}aa0+z`7e
zdMkZdRbA1Z5xmZiB}D<|jDR~8vmPcUlu#C7uyIUp>GFSGn<$qx!|6e^T@ywRAd*aH
zKGF205F)=`X^Y~wN_=UUJAYVu8w8F*46yFXQ5dXxZKWrC>LWR{(vybdZWC%9#+lJ$
zC3xmqK5;0^l%l;S6Zf$jwsotV`AZl>zJTs23AAe?w=!7fI7O}DOZE;Unp8{oBuc4F
z5d-h{cFgP8Ln=!s)%X2>TL0DVh(Gd|6G;L2_rFG|dh}@dEuJMnDg5iX@Gi98otDHv
z+fIIfFtjYDUd8XG6+aD2yLE_cjDHUC{G$q{@eQGB(2o!(k;*SDmm~__+Q;I^QD)}K
z3E|y}K&ex7(p7DElv__(S84!{6f5HpAhTwj2$NgJR-<&=743Uoy=$ZAsrg}w{r>2v
zs_21){L?b8?HURU?}IB<U8cB0w%?bV2fRDJOq5NdAKJ^U-JD~&;zg1GnpHW4yr9ZQ
zQzlvc3-xQ|47p8oxNepIGPX3@!dG%o?ci>Jab%#sNm%LQ(+9EY_!$EEyPAPsR}^|%
z>_i;alPZDDHs#K!HcK-y;^p9acNw;lR<mDQr=q|sde3&Ow%IBouCC$}KBf}#&X^X?
zLF=vr+(n$ZlS8PT>6{pjU@dn=0=s|JWg*iO;uD9A)^!$!DA6ptm_j1Mb__F4$H|3L
z%e8P%t+nE4Xd5f8^)-ZLmqE79b=GE@{uF{5C@jWCKNsrKnK3<S5XO_(VJVj{GVCut
zc1U?Dcu^;CuPMzDZ8Plqeqkr}$;bMC-`GrYYp<*Kcp3%ev4UVhariiHy5nbk7?TfN
z<m04ltkyEt{|+TJDh_YDl%QrxF(%z@DMVBPu<{?`W5=m<1)?ZSi%+1r6p=>W0@!sK
z)`DhF#-)ua5kR?;T)?9aa_OgtEwcBEpN#$%KUmxiGa#{Nbj6!Yk4^T-PIPs`a4w^e
zbaPYOnx2SgDMaG&gahTV<%yL+W?IA)j=|bz9P#8RQbiC~S8$p~9MrGdS-F2VA?b>I
zZ}(M4+lg>hjB~0>j&F-cPtk4f39gXMe-U9&w-@|9h}Zcjjzt$#7_95;>OrOW?LOGt
z@36c{;DXb$^7lOiATUZ;@fWl9CODUfex7Qc@@p9Mdj-!9wbd*<v)+DnD?OD@l}YMx
z2I0&-KenpMxl64_Jeao<y%6ci7QF1{BW3pRiDqc<C()OzM*h?ISqPua$x#>42g!$0
z-&upQYdK5MR}oco`T|8yh$KB<dVmH@#S#p{d{o@j#GEkVTVoj`S;lxQNknXm)oN#|
zYuxCX)NiN}2s(o-fdBJEYz-ehg8s=bsk!a*G4}jdO-X)PWR+G`qu`a2`Uj(d#0OVR
znFNKeN~_q^RY>+K420=`&O`KsRm$0|>H_Lnd4=l)(ii^G91!fLZNo(_{2)RN(M8eK
zjoO133t;!9D9oZh2LY{1D|>q%cm9X~`Yz=<M3Ou2&Q({d|Eu7jbyBkHI*q+TSr7wU
zT`t3(X8xB9hsgu!^oPJL1hKFYT&o~ISN)fL0g;z(TOb(?X*LwEA&3!IQp=<wsp9Yx
z!V0mL6O3j3r)Y+ak>c!H_&bhHr>313Syt)X{-UzS9Ex*)?^Vm#;8zg*hw>ci`Nvoy
zVfowV_J73Ee^*UY^uJ=*!^6IMQHs$jecRw{R9Hs;UBxfI^R*!EH((JwAO(Hq)MjJV
zcbwfr-*<<;yYurVFGTaG_Tq7+WCsom3eZ+e0^H#1+90;TMV+6;Y?VNOTe5&B`p6X=
zx~3Nb2#~im6GWwN;4VMR5iz`lfG7S?AbX9(zhhUj|9L7p_Jar&Ofoe+mdUNEk(o+E
zN#J(2-?3WOlj3hZR7ljg-*ku?z)$46$bh;uzq?XHEd0DM{>}L7>>jRs5O#tHO?7!g
z7<Uz&QQ<<_P^hYT!iWZ5xKIN~!)Bn&X<$AV=seikH}D|572t*tw9B$)Z4k`XnXfEk
zxzV>V^l2cu<gEt-DLM}gPjk(QQ!GVa#KNEfVH6Pe7nNPP2+Dn2Nu5}>X5s(b)JlP4
zoEfOzPdjbr1Xt!$B^nj3+6gHrlSqD_zP_q1_eq0$2S}@y&-?~dl*ABfKZ}YHnQ)0j
z&b4Rn9ft(oRei>@)Z;=zn!<sWyu(`=yr)wKDApjMABl~cooHWVF{R!f)#~x>a3g^D
z>?C@Dd2l7!ng2L0K=j0RZHyWap$_3f{hcfgu)qvCCYY&un~E2zs7=lVzfN`vlE@_e
zCKwNq(DuhtiuB3S83_Y3F5@3`8kOtVN^a<ca@E7~O4)i5FFPI`Lo5zXkRc#cejN&p
zzIlLT_CZ}xos~3%=)o3R(qOZ#De!mG^1_p!HSo9nQWL4&IXGZ<0V3sJY*)k}#W-S1
z6ooY;os^E)YP6U&G=)Zh)I(yaD6@Fv0we(aBW&yCRAR?O4--&&x`mThHX*vGcg9fn
z2TH~L>|}2*Lo(cfiUiL$SZ=X%JQO@F54T8ot~Cjem{$mLDFHGz(YL`LxT@zuR8qmb
zE4o%#w{@dp!M){^$v3bn!F1nYJP)J;nbpNOfz55fr#tvRifbB%9)>Dx##80ua&+{q
zoVVf9cXEM!S!4UA%_7NXNGqw8V|+pmkd3!Brm9^XfJZ4H4oey$w6r3vJ3gXpF%1TE
z%bWy@r{mZClU`%tf?rPW$y@*|vE2-)2Xv7kpu?9lV-$e!X`H}L)Y|eVc+xoq!>Q!S
zD(lKgis;SznZc+}U~e?x+DMN&_A})9<IBU|4M3AurnR;$95O@-V%|gknXmfC5AXkv
zLY0$XGcvR049i{s9Ti434F<(7V?`j^qYa_H6sppv93}~bTpW+7(Iw^mYre#BUa8f6
zfTzd(y4O7^%NvL78|4;fwdybK_d>7*S&*43dX!!nBJSzVM?5S(R;8hCw#Da{|1k@i
z1K~2q@;fycf9^+rJ}Zr!$`5k&h*JZ~U1x0*GiM2XbSo5AE(duHsc?oZJ4_!u_<_lr
zQxm<%fycK(XZPmajZ?rpR|Q@N1(DI0NWKvScz2yqKmZ`h5Q?2*1vccr!(lo$_!MV?
z6lX&$O;~>9kwZR$<-20Yu@&{xgDq@LbmLwuuW#4VnchsaQ4Zvp-ptDiSJxcBmMZAx
z+HM^k*ROlW=1&w>DTd9o-;tMj;#95LO+L4fplLyoW;54C2cK=FE1vCan9Cg&u9P&Y
zD$4iYWf3;nznv)HA9nAb4rRn#ECAR+h^jujajh(|@aD4JcnJn1b1cT<-3R%Dj@;$Z
zflk1!b4!$xTIEH3fYPpN0Hf#Q{qyRnkaosIb13u&%_bMnjPLvXEJA0#-5hvrK~0T$
z+b=7L3frp_>qxH9omDGf2;>Wb$x(#J`bn4P<EmJJJ;dZEm(%;#X}N-jz-107NHcdq
z;*oTfmJv+yb*_xOZn*&7_Pg6;_&-f1*_v!xe;3Uw``0#YOm<-I2=ipE$fRVoH?`Rs
zHJB(w8F@a?5nDa3-CPOifdqaLfWaNV@<1Je<At<zoJ*^O(RM3Bfxt4%7fhIZGvDfT
z`4=d0!}A?3ekv%ifsJcmWI@$giag*2nZdZas?+bDO>A6K4Rhejma(L>O%!lt;ihZe
zOI*<2#4Yn?J_#EQ-M7&*u72E-Pptg8h}HUTJ>9(cwXU@_Y%_J!A{T;?2j@R3{IwLl
zK2PDcHz0*!EX$NH<2!zuCE;_AEcivx^t^4d!``9M{XP5Gx&t{BHX*NuT}eF+L2*z}
zkhu^~Gb1BotyE*n`_EOA%|9NtS%<7RvO1I~jz+6u4cOMfqFa#$?*uKEt_Bq@?XP_9
zN!P7B5geY&J~~yx8r8+6YfTos@8KD$4SSQX)C+H!uV5*BO)HNxs!~nrvWl`5glx>y
zZ8Z-)(TWgJF5*%zu@o?$Q|EJe*GRS7C+Bx#w9kE(cHte{Tew`WRVHbq4S!({)eXH}
zTu?kFCI=&9=6eX;FB>QNrnKxQ_a8Mr+F91Mdhh$qlw<%4uTv9&xA>rgpm#`vtuPtG
z+*%6iiE3bh#^hK2GBMg=@iKM`k?As*B9(kB$E0NX8((9$sD9mt&e{eZH*6WBaL}y@
z`^s6fp5Jp|<AF01&Q(QS$h+DgJcYXMmpuD<*<@+g#<$>g{!90?EJeg!4+~OQR-h+{
zDZ{>XT@l!3LFc_K-epVF7}Hy5`_&`Sl+6EuE<edOTE0)k2Wo6JDJiK6e@cB)Qc|5v
z_ZhXkCy6AujzPM@ts7SxyyBK+@r!<goU;Uz>+@Fn8Bn3X%_C4(26R`SBfTO<?q{0Q
zekQ2>ml>HT?cP$-(yJ&l9$|Zj1V?(XvI(yPDFb;gL};OxG9Rr5!t1d!a=_Hj?q{}w
z={edEs^`4FGFIs^imj2{mD!IV&m?D+Ye-g6awaz)(0SxNu(hM@%&!*-8LTP07O!cP
zla+CuEV+qwe2V_dtn0&p+kSq9%&SNB?d2oUkE|%A><6VG&)T&`Sb!%PDKq%;R!Yh-
zSle|CvKH!#D}ZalU;kOSlcHh6-2C*yIV)6a!0B(zDn{&DFwM93wu&0}X^zaXpX-K2
z9{%m&v(WQkezV2-(~XTm&St<`oFcpWYYlN9#8<swF=XYXtn`_~`91E=cSn>tv6eQI
zS8<$<URq|)l&Cce>AZG+BYuZ@aboLMqE*;<qY@6bh`S;WXZ*MiZ3FdIMiz5Ci@&Lq
z;Th#&tn%0s@>+c!w<81AoFa&=4xB|oHx|j>hEm|DFGaK5@WH@hjz6Jb()QUJ>Z<0H
zvkJx;+R>f!ip7#|Z!rr9!MSka=e@bS-djj>x~{QTj5#@s=1kUdZy`3?>W<1AdFdpU
zdOgOoB`0<Q(Mx+Bl|&iOdp_3xNM4liz!B8i9;L3C_@ysqlcs_0q}&CM)6zM3NhLcm
zK~J;t_Y7C>*yYe|pX!x}n{V+s_b1WKp2xwhU;WjhiL!+`euK>W$O0bRuDla1G$`m-
z%)t8dnz$9-r1!YbW#4@n1#)29bvC!(P~QpvM=cf`4cUv?Rx4uEOj)hoo4_D2J;TVJ
zqnfG0cWE4*O5d*$QH*}ivCSS*q>u@gzh^6hNu*==qvpQH8q-S*UstfeUH=bLSN#y>
z_jDByq>+y(A&8Q)lpvshq>=&>y9-M<EZw4nG*S{SozfdD9nv7(=+Yfh(o$0I1Ac#a
z{{gu7?!7bToH;X(2c*)BcjPop_gLpBimYHZR7`S5)6OkQ(p9L{ShzWEr~%D+Y*o!M
zkNYtskse903wMq<S5#{dQzFtZX1|%$$5tTNz!)=61FV@x?E18oWsugHdddl1=A9=_
z0^hfeweddPUt}Rxep@s}q)EQhP>`hV&<`d=bT8_LLw3R|J_tPXishg#zPs`~=`eR4
z4i{L<2K8T}N2>Qtyv2;^NQDCwU?eU{ln7%7=f|J1M0_Q<)di=OU^FZ-@zupeW_<wW
z9Ze*2@+6j_{PM5Z;xDuMuH70)bDI*j)$C(OEA;s5C7$o*%Z`=$m3Pm)*k%!?Ix0h$
zKfn{hj8!PW4C@od&q54%fr$8(wBzdFtqPB6h_j3lv5rf)CG8es5qwaAg)zc7IAzgn
z>E(Mx3lm&OJcA)F$2&+zFqAD+Z078SeAio<RQdY+ccN>GiD27&L_EAqJESy0pqnco
zukGfFLpZ_)OZ68=T;T?csbJ;z40A&A_iN?|dtg^S5kyq!GK@t)hbU60O)vycCwvYQ
z>hf4>JlZ_Fia*r(7(gr{(Vg0QWxd}Jborj_V67kGZTuNVi7L6dyPR}$C&zEOikT>n
zcCB`lxQfF@<7~N%jdsUXe0ioL_&k2Mi@f9Q5D5li>+0mwtH=+dhD?m<asPKKE07Xq
zP1kwevDiT!K_Dt+D)>F}*ZYHpsj9}B!?NXYmhPrJgO@)kQcAyNK$I*@&$sJ&FHSEE
zcU_A~<2d+@|GRA>l3)11WgC?9hRzC1JTggIrsei9B1I5VL{*4qCVdifuih*$<S>`u
zbw--_YYtmuA?MEr1(6JWy!OJQj<QS}8lEF03>u#IjvcvUGw`h$c`iT_d{61*bo@Ul
zMlU^KXK!OwHalovC=1(e>FIjvp6hHE=p!2IY29ke1thH4J96W%qSTd*mK$V8h)gF8
zW#z5{uq*C5#lfhDTk@vhj=<LsZ^Z<Xwc0+$uffk9B4(hD`2B1YdE>Db46>^`Ben3`
zy@jDq$Tj=k$k)nVbJ1>g+F!&`>>MApK!xz-#&BDXR~4c;lvr10%Ac@{u*O=c!j&p8
zHGh#DkF5yADZk<oie^T4yd`afU6{e#EgqFh3TCEJkD)9NJHNN`ga$IM6+ET3_bRya
ze&f;box?nDYjQ6E(daN#Kw(Na#LGeEVPG>hbc}+&xOw3Pog+s2DnBEylL*fzoe!y`
zD&-_b7$?;1G6(e=TOo*3V|_rMoV*3ETQ<$O1Xm>nqgsI5(EZ5^8^^Qip=yJ@kYp>%
zGto&Z&QN*UnP(-hBEH_(1R}Q7dneePr{R6eu;T7%H(Rb(ChN^4$yr$A{Kk6eZ#v1o
z^XdMFbw!(oPeii0OOnbxRQCuvHJg?aS8s4AavT3(W?W>YGjSMhjr-+C;8rFqu?)RQ
zwk)b(p8Q(KK^b;Sh08cz%jjgoF_kPA&&I=<8?61qjG(i(SPF^LOZiILCbKD1vX`77
zSpHjMWEBV-cf9{aY2~gqwHN3>`WhjP&3$v<`y!v2zS6up&iO#O?SY3TASZ@&J9hq6
zRBev!ZI!|3V@UkrzBUARBw+PH7E}x8xRm4H$4`Acj&B1my;Wqbfix6-vs@1O_|=Y`
z2a*iyiVI$mM8gk2y5#p;xoeLdHU}WM%k@rv_i9(v*#Kts{^PhWJz6{&ZRet@!2(j}
zMicTbR8RzD>r4m_!xk8qq>Y0ILbi<AkA`|JjFR*$?Ad%MMmSTxA^8};?Q~<gS78bm
z^xLGQzhS}qAjYdGuK${>_zKU&l0FLyfsha?0sZ}H54yy;MbwnKGIx$9M3xxsE2&xk
zXveRkULSyuy4N!os;d}Kd+)F=_*E$zR;$&b0r#aj!B+Pm{>aX%`}CJSg?irt_e0${
zKbI{D%ku%h24kOp8<!q;s|ZgPl+NHLFRP{t&ZY8i-FvXUnAMH8MInn*)~n0J^zSk~
zvav)+nde3YwavSJ<a^J@ni}dBiYtDCI<RX`<9b7!n>I-PSe}NSM=b|DBC^~bq$Zkp
zOK?M-A){zI4tM^Tv2)#r@2qLhKsffWPBC4{O_O~fNsE1%-31IAhTkrfl6~>hzz15f
zgC+~G7$vMg{D<%j_ebiBfh)LMps@&)#7F>}X%7h}%OeQf*-$!RAPW1pymWae-gN!k
zX1Qb_O8&G)C&qcdda4&x_0@Rya6vHFzo#lIeSkg^c-XHJLT=sz@Q6k!zeE7%3SBOH
z!u(9vSjAmoS5_Krb*hCpoR|Q2of#Sdc}BN`5yD%|wPx0A7*Uv5=}*K}-0|4iuOJ$;
zcilZ=*fw^UXhn5>BIEUa?iI9>&GLZVo4Cx@f^AUdML05bkM&VBrN382G6K%QhNW9h
z7kc(3El5*IhcjHKiEZ+D7Llx5i#1Rbo^@Q6!BE}&0<rJ(;W2XNiCq4G$)L1A*=SPY
z=7?qzI`DiQ_MLg8#Tqj-&!eyQFiLO@aoMyeU;9sxxO^fzP%RdD(LDQiU?_@SpqjxE
zELxSkaq$wylq7UpRVD44SD92hBh<5@s6<t98N92Y!Y+;5TB0>1H!wNP3CAuZ3@dr2
zk`1bLXr#F%lJWOa6CZvtOnO>yOLh6<(Yn%4uHp63JPBd6Pn!k)q2>JB3&IyMfD0r{
zY|oT$`~lRsBQp%RsXn6r?#L5eY=d8{6qnY`2!UbIBe=7FW2$(Zoq3aoaGN~J!?COe
zf>EVaI*8HiZ|A~i0QZSEPC24%J-)chR3iwLV<><OZ6X9$M45rCjPh%O1FY37-b9vu
z5`UP_5>fi9f9S8@#<J9(DazMX4M<FC3fQ-LofFz&HWyr&-*&1ZY=i%--OkjKWua$Q
z4Q#AP%6ZQaQ^DRpP$4?KP>4MIUJ5R;HFbRrDeLArWkm5_zcr$NZw(mb6o;lXwyl`Z
zvyVW_9hp`0(dck=DM0GP-UJ^X`~~`pCh&=0Dz$z1FHYG_v%){)Ks~H9;ep8sq(N|k
zSh)lkU5TQ5wqs;IS)q}v)skzSZt{g=?>A&qP{A&kRm~jNP^h>(C3vauh8?RCzT%u7
z{{(vO^4TOM#tC#mUiOK={D-*HqxeAMiaGM-=)(!Pf7`wGV^);JDM`f%w9FG)=8{oC
z8t-Rbpbt*Au}lrpt~|`x{X{1VaGuBCivIloFEnlR!(BfTJ~k6gm_uenEqg|*^7rOZ
z_i{=h5fXa!`kS&KHvA_1+!cR}dGVO)u_z|f4}!W`F8s@&N?;p=#VcU-xQXNRnAfB+
zSuTo&uLocjp6(75I&G`5opnEb`h;-&?zwFQkViXMQ<PrE@8Z<*4r@Fy!zlDlH+nK5
z&{E=~mWxZ#dceX8w)0H5;7|>?wtqC+uHjKv-$2Ol?eh5h`2R7#=DqnwViO$D9$7(c
zQJ?t0G=B)uom*jLUL@oYQ;5-n8pdIBR2$2WM+IjNTEBo!5E#!k&k&!v)1(aEdA-mA
zudKsHdkY%vq(Eqr6At`e;aK<Ctj0s5nlPk*EB&$}*c%vP>-m^QFRzZp=dI5;l9R?j
zID@n}r@N=>QT&QlgGWQ;Q>_2f!nwVUr@O|J-zCFL`Hr&8`k~CSe{(gITNES5k3BY8
z)qwN;iu!yVJYqr6O%N?@^`#)ScAMyz!5sch_IJ<UeTs7pln3x4`iP)W@59H->XS!4
zCGLh3lmi-len>ntTnT~^Q0Q9sIxv;t;ZnEk{eYY~@*aTRoPd9Mcx;CWn$4y8Zbhh$
z^IvOW1Np`Db_hs_?-{F&UnHEYBYzSZ3gGwjPY}%q<T(?9OYBVa!%c)td#Xp-J-K)y
zYi1>mj1x$6H41O1B)@8@*sK54wdBLZj{jTj^m*#xGA;Uvz0WTRL!wSsC(M*L7tzuE
zQ50F{T}x9S)eH$WUo!?0&P4`j+7ce>t#zRE+dh4+2OP4$)jqrvpK2A!_D+hVK~a%2
zE~Fh&z>H-p%PPFT8PCrTqcxw~6n+qsU*f9vud1jORID|^;GxKRG?Ho%N<xT2a#RAH
z?s)n8YT@=?s7uY@1}o$I^3p4ak=KhC@d%Fa(-*Ny=sKk84-x@}o?9;CCuyu#OJXy*
zW{g2UCyDh*ld!#9le2Hw%aYsIw0)x7IB!Du7!^NOjBB^Sf4&ldcPRy>6|+sI4wOK8
z7VGl}SAS1r{viK!KyzdvnNeW~MvV<utnB}4c}3n!Pp9@I1e0)cgjEg2h5qEA#=YW6
z<GXG7A6>6+^q=JuD^XxbxsRwEUrOgdfa_zIZ^3J0Rbr~<4`DXXTv>6Je#7<_33~h^
z*XM@&{_orhtNv3;N%WnLmu*4F(7vLMH)Hoe-L-hqu-e#!84=wovR#<zzPE+7od;;1
z2P~y}TrVMdv7;EwFF>mBOEyo(b}#Q{_gba2*rkY2c(v9!V<~L*v&~C!%C-^$M-*wh
zbZC53ObBM;H@9w(YfVOmP<K9V@Z=M=ZatUfiaoX+(++fmyc3w{_%U>|R6Qz-5#N)<
z6rWbITyof0$Z;mpFJn4pxkmIVeauE(-(ng~ta53^qiNWaXIiW-8PC3yR~-C!N)h)6
zP)oX*kBBx^>Sk*`QHoYMej&?c!(^zkPOS%GkY7m~kUc?C4vue>(q5dU5qE7M1W^Xi
zo6!DI7@8ThwFV@XS+XOuU*i^2?eMWzJy5-a;gUcw%=(0448HvRWHq|#ic1txUlTs4
zc70f$Z32LI2SzBF2Fi$?<Ba(jSjz0dfIJXCKL`9NU^KFviwcZH*N?P`UYZplRzk5{
zGiHgNR`Q^(Tg@af^07S_@#I1^O@+R{f7|=R#=@HRikphZL3ioNanT`G^t`IHZ@0Ff
z=Fwk4lsf5Vv7h^3G-U9gng`*!?P0HEKB8RMFB%)Y!AYlpi-#0UDE8pE!qo~0hXe<&
zUOn42t6L>Og;3bH$Liiu(_xzjXFeNd#?!iC6=|KW*!ff`|DA-Wv$Vq4mmN3{+?dB8
z=7r9NlP*`Os5&VSTM^9hO*wS01gIn^9$N>1d>jZ%0$JKDt+~}E4PK@eR;~0AY3%#O
zCX=RGRM;O!jdYaxqfXS`)s_#B*}Jn@O~KI%i(8CIAws=*0(F;1@}GAaDH^2s7+Nh%
zmj;WuJ`O9*=tA6<FGOn`21=)1TrK*?bt=$jvF9D(hCAKVe4#xB{_|#^EE~;1BieRI
z63vhNPq^fchhug{@TT1T4JUbjjQiM^Moh2@acTD;^3E%(pr??QU@|g3R7ttv0d^i$
zg(n%V_yqbW&pTIpH+pp7iE!aS6N%4Hd2U0rsWIC#V42-7e^eM>sL7pDi$}eAELfgS
zhW|z-OyO3k3Y{aDq&oS^-BRFf->Fx*PPau#0u93g{9X_zQw%9zSjRK9nB=>if=$0@
zp9C#3w>XJ@R}^hAm}*5*Vp(%Y!sJ`QhHJ&}r?$r*xshNanhcskDwRe%?TfyL^7RM&
zf12;Xd7}MDsH~4}dmrbXhlL*;K~B-POxg~!d}lw`2A8?F3LKwGJR0zbL|3`*{^*w=
z{7JZ!uo;c~MzQs7U9dDPW7c}xC{fKE(c(VVH2Z#F*UOc2Gw|FsLOs57rrQQQRl7h>
zPit6M84<$>Y~%drH68wDu`W9kX_&=-M675ZNpRP1xLEWR#MVxKEF1i>mzEAMJ&~-V
zOF<^5X`q3tHAmoX$}Q!x_-BQs{_#gbuAG!2BA|jwo}>TP|9;RnhiKRFg?c%TNNLK0
z*`R2Ak&Z&9uTQEjO$=jvx0ME8vAAZza{Q5dt13FaX%T8ktPjfm_Ihf~x>4TC&J-wc
zK1KS7iSd_q+s#+;`0@rcIJo$lGc;GW%cH7x6XH0I&xd5s)|QBw4h@x3jN#6-K{cm3
zUOEvrTxMdAfGzPbUcbuG#NGYKb=Do?XCGH9wo{f0#ot0$PQr5F{#qEWf{SklerlYk
zjhY=!?c2326E+7V=!NYV3btxkBy6~HjKswAy9AkwVD;CUaosHEc`)~Oq`5n^<a0Gi
zgUonk>ijaY%|H^R+$BWPpG&6b-Q!?sclM3>H+NfoKPJYegkE@8@rXjAnQ_X#NSO`d
z<UL*QkCsYG)`L9ZPM0+|9#d5S!kBWzbr@4qs3}c*lfJiKka_luRR=S`Ty;+lS*b@8
zYr})Ow4ZL@<8OFqFTt6@6_kZm)!u59z_)>T=9&{iJoSq3P;}Kbu;EhLFErYITDn4T
z8tsxmb-zIMEC(@LE0F}$o$u7?h|NF&M}zy=kWv+I$v)<mFtSny<Gw1D^xOvohD;mg
z?c)2*Sq!Qfr#DcxKe)XIYl588I|q1lY8-D-hG2K#&fGjffI?nS{Sek86z{I7UHKn?
zIfpc^CDA|sY4odid-EF`nP+-<H@{p)W!=4t=9<Yu?c||Xkx+dw=qwF3>u^zXh8a_8
zDPH&worL+De^($*`Sl>H+8~t0+K|j^72G$_;<aJ2>zJkYf&-M8QUj)Np)4;7?nww(
z6El_#&YZO^S_D$i%*IsH^hi8`Rk(9X&jHuxd4X)k8jJ2A>ycSW3^yKXr3G{xR_!q<
zrqNXi=wxy>j42(TcUBfTj=wdA$C-ta-E-PCr0o*wwlyGSqca9>%+RvwRigg$-=chg
zGOoWR+)~4bw(fFS#*AG)STDBnJ-4uL=Rv?BPlWrSo`3{@nFMRN8z+yuc^ghOJG>U8
zt5Nu@mt7;qwYI_!2+25Du0n`?V}hPHIQf=u8MGUBucx?#tnAxRn0S~AaKAL%AgMi^
zDGJ)p`|_OoB8B*sd`DgXpZd1SkqKLIFczv8SmigL%yhWVZCFOS&EpG_Ek>SW>E|RE
zmVA&(-BmN-47-6u3|NfG!?v9=`)G1}&+_s&s2d4?v=;EJsN&ASs3j&UiGrWR<iQCS
zdeJO2+cgkS1naFS4Ji%gEnLXO+Omh*`bI?Ug+!*N&=b2W4ex)S7QKBp(@j#<OKaAB
z{OB)lCs%(yS$?cI0zs1R8CKs#OdY2j8Z<%cF{}62?u7m7{DO?G&o3^spDebUnNya+
z^pT&siL-VbzVK1jXQYMBiGFjVr#;)tBQ4t%2;-L;u;?q!xJtZ-f4)ri2R9`6{aiEN
zEjxabp#J4S<7qf=N9QOqYROBB4wmKa<qm0JBckrC)Qp>d&S-2R@ZinqyJusv9B`$I
z;l5v@6591azGLqwBQdupcj0bA;R8x45;h!KJ!SS8DbMrntT{iwICHXVXY{IjFAqt6
zutMx?x?_I%!a!9udMT;S;CFVlZ`+5yDYt8l;K6lN_rcQxtL{EO-7eirr(livRDo*Z
zl4aA9?Qx?q8HcCGr;&yrmC$gh+DQWou6k+0ulKm>`^Em#pdQqwv+&{HJf$;?7H&<m
zxDNmt4MaJ$@Xp48N6vDwc)!4$PW&A3{TRqrwV9jDlD+xsMv~=7x%&^@>`hZuP|e$g
zPsbP^D!zuixNC^;d$bR_;zU5V;}zOSYOAa)&E-D8AJ&Wm^SCQn>#SjEga;|;sehLH
zYZIo0a78z-*tf}yQWxCwe^MoC95pqd)_u<MG>PDmsplI&)8G5Rh0t$@T3Z(mhMg(-
z9q<=OP#N%~>YgktI3EA4Jb*|FUG~>hc9p&?dGNqt|1N(G`s;I{LX<`9{N59TsLy7q
zBLRoPl?>B0#%l+r`VA#3TY8!)Jx5>3O6{N39#?;m?{`YJe4hBniGR~LF=^ev>J#=Z
z=xXt+!~gOOp@m?f1!xZe+EHXf+*LI1d_$<95T_`FAb(7Ne8l4-lDsi2>`^v^FrG~-
zel#CH;%9^RCo7J$a!S-IDG*#(zL4w5o;C1Xc~DvYdE&PujSoNmODsg(AZ@?(s?Bmm
zG}ee)M!T;^qXJ%1iieg!*M(K6E<f47IkGUjg3953<4u_G*~;vo{zkFr4*rl(RP4=*
z^PNZTAs>zxyF`xj`#$gRiTL`dt`cS?yb+?bIeCm;NStES0w;pKMCe6Z(tfeSMB`5n
z%&MVaqpXqloy1r5m2$FwNCp4kSPmIJwdc)SzSFE$fR8R<e?z6rJv8`e!uUUiNbnTg
zZf>hvc&o=$GuRv32C}+E4h>qCr7BF;u&+dDvFikUQsnQ_Ov-rHpHG|fA6@8$i5EA|
zyEaq1y2rSe9Ba2(W-B2Om#);@1xeF>GG*lM)@*Y2*-mt>Em4H)+j>Z_+o!G_Td$9n
ztqI4@)gi{Bi019-;vh<>1N6~|320v6we|s+HGEsn!sUDSxmuI^Saio#R<%AVB6Hzu
zc-hfafGhyv^XUg?C3r~yJNxtFf9wDhKuzqQ=_QuR@LgY=VZ$F~L1iigH)etNJjlm&
z2JyGqOk3U3?GrNes|W_lV03?`KP6KS62PFFW<_{CVB@YcPVK^P&KU`&vANW5({fm*
z><=7$zeS#R5g+Ei)Y;r-W$bp5WXR4?UGj`p0hoTG*{4AEw%vA78J63*v1nUAugUeS
z*@cg%r3Th8J>$5WYqT8f9T{p3%@$Mf8$PKNy9O(Hf!-w)s8eH1TE=3<D_cx%In%dk
zJG=Q&hHWJ(ow^Ip?Ign_{vZv%a>Tu(7EYEGd0>mKL;rp}^@GZ0sV6!o1KI&((anqO
zYPq&gpfC&FX+YHGm=-(EbkW2MPm_bnAcNfniy^>RcGa;jO^-*4z&n%eUu-z7rES*7
zz`q0SM@Aqs&6tto-X?l;&BET~Uxj4Kvl)lQVlUbOV#7pkIKON4aBY=JRxG}lGYA1M
zDAj+u50+}L`dfd#L8N1ig+sYPqi4uq<3Xt+ypvOuBIV_WOYE2$;ky?v+9hX?>3r%h
ziU@p{5BMs7K)^hod!8*#gNM_YBpSz8=b#(FUZJVYPNH8%23XZH!?)$BPD!}?Tdxpx
z&p(bF#svyR6F>-SN~tqxHzx2g6uHUPFYOl%J}^jb%(O|`)`b|Nr#nv5QmTja;s%lZ
z$Lm?!4BrZ1llo{`;uc}s{N!vcdZ1{dttL-&3@;9kl#{QF1T!P_&t183(jzkd{Mo-&
zw9-NZI-P@F@6Sg-U|b{J?k#}05E76urW`Er=jF)FWYJjDNqg7a3TOLSjmK5uk05mJ
zNEjQW0I$XpsOV`NRA&4EN`+4ves7z69MaR}$i5DS-2Z}ML8%>omHn;yLd9H@0-Emt
z$td}u-3l?K5z%F+9-V19-DCiy^ZO5rW?D9Xwc8w?Y)Xe?ZoNE=prKTT8?!ZOIN2US
zE6oofVzx#?wu)?H(<AIm<OcKO$5dE$4&Z}|8LDRTF(i7R?BR?30bhzAXrZ#y&oqB`
z<a?OUn#(!t+^37595ri$c-~D$ZcX`+ar?6oW0i35h<lxpH~-k0x1{vB)kq#eDocLo
zwX&u>uHgOHbAIF9Pl)byqT&3v4cZOeqbVu3$nQ4_)0)gQrEaZ0)1}rrho9dB^4ex=
zDDOzNa3wusQow;M!VmX3ZM&SQYWaBdt1y6qqLIZNtuN0oM-O~OJ^dw_d;>VL@pYc6
zE1tr*r8TyQ!ZSPq!IYi?rbf2x(#B}nRjXT{x}2VGE>eb2J{7Kcb9)kw?!Tp730o_!
zv*_vQI~{hx+O?zJ<-5oR|GeMf3*<2zyGsqTpW!t1gH=`Ft=td&N4o`WF1wdsl+~ap
zNK&ZDyvyI~!fsvuIP5q+ned*{ACIkp9FVmggKzMCtH7W$xpeo#h>8P%a%$}+gT~FD
zWF|SKj~}s$#|Y723WJ9yNzpgBuzX=5SZ2~z_B{4D<3DQhr?fgO&2t=p5y*Zem>@{I
z`_5KAqIF{fpmS5<hUk~k!u{Wu1O~m=iRy@?m+q0hos;soN|pToj+JT?+S!9?ey*G&
zASc}g_XmoL!%WAh1CJd*^j=8VpxiMyZ7-~O6Ep>*CAQET{@Q&B-~4D9q>DwdB3EcD
zlexfz5AIbSzIQr<^+C_eTk`_h{pyMaZ<|cnViaGG#0@b4sUw&@L3%Bc*_p>-B>e*$
z#7$xZ4C;!&GCQwieIe_XOg-GSDh?TVKj7$Vt_<55Sp=*H=sGh=*M>3A7}Jt1?J(0G
zJKmL1;*`Dmq@}{%v-iTHO(LHD+>9)@O_)QME_8J0Vy_PTjy~Bxp+QP0j@X_(PAIxN
z^O@SvZNLIO(=6%W>+d^pL6zaY-SzP>O)xktK?Y;~`bCCeuRO%%q<h>r940Ot#MN7X
zM^CDq3m-!4e|w>uMd665@Ov9l{bM3}y=3-*m*3^Zy5QOTaZImiDZSOB_{_Gum*acc
z{d@{f`a8I)d`&T0Y~~}?rngNAVDrpti)tOSMm)AA)e;CClP>06!#X+P#Ck5ALyzo7
z`7m{`gq4G=O(fvTINRE>DfE$*c)dm0ka`+4;SqO*2E_lN0lacb60?gqrvcb4?N5)b
z@0?x9(+(m&QJ3HLiJ8#0&~3reG?e?^kHjTQsNI3P36Wd7+A?+>JvzY56VrbDXj^yh
z*y!M1vNWLFw*Ur%p|^?*y5l1pG%CwAsV+QkJ*UGq>?3qHOYXedyZxp8dCFY)jNmIJ
zMJkW%n&4Ut&q<A_yiEevntB<-v-~XCXA4nYlJ-KQL!XlO$}oLQnl7i0fLkT%dwr|o
zf7-H%^8}RT+VQKg)e&obtQaGgx~v5*)#sFl3){joNu=00XmgJWBuH$6a?^bu%iCdF
z?OB6Nds!A{$pZt-67oO%$kZ;67Ucmh0>Y^-+H$Q74#wClmsLl*S2_nnv!3TINNCeW
zls-+T%%irQhTG3Q9GMl{uS@7NVbedCxI5}wHq<OP6^}$aiOOt2LFLtnhbmX0o%(<E
z6o>xdw*vcx$9)y#7NLu@+nAZ}moEDW#|~l{fa*y;r8_QO@$i1}7|ctfzvi2Gk%~GP
zr-|FJeDE{!7yX6xDT}pr?KrIC5_K6k`|#y=pP2+ru8`<jqcs_|Y#6b?(-(4Uw2R`+
zcS(TI|NKqx-g`Y%6U;szgbLf&CD(PPw678_PRURF8~z(&ky;<3esz8SXG2j|I9WyN
z*-^Da@F!E$e^ij$*MaN;E=%{Vh4|~Dli&D*^n+h1@#tqmah>nljp=Nb^h_C*f^bA>
zx_h_XJ{pL|%G;9%kN>Rra{}jGZfyuhkvor89iR0sNyTSoM41<y0+x<|6$jzbUzL!u
zT_a_8`Th~I$5U45`I+u`0@r#oR%`-K>K>zJH|0-`tKU`f-|zZ%TsV;~Kry{D%<mq_
zW+%Dr<!Rs1u3@EQ^FZy<uNKr4ec{=sXH-(Berr9YThmo8m>}LdB^6$IMjTh7gh71(
zpp$3yHj}u8@&T5X=Zp%8)LcCKWq35zFN{lNW=<Ga77nzOT9HyRX$GS0`@4^rC=I(_
z{to0J_IKq`aNRGCUu)=%%C+6(Hh5CB1{jINFe(pNS!(zeZP&Lc%_tb)+gCY5l<(hi
z73yOZT4>E<63IM;U(*WZA~qWBef=*_fAQ@+6rM>qEczy8ZLRx5>68S${7Iofc^pQ2
z*Aj~e)Nr#=XYg&@WlA=V;0)y#qWil>u=q^6#M-IPV!yZ_+g-@?XGwyS)HPJxR-st9
zmz~<cd*%bz%8u%(9E}lf_B0QFi%-eBsS&bO!zf(B!V{SC?!{(S1{r@hJ2kzM4G3>k
zrc*-ZYNeL{TPfXR+G@mBH_?~)tci!1nRefq3k4bU-=@PUdSWa|7DbVkBRHS68ifBv
zN8#?@_)eltM%S<R*gb<2;{JQ^hDd|l%$66S%U^Wsj!*CpPvJ@(-_OjW;{K2<0`RA<
z9AF^t1u442uFz-#$Yj%i$7kdBz3!g3!69X{(*qdhc8jT)Oji(m(V9x}K-=E=M75==
zfUA<~O1gM)P5H}NyXh3$VM)N}AkdG(<)}<CLrot5u!jTUQ27T3-a4*I9!oj>3M6Xu
z$v~5S_yake7mY0zQ_Tb4Ja%mXOPfG^Cfvh|6%#K|YJeP+k(^@074KH{!AKV=pAGu`
zeEeE8y1O{Q+E4~vuc&4rpXRfzL1WleQV`Umbv7{=LpcvwuE~<ANf$^^K{$XPEMH~W
zm4D)P>|2t-LH^F%FrpEu4Jo9@RiWR|p@EOb)dRMVA}8$b`=n9LG!IVO1M#m1Y2=Dw
z$j=skol@rnD$R?qw`R{X4SSK~vJe;J<$8zDo)CfP?GtNCApYfxW}G<Vjy0<P;?gI4
zDg~DIrm&hW^=DK^2Uf3TTJ3+z<mi7iXVdzLbMJAvcZHDk|5;|}?Sud0HUrmAnQ0GY
z0sd2ybN#a)Bk}<4yFYDZzNKF@tiY!tHZhrV_6FT{1H~wulQyg!AT8P+H{>UtcQ8^(
z8UZ%TtN{XBoN=^@dEzO5+T*S=Qn9FqD}N5cT$x>pzo{$VBfag)youRCNv5A)OCnWj
zhKDz)?%avVMy`zi&Xc23{CMDWMB!6&D8=<TS(>}K?`IB<YIg(T3D&3>dLswX?p;a^
z-`D><2|)J$0C9Z5-9^?S@U=jAHzvZe-wh8^1OIxe0}`o4&EcVm->=<1w|&eL)Fb%_
zesQYFWS992(n6b7{0Ty<ER<SUxudJ!vGfJVS@9ItL^eJ!2C;@-x*0=}6>wWOl6MPj
zJ3oC$F=OqZEcB*EG-Gd`#w*y-TNZt?kA#|HIv915N~(po%RQEo$yB&TS;`12@9m_i
zg_@zxZLD>Ar{4&~0e%uiH|^Mb4b0twGTE=@>XPC%7>0fdwt%TgV|+~JBT@oxLdfX8
z?iF3>3BHD4Y#I$Js)VKt_!}J7RsMwEcEbV%wkteXb98jA7{ANlMh@~-`%XyQKK8Y9
z%^22yn(ivmvaF|lX#7PjMtAfZw0}_Gp2N%UTt^T}Dwjs*rRQp9Ob`=+hekZ<eS6vu
zn(b}&Yr;0}Z@gt{J8(zok3h8aDp{khR0y_fD3VYJ6B>LhnDmp_no;S)RP83?nb#(h
z#M(?--!Is~y^Tx#yc<i8bqpVAo!#f;!Ecw;sRs$>w|j;e3rkBfuyj##GBT6lHMV5G
z>?k&O7cmq5^0f55$u1{85A$;@rKCrj8%2d28vm7&DH;foX8wRY_iE)|>5?tEBAqTr
zI7A?cfPle?;URXWdDfvW9B_@AfDAD89gUj$jbI|6%^`Ovqa-=a(+MN7KGQtL`dlga
zo$y3Q+3rmNo$~=D(o`UEp#??xAoMbkLck~7oPMnsq<!GH89%%?9f5EkoqgC~9(eVC
z?|=Mv<j$zk8dheZ7t#5H(y|bGuSOSq$?cg|z^O@>Q?DR<`JK=TWCgw;uqNhKZKV5N
zje~XY*9HOp*kQPio~9{TriCD~e_yFkaN@b$c_V1Xk^?2p#p6<EQC8=pH2V^Wo8N4&
z<0h{Tf=C-bQP1ahpi0t*gUosszX<<WB_<G#--r6kx8uL4Hrij0B@J;G6~+AgA8{J`
zG=(<+yF~Snb}OvTKbT^rrJfW^T^c@*!x0zvi%yj8*);@juBTpkLiN4>mQsEMFj&4l
zFX144B(n?$tl6TD3llJb6<wW}djsxsiJ4cYYi}YFFy|EfaBf2L(6HzW6woaN#B5o%
zG8w9d$QVLh=RRM4#p<4m>c8Ia*n~J~bz&Ga_-;;vUkY7qBv#w++AO=iX|5DftYj(#
zlNNzzF$%Nwa@A1H3oLv+IjlBcg_XN(EWPj>)+S~U`01TL^qP;+IF)Trgf7Q`ynzq9
z^g^RZMisU36xI88{!dLsCw!ibH}mBcg1r6jpycVY6gY3NV1)v1mqf98jYo)C1(AE|
z`{Ql=qDoV;oAGxBx0Zg*W7_PcjPRX4-M~F}-{MC3;@0TY9h5y80V5m*{g^d+Ue)G5
zjy2lT)ki`}DSW?Vd21pZJTq%C`XWizd3dixUlqt)CP6_9I(5)x{=aY1d1{G10Vmk<
z55*eU`ygxr;^L*WiC<0_Yx<);fOLWCsQe_6HnlsVwP)6u>hX&}1Ys?bzPCR}Tj>{h
zC;U@l-;A?EO8r1x9?<S$aGxXdw=QYPPrc~@+v*P-@OgI|O^XmlHkLPgPblKF@VGaL
zVjBDYg21F$<PBwOPeAXJ>3Vw$ij=c<V)nLodGjW$uuJcBZYq9```Si9_3wQA_J%^p
zEUKgclRDEkpkRB$CclRLW~c4x`00!V?E*6UE?&V2<@>m!i>9M`a^$^VxJ!Lv`syKA
zYdylQF7?6UGVqbV!<Zy8zmYvjZ#|)L-Sl}akkW7|EJIGVHtgG5BI<OWGR@W#n~)S3
zfS`=v8ih@z;S4~$zN3GG!U;fG-;9tWsvLGY>~Zis2$gYuNf?l*Jb8T#(YAj}K$H`(
z9(`}-v)4`;8%&Z&5~Z~M-mvqE7Ht^61AruPt4g=DoYHH$q8S!vkuxR>!n!miK%=qM
zs0{7ejVx@Zs9g<L!n$G5o-Sl6|H`SN#`c}75e2;3SN9`nuFcO<Co_UcJZ8>`O`T1L
zeR4#=Lm9J2D+vvm^klYB4j6RnKo4#xN-H+)v6pC<)T3IQ_H$%tG7A?)F1$4R)%I4l
zCrEscZP7orH37k{CRnVGS9qaPOS-Ej`9Te3%#4MX&_J3lGf1($l*EK3;?6o%^DvY<
zjZrCAxPv(*Ga=%s0*AsI$duxVE>7uvR)-?6Hc9Zm-zOC)0_xDFD0fnC+?cj{jhA>(
zz~eVE8S%0kQY&R4?R|9EPS47o(4C?#(KZO3ul8Goa7DnRBiskStY{Aq#*eP3Af{{!
zsyu}ce}ZBt20tZhheHRWlJ{y;_RTF&zYwiEvn_XeEt2}&X$#*%WPvdctH%gdYzrCs
z$A+j3;T+{KvFh-h;BkUNMO3Ax{$%{4{|DIbqnYk#+aMj;hK*?&&~iM)fvSy1r?(y*
z&=59a&UaWD7oXE*CPd{dSS07uu6z;)TpZ1~@2nbrniP8!U*hT1`WEhd*VtqQJt53G
z<9?(%7P}9;P|I{mep25ChYx1;1%+sKkO6#Mn{W<GP@?x^U-zbCrQsshsbKmyDiRPB
zBcoD}lpMb)sqobK($RS2R?oJ1EIg<Cni0iT=X%rpEvm`H>;I>Qw*?i3I?xm9wYQMR
zzvVzy^5oV-AEs+(^)UK_-;f2bvw?{gt=?Wj?;Z^R?HmtqE$HuN0(D|lCxs{SyuE`(
zY5bu%3syq5-SCeLPDE8OhIfrF|2=fKpWo{KRd|E9N-k=k;_kW#MasPmEc$nAy~v1P
zxnVrmSil!9vH9Mn+xV;<+eyn3ZR3cl2`0kuOci0+J^y+ue@}PQ;cg$-Y9Rdp0NZ@o
z6JD!oI>Ti>z9WQD==BD|uX9XpDVSWj##z4yDu@7$;#!lob>HO7O`LRB(b=HR>9q^d
zCl=M8B{Rg^EIHJGD#opJvZG>=mobgxrJn+!J6Y<?b|1@b&bG})V12^eLMsY_io_ws
z(|SOXvU|WL%gT;8(Gf|u8Ftp*Vu_|XwV=_G{6msF(fzE=hhFr{BC*??Osz{nOYES^
zlckZ033FljoG(+203Gofta*ZeGTBUb6XK*6&)JIf|2grLX4EM*|9Rq}`Rk5_n&bNC
zhi^l0d53n`)vMa3E8#z&Ak}x_dkH=Whxqj>!wGlw4sZ)*U$?to+S0to<=ed=B<$#-
zJ^j%Ts5KxLLT%*z^4%vu)DmZ8H1hD`1dCXU67HF~6DYA@LZmC7?@T4kX-9xRI*GQZ
zk41CkESd$zEyP5zo&olrj(P+Sv0EjBzBSh7<nY^Hq(@tWp4hxcnl+Ei?!2-m2H2oH
zD?(=d=b@zB2_5js4Lq~Xn54VHDMqWHrm+1pog-fRijiCdwNIY5r-3rm?-o=#7&d9`
z6anzvneq_JMcKO4)K2baBFB;iFrsmpt6kpryZ+s7rF`ZE99%H#?_6J!G=MtF>C25c
zba@%wtibcjqQxuS6MC$?O?=^XMqqg4Q6eT0A8nn=L2IGu8L#j-l(jsWvD&Z^%VebZ
z*TT|w)bC7Gh)#9*5j#8L#uBPoxv=5Ar8z@}>-NHrEq$QRCBS1+<X4p1dJX#Z$2l?3
z7v%Hqewi<O6>?NvUPW)$CW@VEclsZ8zt&c&+0Yf&jk`I1m)&u{3NY_1E^g_gUxPGM
zpq*&x+xlQb9?ekm4e2iqA>93Ti7GjN*Vk61@X!Dk79y`GvPdWiiUzVRFW$Afkjt-I
z!>5<1Y2G7%5g`+2eel9`1}8n7poEfqAldFf+3>xQ(I*Id%4a@;@OMTSibk&|tB#$;
zSZ1@%t>yzJpY$fOqa5lrV;fmKjJmKBhz@zf16qkZ3TpVe)<N>ch7mm??X}^8^?JMd
zaEp@OiK^!}b`nEAWp6ivY@9lT^lh8cDe|v;cKE{aJdpw@OFx#qAZ_!=K8~`$bw>fM
z_<#_y|Ig~;&l4eyZ2@hf-uoz&t5=f4XTRS22?^cE1w5{@;tv{Pk*L{+k}VHEKU{RE
zzyCZb^#(is8HpdycY#b@VAups*`?2<LWaG9KYHdk>-Vy6VONaVCoj1HtbORh_DJVc
zfqMMhqAM#;&}1a|;auMYhYE&fPX%k`>9|rcY*@0gFl8nrw-E&hPgZNU82~^~RT_zr
z^Wd#}KdsIiUWzF(*htV}!M$7N3e*vG2YWVnYoHeB`RlH>5dKf5ryhGRl7f8)SiLeB
zZ+jgrfiy`Uc4I=u@6JXX?vBp5ob4VnczTWd`mHR=(hc%9BPh-t-8X+R>)_iU2=4AT
z56Nh&_nkp1Om`4+;6)aywcAO(Zv+(fwIDBg?Rc{~QC-CD934Ox5dQa#qulp}7uJOB
zSk>e6qU}OcZ{-*9dyldaHxFOzP4!j4!l6!OC1FRkM>_!b5@tx#+{Q`rr`FxJr%_n`
zRec)pJD0`tPgzNCgR`{dTf2d!D>E(cKTWC!(yxJ(Nog~it2O=XOfj?&|KUe^AoOx&
zj`VD6HA_o>Q|&$AB?UuJPMTclWW8vb{)h4xED7<Te$L@X3(T=fMN{-AQ;O+xC#!Gq
z(5-7XIM#q^X11=s@VE<azt8UP`oZuM)ilFS{63Sl0MwuRJRd@3T3-`PIm$FAY1{Dm
zGh{n;+`q7g&P4gE1bQ00xdyN3S(pO)vRI8C<otIu9UcGk{c9!wvJAET>+yQ>izp0r
zB6QF&YOvngJFVnZ<mM0^xodSy;w$PCG0W%^3D|+#wvJyRGw^5>%(Z?)*LyJ17S6;2
z-Tc2pg6|$6(auHCU49=6jaXetejk6Q^lo>XT@w3B;U!NVm^8@hSjVXB#IW)~`bF^Q
zvivUx%i*_xowOVE(~RHqG0q%FJ{jogR!MvBP{7DQZL~acT&cRL`^r~=ZQRp&zqZ@`
zhd>?IRv*v~(y%Jokv*TTWkl2QP^lsv)l|CT<OHD8(1u(8B*Fc>NQ;pW74w};uVr<(
zV4?kAi}KHsjJ_<gla~`8f}x8nOYHKruSx~dAw^u>^kOLO_oRZ6wws15YGpOrZ8bp>
z{K{{lq(xf*<|HBM8H{PCPnHfm5)*OCuko}0nH+u?5h(pGn=5a>^HcX>GZlUN0FmHZ
z4L`Tqibo*O1$@)*frnt|^547>DJbe5@92*E#)`)+5|{Zob%CZ84z=CW>=0@bnprl?
zvzB6YjFQgGwNW*^<=U61(Yua$ixT|X&^;&3<#o2RuP)m5W7m%ie%ZRq;x+Wa571S(
zg7Fv?-QEJVshFunp7asA4yeOxSA=+s4Kz-A{)L=Cz6~X+gYpjieza>#FoARo#jiti
z%=<;IyegedEsE!ADiqmhtvDh7+km%j+s%HiwVww_c%N!PDfu%tHmBOWWe)o1V~4q$
zf06<-D2e!n)H;SOkoe%VaK9G`BqCRDcJ$xP8TT=wGQv14!#ZC_{fOzU|J&D`aQtJ4
zg>G!i!l1@eD~3W(IfKl$;|Sh&D&4VmiLv03&OUCGqk6;-lPQNTF0T82K?kc$+1M=r
z6#S>Uz7}bE3pXc7_fjLShkw6!Nnp|jXwz%O=^lqf9+@BF&Jh^F!?HJ;SXB@->SseK
zJe7mm-ACx%C%(V6V?Y+Qb@sq&u}&`VfY*Twe#iUaKj1m}S>btq*d6zdj^o84)3d`l
zW$|^%4n<Mv9K7$+oIH*-fs~$hR;MQ;gg8qRnvB$Oz4VIVP<)>G384SQI-MEcv8*Im
z4Z5uanqM<sEqk=!aGH4kUho%`M*j|1R7JIYVVCj#U9M0^piAe{W@Y6#fkE=B)Lio8
zcltzr5xJb<J#&zyXG4<Ep5*Otm&ud|i{q;|)Z~cX2}^u;68H$tDo-VxXmbj_?yS?t
z`&a*nz#x+xx!PX<OkQ-N<No>m<M%t%A#qHZvS>LFwTzi?LKugpGBdA$fm2q}>5i0j
zQV5uK{3&4<0iRsRJMnjH`?Urtz&w;^HXS;Y6Ei;3iLmFYY@45@2sO#GKD%<x;{e(N
zbo<`C*ze~!R-1fi%3=@Q?t8-<Fr$AXF9C^XBP>FWbM#hthnVMITkN?g(lXpsjRM+>
zfSMnk$hMO52J=-IS-$qexVC+{N$``~HED_X?>GUVm%n@VE@*o9&igf5{u%<_EQ%%L
zh!jt^8M^@NOZQ8M7gY6R>gDCnzU{vg+MM5*2N7!k@)nA^C@}Kmxceg1U1pggC+x<#
z(Ywt_!bmr;N#WDPWG%cWm@f}{AXClthr&J;7Zevgha6YZr9@q+J)68;4_DE$$?{YL
z*;l?v!g&-HXp!5g%?>&Kz4R$CByUWW2sh_GqJOn!^Z%KZ$7*&IyS(xij(mjMvzwVN
zhCldY32UD#$^+v$*vrE4h*?<mYBDREN7W@7Wa#o}>4<ox74LlqI!+Rza;dFqhY+KZ
z2K79ka~wYCKDGCel!p+sCKs83&=|xCm+@otl7^PrE5wo?bmsAkO0mFVAkDrrCt6(C
zu*GjbCK6A@MfiFQ#?VFEJqqBY7@N10#ZkkLF1+@>_o)CqqpfRFMe=u_8J%}6>3Lp5
zlRMW@4)nc6={C(5{C4kZegzJo$?*xO<0XAVtnm~ka~_{Yq>59p?8b(`K4PydGNa8L
z^BT?K87LZU>MQOQ1h^plwnP|g1P1Hvh3hUR2foMKxm;A01{J;YweOn>)&acW?*h4`
z#B3i^K1LHf1xl~qff_l7AXc@4e4>t|={I$ei1x6fw0@4|<$uN16o!X}bCeykb7eD{
zg$tktP+t?~o{j-W>s3Gt<^A7+f1#<26IB2anN#|E+`I(P!-q#p(2adi<#jXg05wkY
znDKG6r}n)?TmSp5FNxK*%7xjU!OV;@@6_#D@=(MMU}9?2+KK!H7<!jJ>VYCH#+o3e
zU<kclIBd)sm<!m?qhq(TVsoSx1g&}c7N&@sEDeHEcXk~(+Xa+h>$sv$*H&)~$cJ1t
zp#x-Mw(~d2NdmDQWwY%%T3v0>^Jf~Ue0|Me`uFe@Uj8X$Sk?p-0cGYAu@`c&mZj^N
z48!$j%>lZbYF*rU#-c6nl3O_=6Bb!sRK0E!DxQtKi|F&87#Je~-_T8|%7xoSw9_xK
z$3dh!2lr_EjA)J~CxLqkogkbA{CwvK#wmEwqJ@jyR#})g7X}HhHecX6B-2P?(Ygog
zyU3p%a{YLfcV{2?eDZyHrZgeU;i(Y>b+)@3aODbsQCx?$qAz8#vFgHYP6Dyu+ox;V
zk3-%Pg+4Pv?>+jyM|fu$&1K3HD}HNl!7Esx$0l0k>?iib!%J6hDdm>_^JV-8+9I=D
z<&c&<g^*A{4gdKn(dvZ!ij|`bizJ&Q?HfKf>iQA^WsI04J-4=oa%X9s;=p;D_5FJO
zSz+yC_zrdB%QKS8*&a#dcYwK_TCc)?Ouu%)&@}$<2iYsq&v?Dacmq0#KEmkH$TO0_
zb6ajqpmn;8_2}Q+Gd&KGGw&oG0*w*or*y$5ck5jP<6J{k$6W1V8ca}??DK{72*JiM
z?}&YZPWF!!Pj>?rfcjYG53<L^wvR7AaM&uob#pNP?`m3n26no&1LaXnhwa~N9P{`E
zUDM60Y<3=j3Uw%Nz;oq~!^*A{;f-@3@Sp9jmIOipAJur?^GgLH`{?u7iqxwTi5kPd
zr}at}j5<dAT~mN;F<5B6QDL9|T)|uX7W}OIxAZF>Zgu*%KqKT2@n&OzCe+#|0+96F
z#HCCwig_C?D0qRBs<E4Ym_<@d-L7F?!BkPgR8=y*Y6O5upxZR5#;vR-%6=?%6zKUY
z-TW$L!->jFurm7aB69}wEU|~=vr-Uv6$%6&AYc*uc>JkAKR*UoZ}4~yyoUQo8aUK)
z+kXv1Vumkszn~h1D>_-L+C!lK6$;1BwcBYo94Hkpcl+PM_%X+F6+VD)^-$z_+jgKz
zOTWgFaKAjdXrn4T_GYu4lXGF*cDJANobyiwyyUu(MFg6YdsA(yW#Iq;srxb0T$`3M
zX6?Fi2&Lf1%7c5xgtZ})G_#bRR)Y5pfEGMB%2y2d@lCf~&MJ<`079!}Kr@P*3NgN>
z_sah>PH1AqW3yJqwI-G{Qj`ash1x3zP-?5O$8D6<BJD=8Y-Jx+f2pP!csrJ01hil+
zC_{%jkn|WpvG}j*#~tsd+U2GS(>;>)3maf!*%L~#ianW_TTrDn<-)qs179Ab(3AVJ
zFELtfY3!b1(_JxW;p53x><$(f60kobXwAZ1WbNc_)>)r+dG`vmm|tTot50<jcatKY
zW`OZ@h?%M5OyC;CWoGU}G?dI*n8(V5#VHRI(^+;`?x)`|;%Qebp>XmwCyiwOo^Nvm
z^luZq-FwdxI{5QWvh;5s3KMIP9=WdN!_OMG?{vEHpi+4`>XL6km!se7JQ;ilorAv8
z`{V2!;rsHK`qJkQmG5((2<+cl>Q$OiO&A4F=0?U_^7E_GER5;jTj@NCBzI0x{y5KM
zzf%dyb@~7+Vy_z21&owU0`1Hqa$K3i;&B;SYK=!)x8f<x@^Gpyn-v+m^-*e&z1k_1
z4q?KU7WiaA??X1~ZHj*8$|B1ZYdXW8H_l%IriYMLD2@x5^$mu;pPzVoO}@<kIo>pS
z>3{t)Ov5lkkzB}og#YP0)I%7nog_}4(-;p_Kkmk|Cnjo5%!SFr_iJqM8zW)WvF4on
z-jDN5Bn$g2PWSiQU2(kcVs6IkS2LL}kFJ>(G(z+;7J)uMUB)*b0Nip#CAeL%S93ia
zMWeUh$jVdiWf`bgU|WiPfdlwkc%6@d0_6@@l^heB$SXbE*IT2iR;a=^JD|>!G1-|9
z?oyRgUO4R+fd)5UIP2&*#d0*L2&B{s?~KZyg8wMV{W40k7dksstHK#*ZH7j8&7=g0
z&91;R>P2dIswT|%Q8}+2OD51;%ye@O^()8wUH^Ic03F(uk`Eb;93~QUta&3qx_9n3
zvizHw;`vYRzMC(LFT$*+Yy;gbFc7hq^3VaBVK6cg5UL)se1#C|g|X70Vls{*E%m<f
z=7>Ezm$s7-_{GHCa`0YN88WWn^TI@ikSu)si?rpr_J48nxIYBG8;wodpPA-Ghz#dE
zhzu8ZcWBzj?;2A91%ndmXKc}e6;#nY0l;f_rTI6vh3o*`7NU|hOs(M7@@pz@UdBih
z+oVHm0zl_-e}$QCuHxTQ9eN0QG}kc7;$2NNJB187ki3RBt-y2L8~VugeTqh07Jyg2
z!lME7#(p(3MKx;IaYqS4d-nU7n2EyBM0Bm|gFr6oW4T_d227RjL=VW_p)+@{Lt@WT
zD}7LDivkN|cKgzk!mW4^W`WfhM<n*_d)<ao(0+Cc%|qX#_1>;*+F*bB1aLTtGcb04
zJhaTl_vAI01Tn=i0b%GwpKvCG{D~o`D9caULO@b*6X`7r{FBxEe+6Lkf_BP2c#gA;
z*;`M*8cElV%PZ`<!wJUlTB0!%#QE$9@G`sSW51yCp)Pmi-$WFZR^1jY=Aad)66KVx
zgi{x@?X@#S$Lwr%R8sMV|3&(b`0@dxW)q@VQzsZ7&hI*^Au+&K6;tMVx`=@}0_~m)
zus2yba1~TMsjzniZsCmoDoUXI|7l!h7m^C6x;IeM{D;Qzb8SnVn0pCi%iDzalDbfI
z+TD#1!Uu8Uh#RIJ&X4DVZ1ZI~XWgwf!J*i<`ZPBr3S4*`3cGUkx0aU((yS<3y|_TD
zS;8~Q5OS|R67QA52kC}B?liCC5su-bKE}V34vvP&x2k+95rx6W_m8~c0&n&Svc+R=
zY&@syBnhZpG_9k3I1fyHU<&EFp%~w32`|)kDH}35VdAV(iyMHHUz_Yq{#iTyokQI-
z@oB5UM^QfjzPzpUvFu*O^0s+m7SJqPWN})Y_>0a!C2H60k`1s#+`Nm&D18bMGu=ec
z4eJNn4O0~2171{5|AaVGI@KBF4(&)-MUoM3i-1qT`Rnh{1Gm#KwVwje?w1KSvytSJ
zSd_=R_-0*-@SpU=>jEh(f`o;A{C%2q4Kr#T0xR%D75+{RT61D{_U7j<S&-fLyRcpL
zt>hZuYZ|8frG_5jha}#VS9h)d9|88)u`%{ayo0>K?g$p(SW`e^|BjDUbm;{3(i=Jj
z)kNo!NyUoCb*I*MeF~(5SrbUJW|8Eybfj_-z~qLx3M^WGyZj$Z*BuD;|Hezm%$+SV
z&OSTYqi}X9<IdS<XO)QTvd?x(*&&L%vq$zy9EHeENQW}AvcvClzCZt1_qlt2-tXuA
zykF1j^?aVEj2O}z2p!XDtlQ?gJUkO0=`8MxsWV?({%!fJj@{u$V!d8nWy(TM{BgD=
ze>%b$EjJ*0+eab46<FR=)_s2mlfV>{2kgOH--l0^Ki2oB)zaC9AD=%DYxCa>OZPFY
zjOm<?X~>guT!GZMtIBxGcF!_+*=+2Ri`D?v53sE+`fK^qxR2>2Esr9<eV2Jv(^f?G
zsp$HCsp5N`dFUtB3awV?%D)s}|Bd*csTXJ;sAmH8tPnU<Ac3Za20!zj&Sf03HD+E;
zBew4qDcOD1nThxA1;>A}l+TihLEXxlMRH{1@aVkVxuoi&a&=P@*#3q6FRG#L|5A*d
z#Q1lR>k2)`W_K_=c|FEfIt`5s;~D?#BE+#@lSTWnTqgjYHP8XI+Ty)vBX!L%18Avw
zaoB;~_mLcOktS~OTFyY5$?20EZhv?t@SLRm^NP1(mxL$evkbKnTfUEGb$Xxe9h+KC
zizKWP>z@S6jJZxW&Zqqs!2b7ewj>5y#+H%I#ZleZo_@2`y{;>W%HbqOQ02XDsJ-q}
zb(b-h2M8ntw|Ut98E$72bLe5)zCHIIUX%ABm*sl20Y9BXZN$Ny<o>6pW7Oj3BoD)X
zEIYm}D=*u^c^T^}&{C}^+hH=MZYIZXXcNh<H753=f7Skx&hD6C$)6#7+rVkZ1;gB?
zC)mB_?6P8av3oBi5_>MYy=Aqw*$pP;pZxXu4^qWl?@$~AnbQYWzq4)mb#dvHy=3b1
z#XZR_k+pvwSbqj=&X%86Bde`lOK%u?Mz#e!=dF(vlzNMGS{FATKTIl#b8_Q9f9(V>
zFPOQtIj>83V}frm!&$BTs=lLsS`)20<*IpE3-^<B(qhH_KPP8JjDFlV?eNzEew#bk
z8NvCF&#0mUO<S&}5;`!qC;Zwk#loH>n%p>#sP5}eVpG<>K@uiT7L{YUSjY3^rdA7w
zro#4x+uf>nb7RAT^i)X^?p==m2(j&@G5MRh_kS8_E146eNwZj<1t3Rx;5Fx8HooWB
z1O4mBGUmq_X+qwdpL~$Q)da6x;P;7hIvkKT-)7hXSJ<%q|MfxD=VH#|JLfkIyj)-O
z3W<|$66*S-egXIaQutoy@ac;PD7PyGGQI$i+J@mDXh?!Bq{(*Wkof}?c!@{&xo!!2
zEb-_Fn8V@Sb2b<lB)t{=11avM&+MNpb*zA4nA4N)2e?$nTG6=-BW;)qFuwniNcY2f
zZWXY{WeqgA>jdT1jq?$fU;Y1|>8G~O22VLjV;BAZ*sq#At5yuA*DSvc$Qu8z9RrLd
zUV}6QzXGY_3&8vS_tp0Q&n11frTc%^lm2tR^bsX+OMn2A?fnMZjx1Nu`OEYs{{{3k
z+$4OYfBFmn9tjvR!;OD!z7Ju4j{BW_Tpzi@t6r945$_E?>2+PGrhI^`m#!A%q@=sF
z7dd}<D1nFWk~}$kj7$$QMs3HTQLUb`+ST)*j}>LH{s3<7=f{FW(k3{u><h>?65DjT
z)gq}*?{0reS=JHiyM6uo&e<hN{_6{~oC=wbhPH3cogH)6k&Ur=9P}pjGHsB0MilWC
zJOk=wJ6Szf_<cLaH>F5yxjW%aqBh}AN1X52@y$n)`Zfz$&kG~1cN@T)ZR0mcg*%;&
z&ufSh>V<Y5*<%-KHe>8$9|=aS-ERr7+fv5`l)flRlYkpcF?rq6+=>UTn0g?68K|k5
z>J`2pHn#G{O+R78#uL}J+_FzyU)wzSQt?q*;HF7=7HAvd-7lYWC~h@qP}~UAh9B*p
z=^tJAK;w_AqaTxBNa}p^XLnZXZjNw8?s+lOPqAQ9&EtAGn~(J?tm2x~@(ME}rpQ5q
zK9geDF)yD=UN0D)d4NxIPWM5S>mjz%<jv=9SHZX51@8$jrkm_3NUaBvinMRn-Xqm#
ztuD(%W|co^lYbamJJxVRrJga&|F*vtAz3G3l;YJ}x2zj=MIT+H+J3d(g%w4V^`uCh
zv{P6n0Pm2xP9YHm4CQM4uDEI?4P`Uxh+*#N$@7VzE9!jr?wstL1-iJqxi>0T-LWzG
z^jkcqin02+_mu+k%zcxsl)tMlYbURN85s*MalAk8G;x1Fd@p>ITk+)KzpvFeIbn5}
z3;f%2>w@g@^NOj9AE-#plfPl$xcSxA*tDm9XU$_11|E9{n$YO>i5!1c%k0*JrF4AG
z%aFxkfl;-=S6Wn4d82<&%Q*p3nL|a8%pyt5cx_{7Lve6GL$T}Ar@qVgADRZgMq9t{
zwL1zvv#FyO)tndv6=<iE7SQe9d6CSi2LWD}j~JeArQn`_`Fm6OFxbQYX!!NX?_ZkE
z&QA5UlQ-+G&&j|oMP62~Fi#jR@C*d!DlQA&T!{dU5Jvy}$O^3tvNH$qjis?#1!YZN
z*0Bs`;PT`NS#+BCbqAaY#;p8|R~>21*;lXSPwrv?)@9`2d|kFpsQkHN|C)`x&NYBX
z@8|Xpu9+2eLvJ4E-lT7=h=*L~g=j%Wj)jH8HV$+dBwwEdEsg)c`Th(o#*fsRh#prD
zxx4x=wD?Nm#%A83wF&+LGY#s*4g>3jc>S!};sLMFJJ*7Bz8&4=USYRo#e~7^)k+>H
z^gNtn!u<B;_8YWx5}xL%sPE;$PD_4ECT$$2)$^*tMaF@J)x5TLeQ__@nK54>+fC?}
z>h{oif|*;`kb`sMLts*r>Z-q}TG=x88CdKdbSrIiJ7?lVkwrcH9M4Q2RkNs`KJe;O
z_$;_!y^>=nh;cB{Q>Kw<1qLJ>6z>%Z@iBruh$F~>51Vk!$G+f3kkVZ+TSjIV$Wsug
zV43>rzh-4g@d{vbNtfM5X}{Lu=1KXG{Lsw|bc+OJjtygOHL@_9tZC@$F)dzd7&2u(
zW8$p+QcTQkf$>!njOI_=%wRK@3njl*uglZ-IsMMdC;XiDqBw#HVq45&DiAYXXlO;N
zuN<NECxIXc{w?~JB2!9As-7*YBI9d}HF8SGPLi}4^O(*{qSwFJU6b#Jij<JC&VEir
z7MH1hhg=tjoCr7R9DlNKPC;{Nl8;+}m8{jgrd+F$7MRlXK!vs&5~hZxko2_Ywfc<9
z-Nng|SUU7emRV1a4|%lYnRZ*Z`NkhUH(D)5gjc>uFHUnFNn`y^?9a&-lj@6?TBZ6F
z?#<_xR#Yl5=1+`5t1@F$AU@`>mp<x(p`)<FlCpb{`uo75MR`h|S0=qdCew`K$S$UE
z7*hf(Wi}C?3CJCzUiXI!W;#_{i}r;C>c2IlO^+3;u|+JIY*~2uTl8lYi}tbmGMm_|
z{G&$rQJ%J^-hn->nAwR#PRBQ3{ez{_(u*N1nPO7r8^P`OY$eOg`aj0oG2I>$h4eB#
zQj7C_2XiukwSh4yFd`F@PJ+TyUO53OMe;pl=RUXyOvTh?kPFI(!J1&i3)|Kw@#vNx
z-PeqAR;xm@m|n4@b=R?E**x`iRUVlZd*8}tX93nX5f%D<b<5rS6`vMyEQ<hMF?SO4
z-WGw-K*nYBG}RX7R-P#67pF28SCraNW;Kued0SsADlu9pp%HV5GROClV!b%zc<YFU
zdn2Auctl{FetVxt+IO0^bmueWsl1AG%c-K7?vDtHn2bVWFM@w-7w&~tp5)-vm4$8o
z^xZG;F|>S9@bXVrX?f_#3ufoqGP^(GM*TC}YojM4|GKT64?9hYZ@jk_Eps|GM#ltm
zec$5xy1E`^Fx3Wi_>pU~`RzGdZ`Q_GR`Y7<CrU+OBhTN_<F%!YZ%S)C8p__E1uV}N
zm<L~ZY`$@#Ceb>QhRDWPa@LUXS*P{R?UGGDcWZgi=HEr_`2;0at5k(uM>2*{J4=L+
zS<;f+@<6znDDdr$u+&C6V>x4;Guj({=X6iAM42BFyR~y+E#gA}-U4HG13uv2fV2?(
z{F2qVsg_r^IC}c$-~O(y&;2vS*$E8l$Nmo%78GRPKeWq!ona$hVa7$ot!Oh_uUzj7
zss9P*Vi<;EiVz<Lh<&d5n%gb-!z(|yciMuU^znZ`_}%7IYG}=;|J|qfMX_Y*skoSh
z#a`X+llEC(@44T3m)<4&CAWm-d(GE{zm%MSdp;l3Gz3+>+_WEfI{<>&z~5g6m6yj8
zTp`;9XzLVfgG!blXR#20D9(cT^HSB-O44LNNq0hm0K!7L1Qr*h7Jkc52i6w5UW86W
z>t!ps#vtRp%WIEX<h;^W<VQy&GEjpkNRTZ|9fY}y*>I`empUuKOD)fCoTZEn?YBNX
z)Kx)tZsSHYyl5c^iKfNjW9ABi@0)HMFW5CLZfDBfaXwG8yXoxssV!4S@Y!|>)X2HB
zX|wsP(himkd6%A_tLSp&ZWTO*mWQXXWDkX#=Q2-y`0z^CM1#^@!ti_C_g=up2npwH
zY*SrbS_xz<j}|K*;;T{lJXSnDHc4oL7~u(U6IXOx8u?0nehvLS7DE>`#8SKMZV55U
zKShK-em9f&FLEv|FImk)^4&rE>8gdV34XC}x)G1Tx(`cFVN*M(#H;m*FjU}f|JRT{
z%hLshe?D#nBVR`@3I4+@t%r@NZJwRE*YD9q><S`N_B-Nd3XB%N_~T3NL&Fv2p1pp>
zXF^}Fp23JYMvr8fw%hY+SS^nQdvurWVyj8D!Ug_o;9VboFKE^)zZ%6^C_ETXcm(Fq
zCPy%EUxw7opuX$-xO6aqux-z-{kkIbngO?=wCqAm!RfwTd7L8BU?v<kOL3sPg`AD^
z1=am~GhvaGs><^tSP)d9xi(irAyF&|){j^8-3>Vi%PT!m5rfPvY;jU8jQKB0AThY1
zgq6n>wS0?&j0R5Q*JHg3+C<91lXP^5DC8CYD|49Di_)ZF3(`~zoi~9bAb#*Wz(IA;
zl{$GeVvKsJ8M1wK+h#Y*(a`~(k?7J-^MdcyfVoK08SQNsT!n-lI^ci-_V4wf9HLYD
ztGH0Jc85tjf11b5%)Nx2hubX~z_zUz{rcUt)Uc@Ti*@kn{QlXyX~zw_Q_R6xo4=IG
z^30`;lS|;ktLq;)h?9m}eaCkM5H(ool8^7mx_9i?6exc{xtbaKlIn!mNLAN0<=M_p
zk?}=0e8i999DVEEUH?h)%OLwP+TeNIq%9aTNT{+;<EWuk@7M#47gT*d78A4h{cm!C
z_)1qf=HcYryQAg?g{Q5GlfJ*=?65E3?hr(i7))HVo`L0cpNaF7f-r@`LHmgcPTp>R
zuI<O7)S&r4ON#oxHNk9Btt#I5n)wl4&lITP4_m5V(_%TLGl-+zR_q;*o~?=Dr6_E)
z7{>6*N2q3TS4o4m3Lh}$YV~thsVdck%{T3v{G{}}4veI@n?L}=6dxxLc<c8FGF8;h
zDDLq*snne%c}B^*L72F$;?iJXz^@fcgd9#>uN5y2h7RgjrH5*pyw>Y)6yT%R-ktrs
z$bu<!6MB%lfBNn;Zg1&wq%d25+cy37d}xgPlC;liC{MlS9jwpl)ZSYju#FaEn{qny
zA?WuZ$27O0hIVeuYOp_pAZdsRKfdGuR?tM$zI-5j;u6k#--7lBAMs5fTgp2yeSs)$
z#==AW3ezpM(wx})yL|OSm<{(4uI%wox*w|dqdXb5)AF<H^>iaFmH8}zbLn3_x+U@#
z_8DvW<MP0VG&)p;YC{PGy9B}zj0k~Ly&P~ALe%y*ht(?qORA@yc#f_6O_3DZcUByX
z5n~fsC?>9M$IC+T?@%nN9N-G_W$_;YNm^HMv3fn~6yN6kV0JdQejiT}l$ibo+S>S*
z=f;AnC8)vqrHo04#8f%j;bs;@hkLNk1^=asFbhBI4mE5S2}7_=*C-LcO*5$cP=mQ9
zWfE{>tAA%>SDBEsZx)oJC4fCkl=<&qV`i(OjmIuH|Blq#g$e}*^Epr$<Ai-~gI=cP
zcr--9`p4E)h_#tLQCr-QYKIqNN^Wy}POgO?e+L;OX-goADJ26Zl`MHNt%pTZ?e}^a
zzsGhl1@q!lwDiu*V60nNJwHO?nrsnbq$2b37tTA%a(>h;e7U`Cvfe3h?;8a}W@!K0
zp!^cO(n;8saukk1o9Jl9(c-vAeUhct=5jVwLXkFnCF+LI>i6uy##C{&BcPc2^{8TA
z$@OpoccFq6WF5{2iHN;l5jtsrrum+7@(w^2{P@_RcPJpFi&7ON-KY~=wFWLfqd%fb
z<YG!6Qm;!rYWaiS7jDSaH7DtN@=RKtJJR5mSp6lgHATA*&;S{TEk*pw^y9~ugcGCI
z)EONm9%BpL=F8oe5nq<LfXJ9?x{kH3UF#d%M1PvXYlyq0J!*(ULuC(?Vv4?yVEc}7
zF7JL#hAinkdJx;n%@?(%DWCen#)=}c;e~ydi<_1SapK<8YAX6KHs^XMfyI$}8LBhe
zoUmg1nt#NdZWzokD&Q@%JYi@SCOOQcA><+Kw7mI(`g?AbnpM{D19}L<cq*EU4f9@`
z$VFZz$HP$dNqc)YJ@s=aox`L=t*hOwsCLZGp+nUEn4XDHD5)_4dpIy30!AebEJ8t&
z!cuSra-6v~QSC+XO=@GYd-6(dWYIZsL`4W*-PpeqCv=q$=B3R<_zKk{4C>CcR|Rua
zj74OjBtEOLOcyp!Vr#Vm`gyB^VK3{kj#+mG%WlJ=Tpxu%_!u~|Img1ww+`B3B&>-)
zFVw$=T7#+y`Rtt}nX%GEAY==%G2k-kDB@Z#VEFdkV#Z2#-7u@@kQ>U>$2WvhCqRKL
zX?0fD`5k09uJbv)K^hjMFc)U%)|y?OZKhY5&v)O?N~+|cu`JT5yqOO%`o`z^{T9rv
z#FAYs3JgKXBA_IDBL!=O2f`KA`4Vb8>=F0;t`v?@84T`gPP(UXF>McY<0EMG2E#6X
zle@k0*1k0`!}mLfP)O4V`;IkOQ$9X9Cq8bE47be&%23xhenO7;O_o;YVZsva%#Ya5
zr=JmqZ16U%7NY-Y!qgMY#F+U<T%iu>>s$cNvY{qf`qcNy{)j<h3Qes8nZG8iO&D_X
znV0t@kub7MzhL5C*g|Fs!b^5Q5BRpbKVw5ja#k@Y7W{J{A6G{RR2^KoA52_E3IA16
zs>xw&=&5Ak9p%xA*z<>>=t~`2`<w-_-#s)0#xMR;4VRbu5YZ_}wWmBZPcv;EzXRMn
z)%gfG@ULdfEhx02J6izgS~yA@j^!DK2d8eV;L$l6f76AG1FcOQ4R6bEG{?q$6X1Rr
zM{q_`lm!SvU*GOTdnLknqdZwHJ@1;0evO}gm$)Z}EH$mQKQ^v(08xld4=5Slf47zq
zOa-@G=6i50D)dNwFj!dl`sct6bL}$T?r4R&J2~gEx(Yq%JgW{yPf>hQYBZllr3Y%k
zjO^3KEASDK7{@Lru|E9+^@{~7vS@^3C5?KN*Oz$n@aj?#5$19#zHGhwccEDNPlj*R
zqi2v~y>^-bK@^3j9JSe5ytBQY(H|h&LY~nD?mwJsF$tg}xj4qDmL^-k`kc(qDH?wU
z`$AKh#y2;{;*8lKWwx>K%{#Y8njrGGJf7?GKd;q>v07`ky=vFC&1~+Md^5yZLsyOv
zD}twjw#D%i>K&FDuNcIrcAQPiyqW!10{>axXslvP|72h$;I_LgR9hFD%CIS!_JQqD
z+mN=?U=Hr~MWE#l;la7(dzy|{#VR_o)IPticF|o&po14LeJSHvZUoxTI{oQH?`31r
zzk)|Q+>pZgi}fqrYgnv!fUJ*tXOxk!#9+o*G-x|b@3RmFJ@yUshoZ6S4`c{_v%ADz
zcGlmZK?*Bha|d=s3<K3xQB9VAOlE9Xg`S#Tjx~rLM~HA%W-<YD@a^LH)bCUxI+5yZ
z1KegTstJ0}QunbuL%=$Nw+v(fG!;(>B-S;>wMd!<a8>xO<Hhx;+?ZP!M^;PK_Kg!4
zu6RZVS6<lUhCw|VjnYG{%w7Ey_wEqcb6^Dt72qU4W9_itj#-Jtsp~?3^<VqX`UAV6
zv@v~&gX?JyX^(Yav)X>0KlLO%wQ--#L=qPpp}78tWo@EsK#L?qw#un{C1`h9HK@iY
zTH~5hhX|P_;cK-mXT$^|I$!nM_30`Wn8WuTkME!?6Ig=_5=8a$53|)<Xgy`YXM|Ww
zykq2-#R14OU6^@vArQEw=3XJ0znk}XO>jOWy+d9^+0JZITaBk<JRt}1Muhf^66&y?
z6au5L%DCl*n}^^f_TkQ**=Xhiy1)un{^ikhiaK~IbsRNc(rpJCdnd5f+>OGwO}vud
z?_tWckcyRuWS<mYUCZWS#W<^OXsUN*m!K6XgYC=9Krg#y(Bjk7K-A?aeC~nv1V1bO
zb?Pr&iFj#*hP!Sl#`l?3^oKiBFPLOG7BpTeSP_HSeuoEE2>Eo2$qbX#HUm^1?KmQ1
zvDR*1n`nx@tx>BS-x4u^*+ZDK-W~{kqqro^N>ly@)H8(n_r1R6ietz-&*;DjeNt%8
z`Tx(nt%FA{N?#noAafx;WEjLoq5HUofY*fC3wGAQ;xe%xyMnhrOQH#}gkv8i-C6?(
zWXzrM0L4HDzEDfUsA<c3*SJ&~0UpaN!E;VpR_b{(`G1h7vQS%^6mmSg!uB;;{-5-0
zvmhiC{TW;TagJ{v)$y~n#k~e_J%sx6faV4jXC;lY<J_m3nZVorM<}+no*e+2UG2v4
zXE0Cw)O31LF3#Q%TM`jF`5=M7BEWV^6Y=sR4T@xZQ~HyI9QIqc*ancAqh=Id9x;2q
z<n>(|u&(+NUz)X8?yi@oEhk8k3|*Blmh~NhZO88)+Uk?;d`W@fSbA6)8@z7;tS$ys
z0i)uh*PM;w6W^QYYh`4r8oX7a9Ic15r?QBgY=VT|5?QxJw<yF$t+9dJ{5XdZ&!LwQ
zqRZxnx6L}QZb7BU5}1TF_1=KQL<;g$YMhnUeV$h{#b`%AzmL1y1uZGfw~>Ic<}O#=
zm%g~VCs8}_I*uS*$?8t?b_3}s=A?2Pa6u|S_ywE=+yUvg)lxIC5#c}^jMiA6HDPJD
z5hO03*Q6gO0tBjsf9bay|8YUa=>?$UMM{AP_lZ~hpW{MPn1p}<R2elB?Ik`3->e-I
z17$t<u^S1>e>oP$ztUg^4`pHbm<8EhVXwECWZIu^Rf2si&sZf`ZIT+c)l-n*50PSr
z8KGf}F|5+peVcZXp(}ob4{{6&-?dB*5Om*dy>I&jgy)7}-LDQ+I5?k0phL2s=cvKc
zDave8L7M(d@(u{dAx*^_dN#C?0>H{lZ-Z;U2jTyKFmOaKwfIk6_+vN|>-9e$j1-gW
zRmW3C8G8U9gzmEZ>LPm;z(9I$&i(LJ+U&c6pV^^G=@iFF6wc(&GcVo_^Gx$ME;LE=
zrFSgx-erlxQG+wPezq#7Qy2=FJOkKIr}qvxmZiE_M|4M1_}<Y4{M^PZ^orc^JM7Ib
zKM!2QZEx^ZdoZr=FC#-5qWrC&qn<v*vXH`3`g1qrCLSWN0PO>3>+o8(CiO==L@g9j
zzr=LsRHVupH)8v1&P-sE4!gFd_xfhn>&#ayDCDdMgrhul$7@u7*1^FyM=0GjJir*_
z#MTZKE3FCIu!7eP5x<`>c^%Fnua!MhT3AJ12!Cfu)fj=EzD1eM$L~zq`?Tl#khSVR
z*x9I5RH=M3k$_E2JrP-pc*nnxK5y-u-l341e;t9w22s&|@`BlhCbyU)T4-*R?$lKC
z0?;X?+)P9XQ}+Z$G$b}yb{BR@7kcfZn7-!4x<`*QhTRtQ-H2rO=kz*dhg3uNAg%kq
zf4)<HZ}YAWSTsUH42czKQN`Qb<0b!yJ*?w@*S9)(g>Meduof}y!nnC2E6xD2_q*sY
zc1_??SiWbZOh4F)?jwNON>daPnD3%>=gZOm$c!x_A=PXSquJ;Z_aUW0oo~wGp0#m=
zN0T%a1p^EeN^5cg22?odS3nGys&n2ntVLDR37&C_NPVXj;=|rGR)JCh6mG#@sE8jv
z!Vy%V&WcI7XTKRloJ6L7n63j5CKX?bMMarbu_n)+oYz}Z{|-TzE&M$KW|O1=ThX>d
z@w=O<2KlLXLUfVyNR9Hc2O&L-<Yj_>w-5e#t45P>CjBLn!w)pVCy~K(){Z$##n~Bu
z*Q3Tl*`KHIfjOe@?_NbLnEHB>fyHFJf-}C{?vgk8?gH}Kl~{|g)9DuL+;sydq*GAy
zIqiHgZqRrJ<*>4^1P8$bH{Vuc%#ULw1@A|nI#0n&<N8bMqIUcX*PmYCJS5LcaQo>o
zfo}WU3whwzuIoXXgtGHV@KmenkKo4rkl8~M0G>CtuZL<aBD9irT2;8PyAs)~E)1FL
zl-#Be5`SJvHLIW>x~}xeMKBKmw2qqM(zL=dRZrBgoH8abgjQ1KY2O%sL?qBCQaLz3
z_Z9QL5c=^^&b|<1+iNz=Z#~=c!j<<8sT#mGFFvO?>bb2f?&&(ZO`AD)Zp0B7WHdNT
zj-8fTeyF+)D)B%@R(!#Spl{Cjw#zhr{VnIyKh&x0^(MAXdgFxm7De-%T+1m<_uDVR
zTp!4E^HH9^3m6Q*Rb$a@E?1Yiy2EN9+jXrv&ZeZG!uINUcoliy3icUNfR8BXLIr#+
zF9{Y@r@xiIVh(?MMXN#C3jp|t&d)FhCAq%F%VGopEY)n+$`M<D_4Q>sI1Q~(pLev_
z8bASSR)L%KjZ{J?61XGkPpyyxm#aV{JaH}10-J{>6@FTDOtmKx2Z4;kwm;DeNyaKq
zOU#gh4?81ixqzX_UpfamjooVzX^ynNJF$nHgoko89(oKyd?y&k>vi!DT*<lpQ>9Q8
zhpcf=UBPj?yb#;CCUq<0)CB-Ev>@?im9v^%^k9oyW?oXB(XKF}4ce;AeXf#V-1+un
z8N#f-Or1Nr^&d@qNJxBJx8<xUm3`*a<U^9Scl~_7FBOW>u3$~FAW>L;k%ZGr#OCQ(
zYjai`cz<d4N>(8Lr5z03*&dxLSH4%ZIJOJ>pt20D5|O1fAED+WPJLN-#Y=qjz|m4+
z{E_d!%Nlq>^BDrE>`OU@TWnS)A@bKKathj4di=SL!@@(g)bZIuj5spmgmcKlMoHQM
zGM-<c$lxg?g_pC&wU49m*oaGL{8dfJ_pg3X+MslpTJ6Nq&L14scpn_PdrgSjj$_Nf
z+w016PBsg<Wm3>|mC2^`i>L}JKhYW?@$2CdFN)rw(+Rmq7zst7@zozSlKF4GoS(G%
zW%|dl%1NHpVy*Qq&&}P&6PmJU;PN~Q(jshoDmwR3z3jvTd?-Ky4Rv5;@Y}ZZy4_-N
zX!9&LeA81XWDe!Cbpf}vFWra!A+z-e{0Z=QsXYRd)P64>CRzn-SP{);F3YUY!;n)m
zaf2`?iY#wy1y&0o-qg@=5xeYPHeXU$#vHEfhycER%ItjhYrr`1U;IP3$ir5>{!>XT
zZH&9|z*0_T=Di{?4#mNW!9lj;(EsQT%OhGp7_t5}Xg<x+eK<n$KT^57(^h8Czl;yx
ze}EWJoOC#Q=A!@Rc7)j=VZ#FMd^-E~5x>ebTGS)M-Z3>Yn}6BBmpDTE)$jfQgh9ev
zt&6}ZH~wCh9G8zbwUCxh)OgB(sMyD{Y?=nlF+yp90>jj=>+<oO3}Ab|OJeh{9Scq3
zb866Wajt1L!1#?P4Wg;L1->f`Ko||bu;DvgW-oCbOOuzva%&<^1>nP$MvJ|c8c)ZB
zArs(3PR}*dNxOX+>Z5yoVxa0gFH(n3YLY~lden`jDL1#+e1UF>cQ@ik*RPn?YZz+7
zSrZ>|8YAo+x}-1ii4i;E<ID?TG6i=?r#rJPP+Gwtq*~m*(~*O<!*+6V4uqKigJ(+j
zCemrVZ1M8oKyBDG7#>2q+=Bl2qLi@AW(GsJ90>q^msol(0Pa>HI-g1EbC(#A8Rb{c
z2UohU$v(f-DHF%o#VBa|TUEdiQ~`j^A>$Ds-B~Q#1F!=#KG%LGv2W91)wXcJaQUQS
zTjV*`8%R!Q^UM3s4$To0cOlgZ-sA~V;X>){1_^gXSsjlm=R#o@_7|2Zb~!FSWHkj4
zZ>lTlpmQ>>%2U&Tv(UYaRsEE!tBy%Ux6(!)y@B{#0V8!GVw0JStr7Q&cg&JLKosM=
zZo?$`ERH7vhSExgwn%`JuQ?4_>y2k<5Qkg~;D(ieCu#NzZ+-=LazH{`Ggas^qB9<d
zFQ~%cGmrRR{9e6%r?^YF{JB3#hh{yuc=l{l*z%>g_23JdWBRHLffX?_;L3&c67u&l
z&GWVW9=j3->6c|ZxSmI_b08X`&ySjkLa%6z-8gM^cq*;Ol~ALbp3xP2K?nG$oA3mw
z(o)1E1*e0;+71IBIy5o*)dpk&wC&;iwi<FwnlHa|xh!Q1y06O%Q*Z-+;$t8H_8m%O
zq)w-h8;6Quy8}L=ku?PVZNo{5c32oj$#?LEFw`>%E{#W?dwrEl-ySUgYiSAqmzs%S
zH!{o;AQB*;xa>W#F!lWS_yDFwPV#DARr-?C3i5Bk*rNd%rZ~9E3u)4%hm(!VFP<>C
zxToAa3^V`hCu=|WGtjkim0lS!H`Hu&tjw4F5nwt$5)Ue!^sJjNgAuKIsAeAAXvLfB
zrme&^dB#r#0)Zv7HzMP@-y^Hqp21grh&iIu4|u9*N$BnBH484*JBZs)-$#{{vU+|6
z)gFC$PmkrYP_D)?a~QJP^XGKBCiA}fNnS4#GRt&Qwyz%gZ*)1{s+N^elkg{+Y<#f$
z<#EdHX7<?Xx6bH#si`q_&8yK!XN~ZAW~QVV`y|B#0`6W=2nf-c!Dwatn&l^J6t=?H
zVv`%HnB<ts(|o0K^=NkCghZM#Se4yd0RWH240g{DuqhDh;Y20!&2bGZcWxwEy@o-F
zueVBMrx6{39;#v<UAP@hD+@S7hkG5<nE^X`R2GJSq*F*q%sOF5xAQ~hBE7sv*O=Bo
zM+db=7CT}9B)Zi-R;=f<r;0<ZXRY_kmPG(;iHb!<u5PiW6b4%BF7qxz`-N!BY)YX(
zr_1COTuTp7_Z`c_)x$a%Ofme~7XZh&!RLiM5)=BWcS&)eCG(X)N_<lJk?(F}^~Lx@
z&Z&0uwT)L+1B-(8J7?tEkoSn!9>E2t?S&_)_qXxn?$65k!F9WQ{wYOzFqNn>&P$s=
zLFGpF+S4W`N}6l?p%)|fgDYtV69{*}hh(_nxqO-z#U(;ynN_q)r)|u5;4{&`**^PP
zRRYbDbs;rDe3q@rBKQy3d-`bDI5`*#vJiO9iWvfe4wj=%(Z5d_Fi$_Fv1@n?9LR46
zm#G6_qFUCT9O39FJS*>-k}(0h<1Hp-(H#%>eV(I%4wa-A=)kO})X~QGf4Bb)JgE&}
zS%<O4A>xJMUs3f{#yg>tGHuV0er$~ze?CAJbA7)%I}XpQ0jS8SW)fZI&DzM}I{b7O
zkR!l>Orb<$;%6FWGq|-%@2{9^RkYD}A9NuO1nV=N6*Kk9&hZ0c0S%IV(4W=UVQhvf
zkRwW?aZsP7hGx%RI?M<bM)B=Y&0SFkmdEa29&khk>{g*e1RwyJ5i|Afncb{!z=aEb
z+4?XIvz@7*9{cyyaQQJ}gMdBU2s|MZkH)1aMTJQ+a~@ue7;%GnL=#Fb2{AZ5w}kl_
z1VBrEEkU1v;>N;Xzrrw>m=0q|3L%xNsue6x?cPE<nPcC$!Ur1m{xdeS#p|5c^VsAH
ztA<T8r=TlU5&B`aWGhJ^CiXn^7YFAL-=pg&QJdF3E&llYME>FYx0n*FJq!VVy<tl2
zF{IrVt2~izb3ueZ%bm=>lS8#VVr;Qub0*Ef@H36?I);Qp`G!7G9^K<q+JN6kf6D?k
zTSiIEq!>hM1$ZhPU$(M0Ui?He!-`43=J(N0Qg7s+SttL49vvYRNaTmplMX8UE8Snl
z&$$xv*&qFKbJKYcAs_Wb!BGq=k%atrLw&o61&errs*C8(p{1g*3y4`|6>NyRmQS3d
zr^e{PJ1do27^mJJolGaRAeKRaa_Hc<b}&kx!rHDUlH>lAxR0*viFUeeIQ>ZqVc+s*
z#!{f$0SQ8|-FazRcdrKB#sBr!Y79y&g#M$EC(%bE=~~&du@rQ<29i-21^>qm{-nVF
znx_X1<R63rtkoKs2&z?8Q}-Cps=~>_a$k33z?R5K1wn{K;f3m0UZCL*<N9@K?r*tU
z#32pYCqH8i<Yh|~9kru^;4TJAhjCP;v2|rj+HC%}T9lJI_ZVPAI`OEB5>U5CqC?Pw
z3&Zebz_%<ze5Tg2U0LvH!z9$<gsTkIJtukn3bVD&{CKh>LpP~<g6#2tVdr>u`Bn@r
z4@)JZm=bw(x5B8G*?SMJS2{p|h(2l!qR13vwC(AkB(K3~Q#YLao}<f*oxOHGFq^TE
zM)9c_3@3Se^xH&Shk?R<emZhYehyQ3U1G^|Uh4skQJTg`#Aq08fE1M-?Okx4vsa8i
z?+#2*t6;#}>fSr|v{?y%yT!OpY6vz45PwmX*4MmWN3%Ha`dF8UPcjESyeQxKh^meW
zDS8Eg9`Y?0o_R7m>Fve>0Lbkwi+4lxK%K}q9Wl(72PdR*_G82s4e_EFw2R6wC=M;&
zoN;;!78XuX@X%hE?qq#EhnYpv<Zm~v*dE}xlOw@MtAz3}7l{bIijE)%K**TSq)-P`
zWTBtf&ws&hZ{PUYP#9NhkmTk4Myc|~?CmzOr9f?JGeN-z(IsVpECqfHm(ulBXLY0N
zk%CtZ+5ZOk-kF6Brsl@ARiydB@GB=iWbo%kyhm8JzzWLE853jNhpPP^UbE<n{scgE
z_`Ve9=Ir=np5{7WOFG&qW!sQ5iUehI>7HY*z^W?=1X1Mf-Ru+Ew>L-sE@asMefRU1
z>&=go+vQVprBtpYp)2*;6$*UW$BO4LOP?s#cRon^0wD1dJQex+@@B(jO@weE-t$2?
z@(PYkd#%Qt*C;yYmLq#cRC=9CrJ8MTzV=!Bl=s%QuTZ@3H_qJsE=x`_ZFHM1pX~{B
z+a?KHJ?DS#f$!HTRiy91Y*;il;-+?lf9@PqZv2BBCVa5bAeT@LZ%`&NPdJN;itsw=
zyL2=sPTEs66po|M3C{(8`KDwz(qc+VD;t#K%My$JT>kQIh}Yq%Wv=k|`3Tb4e(eGU
zp1wM7cMUk+bE@RZgsmx*`KBL#*q)%-!qVT|*C>hCM(w`Q8v5xx_{{P3_b89?Z?<$s
zn#6t^DhpGgig89t$*+^+Ocm~A-N!tiRgGJv>t)NLrSf*M6u<lRW{-macC~UUJlOfd
zK7kic=UQ19JZc?dIvg3t7+xpB3c19CU7q73TXhgn3a-?S3YL`>>*8_($n2@|UlF1O
zL$%<$OxU3-kWr1lpMv?k>oR;}Mwy#Z?_NAsPQ3K#*Uyc@jn>#+<WbzT(u;#V*x4s6
z5Smn<<UgxZ>R!7oU+_3l9uK{y)7!>YX!NSzW-NaBXnC_C_bf~eKpAGIIKimbLwvVG
zjI}+!>;8%4g!r(4tpX=Q=x1STsq2vvtLtWxb(3w!sb5#<{*-ArzrQwkm`Iac2TqLG
zn9~LylEYs;z>!hx%ZLoAxbi;P1lA(TQ_C~G3ppnreOfbpH!OT>of>?|ee^rh<&5lT
z&!_0-AFaWDTV}h)aP`KZ*$Qyu!#*n*DHAhkYLHBi|A%iB)HQFF@t+z2?9JGCF*$+2
zce^^64=I->=w0*3AmeMn&#Y9DV@XddbD0b7oo!D(pO$izq^{q^SLc^G2!I~%^YyPB
zL$>7$%Yyig<1^zcw++@tUjPJwT^BTfn{0erd4dt?#dM#vg-3q<Iu#jL_)#~eof+c#
z16$@zmW^8TH)PS>@@9|H!>6iiEzi(^N9rwq+);h_ame}aP}cR{NMN)(`Olmu^WpbC
zlPgyE{{590Tp2W449n(5!*xO7eiy>d{wTk4)n&3sM*Z~R-Wl9cogDtelzw4AU@j)t
zFc-G%g)CSN2Ms5nv(yf5Hm8g=DdGPP%-4NXp5UxuEkC^W_sO&It^wy<&<Tp=g|hzC
zhdF5HKI+zYyEjma<Gvi?8sA+V<4~gmyb^3Lnt-LouY^%I&p%O`NVBrobUS+rEJUi8
zULhpYX0YoIBc!@%bJh!eFS3&Q51b;7tYD??n!=x6&F3h*VtfhyGIBGApf3mR$>$h-
zfB)tkQkKIFAagE{+ck>40!m}aC}?smlD+0K)2b1b#rKS7PaJ};)_Tc|Q@4N4Q+T+Y
zr~1Lq&vAYvPNQFx*lBso<X{E0c(u@3(jN4j4Qwvm#UCBh(=luAf5GFoHqn9L!P1Qn
zoAFh{IQByq`b|3H|Gd-t5_aj*Jj%Yz)uODDL<y$aB&L{!CrkV>ay0&>UYH$Q$s1?{
zoBileuA@8ttu2_HR_{$E%WO>UCO?a|7j@iEzg<uJ*LMIF=rRrR?%iLhb;Y7WgvSof
zzeUJjO`w=&QsVp#2LoTfY#Ew!tK~Nf>26Vv6Uj^fHN_)4n`s|?T7p1Jmx~?|aFZN}
z$GdY?0FDPV!eCIf&epYIr=?Rp-#_VrlULQ*FbvWqr&o-Tf;AOoF``FVUJ#^L1#&10
z0ANu!Ae?wJk&;>uiJf|rP4;@`lS3Jps~^f!wJ4e1h%yejXC?i1Hf3T%YZTkD@|60d
z!4_rP_q&(GqcZuYKTCJLOk1J5H;1;7ejKq5dP~V$6s4CMDnusc;=wpp5EF8<$<fc{
zIbmmA^K+A{-B+b56G7E(h-;8cgIh$$Smam>HJ$a_tpJ80$4f8Ax{oVat4)6RR@)x5
zVxhk(AKD7!^v>NdD_iSU^Jmsa4J~YVwR5t->F=4d(!G{T-somVxB)k<K=5V3iHl&X
z^A)H)l|ZC6^y3Q<ZNHae$1H!_SrUKJus5%3weu8WRYniVX$>u$uE;*4C{sdP#hO_@
zqbA--TI@EE7TSVVu#u>ek^D92#Z``~mv0vd>I1*L?-m?c==IDdQ9n`e`8)dQp&;hp
z#iQNHoynmjqqQe-ivx^u2No&v_>MX)ft*f%hWg5f_ez(1jKajPnLJoWIqk&3S@E#K
zT=M-78bIF7f;wlEw^HJAmBZy-D6M)_biq;X0c+%Ra6l+mA%c!`0C@HQfOt`=UD;7<
zfuV~xSd(4uZS7xREj4n)tgzHP#WL1@QxBsGl-@6}YmW>&HBCJ8T%7MNdRgLa3~(M-
zIcbo)!(ih;2Lrb5=cbi6T9e}TK!p+AW(+fWf}Kfd`ER*Fg)?74lvnv;ks_a364P5Z
zc)2MHh(eTxmWjwd@K?e(N{lxCD(vNeM@2{2aVU|X7|&vHM=;H*Og}W4dtM!uoM;yh
zC{$1UIK}F-fY=r9KhOyQBka$SM)kMJ{JKh8qfzpc(}sSzMz(~`0=oy-8>=+czkYeY
zT5=*J4&jNAc*Ny^xacORt~GrjlwL6T1UMLvD{&O~{hJw8{*`bmrZoro1<1ddl%nBI
zAw?R_ucCPNbvd5m;DhS;%|}9kb!&w=2+of>O-|r!`?cU1Pv|uB*83)}La#qdR4ii~
z9qxJL@VZJ$F&6cO|FX409&$i_1=(Nv1qb_8#1mEtd~Ak;+=WYzojW%b>G^gpQdax~
z$qn(7t-2dsjEQKp9f~>wjEUfjf#uNGGjPk6$5K-vPuM5uOHXaTOk4(I^^-1IO2_D#
zMeVESY+U4i=hJgR?$Kv6sP)&g-fbJ7VPHM#^K2wgi>d6KuX8=0K%hhkm}Rt)9I^GP
z_3}RoU!&~a_|`c~&!U$}FD!>#CKLWSs!?e_Ez#`1X^OGDdVCF)p5^)>(;##DEeB3q
zk?!IF-JdExnBo=t1o&^dOGA@Sc(vp@hwSe*lv3jPE+ahWq3ml-IXPaW=p-=cF~zT-
zpWiQ69^LIYRfy7Fc!D|enOw8G)ovrd0FZ^gic1%1&O*w1D4zh3d(hav+z=3F#YIqM
zA8~{IH0GrSAlr4-r&O;`!icCedP|C(?d{Z%ypIn`_-iTCD;v<A{pxi0mZZ^{@ZOkI
z|0{?*1|BdrjjQVSg>Kvv)Q3<x#y<8!w%siX!T92(nu?PCh}R3QVu&RR3XlDEn>)pT
zk`D|sZTAS)QV%6xRG~HJ$7<GTYC!f?e$`lcCx;2%5JWdjD827OwoRFdwYVqm_P4Q%
z=+Z!eBzLz9{w>dd{vjH%29fq+x(Ex(N_W`{-{$#X=$04)w_4^EHGht5S!0oLBW?Lu
z)$CWMfdsNL5MQKT`mN7R2?lceKAQdJ{Ahp2;x6FcK8CdKL=`YcEP(#tBxkIIL4r@9
z5L@a&c=EqHOvKuT$o3xsVQqX6K#+VQ`mQ>^KHp_27?3dmVc{dIUmwJ=QVDj)Piv;B
zpl3;oUAD;Ow(VdkA^^$aw9?gZD%8W^=vP={?)!kl<Hyze!T=mCbMB=@`h8hQE7yD{
zTz&^sI@?VQY6sVB<2~H2dGH3;4)m5X4#a^gx7l^{4!HrE17dyRYbKE+ef$pEr)a*I
z*PVH>WZpI&&bp?fj+@{^u4}d7P@PGOjoYitx7c+x_oTpXas^OhqYNsQB-Si9FiCl|
z6$d2jR}Z)Ow#{cdkp;?ODiKxIvQgr9u&ixsA;LsGwJ7UM1?jK@5ay`9GQo6=M%Gb+
z6hM$o4UoN50IRqa@hiVwi>T1(s16KpVEJ;NDP+s@MzsW8nkCALHr=aDt4%!g?tL)M
z3G$d=i9g7GmF)>y7|SjZKez&=bvFRx@)L+Dv@_2Fb}{IX#1foLO$uwNT%CV@9{k=1
z7C7MjoPMg_Db~ydskL~)-egZ^N#`lX$!H0amp<^r8?8KGlm7+|^<%%8Vh{GB7^7{E
zt}Na`N#e9kk}m;ty<inT1zuTR(#HPYT_-=2-+WYXEp$^5=farr<K(N??9+7CB8ZEQ
zWzm_8S~qm1?}O={?E#N4!1iXk@^zMd4et1L2~)~`8#cPHHHW*o3b0vlX_rRY!;0xg
zQuJE9TrhaPDY~tCAzeh}p?lOk>X^<Lz7MkSV>9-(>u^AQ#CfYxnC66&m_&d$@5(Is
z!~8RjrEZ7@Yv2kk>tHXeK9U~)l8|QK!iZ&=hHV66f_=FIy;4yB_CY_BD)ZfXm8pBQ
zPah3;^*Yk1#T1fML;2WiqNuS>(E?Efbs0<HSOrk>?(#QpSPSE0eADBbUJ*&LvaD6L
zgLAGoAvMV;-pBed_0C(rUn;p8mr*UnBUN5>Q`ODViC@yD3a{YrJ`<sQQQ+WeH+cBr
z%uzi4(N%{rSE~K?=!?sj(%Z##v@Jju7No7|cDv>GJICmBvVF|a5AL<6m(A1%zCs@b
z^TKJ<{IA@IfX2pFN&B0^BtO(E3PWgJ&LaB0!8epi_<*tbPRI7!rkuRb^_|xbUZVd|
zuH7kHnKTj5DEb1O+#F?M@hjHUpb8Qu$Gg#mWbwv-#tF>N61#kw^{BRV{teX7_|Knh
z&{0O+?B4OOyQ?Hz0ndYPa(CnI!idY2bYUKQqDx2$oD(T20wAeh(<5nXl+$TGXj)QZ
zkngvSF2anW(MO}q(ZhicwW*y%d;aNG4LF1Ysk6*G&Q4Y3w@J>~R$N7=!?IUCV?LDg
z(HMYTE`m8ex)1DcPP*^y{u1%JFYDU$jVU{-=6*Nf0e(RO#e3sfdIKji^DB#c3--Qf
z6(LWjhH2&A9ugU>r)&Iu)HiNM%eKrZCO$V5`=wK?az5_{peUcI{JXj0eF_p)!mUM^
z2DDtso{vTc2rAkcFP0KAniGMUp4t;|*}=GnD~tv>a6?8fChqP-io^4c6%*G#^|%d}
zns7M<Y*b<qYT?m?83Axk!x)3;N^m*H(=SE<UokY846a-Od4^SmC`3ZphAgO9`7=VS
z;@>h}-Ldw1m=jl$pgrO@uQD87^phu!V5f!5R5+eq3I1jy-pAzbcvwyz`Qd9N4R`OY
zDyzlTc+n>;>Dm3&iQ&u3RCDd|*34fkY1Ijhe|T@Kj=?R@?Rq__43RNWk>beZO$$%j
zx5uAd>DfMUIlE^+jS%xR!5mx$ML%WvnKo2eqU1K1j(S?bs?SjXaJJcm2cXK9m5dv~
z!v(ELM(gwfuf|{SABGVI^JnK|k;JS@OEv@9C%0O%BGSEVbH!jnf+{faEgk$w`m-AY
zppeKDd9$?{93w8scXsnEZwU!<O$}b4MN&MCDG{?7S1yx%wmaA;hjIANFp}c_BsiX2
zx3#iKjQ{)FC`pPH9OrjwgI;r#W?@7IjkLdFcCVDSr8H<VTmt53(-UFM{yxNmb@ciq
z-IFd&fPcCn@XfLV>-fn4#W^a*8*Y!xPUc@(ku&42S{SRY)+w%~{S)vw%67`Eo;oKY
z^qw?tQ^A^-hIDD@#OxWWN9O{-Q>;hbwP&GYq0D6@;y0PY{`7=0GgdMDJXMMeUP*1F
zd-vx9OuJdhnZKn1dOD-Ucp_Fw6Xpm=v->VUsvieGkZ1?Q7a9&dEa`-ZT{U8byRHFx
zHRCc}iBfpR$J!S6=!%k$pVa?_a5`qlz?`PcXvenTM+c=t*WP@w1dL;~rVQ|h0&fkh
z^XVboR-m$EzWp&2kxQG2uWQ!H^{3fiGZ|O!;mD0aZh@dPa(klrXBz9mHkCy$$lJ*o
zMn0)1!Kjh;xL~(-sQER@NY)C?Q%A(W%Gq~w$hIi-W^yM~F)n=h_MqG=eimL1EQ#e_
zyW$y?+9K0I-sAZm1iu-t)WHd=R~|T37KAz2-i&fgb{t;63hB8S)!@w3x*EU8va|>s
zh|7-eXpkBW)wz0=O06k+7>r)^-e=+|Uvq3mnRLjj_<#-GdX11Lf1eP;m4(dermkFK
zwz0Uk+%%#XHOvD@W5&fh5(0ATaa5+6hi8fKP3s=)qBHog82yhqVm^a$D5o(-ZelS9
z*IoEo+<Jf{s@Ah{mYA_avK$;Q<Q}0YG{4G;yO{T$J=wHnn_<7RG#Q~!3zmG#`7_T^
zafAL}OX7N#z6^$MTkK&7V97+$Nq@3&(@9G6(bdaU)7xq<{@zTO_*>LmSXeibqX({T
zrdojO!waanwDTy!Q^!gnRW4gW>&N6O1qo#hUeUSUxuD1I@DYU-vRvhPY+z$K^u=!%
z(hBmrv5Rp8Y_Z6eC|+@8D7(ktS18`v2vxZ+h>))MW_LN|PQxo%!G?3DGAi|%<Si!F
z!G58_5Di$HDR`d)RuY!@q$@+%c=>OJxuT<(XGD@W2L#U6b0a9xm*+UhH<!A{W7t8q
z#J1tcx`ADnichXS_Zd7kHK)o!h}a4$pEZq}-iMK61(ubjS{0osYTv~0Ce}NA`I^Gg
zAjRkOn+jsHedtUhSznD})E_VB=)e*!092a;=G%bZZlP%u-iFfJ>cTrKWKeXGEvc8p
zQmQRlL#EDNkwB@Ncy0QZY>0|~J1AT(=FxygI_G{=sotL#>@Q(Upv%&Kl#;DW-={ME
zFcqJfdO@e{Xj)W8IsgeqjFp;ZJ=K9H%-y&-onA)GC|Of?J9a;9x<RwP9cW+!D!QCg
z(<nRsi)A-WPD#;bl6S>NAk%Rpj8W9z`|84m3c6`Ja?bQkS%fWh*q*N|A2L)D@-)Gk
z*&K6WPRKebE)+MRg9CzjARpG^UB!MS>ryKZd5N~O7&FY|ccJPmkstx<iQ=<?3BxLw
z2;Ty=;FWnAc|&p&B{Y-(9u1_qYH!ji$yrJ70;Zkko6HTPZwyN2d>ZWHb9%1@vWh7s
z&zW{<(xumo*c?eDCo*gW-6;w@i{x;{d*f8ga=lwqeQe;M<LRN%p<}bhaN%t&v&+8A
z_iVl(elz<Gu|SO71z~2<&?JUR$RRzXvaL^lFb^wm6r`ONsd^qVO2{Amiwnt`kMB=V
zp~(KBo|v=;8Bv#8mayk4T4u9hzezpop)(yP3Osw@Xe{MVPhnG98Gr5PFmQxSt$Wg5
z#9b+<j=eKEn^J<?;Ey1t{<e1F6r2=F(klGJ;URm?OnzLR4%K!GmT$C_S+X&U2s^Vb
zigyuwSB;XzLfa?{o-m8WwxYYQqPds~hqvResov7uqea&?(aLP_Q9cYzr|?pjoPBd1
znjmV+q;dQxYREfQZK73Cv?5x&<q7YDDUrWs5=(B6a2)krE=8z}DBe9o@dX>>K(pP(
z_#P8ID}d`^uWx>~2=@aIh@#EgBjKr)x9wHfmzp4VBTeUc9=6@phB?UDcQCF+$)e>M
z`Hwv1)O)kcr7PHs^_RK+WKQrM>}5HM8Bo#QDBb@X>c{hAyB&mioj}k=BMdRCadBpH
zU@;&~gV9t*EX6vS<R$!tSCcMpPOl*O9VA90#>IUQHk}PFJgmfc_o@oRr095q$J<!c
zU5aBr`$R!@HaQ%6d(}loO1#Ik7Eu0`Z{VN7dyU{sU`Tx@1fim%O`O0~p0GR@s47~s
zI|_+Xm6%?5%M`R%x-rT~Df|hoN^^<DOZc%2Soi7K>mKO+@&S|3GOa0!U=*8b)GyqG
z%$F537bo^KT3*ZU^9zF>b=s;G#%=3R>Qz*t1Mw{Fe>`1hG+gi39Yl#fks+c53DHaR
z8a;_1dS~?BdzT<aC!)6m(PoCxdnZJV$mk`y=uGtXUcdiZ?-xF>xc52x*{AJuMqT&r
zgs1I2zsWk`6Kg%;7i2!NCmqw0d!)3h4&L%N<L4}+8s4DO)Gmu8-}R#U%ktgzhV{Wn
z!2WojTF~C3sEIDB?q=x=x81|;kVB=hNyrJA`aT&(Af(3M!t!!qYjnvUK3STlyz0YP
zIA*5@z(y=uUhUT<{4~FcgkF$DRzy`P36;V+8VyetM$*7N2d8NB6Wip@tt;@vUjudZ
z;zrV(NygR50cFxAs-=Tsx45rH|Hy@C=y}-9IVeSSJ}4Y`$Y;(gF2G+C53y_+1^hq+
zYP0}lS3o`20dFbNu;KKk8CzXsLUsig8v5eIgbrJW6jQGMYbb?99II-HXTQWg-#Ys%
z7fZqQ`YF#QCYJigM8QTn_lDP{!NO>!k=sCQ0cL^OvJXXv%lV^HiB7n#vqy^{DVxwP
zT!KhwxzzE<;#fxBSUsmNyUaVeG-!LxLXXUa39NA6K&M0O-r<(<Lm`nkh`fsEufLRU
zYcdv2`Q43!Li_f$mM>mrQamtiZfm*s?L@Mi{VqDSWJU;EzXUqQhg;uOxp+q`5FXUa
z<H7Qo0ebgF<tc|W1<An2!O}u90u$QutvpZcZ;Kv}M!3!W@`$JS5%Y|N2^f1w`j`o}
zpZ)B&$3)?tKr7Lm9)4Q{yP}sz@ctkTKFWVk`FP8RMf`)Ff-?U54N`ZutGDtuit<ts
zDZEcLd1h8Zj;^_Hn{_FzPE1Nqu5YUyl#liqY*T+D!Krg%=<`f7Fl`sKlwwR5n9|V(
zi$>*fJ@azWw+7N0hPqDu@W~L;!!37J_Y)S2HDgWvM2I)w<$-+&KP`wcMoKl2PR|}3
z{tm|-07R%x68q{&JM%2E(yLo4%ynJQAn%W#eb*ZAZ}uXy;8r%Ld^agyp%h$!-YAr!
zLE$?;jV>Ewx0$`F)!@<K*!L+OP84`B`wV+91NemLkK1xbe}x&1TFsf{HLPeJM(bL}
z{Dj=Lyjj)nfEK~fwQP`xV{)9w&Gx$6|7HS+1hL=)?RCX^^K3eJ2E3@MG1!NvJFJPb
zTLSLgUN46pcR>d~Q3n*Paeqn-j(T@-pFoFVYTZ4aqtxRU3lJ#*jiv4^T%k0JNkbXu
z(FaF*$4|Phy@p=L%k&UFWzU2|zXx%pH`jFPh<tpGh#{{lVzMaupx-m}`#2fdjh=p5
zg_;8zlV$6ym7nRnO@{Z$rzst&usEPJVb|mp!8l3J0J+;Q*t6)w;hvfMUf(*c<q7B`
zZEHg(mG#W3Ap#CpZl*Ff$`UThIU@BlotEn!7JdyM8BJQBG3}d09H6F)X)Eus3~<{v
z0>+R7pFd)npsQB1RogkNy-oJlks;B&Q@4{>L004V$dPxtWO0cp9Ggnx&TUqxATezx
zQ^1!WFf*~<*LgFij3d;+xk~D^e0}R{qR$Nbyp2L@*%S$;!NBHzhaCGbQZ!zzz0t13
z4A{*5!2(7T#tznY;<Xy#IC@Z80xM-_J}W20qi2+FQPiOmk9ukxp@dVMz+rMTO|$Eq
za9X~s(2_>Xl*&SEE~dTdPhbIPY~j_wP{VJpLdAPTj2JR<?PE|_jkq4TB~*#SBx2jl
z>aMdLzH`rUHNb?sY%o2G;JZp1_*@F+Niw0csXc%vNwwYm!RBm7Ro+v@d`_^OQg+v?
zs7PapVzM!7H++VWs=C)M>kmL&m9>OYF<iU~;l>m<-*ID;vJM`ZD5HyZ;qQl@9*`N{
zH>6%U;RkkSm;`>T^vMrCZA#Lwq5PEgLzxOSAybc9TDMbLMe~JkwV5+jI4a5Y#{kxP
z@vMpdJJb?5181=$(ZEWFzMA4%^@!0oQm-j&@ZVP2BJDSPK{}ltXR#*4sdz(#UsybQ
zDhbM8YdyT8RoDI6;?e(uH^pNlx=O9;u3-Sgo-bx}N<91w_@7$l^)Z>=X^fa2+&Dg6
zmh5f#!CmK5Vjsaup5mo1AI!+Kq0ZT-h%RI)W_OAh{ir(mm7%&g*4q71$m#O_^v6Sg
z@tbmVo?)e6De}vakoelxPgyjfdofpulL-V{ucHgo{Yw3t|5Qi95P{DXchbkNNw}Og
zM_2d!0c?elnu+k=FZNY1p&Svofu!`bP|XIdCO$r8TJ%j4Wz{I(`x(1591<AZMrnL3
zyzk}z)Fol<+t!1mum-X+oI-{tk1JJnHHC00Uh)+)(?|LqD_c>u*q^YiYKbDQNB)<D
z6^>P|BxdL7QY|yBP`5&bzkMnfwg?m=Ny^8S7G4RWsoYBeG!)2#hu__(cqi|Rs`bTM
zRXX+v9Xa;=^6G&pEQ?;L$hA#_<^OnbfZ-IXQK~R~nJN44l=;=sTQA<&8|pBjvuBD@
zV1hCG%lGn6=>N1H_Xy9B{HVKo)2Q%m$|SYT*wQP;hDtgQlO()u4!FsgDt*^!{Tqk%
zHQ8lL|MKOvtE+;x6_<r=0Q1Vz1(0-ejqNGCCo?ByKmX|hO|mYS?uSvX(s)7gPeYMU
zcUCqJ_GC~O2J&q%;0N)oU*5>ueCNL75b`RDvAQl)Xq&lwg4Jr3{rgbCxJuJJ_M&n4
z2y2<a*PQl;ylq)`8mZ_Iqo{{5e21L@c~Ze!9?Z)=Wwow!S%yRG4GSVd5sx5ssuDsR
z0njXWnN0$O&NK5`4l_+9C`9G3(p6=R7VMxNr61!PWTF6_@Ah#Sqm_;f>RP!HYxg<6
zeM4pONg@&#8L_JH6Na6tUE3WUCTHRLkg?H*(WExh0+X*z;5YU(DgG62sGp(yiMF^T
zEB|h`kzT(%_kzI#AFF4FArdI-W1G6=Z#-^t<St=e-aPpze>WFT`Eo{LTl3Qkrcc!&
zEKGT_h)e|=pLW$vx1zn*Q7LYB?H7XS_fz%}8htvxboreMvD2h4W5w{3x@QP6wsH%L
zCV+nqO*sI>&IF@eojRK-$i$Tzr5^SG@f0QY1gU!(vCI3Sgff*%(^y30HL{-C>i0E|
z-Jxrxkx>sC0-xfijzmBlKLWY}<ntwanKezCFmity?eCahVX&r=DWAMWwxcdP0j$Bb
z&mXzWKLkIX<rAQN?D8h#!BN$iHa5qmo^1Mond6J7WRB&v@4dHIvwz!fFx5xHvZ;+B
z`)`(Se{j_9hy1vlSjeYQG#{-ug9JiyY!OF!ZB$204~o@q8pY1e0ii^63H;Mc<bQgc
z@E!IEn))vqU(@=~M3XIXm72H~NW0hyfAt*RhX;0%>EFg8yt=xe<aHk_t;lK0Up~!H
zS{+UoQ_ByJZ|T7_XGp-m3{sy01+U<Te(7ZJUC?^TuKinj<@ri#k!OK|ljrm1d9ASu
zTLF)5O?xNsvGzz8sui#wK(G{F$sK6iLwK>1743)cS`>(i@tNIfBMf58POm719s)yx
zV&Ijsl+mbcch!Z#773AyJlgYh;hXc;N)M%(H*2>S?<jP<PKriI{CL7f&|RaW&{><2
zyb?&=Z&+ieqAvrSGnswo>VZ5$IccOcRw(}mqDkxb{$1IdyeiAB=z|e<=Sw2S<X7M6
z(<2GcIBu2%7&^&d_>&JT+7^BH^1JT`DpIpOE0>#UB1>{4z1*%e;F=-$U?|{kGJC&1
zrq)$*_A%lEsg6h~Mcg`A5Dn)9CNahTEx8E9^7+ELW++5QtFI#0w6Dh(Bjd7#UGh+&
z3pg^|T3iefbb=y0)(7+1U8lAW7OOXHIt}#d&A$Q_51|ajn2raKfl`;yAeh*BbHlW(
zRqao{%{O46;TcuNnNRJ`)UH8SSo5sBb<NlC@A%?YMu~T}$toA?QEq@`)~-(O#Zv!y
zYne3#kz9L1woaZoNbsX7yYFh6JD_L!`}sLAh6)^jM3({FNcG<Z?M^V}QOq$j`!<Ol
zPD1AI=eXMBCAK4I5-^-7=2F;okEhZ&Ixu+5Xy3W=z5e@34c2^H@*fyAM&mx-dwDu3
zgJneK78@+4D>3PPl)P!q-TNoeRW#f$8=7MFe<?ilZp!g!?S*;R7l)+1!nwQ6B!7t+
z>ww)q^+UtP8bYib#N@wTiEwe3PPFv~i2hYD^65lg-9X(a!#-W_satg}x|dtiImTs=
z!#$K$+mO!)w9?+G9~8qHnhKaoA9&<6VGaR#ilf3_lqsrHck|A)vbiZOZlvE8=_k5c
zy2E_=qjs6@g^oXhM;uPd5IlX)Qk%Z{`5k#UjB!VoZZhcG(N}I}c4bYzF0^y!%}8go
zu24nX^1gbGOWXa^QK=Vr6+59{qF7+X*JmO3F`-bk*8AWZV~FG97aIh7q=Y)F5#t2d
zsVC7f_RyK1&-axU@+^ufpKJboHVZ?iKv+LLQ>}_lL+pI}5%Bl<Q+GtgpQ4eP;x+M@
z=^m&@RdHg!VTOD!M}^pYzNEBRo?G~hR0n1o)=}pDs($Fa%ib)Rn%3&=i0a*Y9sQmv
zVTjTq<YesnMrTp(HWYC3JV3WuzwopyF+Mm*e)wyq+m&ESO#o9LA!WImE_<N)+@!5{
zmxOX=Dd(oUyD>16_=JA;Fyw?Vze4p1(+D^5Y-m*UgGWwM>w3=XEgO}2yMi0nv>vaf
z+P`UHG5Gc3e2}b#jAm7q1cPFhJkoXNx=-0t586&{F?$KYEf?oW?drQp-m*ssf&5U2
za}8E_571)Tmv_|kgDeo(*&5Z}_HC(52e1Vs^)#2q|IXQaYdm^w)&4W{;^gE5jhCu{
zm&?aoKF>!$a$V8IekQ1+z6Wn1SP@NIQ&H*}0Mx1gQb#}5LcWJTl=+9YiXG>M-grDp
z?K*XT(5kC7L!ctf1jBQ?YKZQ*B^HuXjy^1m8<`ndk>;TN9^TA&WtyX{(<ubgzwQUu
zCW%^SCO?-}i#1Tgifv^WJa#O`ue9K#iKBH;Sk*6n#dW*)a3{itx4t2ipewx=Wy={s
zEX0_l%1oe_@60lfA}j6LWo1@>9wnNZxcfe!g+2LPiRO`h$yt*4U`7p<eDrIkU0lPz
zYAqtAZT9V_)b0kxR7n`7qZfd3M_O$|%K$uHiYO=kZ!933{6SxQgt>GitSI|UME-Z^
zDe69FXk-#A+&Jp~%sSdKo(%g9R+1jGZ;&FL;rA60N^zWL6f!mQhj0EUyUUjV@%VyF
zbf&J#dtP<byf~O1u=e+mGk+43DATeP5ejJ_b*s_e_35KET=*uWeT402hOLt`5VjO#
zTvvmOJ)sWMm9wSQIS7_1?ax+8c2e*nUO7Z^iKK~cz@>{kAUyS{{C3LO0>!FL(IzuQ
zBfv;4npKr6j}tz?m`t$U8ih{6=y_GIxhkamStGm)+JVegW|mMhwpnNB%z<>JUS}wh
zC5Z}-pCp5W@`}pD(SAZZ1w(L8Ev=JNSCf6{mW*ZSJ2+S4bobv6dtQKyP(wi`WS#h8
zBolTFftB$dPUFNYvrJ5gljU2~#jPtXkk~N+s&`ubXAmrHmswI<xS1ox@pY`-J$!8e
zLwrO;Js(*kN!AucU6)VDzm<d5At=}HeKh^<VrHU$%Mbx4opVO%Q#X}^;K&ExaNbOl
z#zm=^sPxw{$s0o`+*FQACPVa&s<eJser5Xg8Mfo(#{ct5q_5L{|41a!7h4uh)$akt
znDhdJCR&t*u0Zt^@E^53JK>dlQ&lh{nZn<=Ls6tMj(*zr_1-7G6Q?}>6=U&H-OryE
zvOcnso=$@JvTikNmZV9<%?GzeX|=_4z_3zo%Zf+*j&H+OS1V>zJ=6oPE9dl`b6{0q
zc_>|I?E&f0_6_agEL(L*KIQPUPx$eP#p_o0^@J*O<69mp>TRf(tTs7vI)z!z76e4)
zQ|P)f4QBLfO%KjjrA=3*<>n_RD`$j!<8tHnTNUzTiVAsZqWx~UZpJJyeD?v~Gv)P_
zPq0^zF1Rl8gW1~K$cAmSzzp7hw%n>-@V%cxi0OHfLv_X|^!}&2Q4|g`oz+eQ@*eU%
zh%wXpp&>5VIPHn-(95R*B_jo4xaN&HkCQl+Ivl!g=h=W}21R4a>~E>HY+B9tIq44P
zcD=&a#<pRt2Tv9PLT^_-{n#jqspg_#OibKZwj$KCEByL5-1k^6+>7+jag}|zXfn$z
zJzY$;#2ed`lvYckjEc9Z3VYl(dl%-ZvD}t+x?^0P59hj5f2;T<QQz8j@O@NW)&!rI
zEw6cBtmZ6z207}EO-0>tM|g`70{K&h;O9zBz?L8RSJJQMa|9a5noJM8OGBCahNbRx
zoJ-ec@@6V!Tkeb>Oiksm9n75XwbxNdAp!4xsn;X*=w{R$Y>rd*$pS^x_I?vC<dOUE
zRu>{Eu-IE_|8G(F#e0?rnD<W}CL4K6%KXh>D~{}U`3@p|TZ_B%4A;Ke_^1$51ESZG
zCPkqT&6?AfjJG6fnv~<uzcr)y7{!TmTC0~G63Ruvlj^SJf+?PSn7tWUmfhD1iUyzl
zUOWBxHm2iKxqPk7y63%R9~Mha7%a_X5;2~}WY+bt;y-8iI4o|8uox^V7(sA_MexE!
zE?d-cT}ffJK6>r@mQ2S>viSCRkC68gWs}T#rak90j6U`R;m?;(4b}GrsXMoxtbguC
zk$fM~hBX9w7x+F~_fdVjs%0WDlL%|UJ>0_MEHf=QTH9cOeuH5?i?A||4h)XGx0=S!
zJK45=#;6&$uS&f3wE6Rp^qVb{Rt5vjjm!sbTv3G(9(M;(c$8tXmGs{nBU&ew;F;8>
z(WH_fZ&A#zY{Y`1-3T;)!fpz}`(H;6NGRivzw7!AGpESW*(})?CY9?<eK>@^(%1tN
zd|{5w{5|z9Mh$nT8UJ!#{;6(yKninXB|C|h@d!tZ!H*WI9=ItaX_B{oN8nN`7T%{I
z-!?zukDbfSj}9NmK<_@1?|wqb{gRf1bLDbo(+~X$r}`VVPT|p?%va=E^l!%qe9Vub
zA@VKxvdZ31FJg>cmt&$V(K<oXF>evR89X-phKJ)B{k8S}gr)+wCzGbe=k2QfV|DT|
zx*sk}zC_cu?V$PY;6{G*PsD=lU()KNGLt(PQ_QcSyrUp6M1HT7vicy;%#>qlM_2Y8
z&5_l-d~iW!%a*&CtdjPfo6fLd4OE<kqOPWC2k;NY+uz%MnM`Cw{K&Szy-oYeT~8=Q
zWO82@;;4{Z(WEA?`Ul{R8oDtT3)l_^d_Pl_?KeT!^J$irege*%hI#lvn3Jt7SyVqq
zl0A8RV@1F7les781t=Rv5bQ7#HDn!pZZ@rUDbI4d%0TxiVjwy5cWp01VkW!6Tq9=d
zNVSKx#o|9`)iGzh&ZW!xGYae1?HBf>m+b_@gcrN#-W2p=)3^x`Gn#A3FUWW`#xNZ*
zjs)=>oinzl0uDI3cbu1j*gPt}Wrmqax?}&UY#_v{mqXoK#zv@0YU!3ueOZ&!9ZBSI
z!3~4;9ZF^@fy-XX=o_;^lSnZ6xQM5p$jj+Sc4loo4c+5`GUv**MMV9{T!4Omp=<l<
zY@4ysUwY@HC`~%#x5{sCZ&DIAlGTEz^qUiIc1PD8BCl32jZKuK)*}l38%F|+vRr9_
z>L2Y?-Sm?EcTiV_Ll|Bpo<4poBcd0Y_3gg8K30W19iWNV#@@U34SFE^4!5r2Az0r)
z#NbD%cPqpfB2!e**_0@Mh2Q@*P_I>&FNNCcgEx@g-;=&JCX_xk6aTQU{-LFnOnap2
z(>XUq6{CqKDMBx7jMVCcE)dWZ*xHuKN{Ftoi05pPvm6%vQ|eV#>%H7+b*n;t*18!V
zj5)oHSwU9cqDv?K?YZmBjAvV38YWv-tvdON-g#Go=^I-^Gx9h<6KG|1OcYfGmu3iU
zwgMSOish9M270Sb#mMhhledzFcgcwC=g@AaVHPT)4P;<3*Rs;*G3`7nryFY>?Io81
z_?>L>ez=DP_~zQLEJH?My7|%6eh@zSLwk=(?GdD8?R~#W7IoMc75Vb0er<Wnh<2MA
zv9A%3`%x{01f0qYW%4apkXDt5f-MWcS~(+Ir$&7O#Z28%9u-mjzXE%k)rvWQZ3Vv<
zRa313MGr$lT$0<HKR13dO}2>tkC1nW1ABBHSrAUN+kwv?c8!B!>NbpLwi*;7U#L5-
z9JQi!7P~YW!eN|o<(oDUajegE`7^ThP4-V!pM3cI_TMBU_#9ZPCTFzxzP}Qe8Rf>^
zc)qD6EycQ72-`O%V!9_yo^)#{-===~5Ct@bCf2NU7>S7)4;N%GP0l-0e-e$~NA??1
zl+!9cC}%m!?c&B@AR*V2!BU3Gxo1E}II>{)=m!7ASU~vyQscz$Hm!U#hzP$fZ5Wh|
zS;L;TV*h=wGo`d}#+;sk=L0Kz;`5>|TBrLPbCHu9@~bbrOw`S%K2mCOKzLqwa5T1;
zzcDf8uj>TM8(lZSuIQLsxZra}T`)M6tjU+xMGsoZ%*CVg<lI7E?-*+Ik!z%>09CwF
ziFC7k<98|er!qZEmh~&YlMR@>-99xaoem~ecw?KiVVLGk=5^5l+{4ru`8}oon5XLc
z_0T#q8hf9e&j$C$6dCN5^pOQg7Q4IZ^j`EE5Mj#AgOujy^45|ae#P!(kO?VMZFa=9
zNW0#rlZj0&0Y1Ovu!b?@r{A~aUD=cs>@06$*lbNCnjTx>F5)}Q@5tm|^R;-Z%eRF+
zvEL1ch$+8{MaFly7x^omH9|<%&7N1zCs~xHC(pk^794+FI!$mlUpn4`T69R;Uy1)K
zOFR7}+NYR%2La2pFHZi);hFeMN6+MoFu)x8!=zIvc+TO3r=*0{@P`Y*m>Sw|4%ktG
zCl4d?ZGoI$JxSEAf$+Pj8e|q|sz+L|zxhorAAe2ysg^-jK7mDn{~~-Dt=yf_r}yhh
z{fgu?reE#A_|l-2foZelHJkjaI4VZyvw>S$t#j{^GZ)zo`#9RckC8jpEg}4|b=2lA
zUO#zv<gIn(XyB)5A^G{l|GRS5w&G?(2CzvT=FFp<2zU~wPv!k}V@B*E>WxQQ=Gwl-
zfLdKP19?{^(s>bF{zNymh*tURh9=~UO6|(PtBhn1oHS`h1IX_L>+&5Fds}V^j=Bg;
z_2}r**ko$x&Zj=4c)itr{_sjNX6v%ck3_#arvE)8rf^ICLA@|I0$u*NG<-mm(cxgr
zWV2h+V<?7`$tZx4)rOWP;LhNQ^I<tky^awvu+*)Oe>{n>$3T>?PZiluv;phVYpH9{
zk=Hrr8!V-l#oE3Oxkw9nP84Ich(2^V4>>5l&AUA7nqS>ryu=`o$aF5A6y=nm7>{3j
zL0nTyURE@}nb7<r`+EQ2W@C***%y~y9jd-G`ysgEOB$#TZI=ZMhT?zO5w98o{M5mE
zsV1L)2SP}!vJ4o1_EmwInjt~^o0nf0%ofRbp$*|5O=7f9OzzrW1dQT&Pbe)}@_+E-
z&Mw{yhl3l;M;J2))>&1x9>(QJ$3LmEmL3V9NbSv&;~bA#SS!Hz%!zL(5~^k^Q|LBN
zq^`>@XTx*r=O%Q9bW(N48RD4KFBdzHr?&}{blEoINK~TtVMtH?>%FVTH{~I53g-@6
z*Yf%X_e&3}%E(U`{Vs#$O>t{vM-^c^)<->ys!vhb-JyTD@d!`!KF;2?y25v!2<erg
zE`IBt3Qow{?1a{%1UqGc7F_`yyOTnPg|uWFG1a&|`#^%+L&Hv{Z3sA{oL*S6nR8==
zSUbTqH^=m~RGaJM?F1R=#qCD%<cHZWo;O#<e#bkBZ&kT!15B$kTghg>sEStSyFb%c
z4;P>uab#pi!Jed6!!9^FKlvNp*Ri?@in4;^a>6gDem*}jb4b`3eJ#wG@bg(*_ZtJE
zd`dOh2KzzLcq`lgf^~0UF$Q&*)&R7X2=Saom%MbZLuU$~uS_>iv|CiJR#rTZ_TzIt
z{4qfG&`R&^Bb0E9R;!4+Js~4|t)}a7Vkqrf=y%O<+nrDq@=q<e@<^9qA(4U=f2PPL
z^^|#eD=2#~T6Zn`-cq64{l%>4i@op`hagmx2}P3Mkel;LfWc+?9UNxoX5c?n8=9vG
zv6MF!$Iv(r2y`xgqP!eCZ78ZVe=0jJNwF{I?#eEAOM<~u^veH57v8L8KsU22f{(sK
z$JbO|>R}QNlRGW;FS{$mYep6;Fk`8h;x&DK)%PT_?J8LI?Jfg-W@JO{Ku@<qqpy?3
z1GlOgE&3yq;3pchZE2d%_(n@#KF&*YTvXKARr2bh1PZiWXs6>gP4s>0gQ}S6G6GI2
zFe-CZ{rnb(9F^%2zp|Q@SnI3F)CdbGr81}7{a?AE`SYC?&x;+x0*h`$%7<OQ(yk28
z(_Ah5)dyjUfB%rFN8J%aj#4~W;0&)aI69@+zY;#eZ@<mF+P^(hI%*C%Xz%aV@Scik
ziD}WrM>le?e~R_^z8j;-R9IrJZ4B$O?>*ft0;4>&Wr2r!h_(Iy)6Tv>GEV8*VsUJV
zmB>XkqR!0kGtv}Lh!O#-K8W!iK`0EA-GFrfz|q-0sO~L;END?y_`&YutG~0oXYo!l
z%~M2a`W|~tx8m~!WzoUF%%VN$GmKAfWAkF*KUU4#f45gnSK_zp(hfQL<^Ozj;R3$D
zM19`nSm0XBS+h7Uo@}-oD@@DCsUlWTD3cGNVo@;3tbR!|fr&j!IA?gB`u(!4=a1Xe
zud>sFrXPVHuzI_AmLBZEncT_HChSS~vK;6B10?K`xLIrONHe?Agc5<g$bE;!Z35Mw
zh2&4)kU#ymUBJ}#r+1&i4cNyBe<OPNl#6ANyW(>iVQ=ALfaoWyn`{x`PeqJXLouhd
z9(+?~8%tVGO}~)%cZxo}ZI4~uBV+D!53VMfena$?MQ#Kh)Ia}%SWt?^v(k*olFLu(
zmUK>ymC<OJ1524<@O#dG-iGSSZaAL<qlsahQIsCh@st}Nu>87wOfHYSH>Tg06e<qW
z#&yi7`e^ki>qhxxuTZ=SGemJo0S38`tV+Pb<fA^78LT;bc{SUf*p1W7Zm%y~;F(;!
z@ZE?=Yd!ivv+o(7Kqa+S{?#r;k8}9*o8{-x79%ebaYA9+VXGd~Jf;gTnO-o5#&qoa
zsM5Z5OTux!w|u?0;kQtr(nECE%ca=eIbN^?-44hW@%BAmA7dU=%W3z-j7|u%gh)Lm
zQH@tDctpy?GMv*s@@@?+n>i72Y}=Fbrp3GZJ)9bf^r3ag@#q+WW5XRPg9JD#+LG;p
z3=PC428n0O7&Ldat10{<mIL?p+)q-3%Z<x&``ZKE_ic}HL7~rQ?$0jGti;!KAt$ri
zM`gne8y)5}8|wn99yOS>IXn4e8{Ql#*irC3>N#aLck-|Z-0J^2w#%%P%0MSPOjJK1
zoM)g<PiLr49T(Z%S(qVEP;_oENg8AEZb-zzr%PfQFK1fzOom!#Ej~PFBaH4o)uOXD
zR6%M?GFkFxUySrDEoVb>6WV*5>bw+T-|`5|u#p_l+KT9-0D*kQwJI2kcXfQZnS!ao
zdDgDSaWG(c<_-U3Kyle6SsQ<N5O0I#vEU=(y1mP5he;RdM$ueH?zoRiEGiN;ZK9(5
zv?TjG8p2Z#hQFLinM`u$nkiAbiomZ)*ZfX&<XiGm^vrJ1okA5L_+S(#A2Q$@SKZP=
z3JtSFvTkd<&TiOJnj{D$K2?gctIBgtWYj!g%cnc=)-kze3;W3Gp*ZoB!zNgd)XgOm
zxssXE3FV!;Xe;OpIq%xq+GUjz_qdKy)^+~AZhigWB;M@U2U_{|GNX=hVhPc6VPb*^
zVP$fDh|9bCn*FEPOKWN<Ni;?A+nu!P<*g;+%FqB!sm3(Jhe{@Y{lx-$)5PQHyu%GZ
zAXJWw`mr<uucqF4Ep)eNsuG19^52QcA<T+oNwyYw9P|u6Wz<^9cQIZ(i5KE~Yku{2
z9PZ}iB>AyhhSq?(_ZQWvQ)UtMtEZ%~?klB7mVPYoOC1bmU!mui9Z@F!P7hj5h}y#S
zZidoZ`5qgkV$nAaR=%u1dL3kRPfz(Adr9lC>+7}%2sBk%m4adeTF;_1;P!#~gw@yy
z2Kk<L$IP>v!YEcn)7INx5z4|VKKr=|rdKC#0}l?-4W4V(u^+=kye&nm^c;C}1&rm^
z_1}h>2Wk3CFx@!0eZBEtcq6xj?&PZ=M4bF^5~Z3Lg#;mt`}8flM}9-%laOJ3M^2O1
zSfD=+d%p~(EFG3=D(cbt_0_%GD_2+b9%m=(6JLi{M-J6K<L5S_#BRFr(>}KQU0(gc
zcsTGqB3+&uOA&|YtsGKyqAi!LcCh%LubV08Tym{ltoOFO3t?kg7-2_T=#j!MNl{|n
z0yLh1*RDkeqn7^ug)?3U4t-eSIwSGosR^}xn6e&!Jmce7(TaN@Py>UPp_$?NQOZ1_
z^x4?}gQ@Sy>e7<yBb9NZ9D(6H78Q)q3p-UO$5@6&KZljyf2-k<($dXhVjfG1MvdNp
zX^p9Ar76R{jk%H!TcSjr5n!_16B`qq%UZu)KyHA9`ARjb=`fqGeA6|}(!x{>%oFYh
zcEyLsSfz4>k9*Sx^5Y;_k5>F?wA55xU7ETUSI$KO7;V5tBjgU%7RmP*DM6sqGDnW=
zx6L9Ks}_CBTWhsy48i|;kcWlmt`;6g2T)$$rHSF$#YXqt3DfLm)XDtlh*5z5@%lxM
z@%^+^B|d|T{D+SGc6IQx<v%5cgpt%nPDrn|EOc;M^@WQD9o2+*jKc(1c&$)}zZi#H
zy!V_M5#!F>mzkt*UQZbuMmH#{;R+BPKLo1>2-H^O$hu?CH8dKezxxX;Fz<)-yV`Uo
zj=vs-t6&%^=nSZ@4}T8il<tgPFXasK1bMGtl#Y&+OPx+<Y*)5PQPWG+JY0D#FsR(!
zIZ;oO!1~oAk&U|Z&{6H$EH|v)UAOB(#O5dVEE2R$qyOGZM0(MdG5k_T+L}e7c`w;d
zVL4D9u{*X%1_});m@9QXNX`qXn-;h|R5e^maj0MUm6A1ldmhq$eONLbxW2V@vCA>(
z%+S_W$JgTL@ItY`47f%rAG<qqxN}~Q%a7|Z9IfGAx-FzKEnDiC#(Cs;urP7!^u?8>
z%2K}7eb#rq>Ho=Y<47VGsgeMZo6BmZCEA&Lf`f=WayxMaQ%;^@d~ra~)ESkJLV$ro
z&P{LIsEPOPY53q(E;iIsCrG;s+>EP9$1S!59Zuor8HKD4MPw<%g@yOD+~O3&4qc~o
zympVJBj_J#^>VAMQvwBY@kWj%GWU5+cpsz^Y7K!Z1mr)Io6nl#`lFR=)E6x^5k*e4
zr>skW#?vEH>M78V^0FML1gOO#tP?srPlz8TLj#S&59@5O%RGbM9?VRL@j6!|tV|`X
zo#owhx5FHSg&3M$*G>v_%PXWkot!Lc+75dQW5!&0se=zCySBCKs59I}Vl3K{k>LsZ
zor`gjLKw;}Z=bH^ONK%B_Fsjslq6qwhB@T@%(LGZ)=ucH*ql;$2m*QU3`NxPP`M8-
zUM`yRp5+^?FJ5Qa;0+EIbWRgF3`z%V|2wJ(3EAtf2nN3R{tC2^aHfAuY`)#b_n6dN
zU`EWATt%R)V)NHSm)Y^%SMjX=VvFU9J-cZpK~54*_}=0Vxa0Nl^pNhZGaB581fA2d
zG{Vyg;-IX2?Cl?O<|jXh<F^?<cA0}f*30_~XJ><_w^!l`b8K(VcALi#F0ri1EJ8OY
zaS2(s+tRJ=fqw^(O6ACMX$BR{aOV@%VEs<s{?tyH7lY+bC<mc$#s*90TDAfjaV{fh
zx1{QDF3q!)LeaTTy02~q=|bX@3HH<`L8t0cBdS)u=#dWlGC~eW0thtJb9)nVwLEy5
zKtJuz=5KQ?e12|d!=l!DHn%#=(-thU!FcOxXLn|<WTPq&*QnqK-<}hB4CYzoL>$k>
z9a!V(t+}~J;=X``;H7oj2@<98t6gG8+mt_f#Z|!2TKW+xJRf==ZTOcydJyPE+HRN+
zd#R8R6L(->(e<xVn6De}qpLM2`66B5p;)b5owLe|p*k4{`69Lrvy_bPC?tlRsg6=S
zjd|IqFFsr@$24X`W>9djs)c`-cJ0aE<ld36V`uD+Yc>WSFV{ec?v=HzHV}xHN`)c}
zIXeNYk>{Ig@T$K4)eSzJFS5JIx69mMRq+V?B`_v1oFnYVz!mOTJVcI%jt>t>bzvB}
zBo^Nr#r8`iM98S8>hctlQO%xLJUmT^KYf2W?xpb6X_^jliUkUt|3$21%Kd_2fEqa}
zJe+fCD0FPjy5&*u1GE0hnsjl95?v?gRW)468LD42zbotajAD#+KwpCH)JL{6%&zQo
zmUYJrPp`mfj|>E={^ezM>{{n9nJuFe6fzZ6by>LZW$O^;D}aM6M-BSbL9NlUdScnE
zV-(YhQ(pY{EB<t%wc~dCl&POGl<n=mrUixSX9{UpCpvU$Hq!4bd$FD7I|L3ywb1R0
zj3R<4e@a}$k=YC^NSUEyHp!u#L!Pzk@$RG(QCn>)eRWkJkgN2-WU?`{75(S{d<`HB
z@iEA&IQ|Cz=P|Zhm-X2$M9VVR2)pY6j*QUUSeS)oE-Lig_K0sP)q#PHeuF}76@bw@
zI&+0K%An^=xdV;;N=IHLllen$^bdU`Mr$`Pfeu8rEa={Vjalq;CEN)Osn_V{ujuTT
z2hgTm7`_5zb%olpR#SjP@E$--O(vT3F|gtn?|j8f6DDwGTPfE}NXoAAgMc0EfgDV2
zc^h+wS1l+{tYJ&MiEW-dPHAEG^?igV@h4JN@*(tBL};K$UdQe$0#FA+1#T~zA=6dw
z5!tZPdtI;+G*!wEa$1xIgGUv5e2#W2uL9|yq8pSQ66`2NeJ_BaFlR49c|0Y-JT}J`
z;zO=>k$qU84lSP6i<ullvv)y3z{&(3ONF5q=S>1-FU>ZOpP!a+gxg0)x7#o;|3D^S
zBoGO$1uL}H3>mtiULsT@kwu)j@6V~NeFJ^7*k6G_zT{qCeg@Cgc?R(?wW;6Jv!Ee7
z3~l;QS|ED4^@DbGp?3Ql#z_VkwP2qi(1vy{JYKg5U}K1(4+G9vPO_)<2WY7h(I%!H
z81##eh=~5TyLYZc=Em$-wgSy;4<aZ%(X1ICj)VR&{!Wt_*o5mo3Is||E}zVB(jNM;
zg;}pWdNS~*dM<*u3bR`2Xlk6{&PfDik(=WvAg&;F8JFF>_hEX|pL6$V$I+vEpg%Hi
z10+TJ1<kG>*MQ9rLyK_r1_6SR%a92-=AjywSl5gzI~OmLhWe0T+#0mnd`rBEfEXX2
zk1LTMC&SO7>RGKPC&w)*<kYNF;#GqHSFceSJ8DL{`~JP=g4QkcLS3^M9uO<!BR;Un
zg?~eYiY7t$b|;ZI8IeW)G#S#gY(k{AqGVJ(E#8bqY}kl$g{p`bL!)0xI;s@-fSaR1
z=Cn9;8cF>)klC;?9>Qfb(~urnj<J7cQz2;-6l{(^)XSSdtruo~Gg9(q^Zhx^szt!_
z4r~zgdlNe<wd!aq1Ln(wgD5eHoC!+Q-x5ok!5k#nr(ZS<FlR?z{surXP&j|ZF%=ZX
z-g9)11OSw0Yn{aB-7qzUo`UJP>g1I_!JZLclZlb4R-s-k>3u9M2ILshbS>k~g%agD
zED)5k$;6a?qz>74gapO-!AFZ_a($day~@hEGJ(B^{Sw%Sy3fDA2uz9N+yzZ9gm%5w
zzB<l}B~_zRea`oB!-x^8mV$reG_g5PD*bez=-Dy@`R=^~J-~+xb6Fh^CIvRvOolL0
znoMTeJlm+q8KRWMn)tw1KnMcNFy_2ktFaR<xf{&OGe`|}(!F0IXT^|Z!*7!JD2@Wx
zJ7U5Z1X|x3X1Fc6`gulp0sRaKRoZ^ju@z{Qm#K@J%F4ZoZw5S8^O7@T>M>(A|E|$v
zE6AUvK=GNib}Eme2y#kI(J)mQE^sh!iHa5V5BVSHR1!6fRH{2acNJOm#?>1c4stZX
z(vj?-n=+2;V+8(|W%?4@ec|C76x9IcU{K$22A`@=B3G}Dawr-0Xao7|Z}|M!!vwjz
z<G|EuX|>tTn^zEPV{_Nxlc1U?zZ=G^55uPV>yiFn#CaK1z)un+7XXM?e}jp967QhP
zz*w8{su;en^-P=Roi1KK#6jY4#@I|5dqE2Oo&b>HcRKm`hA*ImqeFwFyM-j0vMUMX
za46AF<~ft^`)LX7-<BiMk%u+cEF`}$1lk_4H~=zO^eKfS7KoP!Sj9!IQ%N;*(g~@a
zq8yh9{<1<`;cOEsnA@F)6=>Ehw6H5{xdZ|JjllB-LR5Nvxrd{k<5OO)4tM803k)f0
z0#^^UEye*{N~mgPJk3so%sTCd-?#z^jC%koUdSQJL4y>Jhtx!Sf;6NS#AXQYAjHx;
z?4Qv3&c%97_U1zdz@OG1b%l?1*J*Evp-nk8<k-OR*U%6+&B()y`H|_?1)F#;-dJ@G
z!6Ob%jM)LMp5~+vtCzsT0;PZ5wMNy6j}ehh5m8_osAk_95SaR{7))pW#?z}ma=NoQ
zPkLN=->-?}V*`1k1Q`0tm-UVTuX*t^q)Irjyz)8I{c6b<25|o&oeT)LzL=e429CLM
zF>x#PpqV=Od&ohde$Qhb-P7AiQRLYEF9y*GL9EkqzCb~xn!J6fS7RcDIt(~WUJ{pC
z+`Zip^c&d#A;J!c*s&mc09Bc#uQir1{XtoD%+`lpjg~4GI;!+(Y`PG9XbzZw17Ko<
z%e_JZl6&|&DgJm9IT)0P+VsY{`g^YzR3lVJyGYS1>JF-+h<^CAlpZ?{=bbrD3%0#h
zRSoJ}ZY*_*AmcSFvCfV!M*9645{4~d0pD`kJs9DrCTvbtk|7fs)sz<mZ@h2;{0+$_
zqq&ovx^UC$`8%5Ivd5M)tU}Sj6>cN*je7U=j+4__1=ACXHm~E^QI84km^OmVN#6>F
z+wAlr3|^rP)!u+(Jo5a1QtKgQj$7+gQ<bN?JO}S%djJl0z8uenFdnc;{p&Wo)>(3&
z3Wbc6at}M^ZumB}rPI!V$VrsGHWZCDA!2hdH^j=*U0~*2B)OOGI~OF{a($epHgRVd
zPPF)#4=z5h3ymMC$sqY4Fwtc#*wYGsU^(+s;Li=3QER#>fZ1l$co=T#L!VsH;^uUE
zn+gJP=G#H8g{yHk%-bkiCD-)QQ!WDSk6IjjEZWPk9S(=wsk+2EX8J+E(^jLk-`6Jb
zJeG=qRr}#0wnY+@Kp=Yg$?YFBU^i|isRS72+~D`Ns<(3UNMnXa!>r$&Q>Yc`!H0CK
zP;G~!@V{j}?%18z@QqOg6Q>4Ra4|-qJ8sfcYT8SCIUe|~Uq=Z*IIP4pW?@SY)0jSh
z_`RVKU>5RX7N5rkHWRN+?d-vM+0Tgs@V}S%(6wXH(b|21O%c)t>D`!*nDg}JF*k+;
z!MkVD^umdau9)xlT3pMIKm}flI-$hp63T0bMZ(}5=#A}+xgAXmA<AH~`rF^`Kqd#}
zGezxCD>D-D@nc`R=ti6k06&r!mslXw6yWQU?O88S6BepPIl5WYh2=VVx-YAr00|D7
z_1)!-eQHv0Hr9my;fC1zKR3S<GGy@dsAAwI##pIT<N$WwOvX<MA9>jsHhejX@Y|e`
z=dL>1_wHlC9^V7hefxw6Z}lLl0QE_(FH7&=62;7Z+Ew#l?K*iK@YBr{2ov5}J%87>
zJ_o$Xh0tjvzItSF*0hjsYeV9`k>N`W?J~XJQB5<*Xyhdve*L5Cv3EJ!g15G~38x9K
z?IbP;N}svqW#_=WL2eA+Gi~RN2v8q2H5@o)_2X-w$HJ_Cw$KNi(m}PG(}SGMvQ3+F
zuqLJvgpJdOHewlnZa(YMJ6pX9ET3`fPT>YT#5V`7`lKcFH+$D+Z&`XRYH02D7jM_g
zzf2ym_;N^NHxSejnfdY0k0ft))2>T7*$A*w?7W@ixptG9m?$FVbo9%<ySm2P4Q3{K
zPBzshT;KbD7jU%*t(kavc_3||{%ybpI+GWolaxKbV%yaGWNVt$-?{_mLp8O?J@9G}
z<)E=^g7tP%kkdo38}1IZ4k89l*g*G-t0de^DjKH5w44DGL4%=waRXuYRj<}%z4MKR
z5}HSpDLW9@h;)tjwfe*w;%WPltQ-wCDr2O2_<CtEaKpPy!R6*m>9{y^YkOF^qRm@U
znDXKY4nh-r_^!`QmUFMSCc3>ACX&1{mqV>*xbYYGoe8hNNzoxG{y`92OB(EC>FXt_
zhO+3L{3qLevSoS@cIC@l!JGYqb(@ARjL+B!pnCePmtTY8nlfpKa$;e9%*zqWH|m~C
zLjiJpl%s_!9)=sUtl&cvots*Vn2)`p_9`_`)*(=@oF}_4PmvKP?(&G$jqUm8;ra(&
z#yq4G?saqce!WYX#!^_IDFrX85fPklHILy_$8xL!LS&2Lnu(x7sP;OZF7vV)_|V&A
z$|bUaEG7=w^nvH(>pU@PqMG&CGc}2u3RAVU60Ub(>S;XxcoqE-$-3=>VV}ICUBIDu
z)q2Ev%-82`w|YnJ@SdhqvtvGND-fAAens<!ahUzZ&QO}Ro-_|ge|<F#JCg`QWPOBp
z#;54g7&wI<M-roSVq7_*F9VDK!;@KI$r^{dJ`=y^Oqs%4Iecv<Zd@HYc|_YhQ%Te8
z;fOU1-)|^ga5?I^5TKgNTYD{3+3>NsOs?eQy3Xh%C-7~pxbtU^wa<gtAYK<^vrd0J
z;>no#O~dsk)tXkX#Mq_UjCUj&>LNp=y~mujpbC6L`xuz7biI}_a@{oICDC44pqncf
z{IT>PhtYOLdmz6U{iF}QrlILz1rDggxgiCsd%BF!L2p>54zEyo91L}8ogX?LRYK3f
z?fR;otQ)`A9%*RGV4a+u-t#P25y7GiG}dk0K@z{OSVy*nw9)`!&5)+#&!EH#&H9Pp
zkRknkhwuHaWSM0Jg_61xRU+%HJFgli)X^I)1}`y>mQ6<6A6v}?i!*Vr&Qg(Ne{8mo
z=C#)flo*+p;IV?$>eCg|(f}!@);{@U`8N03N4W%ro+a3si99X4H=6!oGlf5ia$1q^
zY%WJyRrU7i`H4o~=0k`ckYZu!C>j3J{dJ10Xg~U1>&EiUL0{J2k1|Avv!sX+HISjB
zd-P`FFWdD(ZV7-LmGQ0*4&XyGc}K2C4AC&4k~1A|VU}6GSI(i2K2;r=-eZsFBk~2z
z6LH|oZ6&@mZ4~N4*<Eay+b^=&M2`bMe|oJdWoL>Us41qy2g0@Ag78i2^7ETSOtiBX
z?Mf|&k7gb-TonH-A%hFCu`#S;=-Ld1swgkd?%s}WQ0N<rZH2Eqfe)hk&QD}N>bh8o
zo<uCSS^05+Ks%}BX0wJ2E|#@Jk)qYM$J~9gcJFGk>YS~FCo?39ogbPqG?uhat@Gi)
ze`__X)J!lfhrxU$<lqHhx0V&Xpr5ps;{#UG{RgKjP6JkwW;h^T;s4$AHhx9x?d`iT
zA{ot>#<XmtV=>=<Z0Z?17+RuON(}GH8mBhO;hB{6Ya?kkz!x9UJ}I3iKs9|jLmP$j
z*hv2aDx~sWJ5$Njfn5Dgh6K0ih7T%qby*(k0yV8E3*!ofQEU9pdgf&sQHt$XUU^Z1
zf8I}er^S}l{xm2Lxe*oD7}-5sOqN8^aD_Wzi#_+wur(wI$zfgWW$V)q_ju=Z4FDuV
zccaR(E{E~w^E6!07uHNRoSM<Ki~VBYKG(fRGxH*_N|j1$_Dy49i;6v2qN;0weU&45
zxWX7hguPPN#VU2n&C!o_Aab1_=siW!u1`XsoibV`RwZ(XYQJW!5wd<`De*xoac=@3
zUGvMNgc=Y2v41xCRn7X@#2YWpnhlw0DWLNaOa*R-!A>!OWpO!jF-{9W!L=#hQZRYk
zBcp?X<3@ErQPg(8efn1%F|sarsa@CDsU-3-z#b;{W!%|ykR9tiTH*dbTc)~wrMX`P
z*t+1aE2%r0GZ+w5Ssf~|8lsQ93nEazz4(oXGo%>SUpG1{$&!{7u@^YIP%$r`f)CaF
z&`W{9=ORRqfnFvAT73y<)0yut%Sd2ePM%Y_)Ny;Oi>AaM|1v|oXYZXKm@7Bu0&(~z
zCJcRl%-CTtc(8?hyXs;EnQ%{O=#qJtI>^0|e3&xlb&#h2-fBYz1oB@2QXktHRTm#c
z^Oo}!hT00vK5E765y3xs(O=BjTy`J719x|->+AylZtd#KzWlw^5Yf5tOxRJ&7VSm*
zu;>q|x-72n<JY3>cunnD3=BW!2^h-aYiV%t6~-$ue`*7}g2gK&=C+=vL7-TmpTgs^
zC8HjxV~4~j6Bw*O+gGr>%t6m+ceL3Av)C{AQ;m697$|7TiK7_aHcR5bB`Wb0c($7}
z5K@o9A(Y@zt-iM>Ukr%74I4FW#PPQk>&SyszfCwOd}&^N4KN11Lzxb00$}4lSVK;Q
zQ-U>2n}M}O?9o6+RW^Pgix1t^HloWO2k~B=9e><e7YHqNl8OG&P+PX96CH=3-K6#8
z*8)Sm`>kju;yn~Ql+G=$t+t_i>(lxvw*MVh{z8)L=L)xalgYMZtcg<CnKuN=W+LK?
zN0+4^L=Ki7osC$=tdZ_uBXBJ1IZy`1uP>0q6;eYAmp|Sv>y}*#&IXcAB@9HvPtuMJ
zoShG1vdMg!Rzy;CL7;!el0PM*%Mfb({r;>#wVG*JzD<aGGC*;FGuPkqO*8#WKiw41
zn%HJe{DJ+uhfR89bWZ|O9M#0fxUCbmD?AR{X4J*(zlg_J8t5N4w){HCV_vq=momiY
z0sgn0&9plnBfIN@>DujU#EWJBa?s>+_*;6?dpJZ;iTFCCk-m&)l?X|SYSe+we@n5e
zIzHB2XwV6E<_a)WTkA7i{F7An8RgI~xT8Cs8>nWJcv&6zwx-$XGgqx~Cl$a}8O=La
z6L%02yd#$LM!0^DE2p$n#&+l0g`Pu4#JFb-Y3?Z9RLBEx`zQ&r?em73&FmLre5ys0
zTJi~?P`uVBTovIucvq&}YKVHj#|b;4a@CB`aF|xTlyT;o`>5;0c082=u<XfKZxWFK
z!9R*RMzszd6yQTg=dD^JI^8yJO3Pi-VWHg+_;l29<eZo5_H~wDTMcIX`-BX>E`tF9
zes6vt@;PG=>-gj+EGNzn<sQB-m?kiUzm)*O8%{9vzXhDa=+<PX6S#XCQFp!pJF|#S
zwTp}Kg1%V0L`e(G&gpot%me`aRrT_SiI_jtrEO&RLnc6bweS9<C3bsKvxcLjTWg*;
zMKJUJ_)XBa{T-j=<u|g1`~iX-6~W0HH)}_3pTx<$gI|b~VS|2ps2m4h9u`hz+=LNV
z<qlOyW~S&_0Rt+JT}>ULxe?w$iyw8{hqvGfaH4ZB=(85FFDLvR>|Qyc3>#N@K!|2)
z#rAh>d4KNVZg_6Tlv<{_$A>CHcjV?N;9JXAH+1hJ1{8EF>2VU3M@Y_og;GyDcNb!!
zfuII~11QCw+?HI-oX@$rI?(-VM)b#+BMX<K#V^Q#98`PRGq;1L5p}!Iw48-@v*6O+
zk=tz)2VzMN@ZsQ`+lo6Fif(rGKf(h+r5&PUs&^IUU)Pb|u=xC07&8CJ-|={3W43cq
z%>5*?YNp&6zm{<ViD<dBlfMd*H!7Ksu{yA#^X%9)2(49#8PB1poJv9k9T^NCjm05a
zE_5JJl4q4WnqlUyR@?p~K>-|a6i|nCWF!W4w4sK}T~+p8J-Wl$tg5#-yj<$XEKn?#
z!a=xfxE1WEK7uSp26Nb$@<3=b6+Y_juRq?T(ht&}X}Yz}WzE@sB2Grn8C22{y;VqW
zB~qIab4*s9vz0@Pq95VXQKBOXK<oX}o<0&AGHppxo5@?(jtm)^*8TS0bO^{98-(Vj
zIHgXV<y(^WZ)b@s>5(&|-_ftA9XfBG<Cm+6t?Qfid)-JY04@oqS*xB})&(1(6TqML
zcgz1o_LiH8J^{9`*y8~nOZ7|<r}FK}uV6VR@+<Y{m&#L{aj~4<`5SLB+y>O=)K#js
zi^@@ri4{rGKPHE6E%5Y?-3Aq4Rw`3uD(DN{1T{PUFIU^Jvsoba3|aX0TKzY+&(7;m
zuQa;xOdzEcE%i2R{^X?HceJts$Q3^K`E{8ylvF$od<d{q@V?IrR9sz(kPkhrPZ0AR
z6j7#g-*Q~Doy-f$at^NZ<(7aG&9`Nx^{$~XAUct|^ms%`r(@+?d;H=WJ@JW!>E^50
z$-6p|cvJu5+7YkBy3R1T3q)`2E&Sw%gX9KI?Xw70ccre4GW^cM$1surB&qhSX?e0l
zF^?7R<z?Ulmu~o)g!MQ|76c+qlmWj*QsvzSp;gcRue~#WOEP=^IM(EnOCKlA%&lxD
z%cVs}OGzEqrp3$!aTjw%L~;Qf_tMnS%CfM`bu6veBn8};MAKZS1yoSU%qSIc8AC+j
z`#7JuuJ1qb;TO2zdY%W)Irn+r=YGE)4oQjHpU+rJ37rYUKu4wNge}Xm{9K?tM^<<u
z%$ju(q3FtbUi&WZw{H4lpO0rn=zj`->%4C7W^YB-J^2p1QKjU?iH|ces-1d+ykR@+
z<4t;5jsh-H3Fl{N<YT&k+=Y9t`!Eyn1(U|Al<y)cU|rihK2kPB#0c2hY1QS5c$KA|
zx#U~<f}KI{8vsvd>O=#_e}E${?zB}`O)qzte27oKXsM?A{etLoK=a*cX36izgA6+!
znNS(zej_AMre45us2NC-_=pZaYo@B~TH#Hlg0Nr*twLjnj@1I$j`r5qdUT^LcRg&l
zb>lobdfXzi!LDY`F9Tv^^nz{hr)zzX#mbw79395yYn>Lgu9#y+GV?*@h~HJD#~bpt
zPI46Fd`!U>R2{(CRdQ6BZLWpT_X2v#JN)Teib;U3mZ;e(4{tor7>8RqgK*hR!<Hqu
z_>MOLqx1Av4!=k9T8)mbS$0O{-AwV@VfDt85j1;wmlm+#Q->kH44pOpZf_~XPaRry
zUVPrP_H>I=nvOQ%$jx_N7&iui<i>w8!p@Dpc^I!D7%|;15;l>yoY5VzZ@tdEb3YUB
z61!}jXP!Kdk))*IY-@wQ9FVxLrCO{edrPlDlXYRp_dhZ}-^sei_e6@m@=Nvpc2h}6
zKeSi)T>;UQwDc&aCkC;yX`~l~5MBJ<pt?NbBLOxdZ>&pF1cCOkRX7ScJ+eVFx$6f}
z2+O6dNZr*$w?EALIgV>gf2DjhHXs#k%^)<?`7R3Ll|6ljCk=YHrwN{3CGsx2T+Ukv
zyPM7(`V=p4>~>w1S!Ha)EqByieUXJ=_j^6ZpASS{<i)|nuB(4+u6{zK6$6=E0^=Az
zOQ1G+CL;dXhQaFhE3wgt`i)W;BBJ>?wII)8gw<0Owv-ty+zcD;Fx2U<xPF~KaewPa
zn7Js_qhf*=51ROvLeajHE6@l+4XDn?IX|j4r9?$gl=I_bOe(19g-|{EFoz(b#d)`k
z1Bt*An!lK}hL~lRnk1iM6l%mjsnv7t?!dD$T+#~cmVMi%OiF7Jd6jVYg<le%HglcH
zzo+4tUV3UR&Sa=?a!?vStuA~Dm0?-%v#`2HA>iqx8UgTwdwtMrDfA!9`({*Tx3Zvv
ze&ZJ2F$XC{ysx$Kkzy2KhQ4T<wl#Zy1`vLhX5jemKp`^|mc!3Nf|$dB8)s2^;jlPM
z+jOd7%zm|6CTR~g=8AgOr5YuFAebvcd*Ae03L1XtuXsYYTfA7igQycVa1NUHlQ8^<
zpf*CCC5*FR#Z8^SPbydkpHd9d<UgI+J=~=IK@zTVe6!Lj?F|#KM;i_JPBYa}ed20;
zZ+M;6{QcZSWBu|MUqW#G7W7vS8szLI^&2M_Zy+-gEf@^NCO75@v(}A}7#KwNy@ZQm
z$KDmw^mY>8Jh(4OaNG<~xt090{v9aTEjrw1CND4|ymDb@g&H^rK!TD0rU*?}#_$_Y
zv4qM%fi%>8unrI2PmV~ed#rAE!m&HZv3tPh9-25KzMWr0w>wq3dGMyU3)9fM)@|-T
zMs@G_Sk>i%@ph4qtZzhp=TlF~AThNO)uv2Ye0O>5-_^&W=TG#^Nz~_^U!!a~*)nPT
zOk{QBs+GK}{U8^1Vb4~Qq-)d3YnOy-wfGmyvILn~2Gye~?*Lu9i+q29^?4C}4;h(x
zl_#<b{H6VYx*dv_LUgdK{{~i#t@GV;9G&GQ=ORL(Mn_y;rX5FqkqW@7%d3DS_zQ{q
zgg$tlI7%yYUy>GV(#dCd%x0R(&#L&``lrF_3=a_Xao@z}XVU5)K@zT1Ja0UWwnVD&
zE{nU<Y#4;}euApNlN;ib3%Dp|Zh^lo&PAVj=%iv$XZW>X+&$6IZ+AtXeGdF^_?*C!
zWJnmP<<A?^l3dJ?jQY5;l*2}Z<KeT+ChdZi0qx>CcI-l&>Wy(?Uh!D1j2FT*4BJIA
zsF51zg-Tsyp<KiE_TuZKb(W43PtG%Kyio%jy0Rpo=xvnN4<Nv0#g{EN+ZUSs9xHmH
zL@Xbs0iZ=gR|H)onfbIPt_-OZRpLSOB{jQ=%`vmr#BiGt{d-)Vbf&m88C?_7w%6%m
zxIFn$^_DJ-312*F+g{qRDq03Ir^uH8QmtDbS_u|DCzcyJJRbt`j{nZb{^J&7nt|}`
z%h$GC1P6Oi_tM!g_&i!jA_BEB9?ZI|W$#qqjchyfq?(CRICW%n5X`rT0!;0Y7=Ynw
znRqnEQ(aCY*Q21^5bvB29ovT|;98&47I<<Y1f^PbnKHY{9toZf5q%WL)bO9>O)7B2
zdY^R+9+6-4BL-HhkO9{Bq55g+s;JP~RCu*K6foRH`_)=l1$nnyeNUVAMaku%+KQyV
zDC*t`d&PK@oA}e{Ee_;o+z}7M+n9Kl@im?xA>qwI=?QYU6LT$EvGuVGE4hg*allwI
zz4FQw3^<$VojZN9Km>CnwrkJfPtu{M>s+U9>D}t8>Y=D!1&9yzNROrY-1^TLn@mD_
zUorGOTh@RLI4CgkT)^Ko0l(Um1R*$zdPBwDBcZPx{MMJoR3wA&5TtAir6d@d41-e{
z_bgq8X&WBo65HVb$p~+Pa8b0D?{SA~?0f7PEv{=PM?;1+=}VxuOZv4&AM2mj`_e&j
zxtD(b#j^8vYumsztAf1ii>dseaMUG5^U+m>EurY509BVtp}JF*F=_GJT1$z?BCL~F
zdu^ivflLH$7Qy-To0nH$>f;LAa$t`F$L<QJZeNwubeqwFb9jN-i!Z^X!3DiDw(l|O
z{zH^GMk!C+lACxMd}%nG=?foIbx#$glaP0RX9M5O`heQ`)u-~bn9rHZ-!>=q#N~87
z!%K7Q%tJYMV&yJ+Y;MXqQO28bI~83cM9Zjpjm^n9v37s_xmmz*S-5St_Bie2?3yTQ
z-`R;lP85CE8pqGdiBDrWj9*QpHu7_p@LSl)zJ}4dzh<1X(HeF4KR+RMZbV)nz&=Z7
zDF-T1Z49z^H;8cTg41b2ZQ0N?8xVpZr|$F;JBNS+zOq3V?TI_9t<x>?C8Br5x$8V7
z@>D-TEy9X^XVN&$ZU^8s){=fa05yquUphc8Q}o%qX3QYq02tECF~uyW9cZB(*T2tp
z`wpP5jqhHMr7M;X3>TJI3g?ohcykt9RJ}aKzU5#GoV&{#9BokQsqP7kT9P(p3uAL;
zPejw#igN%G?){doc6l+FC%ey~>F1cO_4Qu>Ihf^>sumj2&sJPHfaf>}9WP`t%Zn<+
zrqstQwwL$F6`sAhEdqgDza4#IGZ3?Kw#<%&%T2T()L&?6Dk^2^CZ1y8U01kh3nS9h
zfcY|yxl8y~MV7*C`WPfle<*FhikmvO*x2n(@@&~l)(A=ld#v`!t*-W@5TA%d-xVs4
z6@E$DuP26j1XxBUkL55&B=4g&qm#SRAJ*6QFGbyj2Ffxo8-PH+rYqq`w=$~~L;TTy
zQ(tTDaH*^MmVjA4TZrg0h?irq+%X%aeTHNl{&uXlGPX9S4XYeci{jti;E1rz<@1v(
zf;4j}IikL9&b?h4n+>H|QMJ?qexA)pfj}4jaN0v*8&qsu*B%#&OSHSUE_(%U9n_cT
zW6O@xxFIjTij)tr+DDlUsg2DexQVbOo~D1Qr$6pR2b6=sBLN>}<Ark25hvUS>YoDI
zs^<RG^32JC&}GJQRiysPYC$NDwO2D#$I!msO}$bX{F?Ovfjj^5%YKb%Ce6R1^iJ*o
z<n8MuSwF=1?F2KfAVyt;kBz<8(Y~}N`Dzf55RG3xV|*hU!~4V4^p6<ceo`nZ9`VAe
zyyuGKtbvZ%d%BIpVbOG5=tILc%{=6k>0bLM=!BR$k6_L21>g_cY2_Mq^ZDbMhGUjR
z5FhR!i;=TpFM2+9EqW~0$mnJN$0+~S4!6ODw&MBwBl(K_hWw7+C7BasS2{x77_J_A
zdSM<kZ=;lNh+ny$+AMDx!`u5#xN@F1e(6Jtq?V08j=Z@AeK^4i4s8K8mr*iv<(<gj
zhORL=;|_sQ=`!X$>VQVUq?(=$R#(^yjUOlRqcT8Ew|8PzVDAMZso|hcjxnLL8=<Dv
zyAfxrcMt*z-2q*M>Z`Xo2~_zg^`}@B-wgBdaGSR`OA!e+em(7as<yXs(<>MoQ8Sx?
zYZE^m@{)c?{d9k``Yp|`k9A*KTMy92RrZ3o-qhX;a9~C}^r1f1fXOE7p0D4lVcKmN
z0YeW#$lQWscJ3a#{E)fm85>E=+OGAafRI!Nf$^mb2t5)_L#Xq!_+mF)QcNgw=-Wb&
z<mmlX51;F6(aZeTkhR-?;km$0!cUHY6DIom3G}cflv!W1&qTzFw5oI<OWV8M4}YbD
z;U<Ionrd1F*3|th3+x$G)QJ@2=~v&mO>35<8-Ks;`oUWm?9IntDawp->=pxMj=o8)
zz`m37FLM*AV_{V)wf)F*ErkhR2#8MD=yAP!wuBM0Mym=z$3q7Wm)u1-n#7zB0O;e4
z9<PS|7>FCK->YM?&Xb7pTVp?;mleOZQ=#<p-CA@T{VK#K8N~EqnG|5w?dU7p-NB6=
zY>af%O8DDU@#Pmnab5k#cMsyX+#OqSI4?m&2Kx9;l97&(`&^>!x(+Z{CqI~ElgQ>%
zm$Bxh)k8>@0f)A`t39@I2ae7pL>}7g7sKzqL0eY}UMST{TpU{;pgJIv5$`YGZ2ORn
z18jrGub5oNZrjivNE_lD6|Cfi%=8%f85kTd(KPnZ^Vy~Alcb-oC>|7#+mSmBnP!FA
zkejR`GpCcxn2L>P$I?N1m%+*wd>S(8yC3}9q6kkW?3$H+qe{hgvR)74uy+We?`65`
zJ}Lq!ai$SiNBQ^w)u?NyIkf%57of=pjg4hk8f>|Zr$-g|bI^9r1<!Ra$FpkNpw%Az
zPeIPzLj6zoj&alLBTcj~!A;bzx|}9Ov>eN>Ysg${NhxZ%C^@7rd4Rm}unxJ@^&rF|
z&rX`A2?B6<CVDy5YrYMB_!{g_ow3fRF=F;c<C8MV2c|DzCZ7N_A<S<Y5b+kDdyoUr
z%<kd>%pyc*P;$zMBmqj;K2$|IyMiC;i^I`@nlES!Y)GlmQd=cvJE=q9hp{AZ>8svZ
zZCOd=B5XY}+h<Q0m_3<5(~J>Hs=h`k5V>5k6UBV6;uVufZY~5Xq!neZbLZr1*|yI}
zQ*#G)00bXs;gAd~!A13`3w`|jRWp5?e$9&lr|v&WZ>|A(xX;UwX%DPubxudAf%6#c
zW>0L60M|s%v(@~%VuYv;Rn>~m(FAOq#+!WASZmG?BQE0sC-In9S8f2SKG4?7qjr6R
z3)h}?x%+8)4i8#A0INxW!bk1lPbbU<@eafx{YTSNm+*N+Bh8=MamX7T!%+k?X6zIE
zJHF9e(XXT%z)2`VPZ-}{%k(xLLm#?xUC>aEyLPMtV=k9tdqDMEo&CJ0qxMi9X-2qS
z|7c%l!mi*JojWcB|GACLt-)O_<<bf$aF>8HT_G?p_r1?9VNPyh!{OE_sqTO%!j-BB
zDDAIO1qz0&412BFd?~M>B|25|UddbX;5zf(MD>!0_}7N>6hICdVD^7`K*}c7(I|u=
ziliMYPJCRJ<q;sj(smb_y{_SFd$;JS>S;8XHI;nqQKEXq%d&2!aKZ}ze1iF>>kNMI
z#<kG$+Ws{+_&+V}53P(dk2pmu9|R&!LzO$cH0$o@Kd_InmnkgveD&e0?v4r{&h02N
zhULA5YJDUv5QL#Q;&Ib;c(ylzxs?O?4f6PbEf2|dkO9J6_dhV}Mhky@&Mho$pL4cJ
ziBB>56t*w<tPurZ5<{FyrvI3jUixk74nH{2+|`9H6En#&z155pptfvDyjz5k`jxr+
zt*KKlpTH1>q#FTXMSLUBJQ=Bu8EYTsSY1bL%D=?P9s}HsOr;m>k8@XKeSr8dvphY2
zuhkkCJbG55j8#N`q3yhS9}=apg0b=2ITA63ZI`Ed)w`2O(Jg5Y1#Lc5Ulv#kI4ww=
zH7QtRP|J4D*9v|eRmpy$gb%!xtD*ntTb2EMQ|@|rS_<_{%{S3V-Mjz`W;{32{9N|t
z&_YFo-^U2i_f;jr1x8u68%7<tryyg?br)+>32!&c@0|evEAcNnINup1l!fWX@g(Uq
zu`|gONSR6@ewkN~u%=se`WuYK?HfENo~3lODGO$}Ec&P01WtIY-$*(mDH}5H1E3lm
z?e}n=qd>e3ha+H|7$7fiaCQ=hdr<#vm0gEAA6HnMDOSrId$K!-9)HTAqTcBY+F1V%
zPkd3+h7>wK4G_Z58_W6(NpzFgYI(ZXN_>v#XW#aVkC<v;J^J)}XVojTX-{x3zAT95
zMHSPSUeHyWnYneX9#UB<Q$3LR8gdgFg54fH-o~jhV9sa_4L_9F+v1jerMKRG{%vW+
zTBPb#9ittT!#(1#9@YibTr?cNo3Lis7{wqk^)s3SJ)r^poSs$^gqz-La{YbeKh4!s
zy#pasUX07vKiXUp>qbjB#SyS~6K8s0>vf;zt}HKKcpKGte>XAK&64Iulb@QZ*+C$+
zH=mjnyAm#F?R(`L|4?f?GAn=ZZmEq%85w=-7h>7r-UoP#*{AE+@MmTeXXY(3{76sA
zi}StO#GyGaIe#tTGAhb%-#`ac$6KKmI2`s0erO`hY~s~Y=U=+=z#DQUyNPLYQAP_J
z{%Sb488LB!ZIW5VCLkfkgtv1-n%wrV!OBxM;Jzin2`Q~XH_DH2WO6(t%A9Sc0;CP|
zl}{$eJmhRNrli}x`*Hi66N>8I`N4lJW7rw%WhrM}pkW^{Ob?e{KPCkDw9{G@W|B>3
zQdDkXe!Mj4sy=nu{&`szKo<V@LFrHyZk+h%HAfY2!2sPx>;Nihfc@r@u?u+mwRRg)
z1%bYr%K*$32-J22AT&Xs%F!PH?*?#&9)q^$!HmGY|2z194fel5^8bOsmg<2(Qt3@h
W$e$Oam)YCFa^C5(BiSBy<Np9MN>^n7

diff --git a/docs/build/html/_static/basic.css b/docs/build/html/_static/basic.css
index eeb0519..4e9a9f1 100644
--- a/docs/build/html/_static/basic.css
+++ b/docs/build/html/_static/basic.css
@@ -236,16 +236,6 @@ div.body p, div.body dd, div.body li, div.body blockquote {
 a.headerlink {
     visibility: hidden;
 }
-a.brackets:before,
-span.brackets > a:before{
-    content: "[";
-}
-
-a.brackets:after,
-span.brackets > a:after {
-    content: "]";
-}
-
 
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
@@ -334,11 +324,15 @@ aside.sidebar {
 p.sidebar-title {
     font-weight: bold;
 }
+nav.contents,
+aside.topic,
 div.admonition, div.topic, blockquote {
     clear: left;
 }
 
 /* -- topics ---------------------------------------------------------------- */
+nav.contents,
+aside.topic,
 div.topic {
     border: 1px solid #ccc;
     padding: 7px;
@@ -377,6 +371,8 @@ div.body p.centered {
 
 div.sidebar > :last-child,
 aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
 div.topic > :last-child,
 div.admonition > :last-child {
     margin-bottom: 0;
@@ -384,6 +380,8 @@ div.admonition > :last-child {
 
 div.sidebar::after,
 aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
 div.topic::after,
 div.admonition::after,
 blockquote::after {
@@ -608,19 +606,26 @@ ol.simple p,
 ul.simple p {
     margin-bottom: 0;
 }
-dl.footnote > dt,
-dl.citation > dt {
+aside.footnote > span,
+div.citation > span {
     float: left;
-    margin-right: 0.5em;
 }
-
-dl.footnote > dd,
-dl.citation > dd {
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
     margin-bottom: 0em;
 }
-
-dl.footnote > dd:after,
-dl.citation > dd:after {
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
     content: "";
     clear: both;
 }
@@ -636,10 +641,6 @@ dl.field-list > dt {
     padding-left: 0.5em;
     padding-right: 5px;
 }
-dl.field-list > dt:after {
-    content: ":";
-}
-
 
 dl.field-list > dd {
     padding-left: 0.5em;
diff --git a/docs/build/html/_static/medfl_logo.png b/docs/build/html/_static/medfl_logo.png
new file mode 100644
index 0000000000000000000000000000000000000000..d8e900513636f19620eda86e4254014ac09c3d51
GIT binary patch
literal 78055
zcmZsCWl&sQ(=7y-;O_43?gaN4+}(l`+=9EiySuvt0u1gUxNC4Hz&Cl`y8kX!Q`F3#
z)2H{^y;rYZJ5p6y<})GzA_N4)XE|9ZbqEN^P4K4)9v1wId`0Ol_#c9ktd1)L1QO=I
z4<tlZ4j%YNNLO_k35dFBq7(2JXe)6gaR`XUc%;83Fc6SzzH(CH08hwsKe#|5Ew7Kq
z%}M($yZOqAv~?sNSjBK-%&M;v5(6Ot@WL6k4U%-^ROw<)5~yKlf+2<$-t6pCu=ZwR
zJUkt^<C^Kp9_@Y}zkNO~TQgUC1?Ac-bOd_y{|a?CFFagW`d>Z*A&~xmf6;I-pKx$+
z;IMLBZz!MCrdLlo?)5j^J>oj&WW}=YyH@PE^)J{6<{~<nc0<+4nf4K#J5}SzzvF$1
z&?0VS@T3rGl!4zdHZgG?8^ov&9f2J1pzYVoEz+Q@rNdhzz95P&vi4GZqA;Il??DPT
z-KLI%+U*z!JmQZ>;NWr<F5g2dpO834SI%PDKMhGVSPYu#YycP;66IGR1IzS&)GmAN
z_n<K`F`;;C@3uC0!aGs-&u=t(jV94sjW$`fbI(TxoB8qzfgb;w2`V?V{Lqc=YT?8X
zs|VQtwz<CXMF#DNI%`oN1bfO=B87AhP;M)qzj)EPML8E52CCQM9nnTRI|NT`bkilo
zS{(ktd-y^-8gJOTr|;r`^zW(i|DO6QzQgzQrf|*MgS0pHt9G>c(=Wa_QuN`SDjc`;
zR_pTLuHB&nNVx-_$;gCTh#muz;Y*hAB5|i?Z}`}87o%mwY>-UH>EE}4h-Sp&4#-Kp
z6QYIm5C3A!v^r0@ZQi$e2?exI$oC(`x$a?bv=w%Db(?)xWNT<>;IlT4Tp8LGHx)kG
zj7>HYa5=kMPVO$bt*Be^n>Y7A8|UWetr&eHDoBgX!SgLyjo2<=hYx4QP12;(Ba%X9
zfkiY>zQUx~XJJVUbf$iBy>>`d$D>PXi2ebEd$apd5kV|InRBC`5*_VaYGAtLbEEd|
zAvrf&pWeafNF02cdqnJKNDNK`$+!QKABc9ipPjuz+T7WC#$H?Ty2ug||7WDPSfE81
zz<5zcTn<T&O5OT1MSQq8#pxh-^gtp)e+V0L;-e%rbL=bL(r`?P0`fJ6TvJvBLIEmX
zD_dgJFSBEq!-{~tPgr~E^`NjefcA6zbH&veJ6>m-Vwj`<(cEPVw7tnS+t5F7y$yT!
zZNA>88Re-W*;$>tc!;>tDhf9#>nW_|<s-={e%h6k{f(B4w#4ZDHIdA0sN_QvKPmHO
zN1o0Uo5oUZC`m7K$C%#bGjuD4Qo}q)Zp}zQM<J0XgqB0l2VGW?4&;p*drjEV&myO}
zTuFcTH*2AXWXy0GfA5P^r0#zhA29j19{$@Jf+DTvdR$)14goh_%<b<Lu$8s;b6@I?
z?h0fm;YY;szfSs)A%niFVo$j|8xG8}qDeNak8SP?>0>r+s=h5SDRx3dIZe?<d5#<n
z?Vpp~Bf{c>eo?bjZ4+UsLTdex*Z*8qE3e(>p2GanFYWf%ZV+J*_6}0!zZm{u!j$w1
z^F4V-k9WiQg(hI3*~5#|YGwVm8gsefl?|NIScN_LZ~%odL(2X{M}%rzDQ>#lCrt%(
zx)C?D)VmFN{{w-fOq<MV`gA&Mrcc#knDxG_sjOqM5rEFPo-dW2iEhMHdM#=S)aMAC
zT<GR8lx3<?F#0=7*2AQkbw4FnnB&s@eSkJg9!3GfXLdZSzlL@P2L7#(;njF-zJA+U
zZLWt=!^uq9#>Ob`?UZ`@H@SGqImG$YzBRPob`hz#`oA49bh(UBr7`o^TrroCh*cc)
zl2PLK7-Id(j!M$uRL`>b=~G89#A^8w9{Om^NsWwQWcn0E#i8()+k6yk6T$La(8Yt=
zeCznD{ObhIC-PP!xI;TvE0}h)-ry`<Ck(+LAw}~yUL3l28l+~*tmAIImc0(WPG?q5
z#<aOGw@>M!jWi<1Ms+aIQNMMfpcF-9AS^M+EhV06k*W1$>Km9AReNgMgHru2Bj4AZ
zn#kOsSR@;z*l<!S<znDP>)Ch(T|N!8h-Y;ZePW<!^F7{ihc!G74RxY^DKr}J@?Dqp
zd&>6ghz|@69g#$=_GD%{9H2g9z1FSn4rrtPeUtTPXPH*%@EgjKi@UWrp#+WsDTDaJ
zS0*J8I)j0DR}i2($~v|;gC<I=6jiNKC>Bl&{nR*%IcQK%LyDEw4!n+#OJ~EPEo>9y
ziW4MBb<vx8g}(IC7-dqq<IdzVE>D?o2MzGW_VAz{JnZgJW=7*Bt$2pqt3h6(=P-P5
zaq*P>4@eN{ibfpzXUm3<qsNE+wFd+;T+cCD#oS`I93gRtiKgtE0*$IgL#&LGljMD$
zOI|E~d)O&XTthUvB-!eIvLQg16PZDC{P|)p)DSYOlV+2A#F)}n;I0L&$sV_lG{3Gm
zw=$6tT=Yw_>?iknYLFKH9qG~a_u-~VkZ(tCN%yeP^KJ6;_@(cHjbj%KxYj%fGF|Ix
zo3lBO4)4NuVP?Bzzq{!9A0?Hom6<S|Dm-sfHokC4xH2cPY8;xdQf$k1yHNS{6b364
zeGjp~W^nNBs=UrXAM>;>-0HVmcA5VmDPRqi4LsehGG{D$+@r{p?THU9)YBZn@ai`e
zo@YvOf+R|I3(5B3^Kzn-{KO(gZTLy@4|_nS==)mnN!DZUTZ+dU-oL;Y>9n=AsUmEA
z=a$zW(!Z9krSq)g|E5toj_T33k@!;2WF}zBpVX(nvxi+~#U6qY7aD-OxUGM5;estY
za_57oJ>ve(a%2Nj-6?};labar$Ru3m#TrSn#LS=<r@+3?z4MJcNpu>0QGM9>)-573
z1W!0eTTznuRI>JO+|V@bI?l#JJ!#j0p9&-x+HZ((;GoR0tBQ@>*N+^nJbFyCo4L1K
z)~JlF#p3v%WXt-vXyG`%MsN^0hlm(Tf1_w%7~WY>tum1AVt@c)fmC%QeN|V!j}NDc
zm=$Vfa&X>GzKFkb-{-tSHMzy4k(mMdK=G59&D^7Uxe5WCiDk#yc_2mPjLmd1^gSMy
zz)Sa>z;9Yo&QBTXJ@3!m{x_9I>nLC<@d}gX$&BIyKmWEW-2XJje7>x;%)sf!kQel8
zZ#FtnHZjq>QijFF(TuFZo<50vxDn8o7=iMo6i*h@wPrOQB_oQnXSF@+uJ_<DK<G!S
z&sYud9VUG<=Ze4K9wp6-cSRLs?YIs)=R`vL15fc5udzsyBLr8t5ijCs_Md5bR{uZI
zGyxByS{sPqU{DE`N9~-o_b}Ug1Lk-<4!3xR%5WX)&TB5BJfKRkC;-jmYE#G%*ev2j
z)cV+dSeyED=VS#U&~@?knQ^M$oCVDpcN9|nH@PZ6S8SxJm1XZP>S&bBwKWq$E7HmD
zYdqbtWE&Z$bk@$qLt7I7f7Wrnw92@xB7NKyvY|6Z1`(g*%hLJ$9GT>MwEBS}W3`^1
z?!VL6gQp%f`!avGyvo=5`oU4cYF_ISwV};T+&jD(U0P(ndwbY;xZ`e7r&g;*`xB7`
z?aab(bbyv&fDDvr*j46l7DH~WGE}@@u%Dw!>vU3U$An17Ag;@pgc~-5WKNo;qRrT_
zS(V(J(h+@@5w+rEf9h)F$f|CjM^^0{^N*tq+tnGMFkps^I)ybZTHI}xzx8vr>EAzB
z+gFPtMZ>}CiT&7Z819-ni+WtV^cp7~6lRs0ujN`ru3ATPp+*&u?LvP{tp2oLB&)6}
zt0U3V_z(@U9an=S${Qc0mOzI6x%0c+P~4&L?xaT1AWtVD=#gOj!Poy2&U3HC2<S_&
zR7P%bio`WUToWy0Q+h3QXIvnTjMIKd(1<|~h^X$)+-SSZ^Ky}>{aBda_SI3R(|QVv
z;W7Jbq#QUpSa2~#5v(!l-|TiikGI;G>-+OnP(d(0FNQX<Vjr3%sBJ3|m~KIq8mFph
zPN<OF#FS8|H1_2H@uQMLx(-0C_S|hdB}7)jT1qFkL4A8UY{ClCaVYuTk~CRFwW@_)
z-^q|P36CXrhM|jaTMh4U9e7njulv*_c_n=KlTnf+=G}7b(xK-isoL(}dE5`?1iKAC
zeg_!7jtT0uf4ohvKP;5@$f+!5BhCt)HOrzSzc>c{<fw=`v4mCUMogXP0Hl7`lT$xs
z|H<2ks7+B7xR)oZ?yWz5zFmDT;)C3`?W3baju56S3J}+fN{Nhd()>(VLA9YRBN!ax
z4-351(Jyzxi>|Qx>yQ4@Y{m=nX>4D=?>%ufyzkMgd$|LOfa}yc>n|b0=pTrreXq&Y
zyvuEUU!%D4^l4)y!aWMYEf2)L;Uq<hS)<17Z!4nLF+q-JY-=7+V2c2RJMKPy3be26
z&)*1_9e^~0C`di~29=^_)}bEQ_*5QMY{jaVWnC(!BJ`;z#}vPOop2=U_o;C8HA_s7
zS)uS<Ppq3f*z4zUl!UU~GdTY1E?kvQsrc|;qKy4|aKb<L_5XP--Qw{N_!i5Rr@J?0
ztMcSxruJ9jZcchc0c#wCib%YLfmZXVtBH$Jt3nq$*S_oUl&@GMlE2@Q+DD0IJF|f)
zP+X-7ITxf^L!h0-6Z|&b4+xM-s@9CfHh*S(_5%dEmtYCwekPlxWTyF4^uU?a%EliZ
zWgtv43u_}XMBa(}@xHmW84UOO8Jwwe&YIm;K6|HyMWynuDD8O*W8CRHxhU88r`;K6
z%3Xb2?4zc+fV?hw;EitY5kB|CV}b2snP)T0#$X}aYw~%2XMFWTiix3a%1qyvO%G!A
zrDi_09Z+#?N(0%ds!xwJ74Nj#{?#0j(c@`nn3m7)7QK(?cEjgobnqek%SxNHe#9h*
zb>qGi=n>-4?_VzH_3+KHX}v_rMj}@24{QmoUpGZy6eU8UHYRH1!Teo$xP6FAJ}MB7
zW~wTTy}e0k__z<H*~oIkzDRR%vN^R*u^`p?<<mH{lofn#HGtYiv)opTRx>^<<ELCQ
z-1jr03(y8d6ebn{?p0v4LW}2$4y*7{U$sa85E@)CeL}gp^_V;ruMoT+V+r%-Zgf=~
zJ!4IFN|8NL0nsnoOIns)jgXikDhb44AtU_kj8>BqQ3J@qCo^{n!NSzP&vz(WSu?|%
zn$!0DghklXj$()|vc<>h1_q|O6j!Y+%(YCkb~SK?I=|Q&Gcf7}5iYb!&W+_uVqXj^
z+3SF}w_o6Y0U&P(xGf^r=5k7(+7Xs0OTCKxgsSv}D)g3~vLFJmO4B&dF^FaUgfccw
z>4?&pS1{|c=n;*xaip<sN{4j4SNx?%8oK}DnXj{YXEbIQU^JO($O_e*0e^_&7Z%9_
z9JRHTps@Ikqwv@3nF8-~K$vhjl0kj4qxfFtn&6sBeuqmD#DCcU_TV59P!yb=ZmhhY
zI0)SD6XeoA&4%(Jnoso5X%dG?wKQ2b;>u--k0=007{{uVGe0TGdCAlvnbF-V93|!Z
zzC%>?(r@nTueSTnysG7Cr!PHZeps<me`V%d;dZu3!x;op=n@jqFhf%8$)Yuq88GzM
z)4~1`qm#w+o^>Of5I*d6!Zq{Q7Waqy7f{H50THh0#W{B8a(X0hME`D~rp&;{V2N)L
zO^+NiD7>iv_%`{VHfadaW@h1*sF>WmR(d{;muCaVeAK!D0m^rF^W{!J2w*;kW%Ekr
zt?Fu<Y%2rSpytgwd-`VzDci*3VXESe#B?tyvf+FS+7%Z8!!vsE!pD82y54~@TpjK6
ze<wT+lhjIKZSL3d#od=;J>`Y71|E#i`tPMu;pFJ0lcsV^0|4VB`V>e3)U+8+3@`r6
zZB*Ze)lnKBywyJ)4$ORZf|hNecQ0`E`%Pr<8cQ7=^wIc)x16$PVq+4STZ~z+7(}}k
z>E8-dt7Bn@1L82lCI*IvOye7d?HY}pSC*AzmOS5LGCdC?Nd6Sa-ntii!zL<YV?a;h
zCDKcBxN5x$Mk*6$IgU|a%Vo{I6YBs$-24}>eU+d;ghI{x@^jO@#L1`2SlbC9#0cT-
zFZhuU5vNBqG^|p67lqG#CoR^&E2P2oB!Z3at<>Osnt==E5sk);h2M_oiOZe639~xI
zk{p;^H7%;4aO{d;PF7PxIZA5zm$_rjwu7IA@G}Y+IT$NtcEnpzx5q!Ie!cORZ5wig
z<9ZCZ)k(3g)R|{GmC#@n{Vm-Lln2(Fsz%#t4aL<?UUiv-(D4ibPbNt|7bvY26B7vc
zFEiJU8u0w<BXSzNz;MJc>bsmMChQ_K<dFL&Viq>N-`zt?NIIsD*3{T5pMq}6l2l3o
z6qfyzc@sVGYMn0mb1|m|DudPKIq22v`R%uVT7VbIWS4UDrY{+SUa6Y1pQ?$=w~T0C
z1z=pmx}*}9RKC%IHKY+pUYEt$hMWZ;yZ?TE{LrZ9*n7Y1m&u^5P4umy%rY7#@~7gS
z_V$j39-G0*O`E+vt326HDtUlGNWi;D;jF7Ee6H*lHbF%h4m;R0%C(S=m$y1s6BWzT
zUevK1PU7IT#Gphe_o)-!%^!X9<uzwK(Q*;m<OB>6um~K#<Xc3s>MMCzqyJE3s#CpU
z6n7fN)M1MKI3W_3J2@H6d8E^u0u7mxfQ1Qdr;g06oNW6`A;h;>88@5oyOQ77{u|m^
z$$NZhmR3t+Bmgb)S~t0Tf_*kJuOrp0U~#Q1uo6f6bY*XGV1Hk6KDK{%!&SAaPnc*B
zCYD5Lp2jc*$CX(oDJ7uc5T*<#&!CU)_s9I=?5GkV-O}nyOMLcO8Jc3Ez_djXokX%L
z>PfqYCQ=*ge;ua@_>e<FS^3)U@H{E|2SKkmx7Yw+k>ipY&u|<Zsp%<&J(}>Y4+~%r
zGWn*-odckRgfT!?M<<0C*o-NUnQ4v`NTM=yogK8WoUkWxlo&YtJ3exs%zG@-6O21x
z@@`iCZlg5TXp0BmG?7@bRI`b>YA!A<q`|L;-V9l#M_$zyl*4DOa8-DCArQrHrjS_R
zD2ds^&8w%43~tazzW<0bo&Z_aIqL?uBlWRFqu+{Eav5x@NnKFD1XBv4o``e_%*wVw
zKp(WH1S#qBavv9?<z1I!5C^7Qzgdc4s!H>?S&=1CJ7=+(btyBB?<-o$aoV|AkyoZo
zHBz@q>K-y6<vK`l98ivEj;E{JZgDShh<V5s>AwtB0*0{k^Oil*M4@aVHT_MlU1OYz
z7U)}WQj2e*XI@Xdc(=c}gSXmoFtuSc42)XkX;!A)GSA*LdeB8H<&Clq5p8R@(v0pG
zj+?oJ!@$f`+y0Y+C4RMnf~l$55B`G_EALxCg?!$k&y09OWc@cbQ}2P0DY&A_N=pae
zfi25c^8<GBr1NWk-QCuM5?e+WfW{{OgfyALY)MU3QJF65Pvu`7IQI8RH4GVYAD3;|
zqKq(VL!@ZPe-KkW=IJiBCKc`@cE=4jEYaI!&*dor=1{Q}a_#y1Rmibn*PXugBo6ro
zD#D3m_eyRRIrdX^c`oDlF1NY*(bQ{_N@m4e%A|+&O&tk^#~J=4m9aO??mU%HtZ>Mc
zU5wzvU_}~?_hCe;0l<QrJDr9>APy3u+9E!Jr(4U+-zKIs6GUmM)Qb6^aH|mXvcUo5
zu@uVVsm(!yoI?OO1~p=MY3&d0%Bht2MOh=8&FP2N)U&bk+c9_B21N@7?nRj7N%gL3
z>E`f=8DaAsq;*5ykU;Z5U0RFF_29G1sy<PL=!h|6M&b?{0BhF0ACBhFzc+H}HT}a-
z;Alj&N9-C48icc|9*Qm)^1}ej6&NK0o<*K8DK>oE<mI)u>I+V$O;fOpQ?wM^f>zIM
zGqcriZLTDgYF&rs!9I_dVz9oWuEfa$MCh8qWfpk|)f8_az5A`wf}1S*D&6}xDIV73
zcZcg_w-lJ5jG&S;HhlVvQSuNfH%c;<%?`7@CC`F?l7*}>HW<Q?Ni>;=Wnb261WEXt
zM1WPEt>&DF%;W}R3CtRay$lwx>i1SDwIy6d8ZPSY3U^k1_o=N6++UwD4*0IT@~bBI
z*QdEtnnK^nv1{6r?3NH+zw+9d*OAjicIB12j6{%CI@Zc7NHm!@{YpPIU{a9ZEi1IA
z#!DtS6Y3(ooDK>Nl_mu<Ms2nZWR_bA0+v5b7ZG$<XoMq3I?as;OzP&0*!mPCUPZq2
zE3u!Fl;E)U0;_VgKF?ftCa&K8=?^!{ET~+}`RZGD*g!>CztrBm$+;m?9P8esv3px~
zNETw=)8ne25P?C<P_MNw<65OSEAjT=*}${g_&+p)*TNXh;kSXMazoq1?;pozA+l)V
z6b3NJ&(=$6bc(ggaB}L^TYwz`qXxOkLWcfS^dI7t0otz?m_QpuO*U73Jk{>m`WU#S
zO0_oirJ;3D>Su<NJ7Ii0+gt(IapY^mw1~wmC7dm`BU})#`q2^oJqw|tb-p`MwFGsM
zha>85%2Ek;>+dSRj$%Tk|23{mc#C*5;Y|7%VhOn7BI>d11{ULh^iLYw5@&p-T!vNR
z$x*=DZe2_Zp*5@Ocn&S?+k%0OWDxORMVtm%rTxPzIZIX*Z2rQ-HDnS>;f85C*do8q
z-@(zNg>U!V9V{>8k7OsMk?RIJe8E&AE^)LxqGoECYvulljZYDk(d8FEg?+);NcfK#
z%>J3)Pjtf#U-ytIWsvI;Vm|nV3xEMhA?8r!NLieWC>~To!Y~oSn7i0_S`xL2Or+Ag
zj(1Sy&HD`<D`xjR6P;Hph?Z5$^>=1B1{uh5AZ*JeXg+kjt)%C&QLUtQ#+~OBf6yfq
z8Y*=FlpJDWv(9Lc&?CtU{85ZZcSOhAr?i=vIR1+S?T{k=eh3|1lX@~Qaxd8`iwJ^h
zDGS!sN{42OZbIa3osTTot3TsBI%c`E&hPbFyl5|TM%HE0{#4CHY4#(F2BdYOWrIj7
zMLPZD;&qsDxQ^AtrSRg9qNC31txFnxe8o|ubXMh9(1w8~J>)GxS(H7ubph+#vAnUp
znnHmTjSSY&nDCyQ7Y<TVBkXS6H5xO3IYK*K{@Cj>E<)WhG!0QR&byH6RFOB6b+k}x
zC^@WZ{a+B0-~SwvZN5)vrk1D|snDXANtJNKC;MYh9KEyXe;`M&D9N=9VV5Wj_>Q)y
zmgY=GOyKYj#ho}anPwN4{*Y`0^HUuBe<hRc_*>==DXdym(?kkUhnG{DGD}&d*%u=T
z->eilO=p5h=?uTb>9F;?@ZiJ|p&xm!Rlgu%COMDfhbzWmXx?nI8s9b0Ha)7|3mSt=
zlYA2*ybcre?>AEW^lSYitH|kx8<>_&dPa7wrrmz0Jw40c6GnqfB)=a1+GhBFFMqdN
zhFLVok7Ge$R)+ASrH)g-L?c9f95&&}A+k+*hTQJ4frVKlan-Ux<#PKy=MK|TqNOCC
zxw*{rM~fdKznL0u_}LoE?Qi=9kK7mSLwPr!0k_zydBs?tOtwmIi!N+zavci1=&Cn2
zb3W$?E*}Mg!#OA3mDXW9lf<BZr&w^qO5yR*l=H@bCV_NowU+c@Qwa<EoPl49@*mnc
z$Rw(9hP=9Qd($|x6c>iL5ymW{_R9(;$;n6xVm6zZlh@GqQ(%^J@}BFl*7&OXOP81F
zyrw8_QE}n{dxkA@g%o!<)k=B>4YE{f=V7K9`dgkYr&q~}+MGqgkv1zqMktu7ZT=69
z-uw|dgd-U=40F(iY5dTEQgaw)z%(?R`Ialu$--~XLYd<Dt`}r;)Qp7zgwLjdPH?jB
z)AzxUI=<UnI?X)6B>}9Lf_dJFzG*~JcYbjER^(y!oa~bVXxXR77P6l@B5Hg~4F+5U
z8EWUUeDV3x+?knPz`}^>AOwE8#wdb?jpUz&)cX*xD(y}a;wdpA4$CFT?|Yfh1kD~8
zH7RH(103YelGac$LZsqnGf63>I_B9)Ecw{vx%_Q_TDBu^(>g}}o(F8ZC8m3?!$rRX
z_XOukggOkkq9S8h7|e_>Ig8<Wu$GlVJ7eupD?=1W3Sbrn>y;HvUp!cVuT`b1)FZ&f
z%iaF4YE91GS;g&pfq6ZNr|)R^K>zEUFv%;QT9pOpP!+>j!w;4_T4?*i&p<UAe?c13
zwQmipAf1@%e3i671mJwCTzp-ZgKG_ywbIcQXox_+y%-I<0WUWE_CiQh7Ag7%=D*$u
z88KAi{M&lqFx6aDij{_a3O!a!=PK3@GAPScDrOm1SHz?%va9#7Yg>b~E6yh8gpg)h
zvllAA#K|yigh|kck}~WpZo~+jXtvqiAE*}vhEK}v3cNI#F8DXO2=bKj<A@SzBBsSf
z;!8GZqi9ORPH^dJTSwq0Gd2CU+^SL0&T;$QTrTG3U)8yStGy@m;Q&GO(1XBuJs6Z8
z)<<CfIc3Z0Uv|6u8n>d=vRxg8;=Wf|{P{=M3rP%DmVAY0OO-8N&-`6%vMk0a?&Q8)
zjZZkucycWOBSy+h4X3586*<OG{t8dx!&cYO-JGw4;9;rOf7>2!8Wm=(yF1J9yg-!W
z-h#%0l3b%pjkUsX4Yx9f{e;Fnn*ZdLt~>Tq<||%8)k;Z282@G<Mk+nO-%2|9__+^c
zu_hdL{c5^ZgwR?DxvLOIM_#FsG=>17+tfqAC>Ok*k}ZH09;he@Z$#j;Zc?Io@$=t{
z|F7z9f3w*R+e{%m2%J~!im4f7GS9VzPDm3e5%AP*Mp4mlZ;J9zZk%`yB$)2OBOB83
z>hlYk;NGzmf!kDx$TX`OJ4*p1+nrVa5ps&r8J@tL2hvNui37c-DJYZq$BDAfBnV8~
zFp^`sbyf7QIOW~7D0BXL7LF3-t>KN7!h;2QjQ?_=EzsBI@pxAz7w^@l;No>~w!~C4
zRaF(NTtnQM>5@2GFXlx9E1%d9x6OU_6e!N4kkExD^QjDVa%rxDTqW@C#cjG~m4?58
zN;?UwO}0Lf>N8#v5)Uap+`Z7Sf?M$Gxm6h!m3e>k&3@IHNm$H1(U<EQ7V1j>X_q?8
zAlqU*4JWf4*u-^M-peqs@|O4?^A~@;_%^!p91BC&YH)a1iK2@EOp`j1ME}aTR41<q
z98OIjQivEWS)psBJ^tCUAB-$VU@pti_|+~61ix)=SEe9*lXCt%(1-9e@T~1kfC)k4
zedgjSRBVjNL5iF+zmoFjhn;e2rUf42G(lE!5oLnh4)@B?q6&MhDa^Jr>P^k8J5g7o
z@Iu?a{RyQ9nlc^S#<uGDq%?K$@Cl2cC{qxIwwP{-hsw+lTVJyC+I_wxNQiq-JE;Ty
zj<@uvnP9X$_C)UYoqrtctsK<zWTU5%hL0?Oj{WoH-k@v6VDcV%Dr2hf7saH#M<c<C
z+mS;-OfMqwP1B0D2#DtSihVuADyw>J+uPpvRkSz1k#8ujDVg|@ytqeMwH57ul2!~&
z!Gl!_sQ)U5HH!shXkw-i^92n>Q)adsu51ea3bf6bDVt;3BmEFEB>vVhlQiha_bWxH
z)pOAE0N&kEliOO&N%~}?(rLHyxPhN2O=PzDxPas?!n5n9R+DaK6a7Ho6|5{aJE`i7
zym<9Ed@Obl(r&rz0DoG37|$Ji<`UHS&~8K6KmCgikTds%WqM0S@&ykJ0$}&2q{)^l
zjl}MR>$w|$yLuKXa?v@Ob+@&}6#Ksoeri(*NnC_f8|Umvx0uJAR?T<1Q}pWJmo1p^
z6c*`tbECQFZ<!)d<LrN<sZdlVu@1LdX_e?wzj=r!)}M@Izv&P(_aIkcM5RY<GYs7d
z^^cSDlY+tg@*m$GY8r_ytB}07j#x_;8I|H?z+{_Y&`LvaI8~TZ3%2;F-`ONo?Lz*V
zslGfvFF5MII`}$`P$`#T^<^2EIlj=`4#Um@{+B(bWd5r6GG0c^fEWl1*|!#eSuU6n
zh9>o)FMcGwpgnm=?9_qT$@OvO?AU_@mb(1@Rk8xMp5rI_t;h>H?-7Bddis`>FXS`o
zIW~I`YP$(8lCxQ=NrgIq1R^v1kIHMP+Yq!@L?d(Hp}slaijO2H_>7}(Q|JBQoF~f{
zfl!;*?o)w8a^$goJ@77v86DGnJl)n+I8_|j<XB%bFFin+SFq`D{&QuW!#nyPje+_v
zf~#|jczfL4bw4wEdmnx}8h=@p46)2`J-#viIEF4Nip)go5P4TqY$2*=fJ-fnmSo4z
z65CH@u#4C0G#iReIK1X^hnj^x>SfKcnRm&T5D3*`^hF}^CdxP5Uo5cMYc;3K^bI`t
zBRw@IsG4-j2@&RDY{IOXoaERU#JQ^+>|g~i`_9)VO#f?*@4=jokLZkq+slKu%P-qV
zV2QCydH9o42BRDm)_sTpgO{xNp*o;m`CPW&G6uzfCP{-FGh_ll<VZl3I$oT}*xZ^S
zCqHaVQM}~6X;rse%191eupvhrtAUeEvYe7BS~6LN7A`QYr13Fj`N5ZQ#Kv3=RLqLb
z)DgcE0T^JCcXjrfyH)x146CvP#t>=E?G>4(9(8O#^BbB-^0F{6HCkGN$L{~(=11ZZ
zCGUahWfum0tE&(y%LHVkR7!mXDN_pBilw?ZMH~r4LhN_TN_>IqA5DOrvXXSQ5hmcM
zgu7+!Or<xC4R`H6UNA$(UH>%Q)-%ABV5DX~TI#o|QPq4wWhZL07U*muBO!7+TzNiR
z%**pY^Mw;v>6K+B^6y64#7QdUK_UuR-JksakB5c#^Zj8xtxNAO-9>R^ZA8QnM>jWQ
z#iSuYafo5i0%)5SRfGjEYcs&fCUc&)CxB*vh$sq?idfaNl-!pDLogY+Ruk%nN|U{c
zu#)U$iXEqBlAyy39Z?RgBQ(n0o2-l;ny)w0PrjY+iVu`H6G6N92v0=l3j_dE_8q5^
znd~Srdg*~IH+MSVjmlrzyZZ1Fy@*@Yz@fu2a^APw==W94nx=*fsDIRfB!Lh&9mkPD
zpi~s+hy1ZL%wI{5R1<*Pl(?x2Wub4S!=Z92KQPNyJWUWQ_;{cy#L4p6NbU=NGNi@0
zu}YA}_<Lkjn7>ht+Bnp!D>0u%lyk){?%QkTQ=P~VHPpnU9>*v_5xCjMBJWL+{7_J^
zp~LugWfTOqCE*koX*>bZqt?E@*M*L({{uf+<6#B2o{MTv9R{k>!H-W_*~G-wBMJJ6
zzSJl5BNNGp%2n_o1b`QX=KVEX{nBb-^fc!A!PiLF1nXB>Z1s6!D$BM<@uq$INf7(_
zYE6!_%H#dZ5@WMh=b@`~4}(i)V4Sh0bQWerc!VrDXcUI7@rG;K?%h$^VT1*Y_l*C@
z6xFnWpM!^u^Qz;|oH<c|PAURt#dSL3yt`?sr$y~v$qh!5%jCU4k`#4v2puFKl_oFY
zvLIjy;E<Kh#p%DI<NwR^@<&G6fxq>b#Sm3oaJX%z6uZ@@I(2uYdnw3yc|fG@iZlmT
zH72o5sk{weW<C?|vrdyw;uS>qVkpswjk5kOu;RT5E5#w-^FRs}To(^R{(&kw8Hd<M
z0Y+X6b?%hwg}9VI#rnPsK3RbS1EiUiQJR@H9;KxIVKdJSUH!Kz6RU6-OXzs-z^Q*e
z4EBuU5ncEWP8EMXZr<;x<`J1~qF%6n!((>4#{0AkZm#}%|1{s!qlmi!&@F^YZFt%-
z`R2fqzV>gvehaojjeH+5%70mDwb)Fm4$nPR3hlu1`R?1vs5A+HMJ~L-wzSGDDqe8A
zGC~$oTA7nivrVp6kL?l{%kf8vT+OtcoISA$w)J3v$)VmUanI+MDe-I9-LXViL38<C
z#fJG_GPMl~nBs;^rcz(c7=!C=Y*N}LV$qdImHS-?`1m{9j^u?80MZ=jF+PJXS^fT$
ze*U*uxc}hG@dWw{BD_g>^@3rD#b6AYK$68{8H-Zjlk!f)tp2N&Ohq~17W^_;z%Z0r
znJF(V{~D2c49Jrrr!BJ<sWyQ$x$URbxpi+7RD*t7s<~5d6$sh)UgA~hX>)~DE&cpH
zmRG_?6{VGxw&Y`i>g4o&XQw~M{v$n{g7M+X>Sn{R(4)RhLl3;~|2xMCj)eDmexg&#
z=<7wv6Uv)};{M?1a2BsJ46metM}fjWVH(qR|H}^c`&e&EwI;=2DCt3$dG#b{#&A&O
zaKl;Y!q1D`E4)NxjFzbUndXqWMV`wNqca6KJkXN;;=l};T=Gam%z!Fssp;p<JS&%N
z*}`?}H=xjnZSlgtvO?l()G>0G7kwSt@*O<9&;<`p+FVjchG1{@e;t_h8}7%vb0G&8
zo8iPi2_<lIO28)!OBi#M$~r|Gb2Cg;HU&~lNWFYl?~KVN`n6~Sn)0b7dEMmnBc^eu
zb2YIgR-i0`$@ra?J%rD+m!lMy%7TzdDQXR&Uu}9%p5Ka3-nE9#3#^Kv*X3<nfz%wj
zQ@kz>kN=Ebqq#4Q<~1+rTai}WITOQT;F7FF-qi3*@Smu4#rIKj`?jE&^AMY8z2CKC
zO-1(v!<C2wSa?v>fUbLM=TbjBDsdVqsLZH5govEynwxZup-S>}%8oIeuG<3}U_PI6
z<d=e$D*$=V85%{+!Ri)v6d7_nAbva3u$UKauTFsgEvzZDkBaFH?r|woVuFl8vm)&;
zkX1EAT7@rrCLZTM<MUqC2*>SB8c`dfz@zm6%4yHx*z9j#U!3bNM2ir9RDU;Ce~9I7
z4VU&H!Je8lPy8HrX0bz`1WQ$#n%6=>5<_yh9<diwpBhv-I%y7}MU$D9IiKv^A9I;D
zLotc0j*zWW8ZQn3KWW3d3^##MFA)|7^yh^4tFBC&HP-`@B!M7Wi6+LQj4jl2uM3|3
zsB3p&54?P1W_p16=hML9OU}U;cAmoQXEW5ktF6-bv%lBFgpZJA8M2E#%s4ror`nTf
z3+L$DyV^pYw||<%)xJ!(A5m&SLkYB1Px0m&RHtCj`OM<#luUOZB3dVa63;)$l0%*W
zOeW7<t6Sf)lEn?0<k3w~!k;AEgVL;zq|#J*89>nbktnZ)UdM>ds?IFkU#D@c&<R?J
zBN2Tm$ITCD{Q6;K()e#Y=KO0LCO%+r(K$N)Rg<4?ol{;$2VrW;AqGGZfg`twsW#oD
zPnGn!E?wA`pNg8Qgf@eHb&ig?NSrfB?XApYHBSYTEB;lK7F|vN;d)SibGT+|p>Xg>
z_HEp^!l;A+Nas1Xt4inb9G{IysMD~Itt2lg;Z3pt4JpSrgQz;JhGPP3dCJCM_Vd~O
zP&)soX8VOf;oyX$*FD`}KMH@O23&k0{s7=eOF9!#;D^dGHP+}-kHKU_e@`BZF|<M9
zSt^RTiBY`%Z19k1A+lm=cK}s}u;a22D_fJUge>dbGuYQ#;BKA7kU|juITy697sw@}
z_2N6y*=m$#&Dm)~qUdE5*o=^s6jC#kn#!7vpmg@h{fhV{w(^I?v_l-9>b6%!14qoP
zTHJ>NW72MT-_=jnHwbW5zrd}D|L5db0I77hY<#UdUS2zTp2d&V3GBgza+aM}mCevJ
zo1+W5Dk*Eaxpe`WCNY{Nq8ATAPjZoi256IUnWh$_sDNrHH2euC$0qI&1_g6Z0ZQXP
zV+8RYNP22kqWv<bcXEp%!bIwKjglN>TH@2Yyn89^ouQ*j&d3XKuZ>bsu1!^Q7`j4d
zkPp7}qk^mbBjNI*z4Nb~n&#;n6@8b<50(d<H%~f(&kFYNE~=qyV(ig<z(fv8c(oQd
zH%UN%snifvtQ*spb1Li_Yg6Sg5sgMR8A79a8`cVt5XaJTeC0!+T;gXGKlCx0ItIDc
zDO1hh;6BtrDeFY46)kLd=MvOx`7NF~kT%v3+S~@qi+kwra=_6|6txI(MX;sEu6Q0!
zA=TuBbEiSr&5Y)L{L^9Sk%6r%cz2LM)Ksp5Z9@k}U8XM<N4=gJwaWsXYe+blqpnam
zMKJgX>F^^_h<I{o!@qF}tu#U)l3?$D3r)t#>Gr2Fq@TG_RVL}^X0g);noJJsU?T>L
zk2bryC!<<AnmwpgDdJ-`p(G?Joh>mwXT})P2zVl<GIN(ipKdwN4l4@VnAY8JAdgTE
z!sB<ETD(U@v-t0gw1dU^5vYF*@CS~T@BNXU(GxFg1@G@%%;LcK$S;EIFFwU|s^+Co
zwTep&p!tVD4u*{DmIalzq7*r#B&vydc+)xpcB+zWxxeE{jQC@%N@JdARL!5q?Za^k
z);r~U)s?zAWVFiR$H|Q_ZRBw(ff9dCZvaVd!d3HOQ8mz#_IyM%#Vg1QiKu=r%=vvd
zV3d)tfpuA;<&IOm{+>V7_3zc2i+7Wa&P2@8TQmqdblA0&vMbP#XY0Bau$umxDS_gG
zPD<QJNhRm1X<6~9`6~%F0bW1**4H2vny3!EB6*u*H+ktVGpr4klvYv(6Y8PKF{OW*
zo~X7$zlo^0CX5D@c2F^Bgi@NHFGuP5U21K;ERhC-(-Qn&T1d3~_NubqZ|dJoagmBN
zcIosf#%M8my)qFwljcTshd_5kYRHl-I$u^XY9lyXlkim*?Ox((>eXAbmeqN%D=o7V
z<-Y7>HN{hz>0Z!oQo-TB5U$!GFu}1a$e=e!N=1v}o-AYLh7}AkvSGx#$>cO{v9QDj
zoL4)(oVE`RfxYcNz_wwS-P21Wzt`LM)74hP6;W&(YiPfoluAAeow4ua;{*<v^<Ef*
z$i`U=vNuZ~e7qPdU_-3F#V5jMCyAC2bLOAAf0A0@za+^^8P6W(ytpGEj~xL{TqHXz
zGbXkXOprL6sSLiCSzOSR=tWiyvJt;c!4tn-*7rO!8vPsDzI_6>{5S+FzL#C1d2d=X
z8&Q25&Nz)rIm2;O`ViP|&{+zY(~GC6jMQh=UCB{e*<TT+#uQAKB|pZ*4!3BmPPKk~
zkE745&8h4}!B;Gu8kc%?zXzgMy$!rLQK*0`Hl<%@UWEQ3zZxDCs0Z<feFv{R&YMdM
z+e5vP|5^IiIxySz51HB%hS*Nm-&JC7qdFA2^frXpFg2TdW^J7sLX{xuys04dUbHLR
z%?--P|D)di3q=sE34)#pBL6w6Bca8VBzV40i2D`vqN%7AGj9+N`^$ZENW)l)E4=35
zSKy@SX-d&jq;*qjC6C2o9r}d6VfW2t*J9$EoAf<P`hEdC3?4a<?n`OMDYB7>I^Odz
z?)1kH>p#Oq|M$QVe@LVD>CEX7#<q3mBWH&VqhWzsO8tI4&<Ig0^gYpv0mi6M{0n7F
z(8?R1y_<otGy95@eCkH${8iiOO=7oTt>;SPQNH8ZrbtW&G_8Dg)T7W%-AVW6Jp9^B
zw#^js>ufN|r8w=W#6C1yBD_RIg0BvSwZ)Ac4EiYa=cSPQM5etewy;%z7<!Sn+4@Ks
z{LjE*kL4-(h~G5q{Foa-hSjE{bcV%EFgsl@ik{3AfmMMYJ$Q2II0fHJ1cw=GG3fnF
zY-~oXSiNqk&%mHF?f-#s89Wfj>T4p`@pZ*)cVnS^LDw#n@VQzzzK%jTfC}+1HPanZ
z92d}q;+BuHY|;;9B%GIl=9J@N9_8M}ePvu}1bvH$qiur_zc-!P=$nTBND(29R<+=G
z=h07NXR$^UT6NwL-r8RrohR#--PfQm?Oqb$ZaJ3gAuR7m)`7#-@9a3V8_|G8j_?Rd
zdOKkz@=s0BACbOB^onv4O}F&h!?kuPf5b%Uy%gNpT8rZ=tCTvM_`=u)2{}34r4iB7
zKchyKK#X+2OKXCSnPN-Tn-~1gAKH0F?{6x7C&?QBS>OjSF5iahRQz3Zj$h+1|NL^-
zUB6bj63A^0WfK|t`f4^}$a@3}>0Au&NkuZ27~^lzMN;Q^tiCa?bgz<1UP>15IS#5Z
z8!B%GPOXq_fpOo%&Be`3mDwItukB*tulAf?ZRj@`^Oeir_&Q9buW;ApQN?4ay}t_E
zBX83@R-U;^5^kK=O~S<YOHwRwAXSl^g5x*;mt9~ig6UTY&HlC$KT_)7Qo`K=sn0Ow
zQ)de_usS!TFWgG<f*8zQsiUiRi>bqmH*W51sf?#A3q2K5Fr~63NWeF8k0&1z=Y9<L
z=Yw=5eVqRs_OJ>)uMy)4eH}RtTW{;ej}M}S8!t9$_1#&Ie@#{%iCN*vR(_y=5tF=w
z$#MzO9~t@bg7@8xxK1dL0X|LkBilD{H#m{<*=018?@~NvMw~X?%w+Ct&Si%rZ{i~;
zj>Op@LS&5F(SP+z1D~-cxNzUgC;Hp~s^5n!*S(!{x#MhaaK1M4Je7p|8*vFYqnYM*
zGYUYAm)4b#2W%l+Hw{nbOcu!YpHB5DM`{8$GLk))!fec-t0=O7n4(%RI_N+$Nodmp
z)z9hT5A&fWJS~;-4EZE3Rq42{lDumV{$P`^Fw^w~%#@0sot&BX9{<imCGMeJ?7~g%
z?_FQJ-v@;%5UI=sP1GGFYRGkL{6E=MX}oKH+Ni;((ujdFiFOg_0S)%X#R~%FJD+5p
z_n@D@pNUbyW|b5sgjaB3xhw2xaM!oc^NQR|>}bTl%_eE}xxi@?p^-T!-HQ6W?|!R&
z8)Ny?>)oZ{^NrIX#;rioyN5Bj?h^?pkWsF6*O8pu_+aZmjxJ5TfgbX<r8pmAyuvVd
z#ZF$VN?k`lK*xi;Xjn=tn8Hf!0)2c5b9h2{Nk%Ip@7f5mmcfhS_X~D5wiP_k;X+~W
z;M(YS*97=V8cLey(O{kX8N<b)LBOtK$C10e?aQ3uF>7IN+mZY4gv)!?IYiecYr=4-
zbm;W&052x*)>9l_rdKgwtIq)$$WvCfO#6EsMTtCO;fu5pQE{9;#!4t#emI$E47C11
zNkV<A>z#-1{f%Rd-}GuewN)N|&<Nz<a4KeKY`}UON0hgUNlb4ANo$^ZyshN%E4A>v
zbiW^Tp%Z&Z(S~tJN*x;`B|`X<VOB|Gp09H*lA^5ohP+rtlo{|2Ul=Wp#$icA%Zs2w
z5iTi6zp1T79@iy>S;yh%_^u!aujriey_yf$Sf}Ntup-F+LeEwBQFhSA^Ktx_R43KW
z#2LaQ(gQ+b_56LYJPzsG(xz;?y`OHOq2S=xW!KrSpF#|rzT<^+P$RiBMrxrbbtrP{
zDCv%$2n5S18Rd=7FV2<8FCF_=g?SR^KJLKpx(5~_#_6My89}tGepl{Xx6@+G4yN7{
zbzZJ{pU*;ie_t_n9$>p3j|5FS9f5cd@_r+%1prY`Rjfy*TyT5)dn;)DUWaA~cedbZ
zDP}>?dONgO!u`%E>wa?7jKW9@<Fe{YAW{5vjrZD)s>}>FEy1qwpg`4jie9;g=Mf-3
zYx@2HP6tX}5%%4lW_|Jcn{MB>fdLa1ul~(%g)Sb;0r35y9~h3Xe{Uvk7qZ($r~04k
z0;~kT5nU>(U{9FD^NHgYtcWMOz;jI}IMk4Qx7JFNQjqc?u#t}8o@){*;y!>)9hnun
zv@ToECpYwc66os5r!m|qzD@9yetvHNK+tIodfd*k08O=<?i||8=gODgM_)fMnNa8q
zyWcTT>$?1Z)po@@w3N>{e#?%(Y?#)D>S~$rquNyc!Y2b=nGToa-&q$a?KYbm;Tdmc
zkw){Ad8g_VZVY{Mi}ja!#raHSNr2YGkbB<IxCCBNWiWisjj4(4gLbMW0d~EM!5rhe
zqij^afWIg3E#K&RrjJ@5DLNcA&6AtQ|Dl=k_=lg_W!&d_2FEpbsnQkq4F|X)ODL~a
zI4|@>qFpmiL||ZyYD;63rBVt@JkVXtST5Y{S?3VHoTM%x1N(L2jeZ`8K0}Xyq|wae
zx$VjE72HnX<1%h{Q5!#FK&Nsn%2aU&JQvL*7Hj%G{kq+1gaN<!EcBn{i&~)Ux?tVP
z!-uaH+wD2e<I2O(W(Dap**nblh{O;{3=ok~nO~pWd}5q{CI_!(nRN)Q@B5Pp(a)y&
z6i?<)<%pd{F{*Lbm+D*%GyGm-BP^`frtPO`yg0Wb`33opXY9p<Ic*D1>%&L?-O6hC
zfx$|5dvo~swq~^_$SYFM#?7hgz#Xx627<SMmmu36#NqHIRk$U`?96s<8?`NoOq)n^
zYI+L7V#rK$VtehavPoFJJfKR}rND}-1Ik_xGIr{4S;=68>7!7fM;u@W;y^za-7xPL
zuxsX?FzfhI^V{CT#rus8yMqDF&dx5bC(|0`;n45ud4F|7DTgQO(WN6={)adIe6E3D
z;TMuM-CM5+!**aK2T_HmbOW(gp;p}0T$Zdg4bx=a-5#O^<0Pobv95wg8aRMu!E#Gf
z4`fQYWSaXsbG!Xcas0DAft;h+-P`V{Dze%hIWTlYJmg27=d*#w0dLLgMf?-#hv#9E
zF0o51egXK-7Z)@5BB+UO+3|wAM1myrq?GlQMWm<}uaH$GYr4zw(Tvg!o5h;u{cpgQ
z(#vAR&G)jKgkLFH)|$Y}bk#hp7TOA5$f@Z@O5ec>n;U-o=kwy5T$0MG<r`|=>m`}L
z8wi(PTQh^Z1p}k3AD(@UK1XIAOXYc-3$?<<#NX0i8bt}NDu$&G<175dft;`=c{tMi
zCG*%PR_Mw5XZ-xeeV%`=<m&`Z)Gi&;59=yY7_?$8Nj`{^ME;q=f=R-;uPONFeQ4g_
zqW*3?iWCcUV!Ci@B%u1B!78D_KuU5wO8YZKwxjVUAccssNV#Ls3}-*thQ{M=X%zW&
ztG}JDE2)N-Lp%Rm-DdD3reb!^$5Kk5QdHV+rZCDXFGvE;jvisp!Jf#IHpJLs&&`xl
zxJ^+15(b1mL{Yw@vFcs3miJuxZGDOkMv=frB}I_@3Og#L<_c`bBw70WW)?h48c)<`
zUB&HcU%aFbGQ0R9UXohR7>WC5saGRT^q>~E|EQnk-&HC}lyK&2hqtS6tz^wBlaJ+Y
zL%?bqQq>=v4u8y{hR_*4(yky@Idyn+441#iUM$cynuk=&mSSZ-bqw>=S@zAqDA}^p
z1bS?Ed{M_2B-OAZ`vuoJIc?ZgJ|f?_RAJh`y(A=`re+o)S;M2WUP7-ko^$|A<j<Og
zZPx5=xU8MI%({0$4#n5^3#_ePS>cFMouHZb<A4vFqla<cr`}D|#3G!+Y|6_*R9v7F
zzt%(k{hgJ_8|fCmGc$O?LF7{4gl9TIyV*bHsO(qrZEea*%hIx7-y_g%4Xyb1XK#^^
z3YWyA0c`$Gk*sVrXD2Sf=n6n$F}=EY2cAHxtS`+CS12NmB(`#dw0UY}c0Hm6go<~k
z%k(Rh9hFY`D+q#F=O}Z0Z^E@`^Rt?BxHD5~8*brDefaD15YhO7H_lz)Hv-kFrGg&2
z$Lr_u4M$=U5`T~Z80jQTC<r+|7oE=3M8DN;qNntE;b8h9ur-5R03qu7A^J>~+I4@J
zEKQsvb{o3A+6`RBP5WFI;BsRL^R+VbK;6uwp4BitE2$@9C=APi2&R(#EHBGMJA1LI
zsObvoK(8(uW_UMH0-!xfoYURi>t}%&<e?*6Ip`p`a${maJ?N%G!ku$`&r|qG;fH%2
z7ayn1_cSaPWft!`4R#xNG8H|F8-jjyCkDfxdJ&|f*{n}vt<|F5Cb;0s=Ew)(ry332
z(f-CuzT&V3{Kv50_P4O#4FKStXg6WlM7rmx!G+iFDVR0lqU&|0Dp`Yn{siLeA+T5{
zGgLgOSV7SijX@S}YSOSKB5g-t?t*za3YZz~#W5@(A6v?215rMms}C)vjxVa=k)FIL
zR698*0IvXT;GBAU5|xD{+e5M-O_yk%$vEL&;hK$+T1Q9t3r5A9a)*k-t=G!Evb(w4
z`W4H;BYA2^=t&Kfo|Q67lE{OKPDyr7+!*tHv|sY?!a2%6`GY+2N0eu~-%WBk5AWuq
z7A5CYqG`8e(Kk3xIHhI|97IyPqRIRS^Pl9KnBv2V83~;zC8kwywh~E)V**Y19T%gB
zY|(2R*Ja}}JptJwE<Dh=kr6ofITBmyg*|dL>Z-#fV(CO!gN>%W$Tvlh9UUUHiu18y
zgjgU}5W4rP<Mc=RXU_~+ZKB1o^c$tWsSm?jiCN{&2VH0*Iz;hOOeFsVLP?D9*m#ed
zfDaGp$BWoYI>lv@GaiAI*4f?P=a47#0blWoFH>MRJVBVBQO$`DW!rpj$&)^y>7f)D
zRS=jd#(zO;M`Gf?6XVIrSvG#2uutz>WFyx0+HxKi0c2-~enN~?wi~LZ^!y|Be*oD)
zCcjqFie=AV2mQSS{nE7SgNusZYc-%ey}RPJniq_a>F3<_<~Lh^??H}yKHtJWg<hK5
zoyNh7V7n-YN5I0u;*i8)LA-qZdau2C>vPED%;WR5X2n6jF6)X;LdtI&pwbOOA9+jn
z&}E8@#WI!+&5`JEh^XQSOc}_2sx<kyb1`aCr<tYszL1oT>?h?uf`)V(0a+{yKMBy$
zD~j<m8p>iGXe*aPRMld5-2}gv^iPMlHGVgz*MlPZu`4t6WwcR$O_0kS%{jNlQx0O3
zMoIw@MV?htUvwi->Dwh-6^z8cT}!+c7KbPf3sdvPYp*>i*g17pvC&$dueXqhL@Pfg
z(}iN;OGR=bTtyMb!n7>R%)*n)Skl5RrmBaoF!Q=x1v||GpXUuBsR_Ez=c|czo~$m?
z=L1&0T-8d@<OYiXD{(~OSa#$)v04?(hs2Le2%4QmS0%><ujc&;D|ml#{X5^e6+f+m
z#X*Sz9qv);1O#Z3enuquir+2zc|*P!EG#SzNi2B9yZ(|(yy(9Bp64}Yo|<nqa!$8{
zDzJyjum?QyQ7DQQe}OdB3g4)x5+qWBV)0rWz^GL)>XgVr^~Shth9pHYw|33?g0<Bc
zvSl=~=4PJ#$I}5i{fO(_Vde6}2QgFEqiS`i05BG7^&6pJ5`OCt)p6kCgrfu1Mm?Xe
z*IqT$sy%Mqi(ce_#X*UYkzxz~0z0}Lull>u9j`=6S`Y-5cr7drQ7m}k9f~?9(?;!y
zx!TkiMPDZ%(Tb)A9LX1OI8gwOG|$E=FE`Ush-a!yIZO?j#yVw2mViML@E|b*&wOt7
zF*&|4&&Uuj*M4LbT&2>AsFc4{5w9$yrLJG*5bIWjTz67p;`@aG<eI2_YxN`J$bbG3
zCoe05#X$+QT6FN2*&~#28SySG&N4S#Eqg(C3@j`x4oNI%Q!`(;&iTVlzkfz43QvvO
zEtmU3<)S|neYvLag;=WSWkqhFeXd;V44$Z5E;|p&<3d_-Dr-1SKhrtAWWa>1vwhS{
zu6%X_n~?0mXMdxNS(>PfBh_Oeqsj&GQc1ufFPSrvl(S?3PBN$ixlYevo$m8;-Ld~c
z)qC@~mt7Wv#X*H~x$GnPiU#%SkBJcdcga<EtT?KI#UX{e?)rG1M%#~cym)08br%8a
z4g>UZcyBrkA2`xQ#2rpuw+rCaV_w|tk;;8X9`9}^WWsiqT0mIP#Jgd7`lxuSai%|0
zU*`B|ehqz~NW5H_VC9H)GkeudNRX2x-z4`ZQ_v!bhf?NZO2`2DDwyq+<yVuTZhpXL
z@i6bpC?YU$z&VIJF;WwfkhdgOxe$dksBYe%BVa}C{fGi}R0<No?@iIiouBEf@~geq
zJ?i9>-vO6hX48ufGK`Ophxi~4WzMykj1iJpK*BICfW<+NyKeZ*xaZZM8qv*<cEcN%
zxjFwxhlWcEMW}KflsWjGh}@7x>OdCD5s8BVA#RKCLOqTPJ2u^3*m>6tZ=H(c(O-7m
zp<kSK+6DDYKNX8Z5DS`kTX%1LjN9&>LK+<xLZx(Nt}c>~Y-Z0@!3?IOjj67)%n}bQ
zNg|j{Q49lS3TS9hQ)wzuv?=(&Jz};QO!b|0CuN9x_D5WvlbeTfpA1*3NSe2`xmmO}
zbdi)}{5g<b52|gS_NLl@RxdXH6Kr1ZL5DNXJTpG~?6XC~dKGFQ{@!Tn849DQ1QrJ+
zIRAd>zI*=g_|V_+M9;nQ6o<qocqBN&g?5!t-=n;X?k-;zz)`<mrV8koOa~&B?>J|9
zyk|?`=BiQ7sq{FnJ-ZmP+wQ&b6}Q}VL-~q23)i21`lTUQ9CBE&#CzYDzdYKy=7vYo
zW@o8LrvcxWCS``iD{@^qQ$Ag(a*cUe6WDBPFPFhfWI&1bk!!Zk?tIfxd0?KLZ!Vki
zpnA?8dys&+K9DYQg%4(>ex><YM~10BzD(x$Qk-x^M6@~VLAe`3tI=NC3r3!WTigy7
z2OD@Umy1yKvTUq@`~craQDhbGL53YWt|)hAZhG=PxBl#z4xM^*K36~9A=66<X}col
zfG`p8h!cMvq7Oeb3EH5%326YQdLf#lh{v;s+Q4%u6e>U~Cp(40iI8*tG>nVS$g{=2
zzx$T=e*2h{-}7^@IHa&(iMO?5$D>^qKG|zDbENCbhV~-bS9TW?H-HE>id9=bl14K@
z;-%$0N&OL-lZ5kBxn?V3=*J=B{SQW|O~_o%T0`0-CHOgP){-w_fSN@*38++}l!Q~s
z%gv1}$yb=qMF1C*GiX_0!*OI96b)nWx=6mcj#F>8UyeI{94rnxc%IjG948_fAAVwL
zjzUYk2MN}%U+<0OuQ;Q<^YRxvxv8h+3%iz6GF>FlqAYF!#b=IGv7+9q=*Uf&w5pNJ
z^G0?ilTR87s<1m6pu;YH+QkXAhoghH^)&wO9nk}H)bWO%On7iQ30u#;<;IuZPI9Y0
ze$q+*{!_3xB(Pwkn!A&eYgxN<l-KdmV}gJ9qGmCgSz}Qk10|vyNKk1<A=5EPb1+HM
zd}I_d85jVA6(8q}N}i2`vFBXJ2iEmPMrY5(Gm&1#G|qJo;N+ssq=M=18R|+~F~r>#
z<k8$!Xtj^K^P-E60*iwV`Fy^M6Ra5K_}%k3cGs<2R|JcP6<colpH)k}AH3dyEg#5v
zn_iOh?m3$9+si!Oh<=^zNV;wOUG*T2x)6z_D0Bm%>U1VvqxxlB7wgf3$uhOEoHPRw
zC40KKzKOs07QPo=p&8s~7yeaj$>+Uo$5zUd&&|;d|8dLp=TF>q-Gr^-eF$Jd5--2}
z@*$_wS;Jb*Q77=h6*;;QS7|j|4Ve#1xbA;T`qFxs%$1b7GLzN=I)AsHfOV6<WI323
z#Ij^Q$6y27K(e0q|I_DE>vd|9*^g)T<&aDu1kA)jeQ!O%5X6fl%>6E!oV%sYu3cw=
z#X$%B+w9=)D^!1?`u8n;y+l-7^IX@pk<AYiMCG?TZhFsC<J|AxOLMng;5v7n>d^a2
zB;H9#)Is-cASbwDqN}QoIk=N6tyc1Wrm@aV)CyNytr*U;m@Ea`!*k$}%dULQSRk!+
zsvW6#KaI!ThJN5JZh>q)wNk$GRbJ(;|GnpiiPOR2pvHnUHE*5Sc~mZnPa^GhfrY*-
zA|ZUcu_j%ID+;4Yo~+t$E`=&@4U#qc>S$u<w-C>YZ^|4a>!Tg?1!uPz)WUsNquG`B
z?Z-36BWXxANk5Z8v6<e#Ccl@7l9O>4O5F}^*BY<D9X<gT2NkN-Y8`*qQR+$%lSNks
z{l#(YG#U*-yt}~SfP!ycSG?zs|MF~bw*D)lTaM$fBS)Y~c#O{)Bu$(aL2~z+AV-<E
zuP69o;!h*_nj|xIQ)<pEvr};bM4O)>cC^b$+|j6}Ne2nu!%v$ofx_w-S}PgkkH2I6
z#K(_6ed5z#aZqAGD&BbO<SM7<ucm>I+-l4?nt;ULt}aNySz4Szn4MFFn*K}7z}ytU
zQ2tq2sfw#*dQ)Xg!(@&j_vN$Ha#E!VU@wE}F~>iitzl`ZT`?np<+&mx-3V2`s6VZm
zK7`=)dXQ^%S6?|XVH>L-WGI)*ZIx1#T3s^!Uh0P7I9MD|@NM5OZR*_oLhjsm5pg!0
z$Y5JO;&l@94#cFV)GCj)xtKxH<V3oCR7?q#dG(-{qCBl^&JwBts$8vD4?NaEpm>}J
zfAJBLZitWU$iw%JtXd~jHH|`9jn4@?;K2;_ye*FaXVbr2f6d$94HgF_79{b8yLT^g
z{9uu&NF@w6vL3UfE~?0Oz&y-|UUIH0PpM%{zA=aXic|VL#>~rj!f%j`)5;EjOle4-
z&SnRdu`zScMZAzb?;M|TFxQ<>ye4FQTshIus$1UBc*FZXcz$oRRCG@Ri-QV<LZOR`
zC~JsGN{HegR5u7#fW-mB%*M}-+&6RmUv+!;ypPg*k8|k`7uasRw>r{wBjZNEJS&K<
z>?)_cQVFAP2MINh1T3rI#YB@Y*R|r)2aT+mB5MmExyD4l=6aag1Nz}2G8RNDP|>=S
zp_!XZlA^b5#ZYznEjRr7trvpDL5BsYa^gm}>iE4Oz?oo#H$*J!Fl*(9ONXbXVFPJ~
z)oOz9)Tk_D4f{;Z>Nv{e3y_U!Rv)Vu&S2^f7<02S9QA(&eKuxOp-63?$sHby$r4vb
z&C%5~LCvMOlGJ)$r3hUqcj0dWc{4NBxyTK`W04m%8c)Iv)`P`C10>!S{_Te1cPpwI
z5gkZp$hY2YuLO$&f}3ytWM#T@_t`<P@gmo|V+m)Is5;wtM@6ztC((7<Wg`ow?mH@`
z{b*7q()_H8!^zuJn2SB*)zxQkz*yE)9LeCcnn^{BC&kxD;JCd~)fDe-iqAAv)lP~D
z+7zh^kk2*8W4`oV>#zOW%IQz~pMM35g9Zyu@ov2G$^v8IV$$;ql6XaXKk-k?LBgOv
z_z2R183O%5OzCT*M6*Z&nUYkaMBYMQo#o7a=9qjB-(gS%r^n#)Y;4Xs`@F`CO*3gz
zMAmxd;Kh;bIZSXFv|G;ri-QX2<L%<_E|x7P2}vIA=I^Q3>DWdI2LPO3=@#g{XGiho
z|Deu>B@W$*_fG>{yl-6DtxPD+5QnM@AgPmZJyB-bwWQol*%`Kc)=;j}i?o$3#%*Gv
zJiX~)vNdUp?*14FH70=^D(V@JPw{h<&}v;zML!EA9&Co9yJK;+ICI{O*S_|hS6=xF
zn}T+bVBwjXYqbIk<B=!`a-yfMya52xh)`lW=cZm<fRqrkCg4oJ`Xo|WHsd4x=IFug
z%{;cx>za_KiegOs#Cn*HN6F`8_RuwM`pwJ6mD}&)&6uI}9(o1Sb*TmMiXkGs;|Oo$
zc6bt498{=ODk8WlFjkNL;6Dz2=-WmK4>1IV-hI>0PwD#87e%mfrRPnf=<G@pu)`f0
zm`tS=O^gWdT%ksVNm-QH4y2nZ#_eJz3t^x__4GX-Nq=xmVmTs_Vub%Bxyp4+6Ec&p
z#ZaBWnQjQmlBW!pYkNq_Z4}c;y0k4-wiDr`+HXLCPA|{9^_LEN#WSzG(#CQe3|Mf#
zghCj4%_u6maqNJu!z>#INP=Oqt53?9rW^%NW*}UJ8YagxgqqA%IniZv)4W?*URCcW
z65y3zm4NK3Ak0ouW}9WdYSjj+WFkBmF+CS}W^yohQw5ctV9q2j4~X_bt6(yc6x|oq
zyzmC?1U69TAj9zR@H8%ZMD$vg!8SaNSQiiA*w$-)sBzm3?>>U_+IwAR+Zq<`h9Ihg
zCx{WPX|lSMuo~;Qk?cKeD%2^EzKOEB-PP}t8?TVuAf4)q^{NPuIfB_geIlv4^5S`;
zpI%x4Q+%w8d!CXa?$ATS-z0G;IWeDeUb=`n8^Knpd)Tqy6mJi$sMK}x=*y+Li;E0i
zaPSY+)wOPw3RJ4oL<%!Kq&X;KHD+?gs)q2c2$GiXnO@3uG>LLn>y$@Fh|5@>jidn=
zM&U}+6Yi&#Y|Odd7Umc%nc?!pbd?!Nkqw%DFD=s<BkI^(o4e3q9pjI|$2-%fTn3)e
zAcmocmpJDHEDjpf>-9GN<%Y_UPtk3{lHk8k1jj|O&EtItanC)M45MUxE08;%0r3{%
zhzV<y!)J=fr4}mFhlmAQfhu1s<BAA*Viw~%5K0aCOp;bA2Zu@#k^xj=DLIuV!Bxqu
zzc1o5t=?l?OL9^#huT(LUmT0FqCz1D_}r@F1YwGLPUD3XYOlTFmv6R{?1vc(j(96^
zEINHSDxgSLrDDbwt7nstG1+Fah0IKIE^u=nff_MD#@J&-G|BjL)Uxlsfz19Kw9l9i
zRKrqLwc@^tT3OR^#z@ZleZ{G&O$&1*MrodYH>H<YpE*2FsdN3Mms&H_L4-AH)`(dn
zO9FQsN3NHhsPJzii2M<-c*xMJZ+==F@BABJ(|KSmS+qh$6carmXL`V_p|S^H?vccq
zh;5v{Z6yqWW_(?99tTYCZAb~8>&yitb(KOXl(k54YU1BbEk}9xIc^X>i(8ZP!-@q*
zydwWXib!3NDr^2R;r>|yGZhxIq-!RYeaaW+7<$HOg0<v+eK&?CY`Nrp#{|7l1f1Te
zy3%7Gc_x$Q%z3lZh(z)7bW#B@K-T73li9bKEo<L5+M=4<w>w~Q(BRB7&lF7(0@W%`
zm~ynL0X0ht{HOvJ4+*C3x_l@IXa0`ysYP+rlXc!Xw4^UpkQ!sIv~<b)ch1tY`W{T4
z2dr--X@i{2B2;sK4~XS~k=YM;Izbop*^>d<939JIIlx=^NbDX1PWKr%)@rN3;$g#r
zBi=kt@$e6t@x=LQQiC#N3&uQ~lCG)8Y|uwq#wE=Ac(Y%Dnj0$f&ur5-V}<^puH<}~
z74u$4W@HbLU2jM{A!akf*0W=^)Sv2hhyr3wzFxPc=7S7{T&{=Y8*}X(<Yt11lgc0p
z%V6=4V0ZVn7sqVdlYmbm$#rDTyDZ&^=4C~Q%2doX391}<&`aKz+s`=6uYTtkDF!kW
z`UYg40r9}LIxR`KzG7*629ZO|SPf0iGajMsvv{?2`ozQ;R`otiSa8G}hGE25?5o05
za}XSu2blJW66KdoK9_Epv?^7iKnGN>3H9$&p|iHprYI9H%^_8%$#%xKYYKH}Kdp>p
zhGYO8AXqSFE#t%Gsp&d77Yr2tfJ7B@qnt7|pU0z!fyF_ELZQ@gTsKy&CiO#IrmTpE
ze2@c+{f=ALU$VT@+44%q+3m*hZoG+*aE0PU@)9lmROwlezFg(g&6<_fB%EbpKxBNz
zz~{#LG^m98$6QyJuH<Ht%>j%pFFgk+@=XFvMFqb$uB?IU)yBEgIpc|^tz8Zl4+|Ea
zsd;=n#2cd%<KLsqi4!Y%hHwO-0racRjQ=&wm*vttoFy%T?CZo|3y>kxl=Kpkgd{Xd
z`In73N}q04a|P(11)D-OeKTq3_f>P~zm7P2tzvs)?gkUMO_G4JkjMP@Pkm|x76%o|
z)pFZ)oR~^8vzjyth*x32Jh0gBpziMHM&XuI2yY;9HKlJCcqlDKNz)NIGQ`Juvd)--
zh1xW!e#yi<*<SmJV-<ucUB?51C+6skDS6JpwYghA=a?b)C~+-`*T8%b=4MLkc>A}{
zsucW3+knc42Mf;B;I~>m{F|*g`FsGLS48I}5=#h4kttn<$|ynwnq>CMKo%aS2b|;2
zlJMC?JUBU}$$I5$HkNOPXh*Q#BYSw0VJtr<JWVy~JCixOa$$>ANj3t>Zm0YG>Kf7J
z2cVOoB-s*uZ81(p+7S!RJ@?!gEDkD^i=`RIaeVwemSiCmQ^^cp_k2GO7W)<J*I(i_
zTkHP{U}q)v>pJZxl=-xv1EFNzf_awkY_gDmzIWv+)eF1tGm|=)&Y{#DsSnX#@Q(D|
z<Nct0+lfg*nsOvaHUyc<NQDAXGk4L|N_9D^gXaz(5%T=ge)h9BU5&d;fyDvEf>XRF
zzvx9F_q-O*dqM1oKRli4L(=XbOb1?NeZ3|iDcg20@dFRcFy{=k0+?kAPEE<m+|0B|
zSfvt^<hsnYN%J)~su*Min=~q#XQHK3HEyD<({rn1CAFsY=TdPS)4NP#(&rPeT^9lZ
zZLm1#P^whw4s}BLhL|)lt|m-z<X&>gC06zBN91yFLLARLI*zAhM>Eg?N=k*gx<q5F
zTu96)&FmOZxO$x$CIAZ3W#9JN#btt{<TgaB>U1Q5n9|4WWP72c?j#w{5ho|(>4N}u
zMTmUdb|~we;l#VGx%pwhf+JoL0qT^C-6-ewLNVK;+FxpNXbGR?XEkQ$l)zHrWt{Al
zWM`A@z<WNQKR2y}W&FjaWL)Ye=6YmH$m!$oejjd9Rm+^$q(CKUP1!tQG%pj;@B|+u
zIS*Jqw+$=~I#f!fX~*#bajR0I9R1?=E|f2eVsG{8)kUz_ZwQ*x&q7ifjl-5Aun6yu
zSVb|5fGU-%8|&uv+T5ItB-Vb{gdDX=Iq88Q378~HW2#p9_mCl0b-Y>8%sjKNye^uU
zyi-!=>IosQF;<byV!POp-$gcBh&%WM=p9XCSYbPp9e6CrAGkMKt+i&R>fpLdU6K2U
zgX54z*CL|-#3A`VH&vXNsUnre81)&1Gtmxw;GBGpWp)@dkZigzxHA|daAxZP^AaI^
z)>&2Q4c)8Le46gAI-DqRqzZ#*v$L`~;|=V%z+DG|oC~B<{uNjpbSMuE?{XYBK-H`K
z@kYVmgEnH!o1B~!MKl^<@t|?@&Fd=l9lt(<kTzuz`g9!zVJsR{c&ZW=iDg}6G5?Vr
zg|wZFrAFSwRGj8hK)-3(+?brC*^VTedy#^`Tqb6<uRND2LSRxSv(E?VE(>)oFqKv=
z(OAJ0+TiH#rMz3_(b6aQC)GuBlxeUyU|5*MJGOXhw0X-Gn)8n3)IkYMCBev<VN&EG
z{WB$copIjEKjCah;T+M?ay86xPXT0<^elIdig=VK)wf!PPo>7zzFi<>)@?|%GB^Gp
zNxOrDJaFfyH@7BUqWr$%MvO$q8=Q~?)Zuivcr{oYbSRfAb@a^zl#)JYz6_{|nFx5c
ze%}2AH)x&^MAJvRqS1f|NTSMoEFP1Jbd|Y5mSYq<kn98=lHZRZ%)vW2eHfTeRZBoc
zynJAzG$Lbe5ZRDHPUQ(Clj=TjU0_4|qllT2i}eJ}&D?izugB-}{#U>f?*YYvB;MT8
zv5ja(z1z)ue}bgzN^>*S-9d<&p&GIkR3=JYrE^x(LQlU>WaMlll&9mR#BTE5oM$Ou
z&P2?t6*SSBo2{=FG?O=!3DlxMG})%tK$8Du-h=i9%8oX=bznm1%D*do-?8|)xJbY*
z4OoTV02T)wD#c<QO`1uxIUyvIG7`JK-?H_Z_Y*qt^dmWMEsj|r2{vZRoGe{YR7DDl
zdy?`#J6M``pPd_N^=l^Zil~WJx+!6+&QqYD0$K7+LMZ3BQoSwL_49aYPgBn$mYBbI
z#*r*rqbB=_^P(aK|5!ij4uQo1#eyW>qnEASeqWw$aErw*P^W4FnAALzDzg#vn~hcH
zBIuvK^0`V~r05I8*RR>0mOOiFrAjq>7@80<q=d{NQ<IrzdpPJQ?EY(%H?~MWNg6rO
zWLrVRXa!I;n?>*$S^{{%o301>4PbH5A(tz3a1qD}6!cF4h2o8SU>}<M3Ej@*i44uJ
zqDqzMI26SyA&<$l92HqXh$doji^-XG_Bo*M=YjX2pCXj#*P0ZKo)v+Tgz$lV)FhqG
zYirBq`HE*i+Rs-$U9_J`mCKFg=Sm@mkhC&G6;I+|5hcB<NGl?Q%>S^n*soZ4Z2=MF
z%rm3v_~^Zba$zfVJ?Y~Gt$JagC#HffTETgL^8pG;A5Bh3pU-wM&(;isz9>U8GRHPS
zPaMdcg*ilYbHr7SpIn+k82|&@^GwhbNrSAIE=vb#r7TI@;%6X(&cthcnCCno#o|5Z
zPD}(~anPYqply5{hSZ_ls9p15kK>rMgTOXQ*iY#BjTNW>oiOZyxLcwymZ~>Ge`v%5
zT*f%K%+D1~2t=f_=sX(BrUW|wmhtpG%S1KDkSQ$*&|ga)=FH<2#}FlL;=ur`zF;dz
z@_a?`SFDE$;4*#0nVdXCJd`6AImvS82%iW+fyZR|WtUxOEhh&M3pSdqSXsP2fa%|n
zV)+Ep4S<A^G^@%oZ!yz;PSAo<&mhgt%E{ZOekFMkfW6HL2gIkT$e0|~xLJ(fI6Do<
z?wVas^!9qftkg3Z+>U2FLn?nztap-Gu#WB)QOshX>W$nykV1u%O7$yXaZti>oN3~a
zmgjirk)wpi%ITnsCeSDfhQVULpc^#CUFhM@Gz1SP-C-1g;|gi38kb0wYb;VyG^$w;
z(}7ZbUfIO8qfN~+8e02vGc5!A?(JF7?K}D02Isy9hkjmhQ|1oUZ1Q|FeqG&KQeGod
z=ZtxjCk|cV5iVi{x?piYuwaRIcPGBD=oN1bOVu82bPGVc(ySVWfv933`{q*lM;I$J
z58)~=Pv2O=C+qT*(q!H&83>x-_s=qu7?Tq69ax{)mO#HLTV9Vovq>p3zGITvNGNlM
zII>WO_>P3jZwe8pyj?-OF<Jl|uLP_(1kGH&6O}4I1dD?buImO~E+2r?MV{ppGNmI?
zwNU0q*3`ToaP!UUa@)3kvl0frbcOZ;6$!#nc8a!rs->pb(v|m~tYRf6xQ?_OCFWb^
zNCUBG8>oD!dbN(aB069rnN;f+l*2&r46|d_^<*+1bgWADfx(UMRwX87gF}<r%{qNa
z1!jq8ZMhxsqiAu->)G<72M`O=)GTo3#6(nBb>#0^b@bl2RL1+o!@oVeNpdcd4-V==
z8gvD+M=cXkj6|Dmjj0)onV6(4F+rP(AY*o(X9>_xtn%1AE%V4SBWsq92=wLdD&iz^
ziTYjU;K~8IPcYHNFsO)DM%$z=kP(3nCKG;LNB14Z?=RGDH(!F@@aWEG6pLHH;-Eyg
z+x3Y{ef&FBb2S1<aFuxc`hH{^CF}?EdPSGTp%=v=5%*`-#2d-_vmy^x_qUEo;`$M8
zAeBpNOuM*VZW9lfh)E`Y7xb~5<b5pD!$@Ykw2+3(9nR$bs%z5wnd_AKz$`IeD|2<`
zy3G*n0>$+UGqy09<75usFYekZXa^JvI&u1uk2v<qt2W>Ji(Iw5)@>B>;O8WD#ZIK7
z{HXGoNrt4Va0TIN_9-jW7$Y+z6|DeN@rphxk2XQ?%Q8FHNi9UPmGi7MM3HEumA5&j
zs{=4pG&I%oVP$5H(X}1Q;$8TiL@J`A&P{RB;p0T4S1ho6wfZk)VuFFiK?zaD^Cd5R
zc|ZwaDmaex{c(gWu&n|21D2J;;`T7|V!=+j?y`I~P+j1{0U4a64E<CX&9p)l>u@?O
zO}nN{50&dhbsMV9y~--BOu*`Q=*eUEPt_Gv=9vCn!>o^G3X;igNZnstnzN;EI&n*x
zcA=n6&ZcvccwWS+ae}Nr4aG>z#w`vQ7OdhGAm^SN6jm*}j#kQ>pi~6#a8gG+l}eMS
zOrd0{9ICD}4sbF-Pw5}8QMpo~QZ-D!-M-3EnE<Nna`2Cz@xkb7^)K5<!Mqlv8{nNL
za&P6eauvy_Zd+9rQ*|g31kI%C4e(*%n}Jss3)7NJA@U$B6(AfcPd26}uLO&O8eZOu
zsN>9<9Ek^WWP_{r3pgvODvL5NR=b$Es8r=73Q+`Ag?a=?sv+K#Q3PqQl~kTOfJz5g
zB@GZ5NvcdGDm3B)YFIpHbTuk*&PWAs8TFdHkBC;u(5Hf#4EQ1gBcrf&z?RG|65B>P
z5KLTd?A|}WnZ<*`f}iCqIpvgZZ`-`(sqxUzYPW;F-YArR$)YNa_yZQxOUg_WdZlk;
z?L#sCl9Un^c;D>PC|MQUkVHGrvDABK{y(tH_;`#z+4y<Q*(p<gUMj+-wC~AG0Fr<)
zqN11OEZxQLhh!@=hdf+?CgunyAVH-XvC8n<92(mK=?5`{5AJnud`p*58j}GhpqQBT
zI=z)(@u1NOJ10?EME{e+O@n%nrd~&uU6gf}Mb#=DSD`$)DmBqm)Q~Dhyi5YC6j93U
zL^_Xj`H0e=x^Gw?)sen{O3=q5gQ<d`T}SenrRHL48=CmWxK4#6++<>C;Sg(IFV|-i
zg{;8ABhgyydA2jz0mOn<yaGp`dv4uby6n1eWaz#gs@^zPluZGI*_Aj%21k(O#~>?B
z$mm}N*(L@&Q|q|@M$lHC#5cPqe{XhV{keUqL|o5gxmM7b*K#7jWRN8Y{i6-X@_JPy
zqb?sQ%+8!h(^F!y624!@fiRx~znJGixqNrjn)$`^F1@q^76&avZl#;c1tOrCkTguy
z1kVJ4Z)-L02Y9a6B;W*`Q69&UN((anP^o;iPgVLxQSHVe>X}OauN*@ChKgv#>o8V+
zSm6VX^lRyl#s5XIQORaNGNQ~7YBYVVRc~h7WEelO+@5J=t6nGDL}ne&>?^*X!&pS8
zN-S^F2@fC+3%mZ%V~+l2duHZw(Ci!oLFn+X0}eNK8=i&-nzS2Gk$_T7%3|Z7I|6}`
zmXJmy8zRnnedh<C<Gt|{^EuXMSC}(6ke*vLMNs5QlPQF@Z6ooz`0$|A(I#dWf^q>m
z!_}A<yiczx7p>Yo1mJmYfKsW?)NJ~*hEZgRcRv6LXbRk1lLw9@C`XA#NxZUjB<D#0
zB-L&rDvMHpEGMa~P0FWBXgZ_<mWjKO%A_!#n-iOvyT04|6>opZ$h5UfvZGqBea)s?
z57pJSl#f^S=LP-uqRQs#>l6ZmJCVa-Ylr$husC2iEQt5yb6+$4<9EI5OL4vX_}K40
zf&@(>0t;v)5&{AlT}8MGh%n|JX|+*pL(-xbkXWEiirg&B&dBRGGS5f60Fbo#>-(IT
z^AYL0RhnD{P${1>m#W;{NXBL@s#A$bX5qJ%zh)-~k%(d*s`6m*$gN?4{QPvQb`J^U
zyj)KuVJf7lBC@QZXbU*spQFV-VzS+uA~e5?LrxfnU3m}b8&dj2GX->n!X#Wp5)&N{
zBA+3Y>i{cND~{+HwTZ+K?**YdiU(DHTuAfz0ie&^ti48kNJ_J3*K_lkGC4B_$p+lC
zA~d9{YRSr27V%sNxr=U$_`Y0jhiwab0I}dr%?8i9=%Qb+k;?xCqr=m2rNZNU0hpJQ
z={KTLfFLOu?MG?S>_aL_?K+XI`-rI&C0k)@Q?v?pN_zf+sd8l$Gff89W?{2WEQdNy
z44HjR-(XN;oa<JBB1kF_9aBWkG2ZAgWv20nY!fFVoAHK<MY@nDh_(m;n$|=7t}&8s
zT&hBQsM-!nh0hkoSKJF0hXl&yVpsHdBblme!f!8t>MXZz-8$Qo_d()GPdc~jIOR!T
zIs7^2wTV|(meW<>lIUP&DoZiB4XR~aIx-zdn3h9a7lvqE3h*9`@(|$MD8?IA1Z9ad
zr3fD?VIYE~s4`6tRH!m3LQzr$D;<$u-*1xE*JDiK;&Z094Yg@J%9y4_@K(g}8Nofg
zPN&uOp>giHm&IUlz;IZFkPojt^%J{$zd6e3j-1^My9E#bDv_Ij`9e^Hs<fmiFd<Tn
z#2{P?4VFgqlR*=3Du2yH)GTG+R8Ryemzqpf>_aA=IWzs?kQT+sA~q9%gwXZ&+H56f
zwBo^B$U)C@p;PdH7Yg9IdGM$Qw2%j!aIk22_y*=WKRxH)|9u854hiJke1|%2Y{=Hg
zAVCH(i*xOEyM%A8kM2RjaVq!3aV}syCkd5`Nvy2Vtjx8hPzKKgXCy8tvyHrO^Z5Lz
z;;Mpl3ptLD|8F7bbtLiSgy}kRRPS9HtLKG^^MtHFK?PFH2ARXVWzvU|G)esti_>iq
zB`n=iE`B$h5U|{46dl&`b%1eL5${vpdETZg-u0dj_QLifa5{PnadJ*vYk(6)kS`#a
z;iF4dwo<O%BuWuDnPn2z9R&NB*4#kan4@!lGeJ~bsbaHXLa-T<O*@^Wwj>jom>ROx
z4kB_{UMf)!3FdmxLDHQm<)OW32<X@t<cekV^E%)Whvll3&CdAZuXvSFTQK7gLcWr3
zJCsV|O)8yg`(YS``Et2z>+J3a43(CxpCZGP0HraGq@+@H6fw%$=CQuBO*ACvhV$Z;
zAY>2`&^i2U3}xn0oGn)&6#LU@@Cp%H);iM6Ok9v@Lo%B}`>%+$sAWx%^OcIsnxhkB
zdYuv-xh%F~ar$s#Og-3ybq@_C;4>E=N#w@>)!krmKylcZnhl<P(R+X6jV<~#TRgt2
zH#E%sauxhy349m*9iAi0DaNj<02OO<uy`$pH2E4cF-a7xF++=Gq;JKDWO94KRF_gs
z4wT7SlQHQZbAjv5N+M872LFRfO-SxQVVXvzF3ijATn>r10J}$qU~+sErj{*%=IT|@
zUAZ#sE*`%(7+V~%Rf~rwCMFKM-~FMAf}3x15tNXD@$<5fA?fyPfYp9Ld3f<3J#X|b
z4n@4B3TP%)L?x|V!t9LZWT{kT;hk)5KbJ(t;tCS!5?r|&c(ev$|40bB%b?Y$Lbrn!
zC+12kSQv^4Q;f%t`%T6&B3f6*(j&@@Sm)-Z>mf0Ti~VF|btKB-s^g?fq9d@;#4Wc&
zvv`DxH_rKC9R2>j$xaO{4k!-GhwpPg@n0WymX2Q*3=dEBs$~euNW8f`_#V!3(NxPE
zMZjW~D@hiKP7a|eCHX3!YorTWL~<LFjK~Z^lOYIOm3`!@%a9q6jyY3~bhRQeixnwE
z9;#OvEUCjLRoP2NUUPt>g^G77@4*fnn@|C7$rWIFXapLI7SWlZ;qf}npHd5*(@#3;
zs8#42bim@EhnvrL(To|H{7X}-SpfZyIo~I?&hCD|$tRyXohvT>En|87>E<NC5i|<Q
zA`~2S0SvrlaB!_IWr@fbw~dC8l#z7fl|bSnfQPFf@W-Lku0pfvLAx!8xgfV!g*OE0
zMk@6vGonazMN-2Q=$L<`ge$iVDFh)%auv(LAqZHf5aGG;S;zA`aP9VqiO<=H<^znw
zvP_t`Wv*R&^uKWK)Vmzs9z{_;C&CTe_{ZDj(!WayNsEv(<>h5E37*TIoDzw-nJ0eR
zxnR7xhDgmWv$iu?_vUj#v}uthT}q^hS`fL5WGzfqj`SkQ+S8%q;#Z(hL-W$kfXTeV
z3f_z)pwM$YFXuYP=YyzPsI`xZBfbJ%z&}9p-6YBqg2h3LVm{x-NtUl;_DD9#BnShK
zM3E)l{e<D+@ynZ2)${#0x0rBYZVpuO3=sFXn{@gyy>(;s=Q0?=-^el~-EsVU5fa}L
z@H-XgbONY1TM$AQ+>-FO<{%Wkenqu)?V^hHoi}GxGwIKfn7=cc>Q)7@GI^^~xLjSg
zPKzKq$6uxvisuFKaL(@h0-W+zusGm2Z0mDA>B0-A|M)-u^T`cSyx5Q9*G5z5e!-i<
z;i_8^5#fNQtA|vhRE1bECe^0^Q8@+rh&=WA4w#Hpr5T=@lC?W#@J1q;|7%$bi35le
zeK}NCq(Z9|L@txTV6q4ZI*v#_2QHeL#p}?I!EXoPIuSGpzIJ0Md5$y0$SNALA>QsR
z>TC-NOO}jWjwiVVEDl=aO8KVa(4MHVZGr%}DGwS)Ih<eFMhW`~j<fvMLVnRr-S+lB
zrA`Q8&`oYb8K|Ul{nfoJOvj=t<1(BVt-=i!qpB=JujfIx)q^%#aNE7zcu%&#b=7`i
zGVF=!RcO8vO4Y=7^apJA6LGQ}cwVUb0w9HgoDfK-G$c8@G7U<emFR2@QQ6(Ybz-tm
znnvaRtC6YL`gb1&9M*omQ~vgEcP?JGW}>ue)xY{n$9uhz5r{`dAubew=L^8m^c;J_
z_v=ECbD@Xo(svzM0V)>eU81^k%0F=Z2QUBVSz3$PG^!W=UDalRrGunHHlHC3(mixY
zv`H<ZAWhw|<H>ZPn9A-4vLqz&aDyD)QaK7^<pQj&j=*Y~j|xpc>NV=T)@eem(}t$V
z8|X!(6T`62=wqAB-kY{>uV1+CE8lt=SRAyd6pIb2no@z8h=~*zqW<>WFzk+k#eRWE
zE2>tHx{UE9ZR!m}BwRaq^AR)wyE5BBr1jwQfK?#i<9N3oh4<$PxNbG{d{ntzG@P|+
z&}iO==H+`}s8WNmu`U#ld|A}QTRfEgz_|_r$>!K*hpEGyt!NcyN0hEJe%_F&idw>4
z9m_#wIs`+d&V+wiOcaoGBPih|lztL9qt~1}ahZ*Ve;9Ds2iQD$;_r7YJ9_PZ(Xp|A
zC99UtbSf2ytHVgNXcqEvNWgg{U{^l%BG-{E^(5))W(7=Eg;JHF#B1sQrN$3TbPyKN
zWgXKTUmycHyE6G+o0O@Vp-N(<$~+_n5k6=f+*NtUE-E0;&4GjK2>Nv0N&!mfvtB+n
zy6vd(W#3p@9r`h4@$P!7#@mesv>Hulb$uk^F3hyL9-7*Z;EX<h+xD$*`N~(m{+C=-
zg||59P$-WzDRFv~P;N|ys<*2Ao1vi}*q*%m5v9VKALL6%{Lv4E1s|UQ($A|W*rI6y
zFCv+Z;(d)O7mh@tTLC_jZZ9Cv?RKDE-;5-@84AVSFf`PJp>h|EyMlOq-N--%Qt_B3
z#M?)}nPp$`3)4&?R;>pk-HtHI=KRVfm5mq_v6Dolqj?#xS@@aDO-718i|FXRVDYfP
zMz$hOf7{!37nTlvhEytVb62mrEn2(?*eH%t1z0W*6baZvB6f)`bS^7aII`w*B+4*)
zj?A6y>7|H}4)lnrFztBC#3TRkT{&X86zg0$WR3w<zFJv0M^~Lv6{vI%VN|vpO~xWQ
z(8XitoIK>6BDnb~(8>rzBcnVT8MzyVs{g%s$@srjhDRobhN>UVJM@;Y(}~(mRK7Da
zP(u>-(asg%RJtWh&fV@awr$z=_RoFpi?6!!$}5+F#lZy<^jyd7iMq|%MhU8Q9d~>`
z7zT^|h9~{$%eM{<ul#(>@*(x`86XO3;QbrM9uiy`@7G263|Iw}ABp6-2qGWv`3{3l
zvx}s=3xa48@@UB&8f$~&){rpU5Csvse{?<PSa&EAzF6I{h%-}J3Q{vM8z5btlCRiL
z5H|~HrfU)C34%DT@FIHJ7R~e|K99>v%xU>*B;ISzKmTGMEFKov9*i2#fB%2(yy9(d
z`+B`QeH+ak`KGu$^Ww;zbi8H@ya0Wry$;@NzN&c~n@ToJDpg?`7DYEq0|jxjP@eYn
zm3=q0-zHWOQvE>_gy~#eu4}#$o$Bi-<txg&iKKf+RjSIlsBXO?u0|ry<LtYNX0M@Y
z+#9a^Di|92XFfD^<I67octaff&2OH#gS2-1uGjTn9fZBJJ7I5_#lD<<`{fc;N+pz3
z`D(=C$HcoPmvlP4C;jk;Km5wsXP^BOusA5dJ5JB_6!FUUT>YJhrTFXW`o1OJ{fts|
z=~v6um4DW1_nsT$y%NZud=6bgf^=8lFJU>78~Sv8ilp0vR<jO`#!ghfJ7IKD7ly}>
zVWEaZ+my`;gdbMi^scy_Jt8eu!~|p#+E)ft{gO?%2uc0=OlR`T4XEs#By%A&LkmI{
z^`n8SSUdGBiPiCCP*n-fKeEwt#=f<+vHfnac-UYSZwAl)(1+SEe#G^qWn=$FP%*}<
zR!oOW$5BZR14k1yEtQ2G3c?bap^G^CMZd2!`=a`EP?375OkGhEhES=Fsf<RZimYjx
z`Xef2@#M84Rz<R&JQlKQ;$If$i1MhA(Uc4YJWml#%jkoKViBV95OfzU;;p628r@|}
zz8;X`t5>XDd+kdvzPMq&)5RB0G)5}kHF!h5uUsjAh_HBbuh)s&?Iu1b8qjFBp@pVr
z^ba|`AX+_Dt3U6~yEnZ3>tFxQ^De*q@;q2P>^SM9)m_hX(R-LYlarpYIH{vy7}z}C
z{fuWm^SpXKH~e35JT@8eVf5vW;r+S{h2v`c1ss9Oav7SHi_k@-+iKRJ+1P@VxC@3y
zI#3<%p+%~NeAoif9D#{0L5U(&X+S}w`uZx<u~M?Bnl-AIXqN&cy?VLnznk>cReoF%
z(JUwVNXA5FUpP|b3hNmoIs6z+%%l=VyznD8U-;p~#8tKp;KK;3cn5Iq#6+-e-MTy6
z-~RTKsAg}Vh5UI@t^Q0>Ko&%ziu@klKmp!Qq7sd2v>+muDc)H!x-h99$&#m}DTJ=t
z4T28s&s3)3x)=uNx^YzZ(<O?S8In5{K~#?N@5cEul7AJ#@-Rcw^6#T+`I9~He))>8
zT)F|iHTyeVe6chs-S)cIUGUj*&b_79YP_ZAcb|Y)l^5npzvn|Wsz9k!c5-=dtl9LR
zusPmR9T}>g^z$EG{hg;j_bGRP#lwc>%a{9(m-8J;xu{-c{)V`!Elz?UtboOShu_To
zet7h#Z_Uh*mpa@pJAjjKx&%$diy-htZf+O4%}MCBw&Cw%5{5?bKEmO+4HZa*25MPl
zlBY8!E?W)Kq`MSA=HAahPOiA>IA(H&Rq4u9{SwBKA|9$kup{fiOH&(YqL%soC0q`p
zo1*+<k}H4t6>s?L&R4$ib71lC!4mHr(0Q%9aD4Y$uY29EgQE91K05SwwBC4HuGu7{
z*#PdNxz-n1={}OLn8s2$oh1&_H<jw?nWO`#I|)orRnt)0n3GH!Y-t^GT&0Q~rH)+@
zP=)?uhUzy)^KeuhLLc<#B&&>E9JN}X>#aR<@|6=4drgA>@BjYj))&3#Mc*s0TzO@s
z8@_$}_MLC&_Ru&zL`le-(DeghdM3qEzQQ}~ad8wK$M{`O{MNU=_3;<H-~~Sii-!gH
zHxs}4t$!a7O}s?scgr$`EOz{Ew+a^f9mPdY+>y&|`)s?BJ05MuXMm_}9C*;{MbPdv
zQRVK2ZhJdgx~5@lQ4dOG^yzvn{M~eg6qP1orkiQ=B=w&v0u_E&qCY381w(G5{7w=~
z7fVs=(rQ_<WUZ9Ysuz+}xYBASChU=}0g%UmRyt=4H(7jVKDYRi9kuP(8<&N}!v{;e
zd%+9-`@eUsyWoPK#c}-xSh4I`tX_JfQz|~1v^x}fUEp0*z(`mm3}nq`9wYhUO($ly
zL}j$AoJ*2s>FRd%nb)R~J=KjGgt^&~{d1++IhR9UZXQ?#Nq4l`Lm%!J@t7ZOS1LPS
z`RPyJuX1mfT_(Gb)L#4A*S_zVqu1PZ-=^(vZ#0`HNOG?j-yz=aMSL{GY&4F;=X5)r
zv9EpYvZIzRUHqLh&pgxS{XGnzuH$osB%M=OD`LiQ-e(o>LxFrgU*ge{#{dl$^Qa3^
z5JMP-(CM_G)t<z$8GWWR=+k9rUiOjq+Ia7@Wn&fX(v_|zkt!$~B5<mz)#2~W6_aqv
zb#WY!L~N{JCcw&+1W39faXs0R^_W!+0hQlNbw&i$SrSYJYch&HX*z`K7fk~h{&v2R
z|A{p*9~`j6yAL?`qaPLiwJs9y*Zo%ait5@U{v-;5^TK-T@wDD7I^CYgBLL{2`V~zU
zWM!KOO-eXesG?6rU<J-jJuzF=Ihb-*n(3R%q{>x9E4mDcB@u*MD#WZ*+!_rHebsN*
zE`{;R%>TRSziJO==6dO+mv-Lvwhyjbw4DE%^@7iC+p+!ej720uGdhdPAeN;<32*QM
z`gyyL+rD-C(srY9>J?X9ap|+4{p_2;;(#LOc|Fxml_v!fsA{-D+wG23ybl3d_0C(S
zc2E6H7{+Tw(}Zp}LWSFdPP+!}?lveCCt(y#%cUZEa(IaDC*5F$aBYz=r0MByKuoGp
z>TsE-E9T|0p(sgPkqRVcX>JPiC<<mt_amivMR*90RFEeTg>)qUiu6TvO*sXevkybW
zt6d7k@39>H;49y0OG6$kAYk!;arwl=P-kZ5#Zja2YTD^N(hGtDYqpWNda~6Zi&V=5
z)nbq!@pABDCQZyq`AA2l3W*$GB8qk((TaeoI4{VzH06~`KkzD*|3rK6AJ3eac*tg}
z@BGL2{{0_rx%ppM$clwx4tYNhW20j*B!bG&yy-dw6+o^xK0bc+*rKtIE?PAFV^qI(
z_I!Zwo{9JU<NDwH=ADgZy&R%XUd*{fglwf+4VSN6an<KO|HWs4#eM-29{I+)Z~Xh+
zcisDjLe8s%sCJvRCWO5JiFX>>%`JFqqS762Ao(_s09(q+B}owp7>6-S#G*cOl#|UB
zME_n9WlU(O5*3J!t)v99y_TgnSJkN0)$J7NO0%?nuS&^s*_F(3@-pR6l-?0b&nqM8
zR`A_uK%LRgROln#{_1yppa~WS4J`5QCy1N%OYeHuv)v##CvLaSid*d^#P51;h@M$t
zewKb<RU<Abs3C5+oTy{rFy^`;&lh@7ENmj>^3Q3t`Z?-2w~1gcI6!#MzrO#;x7~94
zms_pYkwfT5cF^2iE|sBLE<+hdsaU{Sd&Iq*chAygOD<i#a`|VT@r-9ofyG0P_kZA{
zZ@>1Jzj#lrK2r(0Lbx#Sa57Y>RHCKJm;L4oU;4^Zz~Vt;{rdIZ?SH)Ke<ycOzQjee
zTWx5!I!K-oOik|Mt>!K^z6jXj#l)lD6q4ai+^Zq_kxAtVfL1T0K&qdtEYr~_3R#ji
zByWG5fjh43u$|Op7fAfLrWkx;W>y<enFT?mi%PC{MG49r9!uou7NmKZlHqPHH~O9Y
z*kfLE-gy(Y-|j&MOS}&;zBe&(L@|yRg}vT**bSC|1I3UqmlC(fD4lV0xhYmE?JmUe
z*0Uxi8t^dVUGI9=qDHItPaE#L@2_3zjTH(7GBh*{xm*DXsKU!7To&_y<XamWs{SZn
z@Ghwo3Rl}k3lA+m_VG`>>8C%w;@|3xnW3QTOFyC@-cq?7k1ttr!=Jz4FQ0<H16%&@
z0YVV&&P_Yl?$|x`kFDCSmquZS^m?MwTNh2t0W=!TfU{`R>J^KxSb0QgORK)^FFNh5
zk0Q`;IW!3u0aegLjugZj%BoTF;VLUo>1tK7tshlBSpXS`NvW_m$2!hKA?ZGq_;Hp0
z*0`r+6+2MX>_jxPNK+&tub-BIx>b&(dna)!pa1)Jf9E2wI4EI#ybm${Y+_;)E;hj-
zf{QM?XzC*$S@+IDu5`o3%^Uxr=le%R(>1qLECU}Jl2i2%6+9B|NX+6F6biXx`B3=p
z*IjqrPoD6ECp_#EhlPq_snk^QvC1sTwC_&_SVghBeED+GD8Ul%1Axd^-?C-PV|MSD
zd{3iMKLhPgB#>t14g^6LW@^)DpmOdy;>aUDzw*cvKKbM)k48WL@s;bnIR57-D4qsU
zsm#c<vI@&07p__g(xj2haNsiaheFbELG~0Rs^|_=DPk#f*d^D&Q-r1gRI-4E%KaDB
zsi<3koLhmIme6lpjz~Oon>(`fJr`d1+3$kIK?_T~7PD~Sh3AUt`xoEvhPVE<+3kFC
zYO49fn04|&%t$p9W@lk?j)nOxA4TEmEDAq*+ikb~&kug^gD;<R&N&;vV!xwU%y&>Z
zF*0bQLXwDhT-d&S`yzZd0~YrSS6p#L+4ud^ckI}DQLENE9d)GFk|kB!5codS8?~5H
za_4D}dhGk(a^X9_lG*jAmwxi^>h<a3>w9hY*$~C!5fjZiDbk}zo9D7(21RmIgseLU
zfoV&|R5O&=bUN$nO_spa<|aDxK_wnKYMtYWGFYPaGACs5wC4?9<5kB0?!pWI%T}d2
z$YF`sVm`3{`mc}O_SU!l!(T(3JHOUyKf4!%Cx$b%LeDQi1<AKkDGHx2L_x4R@Pl`?
zJDsOqeDSCLWzCvZcXYem8Ebyte<+s9(+(lNC<>^=kjgh<vJWfs!Z5UDBkw1WbeA-n
z)6bur-0`|@t92UX4(+zO;P+b4Xih<^(`c8f)&D#C_)|XlmJ8o;<>3CWedC9Jx9*b@
zx9uv>Kkc@2uk7|Jr$kYGIp_5P=UpO7%!;N6vV@~#Uy)xc;yglWURHfR9l1>McxjqO
zl$w~8QWm~lVP1Az4;<=>e18<xrR{`{++NJB`ox?5@iX5Bi$emIcrEsbkA3X@+duyC
zFI{xoy|>-4bL);*^g5lVpn<H)SxmwpMDi^Gt+>$R5xTNlPahhpEZ#XeeMzpA|0V8z
z8(8cYc!aj7<HV{!f^H26!dl5u@v>YT`!<*Ne&DCy`uw7q#`J4;Zr%2(IPR^%ziY}v
z3f*20YPA{!q2Cx99sTN~9)0SE{^m6o&Z{8Led9z67vKHtrzUQinZEb=-Cp5oQCNIr
z%-Sn~^>Up1s=lKjTpp+%-m-pjEKSX#R4gRvL^{AKsbnQouJGfEf;t{rm{H-1+*~)u
zsFR<JsB@3!4zF8v{7ILdd#+4*v^YdygR3m|85dme&SSRi+Wp#gv-Rgl0!QWYd8be)
zA^D>Dxl{!7_d?F2;N_e&y@f+m@ALjGAdQrCOP7EkDIq1@-QC>{f^>&SceiwRw+Osx
zmXMBRsb$IE;q!f-zktIz_s-0H%{B8{y->c<r5FqX290R~Uw)Pe4wrHYN<Z!p_VV3|
z07AG(W=5t!<@`}1A7-Bi<3Bex42=jcK`?Cg3%I#1U=Z48>O^(&U(J{L`D`DJBF%>&
z7i_k7;(0A!91h+65A%&$*G@Kh1wKE*M0{p;g|8nEdhY|D&T1dV5QpDQS8(mL!Q_#i
zk6iu;<PLABjC8R5#_Wg||EzV#jHY|Nw?}c9zmEaKU0i-6v3pO}!}@&}kBBb}sbrIU
zY_YY|{ce=C_wWJiJ!*B@?SV4DY#0+TA|-MU_Ig?C4LBY2+H_kZzwv!2IVANH!~2Gq
zRENPin<$#@mOtc5)A>|!5F5uv0<Z}?g`Wl~pD(Pe@&axHfRbdJPmy#wrj&s_=~=Wk
z#O<Q}OcI9_F-B--Kg((62@+1K=rDa6h~FV;_?;k&?vVb2kb3(xL1vns1BI0RVBxSC
zrQdzyEG(~aM&Kl{b@~fbtU@s8^QTXc#<_`KYO6W-D=rJ#lBPlYiogDQV<m?Y75?Yt
z#C3u(jjkqiRBM?XfW>cHD_Rb@P{SJ%o{fLub7=+IN?%-}*Shp!B(3`Qi-?5&=Ybm4
zjeKnYi+v|>djlMJqNt9M*LgW%1mZVv>S~`q%bq)HA(V2Fm=ML8C=b*j60J}#uF*V*
zs?oGVge;@B&1#K|jyknS@=_4VmZ%=`J5n|B%N)O7;LmgXa}pOk+_ja(OW5mi)|^nw
zYv+X7(QOr`!WS*Vb?Dw%?*8R)-XSJqYTC?<Chzf2(DPCW-&Vh|*dEA;9qIY(%h{P0
zr3Sc3>8i74xA1r4=Y123x=L9_mhY^2H0y0--BX97Ue=QctBA8%AC%kHuF!a~+S@w~
z9Tv|*Uin84@5n#jR6%>72y5qU59e0Rt2MkHkYL==0+zq}g<?3=8Lfv~jXx;b?GCQ(
zI>r0VNX~9wo+)?uXMJWq0|;X({_9Iv_5}mIg_w`7Lf$Q~sPk%jf~AfOcFVn#EyT@z
z)1X-Ow7?f1Es9OG!b5vhcprCVczy{~Edi$X<IzTaf#E$y=YPe;@YZ2d$eSvtj4Ze7
z(igQCFAdw<D!uwWC2m01H7dNPC8Hlc40vMXSZLS58PxwD4JB;7uCCXmL;K>nbpBkp
zokxula}ozNM7u?Vg+S;l)*^>fQyvKt#2e2^4-)6(4;^Lq-@bZzL+}vGAOftxVGo3z
zIDF=Bv}YiFvM%kRT=AWD+X^>&cJ<%=uf__To9QoJHZO#a%1ilH*u9fnrlZ{3ulB^C
z*?;)*MZ3dx+6nk&c41?_anHFar67nP2DZiuGU|J8hYgh7+_d(b8Dx1nf?!rPnoy0q
zucTOmMB`d`Smk0vf{bn#+EYp+H%{?|cg3^*+bl-9oxU)qx$AZKm;h1zvAxa(j|YuJ
z#TSgh{5J#vcfC%5Zm{s_tQS|y(%Wdy#sCuB+V_$luK#oiatVEW-1T5T2ylWF4(IVF
z7TcMK_79kfY?)DZ94?LK1x^J0L*KN!3VU=C$nm6IEt{T_7jIk%(d~|!#FT8@JkB`E
z=*`UCd@7jE;(a*-4nlXcalIBw*w5L6FPJ3=`%<ZXxKco)2czeHv95MSm>+hV^TpF}
z*%4sf-1?U-9f?(~gsx7-miO?aPPS8$8FU>!RV`8Y#nBnWAfQ$OIf0a(t?jFXZXkHC
zE^z)_Y}0S|-@j|4&?KYCU82H#lxi}B7@C3TcItwENu8yZ;hEF7DnOWfpuX=9L?`fj
zo0;J^)(3d;0!tfmijSf4kA1Vjh>>6ENhC-ABaPF#S<QJl@amM4h?z9Rl4;!t@$7sj
zO6I_l7HvdiBzT#+s}!(KuXi}S^K}piT2JquVJ}ZZ+;Up+-K_$uurmL-jZH`15|J9i
zx*t<%r?>eVw)38iz@UqLxB2Ky4*2=hO5`DXlD*d-g>@g1dGpt4MlJ*rZB9LsE*&*a
z1NX(52%%Rb&aYeQY`OWWW<&A8LUdUVm-@(au89?;b<sA;X2N07b#HLd^yYoNUi)lv
z?eHKR@LDKv{kH<ZooC5%JwYJ$TG$LbTG4ROW_`e@o7^5Xj)8~31}26^)f)}5K}KCX
z2?*DZ#2SeB?Yxu!E@__6HoB2Fy7rV<g{q^PY(}Idfl%`BpX0Q*Jx1Mol~vJgD<(%=
z2mU!%DU-d>@{H95Wa1c#r89TgL+H1l+U$P?lV;&xYOgx!<bLTdnEi_mdMK~CHV4!n
z;1xw+9OOW|06plUx7XuCAoP+>?m2kaL@u!wbXA~PRRr%?2!Ad{^ljL2Nu<Ki?r}Pv
zJOz9=K-hD69Y@Nmo45A{EiBoIqyueWZ(@oyiZ^;!e^5kldb+R#^zuXnJzWELUG)|+
z`m18!(cv_+YOrOdolFaO2|~4YcXuhrw4|QFMZerXQdj~=OGu&_FaX5s^!3}vTeMcr
zEy}t@TPbyB@wd|GvMMqyZ836NoJcXdkwUXr1Ngo7iyojJK$-9L-_NjGMH3=PRaNn1
zEL^~wRUTqt))_X@kJUc<4UEQjIt?0u{J`Bo2iUHrjf<`!9HETS`74f*h8-qDFefcm
z@*wbW^Qa+ogtw<2U^-)Qz5cZSrKhK3FIKit%h>y!tZg<2_*UNj+UP7Z#15+_y2lux
z8t5<38cW)i^$B(H+>a+;Q;Od`{OJ^Ul||USg~+~Kd_{p}hbJ3GU#UkgKLtN^?TxQ8
z&3fy*9g7@6%+`6@0Nw0%8LW~a`iNebc)e<^BKqE~XhUMhp|v9G;Tgh^d*L)T+)8t_
zT4_Uoj0ijt8He@d;|8+GT|c^0_h4tKp&d|howG%oC8pL&pf@4eg`BA9vf=+aUv7W0
znAU_813Hi0OUV9^QEuS<QG~~Y)F-1%h<+;r@Uc=Sf3D)gX<FM_QZRQ9jtH_Jv+aV0
zhDmwsy`v^|=rG}Nk%X`VH!?Dqtf9Uht%)z|b5fMBezSybi_!K2L(3oK!1UxRC>?GT
z_{<=%fa_x63o!|Wk41%kN5_WE$jv>*>822Bjv*Gjxv4u+N-ZS;Y21JBTb)2IM>$@b
zu>C=yW8$!L%+Z^U4%y<$rPydK_jb{jc0vj3RuPQvp`G4O_n<&mTh}Ey@|mh05FNE=
zzNS;(^%TaPN>`O?#dGU{#xo4a&LAGS4q(N|>lb6i-anXq0!#J2q|Z}8c2Zdgy7M50
zRVS?`(Cg2*7Z|wC7;&Wu^n<l)$2ajEPLumkr`3kND$vU_RO$O5-tMlPS9>if9Nl`7
zkUqJEBSC6aNcl2)2#)qv+kU1UMg8;Al7Cf;-_m3bAFHIn^==`1>*i6Pd?)&ip)+X5
zq6!45c!8~dVeh{F+u@<2O&0sgWRAcGs;I2i?VUVBSmsr2Uan2o2G~PUT*R{eAflL4
zJ*<8%y4)La*i@KONg-#kd{GIun%4Vh5=4LhcM^1c$;4NUeJVz6^F<;(Q<5yzS*Nm{
z>%iI;Q@}?%UmGw;agZ$Kd2G}L-Sl*wkdq@9%sc+qPpEQfg25HXQ`P##E8G3A3}FvA
z0Q?~G`!`>t3BYR=4W13WPX_0D|BZ4I^E*zMv*#n1f;(x^<!H7e$&ABvUlo=(+>WE}
z@!jptVvly6lj`*zCrmT)*-MRxGvZ3qo4;~xPgGqslKA2F(_<aA$hv=HcBj+8Wteb6
z1@GzRe4~>=e}_yjD<f%-vWO$Z5xdZ*ox=U`ypHl=d9<e=h=~PnfV&~`yXU9wm+J>Y
z;g_&FVp8(X1*jkNKf8H-^-kO7jz2@6gbYS4kOv|O8Om(gYaY&KPgl8brksKv)&_=T
zjf0C;x@g9H3>nUbt5)GB=#X(o?L`&D-X1;QFZEJ5EUaI(I&C~U_RjOyFWN?CTUa9l
z#iRlRijBm258KVV_;<B=Q|o1b2<+y1^ZM&j_l8XxaojAj8(w0Kk~iOWiG6w*WQ?_|
zv5c9OM}@yFi0J_lRDyK76@Z$EtJQw(7P2va69fYadT+8!8bWutsMno769-ogNiBA+
z-oyUlti%V3bxXwIi13e!=d)}txAk5dfmaW$j;q&Rp~Ebz(@3ZRlp(q4p$dcUHJS;;
z563IB{;O5&T^C|{XHz?guNB)5T;QekzFb2Rd@l6_XCL6{%-!nNqK<D!rluD1<1I(1
zO#j@{l&zeTx0@~fV>zxlmms=i@PBy#8DXFkm3v#jMZ&2y-sSBg_lHE@8}<eU9Qgq{
z9Ftz_+5J*RMMc_Mli!Tjb4_G#8%P#w4LX&dT2Em9+vq`8$4j};WUWa)IA9$dQiO+!
zN6ZgWk%tv5tLNk4AjmF<xl7H8Zm_%B5n>=43XK>!ve?L*oUDP~3@aCZd7|*LVHJQ1
z$zoK068c`z+Q4H`1D&n#hDqru<=`wgTW}5<pmhDq!$8a0aO|MldGFF<>FKf3$N(XN
zLt;X^O4E-zaI|&7uK57YES2%PAnrME&e*I}6QP$-QG;cXUHIzMjZN?%+s*!q2(T`a
zr*Z|@gEBPqc5rwUbd`&x{}Q41a)(QG%Kn(&X=)oTO2;a$&MH=rIC#K?H^AX5Pjn|I
zK>o6j%98MWzi-D|XY^FOh+fI&B+LLzQnWFjoJe{xz6<${62Va`Vf18P<l^X7dJELH
zkn%og%!lM!(AmTY$szcFZ?VH;yrCp-M-gZkHzp1jpxN2B@X=muLVKPvdjla?n>wuc
z&slFe5uP%tHR~odf8=;7#VLNxQh15fY<&7_SoSoNx8b>{1A035N*jQGP4NYngef@6
zB{Zq!qf4|XA>s|@#nuPV8m9oe@&7CzBvZb4c2~@mi_Bm>CWE1WzaiiFk`14h(#528
z1zFoa200WV#E28Wa#1+HhSBJ5c0;>(^}RtYIh}??h}~Arg(%Zg7~W*!WP}#(>~!ww
z^)p;5aCH|yE~<<kcRIkex;KS>GlD5(m(9MCN`|8a@{2Z_#Z_PMR6tmm?dAI{z}5oE
zw7yEuZdjpZ(XA{9oc&!k4W-0R0K-GzjB)3&L(<GFPpAD?(ADD=0{{Z%3w;ebA0p(Q
zPiTz1ABz<I8s(0V^#{NwO_>er#V9?tJbKD@pH=8?x;)FgY`aw+Ix{kkppGk-iwEc$
zh!K2f?K`wHtm&V)VrCRwqd57{3dN(nB~PSqQ=~RJO$I@;@=86;YYutXQQwfu-Sy5e
zr}DXrR?gl3MEMQhC0o3>pYH4#iM%|<d_2-6yL<(*NbgX-KpdcZITr}SuG@uTY*3)#
zwo8EPT=RkAKkM9|f&FZfLEvP|BA*$ccwH+iBdxo;ZSC#;_Ag@KL$qpzzLW+fDP^5<
z&n36>j#Qu_qcq=JD(W<F*Vzn%!)h1g<IT|#p_ktVez~g*a*&tU9#58nde;VtB1;cf
zk2M5YDQG~gmfy*=5WujYzX6mKOdWmC6^okT!IIgJB$R%2Cx1Ld4_kF}2tH%LwT5Oi
zFccccY$$@~nvd>Jc%3$%E!BI<jQq};Bh0B(>(goYToQ#h?PYOdh@uL;i#4libb-tu
zno~n1fUa=14!f?=<LS1s^xgL{!TV^cf+4DO=bpu<`{&G~G-}u1!`>YtMe#6H_Dr&Y
z0jI6aiVYAm`HEd2!-Nl$qY<_GJU!RoXi2cpLU2~r27MK`t+LeOf_>q=11kQa%UaHD
zCNM>OT%*?-v{l=A?#qq4a92<mh^VvSdr~u*<f7GCo2B3A)6Z8lC_c#W(MaHVL@L{R
zhb8b~4V24z8~g)9>}b>NAcwu(YquM0`#EbC5)j0A$Q0y=5Cq&$F~B#zq?d;0DXIEL
zPmA^SAiclM+Sac$_6R}uiMd;JwzjS03{UW8h3?s&=pUh~l^uS9Q0#EYNS#ocgdgu{
zWQ0&D@2XhDQ;Py0cPWix|M}%vJE0@v422r|`gTN{aT~6=!2BW0s_p&@ncQ*n;o;#E
zYHA%Kq4w_>IemiT<Kt@$TKtD!NXf}haAcik_guXS#y#m#LP!EZ6&x76BQE~X0O$rU
zU8Qk9+z6m{RL!k9b?;iJrOelzyRVKGiOouypg1(CUU%?`im^x%4SS`^?J1?jEY<~X
z?ZmVKD~aL%M=wK2GQET(1U*Xiwr_{~Wqw-2mfD^?4*bm+2~WL>a%Vlmy7fcY)P*f=
zw#MR5;L68VP<zwjalq4Vno-~|%qr*RH_~||XH=&b*if}@Nog67f|<g^j*2y^H0wsj
z2UKZ6F0vcjbh~nB(tWuo6$4Q0(GQVZmegB(!(u(k)tZ%k-zlR;{YXlh4txyDR4baC
zV`Q#T!DN(_y>4qQ4q97nXP**$rmln2-A~sqMoUDVhdt_?xb^s$&@`nAz;Ew5Ig%#N
zG-ISb_4-+R|9hY64<iM?ERVMQ0RF?*t2|=Z)vSn7;sK@6b+nfMZ;313=FBrKFW(IY
zpm(bRH}FRpACVeIqmHq%O44UGpg$msCr7pBC&kkPP@<V7_%0OLI)4v-n*nNfJ8<dr
zJo9DCOj0sxv0p*0J*lA%)x7AA5mqh?sbIuIlf*GDIp&)DNv%<(;~k(=eJsPF)0x5F
z))PCV=SgOjq@6IzhXdjw`zUxCqs$LZ&&Ysr<6dB0?2`UsH`)wfykFW3d^ocUx~;O?
z<l*9e!tH99vuq63jKub}Ha)-Tur_rZ#@P+h?)JTr3h#qGe|gyzIW{(_|Ng24i|#bc
z1~`tc0Y(KUwN_{3y6LVFs2@8Lg;v%(Owm8$@GO1GB_YMBEL1o-k$Ep?>_I*^m3fc<
z7+zpgfbAl|`OSCXW!ZN9Ku+BA3~!+XNef@W<bRAMif}TTBSz`|z${(7xC8~eI`bZF
zq0ZNCg7z+X>{{bX+R-I@vzGV6%+44eAeh^*`2MS0edg5MIOc1L&qgn&9VfL9m+yg2
z0@5kN`dueT=)ASJ=f3M(_bp-IVZxBgTWiyA1MegjIP>$g%uQbI4~yb^to>n?Mm>O>
zVjm2A#nBL_5=$3vgs0x?5mGQYbHYEvPu%S%akaY?asO#2v;Rx-cln2xq%lcn$Vz}9
zJ61zeM3dHatij&<mVz2(fSj1vhYa^Q<|2Dm^3otWl%-NJYJy0@xpaIMf3d<ehch%3
zqgj{y`CvY6;N|I1>X1-lI7`101s0{`&DwST&M7pNMN4KeE9`^Q)oNcc-8Qx`h`<c;
z>ujwxaQzC+$gtjY_=ha0{k)@Uw&UoY6trl|tvI?%*g=kCv57M*{3f-9;}f!>u-8r0
zDCG+@2mASZZ<TmYUsTv|&nuDFBp8S$`G*e>Gae@p49hw#fF74TGgswCGa_G~_4^6G
z^0)W3C+*ehjP~T@qz{*s8d5>mE3<)@Y=A?{*3H$`6%}`OGKn!SLG}u#T!7^cC#pGP
zx#|AB<(@>d?O(j1H5;!jwU;NO3qTdcmM~6MZfYyZmJqyek{YlxdJ*8;Kimza)H|=z
zaCCil*S)8j%`P`m`B<zS!Z@P>_VnXbPy#<gY2vm05Cz{nZXtsL`u87rdbtigDOXNB
z%-ua27bWb(znAWnMjATC#>PH7`@{ZXeNo(|2kuA_@9hPWhE3pbyqnF(mpvT0UwHS#
zj*>ah>;`7r{A_s_j^8Dnu=vN7Q;V;j3|E!XTWvZ+b9jSx08@Eyqlw5H8MX-eJ%*i2
znsR55fS}+b(PyY8gd`IDU>z8DFZ<O}D!DEOJ)4O3pN+IeVx96>w;`5q4%@}^)$K<!
z9bL7g1}Z(t!y~gdbrCy6(+6%r4emz`FDu=COCtGTzqhwfejO)0x6MmVU01nY4`(w)
zg&Y%6Cw8AnT>o-(`{}9^p2Ww0yuaL;8wUH_&*wSF0A#Qq02DTY?s=Q?`6y$_=p`b-
zJJ-*(R+~D+e`I7NUsdy?14{`t-lbypRhL3c8td~E4TZ~NP&RNK#%e>{h$rvdj6J^1
zk?vrTVChw^TGXFOkzh7N7EMnq2>!4n&8$uheYI4;8$BIsefT=?OITmM6{e4=$oH(x
z2llA@F;8)mE)1&u{^8;|{+s`=l@*s8m@_ri=7DQFNAv(`8AI8N$4aG!$nv~b*DFY&
zv&G^50H~WLIO5Yh{m7{wXSyA+7<jo4-2+Sv9X}e?KmJV!e0(1i^t;4aN1KchkVIUx
zcb>p6OL>A<8MAyqP<}35v6cv?{M!BB+s}w{BIcyyg=_D!9cPU?%^u=gLBF3zunK*k
z(%x^{z&+E1_-J7Xv2k(LV|)78Xj+LMaqBTZUnVKjEb8%^kr4c2QW(fzsGvHcRz$hT
z+<O-MBwE(`Y4HIoxiVOF)aFN6Y=RbMQCD2$2$UkToAOJC_vv59Do8Y}r$~8tjTZ!+
zQ7pO<$R=Y&56H`3O%;)w`>XUUuUC`NY`4_)Vn!Hr31$T<u9^Qa14s2XFK2ky10Tqp
z+}&XBWlK0c46r6FXxmibq7Pp_{tII+5%nl{pDdI#%bVWwH9{h)1lLfqW@-_(>Yia?
zVI_3Q-x(v0qfv7g^HVkyGlCdSev&+IWA$R?-7l1xJEuls+>$ZlgX>4h5bJzzs<!JB
z{KN{qkrPri=G{ywgcm-dlsP9~OlPc~$Lub*KV0R#_&d+=AMkmB0-#J>YAH@Je%)?`
zROQi+`jpd~H=c6L*A+)3R)U+?ky3*94lftEL3c>Na`%0{a=Q*)Z8DU{eO|4XbM88y
zC#ROP<=Y|4BJL1FHLZI^vw~-3a`^Y=N1>ukZxu?)#s%<UkGDY2qUu$!@cI>``c|d;
z`KFH2Dz*!2dZ|ve)S`s8;)6jC_^5%{>^JR<AFpGmk--y-O!#HGZjI&yo%gjF1p<p^
zO|l<dnY8{;xPQURkDgY+2O*?IH`E{uhP|$VBHzHW9)FnjL$2RBpUu*Y!3&Y(vs)2I
zx%=Gcy0|2}diP=4`i&ok#?`M;p<C30r>D+MNB}?y1w;yT^k85H?&H$SjnNaVD2<Ky
z#by?)=+W_U^SH%Cw~55wE1#~C#iLUZ?<%#E-imFxC17dv686{aKVZ{mM*7xxfcv}x
zZz`|-vUAhPzOXu58o)=z3x&rBL)CJkQRseig(b`jLpA-m9{Dm!h~}E3{BuCwu?1gL
zK34KOn%d`2$>Kck@S3Zy{U8}6Dh)ICym=V{jkS@Q-^=3TWBnICz?3{XpOOC{KTbK8
zY1z^ojqs`9Fn4KIZA0Tj9NF7$mW$$juJk~+Ey#G}4kq>3Cg|4M+SVxZ5FiIrvRB0a
zG;DKNi`SwG7Nl6T6&Bkg9Tis=Yd{|)lHF6yaC6;naXzrUZl&<}mt+KkH7^-<qApS~
z{X;vzz{2Vc^fte%cbQ_uO;Igb#rk3mpNnp;bfQv=2KpT{(H{PmL4K;xKJ{WcdaD|#
za*C)f&H9(7@NRno{iL8<vph{PtZV;}mFd70hA&mi?~16Xx`h>V_v7=&s&d<vM0k9s
zKWK$_3<-h%Y+kO{NS(Ug0UM=pwbdHKB$1Z%ujaS18`(Pe56+(hs@4Q>xwnY!RplC(
z@o36%5mllX%@ti(zvZ3LFws?oeD`C~ViWRkx4(9h`u0sRhWH9&94)W*6FU0o$KPW9
zn`uE+(Vw!Ej4drm0v|d-qE##E6{6BzJ9mTP_<TqIQnu2~65tm36Rm!g4i)=4{Wrc8
zBA)_n4CuF!eZORB%QoJv&fNd!;y3LE&=BamzHUOv4*}GTKDVcfP&K8_tsHP56e;`9
z@>gc`7z{vA(Z<-StP-9D%KR#?Y{;qAqbjy_=ZZo6gtK(wN2yDES~9NM`R_ZjbxZuE
zx*uzWwnKL*Tdn5~qom~}HLj^O+L=oFtJU)Yf(z{X;|lBhd}$5mSPe^`zEeZ-C({OZ
zDWH7X?Y1SWR#<b>Pbbr!`E?nzfm^3N@+mD*-UNA3f3rfqGkAf+$=6ySx;2~EUF%*1
zbwoj+hfS}!ZY;?&D?rvDe_blR-+zAs_?$0hjl62K3VC_;rtA4k<={c=jBL0Syanos
zfKYud!;std7)hhaF1~$)>WZsTs*ZuLRa~KQf*?baIGXfN+8m!n)ZKa_jG$5uS&5NE
zq*}Kfe#U=wo)$t7jo4^4GL?NpEe<;QnZL-)Ei=|N{uR3+o6j1b^>*?g=DV;_`I4=I
zdM~I}GyG-u2PM!11|p~S)VtT!@qT?8T2EAh2ko=#M4zBD<p&1?9AxN{^)Gz%)R7gs
zH3KwCK5w&Q={IdXq;E&?o9No3m=;f{Q02rOMy~D0{ALQ$Nn*cQl6^jcAL0{SlGNxV
z`NgJ(Bt;qUIooxjLb@#>Y*geN!qMW5!B@OJ74jfWU+F^txqAM?M!m?dNcJx@c)Vme
zYUiaqmv0P=Sjv*j2%r2zwjEx4@p$3S;aFK(ZFP0f5RD@Em2QyzdNm{P>mLH{S5r4Z
zP%m(9cJ^w!Nrz^TMW@=AU*anU&9;bSUh9y<6SAazE8~nxwUAN?6Q(}~p%S>k%e1*Q
zv{wD;z8*Wl`Tgk?%jV(imtnZsx8+iD7R=V<?FKw@TZx%%sap$hOJW6<MI~GlT8RvB
z)BPd(I<apP)LF(1=bHs;Yfo4ikR<{rA)Gtjj>z%)jh16B<9ENvAM{QB4($96RbT)B
zyHfslgD;+-qXglbWXQ1Di+b%(cB!lLYrtg`&2CiBy7KL(r}~rg1M-qO1JXRRt5V2P
z@%=<TV}W~yE*h^LZKaY8HSL1Tg#5%NP=OcHjHfZmYStkVPhMCwtDh{OB0qK9Gw+T6
ztke+IW#&M?*WlEWHIzqk&DA0{`0P1@BgJYo2!I280Dg7wE8ZT8aF7=ixZ9Z5eTm#j
z+B#&XN#0JRvAMgEeG+*YiFuQ_6bZ@3Je5KE?<_3sZIo>g^R7)L))Kw38%p7HuWiPs
zPYg1>0wFq%=KCvRPa&o*?ff!jh{U|VqkL!n^HH4oFTAP0n5DvjIrX^6XDZj@>1N4k
zIJNT?z(;Uey)du?w{@@Q7&Ma%)L2Yua!R!D8Ttmn667<%-M<{(N{8f_%5=%n#kkXJ
zNQ*-c@GUI`%c^ANlFA5a?czm<<PlN%SyVMdRq5Zv+KN$}TALfD#H#YN_pV4qM*7a|
zx&1l2<yq2ePOCKxIIXk)o*Fi64^%iNE+X~k`&n)=;ZjO$1n8qNg~T#+mBDy9tVma;
zP^4Ogg>dip@3{#*QlQFS?M?>2zROtVd@!&4$z~EosU^u$Ch<l4B%|QP>vz4F>ojLC
zFTpgK=0VPSjMw?Pk5H}S;PWssA4Sye=ck_VT|&N|SMn{&YkXQ)%KkZ-qdvBmd#Y?D
z-^F{xO?9b<sPpdM(TtIhZD8ctw8{L>;%Cp`WWfWf>y<KDRBa>~QIaOap>jRR?n0YH
z)P@}a#AvI+T(y+XbHu6@sJaqDG57xsfc04k@<cT13}Q!@jcg?Coc#&#AecKfeCNY1
zrG`N1umEUK^)9(L3GgNKx8Yo0g|Lxb@Z+^+>Yry_{P8G=p5aI15KemDRorKwa|;ax
zf)<x<@;P_}0>ck{ln6Oh7Gw$NEem{x?dGsWe<xDy+Jo2HInqq0Gkr36c(Viz#q)LY
zSf>9WUCASzSG!p}&sxDUbBd``1>jHAx<-ub{o6;tSwaoT<Mf>J*N|y;Xyg@dD=6?m
z%6S@3kgvMmrNr<Y6&eDdN?v7pyM3J?q|+?ed8|)-y=U&3lrb1fd3mr0>)P9@FHrg0
zYXOD3<e^v;&qd3uU1F%tY?g-fR0!`^86cR3x{6&JZK;UQp44ODLeCt=yvYA`oVXcf
zKcIm0TSaLJ<AK(ee6AkuM-5t8cd9gk{!71*TP!#7C)PzywF1on3^w8T!gNjMJvZ{d
z_Y)l+C$@fe1#N_p<BOTW9s^xnDs>_V_Y6KePSju8JKx+o;M$nDd<Co<ro!2958t|!
zeu$&neHHr6;QWZbuH-#@T#?<#MPwzBs!Yoqq!nT<a*EJcO%lRwBOY5Ks(E}-ajYOe
z4L!I+V7Fv(5p6kyPT%><Ozb!2`xxz`yX7Fz$uG+z|0>Who^GNPgw~Hzuux}HGD33T
z8b6ZkKzWjUL^z%OA<y^-YkGi&X8peh5p<<&{ql~2?0gskd#FF#q@qXXeOLV+v^R_V
zpThdA+u$@WsB6kCyX?z?0bR85h5C8OuL!qF{ay6wfkfS34{a4lC5vooH@vr*zQ+2!
zg<F!DVn5q!Pd|D07WgFkFP?vviAu)#J2GU?tOc3EnHCfe>XVp9f(S(lhU<}2_$nyh
z_F`hidpEWb-pdg7C07oA06d!nSKAorHMIL{`~6$O=}%Mv9N2;Dv(xo~@1|~%gXEoh
zm9QLJIb3m*clpPd<0Ci8)e{q$X4C1KdKATp&8tK$XbLlGiH3bhrf9h=74RTbQ4FFQ
zBN3gHnQ-Icwl`UKPSeF=&mtM0#}+DtU+Oqx8X3b)3%suvZb$0x`YpYUwYe^yJB<O<
z(4b~*!}5DYzr;LB`8L9zPF_m%<328c>v0dg)(>x!L#iUu%z#NYg*Iib_o#z4X=dpI
z<AaWoGJvl%U0tf`s*W`uZnimVjWBx`+i!=hX~%Wng7757sn1gPBeA&fSA|p#IVx(5
zI}Ld@oi6guUrCmJIg^+EO1&6yidPd`DA(;J>}vZ@h_^LX<}c`Y@%h7}M3>%-XSP0n
zJhx1}yo_}1Pv)g*oPFvI)=x9sZ?`l5CKk%#n_c0wFl~=PC&$duEqW4Q@=9!NG7{8J
zfmTrx`wX<~k3EG^p}#R$Nyvo`CRjxD-k_tSqXON5<@dQQX|q^#!*(3$@l6D`aA9ID
zIx{zl*r{0(SnCpdG8X9{wC1J1mz5Cg`OZMK>zUUw*@^SxL0Y)t`>0r%O>q_ci}@Ur
z>(wH2$op5oS`$>TUb!i$i?7P~%HP?z3>^<{>T&Y{H@Dr~)^CqB`p6IAT+WY;fkJn@
zx31|A;LB9w`6yOQ96;tJ3Z<gI`u%<q_Sj|hwKs^j6BIIV)~clG#(#@)+{RM8l6Lf!
z`TOVD#lFN(WewCn?RCGlV`#%S($bsDvdBuKYE^E8KHsA*ey4rRp!1a8NyKL~&z=nc
zN#*z?YCrHQ{JhO?Sj3qeD(1An6Pkz9W{%MLnTJ=f@~LtY``fqhFb{L1D6e-@P7XQ<
zjZZy5WX1!C)u!0JV_gJ80+boKEfG%y1hN~<s^h5A(Ip(Q7Tu<~Dsehjtn>8NIBTRd
z6}RjkeApic0`g9hR2>8wnwYB0gOBNHTc<Ju+PjDh)^xBI%^8U=b@73Us2YY;Jeu~h
z6Y9R`kuKbSG`?sqz6aw}>qeiR4)LFa?W6!iA+cApo2Y)+?#B#hS^xTCZo{*I8nLY?
zwIdQ85p(rdRhN<%0@da<D<4GZsWus!e2KbDYtRBH%l=b7*}KJYad1HgJ}H&OVT|Jp
zv*u>&JEg+98*U4%IV})>N{+-|-I>OjC98A#qcp;Qa;ZY!1+Mw#n4Kvnr3?{mL}Sy$
zd++g&Ox+}T*78|^wi|Fhkv^cP3l7B+>tLUb?k}@dc@tKz;+xl-42Dx9a<WM)e<S@N
zTOf1zX;44(MAOIK@#Wk&7o07sO}wK42J)A^t?HCQTA}-wfZwOQ((}$KH4XhL(V;Q}
z^G`!rIm%zdjpwf}LcLSsrSjE#Ik?f2<U{k8u14y5?rkBw+z5W7-HD~4IiD_86ga#(
z(t(tK036|TbS(?RSqod99#DIWk#gH{Wfj>By7*WbzKwIL@Fbs_ln)grzn!OLHM^+~
zh$ij>F%ta%k+<zLH=H3<B$@d3vL`4<-pRC@eRZXa^3m{8=mhlbu}go+!+Jpn6@aV*
z-K#0o0^=9`UV^uNNY^PR#0YEXsa;4EM7c;;ytdeFgzC>{gCP(IB;=&Q;&AEXRje6r
zlr@hN?vWgo+NMoix)FpVwaV3Y`h$gsY#~Aiu1W{i!LgZ(wEbAABNzC=^hhrGjD>YE
zaO6eM*p>$reC*DUxe#V4-Q{y}Ib71VJq?7WbO41ttltJqa{}Z<n~Wvyrxlj1V6%5*
z#Q+w-5ie<&A1j(kv_x3XY!Co`*7CC4qkh`>mXeC96b=WEMC9H@U!Y9umMdy^v7W9_
zKJHg2zi+c)C7ImVa`I*2aVRUj{(WPkqCIY@W%P*eEDHbuf0fDkKOG(jA>2Q8S(zJx
z-l7v(Q<s!qqFJ+f1oNSOB8eVvFd~UB=C<1*Tog7CPMrLLe3U7ULH~y7uNG~E09;fX
z-Py_6nkxZ_fhATz>4ZmItml}7Yl*`-?wDJyxBbJRaBm$a`{aa18(vQIca=yQi})G1
z<{>*1IN-4DM^J&du20G={=>TW>P5i9gbw7A;tN*KRdyTBntaxpP*Hg=-a5u*i;tu*
z4KJHkD%(K$qhDjiW85l(gV94Gx9M7K->8-=LUkYuzbkc5DR~9+KGiGFhCi-Pc4kJ$
z6I9)x@o<Z*X|uEV_Tzk<#ESH1;mOtiFxf-?@1OVipvp7zr%plG=~wJK3VV{dfZst`
zw5M8BVAV`BpCuE_Ii9Uhd(P6u>TWNkxhXf3i^d`Os_A|v;?hz*vA^NamH(hC1B3y@
z3d!nfAV`<+;lKQ@AfqQCo4lPpRM_o<5Al|gLZ#s+n|y#}EZ43D4@BkHY-pOOJp1P)
zm*@90vv!}c<cPuf@1dfqqF?xboALs=*g#9ml|tB@N+lI8#3|L8d#bPr=-cF_m5q6V
zTT8!YuG!2iWU}E3+@&>_E8SZ;*^sJz8p9D&8+gJLgiHwZ7{v-6IM%Okcv#~P_<(!*
zEoRK40fPH^1B&#R#<zDv$zQ2%94zIej&FTd-juXQderg+KY=}h(P_N7iE&q3QJJNG
zk+JjNRyS6h$OrWL_hD{0Wh%x?YEwci$9cz>7LR$jQyW7Q6%c4_=oyY92qR4115yG|
z=$_)}%r{80-zyy^eC<Ia;FB%Ewev8g91knG=XqBwOXKTtjAc#f5bi%N_~dqgoOF|~
zfQIuS(^zfIb)V!OHGPl@R{E@c6A#TunCBvar$6GyZO+22v4QbsdF$ZrO>+qwskBdM
zPx+ZFy^`aBtg_4%S|}vmOE3YQMHcP_{-mX)r8gVzU&-T0)fC%OE*whQ-z)!krJJCW
z;K_M63}%qI6Zu#wlGQZQcGoN+YZMo$agE62eONpFYG^TXBu@YcM7ey|lkvK4Hk14t
zDFD-cZL}n`q5ZwJ=eW?_Qm&pAbPeL6ASXZL{xauj+$7h|f)L(Do1(rAhk<)&zp(<X
zfO!k2S>cxd6rz|-tcRQ(8?(%~qv4J>DWyN8+f);fF8?-CETgSe810yZ&)5UyD0G!#
zHa+U|$VCo!AqsSFvb~CBK;bThv43R=LFfC7J}=_1^+dsdRi#;j=Ggnxlk?R^?^sZ#
zOCWU=Ti!^zaja6q@<6CC;h>ENVhLYx`<un=32iwsTP4kX^Sz~icj(|cj`4`m7eYw%
z)2{lS-Cu>GE{*frHhAv3d{?e*LI#y786ro-|2v_6z|J1`5wbk;Xj`qf;qNjhq3IE^
z{|G>?lLqfXELA6xl*y9uBCr+EOl92f5>$1lRhUgF<f7fkq)P5=-#1gq*0W)Vx2tE{
zp?pf&5yz0UjQW%{QVePgOdU66qsg<Hw;^#*@aB24?t2>#Hroh`q+ME9Y6u-o#I9Fq
zq;Jr{yK`o&72Q)HhXqKoNa#q@ST>J4dKr<>0v%)T*N;xx5V*-oVZR-VfV!LaeAsvI
zXF~b7;F5jf%a+AcTzRKR>`>v^_DzKrbxac8(*POXe>R<&l1W+zyT+CW`^P~=mnN!X
zNVzIyHKbY$7sY~yoN5XKGQph6+3R(2tR`8zaGqbsi>OlYS0Gb|y+U)ulrvbo^ds?A
z1KB6@)Q+gbU)l2dK2bXdb4Rz1!q9a$v;XgdY3U<226Vzd$U&k%m#{!x^gf}cFHiCm
zrd>>Off0{tgID%1foIKPe=FK4x4y$8yMvuEZ5Cp0zKXrLK31~oA*7W2lgeb)gDxq|
zB$nn4yOA;zcRiJ%lja3pu)HD%MOsR`wAXj<#!}Ow>gh5;jdsf)r+&%fd(%ihIF1YU
z9R?zh(tV4<fS!rdn)r|H+J{~)PwMiYFSr#2SI=&nfz$lq^*B4FPtJCVJav{n%=K(-
z1}yJ41qjY${B|1sv29Yfag3P7xGglw;;jmkZLS*AEZ2^w5eu=X*AB=2Cf(9b_Hz<H
z5vNB5W5EOWQh~~cMI#!QGs3eLuULLub__3#gx2`1_pEMZz0N)AcIDOyN6yGitcyBM
zCim}xQGDvpJsU;#xnh>-@g2X)Tbbhngv6$Ir|zpu0Lwk>wLRT!!X^SPI0WHigCze^
z2VtC#4s9=+B{)3Zdj;J&6dc+^1yxf=EO5p`$respQlp3ivVuWB9Q0ZTx}lpfXmzNA
zW<|~uObMZo61hI`2d1KX4}JCzo3uT$uGO46Wi`lLmj8U@r*u};Z;Al(VBLFi@6;7s
z`9_454tBZC(4%w~dKv9=c9A78@nm|2TFHs3g{PJqVyZ1&r4}T8TyT@);^g_?HTzcZ
zw%Z>t=5kuE5TtWjm+Kr6AmgF{f%n;B>q$S9c8vL9>v5fIZJp1#I*x-EskKui{iNW*
zXW0+21~>#y?N=X;!#b%bLBqR;d;_8U{E5L5KA)M;FE?5o80=RXP)h+#@mnKmjVAh%
z!;jyD17>*_-b9s{;zUxa$PMizj2CcwnNN}6{-O2OIMuAi+YHGr8`(sAM<@T`Wbby`
z6<R9!tklLKbQ!$n%+EuYHS~r$-7ynBq2Ay*vL?NalUd&*IZA6xu!i%CiLM5q7W||F
z4oJP$Bj63tCzqJXBIkYiHekc_mws;}<%`Ku?HPwqBdLZXg2MEN$hFEvh)Kt0^6AyJ
zl^_BItXxVI`x~dP4w69zHA!{d!pPSxwO-UrjAX8Dw`30^u<!28V(G!>gI^_cW1O68
z>Z7V~YRnw+Wteorn@#E8aOvXM$u=%1<o8&Q-{9kHc*mO74|y&fALRJ#=LM1g>4mm>
zr}_6X@?EE!0V9;>8xAO>XJgkBoEd7+>D7;iTgSmN%8FN@j{O#xcNU^GL=xo<{Z<vX
zb}FXU$gVIYQMNK>zb5)AGwSOvFcO;Dl;*JiuOO|nrPeUaCfP5@7Sq$mKkGfYxpV^m
zV%J_8kT%<8vZR}m>#n<Q6bF|RQm1MEJCnuzMJ(lS+oTSo1K_)~K!`S}C#=?Moq?;<
zsZ?0hMz?TioD22s#@tXu9vG9_TMJ{vq{0X|gpnr+AWUO^C4V6-BLB~Y>F}+tOos~I
zWD~jRR0ByxJKx#^LDNpCynh2`!(Vz+0qmzK&V9?>-Dzf!x=bT&ns#QkMN><ZF2OX_
zPal4{<>O4a2Afg+x&(-?;4BX6FlR%jI;(i=#<STQ@~mDvlO({-haTheJyiU>`*`zl
zgR8ZA<G0PATUlA@%&lLy*#K4I5cNF)YS_tc<lGRebnA+(SQ+8h#%X7vAKZ5F;i;2a
z-+!>~71^v#^2=}`%=qLP@O>2J*E_Pbu-6qU0_!$9CC6@ElabvkOtG#gmTQ+jwaV97
zaT;Zm2pi_|5X-05w!=G^{s)$XU})_#OLhHM4tl?+hx7lxv`@%@ck=E*#E@$~U9f%W
z-Ak9Snx7*cBFkGG#0|E4JC!4}hIjrlU1y4<s~as-D>s8g;Sp(l$21ASQbPCc+U>4%
zxb7(R${n;nhkjl%^B&0k`hm!Xt4fFPye{v4MFoMMrAV7r?dY3V6u+dLPpy!^!Nk$0
z+nlT}{K+-Hj~VWt`Zu+i)19)<{Ibv7+D(v)YuL*vi*-k~%J(DdXM5*VpeMo$@^^Eb
zFI5<oKTj8Ax_;_C_3TIhY&Ld(FtTDK109LRA}v*J>vxOTTQ|ZT>lhZRx3cFX&7_;E
zfM}%{0x6lyS0zu@sJ?8cR!)+oovx?AxGbiYY*xoZYJ@L~jmoed=l_zB#xS}|T$nmy
zWj68)+|KqfwW6^)Dy@NWyqjBAD|_}DQ4=BgWDGMnJ1fOj2XFe&U0@sh-^=+3M<g3L
zaozJ4Fn#iX`G48R#Kie#QLC=)>2{6s2kj+cjpm8WhNay{GZ#f{l~6QZ6o2CJb@5@A
zv6i)~Jrv1n$98zTB?<&7N-sfHy?XeGu;kBDRjTpd>GuV3ofK7zs5X1t3uBr1nc|aR
z{>l(rFBg#23Os2gN_b^XwuAN8&qvHgj<N%Sc8c+0Z={QIpb~8>ONFeZ`Bt+oivqG+
zP~K+>$Iji`HzJ+g`sDYDOnEPJtGkLFN9%60XMp5qf&o;+5kih_+u@LRq&#FR_B<~b
zqeg|QUzp<yL#Rrz$2H5>`=nAhne{2t%D)$^9R-(TsW567&n53UPt`N@)iY#c>=oc>
zbWcdRo;R5{Gh?A@CAzVtrMzX`>L6xU`X$|{qK?23on}d$rD~CdWG1r{hLK^bN{>38
zIf7J=xhfmbWsNnPorsmlHit9i_P(x-4SD)7UL2T4=!XVfi<eJNeHG4&P;Fme`X#%h
z6%qdIWp4jZ%gK8%jMQY)$=0O)H;_$teh<g-Znoj#pI4k&UdfAG=PfvTQW8r9N)|t%
zs5OAS5+kT(x^g_xqnfJx+XAr#YPIz0cTk=qrG$M?$GAt^N{&&m%f6elGIJyL6=KHc
z#yS%W{iEKF#!cp@{m^g7=JB3;1=+&voJ$gG|Ku;+d#<IDO7A=;EoAljSf7<UZ=GuD
zUvWn(O}A#H80Kgd=3Fd*eiZ8M0WEpc`%)JOlWV)rv~%7OEue~O#RxME)~H(C0F1Y3
zC8|eX?6hjT@9T`NG9UT|b~t_j>30wluwbzmc-<@})HajM9<>Mrt)9Eb@3E4^(0qH$
zkDxc*o{UTUy!J;trGaW27_#uo!4wBskZY`gM@Q2(eJ`03$V6`2QgRI$HAfKeqLWT@
zzFPS8@L3}yh|iII4P};Dlv3G4<7$j~dy2~|6TbNQmp<iz&EVVaZw~z)$BH8*Rb#v}
zr^uY_OA>NbKWTnNIsR86RxRQ&)`Tuk%0%QL_aHyDuSSUaU!S-}ovSywOjqlsC(GlZ
zlt>8qn%7ti8-5Jm_Lyji>TsSoX7sR_I-ACMKSYgo%cxqX{=U-9=%!Kz@QTX6j@|w4
zzrQ)@-dJlPZ?#!#v1&{g>fCS?#$7zZoiU{z`wx82DJfmPs@aJk^qB?yy<6EDewW7N
zUKi*fCM>Up|G4}_@ypSIL)hG$8d}%{EX*HLKUN82#69AZz|Z=c;t)y87OBS*;-xN*
zxHMT&vdi31xFSXpzTBqTPCSr0X;1o9Es8nC*Zi?7L|p*^!OZcT#<*UAtjy9%Wk$RV
z`G#BdkL-V4Jd^$3nN_MXqQT-af6kDyf*yBSP@by^i*$NOLgAS3qZ_!53zQQ-;;`%`
zdrwd9xgw8_xK>=(Y#(1JjU@0Lf4hEZ=^HQ&9xQ#Y!|JUMnCl%E&T?IM-|;@nv@ZG3
zXGT+!hV@euNX2uYqlaLG$*f@IFX1C{NH{uD!I$%ybw%0Uc)|1?H!gPQPV#P>$~G)R
zegF;mR&<R`G}^u-{{nA#x&?eu?RZ)ZTCU2D+sMlp=C5+iSpOPC1+{E(0}5?49f86$
zY35#y=W7E!TBg<XbTxaqtY+@t6Wp+>Nzuvx4V*ZPlB%nu_70kg8?nU+X8p|c;W>i{
z_X|J6728%}@TiL2T;Xup_2Z_SrET-**4xr!iJvHw!9U)zPC+*u6RtZpTw6DU+x05Q
z=8oO-HZVi-0$^@=5C28eBy=4C{HCV%UIO%2xrbFdQhyz2A$Kw;DkwbJlr8!aWF{zy
zzU*>}TwH~GhgUBOS@G>=a~JqXYiyxPKoh&;Y;Jw0^~p+v70-1^1d6KE{=ClH<MNB-
z;nk@-;u0OCM_l<Fm&Q^pmi%D=V=}B=r`#HpR(hPsR0t?8IL3Rx0_RFs-|>7aZl<6l
zol)H3s`Wmx`s69!Qux#l3h$E#-SK3nrUg94-rCYlW4c3Pgo@GL-Mb@7Bobj}%OzI1
z;9eC}SVAXW2S^;Ut1&=62RWnMS<PjhnKcKCc3es$G7&Va=&~^1MDZKFZ#OZ~gqLAr
z`pjvT%q5r2(yJn*Is(rrY2BwzP6+5Rh$#PCq~N}^pzL7vyMr{Pq`Wx(^ivOGJdB8j
zBNnT$>tH|1KQc<}Z8`M?jO@KT<|Ut_GR3Snzg617TupnrJ$sFQ0GO0gw3^A0@?t*k
z+5KoF&MR;6=z1o8;KH4@Z%<l~qKAIKpLMFfu(W{@w0zQRQQUCI82WGWPednO9=m^!
zKHKx@&!YH;K~i8iLWm&f4%oTlQJ7WL)2z+f^EnSHTi|?0JvvTRBmJKJJ{D03ZI~f)
z$wN@4qtdgHsvd4<(J3WbWnGzTzSKrA!ut1Dd9eO`s3Fse#7YBSk$0*ry)Kj7aMpqW
z&%aeCP0fCdry&;O!iHhorOnv=Yb+kWZ7*Q5x4MT-g3!Qy?ht5<`1^P2h;(k)K3g=Z
zh`{x-<Ir2VRFmOyB!B!Vi^!P&LKx7~ZCdfWO1<*Ycdt_8B%XgK-6$6ZjEo`yuk@{4
z*8?%A<LI2O`J3~xd4x#Sc}fw2Dp^9#UlizNN&1%(L$duMKDK-vHU<N`P<k8|*>>mn
zgbpHZH3{<LBH!a3YoE6QqMh7op~kLleU6k@W85VLoA+rV&qGYVr7yBTkCt<{AJ_8g
z%|=^#?YU2s#D+WGKE>uz3G1NYEap<_o2dSRQxh_(++d9Mu2;__BPM^!GsLbFPq`e?
z0w&m|fr)%zYC-5`VLoAYuRBI|?~+SrN-l(PH+@_+IVm<4bFUq>(nM6VkiAa2yMVfb
z|3j<&#{No=UJAj_mebt~hoA5Sa)nP_PtjVUDqWx0Sms;%UYx)}TOX??8X;aa28z8F
z=j!PNQK}1XqU#I(Qiqtzan?)HeS?{@L%8k&qLzsC7PLQwMA7d%jo(Qs<A@e<MWcyU
ze#Rj(HojjER9dsBd3mU9m~8iAL>tS|nSH#?cDr5i%L|y<@Dn=mu}ktkI}zP!J{hD^
zx6PKH@s8WfEOzxL_a>z9{VUVm{q&6zHYODw1UU96bn1}UvvV^1#!sgflDzG|F=-yB
z3rA?iQTHNPe<p4FTqN5ZXk}-87u}3Z?!Ns#0hk>p3wnf*I|KU{w<4ilLnB`-Zfb9b
z-g~tU&(p6#=4l9O<uY2S6_%qJEv5s}M5&2la8W;1P?3#Ue=io**28SSw+ir}YHm+J
z(qQ+)`<nYTk8bQg>K)b$bcu%d5xpB9DM0+Xd%gA(hgMc1FXg1hBEyn|2A?ypQ`9`|
z*C5oif6EGGd<>Wi(QqkgRtxY5ZNDi^AFo9_``H>Gqw=8)L|GJ>86_k?Yf--3nK}A_
z{Xh@-3|!K#kDZ|IYwd(VWR<zxNOM(<xoMlipH89ln!cDLQnKhBp{e5;S@Dv}kxVmc
z(GrRcm6}ByH#|*I{8+WgrS#tlWtR7EGx0u*nU?7k;A-e>WICzxa9Isijc3ki;J+#0
z&UP5JgRa9EVGA~8Isf(af)3v~d5cp?_$|i!c~$QkdIWTGy^L-cdXejTQ4LYfK+EHd
z6-p>I>^zudsWYed^_x{*rYBOX*!A4DR-MQK?~;~2z>RKg{SMuZgtiVLYHi%6N2zD`
zbP{IsjaEj?Oion#l-C?evq$146rg?OqG8Tm#><tWf)>_cSr3J<?x}KWcz;D)9TT&l
zW(FbC5C0e=!X>*d{$PwM-KQ+7Wcn`Ia8Qn+D$%|Uau?o__vq~KKJYp^C4QNG$_=kV
zke}b}uS4tO{p|h5rrIv8FdhT9#&zALgv7`~m8+A6U5{cJ!j-kAqI<1lm%aNn^4(yr
z->F$b$Nk3cZs(TQ8;?(wi{ZIb>5s;A)xyXM-EaYzIF9xx>Gb-{2l#}N9l2@EXj5mC
z?P-J!(w1ureVMuQ@^B|h|CQNAYFUo=?BAQx?M)Cu)>g6D-`8nb2ljD+9Ep%p+MXx9
zVF9-pWr9KIU&lWL<Wa#ZCa>VXf4^ZickobIF)n1a<HH+p8T`<ZRyXnFpnC2U=Rbg|
zi)(puGx83ZyzRWuq6+izFHp`f^!J-Y4d8%(yg@w4_SzLv$~}QOouJ(|DNblj(FFz=
zdIw6qt$qi0trkD=OEj8QE}DU$bOIYQzhVJ#FI7hQ9~!OOk&URC$o~TfLHE8*k*p<P
z6-0w?sv-q=ybu>3@}-K0tOqixdC6SEi|-xrqyMN^yZ`ylQ;ygQ`zXHio$s8mWBc|u
zwCCne?)AE3A`w&;iczF8m3Ji4rM%ppN$cr#dPuxo@B+Wx8Xo=;dMQ6Sx?;_*KKaQ{
zK4gP9T_YD>c;Ufe*!VYm@eCxVfKrqarFcz+C_`>E0n>`t5E`?lW@czi7+x*((q$%y
zN+xDqI#AcSP?wqI8N!*ewUfNUIhV+n0=-myX0BCvfpo!~BNE}Hh|^ET^YdRk<%KWY
z#Ta|Qq&tYWyyY!JTeseQB3d8bHaRizEcC$#9-89G1nqI-18z1|5LTrUib}OIzjFDC
z>kc~TkpK6Z*Zr^0f`h{ngd^SufUB;O!Hpx^|6u2wc*|rGoG_Qx*YpIh_EO+Tz7Pox
zJtWeIh?Pi}D(__r1x*=apkQDN*el}AhAWntne7m!@+wuCKamB)c#Oyxi~`oB1DPq+
z=i}k3oCr9A7Vjs+tUW*Mb?+Gt#CNN__s?%V<CuG4AHgqw`O712yY<%BZQr*21t?k%
z#;;yOHOYuvCI0B-Q>F5by?z(X%Jb;UrJURzS|8G=)f&EPxLF@ZJ$#ez4^5wc{`n8N
z-;l`nf(yQPWHt0Zi+|};5~FqrsZzkP^6l!P6FRb)h|QXq$qJ$kyRvL@&LWo8k@6HD
z$b+zm19{<G2K}?yL~p>vY<;<;(5>H<en%o-`<kvbKdkQP_qtz-67i|iPd|On??Sp3
z?|8>MYVFC%1G*wPdB@J(Z<(E)J{o<~I6vaL;0O|My<Rr~SXCtAdRz;`i31Nf;KxTk
z_Nae(-XH(jMsRRgLU6=;AK0)#dhI84pEA+wy?tjKKW`5UhUY{L+Gz!qEfQ=Bss=AL
z5vRP&lu||vu__;~s?Nt1eI|-@nPOwxnGH<Q1ZD<Wu;dHI+zfU@B4PpPAVal_YgF#1
zryfC>0@W)BPzBX+K(0Xq4d_Fi#nAAD9P-4@k*a^*P{{xFO{X1r4=hn!_doyhxSMag
z<IP*Q-ut4s-(RQdMB(?RQjU}xstLERszp(X5D{;;*CCU#L^I{JtJkdl@G(z%%Ef1&
zefA>~q=TmCrpNq?P$52t#3GrwV<cUwWt^sYUMy97vXBMh&0a%sG3zqZh$tK<&jubO
z+#)mq^F`Byi0H`oO+>7_DCz6Ff<9L?FW=an>-@uMXPmJC9)xN6!Qi8x`OMlIuDa^1
z?c2BgWqW?^APNq{pG&FVN*JgrSU7P~%@`Vu8jOsL%&u5@z_*_K<fn~4^ORHW1_y^F
z07txg!G;@mt)7bcTekP$oqM2CokBD6lnkJQgiGp{#!aPYW$s^NrVO8|g`0vhElcSk
z=@Kb(wGB^=`7kvmXRAQWV4GDbQvYio9yfkoKcyfmy-!MhVjQsTm`(KVqaQeAq<V3n
zBy%)9$5E@v1q`tsjCj3UN2}@Uk82!y`AH|SB~zf_iYu;Ib@v^2{`I}vw!X64?XE&X
z;ABpv^dIXtP2)tpwt2W+>W!PkvRbe0TE1fJpP&BB=Y0CCv(B1^-vhq;?eG2@D$+mm
zeXmNytCYD>vbJIsGiGL;HdL-4WlbS!!p4Ll%*-cIP6dMerd}90RUp{`;w`;rUX$7-
z@+F^ZBE+q6H~P!dU--hG!6Sfk&N=7kn{K-4J$v@-egT^4msQC3O9V`oozPdgz^z78
zJyvQBQELtFI^xJ9ztS8U{af_^M&RJ^D25~60etD2?JMTP>gh9a`oHh(q(@JtRn}*9
z=u02EcsuuT3{23ZOMz0Pa+NXI<VUI^1*r*wF$z~mZU`C&v{Y9g(oM#VpI0)Imub7s
zn4$>kY^*6!jkv&t%9%vfo2Xzb52){HN;yetu%wDesIc%oPnoJ|>k!vfaj<UkJ`8zC
zzCj$1RMHFTK74Xy<&LY*eiTNCQhLslpZw%1s;<Y(&rY5>H8u0n+3A^MkYs(zb?!&8
zN|&L9(uAlJj;*PTYE7g`+D6jYv1<A9uOD{UVgL5-zx~@g;rER1e*4=Wz(36M(MNv-
zo_7t&gz0o6p(<PHzq^JePfNVTM{{jtIY0UPB@&ej33c$1aTo};;>v%)B+tywM7kdL
zHm5SZIFY>%oOaqvf2ZKH-v;Ode$L%@-*xuX<m4%FzqbN~FC)LND%^n=d8^feMr&BT
z#z|H@HoENURjbzgt5>aGI668y>qyw)(FjMp1{+YCPTer~*nZr3=RFa;Yy!g86ofFF
zR3J({9MqW#FcqjgVpXO<Dt~Sa%*IYB5b-Lbpi#7nHVyHTJXX27S`=qd%^C5^auJ1m
z@TFr?O<%2wJZdqApX|w4`F)jIW=a<uv!$nwrJms-D>y(kJOMTI|29}3hP^&43z97(
zp?G(*-ucm+PknUc0+Vm_^2;x;PE1U!MIwFP)WqcaxtZx>qp06NGqU0dDtJMrP+e_G
z=i$<GGABoI)Wu(5`{=T<A3f&KL%;BMANatv@F)SAoolGhPD$hF<v}Gl4QB_V$^fE@
zrbts((iF7-lRjjL)pi`p_|`rtTYEDfF4+3Y1#)HO)_!2rv0cxZCR{4)LBNSi53i|P
z(Kr6LXPo)s@51jF9NhzF?%2Nd&AWH+d1}&+TGd*Jznf4UpK6s53Al;A-v;@kWf)f5
zt5&YOa@DE>KF_PYA02YYvGcA3rNg5Mj(8DYzEf5^vy&%I_vI&c^u^KBUJWJ_59Sk&
z-qJvucBw}=nwb;o>_Y#j-YyXFa&2xl#}dXZt8y%j8Bv%(D^*lTm<mH?VTO1Mg@tmk
zoOp{mh)5M(w<?<1GfLSuN2jP~ZUV7r_$5^kFsX`i`*;FXGCTVzv}6xPz4`9y2Am)E
zJAePq^^gC(rDqV~ZrZe|GBY!?0$;vx`}XbYQN<pI-=`^28B)Um3Q!^+DVdR}A`_A<
z%+Ad!;-%sjNE+K~wc2$@9e%_={N0B?d^tQyalr)_jG(3TZTQDJ6Tik2kURo1i%4PP
z0_=q#U_tdN`frgtwivOj!86mf2~@W8yMj46-&dzLc`C>Yf9tqfsZXLR|2p5c^Zh6N
zp3L)$;k@(C8@}?&E8nvD_B&pKzWf96?_Q&>Pd<Lt3jP;{o@zfx3zDyF4GryHxpMUn
zR;^m`FW^_N+Pryl7p*A*92|bn*zbw=i`P%A?FjawZC&~Ids2Vd9IwD6+LL=|T8_~_
z+sE59GFAEL*Agn&Bn4d`h^xocs9ycP35>Gir}gDom0KWPEtQ!j>O6J^V3E4L*)wLM
znuU&h*3r%Sxo2N11tXN-SF2vFe#z_{&>)32?<%@@M|cFwgGi3B`3rmy9~^(#W3Pcn
z5Jb3FUww6La{KlJC+6o*nVXq;@zm7RGo(yg^hNtoA4D91P7jKdDVYjhblbX#L9gFW
zf-u;L+h4wJ-NE1d%(-9K080Qk_=it9=IEmZ4_|@qfoJ2DbXY26i(K=_yv&->Go@=A
z9sm?dVdPJ81<VTMt0!tK%Tv=5*P4;78Ycg(r%G4CH0S=kLW(PK0`&Ry>tA^_JWBC_
z4}9Q=tFONHl{<ItdJ*UB&?N4+LSL#J;J`-(tRkT6sug3cR!>GohwmC58U1=#t$x2=
zAG+-gZ+OGRLlKSb;PBgGzb4*)zV4m_J8|tj+k5g2yJfX9B|?}>aKIN_nUE7nDMA3`
z1XaOQ(gY(*8)ItYj-~eJvVu^t=4YWzg}Pl_!NhD1BvVbk%#v>*wJ1l?v?vP!Sb0E}
z2htF+)JuVc$=6#!Gc_p#PL5_|Z7Nn!r?xscV6E`Fu*{peWvD98dhXhZYaWTpKsRpK
z5bhisTQ@m5`ONNo`-PL!lPARe{>l_>`f(D2_T`#<+<qUr{ho<f)~YwG)b=pn-*oW7
zhg^K*kw^Z2Xo_5N)r>Z7+}Lcl+b83M;@SA}ShQ9gjf60YS5k#q6-q_GGB1unJIVaQ
zDEesgJYJ?cA`Nb1l`ch8Yn7`~m=cfkoyfY|k|g>;FPZ<(7r*#bOQ!l6PGJ7<nrp6k
zExIO70vR7l!PhjwB=a+oZlIblP#x$R5pj2H*|M7&&HDMxTK)2a$JT5)<5jPk1qX-U
z1NK|uJ@2OOL34AH@7vk)UNgZP-mch(nHWvWI3SVIC1smPUFMO>+b0EOYdW183o*+F
zMS5)=aZ;<}T=|+bqty6x6=PdAXPHX25zZhN=4)u5oXFnDw2d?>S4tBBZT!2S$=9bq
zE8LBY=IRNTDyp@D18@_4!Xvy7E5jbD-??AbSoiPJ6_rinCmq^@hXGV+3Qfr?=ccER
zj*{dxbF;J0Ky&drv~c=D^|0-$w5$ZxEk!9)LxV2*aN8XUo{G@&9QW{B+<e&KM_l~G
zV~+XABb6HTaDvRwNP@?qnfcjhK0Q7R{38R8EkpHLM^khNdOnqvfs_UEwa+antBDxr
znF*Pz)`MBJGDQRQJ<euO>2Ae+wne@Er77R_jTgLN>8iljzy9?vyXBUf{tTZUm&DOJ
z`s(z3sq0a#Ql&H~G(V#PM*r`~@X)Shqhr7D{ootRR*(Mdu*06P%lUsD9%<~C#QUks
zcRaPv`S`B+_~c1h38z^D_Mktvi%K{3e27v|N<-!5BDJPeOn``2GE*nF9BV3yK3-G$
zz}f}nfXP|;fPv-mxwPc_X{TKI&trS1X0JgPOaQBNjoQ|#SCcNKAL$5Zq5QnulV%%%
zM9k6TOv+b4i>FAyb8=;+w|%$<e>1c--SF18KDG}J5r}Z-=H?E*d-LWeC9yoc+iO1?
z745+|P<ps1Q?lyj6Zcin6cxaTO)ce!3S9%tp!xNxp^@RMpZ1Jr|MQ#Q{N}r19|QFb
zM&I_qsDS@~$>gy<57wfe;80Yl2jLH}QVLPWzc58V`Pz_S!lMc)K<d&#2FKSiD&IC*
zV$g&PlW5A`gMQ!LxNa+6d$+cGy`Q03|L&z|DOe0Ic)<(mV`F14*>d;hm*ahNTom_L
zqt%4_l#h%GxLQRMbhQf2MpHkw8oNiwmVbYAsCChStHyrb_gXvGuV0^ngTo_${f>A)
zcln;DPN(w2lfpk?Dw4ruf=U-cm`9&(#5}EVl@C^`8p~uxPE8<Hu6PYEDy5sR)11o+
zb#imkwWeoTAYM}eFe6?mY}XmBfK|#-;oP}gC`h<XCy`|nv#oBWDqSgko2q~-pGpDJ
zdZ`1h0!F@HTyWnJ56Rb$<chGneS{~kKmCY3KYS?6&OiIv&kovh=bcB#QF2DN*Lf}~
z*~cKc_^LTPnw1ls2BfP^^|VR3XYz6J)VrwIeu?VkXODaAQQr`rcMF;r_X~xx0nPFF
zV;q$FaJ0v~!%?NK^n;*=*GgS7SwSs}_6v#R;;ESyDOS9Oh<DLQ!_bT>rtnhQifgu@
zAN-E(+b6c|-o3lCuLc-V8d@^H=ipoJ-1_3FiOJLPx_S~`Ut?rmr-jmx>NV~AtyBUS
z86HhqL#-{fdgD7Iqazm`@|Yv8dH(aCKkfX#4i7i>E8_jPtEZp5Z9aPU4iUU`LRNyA
z2w)aXzw@a5dPusI@RtrMREe6G>*9@xVb@&kN@Hp^uUW|jm(@7X)qg;fuPqg6(u!<)
zQRerxIh`51L#Z_2AehvKZ?0{PI_OH(wPG3hs(>u??UEljK)UrQD%x~CQbAapg02EI
zJ2PnE>t$YB9uUsmFkI`u?VLY->?ZgvK|V}0D<7NmI%jsf{Zmo#J{AYU7ELf>)g(Sr
z4GgH_RJYqx#A^#+;CGHZ-@5_LrB|(9weo`Hs}KCq{zAC-hZ}FaF}(Tan?3wJRa4wn
ztEK+>IBAj9YE{M0<NL|}8o`U-+sEJL@LPX<^Iy)-&7YVi$>Y#p-lFTAYGYFctXi!~
ztp~~cOlIgds^1&YKD}Y(isip}<6GZ#1vof7jM#68_shSy=ZU-f!3TE6{;BtfYGX=<
z(32c`Xo~9K&(Mx_wvVb|p?ZmH#Vd{C6}G`awrI7hh}is!HpnW2)Wld+yeb!0YISSL
z*S20|1>%)9;<-TNY~atO)iGpwpIM+)wmx5ok%^E)bQuO{Qdg#Dt_yHTTzoG?_b>W<
zk)D@%F|1@$$uhrl%}6c%zyIeIkNY7!2;6z+oz-ivz2O<Cu1-vn?wP&z{84EfS5i{A
zsBS4}ip<C=GP&0`dAYiQ0h*H|92{>9Lx0n%RckI<wsPe!aUh)s2Zsj<>H&PqEx$Tu
z$BsSEO`_<<{ciWMX_|zADZo)xQO`A~Q4Q!S5pbh7)Ed5~*{FZzagRUx=P!Nf%Web*
zhlc_C1@ZpJO})c+OiaCPdzZg@Qr3sIr2)(#_4JWsD1wM0muWF+wt2*{F*Tc31?qiE
zypTOIBTQvh#E%tJFc*0+jBZqJesX1MmKo_<6>I~nbUtudLhG`U1Cgv5@j|A2GZF@C
zayB_g)J_n;I}tAhS`qOAM>no|MAeJ`>dc20&ODaMHY^YO-LYEo(~39yH{-8-!gX*z
zAV2PJHg9>x)WpQ`_+8HI_u9wBQD=zqa4ATNa&ePb*HiA%(zB*zQoacp6t-}meQ(*w
z^8Y^Q&_jQLgu7p~HgtG+@s_jRvSL?f`-yYYb0_zE-P5R7Gu}JCr_zr|0sE+a>rhAE
zFZBT)85!NtXf`&D42@lQ<YOOu`5(RTg<HVE;UUC6PrP5dVdtuQI{yFK(}BO-+4I&;
zi3(8K5IPQ_hvY^J*)LNLrqO}+rDjpc%(`HCmO4ZzlCNZg5y(05vaFn>QNy`B&V0IA
za8>cS$U7KiBt95yWg@Ces#oTOTYLnQx9Jn<;&DS##!B(_alN+S1{_rYPDZMDoFSRO
zNRYy45YLZ>?f+QGW<K?<*BtvBSOk=h`^~R?^O!x8lTVYJ|8c+HJr;>}SsM2_sIrbK
zA{mu!tcqYzUtG%3?J1uw^>ku8f*`!OQm_1E+45CC`rPL}w+$Q|9%8)pt#3H!-Ywhz
zsMGG9f$ofF$8o%zvH_^@hL1jA^8KRE7yZBus8p-T=;+vOXp;W%&~S6(afcr9gA-o#
zqB(GIcnGjh6Ys^h-B!7I&+<2HkN7*bMgAdEvBx^XgLdkv7JlT@jVWyiwAxKgCl<@5
zTE%j$gh7{!)a_Ao^3Ae`GV;xvvRP8J&ov=4D?anUE2DC?0+zY2R}_M*RPYoprIHle
zzk&HI>+8)(*G>Sy<Z-IBB3=24a(bz;0zIlC8z{d+MrlS|k#EgoFcbi+@}?$6z3G2B
zcvbJ?XP<d|Nriszzy9msySD83Gi2~ndr|+1{Ww}FWx~@06>cxWiA=0YI;z%usBR-N
zHIsQcj;Y$z1n1t5JU{%_0b^sAed_%4w}XSj!-x$VHh7m@a>?O)cJ6s5P7q%)J3sq0
zCX)u0R>jF5D&PQBZ&elGXtsuAtzPRlo6RkwLnGf_zH;?<U;CGT`3pt?6Ali)1NLd+
z{mf6dKWB#wKDH&U9k(M1{SMV!M&jvHJ3q-xo~}@Jm+4MQjBizDK~&5%64C)xxv4oP
zzl?ATCHXWt@|>V8(b^Y~tKMSD5m>*kDYBu>&bl0yC0<s@<IGY>jA<FH$`!e}*}`@|
zqV|HS)FibMq{wCoD$vSDrR$-InK~L#bt_*zaz(zYgL%2eo83GTMxR(Y*7^6*?&f~l
zZm*k}pMPH5j!qWfJtaxyfxRROq7+TnB2sBVk@Da6RC&kwxp}2<(WFe@XetQ9|Ebq1
z7vl3PU-SAm-so~E9Ue)XciwsRjT<)}f!F8ryK}QIZMWM`Kr0RME_FVtsodWhnw_cp
z5fZO#wOX@{M(c(~tNHE2R;{_{k6-)RTV3?C!*7dymUzE<<-Nz=)nV_sJF5N3HqrF=
z2w%7JL*HsY(Pm#oy0jQ2tBF^|1{;F4t>{hQ6zrXNGb=DNep$)OCnSpZD9gyWOuXg;
zQeDw1uj6cp*EUEWNGr00zL=TWZlF_?@EAN%<f|f|aa|yNZGOh{Rm4j{Sk&>zsNfJy
za4WnB*6?o9;4?R@XvY5*%-!DZ&)of79(PXRi5O*)_Q2m$B+!dHkPz9@($^h>W@cw~
zo~{td&`|4=svrET=gAw_9sc+&=*M;4V;p{Oc+Y#@GrVQX?Q1>hoxXebuGh}Z%^d+$
z;+$*KvuZntkIiO_h*%&APd8hw>qdr$HXX9|p#ONu%U^yMI5<2=?32X%-K%Do-`?%M
zd0Q9Wd{<l_+XHo&MPlh9nZ>bCDLpDLmx8BoNtiUXmv!{AWV}!)gP8y;!;;MO&^6F}
zX_W0EC6-y~wJv61Io1+y7SQzoh__h3SE*~TCn|HroB5ZGi8)id()e>zQ{S1$))FuJ
zxs>8fmG74`GC@-S7K0Joegt|j8g{#Aa^4NIcM3Lt@A6tY*WhWNQAtPj8{zi7xT}Jv
z;(iy}?RnLtzSr-I*3j_X%a$$sRFuj~4m<2HBHV|iGM0nGZ-aBrIcLT7S6_V?`gH$%
z$F7}c2_fnf{Y<&$A)22@Mut@cG_7ki8vRDIv1{4z=rto_qu)B{(8Irf#u;bq1_y@+
zh<%cH|LL-wFPVz{_igP3f3Pj7uvrm68_2|rBunH=B_R#*lDU}_Z^nI6H$IRokC+k}
zy)I6?S%B3d1ulxlDC!tvi8qDZ2P?9uX0sHC*QOm=6SDfuLB(rL&qd-bRP`Xj=AgS4
zvCLzw-a+C;6SGP$BK1pV=onQmnW7VAV5i0k4LoQQmGW2^0TQo-sXLjNyaW914)D@>
z@Vykx$$cbUG%e$AOaWA#`FT9|RN`Q@yEQ!W>3*DEbi@%y+=Ybe>f<^*YVqbb|K*`u
zw(L4O@c8R@?%MghBuOe2KTu68s?`b%4Gk#*ruKuaW~+~W;Cn|$#(sYAp$Grx;j30%
ze%whXJ!-l+IXrr?&k^reubDddwrTd^9dY<4JEAa{h(UK4LN(VD6i5}ACI}{q*`xvG
z(aS8aw+xUOm}MqMDLh!!hANq!?eij3DL<LlFtF+q?6#KJ9{}-!RlKl}c!g2CWm9t=
zL7g>E$Uc;1sZc8Km+6v{Tp;O!P-IJ$tjPaMfmk7@3Re*fu^84=`q1d^gx-#up}XrQ
zsIX}~*IA`>$(lgFYt)Ou_r3W;)*kSIsa;cFTXWc9Qy>5M$J^lGumnIAur_brJc{b}
z<jKk1f3;)#j^`lra*yk7PNDC^(C{z}<KlaPtk#;*$mqyDtJbW(Y<Ohk(|`Wwe||kU
zINS&JDdN3K%HW4T+O>XX6nt)nY>Z6C0nEg@!9k2O);20K$wKHeUqv<Ryj`jIDP>Ub
z=Nd>G3srQ$nxYwY6YJwO$KfWgmsyTh+ta?hWCoUn<E!TbHJdY2vmst<YL<hhW-0gL
z<7HNcXSuxGrZyGY$1zj6gL?KdB;EigC{<FwD)Jd0agsqLB}oBSp%1GoDU6AE5R<pV
z%-uhSc<we3$&9Li)k{+Jq4VC#<tr}f_M^Xl%<%B-|M;aZxfBeCC5iLSJ1@BY`s-Ks
zyYpw<efO5P&(6*sSqXe)xgwJ@1!0l;r3zTJMqLD97!5Ut?pU{O-RD-VS@VsTyyPWI
zR{h?&abwl*O*~E}z13+q9i5+<c#2Hq8XPbDD2ap@R(93ujjMy9)?F14JG~is@9I~-
z+D)z>AoeNZJ^#wN$M5LC-{0L0Ub3_AGiveIMs}sjRHS-k8mpohUDR_i<9VAuW@}YQ
z6UA&OwiFL#b#0k=^?Uk35wFz8;&ua;6R%F*EuXVitGO@NO79Z!rZzRnvbG^m7_5>7
zg>CG4>iu{z%2}D7&Gu??peGf+GBpcTT!V6b$^1+Uso*O5eFG%l7Run2xU{03u<PdU
zKzrv^AmbVEd@mXvS$1``T7O@)TD|@YU--f<aB$cMfC{*}W5<r8rl+S~zisQ*Kk4^+
zE2#1nwN?y#4$Wo*{l3)wr~<9lkU%nS4-b!AweFyUKfZj`+>g#U<E;-_vyq1j?W-<X
z)7^U4)B6*<|1g@Id`cyWRt1bL3#rN`s(lb1wW<sRngb;z?gt!)P&9)vp7hf+jwE{X
zDz)FRdg}((7{0brtN(D>`m<-iVNvWe#Cs`9+-rY5`xiU<{ztcT!`d{GZih%038aHW
z(<8-~Pyj6|Go+IUyu2*3EhYszk5{mAL~<6uL@*7-<zCLC*duiz$_D97t!C{2jn5a)
zTV)CgmgV)9h*wzEJ5W%=_;zhyUq!W<SvoH(sZ7sBbxaCaq{`&%Srap*7%|=5s3H?w
zV!Q)Ek@Ir2Js%MCpnccHuxs<i9V1nF*_u_W&mS8bp=wi0zD=Kl!(yNs(D-oVO*h^2
z{(J7Z=QO;-8Ugh;#v8O!sj7ttm~w!r2XLd&>aJY9X5+z!9`?Smv9aqOZ7Fk;KihCn
zclY#*lF3~!hUuw42zs+)O%bs$=|VC)rN#it?e}boWh(PwQ1!>6&K#b0+i@Rcr4E2g
zj|Z~nH|Ioa^p|32<SPfQ9p1oBI?Dx97O>9{@0WkJ<7rzv?1P&-m6LbGRhUaXrFOeS
zyi7N?hcr>X+P?H4F{)LCOl4IZS*Ct-46rP-eqZyFJ&2!B?K@DnUfPOQP*S~nC0<3k
z1BEnXIY*dDR-P<mpQTG!W)aRRamtvS4e_cRUsAg2hSUA$DrkPL;0aZHPu1@l#`o6N
zQ)nf(Y!!32{bLGSzw~)mPuXEV!KIg8+Ss&d(@8hnaQ)v+Pfk2ZB#B4k0GXXh35Q__
zP4xd(k%*f^LsS!ba`o!fmpt=?<KFtzr=B_izemW8<Nnm-+NY)yJKn_Sr%qs<xdT|I
z?Xlh*_)!-EBwZHcBR3(Sc<-y>3CAK~$2v;C#IaO~5LEpPXXFft7d$jN^8jLeOo9eP
zK^>y74spG?({GM`r#`&w-^O14reA==zCpYf-zJBCb=S5x?CkRQZA%)>JqZ#oD&8&;
zuTr~Q`E-TJ+ew)2G$eFVY)-by?<>p1YyGA9%iMtru;3SDaNmkovg{~kRl(G(PY(*E
zvh?|>8qTudd@i;gl!bg<nVFc2$1j@AxlzTQ-O3z?a(h*~K+xo?iI=J86lmq4|CdsW
zs(6#tPyvtmJvgwjd#1`~-}H$$J?E?7;IN<Ji(mZW+Mi$clRrlD^UJ!O_R&a04P5O}
z{pV`E0U<SEK=nJ+YH43^qp|zIwFi84Zr9|;j(+l!r_Vg|%typJBsXsKXKuNo)eXF-
z%ii4Uyt%29t8)`0L3a+k2uH`X4?OOv;7Xt+jg-kv8mF5c6HTTE%M0-^Gu$vDUsS%N
ze$~k0g=jLXqjkCliC=-(uR<EufK_X0yV?9fzux#z(h7e4xR=8uW8?c}2d#aAct85X
zyN>G0>Swohf>XA~HJDBUWn%88=-Z{zkZO@i^=eKtr6HN|u^RKS=C%czR3lTihRF7&
zbnn;HY@f>V>LT%)$Y#ibtIYNyk7`!BS1fQCLspz);N$FP+5jxwOu_nha|LXB^#)e)
z;<^gecxL#^Bni~~0P0*ollNeCWdcUR-UpYhn*Yf7`jedEb=WWQiBEjuaaUb=<=H!S
zY<pguB<qqSY0*7O#W#>_)gzgo>3O4Cfw8e=KVP+C)fdy*`3px6J8XXa`t=V>2}*Ls
z?*8WI8$mldJnhfEOiWDtMcAKP!8_C7btl0?Wy@nE-4s7QAp%A+rC1hpD^b9uwFshz
z*LcIU3y#JQAMAv`X#L|lDumQ83sfL0An8h67*0YUs6rQihu!shnhve_iXT=!Q91ar
zcdb5c{|m}m^2AG#%okmB?=xpaaKU!b9NE?PVK(ugk0eEvs`@5+nTR*SubY^FBT&UN
z80h+n`hp?{OtA^V;^Znp-p8+Y|EA|M;btabMTAEAny4?GP6Vn|ky5>qm!g`vEFV^8
zL~Lq2515*5e_rM5750xWP5hTGBgvIt2k#f5OG~Q!UMe5S3?Zv1=M<WL46CXg7z?H^
zZ>H_D{_*W6+zJj3`zfdf^z~O?@zmSyxce2m_w0UQr_)(msi1=fNiCqBzg6A;x2fwu
zQwhrXk>TM>SFc<9*><~s%^TnN#`Z&5f^sAJqmMeQvCJ3g^U|4#H~Q0ij;YK{R(Y=j
zEJC53wAJFJ+QlT36ese!I4;#!XCBMz6WBNy(_M{AGi+MdnUqGmFipC&D2Ek}HfVYV
zRK1c{&@b#m9E1?HMqxH=inPA$PH$xSKk{bftE*o9?#_LL&g^qo^2GbajrXpdN`t@o
z&3y2tZGEkF+h|87!X@I3RUchlD5HxPLy{H7NKJ5()Fu=#0mW7U1KbC}T6y{)eY|@;
zoUOIYvaUti%43OG<o$W+Geu6m>a`7~Dk$9rqzmQXD;r#8zYjyA<xDGIE=`29QoMKz
z30-2c>T%U%fjs0jKZTX(=UrKui(0(>$K60)dj8qR$Kc?wpX2RsfBVVTUwiFqy1nkx
zg1|orS5?pmi@bx@qIy-;fYu7QDe!U6*s_ry@=AE_^5tvpJnO8pcEIlldGTi|yC%XT
z<?N1^`Extp=uO`{6wFV7-$kO0a4d;Yez3k)wiL-p;|W@`6jdTQN?ezUywDDTtEV;%
zQQ6G&XOUE)7%Q&(lUwniP0!@_H4B-ek%R^Me`VNGL0D<nfL^`XnH?IwAg+3!nOyyt
zTaVvQBB4E4!k}5^OnAT(W+Hg!wx~8X8BslE-3TGVi-{gnH6hcpvPgQWDph9E1)Y*(
zGjw(5A^OkexH3b+1AbG0Mb|wr5*|3735eo_*I9D}8*G)mXO18j9x;0+0Tu*R83hal
zmCTIXX6F0pmV(U2LT3@y>K3Dh3e>$w&tbvi+DJeu7}c-WWHa}!fQjojUHmm?Zg$x3
zam5u^+<DG>-}}94HN0o{&Rr|;j;h8{R1-pYG$E$?<)nnk6pW9JZntxEz`f(6xaXaC
z!n5bz@ve8xef{fS|E(vne|6HSC$gD|zh;wLUsIjBw;s&z0oI)c-kS$6>4Q&cm1tTP
zX-}zKnq(`VEj0nB08}JlRZ^A-HOW_#anR41^6l!0y4qftiuTIlma2s;bZUGdOC4Dj
z6a2i?6y>EcCPupM_3&I&en}u?`go-M6KaXr_WI|axaad1Z`$X_ktMBozk1o-qtgk0
z^_{cc$A8^v`BP~P)h<`1A^SwUsu2S5O{A>1T{L&ZnV&*4kZpdTo)=@1*kVMQE8Pr(
z+sON|maxIdEtxgAmvo_8->y-=EbGfFvkF%FV`RD9Bn%L8A+1O++Puz-K~}}nGB=C9
z$)su<=t*7i3g@Y+gHa%<k`)oJfWQ|pQsJ;X=)oHAo}biZ|4ko#=gBvLgM&i`^#88A
z;reU;;*QOCoP_u6@knY7kE&mx`I(w8=+vV+s$lX5x8{b1TEA%2>;GOKuK&+bM;*8A
zq?1m1P-!^Zzw}Sf;gh>Q>g~SwDYdzs+>54=_~wld7fBXL-;2npmgLba5;A|SG-HM2
z%Krp*17@sZdKEP<H{qG&6E-vSd`K|`YMCxltIF(h?faEH#HFFk&J1Vn9DjqjO3HVc
z><q2ExnCRpQg3MFf+Ju5?mJ;0#*!x9FZ}fGqi1{YvCVVg8JqhfFr8MQgG{SxG7H`M
zFQSVDO)7M~5b;K20x=g7!3xUk60^a|_hDu(nxF^C*;bUgZ^-<S<)&hlCue=T#vH7A
z^xDvi)Sjh@Y8JL?m04RjEXYA6Y{Db#d&Pa2C21W{MYCF8Xmbb=aR8|?JyV1;Q%w{C
z+;AxHVKj{4z{<|~8k>9ZC*Jz3AG=m*4h{=(?z!i#zU;D%Z<^S-`_xXia~$5k6(0$h
za(_LKif}Yl2c&>%Ko1SgG+M1+)a$ixA9&!3OV+J>+_wA60p51rcs+^WRIl6qht}?U
zo>-gNg$j2H)$2T3`XapjBXkob;FFrAU@BRv(N|zirifIJaYDzuP{*=V=CL8l5*KKn
zui2T*&G}fwjBQMp)+O^8kuXI+3r`iL1xY6DfLy>net$GSSB4-OS_$pe@;&X=vi~;+
zt&jb|JI~n+`zV&Isd-#VE^nDSdOl)r+Sw0U(`gmW%v=@ek5iqKt7<W;a*IN{F(_Qf
zG`MHB7cP`VYSuj7UPbn~ghDVB6v&O;=j)<rIe(8qcBR|>ge+XNh0il7LRR70{h6IQ
z6h*l56|-DHmlUuGs>-&tCgy=wgIS5mg2@?#sr5`z&#JwIGDA_I6$M_^LlL0Q_ZOF6
zx8s&g7oG3?ybcZnxcK6W=Wo36=8dm<^(!~;-m^z~eprp-cr@zuc&bdaLYbiBG-as}
z)u`V;Os3)~y>2`<v3sZYidX&l`~??WF#rDdzkku=zwNXWPY=4&e^=dg&#{fE?clek
zQF(OGoE)LzMV~I3kh#!{E)|qd+U*2ga9cn~FEZ=PCe-<X4W!Z=gZA*6e>BDlY3KLa
z1Z{UQ0ixM@Y4_9T!6}9We}e!Qo}_ggvk#TE5Z?H_GwwL|(jV=UO(&Kt@xJE7*H*eb
zJaKoIy>ud~1al&UUdka!sV*~9y>;nAP#2OSFhv(80HAQ7oNqE>y)VIP{hqn+ci{b!
zPk5oJS{J)0mf(P_wz4b`Yhf4Nua~wHEF))4$i<Vl$6_T;w<K<>UfIvdf*{QMW^Sv<
zRho$aw?1E)FXZnf(j@{Wzc2ZDYszXA@9d_tS6=!3e|O!7931w7pZw&qyPox|=lpQR
zim~nOxi<5Ipoyf_>U26hMslR_DnX(|-!G4oq=m~dNs>OL)1F&))32`U{>l26&0cun
zh5aG{Z~pv;o)xqwKGK-l_T=X5Zt&Vu$gN#e8ajB2DZgu~f+X!sUD^DkQKXr`u)$NZ
zFj3dzB}bywKHfac+4d<{8IP*ik9p4ohUVLv6V1d4o|8<~c*cbp*Mu;oZE2Fv>oEj}
zMZO3B>&4H#{hu%X@jf@EELq}x<y+p@nC!^c?dnyYGL?jEo>GVst#l)y$u|``N?91q
zrgWQRu$VE_YEU+)bPH-Vi|8{dG3$3*eBaux2b6Md-ZcbhE=*<%UX&EB;Zl(+ULAC$
zx6K<P06>9&nIUz3yaM|In3<}~ZW<eGl?!ImDo{X)Z1s(je+fDRohFZ_X9~E&rGjRo
zz!P=ug_r*F;xB9m2M33};=1duORm29+M7>5<BW}d=-t-q_9yYSI|#|PNu(P^ky5`2
zF8JK*_j+SV6di}_p4^#lue<ri>!R13^}21}{N^{)o4<Pgso~_VPc(OJc~TRVt~a+E
zJ!@?w!9)i%r9$QBl6jdKIjXFF$~Mf6wT)>K%rYLNDJ!d6iZUc!4@C{fg^_PpaMQn>
zt2U~1ED5YIwlJ0YSR7|{yeKn-tIx|zaQsmFdM2<{7Yg!I6<^ZAtsjePl9!)x>W%+;
z>8391L-1jVV%yf~YR|7fz9#|}p|c=Oq-t8N;_rlR?I%p$nJxy!4Y8W0_Gl)}f~o8U
zvRJtAAc3*m+{_9VV+-x$&9r9uz2ekw5mjyJO%osFxwr+Av~z-ta0_ZzW)p?tIm^;H
zN+_DFW$DYRU&ibsq@7rpUd2X^+gYyqM-~NKx;W_>s?`qlIA2DQn$FMb;BfyyzwgBO
z`1rRxFT8x$t{u0<QFJnr@6-GJ{xW=IM7&74(63f-e2Z&H%1^3P+mGw@J5TCQ?fLfi
zKmVb-`qMk!)R>(*#&6GqoSs3Nq7G~^Zr@j9AyuFA$UjS_VVqS{7dB}EJ!q26ixw?2
zP{=IuQjeKZ<jq{HOH7xW9h}^o<}1Rur_2~fV}=@)g#HAt5ZWq`fCUxnP~)^z)w7tG
zhdTO#xzE=ymcC53MsK|8yz?$S{_L~&nL6-GQt{H@e&x<&&7RrhtrKZ|XfF1l7fYjZ
zwc=H#W@Dz+Udfy>ZJmjXS2O++>H;hBZ9x*+&(`D$kgG;>;mX3kY;e6X;pP{q$cU3=
zkL6k80<~;R&`b=Rls!)<q#elxGXfLhZ`HcYzE8HNwCh>H$E(dhdDSbaW^2^Jh-##B
zoWM|*mS#Qh>tS!xm9t|vZ2I^2@0VrZ92_1jHf`D@ufP8KxmUgF&#$S~yerVZd8h9M
ztt5$8^!mLpO^HOc3Xaf^7RN~?j^aZ_zx(vGJ$pj6-~I!?(+=6}9EAM{Nw$yoD)AHU
zM{<K)M#@agwa=C4jitu^XHtWtZHStWD|Vc-reyt^nJfzHmlgW>(k#MMz%!W<T0j(=
zt?JAPMZDztBVV#o&7M}@f@c;rrv1@4hv&<ISJnpo?j6gXeahYRd%-?{B}u#ooH-uI
zsDJFPdH$N|eh_vOAG$cJOH@D=l5T4L#F}TaHh&;<A7}o$s1a?z5fuCpxe&IE^%yYN
zTQ05Xy1V!zv!5W%nmpjDXm(aJMgfoqV{skj3`H}s4Z<oAwD~5i@V#tDB74r6DZ8kI
zr7X`>C1h;`nKe6^8_aev(siA2MvbKFaSE`KP-X2Krzf}k;%XOQ<>2t3fP|9%@|V|6
z{>5LM`Rl3a-i={c*@BbWkzUkanf7Cz;-J<+A8?NpA_<HrsYXdO){SDnZG5T~D)|`q
z(9}E!)H8_7M6H*qhBD}sK}I>csgfeLRBoPyk;kU!v4>}tH&sAG+VrE$E(dvSczp~z
z3>o?^{j>Y3u}>CFh-4+q12|Q}rzCZbpW%5d4gA$SVE%DK-tC{f<g%Tx4`7L!nzsiK
z4j-DZw3ezmj}%D7L8qA+^$59{SsIpPdF?YzQ3b24>6Qz{OR%5?3ua)*3?)!d&e<a?
z_=^V~^)Aw0vN?(*5BkLHjMGAsCS=jrP*AG5l9q*A080BSv74!Tp>MWKq054@w#wZ4
ze`OY-$jymJX8RU<%7jl5jVdxz%C)09)z`tn;kUrM-~Dl_TYULB=bZDK&6_u06E>=^
zh-TWS^t-(^-Cp18pszORqL!^y0r?naLJqsCRp_xQ2!9Ax*Ai%XeW<0=5XN1t9KodW
zaG}e>3O(2ebyIT{TWsr4Wn-GuQOkDFD7vSlEOKyJf#`A7glI8Kzfc;p^v>q^GFFp)
z^82a@f%KI_OEqPPaQ@!wfZv%xyEB}D#<lD2+3=3r)~)~KlK1y6N#gA%Yy70!eq4+r
zzY3r-MJ99vv%ZXE!B#A#CA{3+T)bQgb1#Lw2@r##Z<R5-uY}(U>KH{6Z+<>jjoTTZ
zrBzunXS3|NdROKX4ZSsFL|Rhn_P4MFILsmo?`JoXkfmd&qynKoQ|0#+Oi;z=Ds3y3
z2k<Hn!NI}dcfyB1{NV|_xBmMb?|8>=X7}v*R<GOrle>3peG&9}Ee|5ro|n*Rg)rM}
zK_|jBJb($W39Hc`ys}<}<<TBk(V2ju?hI5#q>dQ}VCt~bu&;U!=}2X;yeJLfLO$jc
z8?$5!C^c+011OA#RtslpnB`+$wv8|vm<uTOB+uhx$bE$q1}_5M?*ngBv0pwGdBJPq
z&8;8d2G_$9$C4yoK0g<9lj!g`^^p{O6TPhea4M`_LN-H_hJiF^TK#E|3D>fM%}pic
z)n$hM?a8;KrHkZe6syRH(P(Q!n5;m$nM%!$o6j!uo2dAavb0_Cb5(ULSysxHcp=lh
zqIBcwIe>YM`=<%M@2ATrX2g;W*mH1rG=VW?-@0qVh7CJ6e&;*49(~B6S9JI6`iuVL
z#1rGFAI_pW>?e5tRha5~I~i7BI}4F~M`3N?K~fKtx(&M1NVq+97nA;_I?A?(Hv?G;
z2a$#GK^7+H(wNn3p6;O1Ekb4@#cVq;R!TFTD6g-vLaKVt$}CQHb3DrgP37DN&yOKM
z|2Fe+))2)<PKW-V-FWW!&L_NS{CBQt{rkj{93(saUJxhA!6{yNRADh|U@wfpSVB$^
zMTMG~I|}{?uu8L_Wo0IIvjz%<1DGq8mG*sLD90S-flb!GYtB#RGs$cMk(q+cg<Mdq
znSw2yX8t<MJ(eZj*JM7>S}-GAse>wbQQ0zS4MfI&uFd(hMkUZoG18C`2L}g-hYai2
zuP4*$t)Cnp-`P4~Ea={Q&tL!g)?3$#P9J8_pF0~w)NBCS^%k@x)iXds4(gD2sA$7J
zgi!)RNdgtoR~A8~b{Rl1=bvR&s4U^~lC=$F(fVf3EPuYRa&B>4VWnqwDi4{|FfK08
z(alULbebUeNWOjWh=8f`RnS4#ckgA<g!gUSdnfy?)z9xAOOtqek>8hcc`9`sCFR={
zbfKiiEXqyM37L~9NK=Zj@V8>HsE<OJxu7K=Ik-W=X}iGee4m#>e%Te*=$GaETzipc
zX5Vb~S@!)}(#@V1&mmLC=Cd*qAMh~?I{`4t+A_3>X3i%s(zFJanTpo)1a8{~xB4=6
z#OvVjFyK||)}{As?>rUw@}a}g413GY8Mu9F7Vd5Dg866`X8S`hUui<G)_`u1K;-ve
zIr?x9pfsP9dTJX3GqV9s`nW~6S8;5S#+j>D2`E_G)c>V(8zkUTe98dv+Bg_t53FEI
z`I=Bzs<0LHm4Dh-B_|mm??S6Sf5@Ju_v#xz_1?SS?H^jQfmTb?ESPd0B~gR?iezR^
zgv?ThEDy<&y~98nKPi;eAOI9~ac-7gOw39stY`4xx&r34mZA9hX119}G0Qya&z!R~
z9gD1=H)np9nSmgC4>B?bnMWt*jBbw$y56%jBS{l@0eRPv+ynrnpJ2f^(<bMd?|BdE
z7jbZKcwm_2)6W`?x=&;s^z5P%TssVKG>VKH@s|5dFM@5|Hj-}&vr!j(KSI?z50yp&
zjkFCx(lu#5NMh6@m-_9p#EcDvm>65!KpGV+SjpsU&1NjOeHG3y&-T!r-39~!l!s4k
z=|f8yCH$(`9DvN@EOo$@OwrGq_#n}b?Rjmec4t^6;D4GX@t1MKB}=?ZPMuH=Z^FA3
zs%J_8=&9toZ@kP?h&0(S9qp|ChO+d>&kvRz(_CozYwNpI`wj#pfhaHX0Y7R2l>_@4
z(#k%^D%`BLvN<=KH*92PnGdt~U;#50V;h(?FWb*I$76QZVp@HvmR@!?1LA)ECi*|z
zK1`FkBVGrGhXL`HZLg?x<`1gOP4Lmq1gz~(z%i8=p0m6TPamzq<GlpdM$<4dyAztz
z+hMFd1<T?t)TmZ-EKMpcRjUe=NmrWM%Eh>m!Ld&-A`7q-!bUaA1&db4i&*6fu#<h=
zY$2cggVb&;UGteTBoa{lf+=k!K_737>No13zj_Yp{q9&42G6_xD<5mX62+2JyzhTM
zu#rEk2lG+vr+o>!{HXCqKwj2y!Qb6*i1nowO(I28hz`VKnJM-DAO{{7lfcY`*VENz
zJKknFwE%@QA~0miGP8J5jb?>5Aiqg0`Kp=Z;N-!42QA*sd{Wzrvu)G`Z;ruCLkWFO
zLiZQR1hlaUm?jgJ-?Q()&2P^3smg8+4vz}l@Qu$rrgh8aqk`F~p|CRtel(}lph!|U
z00I~a130n?u$A{<SFa5XyrG|19f1QnDk2!UHiQ@wC1@#^S2J#|N^Pp8v<+E=$O%~L
z@{tO%IK*WmmwwBPX(~OKL6#{|L>^CrK=U`}`B<Cc8LF|8Qk<ydCDU;vpvqOEDLTe)
z(wT+f<`AEaqE}9AzWYnKXB(CvmYzTEeKY~;prM5N``JIdG0|G$5V{Biv!>I6T3z77
z7yv7%z`a7sy)N>;9tF#0heC(~d6v~K6lb2YOuD5Rr6@nQuSM~=MU^ZD_BW)fXP||`
z8&p(X%7W09An!x<X2(?1pa<1H)WN~w0U(%(pX5co<zcT2RrGy^NvvA@dHo22Hj+_$
z1`dnn;SVb*oV>aLC#<N$0b(ASB2r`;A^j#)6ItE%3Fuy<`8{2nL}%-=2|AQiZ1MHr
zVvn}?dRTP)%E#qg5K!kL-Mxs^FU9U45exdx_)WU=P><t-hZ{r7$H&K)WK7AD^zl;6
zn;Pc}voQO_&d`W}wU<)n9GVr-5G6Bhc0rjH#U}B4yBPP1MGUQSQLpGCX-!6@W<HSO
z1i<9J<vn;!8c^XFc`Cr*quroTdB&J|gn5+aw=36Q&3`9bd28Uz&1=06PE?~fuH4TL
z<lx}&U?7oPZk?WbGITm)ULPm6Q4e^WqWKjG8LfUjx`)#~R1*mSPf-5~@O%ap&eb?b
zR%V`pE~H@^>Pq9oVp%?}wTPK<!deGS8Av-g+94$`cC~OqE@gRyV5~sCh0%eT@r;4h
zP^RFKQcXB=^HimWGMp%QxaejL9>~r-G+I$@sw4j7PgcO@ae#SPVpw{!1+p~@FG0nq
zXeTS$o%szQ^I__~vSl-F7QtuC(Rz1n{*`i}h+Uwni?0`3B>YxOHsQ<qS3>@I!af!V
zRptbo?OY`4!lQ(R3f%q{#otTKf{of`gU1DP4rbrNucj8&sR&r#4^l_G4h|0??m6y=
z)qb~oFz<CMERI1Y=m$lTO`}wm$CYHVMS}A19<JcvQA0HxkTR6$_CY_X6uR%NB{v0g
z4=aIU`;JPhNC#DId1!%bo!rZqIVe^NOJRNP^(xn<&#Uv9bD}btDFs@g>cuZC`!Q72
z(mMn0+SP<5h$Tn7?|a|-@b~v{uE$a+TnOe#PPBG?>59=1Hu`yhC`+yS^19w8AWF~V
zO550_u<fGj9>BtiWScFlH1o71$+Pz@xk6?&$|IP|?`QsCk&|r}*r0wBkrQ(v(m5kv
z0d|%GmUQzUPER_}KhyOB;fUA4;UPq2dgkCTjt^k{$fH(&G_{R{w*0Azxk$bV5^<t#
zY!7@dfQskoGOxICpe$L`96@*87GPa+IeFSKrbwou5D+>z#z~WAB(pxe9LlP=IFRMS
zM2{TYjMRF`YSha@^HpgVBLc`Zm+CAQhTqli_Hlv{J-+Hy9PvI9pq6u!y(mH}N}H?x
zj^*i;4g3Mf{hb-?luIu3<L=ETv6m^GxiV!=M)E$^Ew&6qF&F)^rE>w3s$)MB^2%1`
z1r(L39Q<yD&&+)^w(E#pucplfpNq(?1Rx730{LV9zWEGgUf>hFR&xy!92_1(B=fU}
zcuBMp)h?rE2}Hd8l)ACeb82v(D5o0T&y-r3AS*}xR8@u2B_btmBb4%0C3Q&w3m8zg
zqVRf==VD+8%qITDac1CU_F9$}p=vSbQ6tg{2TQi1&^*RW_?1--zcaNFr1iYlM?Y^`
zoo(=AuNr?t9hMlDq>s1CD^xFI-eYXc&XDx9ECm~_Ckrz$^|t!YM&9PfQn{-#j|?7E
z#{i4CZ40C(2iLKI*9#y^52Yw*d+|a(Pb{umK)A)vk;P-nGAWw(@<6V9TOwTsxk<?u
z(V%zjywoaMkhwqCTCNl^<NK6~hm)b5NuNR{9UL4UD#V?+HI+CSmT?3rrPomH0=h>N
zO1DWBxq5g5`rHHV;ay7$(<DpxG8a~qh`q#VNUcPT3I;>C>K&OYSglNHR7guDAtAGR
z0hDS9*bgea)RD?XtE3^@tW=;GScq(SVXPyI94C`A`Lppmp~*cIF$j-6YuXDo;#Nzl
zSMQP}UcVK@vM;vzOdcHI1>&ojoy;PVh575!g+jd_Q?3<Uu~Shg(k^=<_xhRnTjhYJ
z(i1uOe6I)D%ewNc(XO-c3$l1@neS5GcYt*5V`0&zoD{NXXpmVSO{yQGZZF0Bwj?CW
zQlf0{O&z2`;r|?ee-1S?aRpM|u}n-j#p~ek5F+TbS9(#@01=_0MFVq6W>*px6!NH>
z9oWbUUxiSCx-V0yRj`g<mf38+s0}pVF=P3Hg^INRV}DZzvGaabGJP4IHEBw^L)>B{
ztV1|ifz-=m9?Mm*Eh?RA`KuLpf}h_9j(+SQik~_X1WT?l%aSDC<&`L&h3XxCTRh!U
z#7kd<<#uy*A$ckaPS+Y{YL-R0<67*AQsi<GIu9+c<g#EhxyWmIAMY==Z)y8Q6t>hC
zxg6x}eFaxsO|UJ5;2JbQf)5UZL(t$JYzB9CcZcBaFhFn}++7n~g9Zq0VSo_a;m-Ho
zuefX7^9#=DQ(aZPd)MC1K9nPkA~-{XZW^}{-*_z<s#(5k2XSzR*~09gvgut~xno@4
zX39Z8MP-I}F(rGdCeX{VQ;rtyH~+7%uO?acUXayd!w2qn(ww`}8Jg(A)Y+@2kO`q`
z<@D+X9TduQ`pTOFD7LHG%EKs;ln}pKDbdJs+1~!YBU~46HUFyQxiqw-h16gh(^mK#
zjPT||XJl7<JaXg6Y8GlG4$DgfTcV;e>8S|E45IgSDf|=@Ml$HmarmoTRQfFwNQ!2d
z6;5pd446cDSFJu8-jz9@aI-|wFx4Y|AQ{ggSEJ#Y3U#Qa<NR&R5@gTQQkz=cB`L2A
zHyaI|TeLL)$W}I=e5IVMEEP66x}=me<yPs~`+G*wOPHIUJ-b?pE92=)aM#CkK>=Z@
zc9-uFsxKD|9&&TRMZWVq!!AnJi!7KfB;g2H0h<c-?8Ss!sifv6B3$I}o0g@&zb8b~
z?qPdNc)BpOVexQT8c^kKXt9^F_K?_wWXZtJZDSmrpB|w|W6Z<3D?#@Gp*fUF`)QYA
zNITmBad+P({j8feY2kf6jA=Ip50*G{j=Kv9?7otnbMdEd8Li;s?9ccb)Pjtta~nB#
zbK5ZW49P|v^LE<P_cu`B<PyRT)Fl2$t<+~wXjhVQ!M~O|Zscssdb?}u$3Fp`tAOxL
z>yORBZ5Ta*H`ouNKf=v<FbN(%zy~#1KD5(R%#=1J)6W$%gPUiyWq*7x#Q~H;UBXQ3
zoO0-Seqpv*GdGo3Y5`@st4CLCOF1e1NcYJySQlUCWq}X~1S5M+o^r0eVN&nF&w9x+
zsocRjy=0m;R^?q;ZVe7T0gZIWM23FSKX?FlnP_mOPz1^n%{h)195J!cU$~Q}UVY2H
zrx3qq2xnU#1%W=As2TPEYtt`YHv7a_sn&`V*t)6D?8J0bTZRrfoKaWI<WtvJFEH0n
zCQf*9RE0wZb2W1+TDq417(yOrCG&l)WR^!O#ISMT#g_Eoky9mXZ#<gG0s><DsJlO|
zJs|Btxl7JXTxFUY3($RBeaf_%v$y6PAsRBXkR4;2OsX>N5#u&XP^)L15i{Y^8i1Jd
z?KzB8PTFc!{QTS}o=q1>UIaMYHAvZS-SFCpKGN^%soI_(<>FFZW7HMqez(g9T*?B6
zqtop$SBnBWO}N_~REg({>XRfjIrK7#@4MJIysMw|FNXYA20S7@-+EH`aK=fz;nG10
z<M`wPC-?*-$5Wp~pAY(tj|{rw$x`UblpGfZkx=ag&~4md5YrQE!8@p=LQYI3jMcPi
z=b|jZ(YWOdB5s(2b0wQBCWnAuo4Z!^W!}AcET*|cD-REwfN7xMid&BZA34Hk8Jf(1
z<s+#&GUVHgvAkZF!Iy4bJhw|v=C_hl#{>A^Q$XEm6OS{Sojp^`PYJ=XNMmyny)s__
zL;onBe`;JVmtL6J(g3iicVok%Pl_}~QisEsl|#-h%GuiAqXI2^6xbVmlTS}z;){B|
zBHrPLbR8Tc+I=&`O$0=SYlDa5zp?N!9O^t6gFNLPu{A6LTicX3Xp*W<$Hwt?)TMW7
z>M0V?j}}?zy(WX<#D2*Lh-X*gt-cYLLQ!ExC%tpbvAVdeJyO6Xvnfh)yix8LVhWF!
zNUDxfBzCj<fKtpaWjEphu8SodnIUUjgf%!+fj2)$Rk>@cogr?@HzrYip@8}D{<qv|
zw{h*H*hqzWX+4C97?P(-YxGtTSZzMW$L0jKsM~p5zQ_7Td1qD5Ue9x?W@$B`jIEww
z!}H9rc%UX^#>}*)be$ouNQ~y8HrHbm4$Z9Q0v7^|8lq&%%pG*tOjug?Vp$or@%TO~
zWW}nP(^u>~-rrPWBr&oB8i56bxhS2}aoK5~HSJ_d+1|#%2GlXsugHgY40d;q4UE&_
z-yJ16Ey#kOx2z}vB(e?LrNX36c&noxlcZC7;+!Iu?I7jzD>*y{+^VgT?0)LogXK@L
zcgz&ubQRd(V9XaMuRW`eNc`t*J(yMcJhvJRpGz@y5FMR|WgvyzE2Crw5Qci~cd|4L
z_7IErC)Q$|l}*LVGPfVCD%eY9{I)rvW2pJApC^jFLS$HJg!OoTGQD)A*qvRvh<W-C
zmz>U)fR3(_f2Fc0YY^^L7}chmvq6J&K}SwpogNO<&<&M|vhF!>sE%66o%`4IFwfM*
zY>@9kvJNFG0%aoQR-!>+(TS3yy?h5bJpWLrC#iO`p*@Di6li1@BY3=4;z;I-i}L6!
zLQs`1Qob*Jm|9H-U=cPNmwisuT)-bc6%%iio>9TpAQZ4b9XM%6eytTWzc<fP7B`hX
zBx0#>ef|KlE%*6yre*+}oww<sc)_7iTs!R`g!fC;JJ0hYVxkE&FF7)Rl~pu+9xr<H
z$e+kmN(k@7rG*tQWr^=8Ra0FD{8=zB<#epusRlmSB`HzcP1euyn{1+TTaf<>D5$0*
z7%B(}k-5I{-}@|yv^$bcqtyW-{A$r!$fGsn`Hm((sekKA9L|bLXXDmT>m*8(4srE6
zrxZz9t=Vxh+&B0=-sRr7u?i<X;oyGKF69F<n*gto+`nz7W%`WD=8eTJDsJpa6Qrkg
zY_o6&Ti9k=1g@#KWBxkyrD7!i69Zjh)EixFps<ZIgO;e1Ks8O|Hu4gQ03FO_w?2V+
zH(ltbR|?iCA)8{u5a~f3-~}wfo02Ihzit286CAo{6|aDsu7yE8Km1-=!dO9^d9!v>
zsa^d5BVEt5;kf!+7|5kirh;bsq~p{;&zg%W=Ki}ysgADJZ%^PzgJ)s&QICj|;t$g8
zGC^LsJ-Vu*^mtO8GpjCa8@J}0kv{}%sEK30pYq5(+{f`mZ_{mbfE39b>}e7pY_p2H
zpQj;vUim>c=e4HrDF2S|(|+>Wzb^kyt~1YRT;7`sBbn^2a=TAv3;y|dXh(<fLwdxY
z=3f>MS=Dm2lh&vixGLs`nrp6Z?AcTr^<~x>@9aIl80Q~Hi+d`~o(ohm=0<V?s)8hl
zg}s!N1^>8d_$y^4ZW!<#A^%LF-2m9x(qrMyoMb~BpW3%CwHAc`dYzj_MN_3U<=bY#
zXtn`OEPK8BRrKh-C|O3sU!{2o?{%cDH}EZ=-)N^^_uDc08*)N_QAA<~wo(s02@Gas
z#IO7s7Fyxr9wuQ?2AREla|`bpUCGe2ZJaWD*O9HI!6RVE+KUrbpeS~wUV$6{>V3{1
zcV6~%hC^c7cszDpT_Iwz%wE`3D;%UGla0Su{RSQq?WJ5?uqOTnG{xi~iq~;Jl8=V!
zf<=GtOs^DAzNv~y;#<|t7$Hyp0vhGEjL5RVn~$u2H{-d7`1~BV#({Y$Rmw8^l<Q3Q
z+%Nm)z-#L&XzboQvw8>6{m^W-8pz>i&@}f7=I+nWFNE!b231qPCcc$oYw!mJ=<iYA
zl;-tFTU0&$uon*o%LF0~s4B7lX7{TrNhmDwEoHQ)oxmh)wTfl3s4`sSqq#hVMu*vc
zE3H~pJ-;%I9^I*VTkjo@X<?etaUN5Rs=Lp1x(TMYg7s7pISrjPcPzh-{kcj~q;+-n
z&f1Ev={5jW2}!+I*nW4eie{51Zia2i7rBh1@d;ymJ}YKkT$<G#<X+}FB|4bxGmu>j
zNQ(eaV<KuiXe$h?&eTJRKQAVfNt3nMgPkpV`Pfh_G<D}5vZq4fiVpP5kaxRp!<5eM
z^qv|qlQC<3OByUIJe|m56^{*F_4`ftcW)~gN->ON8M@K^RLr3Y<>-2gG5h0OIiy_0
z5z4b6+H`UXB3OApXrNx4L;AW#s*R2R1nZ12Ac<Nt#0Axsi@uTt5{E2yMQk!G$3ik(
znp_H%-#NL_O)$UGE18fID3!Vui>TOcvTvN3Ajowxy%q1|tndsHd08&+N|1tYdji{<
zpKCgR--A`xZ@a0C_1kE*h7L*j=WUhaZJ$zx&~VJqHD)~A-q^%|ShE6;#bw37qD#4>
zrxjY>x~p{pafB^Z_;~i>q4d8R#!v<={mci9^iexfa%T89`?LGUexDS=z!0LHMzT1z
z%4w-EI0p>9?$dQev_Q?17hCXAwo0_4TpKI(I5@ej7iwP0_{*DyC#xAz3Rxnp@q@iZ
zniU0yMSOj|R;eD(S;lfm?`(BS_)dcbpF@kuoiU*=g)@K{ytw))C3}Q5hUW64-Db`C
zD?69CHdb|g@Obj@X8Js>E`hU*2D&w3^60piUYFNzg#XeVd4`e8(3d{l4!AxG?dNpa
z5U?&H8JKaRQfkG(FbbvhMLYe2z!qkPdeuT0aUsd#O4LFrZvjNw0cqcumD@c%e`2t6
z?mj&(2<CQuIe1S9ZaybJK9e+`OwZ4Jq?VFUTJ&9C`$9%(<Vx@gQ0WfaR&ZCOH6}>_
zA&?bL1Hq(D>hDvVPN9<0)XuGp1O!J_w{1sKX+^cqxF|((h8(ITg9V?V`_eO?ulX`~
zG#J4ah>S*+o_(f^Of8AL4CO0t7BacvS1DI^g<NYGKgNg&-)=J}LULrE$z5jSn>)^_
ztEQ#Q4K1_(r8meyvRrQB#q7Tqe{S6y@mP5ry1Ua6`ETq0>K`6KCMWGdwvA`1;Q5R~
zr2Lt$eEDi@aj-wjh6w@v^B6WvD-BtZ2>NTKaC~}2LoosY@=2Fc5*W>zR8I{XxFryZ
zgUsU}h%A0gfUvu$TVkdz@i-(pO)FY^*hS~bF#3Xc_g!`nTLha!9AW_ZUjb2YBK79W
zT(Rea&1*{8X1+Cafo3=7hnQ|~&~UIY%>sQ=wxlHPm;j2(pD3e6kd8LjTx{M&vXMae
z6Kr0(7lJ)NO9{O$Uj4I;tQdl~NYfMr6Hc4y&dk14gF{C}Bo!>@J@3Ve5;3oL;+)BC
zv1N|`_0auX`?D3))JJVDhgpJ~)S{Tydtr4vhK66;h>x~tmdTEGy1ZDagE->Rt9p<(
zds`45sXhGYM$6i}$9)!f5dUAFTVLE~>a78^c9bWh<&vN*rz0SgHbOHZ!NRv}w2#up
zR$NHcViO$EBIE3ji)n@}2~;SVH++QqBQV70w<@(tzbVVZ9t&npIDd|!kbcS2{JC^i
zRpTr5@<s(j!1CplRBQYL2wCD=lTrwX33ox_E8aUU+^Sg|2~u9zW&|<oCvI+&d@92$
zf~b9#`<9yQ?)TAJe3B^OY4AsrnFB(#O~a>Ro9n9YsKS+CiZ%^y!3-YgPrMA@&8#XP
zO@P9ImL2gO9VWdYx(-&5qu9>_Gqve?HU~2n1tRE|hR`>}QuPr@=@>1d>#XDT1x2S$
zNN|328H%r?{o%OakC3$hwol}*wYI*A+{j$Kk#|PeLESQ0<76uQyrCQP|3#A2zY>xj
zM{*}@qnw3o15mG=V|GQ9wi$W1c?9+`zD7sA4AbgXSqi7}!A9kRxm?9h728sK<^B~_
zhVinaxi`rBEEvqX+Q>C9=0nMxl>}E;`6+dFQ+14o6io%|i_$Tqgd=?ANhWp|RY;Be
z%_T$MSvNbY_zA%eMej98Vn=-GSep#XnACSgDjo$K0YguvR~z}22O3pq>jDDxWpUYo
zhoQd&NrjwSQ!R}tM@Nq;{VYC2B04K}FWVrX^yKEZJ!{PzZ%tjZjxMEaMXVOk_1`6m
zNm}i5?KmC)PUI91>r*jZO2(j%4YpEng8i}BU*qM4*o{x-ey07Saz}LjHSy_sz7_?J
zO~_)!BWVR0HD}*87MkEyJm6p5(pLmBwa7?6axoI-juvOuK$Z@6#u3$<e`JBPlv~EM
z>dZc=A*Ef=G}`pB+Jryd-TeA0`OT-q4YvD9)?3OWP~9@3cOkd#<|rFOGwr*6jd)lr
z+V=^+=qwA&M+$ay_-v8ldx!o-?7Tew6OUqQF*p;4dv7%kD)$!ngX3DM>1~a0Iy7~u
zn<af`KfJ<t-I0UAAjdZCR4ge4r1Y#dLOh4p0x;B3?LpGodo$leZEoSnr<j55<P<Vg
zrE1|N_aYTUnE_o(qPV^-4hqq&7znF-Q(1B2QLP|>l85S{zu6D`iSgjF)$;0Q&-j2N
z03Sy!vKBR2m-+PjPG|K)9zl!A)%8-6w}`&#y9d#dyIjKh+Lv*~X-)OM%E^GXBKxR`
zT_IF7K1E70fy@C8A_VRC2kNSeD}s>6WZK%rPA1n%ekzMtQFhxgI>x9tsJq&Vt}jKw
zTuobnp2L+o@NS7ayNUr$&B~|Q@alQ`=l5o1T>xLIEdfNk@{b_hiOg3ixmNZigzike
zM0qgDz(vrRNvp4;kLR|7*v$@tzHSA1V@Ma&W}L#FTtkRtX|pds7QKX`YN3dM$sSbp
zHLu;keB((xCpEl9gz2@0-ryU!oB>6N#bDMaWVKEa(WW9S+JEdv+}T2Md}IKVUZB5T
z4}O5%)5&hze}_lf7^DQTCJh6({@aJe;U4)OCNnx3uD)T=P_!FZCfN{E<GT*3>cMVm
zlDkz^mk>Vy>9agi@OdY?V<QpoG4Y!c68_rt5y8_j?tMzg`C2GnDy9ZzUUhPwOYplR
zm}}Bqww)1QQX+qa#DewbKEuAU{0FUi!22othP_K~RL<4hM~gSK<PlPb!S|!&b_|7`
z92)8FwE?-S1Hc93^5}(0vFdzc_q-~H55~udFdcJ@Rs`=#vN%rE`Q)$-b;wt0u~6Sl
zJ^|GRzd^DHCEU_#=gLuB)~WR*z{HqqOkN)SDlQY_=3vcdx)~3u^r?4q;7lg*X)SJr
z{X>B1fmCNS&2PLusYR>VD`c$jbA6F0{<ujgF=Y5&*~FBg0QU8nxg8_h*zMu1<Wx3T
zQyl*B#gbS4TP6RXh4itfNZhbesSK%D+vN$*Vs4V`_g7Yy)xk@NLM9EkR!9%c$-vZ?
z!EQXb9cU^$_<hMQa#t7h-3evz6_*w->H8G+@A4=~kdCD|0<kAuKMON?m6uzlAw}=w
zsyx1~ZorFM$<p(UcFnRKGH12|B6Eyo#a|9&aA7uqF10V03WIu5r<`=9Z~Cb66hN$o
z3wMo>(xm9Bxl&tOtU+yD2h4Qb##?4?sWf8yI=R4Fn3j{{BRpxEP4TOGry4(l)z>iQ
zzFj@PFWP#crNTXy^P{))a{Fh3CRHX$#1wbrvn9bVTzW+4QwqNwkjL6&y|2>G&r|gq
zu;430uq3kkZGE`&>kNsRnUIB@cB3xlkTJ58D;<5K7CO$oyP@8;KqK4oPcSq}m2xv)
z+)`Z4Hmo6!y*`$8!IIstHik6K7VMHBR$miwL-5t6$hgYn=PyabI>g>X^1<?Ks!EvP
zUS%`&U*x;zDEH$ezDTOtCBAdp(?+p}oJ97cjm^go=lB~p<Hb(oHgE;R^Ogx_5o_;v
zAhjvv*7k_mpOef`Qun`5Ue2|D@LNA2BPtf#WP<wjvJYV6=XR*MfGAs1{leR+pJ|iv
zHhSfF09eQ5s4hVOg^5G&uV4b{j3S7I4f&eb^7Q8>NCm6qedrhJA}SU-0~-DD5S;S{
z*t>I#ib#1~+{b0Do<CwQ+v_tO1pncLbpj9ZPTdl4V|gRE0B5uefz>!~cj8xj3AXf4
zI<PY2$piv~q<2j7`(bo?Tf6BU4Apy?Y;3CZdhdVHBh3>8+mj~&2Fo7KnA_)tnYno&
zV`@k06JogO?6(rI>9;mDIM2Ec>aI7GLf;Pz>VGuMK(g61Km2++ntb}9B@_Cx{oJpY
zJlvb-?4vaGAh%d%iDJp!W0N7vj=Tt?>57S&7eYiva@%%DzP)U*G{NkQ=}_(Pgr)FH
zu{F(bV4oEJ^9i3wJ=8QGT_gGB(b-)Ji~RKO*<(dkha)D3o8dBnQ-^zhM0wE*r+J%n
zY#EiXL-kTay>qr2pvMw;HMEPna$)vg!37m`{M}NSX}uK=xjo1ObS}_SsbvUX<Y9dI
z)Lw~km!!VTRL^#2KS_i(AJoR<I*PAGy!?hRRA9>SepS5QJ`I!@o|3$0cQYBHbdS4_
zQtVzBHf&gC$MrZl(tyiA5J)6dgZ^x(=*hC32#5uWnfdz@X9(QL4=D;9mq_~A9S^ic
zRE;eU+dfA(*pk4y<LM9Cp_}ia0t{Hr=+bd7;b_2BG)jWf&>kM3d0~1zhXPT4Ig+?a
zyBM<M3L%xo@LGko0YK5IoTL)NXe;Fhlp_MWL_NRUZqhuKix}OEhZ$<isDjogXZK$J
zD!lG^MRh!h8Bjz{m2`1<_ss`aVoB@gCQ&yc?2m@c!v|fHP(>#d+T2%NNyo<nxLR|j
z{xKVBWB`$D?_ZC$h>6TTm1^A{Aqui#$OYb=3BlPdUNmO;taVZRENJb!j>l#(0&9)y
z*v|<911veU{C`x(+bnneqYciaSoN!Zq`Jp@%rX{7A27K5{3>xCiq>g`+t5}7$_A-Q
zTuCjoLH(EHcRdl*wh5o>c-`GVRe>I!cL`m_l)<Qv9KBuxB&$}{L8myR<;Nv*IPXG{
z2b0qN>g5DaV(3Nv4$CdYL1!$(;XIb*J(6Xu!b-OsVy%7!6JG>3NxbJ1Ys(s7uQ^*H
z-Y($QYTX$uolxq2J5ip?%K!dQP}>|pb1gdQ>mpu?sg}o{!a_uJt{r9`n~DnrujfjD
zIz77O^$?S5;b)H^+X~`<rqz?c8-g<dGlu^PH1uEi>&uuykjH_IaKeu!Z{Uqj^*RW|
zNITF#wJjJWzdy3-@>!io45zcy_$OgCudPfmK=dP>u}&aEY%AAs*0;ZF$&8y?`zmq-
z1C#D=TfamOq9ZI84x@iP1Sh*6_d9bXV*$VZ{nNPq47W~jTRiaka^D}sK8BzC^_P|M
z6!Gg}wUyy*keJ^}$M;3|_jO~bph5Dfi_ye_Ioo!d1`DeYC8NN}gSxRnLX{E9%M_dU
z7iFk#%~HyWQ=KvoS(N|QC}T3`cq`1r6NH}&KXGu=lhBZ94;T(KTJL|jFLeR~rP0fD
zqUDV4dq|lL(80M8DRUp82yvjf7ggSllIdMHv6o>D{;%-*T#Ub%o_O!iLrF<|o3cD1
zV6s3)<oia7E-eOZ$?V87FW(G<bRs3)^2~Xfq5F7WY~7W#&6v3HpUjSO`7U-fh4A$(
z84X{^*<|BwnH!;MaM}iyAys-Kw;LfvAM97~zJ1<K7I5TYkITA!{qj6peoKnjZ`{`}
z@VYjW|1f#;!QXR6IB4+ieGEUz{cOC(pCM4x+E>vO$GC&UsC^;>xHKT-cu{6gewUn+
zBrmO0*7B)YVYX3X;f=LXeY^wn%RhVPAq0E98i|t@!*W+Q9Z#&`3n>Po_&SPsA6aj~
ztHE+p8bYP;Kx%lBOL6!Jd?GWvlO#f!sG6m$9NDz<Ie!$p`dj{t@gEAh*nU27Sew^%
z--=r<)Y{w1)q%=<sX^sjPasc{!ZQd^BNhUt<I!D3{fIM@RoEG9me?n)%U%k_)V+@m
zflt(UotEV1EDt?{&5(pd<!58`h(@VOC(@lV(;VM}1{hlOYzpQ+(w4G3(iV%IU}5(i
z|G*7ADJ#`2wdFi%65Ze$9wNvTyCk`$dfuGSJIT-_0*P4J(rOo48|DIh$NR`x#DL(&
zBEHZCx{#bGGZ~UP-3vzZ{dwisv!OB{i2)}TC0HVBR%&7QXmz9`1<0box=&vNAo;E;
z5W2h;4slehF7P}OqS<CnR}ANLZY90ILvM@elSIxYqKtsr^ywTMXh-gyeLNBrV8s^R
zuI4}eCnF<@&5{wsrqiobvWVhs@=>A=g&K1}3mZikj6P0WGpaPHE>tCT5V0uDqCoo5
znBjSUYr64%1&wGHLwmfahHW!al;I`|+79rqosQntCfw2n4Ky%*zSv)+kJ40>nR?jo
z@!kKuZgR>0h<}8C<D=0u^l;58a@JkN_ZRlP%a=_6*8l@mL!667jRF$pxSNwSE^F#f
zp#v)LtsG_N|A}>H!A%g)*UR|ocwn)Jr=Rs}V1Trg&t@&ktc77dztq1=pT8+{$<|Cs
z^0(m~sFYr#@8M2g7r)Hfp|S`)K!J1+@PoWMf+XO3@i>Snju*i5{jTo~@a3PZ!7?>m
z&^p`~i$9j=`zxJycA5OeA@tvmxM>g`XXl(MNcALUZx4yjv3XJp5I5u1?=fue<|~r0
zuQmzk!;JaM_KjEV;s#dZny?H3=qFnJz61w&M{J1A)D@9cRH9ja62^ef`ZKRo1WuDz
zIqARVoul1wo-mXhd?4qOJIn5>^VKAKOPLS(OVMP<d|}l|;Xa4qu7P_n`}9GrikZf!
zQ?(^ks+=6crvp_)neUDJ9hdtPfUrkTa>0<go+<C(OPn`dKXKqx3M%lwskls?d{mG8
zWmPiazRq-=s~cLm>y}PzUT1fJzOIrv`BNY25h5FQeDueHZe6qAxS83wnn<!{PDqO<
z1vlU?8-qO(ykiAKV(;#5iyJ-~fBJOm$;o-CwOC0yTuvYCae$CQkzmn|#v{TIFt49i
zStP2{<I53^slL2Wdal4^z<%L7Zrf%mE&5TYh}CH@ts;%}@_`E~bPS>0l^HZ+{-Kau
zqoww45`-})IT*ggn4KkSF3j`9a&_Eml?@K^TpbbHhzP)YbO&9U-W~970yiHX#5%1S
zg&wN#d?Slmb~%{k%d**1&m<#p?Hbj68o7>_%sOT*yEu#8W4T2wVGN3HCdW1fYI6^;
z$)|c%U%uI9!_%2dwycd|m=%pqUdz2%jJ62#a|MORsihIo(C5AcE4k(JrN9ql^ij6W
z+5L^a9}@X?&JhIjANPdvn~31~B7?5C!$#v_{7~47uNtK<x~Cv^XU97cV-DgXW#N*9
ztA)(#H|%fkUpHy3d%OugZfBx1Zk-T(IXI^it_nTeF6%4|8SyCR_WMAjqnt1Ql^CC0
z&^6?dsMOV`6s1};tZd%`FP=@Mi<VaFT2C@4w)Ibb?v=`GGo9b5DBg)zOk31#;6=He
zEzzsn+HDDNo%?V=X*058^y_`^?0{x;umBM>k#7G8R-~!Vwwh?7SX((k+RUbls+tUe
z_%rEzwBDut3H9ht#N226%;tWn8tyNol9O7K!b^bU!NS<MzZ6r<fYr=62)JyFe9@;f
z%r)kdM5N_KEN-#3qm_HLtT4D=y1P4nJdyspRo}M_y_~M{I_rLxHuSrZbUmz<>^?$A
zQ@w8tB$2|+Y_6MU)c8g=29~dqf)vM^sVz<D?J1KiM3oByvtkf)EutxP{b%!5kw>t$
z74W$zm<+B?i-4ILR7Bw45~VpfsdEOR%j6&LW%>*sv;L8L<u!+qQwjh7RhVFZzIeJc
zy4MoBDQREcy+{<!t>rXZz1F5C9nqH)l#@T4%6>~H?Mq=6aS~>OTLKhNPVz<El_-N0
z<SE0#b07eg7qgC502jE-RvMb8-kGPqN5f6)H=f42AXw_?lAwqP(mismpt<LBwh0do
z%Nev53Eh@)_jx~9C4;-#Y4fBUwD8~l2tYYBa#!>JS2@$;^9@)RX=?$x+t^J)7`v%j
zsEt8K<i2rsL}fj_-51^an&o0vI1%^Y=?Bdr)$sV+EWe@wpa>@|55DY<WM?uG<FJt^
zyf}IT)z@?=)aXQ<eIM@bPWt1!nU_pWVNh@~5#^&3#b04NfB$^oQj-yjVQgZ+{@n17
zAF~=eJkOI?tbRN048a|FxR-zC&VEz`s$I(na4*DX|CG!b?Pja3<SecF0z<PX4OY(T
zWtG>dwTeW5nNF{FcZ_|))Eaf&zL@ow9{s)dZf*3y{%2}<l7@=GH%N78#cZ>N<d6^{
zowebYg7C6^UBCm^?fgv8jRAuZE*x5ZWbG9eH54h~Z{kZk!c47P@f!Gjf;iw$es@Cn
z@9&3EMs<4Y@m@R|d)RloCLZqlG+jw&upUI7jmy3p9a&K=T4Dd1_gHvF_aF;aJdsr=
zEwl9%P3^Q*hRU&M&Y_iNh3uuHT61L0=3iB+=yj#dFO{vRw%{56gP1}l;QetllYmv@
z)HA93@yyVN&S?6rEcP$r9;y}_Q{U6{=f62R-1Vp;k9&aJ9YY%s)qSFRD}`FN>QvG4
z8cQZ>eEHPo^+%}G)429w4|1KNhI`Obkzxf9K9tdiJRL!K0z`-ec5Lxdu3_E)<;T{!
z8brXyC4u@c+vk!G+?P&aD@V&HemB+s4$G(=+Qg*-w&X)IEEOW-K+JS)0kP)UEnNFF
ziLz=?;*w}R&Lv^)44)GFWcx~YKq&_2)!{{bs40o^gk1Zx45n|*LA<H=9TJ28RVul$
z7~CBMF)q>Rip6d))oSgCf#G2L4+JN&qZjow@AE}E9<|#|w10AIN}5d&Fx!YxK=D2l
z(S1ywkz`p_ZA#(v!jx-n=f{LQGafLBJ*xmsv3D}7LZrJs+TR9U?I^<9wbmD(Os+K^
z<E!Q3S54{3rRVAU!d$^y+QZ!c)YSw|+Nj>#(3iiq@eAFSk4;Xx(im-=6~DH9#q|A_
z(hKDVmR3rt^dvMEiSxP9POPbx*&Y+mBWfbb0aXoB&9ybyo~_Txm6K`;*_x(cVva%M
zOTcQQ*Qw{$moD0ko~_?*PWE3$$4DmK?>{vec>eK6C2JDda_A;LOm;T&k0Vg-M&~M$
z%Tn)vf{n}kEefOBUn(79k-Da#Tk7UK^@GKe$3PaNICem#|CG7z4TOtLYZgZ;y~16K
zI!TiErxR$!oY!3JQ2g~w?1e8g=Xh%?X}6rx|BUR@x=(4Y(<|rMHSW3ZHx#Ef7FHMv
zD~vM&rZq=HYZ00;mzBS0ofe78v~%6gd@EN<31HTz`<(_p4p6gmpSLZ}L`gSlu-!Mx
zzgNkB0XoCIMS||ONb0l~V}ImN&qViS9iK}c67+qVHwz>oat6}uPh8P>d=^hBi?Ii9
z^};so2!Xpg->`{vfez#EX1HTZ;xWvjzrsDw6$mD!1NAV}KU3DufOYY~h0wR1HUYeH
zYTF8Gm^+5WDJM2>$5dEMo`C5qTZhxtCvdq5{<y@%N0rDwa@I3_R9R=jrE_PL`_j)A
z!Z5JZ0=hQ-<A(s-IA)g$-FAUf1_CbW97al@EzYK*4?u~kdbr_GR({LrIPzMr*!CL3
zsUlDwt!C}^T5cZ|NwymoZ}-pvuI<NMmwnnK_U-sF@krK`F+rz=1c~;|-y4mnpUx>%
zKJ=j!rCefbKiuHNcMD7FHS0_?9c@?5UR{o33r+iYJ^*DcgZn?wXJ!(H%)(5n?a*pX
zbI|qNy>He@rDn=&rB+d${~w2$=XdasgG>79KV`IGfvYZ}S-&Jo&tLB9q}1Y+=$}fi
znoBG=t73vZkf4$i+6*SHG$?Q<fo`@&*fYx5Z5c<+D=aMNX(XU1b@n?V{N3>nzj=Y{
zC1b2^SH~0u*Y~2=-{VB%cXX4Bvkl9e;7-ks4$LxW@E{v7y#lj~E6;hr(Q2|k53Eft
zw(N&fctkuz(qk2EBnmE^k$5%>>cjCiYh1fwlKRXx_`XNglw~=RV$UsSvajoC`$Lq0
z$E02GS*?L>ll};7^6rgwEzPP^dOLPK;(XChq)q28h&Z?y3En}d{ukYfOOx)QhcgWS
zP6Q5)Y2HyG#x^j9ZwF2$MSW6~Dwv$LQLwbO$riKQQEq~jx2ne_;Lz=0`xm?Oo-5=>
zSB$6nfLc>~fo0#RdKl1(?7FkPwq-Z{FO=aIHt=YmgPV>~4{G(g2JB9+tj}1F{A&(O
zq+C?lL#)KgmMf%{>-PxJG$HIJdY9@Z<*{07&Tkf>`C5!%`DRmoHswR{=&38t$E&hQ
zwGOx8c|Sez+g6UaI!v-1*m={dHRgYRNPzW|z)nC`Ff=1*4>JcR2Hz8e-@yAE77sv=
zbFI^r9Igo_38OfSljARyqN7e_JW}WL<2Sd@cyv`6G859y+VEKkYqv<nOmc-oI{)|l
gFJ1v{n!8s-^FLmir>iPO2=GT<`ioSpgmLKq0Imr0i~s-t

literal 0
HcmV?d00001

diff --git a/docs/build/html/_static/pygments.css b/docs/build/html/_static/pygments.css
index 08bec68..6f8b210 100644
--- a/docs/build/html/_static/pygments.css
+++ b/docs/build/html/_static/pygments.css
@@ -6,9 +6,9 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .hll { background-color: #ffffcc }
 .highlight { background: #f8f8f8; }
 .highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
-.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .err { border: 1px solid #F00 } /* Error */
 .highlight .k { color: #008000; font-weight: bold } /* Keyword */
-.highlight .o { color: #666666 } /* Operator */
+.highlight .o { color: #666 } /* Operator */
 .highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
 .highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
 .highlight .cp { color: #9C6500 } /* Comment.Preproc */
@@ -17,6 +17,7 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
 .highlight .gd { color: #A00000 } /* Generic.Deleted */
 .highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
 .highlight .gr { color: #E40000 } /* Generic.Error */
 .highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
 .highlight .gi { color: #008400 } /* Generic.Inserted */
@@ -24,34 +25,34 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
 .highlight .gs { font-weight: bold } /* Generic.Strong */
 .highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
-.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .gt { color: #04D } /* Generic.Traceback */
 .highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
 .highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
 .highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
 .highlight .kp { color: #008000 } /* Keyword.Pseudo */
 .highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
 .highlight .kt { color: #B00040 } /* Keyword.Type */
-.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .m { color: #666 } /* Literal.Number */
 .highlight .s { color: #BA2121 } /* Literal.String */
 .highlight .na { color: #687822 } /* Name.Attribute */
 .highlight .nb { color: #008000 } /* Name.Builtin */
-.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
-.highlight .no { color: #880000 } /* Name.Constant */
-.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .nc { color: #00F; font-weight: bold } /* Name.Class */
+.highlight .no { color: #800 } /* Name.Constant */
+.highlight .nd { color: #A2F } /* Name.Decorator */
 .highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
 .highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
-.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nf { color: #00F } /* Name.Function */
 .highlight .nl { color: #767600 } /* Name.Label */
-.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nn { color: #00F; font-weight: bold } /* Name.Namespace */
 .highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
 .highlight .nv { color: #19177C } /* Name.Variable */
-.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
-.highlight .w { color: #bbbbbb } /* Text.Whitespace */
-.highlight .mb { color: #666666 } /* Literal.Number.Bin */
-.highlight .mf { color: #666666 } /* Literal.Number.Float */
-.highlight .mh { color: #666666 } /* Literal.Number.Hex */
-.highlight .mi { color: #666666 } /* Literal.Number.Integer */
-.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .ow { color: #A2F; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #BBB } /* Text.Whitespace */
+.highlight .mb { color: #666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666 } /* Literal.Number.Float */
+.highlight .mh { color: #666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666 } /* Literal.Number.Oct */
 .highlight .sa { color: #BA2121 } /* Literal.String.Affix */
 .highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
 .highlight .sc { color: #BA2121 } /* Literal.String.Char */
@@ -66,9 +67,9 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .s1 { color: #BA2121 } /* Literal.String.Single */
 .highlight .ss { color: #19177C } /* Literal.String.Symbol */
 .highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
-.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .fm { color: #00F } /* Name.Function.Magic */
 .highlight .vc { color: #19177C } /* Name.Variable.Class */
 .highlight .vg { color: #19177C } /* Name.Variable.Global */
 .highlight .vi { color: #19177C } /* Name.Variable.Instance */
 .highlight .vm { color: #19177C } /* Name.Variable.Magic */
-.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
+.highlight .il { color: #666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/docs/build/html/configuration_file.html b/docs/build/html/configuration_file.html
index 031d268..5b78a28 100644
--- a/docs/build/html/configuration_file.html
+++ b/docs/build/html/configuration_file.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Configuration File &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -25,9 +27,7 @@
         <script src="_static/dark_mode_js/theme_switcher.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
-    <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Introduction" href="tutorials.html" />
-    <link rel="prev" title="Documentation" href="Documentation.html" /> 
+    <link rel="search" title="Search" href="search.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -40,7 +40,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -50,29 +50,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
-<ul class="current">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1 current"><a class="current reference internal" href="#">Configuration File</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#project-base-url">Project base url</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#mysql-configuration">MySQL Configuration</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#learning-parameters">Learning Parameters</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#datasets">DataSets</a></li>
 </ul>
-</li>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -161,10 +159,7 @@ <h2>DataSets<a class="headerlink" href="#datasets" title="Permalink to this head
 
            </div>
           </div>
-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="Documentation.html" class="btn btn-neutral float-left" title="Documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="tutorials.html" class="btn btn-neutral float-right" title="Introduction" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
-    </div>
+          <footer>
 
   <hr/>
 
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index b203ef4..ebfb89d 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Index &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -37,7 +39,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -47,23 +49,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -97,6 +103,7 @@ <h1 id="index">Index</h1>
 <div class="genindex-jumpbox">
  <a href="#_"><strong>_</strong></a>
  | <a href="#A"><strong>A</strong></a>
+ | <a href="#B"><strong>B</strong></a>
  | <a href="#C"><strong>C</strong></a>
  | <a href="#D"><strong>D</strong></a>
  | <a href="#E"><strong>E</strong></a>
@@ -138,9 +145,19 @@ <h2 id="_">_</h2>
         <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.__init__">(MEDfl.NetManager.network.Network method)</a>
 </li>
         <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.__init__">(MEDfl.NetManager.node.Node method)</a>
+</li>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.__init__">(MEDfl.rw.server.FederatedServer method)</a>
+</li>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.__init__">(MEDfl.rw.server.TrackingClientManager method)</a>
 </li>
       </ul></li>
   </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname">_fetch_and_log_hostname() (MEDfl.rw.server.TrackingClientManager method)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient._lazy_init_from_server_config">_lazy_init_from_server_config() (MEDfl.rw.client.FlowerClient method)</a>
+</li>
+  </ul></td>
 </tr></table>
 
 <h2 id="A">A</h2>
@@ -149,10 +166,14 @@ <h2 id="A">A</h2>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.accuracies">accuracies (MEDfl.LearningManager.server.FlowerServer attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter">AccuracyLossPlotter (class in MEDfl.LearningManager.plot)</a>
+</li>
+      <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.add_node">add_node() (MEDfl.NetManager.network.Network method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.add_node">add_node() (MEDfl.NetManager.network.Network method)</a>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_eval_metrics">aggregate_eval_metrics() (in module MEDfl.rw.strategy)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_fit_metrics">aggregate_fit_metrics() (in module MEDfl.rw.strategy)</a>
 </li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.assign_dataset">assign_dataset() (MEDfl.NetManager.node.Node method)</a>
 </li>
@@ -161,14 +182,28 @@ <h2 id="A">A</h2>
   </ul></td>
 </tr></table>
 
+<h2 id="B">B</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.batch_size">batch_size (MEDfl.rw.client.DPConfig attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
 <h2 id="C">C</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.certificates">certificates (MEDfl.rw.server.FederatedServer attribute)</a>
+</li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.check_dataset_compatibility">check_dataset_compatibility() (MEDfl.NetManager.node.Node method)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.cid">cid (MEDfl.LearningManager.client.FlowerClient attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.client_fn">client_fn() (MEDfl.LearningManager.server.FlowerServer method)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.client_properties">client_properties (MEDfl.rw.server.TrackingClientManager attribute)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.connected_clients">connected_clients (MEDfl.rw.server.FederatedServer attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.create">create() (MEDfl.LearningManager.federated_dataset.FederatedDataset method)</a>
 
@@ -187,11 +222,11 @@ <h2 id="C">C</h2>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset">create_federated_dataset() (MEDfl.NetManager.flsetup.FLsetup method)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor">create_linear_regressor() (MEDfl.LearningManager.dynamicModal.DynamicModel static method)</a>
-</li>
-      <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor">create_logistic_regressor() (MEDfl.LearningManager.dynamicModal.DynamicModel static method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor">create_logistic_regressor() (MEDfl.LearningManager.dynamicModal.DynamicModel static method)</a>
+</li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network">create_lstm_network() (MEDfl.LearningManager.dynamicModal.DynamicModel static method)</a>
 </li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_master_dataset">create_master_dataset() (MEDfl.NetManager.network.Network method)</a>
@@ -213,7 +248,11 @@ <h2 id="C">C</h2>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network">create_recurrent_neural_network() (MEDfl.LearningManager.dynamicModal.DynamicModel static method)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.create_strategy">create_strategy() (MEDfl.LearningManager.strategy.Strategy method)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy.create_strategy">(MEDfl.rw.strategy.Strategy method)</a>
 </li>
+      </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.criterion">criterion (MEDfl.LearningManager.model.Model attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.custom_classification_report">custom_classification_report() (in module MEDfl.LearningManager.utils)</a>
@@ -248,6 +287,8 @@ <h2 id="D">D</h2>
         <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.diff_priv">(MEDfl.LearningManager.server.FlowerServer attribute)</a>
 </li>
       </ul></li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.DPConfig">DPConfig (class in MEDfl.rw.client)</a>
+</li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel">DynamicModel (class in MEDfl.LearningManager.dynamicModal)</a>
 </li>
   </ul></td>
@@ -264,6 +305,8 @@ <h2 id="E">E</h2>
         <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.evaluate">(MEDfl.LearningManager.model.Model method)</a>
 </li>
         <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.evaluate">(MEDfl.LearningManager.server.FlowerServer method)</a>
+</li>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.evaluate">(MEDfl.rw.client.FlowerClient method)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -275,13 +318,23 @@ <h2 id="F">F</h2>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.fed_dataset">fed_dataset (MEDfl.LearningManager.server.FlowerServer attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset">FederatedDataset (class in MEDfl.LearningManager.federated_dataset)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer">FederatedServer (class in MEDfl.rw.server)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.fit">fit() (MEDfl.LearningManager.client.FlowerClient method)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.fit">(MEDfl.rw.client.FlowerClient method)</a>
 </li>
+      </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.flower_clients">flower_clients (MEDfl.LearningManager.server.FlowerServer attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient">FlowerClient (class in MEDfl.LearningManager.client)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient">(class in MEDfl.rw.client)</a>
 </li>
+      </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer">FlowerServer (class in MEDfl.LearningManager.server)</a>
@@ -289,6 +342,8 @@ <h2 id="F">F</h2>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline">FLpipeline (class in MEDfl.LearningManager.flpipeline)</a>
 </li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup">FLsetup (class in MEDfl.NetManager.flsetup)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.model.Net.forward">forward() (MEDfl.rw.model.Net method)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.fraction_evaluate">fraction_evaluate (MEDfl.LearningManager.strategy.Strategy attribute)</a>
 </li>
@@ -318,14 +373,16 @@ <h2 id="G">G</h2>
       </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_node_confusion_matrix">get_node_confusion_matrix() (in module MEDfl.LearningManager.utils)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_nodeid_from_name">get_nodeid_from_name() (in module MEDfl.NetManager.net_helper)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.get_parameters">get_parameters() (MEDfl.LearningManager.client.FlowerClient method)</a>
 
       <ul>
         <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.get_parameters">(MEDfl.LearningManager.model.Model method)</a>
+</li>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_parameters">(MEDfl.rw.client.FlowerClient method)</a>
 </li>
       </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix">get_pipeline_confusion_matrix() (in module MEDfl.LearningManager.utils)</a>
@@ -333,6 +390,8 @@ <h2 id="G">G</h2>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_from_name">get_pipeline_from_name() (in module MEDfl.LearningManager.utils)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_result">get_pipeline_result() (in module MEDfl.LearningManager.utils)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_properties">get_properties() (MEDfl.rw.client.FlowerClient method)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name">get_strategy_by_name() (MEDfl.LearningManager.strategy.Strategy method)</a>
 </li>
@@ -393,12 +452,14 @@ <h2 id="M">M</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.master_table_exists">master_table_exists() (in module MEDfl.NetManager.net_helper)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.max_grad_norm">max_grad_norm (MEDfl.rw.client.DPConfig attribute)</a>
 </li>
       <li>
     MEDfl
 
       <ul>
-        <li><a href="Medfl.html#module-MEDfl">module</a>
+        <li><a href="MEDfl.html#module-MEDfl">module</a>
 </li>
       </ul></li>
       <li>
@@ -499,8 +560,6 @@ <h2 id="M">M</h2>
         <li><a href="MEDfl.NetManager.html#module-MEDfl.NetManager.net_helper">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     MEDfl.NetManager.net_manager_queries
 
@@ -520,6 +579,43 @@ <h2 id="M">M</h2>
 
       <ul>
         <li><a href="MEDfl.NetManager.html#module-MEDfl.NetManager.node">module</a>
+</li>
+      </ul></li>
+      <li>
+    MEDfl.rw
+
+      <ul>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw">module</a>
+</li>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    MEDfl.rw.client
+
+      <ul>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.client">module</a>
+</li>
+      </ul></li>
+      <li>
+    MEDfl.rw.model
+
+      <ul>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.model">module</a>
+</li>
+      </ul></li>
+      <li>
+    MEDfl.rw.server
+
+      <ul>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.server">module</a>
+</li>
+      </ul></li>
+      <li>
+    MEDfl.rw.strategy
+
+      <ul>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.strategy">module</a>
 </li>
       </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.metrics">metrics (MEDfl.LearningManager.plot.AccuracyLossPlotter attribute)</a>
@@ -538,7 +634,7 @@ <h2 id="M">M</h2>
     module
 
       <ul>
-        <li><a href="Medfl.html#module-MEDfl">MEDfl</a>
+        <li><a href="MEDfl.html#module-MEDfl">MEDfl</a>
 </li>
         <li><a href="MEDfl.LearningManager.html#module-MEDfl.LearningManager">MEDfl.LearningManager</a>
 </li>
@@ -573,6 +669,16 @@ <h2 id="M">M</h2>
         <li><a href="MEDfl.NetManager.html#module-MEDfl.NetManager.network">MEDfl.NetManager.network</a>
 </li>
         <li><a href="MEDfl.NetManager.html#module-MEDfl.NetManager.node">MEDfl.NetManager.node</a>
+</li>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw">MEDfl.rw</a>
+</li>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.client">MEDfl.rw.client</a>
+</li>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.model">MEDfl.rw.model</a>
+</li>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.server">MEDfl.rw.server</a>
+</li>
+        <li><a href="MEDfl.rw.html#module-MEDfl.rw.strategy">MEDfl.rw.strategy</a>
 </li>
       </ul></li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.mtable_exists">mtable_exists (MEDfl.NetManager.network.Network attribute)</a>
@@ -593,11 +699,15 @@ <h2 id="N">N</h2>
         <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.name">(MEDfl.NetManager.node.Node attribute)</a>
 </li>
       </ul></li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.model.Net">Net (class in MEDfl.rw.model)</a>
+</li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network">Network (class in MEDfl.NetManager.network)</a>
 </li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node">Node (class in MEDfl.NetManager.node)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.noise_multiplier">noise_multiplier (MEDfl.rw.client.DPConfig attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.num_clients">num_clients (MEDfl.LearningManager.server.FlowerServer attribute)</a>
 </li>
@@ -627,11 +737,13 @@ <h2 id="P">P</h2>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report">plot_classification_report() (MEDfl.LearningManager.plot.AccuracyLossPlotter static method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node">plot_confusion_Matrix_by_node() (MEDfl.LearningManager.plot.AccuracyLossPlotter static method)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix">plot_global_confusion_matrix() (MEDfl.LearningManager.plot.AccuracyLossPlotter static method)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.model.Net.predict">predict() (MEDfl.rw.model.Net method)</a>
 </li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_data_after_reading">process_data_after_reading() (in module MEDfl.NetManager.net_helper)</a>
 </li>
@@ -645,14 +757,16 @@ <h2 id="R">R</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.read_setup">read_setup() (MEDfl.NetManager.flsetup.FLsetup class method)</a>
 </li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.register">register() (MEDfl.rw.server.TrackingClientManager method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.results_dict">results_dict (in module MEDfl.LearningManager.plot)</a>
 
       <ul>
         <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.results_dict">(MEDfl.LearningManager.plot.AccuracyLossPlotter attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.run">run() (MEDfl.LearningManager.server.FlowerServer method)</a>
 </li>
   </ul></td>
@@ -662,20 +776,50 @@ <h2 id="S">S</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.save_model">save_model() (MEDfl.LearningManager.model.Model static method)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.secure_rng">secure_rng (MEDfl.rw.client.DPConfig attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.server">server (MEDfl.LearningManager.flpipeline.FLpipeline attribute)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.server">(MEDfl.rw.server.TrackingClientManager attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_address">server_address (MEDfl.rw.server.FederatedServer attribute)</a>
+</li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_config">server_config (MEDfl.rw.server.FederatedServer attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config">set_db_config() (in module MEDfl.LearningManager.utils)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config_dep">set_db_config_dep() (in module MEDfl.LearningManager.utils)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.set_parameters">set_parameters() (MEDfl.LearningManager.model.Model method)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.set_parameters">(MEDfl.rw.client.FlowerClient method)</a>
 </li>
+      </ul></li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.start">start() (MEDfl.rw.client.FlowerClient method)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.start">(MEDfl.rw.server.FederatedServer method)</a>, <a href="MEDfl.rw.html#id0">[1]</a>
+</li>
+      </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy">Strategy (class in MEDfl.LearningManager.strategy)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy">(class in MEDfl.rw.strategy)</a>
 </li>
+      </ul></li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.strategy">strategy (MEDfl.LearningManager.server.FlowerServer attribute)</a>
+
+      <ul>
+        <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy">(MEDfl.rw.server.FederatedServer attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy_wrapper">strategy_wrapper (MEDfl.rw.server.FederatedServer attribute)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -691,6 +835,8 @@ <h2 id="T">T</h2>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager">TrackingClientManager (class in MEDfl.rw.server)</a>
+</li>
       <li><a href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.train">train (MEDfl.NetManager.node.Node attribute)</a>
 </li>
       <li><a href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.train">train() (MEDfl.LearningManager.model.Model method)</a>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 5421e51..ec7c76a 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Welcome to the MEDfl documentation! &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+  <title>Welcome to the MEDfl Documentation &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -39,7 +41,7 @@
           
           <a href="#">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -49,23 +51,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -84,7 +90,7 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="#" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Welcome to the MEDfl documentation!</li>
+      <li class="breadcrumb-item active">Welcome to the MEDfl Documentation</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,40 +101,106 @@
            <div itemprop="articleBody">
              
   <section id="welcome-to-the-medfl-documentation">
-<h1>Welcome to the MEDfl documentation!<a class="headerlink" href="#welcome-to-the-medfl-documentation" title="Permalink to this heading"></a></h1>
-<p>This Python package is an open-source tool designed for simulating federated learning and incorporating differential privacy. It empowers researchers and developers to effortlessly create, execute, and assess federated learning pipelines while seamlessly working with various tabular datasets.</p>
-<img alt="_images/MEDfl_Diagramm.png" src="_images/MEDfl_Diagramm.png" />
+<h1>Welcome to the MEDfl Documentation<a class="headerlink" href="#welcome-to-the-medfl-documentation" title="Permalink to this heading"></a></h1>
+<a class="reference internal image-reference" href="_images/medfl_logo.png"><img alt="_images/medfl_logo.png" class="align-center" src="_images/medfl_logo.png" style="width: 300px;" /></a>
+<p>MEDfl is a modular and extensible Python framework designed to accelerate
+research and deployment in Federated Learning (FL), particularly in the medical
+domain.</p>
+<p>MEDfl supports <strong>two complementary modes</strong>:</p>
+<ul class="simple">
+<li><p><strong>Simulation Mode</strong> — a controlled environment with virtual clients that allows
+researchers to rapidly experiment, test assumptions, and validate hypotheses
+before moving to real-world deployment.</p></li>
+<li><p><strong>Real-World Mode</strong> — a production-ready execution layer where FL pipelines
+run on distributed machines using the MEDfl Agent, Flower, and secure
+networking. This mode enables seamless deployment across hospitals,
+institutions, and research teams.</p></li>
+</ul>
+<img alt="MEDfl architecture diagram" class="align-center" src="_images/medfl_use.png" />
+<p>Together, these two modes provide a complete workflow:
+from <strong>idea → experiment → validation → real-world deployment</strong>.</p>
+<img alt="MEDfl architecture diagram" class="align-center" src="_images/medfl_workflow.png" />
+<p>For users seeking an even more accessible experience, MEDfl is fully
+integrated into <strong>MEDfl application</strong>, a user-friendly desktop application that
+simplifies the creation and orchestration of FL pipelines. MEDomicsLab bridges
+the gap between medical researchers and computer scientists, promoting
+collaboration through intuitive tools, automated workflows, and secure
+distributed execution.</p>
+<img alt="MEDfl architecture diagram" class="align-center" src="_images/medfl_integration.png" />
+<p>Explore the sections below to begin working with MEDfl, understand its
+architecture, or build your own federated learning pipelines.</p>
 <div class="toctree-wrapper compound">
-<p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+<p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
 </div>
+</section>
+<section id="simulation-mode">
+<h1>Simulation Mode<a class="headerlink" href="#simulation-mode" title="Permalink to this heading"></a></h1>
+<p>MEDfl’s <strong>simulation mode</strong> enables you to design, analyze, and validate FL
+pipelines using virtual clients running locally. This environment is ideal for:</p>
+<ul class="simple">
+<li><p>testing hypotheses</p></li>
+<li><p>benchmarking FL configurations</p></li>
+<li><p>evaluating differential privacy and transfer learning</p></li>
+<li><p>exploring architectural variations</p></li>
+<li><p>iterating rapidly and safely before real-world deployment</p></li>
+</ul>
 <div class="toctree-wrapper compound">
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
 </ul>
 </div>
+</section>
+<hr class="docutils" />
+<section id="real-world-mode">
+<h1>Real-World Mode<a class="headerlink" href="#real-world-mode" title="Permalink to this heading"></a></h1>
+<p>MEDfl’s <strong>real-world mode</strong> enables deploying FL pipelines across distributed
+machines such as hospital servers, institutional workstations, or research
+nodes. This mode integrates:</p>
+<ul class="simple">
+<li><p>the MEDfl Python Agent</p></li>
+<li><p>Flower federated learning protocol</p></li>
+<li><p>secure peer-to-peer networking via Tailscale</p></li>
+<li><p>environment validation and client orchestration</p></li>
+<li><p>robust, production-ready execution</p></li>
+</ul>
+<p>It provides a seamless path from validated simulation to real, distributed
+collaboration in medical research.</p>
+<div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+</div>
+<section id="api-reference">
+<h2>API Reference<a class="headerlink" href="#api-reference" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a><ul class="simple">
+<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html">MEDfl package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
 </ul>
 </li>
 </ul>
 </div>
 </section>
+</section>
 <section id="indices-and-tables">
-<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading"></a></h1>
+<h1>Indices and Tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading"></a></h1>
 <ul class="simple">
 <li><p><a class="reference internal" href="genindex.html"><span class="std std-ref">Index</span></a></p></li>
 <li><p><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></p></li>
diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html
index efd8c9f..dc5e33c 100644
--- a/docs/build/html/modules.html
+++ b/docs/build/html/modules.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>MEDfl &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -26,7 +28,8 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="prev" title="Introduction" href="tutorials.html" /> 
+    <link rel="next" title="MEDfl package" href="MEDfl.html" />
+    <link rel="prev" title="Real-world Federated Learning Tutorial" href="rw_tutorial_complete.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -39,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -49,25 +52,33 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul class="current">
-<li class="toctree-l1 current"><a class="current reference internal" href="#">MEDfl</a><ul class="simple">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">MEDfl</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html">MEDfl package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a></li>
 </ul>
 </li>
 </ul>
@@ -99,6 +110,328 @@
   <section id="medfl">
 <h1>MEDfl<a class="headerlink" href="#medfl" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="MEDfl.html">MEDfl package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.client">MEDfl.LearningManager.client module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.dynamicModal">MEDfl.LearningManager.dynamicModal module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.federated_dataset">MEDfl.LearningManager.federated_dataset module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.flpipeline">MEDfl.LearningManager.flpipeline module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.model">MEDfl.LearningManager.model module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.plot">MEDfl.LearningManager.plot module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.server">MEDfl.LearningManager.server module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.strategy">MEDfl.LearningManager.strategy module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.utils">MEDfl.LearningManager.utils module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#submodules">Submodules</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.dataset">MEDfl.NetManager.dataset module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.flsetup">MEDfl.NetManager.flsetup module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.net_helper">MEDfl.NetManager.net_helper module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.net_manager_queries">MEDfl.NetManager.net_manager_queries module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.network">MEDfl.NetManager.network module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.node">MEDfl.NetManager.node module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw.client">Submodules</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.html#module-MEDfl">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="MEDfl.LearningManager.html">MEDfl.LearningManager package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.client">MEDfl.LearningManager.client module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient"><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.cid"><code class="docutils literal notranslate"><span class="pre">FlowerClient.cid</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.local_model"><code class="docutils literal notranslate"><span class="pre">FlowerClient.local_model</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.trainloader"><code class="docutils literal notranslate"><span class="pre">FlowerClient.trainloader</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.valloader"><code class="docutils literal notranslate"><span class="pre">FlowerClient.valloader</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.diff_priv"><code class="docutils literal notranslate"><span class="pre">FlowerClient.diff_priv</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.__init__"><code class="docutils literal notranslate"><span class="pre">FlowerClient.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.evaluate"><code class="docutils literal notranslate"><span class="pre">FlowerClient.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.fit"><code class="docutils literal notranslate"><span class="pre">FlowerClient.fit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.get_parameters"><code class="docutils literal notranslate"><span class="pre">FlowerClient.get_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.client.FlowerClient.validate"><code class="docutils literal notranslate"><span class="pre">FlowerClient.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.dynamicModal">MEDfl.LearningManager.dynamicModal module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel"><code class="docutils literal notranslate"><span class="pre">DynamicModel</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_binary_classifier"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_binary_classifier()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_convolutional_neural_network"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_convolutional_neural_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_linear_regressor()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_logistic_regressor()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_lstm_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_model"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_model()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_multiclass_classifier"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_multiclass_classifier()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network"><code class="docutils literal notranslate"><span class="pre">DynamicModel.create_recurrent_neural_network()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.federated_dataset">MEDfl.LearningManager.federated_dataset module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset"><code class="docutils literal notranslate"><span class="pre">FederatedDataset</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__"><code class="docutils literal notranslate"><span class="pre">FederatedDataset.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.create"><code class="docutils literal notranslate"><span class="pre">FederatedDataset.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.federated_dataset.FederatedDataset.update"><code class="docutils literal notranslate"><span class="pre">FederatedDataset.update()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.flpipeline">MEDfl.LearningManager.flpipeline module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline"><code class="docutils literal notranslate"><span class="pre">FLpipeline</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.name"><code class="docutils literal notranslate"><span class="pre">FLpipeline.name</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.description"><code class="docutils literal notranslate"><span class="pre">FLpipeline.description</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.server"><code class="docutils literal notranslate"><span class="pre">FLpipeline.server</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.auto_test"><code class="docutils literal notranslate"><span class="pre">FLpipeline.auto_test()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.create"><code class="docutils literal notranslate"><span class="pre">FLpipeline.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.delete"><code class="docutils literal notranslate"><span class="pre">FLpipeline.delete()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node"><code class="docutils literal notranslate"><span class="pre">FLpipeline.test_by_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.FLpipeline.validate"><code class="docutils literal notranslate"><span class="pre">FLpipeline.validate()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.flpipeline.create_query"><code class="docutils literal notranslate"><span class="pre">create_query()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.model">MEDfl.LearningManager.model module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model"><code class="docutils literal notranslate"><span class="pre">Model</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.model"><code class="docutils literal notranslate"><span class="pre">Model.model</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.optimizer"><code class="docutils literal notranslate"><span class="pre">Model.optimizer</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.criterion"><code class="docutils literal notranslate"><span class="pre">Model.criterion</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.__init__"><code class="docutils literal notranslate"><span class="pre">Model.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.evaluate"><code class="docutils literal notranslate"><span class="pre">Model.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.get_parameters"><code class="docutils literal notranslate"><span class="pre">Model.get_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.load_model"><code class="docutils literal notranslate"><span class="pre">Model.load_model()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.save_model"><code class="docutils literal notranslate"><span class="pre">Model.save_model()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.set_parameters"><code class="docutils literal notranslate"><span class="pre">Model.set_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.train"><code class="docutils literal notranslate"><span class="pre">Model.train()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.model.Model.validate"><code class="docutils literal notranslate"><span class="pre">Model.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.plot">MEDfl.LearningManager.plot module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.results_dict"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.results_dict</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.parameters"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.parameters</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.metrics"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.metrics</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.iterations"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.iterations</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_accuracy_loss"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.plot_accuracy_loss()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.plot_classification_report()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.plot_confusion_Matrix_by_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix"><code class="docutils literal notranslate"><span class="pre">AccuracyLossPlotter.plot_global_confusion_matrix()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.plot.results_dict"><code class="docutils literal notranslate"><span class="pre">results_dict</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.server">MEDfl.LearningManager.server module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer"><code class="docutils literal notranslate"><span class="pre">FlowerServer</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.global_model"><code class="docutils literal notranslate"><span class="pre">FlowerServer.global_model</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.strategy"><code class="docutils literal notranslate"><span class="pre">FlowerServer.strategy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.num_rounds"><code class="docutils literal notranslate"><span class="pre">FlowerServer.num_rounds</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.num_clients"><code class="docutils literal notranslate"><span class="pre">FlowerServer.num_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.fed_dataset"><code class="docutils literal notranslate"><span class="pre">FlowerServer.fed_dataset</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.diff_priv"><code class="docutils literal notranslate"><span class="pre">FlowerServer.diff_priv</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.accuracies"><code class="docutils literal notranslate"><span class="pre">FlowerServer.accuracies</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.losses"><code class="docutils literal notranslate"><span class="pre">FlowerServer.losses</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.flower_clients"><code class="docutils literal notranslate"><span class="pre">FlowerServer.flower_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.__init__"><code class="docutils literal notranslate"><span class="pre">FlowerServer.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.client_fn"><code class="docutils literal notranslate"><span class="pre">FlowerServer.client_fn()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.evaluate"><code class="docutils literal notranslate"><span class="pre">FlowerServer.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.run"><code class="docutils literal notranslate"><span class="pre">FlowerServer.run()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.server.FlowerServer.validate"><code class="docutils literal notranslate"><span class="pre">FlowerServer.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.strategy">MEDfl.LearningManager.strategy module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy"><code class="docutils literal notranslate"><span class="pre">Strategy</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.name"><code class="docutils literal notranslate"><span class="pre">Strategy.name</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.fraction_fit"><code class="docutils literal notranslate"><span class="pre">Strategy.fraction_fit</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.fraction_evaluate"><code class="docutils literal notranslate"><span class="pre">Strategy.fraction_evaluate</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.min_fit_clients"><code class="docutils literal notranslate"><span class="pre">Strategy.min_fit_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.min_evaluate_clients"><code class="docutils literal notranslate"><span class="pre">Strategy.min_evaluate_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.min_available_clients"><code class="docutils literal notranslate"><span class="pre">Strategy.min_available_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.initial_parameters"><code class="docutils literal notranslate"><span class="pre">Strategy.initial_parameters</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.__init__"><code class="docutils literal notranslate"><span class="pre">Strategy.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.create_strategy"><code class="docutils literal notranslate"><span class="pre">Strategy.create_strategy()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name"><code class="docutils literal notranslate"><span class="pre">Strategy.get_strategy_by_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.strategy.Strategy.optuna_fed_optimization"><code class="docutils literal notranslate"><span class="pre">Strategy.optuna_fed_optimization()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager.utils">MEDfl.LearningManager.utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.create_MEDfl_db"><code class="docutils literal notranslate"><span class="pre">create_MEDfl_db()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.custom_classification_report"><code class="docutils literal notranslate"><span class="pre">custom_classification_report()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.empty_db"><code class="docutils literal notranslate"><span class="pre">empty_db()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_node_confusion_matrix"><code class="docutils literal notranslate"><span class="pre">get_node_confusion_matrix()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_confusion_matrix"><code class="docutils literal notranslate"><span class="pre">get_pipeline_confusion_matrix()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_from_name"><code class="docutils literal notranslate"><span class="pre">get_pipeline_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.get_pipeline_result"><code class="docutils literal notranslate"><span class="pre">get_pipeline_result()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config"><code class="docutils literal notranslate"><span class="pre">load_db_config()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.load_db_config_dep"><code class="docutils literal notranslate"><span class="pre">load_db_config_dep()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config"><code class="docutils literal notranslate"><span class="pre">set_db_config()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.set_db_config_dep"><code class="docutils literal notranslate"><span class="pre">set_db_config_dep()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.LearningManager.html#MEDfl.LearningManager.utils.test"><code class="docutils literal notranslate"><span class="pre">test()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.LearningManager.html#module-MEDfl.LearningManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="MEDfl.NetManager.html">MEDfl.NetManager package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.dataset">MEDfl.NetManager.dataset module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet"><code class="docutils literal notranslate"><span class="pre">DataSet</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.__init__"><code class="docutils literal notranslate"><span class="pre">DataSet.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.delete_dataset"><code class="docutils literal notranslate"><span class="pre">DataSet.delete_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.list_alldatasets"><code class="docutils literal notranslate"><span class="pre">DataSet.list_alldatasets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.update_data"><code class="docutils literal notranslate"><span class="pre">DataSet.update_data()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.upload_dataset"><code class="docutils literal notranslate"><span class="pre">DataSet.upload_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.dataset.DataSet.validate"><code class="docutils literal notranslate"><span class="pre">DataSet.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.flsetup">MEDfl.NetManager.flsetup module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup"><code class="docutils literal notranslate"><span class="pre">FLsetup</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.__init__"><code class="docutils literal notranslate"><span class="pre">FLsetup.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create"><code class="docutils literal notranslate"><span class="pre">FLsetup.create()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node"><code class="docutils literal notranslate"><span class="pre">FLsetup.create_dataloader_from_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset"><code class="docutils literal notranslate"><span class="pre">FLsetup.create_federated_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset"><code class="docutils literal notranslate"><span class="pre">FLsetup.create_nodes_from_master_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.delete"><code class="docutils literal notranslate"><span class="pre">FLsetup.delete()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.get_flDataSet"><code class="docutils literal notranslate"><span class="pre">FLsetup.get_flDataSet()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.list_allsetups"><code class="docutils literal notranslate"><span class="pre">FLsetup.list_allsetups()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.read_setup"><code class="docutils literal notranslate"><span class="pre">FLsetup.read_setup()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.flsetup.FLsetup.validate"><code class="docutils literal notranslate"><span class="pre">FLsetup.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.net_helper">MEDfl.NetManager.net_helper module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_feddataset_id_from_name"><code class="docutils literal notranslate"><span class="pre">get_feddataset_id_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flpipeline_from_name"><code class="docutils literal notranslate"><span class="pre">get_flpipeline_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_flsetupid_from_name"><code class="docutils literal notranslate"><span class="pre">get_flsetupid_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_netid_from_name"><code class="docutils literal notranslate"><span class="pre">get_netid_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.get_nodeid_from_name"><code class="docutils literal notranslate"><span class="pre">get_nodeid_from_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.is_str"><code class="docutils literal notranslate"><span class="pre">is_str()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.master_table_exists"><code class="docutils literal notranslate"><span class="pre">master_table_exists()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_data_after_reading"><code class="docutils literal notranslate"><span class="pre">process_data_after_reading()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.net_helper.process_eicu"><code class="docutils literal notranslate"><span class="pre">process_eicu()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.net_manager_queries">MEDfl.NetManager.net_manager_queries module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.network">MEDfl.NetManager.network module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network"><code class="docutils literal notranslate"><span class="pre">Network</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.name"><code class="docutils literal notranslate"><span class="pre">Network.name</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.mtable_exists"><code class="docutils literal notranslate"><span class="pre">Network.mtable_exists</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.__init__"><code class="docutils literal notranslate"><span class="pre">Network.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.add_node"><code class="docutils literal notranslate"><span class="pre">Network.add_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_master_dataset"><code class="docutils literal notranslate"><span class="pre">Network.create_master_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.create_network"><code class="docutils literal notranslate"><span class="pre">Network.create_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.delete_network"><code class="docutils literal notranslate"><span class="pre">Network.delete_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.get_netid_from_name"><code class="docutils literal notranslate"><span class="pre">Network.get_netid_from_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.list_allnetworks"><code class="docutils literal notranslate"><span class="pre">Network.list_allnetworks()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.list_allnodes"><code class="docutils literal notranslate"><span class="pre">Network.list_allnodes()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.update_network"><code class="docutils literal notranslate"><span class="pre">Network.update_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.use_network"><code class="docutils literal notranslate"><span class="pre">Network.use_network()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.network.Network.validate"><code class="docutils literal notranslate"><span class="pre">Network.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager.node">MEDfl.NetManager.node module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node"><code class="docutils literal notranslate"><span class="pre">Node</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.name"><code class="docutils literal notranslate"><span class="pre">Node.name</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.train"><code class="docutils literal notranslate"><span class="pre">Node.train</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.test_fraction"><code class="docutils literal notranslate"><span class="pre">Node.test_fraction</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.__init__"><code class="docutils literal notranslate"><span class="pre">Node.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.assign_dataset"><code class="docutils literal notranslate"><span class="pre">Node.assign_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.check_dataset_compatibility"><code class="docutils literal notranslate"><span class="pre">Node.check_dataset_compatibility()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.create_node"><code class="docutils literal notranslate"><span class="pre">Node.create_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.delete_node"><code class="docutils literal notranslate"><span class="pre">Node.delete_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.get_dataset"><code class="docutils literal notranslate"><span class="pre">Node.get_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.list_alldatasets"><code class="docutils literal notranslate"><span class="pre">Node.list_alldatasets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.list_allnodes"><code class="docutils literal notranslate"><span class="pre">Node.list_allnodes()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.unassign_dataset"><code class="docutils literal notranslate"><span class="pre">Node.unassign_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.update_node"><code class="docutils literal notranslate"><span class="pre">Node.update_node()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.upload_dataset"><code class="docutils literal notranslate"><span class="pre">Node.upload_dataset()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.NetManager.html#MEDfl.NetManager.node.Node.validate"><code class="docutils literal notranslate"><span class="pre">Node.validate()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.NetManager.html#module-MEDfl.NetManager">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="MEDfl.rw.html">MEDfl.rw package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw.client">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig"><code class="docutils literal notranslate"><span class="pre">DPConfig</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.noise_multiplier"><code class="docutils literal notranslate"><span class="pre">DPConfig.noise_multiplier</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.max_grad_norm"><code class="docutils literal notranslate"><span class="pre">DPConfig.max_grad_norm</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">DPConfig.batch_size</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.DPConfig.secure_rng"><code class="docutils literal notranslate"><span class="pre">DPConfig.secure_rng</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient"><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient._lazy_init_from_server_config"><code class="docutils literal notranslate"><span class="pre">FlowerClient._lazy_init_from_server_config()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.evaluate"><code class="docutils literal notranslate"><span class="pre">FlowerClient.evaluate()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.fit"><code class="docutils literal notranslate"><span class="pre">FlowerClient.fit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_parameters"><code class="docutils literal notranslate"><span class="pre">FlowerClient.get_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.get_properties"><code class="docutils literal notranslate"><span class="pre">FlowerClient.get_properties()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.set_parameters"><code class="docutils literal notranslate"><span class="pre">FlowerClient.set_parameters()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.client.FlowerClient.start"><code class="docutils literal notranslate"><span class="pre">FlowerClient.start()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer"><code class="docutils literal notranslate"><span class="pre">FederatedServer</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_address"><code class="docutils literal notranslate"><span class="pre">FederatedServer.server_address</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.server_config"><code class="docutils literal notranslate"><span class="pre">FederatedServer.server_config</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy_wrapper"><code class="docutils literal notranslate"><span class="pre">FederatedServer.strategy_wrapper</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.strategy"><code class="docutils literal notranslate"><span class="pre">FederatedServer.strategy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.certificates"><code class="docutils literal notranslate"><span class="pre">FederatedServer.certificates</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.connected_clients"><code class="docutils literal notranslate"><span class="pre">FederatedServer.connected_clients</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.start"><code class="docutils literal notranslate"><span class="pre">FederatedServer.start()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.FederatedServer.__init__"><code class="docutils literal notranslate"><span class="pre">FederatedServer.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#id0"><code class="docutils literal notranslate"><span class="pre">FederatedServer.start()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.server"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.server</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.client_properties"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.client_properties</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.__init__"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.__init__()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager._fetch_and_log_hostname()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.server.TrackingClientManager.register"><code class="docutils literal notranslate"><span class="pre">TrackingClientManager.register()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net"><code class="docutils literal notranslate"><span class="pre">Net</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net.forward"><code class="docutils literal notranslate"><span class="pre">Net.forward()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.model.Net.predict"><code class="docutils literal notranslate"><span class="pre">Net.predict()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy"><code class="docutils literal notranslate"><span class="pre">Strategy</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.Strategy.create_strategy"><code class="docutils literal notranslate"><span class="pre">Strategy.create_strategy()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_eval_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_eval_metrics()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="MEDfl.rw.html#MEDfl.rw.strategy.aggregate_fit_metrics"><code class="docutils literal notranslate"><span class="pre">aggregate_fit_metrics()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
 </div>
 </section>
 
@@ -106,7 +439,8 @@ <h1>MEDfl<a class="headerlink" href="#medfl" title="Permalink to this heading">
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="tutorials.html" class="btn btn-neutral float-left" title="Introduction" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="rw_tutorial_complete.html" class="btn btn-neutral float-left" title="Real-world Federated Learning Tutorial" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="MEDfl.html" class="btn btn-neutral float-right" title="MEDfl package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index 475ed40a3d799cb2481fafcd179f20cc81a95adb..237589b6ec46ea237bc42df2802faad31ba5d8fc 100644
GIT binary patch
delta 3485
zcmV;O4Px@W67d_5c7Jo6ND_eW{0bu02m1hF@6OKd%*`Q<VjU|vw30XG;s}C<>Q=33
zz*Qi*{p&Zg9#A}rhNjTT7LZ>i^~lQ1D*En^>wV^zr{9l7T4%(6@898-@Todxf05UM
zH-6yBtG6U(In57uaULHC8<FchF^>}_86|n;7#H4T#S39q4SzeyV$S^!Q|Lv^Fp6kS
zt0)qNlj^BRUD6YpA~>!pMt5~ZT(VQT-$x~*&zor=&v91Az}%#5_O#jtd>~a+#w-Rh
zVSF1MS&_t91f!T_n>ByMVwz_~oXT0ci4N#tnr_y`KzC?=ddlM?P40>`&Ybxf6B=GO
zf5>iK<!!9wFn?hLnmpRkJZ7gzD4~0*eDSJIIIA-$^5-I}D_Z0*esfYY@lW+quy3!R
zKBGB^M2s95;k<Z_H_nO!<rPg{S1GTKuh^`OAKF?^ok2_DczxYb%Sci)1|G%vh}{$L
zPM{)<zzfElxC>wg<nTscxo%ah@-XLBI1F!QD3iVQDu1f#(#@*1&q`VnbW83!zCngJ
zw<djEUyo74xUPz*BD`|h5~c!YT{=pKDNeSe^Muh7*E%Qh$G8^oR%AmwC+yi#{4}lr
zM^CgnML9U!t$M;;lxgtQ+VH(5?1bQbohPENFGRPCs0%M3XrY@((qK7s=q45B3FJzy
zCW=XRmw!W=RM#n<$;OPuRYYZS-6e}AwE+Kiq(2?G2$Rg?XR<{*@D2M;q|9!S?tE97
z74E`IgoPgyh>PRobX#zK4;Lyq3|2WC8`z=ev8q5P6r&I4PDZm;517wrvayox7~fD2
z{2RsU2Bf>3Z`eaZna=$Z(N~b2l?AIdS6bxznt!9dyBM1Chr5_%TJIq%c93zl>W@PG
zhH4q%kZ1EKrAg&(==7<WT3rfkgHk8HOyX4O@Uda9a$_S*haPN<uBIR*Zsz-#3Rz=~
z_W3q%;C4r0OoO{<aE!k1mT@+DgT448l0C6qPb;tEE@m84f@{TwqcyLOo3|6{U`3s$
z+kdHG^+wZ;S6I?IoHn!EUFd3>>c-_OVEAZ|*E#$?(WSc|uvPJ)(=Lux>|rqx@s;T`
z*N+ps9<?F6feK95^;HqKshXMVCd2-w;5HqH-a|!4nn&?-OtW~G5w}imRF@tCub>J>
z!NyvgRZNHIqO9sXjxZ2Vg^^g7f7gw*x__b>cjo;BP5Th>NR;ke)G!se=2daDr)h4q
zkYib$oZ5|U0#mxtWXqijT|s^=HG2k~p$Gj2e3{v~gNp)ax)aSq4_k4gl$7q+SXA7=
z<PO%Y#d_CnDeW_<>__+7n-))GJYe7OzJL<q#_Z$Ro^~HLhcXqqUBr_cjh#Jy2Y=Lz
z@+yk6OkL-$xN>t_SnCccXP?^!m`E^Y@%9<e>T=}}RFv@MwxL}x1bdX#L$J@Y?xe4v
ziT;!)?9?hVUJzZQV*G@RJ3gAsrS->{L(J}4kM)qjMKoM__nG1CTtKxW5r1)4RA}Ec
zYA2Wj;@bJ1L*qS>tX#czwIJCcB!5+dCZg$?cx$1ds>5dnbC<zI<8ER&{J9MmCarTY
z<ya(ef>NHO66rbl0n>{+;g+mO2<O5@Me!bW;4Fh^%_*MHq+SO+%KwYgF=|I*-E?b?
zTdt<yB~80vo$gUquhV^AoTjUm(LPTfoprLdS>X2LuoqEPwCtE_@kcJudVl>?*ST{p
z#wf0!$G%q@*1;~~+RJJe;Zzdhco5XwIdXMSq9^+b&jyI_v*KLh)3p40Z`P2o_IJov
zJDi4>Jdxy^#zjeSEaQsqXhy4(19+PYtcPj$<phRa%UK(`Di{oj>pWD0TkAs_kT_MW
zcb41`_0hi7q&jy!H?*&GGJoRSlxkYuMgEb!jJQPhVsV9V!}|H}d7<$7{;H|lcD<(-
zo{|c8ag{tpoc^>7-C2-h{3ANB7-K(nT*1i;%GHNbWkzksa%Z79e)U8mCX<V0km>KH
z=SqfA7XLiSB}oKr@|1y5X73HC+2DzTK(iU+9}v$LKYNCJ8Hp8;!GBehtRit|Ht{NE
zvzy2E>BH3Am1m?slexpIc|P11>?LODBIAT$$%sC^I7iTWN^$D7^f?+`^|T#FoY2@8
zo(k%gU=kc(VmsG%XloIz$a9ilU3YS~e+g1~2gsoDLtAIO*4wPaotY9eeLssbb!uyw
zJ?ccv3yaHg(Ndv^Uw<IL`bP7Eob$%E;QX;Vinw&dT3~yE3v`^P_%U|$RPf4@{4Zy#
z6R}<I>!1-sM)0%o(XX4A!=^ss8>iXN+f6#J^QY=2)h#*SHVujo2WUY=;7T7EA6yJ-
znsY&TFljF5edxnt!N~WTa*FPfSLyFryn|IP_~3I2@tHgnQ-9S}!DyUuk<nt_C?Q>G
zz}=e{ybqyI@@LA5{D=V-3~iqt@p#R0O$H|bPM|rU;*W6^s2%KsI05U<D)1JY#U0)3
zrO`QjIVl`S;Xr;1AYO7v^*+Gs;|~n!PnpHoz?MgwL|TRtOW%8+1)3OWqG*7Ih<a~s
z&*=3&U~Ax)6Mrb8KZ6mEh)-b_cf3Lc8YOHJDAaUs)#QEnYv|+m*hf&1_?Q5T=is(F
zpu<5UxP!$eHPApog-H?`Xees`I77P!&tb3bAi4DA%38~Bt`^&+F+mpt3a&>Lplam_
zCluR<t&|;VdmLeUe+%^(zDSpv7+qOlUX3tOm#%3xV}JB5Tv3}a?-sYLqP6p)g`p9j
z2g=$+{+;&=`lfi7VgKV79Rz<kgW^x-F#3!m_H9wh-+y^Gw>2~`FnNLE1sdo7f-XyG
zzBV=A4>Y5d&B+2kQ%9bBxm*2KZHX>#xCR+$WFSa^K4}7Kn=s73?WtAU-0!@<Lx*B5
zr{i&SL4QWpXO{OV0K1M(0RsgDrJv6zMZ;K~3!AGa;*%c`^-!@s%<M@e9e{LTNCWp_
zl<WNp^GF;gr9VYWl^MlU0q2{X3Uen^3kf77C~-1N2xz&Q(t>8R!$mhr(^8iY6Ws?5
z>Q{4s^c8vk2z{9=r(`b<o8#nDKVKtmEFZE$EPrTufr;}$;oU%?`4c(s&?a6Vk1;#V
zcBJZYkbIQ?_5KNKmx{DxgQ~c1@mkeFf(8Qck0WsJH;WGt?%c`L7o^|JF72uDu8X9`
zf!+?Jv`A28=Y~)Lapk8RlE^F@JZxUq&x)wje5n0ZM)_aAgj@la<nbS797v8G4D~HP
z>VMcF8%IV5&|V4HA09I8pxDb0p#pEetsE<nxTFw$h-Dz@g*`M+$qzMTN*c6JeZ2qV
zKj^=_?)tl@Sr5~>AK`uFZOrR|kh|)jZs3wPlr~?^!X5+738)4`#1=m_!Ba<3t3w6?
zL#IDBM|z43(d!}3Yqq6kwecHYor2?DI)9i%jr4FDp`dxuJCIxqhpwQ$DjWS1{?~h=
zhbNfc&+tUdk|#*TlB#B8uHS3LgO2#W#<5;&l^PO;L4T4A;KZ*Av0};z-F+{3nkJAv
zigX3{{JC`ws7Gb~BOm=_NPiKR0NC?B6NBqb=NgDstVru*-g4O@S}E@vIr&CydVgk{
zgH&Kh{ksG48gG0w{L>868W*qSnov%;t(I&v**2^jv?18g??+5mAJ#86UCTA_2YJCe
zl2k1m4New&ntl<ZO+BZZ+t+&hx2^IE!V!c9`dXkL3tCY%)~~eQFOA;ER<ANntpr^w
z%wH!K+VoT1RZ-jvb#ooN%h4Ed{C`_4p`l0VYP7DNqZa6$PF0qhZHFw^P5yTB<V^{%
z*wn_1&<`#x>-^^Gj7KJ|Y(liJ&F;2KTZbpr=RP-Wb^8;6POWXRXCIifPbLa3O_Ri_
zdy@u<-#Kz=j{r{GnzTkG0WR%P$jO`2HtEdBsZ|<!=Jupz@;g_TW=Z1Iy?>5DMx|@Q
z)ejEm2`}Hu_8k03I@8w{p7%(W6M@zb>#R2{FWh_%wcZ3xvfi+n0RR1}KhaokhVi|}
z)V)b#)E{4)qwH?X>K~Aw_0WW&q9E(UG(oc7u$q9SLkId1Gk&$Bxy|y&wDtBVo5H}L
zLLgU@<f)(unHxaMf|-)JGk*X`8%ZR~Q=o6CI)!W{nNq4IgKVG@hafI*JI&Q7h2~}g
zX~yw7ia+u1*;L`cmZ%89UhUxS^!T6KUg5y-sIwEl_N_eK&7I`)?Y<BjE^;%wVEo;=
zd{kiq6B7U>Fe#8<NoAcn+uIvZc4aD?Fsg?2cZD@Ve8P<X3cOdc;(vc6seDmEsaZC!
z$COkcYB4Bv-@|yuSUod{?@!eecDOl~OL<M~Q!`Q0;b$8{hy)!Gg?=!ud5l1C4-P0x
zeV&j!X0(_)nou+lqCq42FvNN7b7NKECcB-x(a~xhsSG!?hgRvxzK~9BP214@SnD{3
zR`Hy`|0(3qQ*}8NeSf}e`=X<zp*)PSy|ETDJ(9Hr=Qa%|STpOrgSaL!kMjOKx_hID
zFxialbFvv9jp73~<5(M+FJ&E!-HO&^Q=jAYT5DEOgx5QBQJA-C>H@%HBa9s7!ML@w
z@&*O;Qyv8WIp4z)(C&ZCo4s1FnLGX$jnZSmd+F9fW$9<4CKhb;v=R-fLTpLOIKC@7
Lqtg0+b=O|~pmo>U

delta 2271
zcmV<52q5?I8@&>cc7KoCHV}aC{uL^ctAys7Tifjd0oK7bTcDQ!0xeNC8|o2~+Qj|!
z<x`@b_F6-q*5>1z5g)^up}hM)9|{^Z=Z|Hbw-iUeMthtWG&zZqzB6U<`zYS+RlDQ~
zBUX{>xJMN_Vm9nI*Wx-(l2L*y0gOu?Y5fDUKRR|s5$Dl|HGlM*m`R$FiikATiequA
zb4Yqdas@_0Fmh-GhGgfYDAI<J*I*LxE21ru%phY^5D^A^#3F4FLz0Xc4<m!t8KS9N
z#h3;ge!&o_XpM5SOM}ReGfeVeQ!MF#`se2gl_cBOIig^8#)l>k-4`>ho2<<uImsB7
zL!KT;h1faOLVrj>tS#O&2^VE%b@f`)R*<@q>$k!!(|^Q|nti*2cuFeSC1v=?Fz59>
zo|x80!Uf6hE0l}!j>Fp7q0n+#Do0YS*ZZzohO?G2X;HveY=Nb9k|Od{T0z7yoC7l<
zCy%b=p%=Bu!dw;s=-yl*%*@tZM70gfsa4R1G+3D>xPOW7kjdkdPv17zbJPU2qD}?o
z0&*mL0bo-)OP5<5hotk2kw%?$ApXa^6ltw+Ks?9n707>@7ob*8dN`+*G`OK=0?y0y
z`1Wl0-ePuE;G(TEJ=Zs)`$H7M3TRpa<4JlfK!fg6<vx+I64XZV$#5~GPlXQge71^M
zpgby{3x5|Z`qWz5x03t^WFmYrN3S@<IPidTr$c5~B%JMPXbtCHDp>McCjDZRou6vX
zpJjnC%V3kSSpoxEo<$ML2q9&|Iml{Wlq1z=BnvELxW)s@k$+QUD`dFKdB7Rc!d&c^
z>A8~8SyM9+TxeYtEm!jPNDk#sIG<%*?vd698Gmv1;!7<)pjd{vjI()~lT5%ZoiSB~
zR<{Csrxe7N8JtZWzI5zOW^9HDXu;;_b_)^=v)|`Lm>g?bRAHU~_C{e&0-QHEM=yqH
zoFGq7=r5_6iEuM*tqz>eI44A%6#-Xk)t14>Ny%V!Tjk+Iur|<k<3gphj^|*S!?~`$
zs(&yh-vW~tkG##`kBN}xe!{lNhrzf2izwt_qWvr1Xl`F8%W~|6Yyc4|Tz93~Z?icw
z=pj?{O{CcbcD<*9N>Zih6%mRK6vG<1Sy^rg+(DFF1%ai2WlX2&x)E)KQsoHP#0YZf
z-)(EH6@+py>!)eXhUg|~et^hfT5!unU4JfzX)sc7*@!c!-pWj<kZv~Ef)n8~$oCRc
zFgY1+(Ffq0$PNy!6QKD)4-Ywp;-)!n;Mgju7(nF#7FJ_-Yxh>#XDpUq-RmnCERok>
z`NI1KN}?`iU*_(#$FOTCYp&Z(Jaf@FxZ?+)Qo==wD7EDrifb;nwYG3bv-@BNV1FgR
zxQbU$No$*pOVCo1$ES{V!x9`(HZQ?3Z}BF515MATdBe`0GV=-1Eh6UMkb&bXmATQr
zL|ppp&~g@EGPsGRPTqog)(!&d42k~6p{R0v^R(Y!0K~2Py^@1>!nE0ZcJ&}LAvm{-
zCMEd=f9s8k+6lkXnY#_H2RDe~@_%a>uH3ZXV8T_B00d<%iO}IW{wcQ?2jMoX&M@cN
zM5U-uGSn`U-Wn(#ldRnaEX`;Ac8tA|*tXre*DW_wRFR|Ia88dXo6qSn59Rr$V|2`O
zug-#;Z42<_*I{p>T5lPcx?qnW(C+-S<s6)=d=w~XIkrmEJlIX#<+R#OIDZ?2055`;
zgCjRPC2q5Cuxt{Me72lhY?|x8-I{eImHRtZn+;CK%T74^=5T3Nmkko+KqwJs0C*n@
zY==4X1p-r63v3Lb5(ZP^HVf6^w%U*mq~9ubH%l-?_iEo}Qd>dq4QDGsRvb*KrsuuU
zK0ef0TjENXixV#Lk9nO%@qdSCP@&t))}Jaa<no&|_RC${`QIOVotE>T(ZX++QT9!K
zm}W*N(9x4d(_E@Ush>^{`ggyjHl4bbCMn#S7Z#&}$g@Lrqv(LC>Nu!RRlOPHL3ynE
z{V_m2%A(!0x3AO!dk&=5(Lt`H$b<xH28VizR@96j%8h!ieeAV=n13>MoejI{q2EU~
zWx{v)WPx?Pr%OzA^b2=KEEhnIe-1mkQZovl)W==l%nq8@;vY=q35Fw4N8*I-#10hu
zMfE2#8jDbsN7`i@J!+48XPd^dX>6N*n)H^y(O&6Lliea8+b@${1(W_qHtjl^J=L#o
zx}$c(*okASeO=?&HGg*7EwY=W$9Wg*S51G1_BwX-=dP?5VBc1}PG8r!BYrUjyRzHN
z9mBYB-Dv5Vx9#l49=7-Ym4f;hyH-PEpz9K+Q8_d!BjU=%v6e8R3?(kwz*!C4e`T<~
z?bUi1Uw8E%J*-w5z=BTp=bokh9XF(AgCB@r(PUN2F7N%dJAaBHb)BZwuWh%kb^m)t
zP;Gnc#RjYTnHL%%RWro3x>berk1`<j(ZH3eRc-8x)sXsF<Z9)*PVOByP^}#FLiMU<
z=A|4+wG45sZlF+w#TBN0l1b23zVACS@H0;7SXy$~A}ypZ7T*F`tXO#9?(TNG3XZf`
zv800h_|@GfZGTt8yPR69TUEw>`P${(VbmID^RH^OqNq;4fvBcQixrD1s6ZJ&zQW9x
zI?4I~$WFEN#aDev-7vNd_g*iBm<c$VbL=W?Y-pawgdX<Mq&F<|dz6bFrT1Wt;5u0d
z_ahkJd3CPqnSZB4zxz6uTz8Cz9rx##zn+Fcq!o}K)_-J7;}=8E53>Ruejmy3?C5%M
z(@*ox8O^suRklw&=<{qrgMh1H^}je1k&b#>Mz0%F+bh=bv+DIc!tA_tb74U}pT$Xy
zn7^(XQ}(7u)?G$VJjLu7mJYGpv^0-+hAYHKy*d}FeXQHZUHdOn#*WKVG&>DZrp!F%
zi>ZHB$5<S15B{RRU=`j+FI{`p)lTm6ZqprHtDW>PDqhGH*TtM`kLy}@!CCaT>+k%8
tUDw6mvO~@=I{z`uLYOFYn1xtOIoQ6jsAJhTHa^8LwQ^08<9|>2u!krBcrgF~

diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index 0891fab..e07ca5e 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Python Module Index &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -40,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -50,23 +52,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -109,7 +115,7 @@ <h1>Python Module Index</h1>
        <td><img src="_static/minus.png" class="toggler"
               id="toggle-1" style="display: none" alt="-" /></td>
        <td>
-       <a href="Medfl.html#module-MEDfl"><code class="xref">MEDfl</code></a></td><td>
+       <a href="MEDfl.html#module-MEDfl"><code class="xref">MEDfl</code></a></td><td>
        <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
@@ -196,6 +202,31 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="MEDfl.NetManager.html#module-MEDfl.NetManager.node"><code class="xref">MEDfl.NetManager.node</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="MEDfl.rw.html#module-MEDfl.rw"><code class="xref">MEDfl.rw</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="MEDfl.rw.html#module-MEDfl.rw.client"><code class="xref">MEDfl.rw.client</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="MEDfl.rw.html#module-MEDfl.rw.model"><code class="xref">MEDfl.rw.model</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="MEDfl.rw.html#module-MEDfl.rw.server"><code class="xref">MEDfl.rw.server</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="MEDfl.rw.html#module-MEDfl.rw.strategy"><code class="xref">MEDfl.rw.strategy</code></a></td><td>
+       <em></em></td></tr>
    </table>
 
 
diff --git a/docs/build/html/rw_tutorial_complete.html b/docs/build/html/rw_tutorial_complete.html
new file mode 100644
index 0000000..a5ddfad
--- /dev/null
+++ b/docs/build/html/rw_tutorial_complete.html
@@ -0,0 +1,448 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Real-world Federated Learning Tutorial &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
+        <script src="_static/dark_mode_js/default_light.js"></script>
+        <script src="_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="MEDfl" href="modules.html" />
+    <link rel="prev" title="MEDfl Complete Tutorial (Simulation)" href="simulation_tutorials_complete.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="index.html">
+            
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Real-world Federated Learning Tutorial</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#high-level-architecture">High-level architecture</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#preparing-client-data">1. Preparing client data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#server-configuration">2. Server configuration</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#key-parameters">Key parameters</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#client-configuration">3. Client configuration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#enabling-differential-privacy-optional">4. Enabling Differential Privacy (optional)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#running-the-experiment">5. Running the experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#customizing-splits-per-client">6. Customizing splits per client</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#summary">7. Summary</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">Real-world Federated Learning Tutorial</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/rw_tutorial_complete.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="real-world-federated-learning-tutorial">
+<h1>Real-world Federated Learning Tutorial<a class="headerlink" href="#real-world-federated-learning-tutorial" title="Permalink to this heading"></a></h1>
+<p>This tutorial shows how to use the <code class="docutils literal notranslate"><span class="pre">MEDfl.rw</span></code> (real-world) module to run a
+<strong>true multi-machine federated learning experiment</strong>:</p>
+<ul class="simple">
+<li><p>One <strong>central server</strong> (orchestrator)</p></li>
+<li><p>Several <strong>remote clients</strong> (hospitals / institutions)</p></li>
+<li><p>Each client keeps its data <strong>local</strong> in a CSV file</p></li>
+<li><p>The server enforces a <strong>shared schema</strong> (same features/target on all sites)</p></li>
+<li><p>Validation / test splits are done <strong>per client</strong>, with optional overrides</p></li>
+<li><p>Optional <strong>Differential Privacy (DP)</strong> configuration per client</p></li>
+</ul>
+<section id="high-level-architecture">
+<h2>High-level architecture<a class="headerlink" href="#high-level-architecture" title="Permalink to this heading"></a></h2>
+<p>In real-world mode, MEDfl is organized as follows:</p>
+<ul class="simple">
+<li><p><a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw.server" title="MEDfl.rw.server"><code class="xref py py-mod docutils literal notranslate"><span class="pre">MEDfl.rw.server</span></code></a></p>
+<ul>
+<li><p><code class="docutils literal notranslate"><span class="pre">FederatedServer</span></code>: wraps the Flower server and coordinates the training</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">Strategy</span></code>: defines the aggregation and training hyperparameters</p></li>
+</ul>
+</li>
+<li><p><a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw.client" title="MEDfl.rw.client"><code class="xref py py-mod docutils literal notranslate"><span class="pre">MEDfl.rw.client</span></code></a></p>
+<ul>
+<li><p><code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code>: local client that loads CSV data, applies splits, trains</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">DPConfig</span></code>: optional configuration for differential privacy</p></li>
+</ul>
+</li>
+</ul>
+<a class="reference internal image-reference" href="_images/rw_files.png"><img alt="_images/rw_files.png" class="align-center" src="_images/rw_files.png" style="width: 30%;" /></a>
+<p>The typical workflow is:</p>
+<ol class="arabic simple">
+<li><p>Prepare a <strong>CSV dataset</strong> on each client machine.</p></li>
+<li><p>Configure and start the <strong>server</strong> on a reachable host.</p></li>
+<li><p>Configure and start the <strong>clients</strong>, pointing them to the server.</p></li>
+<li><p>Monitor federated rounds and collect saved models and metrics.</p></li>
+</ol>
+</section>
+<section id="preparing-client-data">
+<h2>1. Preparing client data<a class="headerlink" href="#preparing-client-data" title="Permalink to this heading"></a></h2>
+<p>Each client will load data from a <strong>local CSV file</strong>. All clients must share:</p>
+<ul class="simple">
+<li><p>The same <strong>feature columns</strong></p></li>
+<li><p>The same <strong>target column</strong></p></li>
+<li><p>An optional <strong>ID column</strong> (for split_mode based on IDs)</p></li>
+</ul>
+<p>Example structure of a client CSV file:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>id,MajorAxisLength,Area,Eccentricity,ConvexArea,label
+0,134.12,10023,0.88,10450,1
+1,120.57,8900,0.76,9100,0
+2,143.34,11010,0.91,11300,1
+...
+</pre></div>
+</div>
+<p>In this tutorial, on the client machine we will use:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>../data/client1_with_id.csv
+</pre></div>
+</div>
+<p>with:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">id</span></code> as the identifier</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">MajorAxisLength,</span> <span class="pre">Area,</span> <span class="pre">Eccentricity,</span> <span class="pre">ConvexArea</span></code> as features</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">label</span></code> as the target column</p></li>
+</ul>
+</section>
+<section id="server-configuration">
+<h2>2. Server configuration<a class="headerlink" href="#server-configuration" title="Permalink to this heading"></a></h2>
+<p>Create a file called <code class="file docutils literal notranslate"><span class="pre">run_server.py</span></code> on the <strong>server machine</strong>.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># run_server.py</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.server</span><span class="w"> </span><span class="kn">import</span> <span class="n">FederatedServer</span><span class="p">,</span> <span class="n">Strategy</span>
+
+<span class="c1"># Optional: build a list of test IDs (here 0..1499)</span>
+<span class="n">test_ids</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1500</span><span class="p">))</span>
+
+<span class="c1"># Optional per-client overrides:</span>
+<span class="c1"># keys must match the hostname seen by MEDfl on each client machine.</span>
+<span class="n">client_fractions</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;dinf-medomi-05b&quot;</span><span class="p">:</span> <span class="p">{</span>
+        <span class="s2">&quot;val_fraction&quot;</span><span class="p">:</span> <span class="mf">0.10</span><span class="p">,</span>
+        <span class="s2">&quot;test_ids&quot;</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1500</span><span class="p">)),</span>  <span class="c1"># here: all IDs used for test</span>
+    <span class="p">}</span>
+<span class="p">}</span>
+
+<span class="n">custom_strategy</span> <span class="o">=</span> <span class="n">Strategy</span><span class="p">(</span>
+    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;FedAvg&quot;</span><span class="p">,</span>
+    <span class="n">fraction_fit</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">min_fit_clients</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+    <span class="n">min_evaluate_clients</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+    <span class="n">min_available_clients</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+
+    <span class="n">local_epochs</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+    <span class="n">threshold</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span>
+    <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span>
+    <span class="n">optimizer_name</span><span class="o">=</span><span class="s2">&quot;SGD&quot;</span><span class="p">,</span>
+
+    <span class="n">saveOnRounds</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>        <span class="c1"># save the model every 3 rounds</span>
+    <span class="n">savingPath</span><span class="o">=</span><span class="s2">&quot;./&quot;</span><span class="p">,</span>       <span class="c1"># where to store the checkpoints</span>
+    <span class="n">total_rounds</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+
+    <span class="c1"># --- Data schema enforcement ---</span>
+    <span class="n">features</span><span class="o">=</span><span class="s2">&quot;MajorAxisLength,Area,Eccentricity,ConvexArea&quot;</span><span class="p">,</span>  <span class="c1"># comma-separated feature names</span>
+    <span class="n">target</span><span class="o">=</span><span class="s2">&quot;label&quot;</span><span class="p">,</span>                                           <span class="c1"># target column name</span>
+
+    <span class="c1"># --- Default split configuration (can be overridden per client) ---</span>
+    <span class="n">val_fraction</span><span class="o">=</span><span class="mf">0.15</span><span class="p">,</span>
+    <span class="n">test_fraction</span><span class="o">=</span><span class="mf">0.10</span><span class="p">,</span>
+
+    <span class="c1"># --- Splitting strategy ---</span>
+    <span class="n">split_mode</span><span class="o">=</span><span class="s2">&quot;per_client&quot;</span><span class="p">,</span>  <span class="c1"># split done independently on each client</span>
+    <span class="n">id_col</span><span class="o">=</span><span class="s2">&quot;id&quot;</span><span class="p">,</span>              <span class="c1"># ID column used for test_ids-based splits</span>
+
+    <span class="c1"># --- Optional per-client overrides ---</span>
+    <span class="n">client_fractions</span><span class="o">=</span><span class="n">client_fractions</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="n">server</span> <span class="o">=</span> <span class="n">FederatedServer</span><span class="p">(</span>
+    <span class="n">host</span><span class="o">=</span><span class="s2">&quot;0.0.0.0&quot;</span><span class="p">,</span>   <span class="c1"># listen on all interfaces</span>
+    <span class="n">port</span><span class="o">=</span><span class="mi">8080</span><span class="p">,</span>        <span class="c1"># port to expose to clients</span>
+    <span class="n">num_rounds</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+    <span class="n">strategy</span><span class="o">=</span><span class="n">custom_strategy</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">server</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
+</pre></div>
+</div>
+<section id="key-parameters">
+<h3>Key parameters<a class="headerlink" href="#key-parameters" title="Permalink to this heading"></a></h3>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">features</span></code>: comma-separated list of feature names expected in each client CSV.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">target</span></code>: target column name for supervised learning.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">split_mode=&quot;per_client&quot;</span></code>: each client performs its own train/val/test split.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">id_col</span></code>: column name containing sample IDs. Used when you want to define
+test sets using <code class="docutils literal notranslate"><span class="pre">test_ids</span></code>.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">val_fraction</span></code> and <code class="docutils literal notranslate"><span class="pre">test_fraction</span></code>: default fractions of data used for
+validation and testing on each client.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">client_fractions</span></code>: per-client overrides, indexed by the <strong>hostname</strong> seen
+by MEDfl on that machine. You can override:</p>
+<ul>
+<li><p><code class="docutils literal notranslate"><span class="pre">val_fraction</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">test_fraction</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">test_ids</span></code> (list of IDs that must go to the test set)</p></li>
+</ul>
+</li>
+<li><p><code class="docutils literal notranslate"><span class="pre">saveOnRounds</span></code> and <code class="docutils literal notranslate"><span class="pre">savingPath</span></code>: control how often and where the model
+checkpoints are saved.</p></li>
+</ul>
+</section>
+</section>
+<section id="client-configuration">
+<h2>3. Client configuration<a class="headerlink" href="#client-configuration" title="Permalink to this heading"></a></h2>
+<p>On each <strong>client machine</strong> (e.g. each hospital), create a file
+<code class="file docutils literal notranslate"><span class="pre">run_client.py</span></code> (or <code class="file docutils literal notranslate"><span class="pre">run_client_override_splits.py</span></code>) similar to:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># run_client_override_splits.py</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.client</span><span class="w"> </span><span class="kn">import</span> <span class="n">FlowerClient</span><span class="p">,</span> <span class="n">DPConfig</span>
+
+<span class="n">client</span> <span class="o">=</span> <span class="n">FlowerClient</span><span class="p">(</span>
+    <span class="n">server_address</span><span class="o">=</span><span class="s2">&quot;100.65.215.27:8080&quot;</span><span class="p">,</span>  <span class="c1"># IP:port of the server</span>
+    <span class="n">data_path</span><span class="o">=</span><span class="s2">&quot;../data/client1_with_id.csv&quot;</span><span class="p">,</span>
+    <span class="n">seed</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span>
+    <span class="n">dp_config</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>                      <span class="c1"># or a DPConfig instance (see below)</span>
+<span class="p">)</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">client</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>Parameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">server_address</span></code>: must point to the <strong>public / reachable address</strong> of the
+server (as configured in <code class="docutils literal notranslate"><span class="pre">FederatedServer</span></code>).</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">data_path</span></code>: local path to the CSV file on this client machine.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">seed</span></code>: used for deterministic splits.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">dp_config</span></code>: optional differential privacy configuration (see next subsection).</p></li>
+</ul>
+</section>
+<section id="enabling-differential-privacy-optional">
+<h2>4. Enabling Differential Privacy (optional)<a class="headerlink" href="#enabling-differential-privacy-optional" title="Permalink to this heading"></a></h2>
+<p>To enable differential privacy on a client, create a <code class="xref py py-class docutils literal notranslate"><span class="pre">DPConfig</span></code> instance
+and pass it to <code class="docutils literal notranslate"><span class="pre">FlowerClient</span></code>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.rw.client</span><span class="w"> </span><span class="kn">import</span> <span class="n">FlowerClient</span><span class="p">,</span> <span class="n">DPConfig</span>
+
+<span class="n">dp_conf</span> <span class="o">=</span> <span class="n">DPConfig</span><span class="p">(</span>
+    <span class="n">noise_multiplier</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">max_grad_norm</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span>
+    <span class="n">secure_rng</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="n">client</span> <span class="o">=</span> <span class="n">FlowerClient</span><span class="p">(</span>
+    <span class="n">server_address</span><span class="o">=</span><span class="s2">&quot;100.65.215.27:8080&quot;</span><span class="p">,</span>
+    <span class="n">data_path</span><span class="o">=</span><span class="s2">&quot;../data/client1_with_id.csv&quot;</span><span class="p">,</span>
+    <span class="n">seed</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span>
+    <span class="n">dp_config</span><span class="o">=</span><span class="n">dp_conf</span><span class="p">,</span>
+<span class="p">)</span>
+
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+    <span class="n">client</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>Typical hyperparameters:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">noise_multiplier</span></code>: controls the magnitude of the added noise (higher =
+more privacy, more utility loss).</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">max_grad_norm</span></code>: gradient clipping norm.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">batch_size</span></code>: local training batch size.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">secure_rng</span></code>: whether to use a cryptographically secure RNG.</p></li>
+</ul>
+</section>
+<section id="running-the-experiment">
+<h2>5. Running the experiment<a class="headerlink" href="#running-the-experiment" title="Permalink to this heading"></a></h2>
+<p>Once both sides are configured:</p>
+<ol class="arabic">
+<li><p><strong>On the server machine</strong>:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>run_server.py
+</pre></div>
+</div>
+<p>The server will start and wait for clients to connect.</p>
+</li>
+<li><p><strong>On each client machine</strong>:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>run_client_override_splits.py
+</pre></div>
+</div>
+<p>Each client will:</p>
+<ul class="simple">
+<li><p>Load its local CSV data</p></li>
+<li><p>Apply the default or overridden splits</p></li>
+<li><p>Participate in federated training rounds coordinated by the server</p></li>
+</ul>
+</li>
+<li><p>During training:</p>
+<ul class="simple">
+<li><p>The server runs for <code class="docutils literal notranslate"><span class="pre">num_rounds</span></code> (here 10).</p></li>
+<li><p>Every <code class="docutils literal notranslate"><span class="pre">saveOnRounds</span></code> rounds (here 3), a checkpoint is written to
+<code class="docutils literal notranslate"><span class="pre">savingPath</span></code> on the server (<cite>./</cite> in the example).</p></li>
+<li><p>Metrics (loss, accuracy, etc.) are logged via the strategy / server
+logic implemented in <a class="reference internal" href="MEDfl.rw.html#module-MEDfl.rw" title="MEDfl.rw"><code class="xref py py-mod docutils literal notranslate"><span class="pre">MEDfl.rw</span></code></a>.</p></li>
+</ul>
+</li>
+</ol>
+</section>
+<section id="customizing-splits-per-client">
+<h2>6. Customizing splits per client<a class="headerlink" href="#customizing-splits-per-client" title="Permalink to this heading"></a></h2>
+<p>Sometimes you want <strong>fine-grained control</strong> over how each client splits its
+data. MEDfl allows this through the <code class="docutils literal notranslate"><span class="pre">client_fractions</span></code> dictionary.</p>
+<p>Example: a client with hostname <code class="docutils literal notranslate"><span class="pre">dinf-medomi-05b</span></code> should:</p>
+<ul class="simple">
+<li><p>Use <strong>10%</strong> of its data as validation,</p></li>
+<li><p>Use a specific set of IDs as test data.</p></li>
+</ul>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">client_fractions</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="s2">&quot;dinf-medomi-05b&quot;</span><span class="p">:</span> <span class="p">{</span>
+        <span class="s2">&quot;val_fraction&quot;</span><span class="p">:</span> <span class="mf">0.10</span><span class="p">,</span>
+        <span class="s2">&quot;test_ids&quot;</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1500</span><span class="p">)),</span>  <span class="c1"># IDs 0..1499</span>
+    <span class="p">}</span>
+<span class="p">}</span>
+
+<span class="n">custom_strategy</span> <span class="o">=</span> <span class="n">Strategy</span><span class="p">(</span>
+    <span class="c1"># ...</span>
+    <span class="n">client_fractions</span><span class="o">=</span><span class="n">client_fractions</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>On that specific machine:</p>
+<ul class="simple">
+<li><p>The effective validation fraction will be 0.10 (instead of the default 0.15).</p></li>
+<li><p>Samples whose <code class="docutils literal notranslate"><span class="pre">id</span></code> is in <code class="docutils literal notranslate"><span class="pre">test_ids</span></code> will be forced into the test set.</p></li>
+</ul>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Make sure that:</p>
+<ul class="simple">
+<li><p>The hostname key (e.g. <code class="docutils literal notranslate"><span class="pre">&quot;dinf-medomi-05b&quot;</span></code>) exactly matches the name
+seen by MEDfl on the client machine.</p></li>
+<li><p>The <code class="docutils literal notranslate"><span class="pre">id_col</span></code> in the strategy configuration matches the ID column in the
+client CSV files.</p></li>
+</ul>
+</div>
+</section>
+<section id="summary">
+<h2>7. Summary<a class="headerlink" href="#summary" title="Permalink to this heading"></a></h2>
+<p>In this real-world tutorial, you have learned how to:</p>
+<ul class="simple">
+<li><p>Prepare local CSV datasets for each client</p></li>
+<li><p>Configure a <strong>FederatedServer</strong> with:</p>
+<ul>
+<li><p>a specific aggregation strategy (<code class="docutils literal notranslate"><span class="pre">FedAvg</span></code>)</p></li>
+<li><p>enforced feature/target schema</p></li>
+<li><p>default and per-client validation/test splits</p></li>
+<li><p>checkpoint saving</p></li>
+</ul>
+</li>
+<li><p>Configure and run <strong>FlowerClient</strong> instances on remote machines</p></li>
+<li><p>Optionally enable <strong>Differential Privacy</strong> using <code class="docutils literal notranslate"><span class="pre">DPConfig</span></code></p></li>
+</ul>
+<p>This setup corresponds to a <strong>true multi-institution environment</strong> where data
+never leaves the client machines, and only model updates are exchanged.</p>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="simulation_tutorials_complete.html" class="btn btn-neutral float-left" title="MEDfl Complete Tutorial (Simulation)" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="modules.html" class="btn btn-neutral float-right" title="MEDfl" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 72018d9..36fb9aa 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -1,15 +1,17 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Search &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
     
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
@@ -40,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="#" method="get">
@@ -50,23 +52,27 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html">Introduction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#database-management">Database management</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#netmanager">NetManager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#transfer-learning">Transfer Learning</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-manager">Learning Manager</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#learning-results">Learning Results</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index d6cf625..8cdecd2 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["Documentation", "Installation", "MEDfl.LearningManager", "MEDfl.NetManager", "Medfl", "configuration_file", "index", "modules", "tutorials"], "filenames": ["Documentation.rst", "Installation.rst", "MEDfl.LearningManager.rst", "MEDfl.NetManager.rst", "Medfl.rst", "configuration_file.rst", "index.rst", "modules.rst", "tutorials.rst"], "titles": ["Documentation", "Installation", "MEDfl.LearningManager package", "MEDfl.NetManager package", "MEDfl package", "Configuration File", "Welcome to the MEDfl documentation!", "MEDfl", "Introduction"], "terms": {"we": [0, 1, 8], "us": [0, 2, 3, 5, 8], "sphinx": 0, "creat": [0, 1, 2, 3, 4, 5, 6, 8], "thi": [0, 1, 2, 6, 8], "project": [0, 8], "you": [0, 1, 5, 8], "can": [0, 1, 5, 8], "gener": [0, 8], "host": [0, 5], "local": [0, 2, 3, 5, 8], "compil": 0, "sourc": [0, 2, 3, 6], "code": [0, 3], "cd": [0, 1], "doc": 0, "make": [0, 8], "clean": 0, "html": 0, "Then": 0, "open": [0, 6, 8], "_build": 0, "python": [0, 6, 8], "m": 0, "http": [0, 1, 8], "server": [0, 4, 8], "The": [1, 2, 3, 5, 8], "medfl": [1, 5, 8], "requir": [1, 2], "3": [1, 5, 8], "9": 1, "more": 1, "run": [1, 2, 4, 8], "If": [1, 2, 3], "don": 1, "t": 1, "have": [1, 2, 8], "your": [1, 2, 5, 8], "machin": [1, 8], "check": [1, 3], "out": 1, "follow": [1, 8], "link": 1, "It": [1, 6, 8], "also": [1, 5, 8], "databas": [1, 2, 3, 5, 6], "For": 1, "now": 1, "git": 1, "clone": 1, "github": 1, "com": 1, "medom": 1, "ud": 1, "pip": 1, "e": 1, "connect": [1, 5, 8], "i": [1, 2, 3, 5, 6, 8], "order": [1, 8], "allow": [1, 8], "user": [1, 5, 8], "work": [1, 6, 8], "own": 1, "tabular": [1, 6], "dataset": [1, 2, 4, 6, 8], "bash": 1, "script": [1, 5], "phpmyadmin": [1, 8], "monitor": [1, 8], "system": [1, 8], "command": 1, "chang": 1, "credenti": 1, "base": [1, 2, 3, 8], "py": [1, 5], "file": [1, 2, 3, 6, 8], "sudo": 1, "setup_mysql": 1, "sh": 1, "class": [2, 3, 8], "flowercli": [2, 4], "cid": [2, 4], "str": [2, 3], "local_model": [2, 4], "trainload": [2, 4], "dataload": [2, 3], "valload": [2, 4], "diff_priv": [2, 4], "bool": [2, 3], "true": [2, 3, 5, 8], "numpycli": 2, "id": [2, 3], "type": [2, 3], "feder": [2, 3, 6, 8], "learn": [2, 3, 6], "network": [2, 4, 8], "train": [2, 3, 4, 8], "data": [2, 3, 8], "valid": [2, 3, 4, 8], "flag": [2, 3], "indic": [2, 3], "whether": [2, 3], "differenti": [2, 6, 8], "privaci": [2, 6, 8], "__init__": [2, 3, 4], "initi": [2, 3, 8], "instanc": [2, 3, 8], "paramet": [2, 3, 4, 8], "evalu": [2, 4], "config": 2, "return": [2, 3], "loss": [2, 4], "accuraci": [2, 4], "receiv": 2, "from": [2, 3, 8], "configur": [2, 6, 8], "inform": [2, 3, 8], "number": 2, "exampl": 2, "tupl": 2, "fit": [2, 4], "get_paramet": [2, 4], "current": 2, "numpi": 2, "arrai": 2, "dynamicmodel": [2, 4, 8], "object": [2, 3, 8], "variou": [2, 6, 8], "neural": [2, 8], "static": [2, 3], "create_binary_classifi": [2, 4], "input_dim": [2, 8], "hidden_dim": [2, 8], "output_dim": [2, 8], "activ": [2, 8], "relu": [2, 8], "dropout_r": [2, 8], "0": [2, 3, 5, 8], "batch_norm": [2, 8], "fals": [2, 3, 8], "use_gpu": [2, 8], "binari": [2, 8], "classifi": 2, "customiz": 2, "architectur": [2, 3, 8], "int": [2, 3], "dimens": [2, 8], "input": [2, 3, 8], "list": [2, 3, 8], "hidden": [2, 8], "layer": [2, 8], "output": [2, 3, 8], "option": [2, 3, 8], "function": 2, "default": [2, 3], "float": [2, 3], "dropout": 2, "rate": 2, "regular": 2, "appli": 2, "batch": [2, 3], "normal": 2, "gpu": 2, "acceler": 2, "pytorch": [2, 3], "torch": [2, 3], "nn": 2, "create_convolutional_neural_network": [2, 4], "input_channel": [2, 8], "output_channel": [2, 8], "kernel_s": [2, 8], "convolut": 2, "cnn": [2, 8], "channel": 2, "size": [2, 3, 8], "kernel": 2, "create_linear_regressor": [2, 4], "linear": [2, 8], "regressor": 2, "create_logistic_regressor": [2, 4], "logist": [2, 8], "create_lstm_network": [2, 4], "input_s": [2, 8], "hidden_s": [2, 8], "long": 2, "short": 2, "term": 2, "memori": 2, "lstm": [2, 8], "create_model": [2, 4], "model_typ": 2, "params_dict": [2, 3, 8], "specif": 2, "dynam": [2, 8], "given": [2, 3], "multiclass": [2, 8], "svm": 2, "recurr": 2, "autoencod": [2, 8], "dict": [2, 3], "dictionari": [2, 3], "contain": [2, 3, 8], "creation": [2, 3, 8], "create_multiclass_classifi": [2, 4], "create_recurrent_neural_network": [2, 4], "rnn": [2, 8], "federateddataset": [2, 3, 4], "name": [2, 3, 4], "train_nod": [2, 3], "test_nod": [2, 3], "testload": 2, "repres": [2, 3], "node": [2, 4, 8], "test": [2, 3, 4, 5], "loader": [2, 8], "flsetupid": [2, 3], "new": [2, 3, 8], "flsetup": [2, 4, 8], "associ": [2, 3], "updat": [2, 3, 4, 5], "flpipeid": 2, "fedid": [2, 3], "flpipe": 2, "descript": [2, 3, 4], "flowerserv": [2, 4], "manag": [2, 6], "pipelin": [2, 3, 6, 8], "A": [2, 3], "self": [2, 3], "none": [2, 3], "specifi": [2, 3, 5, 8], "auto_test": [2, 4], "test_frac": [2, 3], "1": [2, 3, 5, 8], "automat": 2, "all": [2, 3, 8], "fraction": [2, 3], "classif": [2, 8], "report": 2, "result": [2, 6], "entri": 2, "string": [2, 3], "store": [2, 8], "delet": [2, 3, 4], "its": [2, 8], "note": [2, 3], "placehold": 2, "method": [2, 3], "need": [2, 5], "implement": [2, 3], "setup": [2, 3, 8], "test_by_nod": [2, 4], "node_nam": 2, "attribut": [2, 3], "rais": [2, 3], "typeerror": [2, 3], "create_queri": [2, 4], "creation_d": 2, "optim": [2, 4, 5, 8], "criterion": [2, 4], "callabl": 2, "val_load": 2, "devic": 2, "cpu": 2, "which": [2, 3, 8], "perform": [2, 8], "ndarrai": 2, "get": [2, 3, 8], "np": 2, "load_model": [2, 4], "model_path": 2, "load": 2, "path": [2, 3, 5], "save_model": [2, 4], "model_nam": 2, "save": 2, "except": 2, "an": [2, 3, 6, 8], "issu": 2, "dure": 2, "process": [2, 3, 8], "set_paramet": [2, 4], "set": [2, 8], "train_load": 2, "epoch": 2, "privacy_engin": 2, "one": [2, 8], "engin": [2, 3], "enabl": [2, 8], "valu": [2, 3], "epsilon": [2, 5], "accuracylossplott": [2, 4], "results_dict": [2, 4], "metric": [2, 4], "experi": 2, "organ": [2, 8], "uniqu": [2, 3], "iter": [2, 4], "rang": 2, "round": 2, "plot_accuracy_loss": [2, 4], "differ": [2, 8], "plot_classification_report": [2, 4], "pipeline_nam": 2, "comparison": 2, "between": [2, 8], "plot_confusion_matrix_by_nod": [2, 4], "confus": 2, "matrix": 2, "plot_global_confusion_matrix": [2, 4], "global": 2, "lr": [2, 5], "001": [2, 5], "adam": 2, "85": 2, "89": 2, "92": 2, "94": 2, "ellipsi": 2, "2": [2, 3, 5, 8], "15": 2, "08": 2, "01": 2, "sgd": [2, 5], "88": 2, "91": 2, "93": 2, "95": 2, "18": 2, "13": 2, "09": 2, "07": 2, "82": 2, "87": 2, "25": 2, "12": 2, "should": 2, "len": 2, "num": 2, "delta": [2, 5], "common": 2, "thing": 2, "aggreg": [2, 8], "global_model": [2, 4], "num_round": [2, 4, 5], "num_client": [2, 4], "fed_dataset": [2, 4], "diff_privaci": [2, 5], "client_resourc": 2, "num_cpu": 2, "num_gpu": 2, "central": 2, "flower": [2, 8], "among": 2, "commun": 2, "particip": 2, "each": [2, 8], "flower_cli": [2, 4], "individu": 2, "client_fn": [2, 4], "server_round": 2, "ani": 2, "dtype": 2, "union": 2, "byte": 2, "fl": [2, 3, 8], "scalar": 2, "simul": [2, 6, 8], "histori": 2, "fedavg": 2, "fraction_fit": [2, 4], "fraction_evalu": [2, 4], "min_fit_cli": [2, 4], "min_evaluate_cli": [2, 4], "min_available_cli": [2, 4], "initial_paramet": [2, 4], "evaluation_method": 2, "minimum": 2, "avail": 2, "start": 2, "parametr": 2, "distribut": 2, "create_strategi": [2, 4], "get_strategy_by_nam": [2, 4], "optuna_fed_optim": [2, 4], "direct": 2, "hpo_rat": 2, "params_config": 2, "create_medfl_db": [2, 4], "custom_classification_report": [2, 4], "y_true": 2, "y_pred_prob": 2, "comput": 2, "custom": [2, 8], "includ": [2, 3], "sensit": 2, "precis": 2, "npv": 2, "f1": 2, "score": 2, "posit": 2, "like": [2, 8], "label": [2, 3], "y_pred": 2, "predict": 2, "empty_db": [2, 4], "empti": [2, 3], "record": [2, 8], "multipl": 2, "tabl": [2, 3], "reset": 2, "auto": 2, "increment": 2, "counter": 2, "get_node_confusion_matrix": [2, 4], "pipeline_id": 2, "get_pipeline_confusion_matrix": [2, 4], "get_pipeline_from_nam": [2, 4], "get_pipeline_result": [2, 4], "datafram": [2, 3], "panda": [2, 3], "load_db_config": [2, 4], "read": [2, 3], "environ": 2, "variabl": 2, "load_db_config_dep": [2, 4], "set_db_config": [2, 4], "config_path": 2, "set_db_config_dep": [2, 4], "test_load": 2, "csv": [3, 5, 8], "delete_dataset": [3, 4], "assum": 3, "list_alldataset": [3, 4], "pd": 3, "update_data": [3, 4], "Not": 3, "yet": 3, "upload_dataset": [3, 4], "nodeid": 3, "upload": 3, "create_dataloader_from_nod": [3, 4], "fill_strategi": 3, "mean": 3, "fit_encod": 3, "to_drop": 3, "train_batch_s": [3, 5], "32": [3, 5, 8], "test_batch_s": [3, 5], "split_frac": 3, "create_federated_dataset": [3, 4], "val_frac": 3, "featur": [3, 8], "create_nodes_from_master_dataset": [3, 4], "master": [3, 5], "column_nam": 3, "column": 3, "masterdataset": [3, 5], "get_fldataset": [3, 4], "retriev": 3, "": [3, 8], "list_allsetup": [3, 4], "about": [3, 8], "classmethod": 3, "read_setup": [3, 4], "get_feddataset_id_from_nam": [3, 4], "feddataset": 3, "found": 3, "get_flpipeline_from_nam": [3, 4], "flpipelin": [3, 4], "flpipelineid": 3, "get_flsetupid_from_nam": [3, 4], "get_netid_from_nam": [3, 4], "netnam": 3, "netid": 3, "get_nodeid_from_nam": [3, 4], "nodenam": 3, "is_str": [3, 4], "data_df": 3, "row": 3, "x": 3, "convert": 3, "accordingli": 3, "seri": 3, "master_table_exist": [3, 4], "exist": 3, "otherwis": 3, "process_data_after_read": [3, 4], "after": 3, "encod": 3, "drop": 3, "tensordataset": 3, "imput": 3, "strategi": [3, 4, 8], "miss": 3, "util": [3, 4, 8], "process_eicu": [3, 4], "eicu": 3, "fill": 3, "replac": 3, "nan": 3, "unknown": 3, "mtable_exist": [3, 4], "integ": 3, "add_nod": [3, 4], "add": 3, "create_master_dataset": [3, 4], "path_to_csv": 3, "home": 3, "usherbrook": 3, "saho6810": 3, "notebook": [3, 8], "minidiabet": 3, "insert": 3, "create_network": [3, 4], "delete_network": [3, 4], "list_allnetwork": [3, 4], "list_allnod": [3, 4], "update_network": [3, 4], "use_network": [3, 4], "network_nam": 3, "els": 3, "test_fract": [3, 4], "when": [3, 8], "assign_dataset": [3, 4], "dataset_nam": 3, "assign": [3, 8], "param": [3, 5, 8], "check_dataset_compat": [3, 4], "compat": 3, "create_nod": [3, 4], "belong": 3, "delete_nod": [3, 4], "get_dataset": [3, 4], "filter": 3, "rtype": 3, "unassign_dataset": [3, 4], "unssign": 3, "update_nod": [3, 4], "mimic_train": 3, "learningmanag": [4, 5, 8], "submodul": 4, "client": [4, 8], "dynamicmod": 4, "federated_dataset": 4, "model": [4, 5, 6], "plot": 4, "netmanag": [4, 6], "net_help": 4, "net_manager_queri": 4, "In": [5, 8], "global_param": 5, "yaml": 5, "accord": 5, "base_url": 5, "path_to_project": 5, "db_config": 5, "ini": 5, "sql": [5, 8], "localhost": 5, "port": 5, "3306": 5, "your_usernam": 5, "password": 5, "your_password": 5, "create_db": 5, "mydb": 5, "connector": 5, "modifi": 5, "task": [5, 8], "binaryclassif": 5, "train_epoch": 5, "6": [5, 8], "max_grad_norm": 5, "20": 5, "1e": 5, "5": [5, 8], "min_evalcli": 5, "want": 5, "path_to_master_csv": 5, "TO": 5, "path_to_test_csv": 5, "packag": [6, 8], "tool": [6, 8], "design": [6, 8], "incorpor": [6, 8], "empow": 6, "research": [6, 8], "develop": [6, 8], "effortlessli": 6, "execut": 6, "assess": 6, "while": [6, 8], "seamlessli": [6, 8], "instal": [6, 8], "introduct": 6, "transfer": 6, "choic": 6, "index": 6, "modul": [6, 8], "search": 6, "page": 6, "hybrid": 8, "opacu": 8, "inspir": 8, "pysyft": 8, "framework": 8, "main": 8, "strength": 8, "both": 8, "developp": 8, "benifit": 8, "three": 8, "martin": 8, "ai": 8, "hi": 8, "interest": 8, "applic": 8, "healthcar": 8, "domain": 8, "recent": 8, "he": 8, "ha": 8, "reciev": 8, "call": 8, "prestigi": 8, "institut": 8, "studi": 8, "realis": 8, "goal": 8, "hospit": 8, "deep": 8, "preserv": 8, "patient": 8, "finish": 8, "first": 8, "analysi": 8, "statement": 8, "realiz": 8, "involv": 8, "within": 8, "good": 8, "storag": 8, "fortun": 8, "know": 8, "pretti": 8, "sure": 8, "do": 8, "desir": 8, "two": 8, "sub": 8, "let": 8, "u": 8, "expir": 8, "well": 8, "tutori": 8, "ll": 8, "demonstr": 8, "how": 8, "establish": 8, "subsequ": 8, "explor": 8, "step": 8, "piec": 8, "our": 8, "mysql": 8, "due": 8, "robust": 8, "reliabl": 8, "widespread": 8, "adopt": 8, "industri": 8, "Its": 8, "strong": 8, "support": 8, "structur": 8, "queri": 8, "languag": 8, "scalabl": 8, "ideal": 8, "divers": 8, "befor": 8, "begin": 8, "ensur": 8, "wamp": 8, "xampp": 8, "them": 8, "To": 8, "visual": 8, "www": 8, "net": 8, "web": 8, "conveni": 8, "find": 8, "repositori": 8, "respons": 8, "reli": 8, "leverag": 8, "ar": 8, "workflow": 8, "five": 8, "primari": 8, "integr": 8, "har": 8, "capabl": 8, "across": 8, "might": 8, "possess": 8, "pre": 8, "offer": 8, "advantag": 8, "enhanc": 8, "reduc": 8, "time": 8, "some": 8, "mai": 8, "lack": 8, "suffici": 8, "entir": 8, "scratch": 8, "hinder": 8, "abil": 8, "achiev": 8, "becom": 8, "viabl": 8, "maxim": 8, "benefit": 8, "previous": 8, "knowledg": 8, "serv": 8, "second": 8, "subpackag": 8, "extend": 8, "oper": 8, "take": 8, "through": 8, "addition": 8, "relev": 8, "mainli": 8, "paradigm": 8, "mani": 8, "deal": 8, "homogen": 8, "purpos": 8, "analyz": 8, "compar": 8, "independ": 8, "holdout": 8, "final": 8, "extern": 8, "By": 8, "kei": 8, "provid": 8, "adapt": 8, "n": 8, "30": 8, "64": 8, "regress": 8, "4": 8, "16": 8, "10": 8, "7": 8, "8": 8, "encoder_hidden_s": 8, "As": 8, "part": 8, "align": 8, "deliv": 8, "access": 8, "effici": 8, "medic": 8, "focus": 8}, "objects": {"": [[4, 0, 0, "-", "MEDfl"]], "MEDfl": [[2, 0, 0, "-", "LearningManager"], [3, 0, 0, "-", "NetManager"]], "MEDfl.LearningManager": [[2, 0, 0, "-", "client"], [2, 0, 0, "-", "dynamicModal"], [2, 0, 0, "-", "federated_dataset"], [2, 0, 0, "-", "flpipeline"], [2, 0, 0, "-", "model"], [2, 0, 0, "-", "plot"], [2, 0, 0, "-", "server"], [2, 0, 0, "-", "strategy"], [2, 0, 0, "-", "utils"]], "MEDfl.LearningManager.client": [[2, 1, 1, "", "FlowerClient"]], "MEDfl.LearningManager.client.FlowerClient": [[2, 2, 1, "", "__init__"], [2, 3, 1, "", "cid"], [2, 3, 1, "", "diff_priv"], [2, 2, 1, "", "evaluate"], [2, 2, 1, "", "fit"], [2, 2, 1, "", "get_parameters"], [2, 3, 1, "", "local_model"], [2, 3, 1, "", "trainloader"], [2, 2, 1, "", "validate"], [2, 3, 1, "", "valloader"]], "MEDfl.LearningManager.dynamicModal": [[2, 1, 1, "", "DynamicModel"]], "MEDfl.LearningManager.dynamicModal.DynamicModel": [[2, 2, 1, "", "create_binary_classifier"], [2, 2, 1, "", "create_convolutional_neural_network"], [2, 2, 1, "", "create_linear_regressor"], [2, 2, 1, "", "create_logistic_regressor"], [2, 2, 1, "", "create_lstm_network"], [2, 2, 1, "", "create_model"], [2, 2, 1, "", "create_multiclass_classifier"], [2, 2, 1, "", "create_recurrent_neural_network"]], "MEDfl.LearningManager.federated_dataset": [[2, 1, 1, "", "FederatedDataset"]], "MEDfl.LearningManager.federated_dataset.FederatedDataset": [[2, 2, 1, "", "__init__"], [2, 2, 1, "", "create"], [2, 2, 1, "", "update"]], "MEDfl.LearningManager.flpipeline": [[2, 1, 1, "", "FLpipeline"], [2, 4, 1, "", "create_query"]], "MEDfl.LearningManager.flpipeline.FLpipeline": [[2, 2, 1, "", "auto_test"], [2, 2, 1, "", "create"], [2, 2, 1, "", "delete"], [2, 3, 1, "", "description"], [2, 3, 1, "", "name"], [2, 3, 1, "", "server"], [2, 2, 1, "", "test_by_node"], [2, 2, 1, "", "validate"]], "MEDfl.LearningManager.model": [[2, 1, 1, "", "Model"]], "MEDfl.LearningManager.model.Model": [[2, 2, 1, "", "__init__"], [2, 3, 1, "", "criterion"], [2, 2, 1, "", "evaluate"], [2, 2, 1, "", "get_parameters"], [2, 2, 1, "", "load_model"], [2, 3, 1, "", "model"], [2, 3, 1, "", "optimizer"], [2, 2, 1, "", "save_model"], [2, 2, 1, "", "set_parameters"], [2, 2, 1, "", "train"], [2, 2, 1, "", "validate"]], "MEDfl.LearningManager.plot": [[2, 1, 1, "", "AccuracyLossPlotter"], [2, 5, 1, "", "results_dict"]], "MEDfl.LearningManager.plot.AccuracyLossPlotter": [[2, 2, 1, "", "__init__"], [2, 3, 1, "", "iterations"], [2, 3, 1, "", "metrics"], [2, 3, 1, "", "parameters"], [2, 2, 1, "", "plot_accuracy_loss"], [2, 2, 1, "", "plot_classification_report"], [2, 2, 1, "", "plot_confusion_Matrix_by_node"], [2, 2, 1, "", "plot_global_confusion_matrix"], [2, 3, 1, "", "results_dict"]], "MEDfl.LearningManager.server": [[2, 1, 1, "", "FlowerServer"]], "MEDfl.LearningManager.server.FlowerServer": [[2, 2, 1, "", "__init__"], [2, 3, 1, "", "accuracies"], [2, 2, 1, "", "client_fn"], [2, 3, 1, "", "diff_priv"], [2, 2, 1, "", "evaluate"], [2, 3, 1, "", "fed_dataset"], [2, 3, 1, "", "flower_clients"], [2, 3, 1, "", "global_model"], [2, 3, 1, "", "losses"], [2, 3, 1, "", "num_clients"], [2, 3, 1, "", "num_rounds"], [2, 2, 1, "", "run"], [2, 3, 1, "", "strategy"], [2, 2, 1, "", "validate"]], "MEDfl.LearningManager.strategy": [[2, 1, 1, "", "Strategy"]], "MEDfl.LearningManager.strategy.Strategy": [[2, 2, 1, "", "__init__"], [2, 2, 1, "", "create_strategy"], [2, 3, 1, "", "fraction_evaluate"], [2, 3, 1, "", "fraction_fit"], [2, 2, 1, "", "get_strategy_by_name"], [2, 3, 1, "", "initial_parameters"], [2, 3, 1, "", "min_available_clients"], [2, 3, 1, "", "min_evaluate_clients"], [2, 3, 1, "", "min_fit_clients"], [2, 3, 1, "", "name"], [2, 2, 1, "", "optuna_fed_optimization"]], "MEDfl.LearningManager.utils": [[2, 4, 1, "", "create_MEDfl_db"], [2, 4, 1, "", "custom_classification_report"], [2, 4, 1, "", "empty_db"], [2, 4, 1, "", "get_node_confusion_matrix"], [2, 4, 1, "", "get_pipeline_confusion_matrix"], [2, 4, 1, "", "get_pipeline_from_name"], [2, 4, 1, "", "get_pipeline_result"], [2, 4, 1, "", "load_db_config"], [2, 4, 1, "", "load_db_config_dep"], [2, 4, 1, "", "set_db_config"], [2, 4, 1, "", "set_db_config_dep"], [2, 4, 1, "", "test"]], "MEDfl.NetManager": [[3, 0, 0, "-", "dataset"], [3, 0, 0, "-", "flsetup"], [3, 0, 0, "-", "net_helper"], [3, 0, 0, "-", "net_manager_queries"], [3, 0, 0, "-", "network"], [3, 0, 0, "-", "node"]], "MEDfl.NetManager.dataset": [[3, 1, 1, "", "DataSet"]], "MEDfl.NetManager.dataset.DataSet": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "delete_dataset"], [3, 2, 1, "", "list_alldatasets"], [3, 2, 1, "", "update_data"], [3, 2, 1, "", "upload_dataset"], [3, 2, 1, "", "validate"]], "MEDfl.NetManager.flsetup": [[3, 1, 1, "", "FLsetup"]], "MEDfl.NetManager.flsetup.FLsetup": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "create"], [3, 2, 1, "", "create_dataloader_from_node"], [3, 2, 1, "", "create_federated_dataset"], [3, 2, 1, "", "create_nodes_from_master_dataset"], [3, 2, 1, "", "delete"], [3, 2, 1, "", "get_flDataSet"], [3, 2, 1, "", "list_allsetups"], [3, 2, 1, "", "read_setup"], [3, 2, 1, "", "validate"]], "MEDfl.NetManager.net_helper": [[3, 4, 1, "", "get_feddataset_id_from_name"], [3, 4, 1, "", "get_flpipeline_from_name"], [3, 4, 1, "", "get_flsetupid_from_name"], [3, 4, 1, "", "get_netid_from_name"], [3, 4, 1, "", "get_nodeid_from_name"], [3, 4, 1, "", "is_str"], [3, 4, 1, "", "master_table_exists"], [3, 4, 1, "", "process_data_after_reading"], [3, 4, 1, "", "process_eicu"]], "MEDfl.NetManager.network": [[3, 1, 1, "", "Network"]], "MEDfl.NetManager.network.Network": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "add_node"], [3, 2, 1, "", "create_master_dataset"], [3, 2, 1, "", "create_network"], [3, 2, 1, "", "delete_network"], [3, 2, 1, "", "get_netid_from_name"], [3, 2, 1, "", "list_allnetworks"], [3, 2, 1, "", "list_allnodes"], [3, 3, 1, "", "mtable_exists"], [3, 3, 1, "", "name"], [3, 2, 1, "", "update_network"], [3, 2, 1, "", "use_network"], [3, 2, 1, "", "validate"]], "MEDfl.NetManager.node": [[3, 1, 1, "", "Node"]], "MEDfl.NetManager.node.Node": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "assign_dataset"], [3, 2, 1, "", "check_dataset_compatibility"], [3, 2, 1, "", "create_node"], [3, 2, 1, "", "delete_node"], [3, 2, 1, "", "get_dataset"], [3, 2, 1, "", "list_alldatasets"], [3, 2, 1, "", "list_allnodes"], [3, 3, 1, "", "name"], [3, 3, 1, "", "test_fraction"], [3, 3, 1, "", "train"], [3, 2, 1, "", "unassign_dataset"], [3, 2, 1, "", "update_node"], [3, 2, 1, "", "upload_dataset"], [3, 2, 1, "", "validate"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:attribute", "4": "py:function", "5": "py:data"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "attribute", "Python attribute"], "4": ["py", "function", "Python function"], "5": ["py", "data", "Python data"]}, "titleterms": {"document": [0, 6], "instal": 1, "python": 1, "packag": [1, 2, 3, 4], "mysql": [1, 5], "db": 1, "configur": [1, 5], "medfl": [2, 3, 4, 6, 7], "learningmanag": 2, "submodul": [2, 3], "client": 2, "modul": [2, 3, 4], "dynamicmod": 2, "federated_dataset": 2, "flpipelin": 2, "model": [2, 8], "plot": 2, "server": 2, "strategi": 2, "util": 2, "content": [2, 3, 4, 6], "netmanag": [3, 8], "dataset": [3, 5], "flsetup": 3, "net_help": 3, "net_manager_queri": 3, "network": 3, "node": 3, "subpackag": 4, "file": 5, "project": 5, "base": 5, "url": 5, "learn": [5, 8], "paramet": 5, "welcom": 6, "get": 6, "start": 6, "tutori": 6, "indic": 6, "tabl": 6, "introduct": 8, "real": 8, "world": 8, "scenario": 8, "databas": 8, "manag": 8, "transfer": 8, "result": 8, "test": 8, "phase": 8, "choic": 8, "titl": 8}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1, "sphinx": 57}, "alltitles": {"Documentation": [[0, "documentation"]], "Installation": [[1, "installation"]], "Python installation": [[1, "python-installation"]], "Package Installation": [[1, "package-installation"]], "MySQL DB Configuration": [[1, "mysql-db-configuration"]], "MEDfl.LearningManager package": [[2, "medfl-learningmanager-package"]], "Submodules": [[2, "submodules"], [3, "submodules"]], "MEDfl.LearningManager.client module": [[2, "module-MEDfl.LearningManager.client"]], "MEDfl.LearningManager.dynamicModal module": [[2, "module-MEDfl.LearningManager.dynamicModal"]], "MEDfl.LearningManager.federated_dataset module": [[2, "module-MEDfl.LearningManager.federated_dataset"]], "MEDfl.LearningManager.flpipeline module": [[2, "module-MEDfl.LearningManager.flpipeline"]], "MEDfl.LearningManager.model module": [[2, "module-MEDfl.LearningManager.model"]], "MEDfl.LearningManager.plot module": [[2, "module-MEDfl.LearningManager.plot"]], "MEDfl.LearningManager.server module": [[2, "module-MEDfl.LearningManager.server"]], "MEDfl.LearningManager.strategy module": [[2, "module-MEDfl.LearningManager.strategy"]], "MEDfl.LearningManager.utils module": [[2, "module-MEDfl.LearningManager.utils"]], "Module contents": [[2, "module-MEDfl.LearningManager"], [3, "module-MEDfl.NetManager"], [4, "module-MEDfl"]], "MEDfl.NetManager package": [[3, "medfl-netmanager-package"]], "MEDfl.NetManager.dataset module": [[3, "module-MEDfl.NetManager.dataset"]], "MEDfl.NetManager.flsetup module": [[3, "module-MEDfl.NetManager.flsetup"]], "MEDfl.NetManager.net_helper module": [[3, "module-MEDfl.NetManager.net_helper"]], "MEDfl.NetManager.net_manager_queries module": [[3, "module-MEDfl.NetManager.net_manager_queries"]], "MEDfl.NetManager.network module": [[3, "module-MEDfl.NetManager.network"]], "MEDfl.NetManager.node module": [[3, "module-MEDfl.NetManager.node"]], "MEDfl package": [[4, "medfl-package"]], "Subpackages": [[4, "subpackages"]], "Configuration File": [[5, "configuration-file"]], "Project base url": [[5, "project-base-url"]], "MySQL Configuration": [[5, "mysql-configuration"]], "Learning Parameters": [[5, "learning-parameters"]], "DataSets": [[5, "datasets"]], "Welcome to the MEDfl documentation!": [[6, "welcome-to-the-medfl-documentation"]], "Getting started": [[6, null]], "Tutorials": [[6, null]], "Contents:": [[6, null]], "Indices and tables": [[6, "indices-and-tables"]], "MEDfl": [[7, "medfl"]], "Introduction": [[8, "introduction"]], "Real world scenario": [[8, "real-world-scenario"]], "Database management": [[8, "database-management"]], "NetManager": [[8, "netmanager"]], "Transfer Learning": [[8, "transfer-learning"]], "Learning Manager": [[8, "learning-manager"]], "Learning Results": [[8, "learning-results"]], "Test Phases": [[8, "id2"]], "Model choice": [[8, "model-choice"]], "Title": [[8, "id3"]]}, "indexentries": {"accuracylossplotter (class in medfl.learningmanager.plot)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter"]], "dynamicmodel (class in medfl.learningmanager.dynamicmodal)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel"]], "flpipeline (class in medfl.learningmanager.flpipeline)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline"]], "federateddataset (class in medfl.learningmanager.federated_dataset)": [[2, "MEDfl.LearningManager.federated_dataset.FederatedDataset"]], "flowerclient (class in medfl.learningmanager.client)": [[2, "MEDfl.LearningManager.client.FlowerClient"]], "flowerserver (class in medfl.learningmanager.server)": [[2, "MEDfl.LearningManager.server.FlowerServer"]], "medfl.learningmanager": [[2, "module-MEDfl.LearningManager"]], "medfl.learningmanager.client": [[2, "module-MEDfl.LearningManager.client"]], "medfl.learningmanager.dynamicmodal": [[2, "module-MEDfl.LearningManager.dynamicModal"]], "medfl.learningmanager.federated_dataset": [[2, "module-MEDfl.LearningManager.federated_dataset"]], "medfl.learningmanager.flpipeline": [[2, "module-MEDfl.LearningManager.flpipeline"]], "medfl.learningmanager.model": [[2, "module-MEDfl.LearningManager.model"]], "medfl.learningmanager.plot": [[2, "module-MEDfl.LearningManager.plot"]], "medfl.learningmanager.server": [[2, "module-MEDfl.LearningManager.server"]], "medfl.learningmanager.strategy": [[2, "module-MEDfl.LearningManager.strategy"]], "medfl.learningmanager.utils": [[2, "module-MEDfl.LearningManager.utils"]], "model (class in medfl.learningmanager.model)": [[2, "MEDfl.LearningManager.model.Model"]], "strategy (class in medfl.learningmanager.strategy)": [[2, "MEDfl.LearningManager.strategy.Strategy"]], "__init__() (medfl.learningmanager.client.flowerclient method)": [[2, "MEDfl.LearningManager.client.FlowerClient.__init__"]], "__init__() (medfl.learningmanager.federated_dataset.federateddataset method)": [[2, "MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__"]], "__init__() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.__init__"]], "__init__() (medfl.learningmanager.plot.accuracylossplotter method)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__"]], "__init__() (medfl.learningmanager.server.flowerserver method)": [[2, "MEDfl.LearningManager.server.FlowerServer.__init__"]], "__init__() (medfl.learningmanager.strategy.strategy method)": [[2, "MEDfl.LearningManager.strategy.Strategy.__init__"]], "accuracies (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.accuracies"]], "auto_test() (medfl.learningmanager.flpipeline.flpipeline method)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.auto_test"]], "cid (medfl.learningmanager.client.flowerclient attribute)": [[2, "MEDfl.LearningManager.client.FlowerClient.cid"]], "client_fn() (medfl.learningmanager.server.flowerserver method)": [[2, "MEDfl.LearningManager.server.FlowerServer.client_fn"]], "create() (medfl.learningmanager.federated_dataset.federateddataset method)": [[2, "MEDfl.LearningManager.federated_dataset.FederatedDataset.create"]], "create() (medfl.learningmanager.flpipeline.flpipeline method)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.create"]], "create_medfl_db() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.create_MEDfl_db"]], "create_binary_classifier() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_binary_classifier"]], "create_convolutional_neural_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_convolutional_neural_network"]], "create_linear_regressor() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor"]], "create_logistic_regressor() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor"]], "create_lstm_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network"]], "create_model() (medfl.learningmanager.dynamicmodal.dynamicmodel method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_model"]], "create_multiclass_classifier() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_multiclass_classifier"]], "create_query() (in module medfl.learningmanager.flpipeline)": [[2, "MEDfl.LearningManager.flpipeline.create_query"]], "create_recurrent_neural_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[2, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network"]], "create_strategy() (medfl.learningmanager.strategy.strategy method)": [[2, "MEDfl.LearningManager.strategy.Strategy.create_strategy"]], "criterion (medfl.learningmanager.model.model attribute)": [[2, "MEDfl.LearningManager.model.Model.criterion"]], "custom_classification_report() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.custom_classification_report"]], "delete() (medfl.learningmanager.flpipeline.flpipeline method)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.delete"]], "description (medfl.learningmanager.flpipeline.flpipeline attribute)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.description"]], "diff_priv (medfl.learningmanager.client.flowerclient attribute)": [[2, "MEDfl.LearningManager.client.FlowerClient.diff_priv"]], "diff_priv (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.diff_priv"]], "empty_db() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.empty_db"]], "evaluate() (medfl.learningmanager.client.flowerclient method)": [[2, "MEDfl.LearningManager.client.FlowerClient.evaluate"]], "evaluate() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.evaluate"]], "evaluate() (medfl.learningmanager.server.flowerserver method)": [[2, "MEDfl.LearningManager.server.FlowerServer.evaluate"]], "fed_dataset (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.fed_dataset"]], "fit() (medfl.learningmanager.client.flowerclient method)": [[2, "MEDfl.LearningManager.client.FlowerClient.fit"]], "flower_clients (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.flower_clients"]], "fraction_evaluate (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.fraction_evaluate"]], "fraction_fit (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.fraction_fit"]], "get_node_confusion_matrix() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.get_node_confusion_matrix"]], "get_parameters() (medfl.learningmanager.client.flowerclient method)": [[2, "MEDfl.LearningManager.client.FlowerClient.get_parameters"]], "get_parameters() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.get_parameters"]], "get_pipeline_confusion_matrix() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.get_pipeline_confusion_matrix"]], "get_pipeline_from_name() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.get_pipeline_from_name"]], "get_pipeline_result() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.get_pipeline_result"]], "get_strategy_by_name() (medfl.learningmanager.strategy.strategy method)": [[2, "MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name"]], "global_model (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.global_model"]], "initial_parameters (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.initial_parameters"]], "iterations (medfl.learningmanager.plot.accuracylossplotter attribute)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.iterations"]], "load_db_config() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.load_db_config"]], "load_db_config_dep() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.load_db_config_dep"]], "load_model() (medfl.learningmanager.model.model static method)": [[2, "MEDfl.LearningManager.model.Model.load_model"]], "local_model (medfl.learningmanager.client.flowerclient attribute)": [[2, "MEDfl.LearningManager.client.FlowerClient.local_model"]], "losses (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.losses"]], "metrics (medfl.learningmanager.plot.accuracylossplotter attribute)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.metrics"]], "min_available_clients (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.min_available_clients"]], "min_evaluate_clients (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.min_evaluate_clients"]], "min_fit_clients (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.min_fit_clients"]], "model (medfl.learningmanager.model.model attribute)": [[2, "MEDfl.LearningManager.model.Model.model"]], "module": [[2, "module-MEDfl.LearningManager"], [2, "module-MEDfl.LearningManager.client"], [2, "module-MEDfl.LearningManager.dynamicModal"], [2, "module-MEDfl.LearningManager.federated_dataset"], [2, "module-MEDfl.LearningManager.flpipeline"], [2, "module-MEDfl.LearningManager.model"], [2, "module-MEDfl.LearningManager.plot"], [2, "module-MEDfl.LearningManager.server"], [2, "module-MEDfl.LearningManager.strategy"], [2, "module-MEDfl.LearningManager.utils"], [3, "module-MEDfl.NetManager"], [3, "module-MEDfl.NetManager.dataset"], [3, "module-MEDfl.NetManager.flsetup"], [3, "module-MEDfl.NetManager.net_helper"], [3, "module-MEDfl.NetManager.net_manager_queries"], [3, "module-MEDfl.NetManager.network"], [3, "module-MEDfl.NetManager.node"], [4, "module-MEDfl"]], "name (medfl.learningmanager.flpipeline.flpipeline attribute)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.name"]], "name (medfl.learningmanager.strategy.strategy attribute)": [[2, "MEDfl.LearningManager.strategy.Strategy.name"]], "num_clients (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.num_clients"]], "num_rounds (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.num_rounds"]], "optimizer (medfl.learningmanager.model.model attribute)": [[2, "MEDfl.LearningManager.model.Model.optimizer"]], "optuna_fed_optimization() (medfl.learningmanager.strategy.strategy method)": [[2, "MEDfl.LearningManager.strategy.Strategy.optuna_fed_optimization"]], "parameters (medfl.learningmanager.plot.accuracylossplotter attribute)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.parameters"]], "plot_accuracy_loss() (medfl.learningmanager.plot.accuracylossplotter method)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_accuracy_loss"]], "plot_classification_report() (medfl.learningmanager.plot.accuracylossplotter static method)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report"]], "plot_confusion_matrix_by_node() (medfl.learningmanager.plot.accuracylossplotter static method)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node"]], "plot_global_confusion_matrix() (medfl.learningmanager.plot.accuracylossplotter static method)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix"]], "results_dict (medfl.learningmanager.plot.accuracylossplotter attribute)": [[2, "MEDfl.LearningManager.plot.AccuracyLossPlotter.results_dict"]], "results_dict (in module medfl.learningmanager.plot)": [[2, "MEDfl.LearningManager.plot.results_dict"]], "run() (medfl.learningmanager.server.flowerserver method)": [[2, "MEDfl.LearningManager.server.FlowerServer.run"]], "save_model() (medfl.learningmanager.model.model static method)": [[2, "MEDfl.LearningManager.model.Model.save_model"]], "server (medfl.learningmanager.flpipeline.flpipeline attribute)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.server"]], "set_db_config() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.set_db_config"]], "set_db_config_dep() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.set_db_config_dep"]], "set_parameters() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.set_parameters"]], "strategy (medfl.learningmanager.server.flowerserver attribute)": [[2, "MEDfl.LearningManager.server.FlowerServer.strategy"]], "test() (in module medfl.learningmanager.utils)": [[2, "MEDfl.LearningManager.utils.test"]], "test_by_node() (medfl.learningmanager.flpipeline.flpipeline method)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node"]], "train() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.train"]], "trainloader (medfl.learningmanager.client.flowerclient attribute)": [[2, "MEDfl.LearningManager.client.FlowerClient.trainloader"]], "update() (medfl.learningmanager.federated_dataset.federateddataset method)": [[2, "MEDfl.LearningManager.federated_dataset.FederatedDataset.update"]], "validate() (medfl.learningmanager.client.flowerclient method)": [[2, "MEDfl.LearningManager.client.FlowerClient.validate"]], "validate() (medfl.learningmanager.flpipeline.flpipeline method)": [[2, "MEDfl.LearningManager.flpipeline.FLpipeline.validate"]], "validate() (medfl.learningmanager.model.model method)": [[2, "MEDfl.LearningManager.model.Model.validate"]], "validate() (medfl.learningmanager.server.flowerserver method)": [[2, "MEDfl.LearningManager.server.FlowerServer.validate"]], "valloader (medfl.learningmanager.client.flowerclient attribute)": [[2, "MEDfl.LearningManager.client.FlowerClient.valloader"]], "dataset (class in medfl.netmanager.dataset)": [[3, "MEDfl.NetManager.dataset.DataSet"]], "flsetup (class in medfl.netmanager.flsetup)": [[3, "MEDfl.NetManager.flsetup.FLsetup"]], "medfl.netmanager": [[3, "module-MEDfl.NetManager"]], "medfl.netmanager.dataset": [[3, "module-MEDfl.NetManager.dataset"]], "medfl.netmanager.flsetup": [[3, "module-MEDfl.NetManager.flsetup"]], "medfl.netmanager.net_helper": [[3, "module-MEDfl.NetManager.net_helper"]], "medfl.netmanager.net_manager_queries": [[3, "module-MEDfl.NetManager.net_manager_queries"]], "medfl.netmanager.network": [[3, "module-MEDfl.NetManager.network"]], "medfl.netmanager.node": [[3, "module-MEDfl.NetManager.node"]], "network (class in medfl.netmanager.network)": [[3, "MEDfl.NetManager.network.Network"]], "node (class in medfl.netmanager.node)": [[3, "MEDfl.NetManager.node.Node"]], "__init__() (medfl.netmanager.dataset.dataset method)": [[3, "MEDfl.NetManager.dataset.DataSet.__init__"]], "__init__() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.__init__"]], "__init__() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.__init__"]], "__init__() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.__init__"]], "add_node() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.add_node"]], "assign_dataset() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.assign_dataset"]], "check_dataset_compatibility() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.check_dataset_compatibility"]], "create() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.create"]], "create_dataloader_from_node() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node"]], "create_federated_dataset() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset"]], "create_master_dataset() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.create_master_dataset"]], "create_network() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.create_network"]], "create_node() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.create_node"]], "create_nodes_from_master_dataset() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset"]], "delete() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.delete"]], "delete_dataset() (medfl.netmanager.dataset.dataset method)": [[3, "MEDfl.NetManager.dataset.DataSet.delete_dataset"]], "delete_network() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.delete_network"]], "delete_node() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.delete_node"]], "get_dataset() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.get_dataset"]], "get_feddataset_id_from_name() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.get_feddataset_id_from_name"]], "get_fldataset() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.get_flDataSet"]], "get_flpipeline_from_name() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.get_flpipeline_from_name"]], "get_flsetupid_from_name() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.get_flsetupid_from_name"]], "get_netid_from_name() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.get_netid_from_name"]], "get_netid_from_name() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.get_netid_from_name"]], "get_nodeid_from_name() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.get_nodeid_from_name"]], "is_str() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.is_str"]], "list_alldatasets() (medfl.netmanager.dataset.dataset static method)": [[3, "MEDfl.NetManager.dataset.DataSet.list_alldatasets"]], "list_alldatasets() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.list_alldatasets"]], "list_allnetworks() (medfl.netmanager.network.network static method)": [[3, "MEDfl.NetManager.network.Network.list_allnetworks"]], "list_allnodes() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.list_allnodes"]], "list_allnodes() (medfl.netmanager.node.node static method)": [[3, "MEDfl.NetManager.node.Node.list_allnodes"]], "list_allsetups() (medfl.netmanager.flsetup.flsetup static method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.list_allsetups"]], "master_table_exists() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.master_table_exists"]], "mtable_exists (medfl.netmanager.network.network attribute)": [[3, "MEDfl.NetManager.network.Network.mtable_exists"]], "name (medfl.netmanager.network.network attribute)": [[3, "MEDfl.NetManager.network.Network.name"]], "name (medfl.netmanager.node.node attribute)": [[3, "MEDfl.NetManager.node.Node.name"]], "process_data_after_reading() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.process_data_after_reading"]], "process_eicu() (in module medfl.netmanager.net_helper)": [[3, "MEDfl.NetManager.net_helper.process_eicu"]], "read_setup() (medfl.netmanager.flsetup.flsetup class method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.read_setup"]], "test_fraction (medfl.netmanager.node.node attribute)": [[3, "MEDfl.NetManager.node.Node.test_fraction"]], "train (medfl.netmanager.node.node attribute)": [[3, "MEDfl.NetManager.node.Node.train"]], "unassign_dataset() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.unassign_dataset"]], "update_data() (medfl.netmanager.dataset.dataset method)": [[3, "MEDfl.NetManager.dataset.DataSet.update_data"]], "update_network() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.update_network"]], "update_node() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.update_node"]], "upload_dataset() (medfl.netmanager.dataset.dataset method)": [[3, "MEDfl.NetManager.dataset.DataSet.upload_dataset"]], "upload_dataset() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.upload_dataset"]], "use_network() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.use_network"]], "validate() (medfl.netmanager.dataset.dataset method)": [[3, "MEDfl.NetManager.dataset.DataSet.validate"]], "validate() (medfl.netmanager.flsetup.flsetup method)": [[3, "MEDfl.NetManager.flsetup.FLsetup.validate"]], "validate() (medfl.netmanager.network.network method)": [[3, "MEDfl.NetManager.network.Network.validate"]], "validate() (medfl.netmanager.node.node method)": [[3, "MEDfl.NetManager.node.Node.validate"]], "medfl": [[4, "module-MEDfl"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["Documentation", "Installation", "MEDfl", "MEDfl.LearningManager", "MEDfl.NetManager", "MEDfl.rw", "configuration_file", "index", "modules", "rw_tutorial_complete", "simulation_tutorials", "simulation_tutorials_complete"], "filenames": ["Documentation.rst", "Installation.rst", "MEDfl.rst", "MEDfl.LearningManager.rst", "MEDfl.NetManager.rst", "MEDfl.rw.rst", "configuration_file.rst", "index.rst", "modules.rst", "rw_tutorial_complete.rst", "simulation_tutorials.rst", "simulation_tutorials_complete.rst"], "titles": ["Documentation", "Installation", "MEDfl package", "MEDfl.LearningManager package", "MEDfl.NetManager package", "MEDfl.rw package", "Configuration File", "Welcome to the MEDfl Documentation", "MEDfl", "Real-world Federated Learning Tutorial", "Introduction", "MEDfl Complete Tutorial (Simulation)"], "terms": {"we": [0, 9, 10, 11], "us": [0, 1, 3, 4, 5, 6, 7, 9, 10, 11], "sphinx": 0, "creat": [0, 1, 2, 3, 4, 6, 8, 9, 10, 11], "thi": [0, 1, 3, 5, 7, 9, 10, 11], "project": [0, 10, 11], "you": [0, 1, 6, 7, 9, 10, 11], "can": [0, 1, 5, 6, 9, 10, 11], "gener": [0, 1, 5, 10, 11], "host": [0, 5, 6, 9], "local": [0, 1, 3, 4, 5, 6, 7, 9, 10, 11], "compil": 0, "sourc": [0, 1, 3, 4, 5], "code": [0, 1, 4], "cd": [0, 1], "doc": 0, "make": [0, 9, 10, 11], "clean": 0, "html": 0, "Then": 0, "open": [0, 10], "_build": 0, "python": [0, 7, 9, 10, 11], "m": 0, "http": [0, 1, 10], "server": [0, 1, 2, 5, 7, 8, 10], "The": [1, 3, 4, 5, 6, 9, 10, 11], "medfl": [1, 6, 9, 10], "3": [1, 5, 6, 10], "9": 1, "If": [1, 3, 4, 5], "do": [1, 5, 10], "have": [1, 3, 5, 9, 10, 11], "your": [1, 3, 6, 7, 10, 11], "machin": [1, 7, 9, 10], "download": 1, "from": [1, 3, 4, 5, 7, 9, 10, 11], "sqlite": [1, 11], "its": [1, 3, 5, 7, 9, 10, 11], "default": [1, 3, 4, 5, 9], "engin": [1, 3, 4], "setup": [1, 3, 4, 9, 10], "work": [1, 7, 10], "automat": [1, 3], "db": [1, 11], "file": [1, 3, 4, 5, 9, 10, 11], "simpli": 1, "want": [1, 6, 9], "directli": 1, "pypi": 1, "pip": 1, "latest": 1, "stabl": 1, "releas": 1, "allow": [1, 5, 7, 9, 10, 11], "start": [1, 2, 3, 5, 8, 9, 11], "immedi": 1, "collabor": [1, 7, 11], "contribut": 1, "modifi": [1, 6], "github": 1, "edit": 1, "mode": [1, 5, 9, 11], "git": 1, "clone": 1, "com": 1, "medom": 1, "ud": 1, "e": [1, 5, 9, 11], "while": [1, 5, 10, 11], "test": [1, 2, 3, 4, 5, 6, 7, 8, 9], "new": [1, 3, 4, 5, 10, 11], "featur": [1, 4, 5, 9, 10, 11], "No": 1, "i": [1, 3, 4, 5, 6, 7, 9, 10, 11], "lightweight": 1, "reliabl": [1, 10], "base": [1, 3, 4, 5, 9, 10, 11], "system": [1, 10, 11], "A": [1, 3, 4, 5, 11], "when": [1, 4, 5, 9, 10], "initi": [1, 3, 4, 5, 10, 11], "environ": [1, 3, 7, 9], "ani": [1, 3, 5, 11], "function": [1, 3, 5], "storag": [1, 10], "extern": [1, 10], "script": [1, 6], "credenti": 1, "ar": [1, 5, 9, 10, 11], "need": [1, 3, 5, 6, 11], "learningmanag": [2, 6, 7, 8, 10, 11], "submodul": [2, 8], "client": [2, 5, 7, 8, 10, 11], "flowercli": [2, 3, 5, 8, 9], "cid": [2, 3, 5, 8], "local_model": [2, 3, 8], "trainload": [2, 3, 8, 11], "valload": [2, 3, 8], "diff_priv": [2, 3, 8], "__init__": [2, 3, 4, 5, 8], "evalu": [2, 3, 5, 7, 8], "fit": [2, 3, 5, 8], "get_paramet": [2, 3, 5, 8, 11], "valid": [2, 3, 4, 5, 7, 8, 9, 10], "dynamicmod": [2, 8, 11], "dynamicmodel": [2, 3, 8, 10], "create_binary_classifi": [2, 3, 8], "create_convolutional_neural_network": [2, 3, 8], "create_linear_regressor": [2, 3, 8], "create_logistic_regressor": [2, 3, 8], "create_lstm_network": [2, 3, 8], "create_model": [2, 3, 8, 11], "create_multiclass_classifi": [2, 3, 8], "create_recurrent_neural_network": [2, 3, 8], "federated_dataset": [2, 8], "federateddataset": [2, 3, 4, 8], "updat": [2, 3, 4, 5, 6, 8, 9, 11], "flpipelin": [2, 4, 8, 11], "name": [2, 3, 4, 5, 8, 9, 11], "descript": [2, 3, 4, 8, 11], "auto_test": [2, 3, 8, 11], "delet": [2, 3, 4, 8], "test_by_nod": [2, 3, 8], "create_queri": [2, 3, 8], "model": [2, 5, 6, 7, 8, 9], "optim": [2, 3, 6, 8, 10, 11], "criterion": [2, 3, 8, 11], "load_model": [2, 3, 8], "save_model": [2, 3, 8], "set_paramet": [2, 3, 5, 8], "train": [2, 3, 4, 5, 8, 9, 10], "plot": [2, 8], "accuracylossplott": [2, 3, 8, 11], "results_dict": [2, 3, 8, 11], "paramet": [2, 3, 4, 5, 8, 10, 11], "metric": [2, 3, 5, 8, 9, 11], "iter": [2, 3, 7, 8], "plot_accuracy_loss": [2, 3, 8, 11], "plot_classification_report": [2, 3, 8], "plot_confusion_matrix_by_nod": [2, 3, 8], "plot_global_confusion_matrix": [2, 3, 8], "flowerserv": [2, 3, 8, 11], "global_model": [2, 3, 8, 11], "strategi": [2, 4, 5, 8, 9, 10], "num_round": [2, 3, 5, 6, 8, 9, 11], "num_client": [2, 3, 8, 11], "fed_dataset": [2, 3, 8, 11], "accuraci": [2, 3, 8, 9], "loss": [2, 3, 5, 8, 9], "flower_cli": [2, 3, 8], "client_fn": [2, 3, 8], "run": [2, 3, 5, 7, 8, 10, 11], "fraction_fit": [2, 3, 5, 8, 9, 11], "fraction_evalu": [2, 3, 5, 8, 11], "min_fit_cli": [2, 3, 5, 8, 9, 11], "min_evaluate_cli": [2, 3, 5, 8, 9, 11], "min_available_cli": [2, 3, 5, 8, 9, 11], "initial_paramet": [2, 3, 5, 8, 11], "create_strategi": [2, 3, 5, 8, 11], "get_strategy_by_nam": [2, 3, 8], "optuna_fed_optim": [2, 3, 8], "util": [2, 4, 8, 9, 10, 11], "create_medfl_db": [2, 3, 8, 11], "custom_classification_report": [2, 3, 8], "empty_db": [2, 3, 8], "get_node_confusion_matrix": [2, 3, 8], "get_pipeline_confusion_matrix": [2, 3, 8], "get_pipeline_from_nam": [2, 3, 8], "get_pipeline_result": [2, 3, 8], "load_db_config": [2, 3, 8], "load_db_config_dep": [2, 3, 8], "set_db_config": [2, 3, 8, 11], "set_db_config_dep": [2, 3, 8], "netmanag": [2, 7, 8], "dataset": [2, 3, 5, 8, 9, 10], "delete_dataset": [2, 4, 8], "list_alldataset": [2, 4, 8], "update_data": [2, 4, 8], "upload_dataset": [2, 4, 8, 11], "flsetup": [2, 3, 8, 10], "create_dataloader_from_nod": [2, 4, 8], "create_federated_dataset": [2, 4, 8, 11], "create_nodes_from_master_dataset": [2, 4, 8], "get_fldataset": [2, 4, 8, 11], "list_allsetup": [2, 4, 8, 11], "read_setup": [2, 4, 8], "net_help": [2, 8], "get_feddataset_id_from_nam": [2, 4, 8], "get_flpipeline_from_nam": [2, 4, 8], "get_flsetupid_from_nam": [2, 4, 8], "get_netid_from_nam": [2, 4, 8], "get_nodeid_from_nam": [2, 4, 8], "is_str": [2, 4, 8], "master_table_exist": [2, 4, 8], "process_data_after_read": [2, 4, 8], "process_eicu": [2, 4, 8], "net_manager_queri": [2, 8], "network": [2, 3, 7, 8, 10], "mtable_exist": [2, 4, 8], "add_nod": [2, 4, 8, 11], "create_master_dataset": [2, 4, 8, 11], "create_network": [2, 4, 8, 11], "delete_network": [2, 4, 8], "list_allnetwork": [2, 4, 8], "list_allnod": [2, 4, 8, 11], "update_network": [2, 4, 8], "use_network": [2, 4, 8], "node": [2, 3, 7, 8, 10], "test_fract": [2, 4, 5, 8, 9], "assign_dataset": [2, 4, 8], "check_dataset_compat": [2, 4, 8], "create_nod": [2, 4, 8], "delete_nod": [2, 4, 8], "get_dataset": [2, 4, 8], "unassign_dataset": [2, 4, 8], "update_nod": [2, 4, 8], "rw": [2, 7, 8, 9], "dpconfig": [2, 5, 8, 9], "noise_multipli": [2, 5, 8, 9], "max_grad_norm": [2, 5, 6, 8, 9], "batch_siz": [2, 5, 8, 9], "secure_rng": [2, 5, 8, 9], "_lazy_init_from_server_config": [2, 5, 8], "get_properti": [2, 5, 8], "federatedserv": [2, 5, 8, 9], "server_address": [2, 5, 8, 9], "server_config": [2, 5, 8], "strategy_wrapp": [2, 5, 8], "certif": [2, 5, 8], "connected_cli": [2, 5, 8], "trackingclientmanag": [2, 5, 8], "client_properti": [2, 5, 8], "_fetch_and_log_hostnam": [2, 5, 8], "regist": [2, 5, 8, 11], "net": [2, 5, 8, 10, 11], "forward": [2, 5, 8], "predict": [2, 3, 5, 8], "aggregate_eval_metr": [2, 5, 8], "aggregate_fit_metr": [2, 5, 8], "class": [3, 4, 5, 10, 11], "str": [3, 4, 5], "dataload": [3, 4], "bool": [3, 4, 5], "true": [3, 4, 5, 6, 9, 10, 11], "numpycli": [3, 5], "id": [3, 4, 5, 9], "type": [3, 4, 5], "feder": [3, 4, 5, 7, 10], "learn": [3, 4, 5, 7], "data": [3, 4, 5, 10, 11], "flag": [3, 4], "indic": [3, 4], "whether": [3, 4, 9], "differenti": [3, 5, 7, 10, 11], "privaci": [3, 5, 7, 10, 11], "instanc": [3, 4, 5, 9, 10], "config": [3, 5], "return": [3, 4, 5], "receiv": [3, 11], "configur": [3, 5, 7, 10], "inform": [3, 4, 10], "number": [3, 5, 11], "exampl": [3, 5, 9, 11], "tupl": 3, "current": [3, 5], "numpi": [3, 5], "arrai": 3, "object": [3, 4, 5, 10, 11], "variou": [3, 10], "neural": [3, 10], "static": [3, 4], "input_dim": [3, 5, 10, 11], "hidden_dim": [3, 5, 10, 11], "output_dim": [3, 10, 11], "activ": [3, 5, 10], "relu": [3, 5, 10], "dropout_r": [3, 10], "0": [3, 4, 5, 6, 9, 10], "batch_norm": [3, 10], "fals": [3, 4, 5, 9, 10, 11], "use_gpu": [3, 10], "binari": [3, 5, 10, 11], "classifi": [3, 11], "customiz": 3, "architectur": [3, 4, 7, 10, 11], "int": [3, 4, 5], "dimens": [3, 10], "input": [3, 4, 10, 11], "list": [3, 4, 5, 9, 10, 11], "hidden": [3, 5, 10], "layer": [3, 5, 7, 10, 11], "output": [3, 4, 5, 10, 11], "option": [3, 4, 5, 10], "float": [3, 4, 5], "dropout": [3, 5], "rate": [3, 11], "regular": 3, "appli": [3, 5, 9, 11], "batch": [3, 4, 5, 9], "normal": 3, "gpu": 3, "acceler": [3, 7], "pytorch": [3, 4], "torch": [3, 4, 11], "nn": [3, 11], "input_channel": [3, 10], "output_channel": [3, 10], "kernel_s": [3, 10], "convolut": 3, "cnn": [3, 10], "channel": 3, "size": [3, 4, 5, 9, 10, 11], "kernel": 3, "linear": [3, 5, 10], "regressor": 3, "logist": [3, 10], "input_s": [3, 10], "hidden_s": [3, 10], "long": 3, "short": 3, "term": 3, "memori": 3, "lstm": [3, 10], "model_typ": [3, 11], "params_dict": [3, 4, 10, 11], "specif": [3, 5, 9, 11], "dynam": [3, 5, 10, 11], "given": [3, 4, 11], "multiclass": [3, 5, 10, 11], "svm": 3, "recurr": 3, "autoencod": [3, 10], "dict": [3, 4, 5], "dictionari": [3, 4, 5, 9], "contain": [3, 4, 9, 10, 11], "creation": [3, 4, 7, 10], "rnn": [3, 10], "train_nod": [3, 4], "test_nod": [3, 4], "testload": 3, "repres": [3, 4, 11], "loader": [3, 5, 10], "flsetupid": [3, 4], "databas": [3, 4, 6, 7], "associ": [3, 4, 11], "flpipeid": 3, "fedid": [3, 4], "flpipe": 3, "manag": [3, 5, 7, 11], "pipelin": [3, 4, 5, 7, 10], "self": [3, 4], "none": [3, 4, 5, 9], "specifi": [3, 4, 5, 6, 10, 11], "test_frac": [3, 4, 5], "1": [3, 4, 5, 6, 10], "all": [3, 4, 5, 9, 10, 11], "fraction": [3, 4, 5, 9], "classif": [3, 10, 11], "report": [3, 11], "result": [3, 5, 7], "entri": [3, 11], "string": [3, 4, 5], "store": [3, 5, 9, 10, 11], "note": [3, 4], "placehold": [3, 5], "method": [3, 4], "implement": [3, 4, 9], "node_nam": 3, "attribut": [3, 4, 5], "rais": [3, 4], "typeerror": [3, 4], "creation_d": 3, "callabl": 3, "val_load": 3, "devic": 3, "cpu": 3, "which": [3, 4, 5, 10, 11], "perform": [3, 5, 9, 10], "ndarrai": [3, 5], "get": [3, 4, 10], "np": 3, "model_path": 3, "load": [3, 5, 9], "path": [3, 4, 5, 6, 7, 9, 11], "model_nam": 3, "save": [3, 5, 9, 11], "except": [3, 5], "an": [3, 4, 7, 9, 10, 11], "issu": 3, "dure": [3, 9], "process": [3, 4, 10], "set": [3, 5, 9, 10, 11], "train_load": 3, "epoch": [3, 5], "privacy_engin": 3, "one": [3, 5, 10, 11], "enabl": [3, 5, 7, 10, 11], "valu": [3, 4, 5], "epsilon": [3, 6], "experi": [3, 7, 11], "organ": [3, 9, 10], "uniqu": [3, 4], "rang": [3, 9], "round": [3, 5, 9, 11], "differ": [3, 10, 11], "pipeline_nam": 3, "comparison": 3, "between": [3, 7, 10, 11], "confus": [3, 11], "matrix": [3, 11], "global": [3, 5, 11], "lr": [3, 6, 11], "001": [3, 6, 11], "adam": 3, "85": 3, "89": 3, "92": 3, "94": 3, "ellipsi": 3, "2": [3, 4, 5, 6, 10], "15": [3, 9], "08": 3, "01": [3, 5, 9], "sgd": [3, 5, 6, 9, 11], "88": [3, 9], "91": [3, 9], "93": 3, "95": 3, "18": 3, "13": 3, "09": 3, "07": 3, "82": 3, "87": 3, "25": 3, "12": [3, 9], "should": [3, 5, 9], "len": [3, 11], "num": 3, "delta": [3, 6], "common": 3, "thing": 3, "aggreg": [3, 5, 9, 10], "diff_privaci": [3, 6, 11], "client_resourc": [3, 11], "num_cpu": [3, 11], "num_gpu": [3, 11], "central": [3, 9], "flower": [3, 5, 7, 9, 10, 11], "among": 3, "commun": [3, 5], "particip": [3, 9], "each": [3, 5, 9, 10, 11], "individu": 3, "server_round": 3, "dtype": 3, "union": 3, "byte": [3, 5], "fl": [3, 4, 7, 10], "scalar": [3, 5], "simul": [3, 10], "histori": [3, 11], "fedavg": [3, 5, 9, 11], "evaluation_method": 3, "minimum": 3, "avail": 3, "requir": [3, 5, 11], "parametr": 3, "distribut": [3, 7], "direct": 3, "hpo_rat": 3, "params_config": 3, "y_true": 3, "y_pred_prob": 3, "comput": [3, 5, 7], "custom": [3, 5, 10], "includ": [3, 4, 11], "sensit": [3, 11], "precis": [3, 11], "npv": [3, 11], "f1": [3, 11], "score": [3, 11], "posit": [3, 11], "like": [3, 10], "label": [3, 4, 5, 9], "y_pred": 3, "empti": [3, 4], "record": [3, 10], "multipl": 3, "tabl": [3, 4, 11], "reset": 3, "auto": 3, "increment": 3, "counter": 3, "pipeline_id": 3, "datafram": [3, 4], "panda": [3, 4, 11], "read": [3, 4], "variabl": [3, 11], "config_path": 3, "test_load": 3, "csv": [4, 5, 6, 9, 10, 11], "assum": 4, "pd": [4, 11], "Not": 4, "yet": 4, "nodeid": 4, "upload": 4, "fill_strategi": 4, "mean": 4, "fit_encod": [4, 11], "to_drop": [4, 11], "train_batch_s": [4, 6], "32": [4, 5, 6, 9, 10, 11], "test_batch_s": [4, 6], "split_frac": 4, "val_frac": [4, 5], "master": [4, 6, 11], "column_nam": 4, "column": [4, 5, 9, 11], "masterdataset": [4, 6, 11], "retriev": 4, "": [4, 5, 7, 10, 11], "about": [4, 10], "classmethod": 4, "feddataset": 4, "found": 4, "flpipelineid": 4, "netnam": 4, "netid": 4, "nodenam": 4, "data_df": 4, "row": 4, "x": [4, 5], "check": 4, "convert": 4, "accordingli": 4, "seri": 4, "exist": 4, "otherwis": [4, 5], "after": [4, 5, 11], "encod": [4, 11], "drop": [4, 11], "tensordataset": 4, "imput": 4, "miss": 4, "eicu": 4, "fill": 4, "replac": 4, "nan": 4, "unknown": 4, "integ": 4, "add": [4, 11], "path_to_csv": [4, 11], "home": 4, "usherbrook": 4, "saho6810": 4, "notebook": [4, 10, 11], "minidiabet": 4, "insert": 4, "network_nam": 4, "els": [4, 5], "dataset_nam": 4, "assign": [4, 10], "param": [4, 6, 10], "compat": 4, "belong": [4, 5], "filter": 4, "rtype": 4, "unssign": 4, "mimic_train": 4, "nois": [5, 9], "multipli": 5, "dp": [5, 9, 11], "maximum": 5, "gradient": [5, 9], "norm": [5, 9], "clip": [5, 9], "secur": [5, 7, 9], "random": 5, "data_path": [5, 9], "dp_config": [5, 9], "id_col": [5, 9], "test_id": [5, 9], "seed": [5, 9], "42": [5, 9], "real": 5, "world": 5, "connect": [5, 6, 9, 10, 11], "provid": [5, 7, 10, 11], "schema": [5, 9], "target": [5, 9, 11], "handl": [5, 11], "val": [5, 9], "split": [5, 11], "opacu": [5, 10], "address": [5, 9], "g": [5, 9, 11], "127": 5, "8080": [5, 9], "disabl": 5, "side": [5, 9, 11], "overrid": [5, 9], "select": 5, "sampl": [5, 9], "via": [5, 7, 9], "comma": [5, 9], "separ": [5, 9], "line": 5, "build": [5, 7, 9, 11], "onc": [5, 9], "enforc": [5, 9], "win": 5, "val_fract": [5, 9], "per": 5, "held": 5, "influenc": 5, "It": [5, 7, 10, 11], "arbitrari": 5, "num_exampl": 5, "map": 5, "kei": [5, 10], "back": 5, "previou": 5, "format": 5, "extend": [5, 10], "been": [5, 11], "deprec": 5, "remov": 5, "sinc": 5, "19": 5, "request": 5, "tell": 5, "along": 5, "some": [5, 10], "properti": 5, "port": [5, 6, 9], "wrap": [5, 9, 11], "launch": 5, "serverconfig": 5, "wrapper": 5, "around": 5, "actual": 5, "flwr": [5, 11], "tl": 5, "log": [5, 9], "hostnam": [5, 9], "ip": [5, 9], "bind": 5, "listen": [5, 9], "execut": [5, 7], "track": [5, 11], "simpleclientmanag": 5, "refer": 5, "async": 5, "asynchron": 5, "fetch": 5, "clientproxi": 5, "proxi": 5, "being": 5, "wa": 5, "successfulli": 5, "64": [5, 10], "batchnorm": 5, "task": [5, 6, 10, 11], "num_class": 5, "output_bia": 5, "return_logit": 5, "weight_init": 5, "kaim": 5, "modul": [5, 7, 8, 9, 10, 11], "flexibl": 5, "mlp": 5, "awar": 5, "128": 5, "gelu": 5, "leaky_relu": 5, "batchnorm1d": 5, "multilabel": 5, "regress": [5, 10, 11], "ignor": 5, "count": 5, "alwai": 5, "recommend": 5, "post": 5, "defin": [5, 9, 11], "everi": [5, 9], "call": [5, 9, 10], "overridden": [5, 9], "subclass": 5, "although": 5, "recip": 5, "pass": [5, 9], "within": [5, 10], "afterward": 5, "instead": [5, 9], "former": 5, "take": [5, 10], "care": 5, "hook": 5, "latter": 5, "silent": 5, "them": [5, 9, 10], "evaluate_fn": 5, "fit_metrics_aggregation_fn": 5, "evaluate_metrics_aggregation_fn": 5, "local_epoch": [5, 9], "threshold": [5, 9], "5": [5, 6, 10], "learning_r": [5, 9], "optimizer_nam": [5, 9], "savingpath": [5, 9], "saveonround": [5, 9], "total_round": [5, 9], "split_mod": [5, 9], "client_fract": [5, 9], "hyperparamet": [5, 9, 11], "on_fit_config_fn": 5, "synchron": 5, "inspect": [5, 11], "configure_fit": 5, "per_client": [5, 9], "present": 5, "hostname_1": 5, "id1": 5, "id2": 5, "In": [5, 6, 9, 10, 11], "send": 5, "NOT": 5, "fall": 5, "match": [5, 9], "global_param": 6, "yaml": 6, "accord": 6, "base_url": 6, "path_to_project": 6, "db_config": 6, "ini": 6, "sql": [6, 10], "localhost": 6, "3306": 6, "user": [6, 7, 10], "your_usernam": 6, "password": 6, "your_password": 6, "also": [6, 10, 11], "create_db": 6, "py": [6, 9], "mydb": 6, "connector": 6, "binaryclassif": 6, "train_epoch": 6, "6": [6, 10], "20": 6, "1e": 6, "min_evalcli": 6, "path_to_master_csv": 6, "TO": 6, "path_to_test_csv": 6, "modular": 7, "extens": 7, "framework": [7, 10], "design": [7, 10, 11], "research": [7, 10, 11], "deploy": 7, "particularli": 7, "medic": [7, 10], "domain": [7, 10, 11], "support": [7, 10], "two": [7, 10, 11], "complementari": 7, "control": [7, 9], "virtual": 7, "rapidli": 7, "assumpt": 7, "hypothes": 7, "befor": [7, 10, 11], "move": 7, "product": [7, 11], "readi": 7, "where": [7, 9], "agent": 7, "seamless": 7, "across": [7, 10, 11], "hospit": [7, 9, 10, 11], "institut": [7, 9, 10, 11], "team": 7, "togeth": [7, 11], "complet": 7, "workflow": [7, 9, 10], "idea": 7, "For": 7, "seek": 7, "even": 7, "more": [7, 9], "access": [7, 10], "fulli": 7, "integr": [7, 10, 11], "applic": [7, 10], "friendli": 7, "desktop": 7, "simplifi": 7, "orchestr": [7, 9, 11], "medomicslab": 7, "bridg": 7, "gap": 7, "scientist": 7, "promot": 7, "through": [7, 9, 10], "intuit": 7, "tool": [7, 10], "autom": 7, "explor": [7, 10], "section": 7, "below": [7, 9], "begin": [7, 10], "understand": 7, "own": [7, 9, 11], "instal": [7, 10, 11], "analyz": [7, 10, 11], "ideal": [7, 10], "benchmark": 7, "transfer": [7, 11], "variat": 7, "safe": 7, "introduct": 7, "choic": 7, "deploi": 7, "workstat": 7, "protocol": 7, "peer": 7, "tailscal": 7, "robust": [7, 10, 11], "packag": [7, 8, 10, 11], "index": [7, 9], "search": 7, "page": 7, "subpackag": [8, 10], "content": 8, "show": [9, 11], "how": [9, 10, 11], "multi": 9, "One": 9, "sever": [9, 11], "remot": 9, "keep": [9, 11], "share": [9, 11], "same": 9, "site": 9, "done": 9, "follow": [9, 10, 11], "coordin": 9, "typic": 9, "reachabl": 9, "point": 9, "monitor": [9, 10], "collect": 9, "must": 9, "structur": [9, 10, 11], "majoraxislength": 9, "area": 9, "eccentr": 9, "convexarea": 9, "134": 9, "10023": 9, "10450": 9, "120": 9, "57": 9, "8900": 9, "76": 9, "9100": 9, "143": 9, "34": 9, "11010": 9, "11300": 9, "client1_with_id": 9, "identifi": [9, 11], "run_serv": 9, "import": 9, "here": [9, 11], "1499": 9, "1500": 9, "seen": 9, "dinf": 9, "medomi": 9, "05b": 9, "10": [9, 10], "custom_strategi": 9, "checkpoint": 9, "independ": [9, 10], "interfac": 9, "expos": 9, "__name__": 9, "__main__": 9, "expect": 9, "supervis": 9, "go": 9, "often": 9, "On": 9, "run_client": 9, "run_client_override_split": 9, "similar": 9, "100": 9, "65": 9, "215": 9, "27": 9, "see": [9, 11], "public": 9, "determinist": 9, "next": [9, 11], "subsect": 9, "To": [9, 10, 11], "dp_conf": 9, "magnitud": 9, "ad": 9, "higher": 9, "cryptograph": 9, "rng": 9, "both": [9, 10], "wait": 9, "written": 9, "etc": [9, 11], "logic": 9, "sometim": 9, "fine": 9, "grain": 9, "over": [9, 11], "effect": 9, "whose": [9, 11], "forc": 9, "sure": [9, 10, 11], "exactli": [9, 11], "correspond": [9, 11], "never": 9, "leav": 9, "onli": 9, "exchang": 9, "hybrid": 10, "inspir": 10, "pysyft": 10, "main": [10, 11], "strength": 10, "developp": 10, "benifit": 10, "three": 10, "martin": [10, 11], "ai": [10, 11], "hi": 10, "interest": [10, 11], "healthcar": [10, 11], "recent": 10, "he": [10, 11], "ha": [10, 11], "reciev": 10, "prestigi": [10, 11], "order": 10, "studi": [10, 11], "realis": 10, "goal": 10, "develop": [10, 11], "deep": [10, 11], "preserv": [10, 11], "patient": [10, 11], "finish": 10, "first": [10, 11], "analysi": 10, "statement": 10, "realiz": 10, "involv": 10, "good": 10, "fortun": 10, "know": [10, 11], "pretti": 10, "desir": 10, "sub": [10, 11], "let": 10, "u": 10, "expir": 10, "well": 10, "tutori": 10, "ll": 10, "demonstr": [10, 11], "establish": 10, "subsequ": 10, "step": [10, 11], "piec": 10, "our": [10, 11], "mysql": [10, 11], "due": 10, "widespread": 10, "adopt": 10, "industri": 10, "Its": 10, "strong": 10, "queri": 10, "languag": 10, "scalabl": 10, "divers": 10, "ensur": 10, "wamp": 10, "xampp": 10, "visual": [10, 11], "phpmyadmin": 10, "www": 10, "web": 10, "conveni": 10, "find": 10, "repositori": 10, "respons": 10, "reli": 10, "leverag": 10, "five": 10, "primari": 10, "incorpor": 10, "har": 10, "capabl": 10, "might": 10, "possess": 10, "pre": 10, "offer": 10, "advantag": 10, "enhanc": 10, "reduc": 10, "time": [10, 11], "mai": 10, "lack": 10, "suffici": 10, "entir": 10, "scratch": 10, "hinder": 10, "abil": 10, "achiev": 10, "becom": 10, "viabl": 10, "maxim": 10, "benefit": 10, "previous": 10, "knowledg": 10, "serv": 10, "second": [10, 11], "oper": 10, "addition": 10, "relev": 10, "mainli": 10, "paradigm": 10, "mani": 10, "deal": 10, "homogen": 10, "purpos": 10, "compar": [10, 11], "holdout": 10, "final": [10, 11], "By": 10, "adapt": [10, 11], "n": 10, "30": 10, "4": 10, "16": [10, 11], "7": 10, "8": 10, "encoder_hidden_s": 10, "As": 10, "part": 10, "align": 10, "deliv": 10, "effici": 10, "focus": 10, "seamlessli": 10, "up": 11, "realist": 11, "scenario": 11, "accompani": 11, "jupyt": 11, "guid": 11, "contact": 11, "feasibl": 11, "protect": 11, "kind": 11, "With": 11, "him": 11, "systemat": 11, "depend": 11, "env": 11, "sqlalchemi": 11, "diabet": 11, "locat": 11, "diabetes_dataset": 11, "database_manag": 11, "simplic": 11, "root": 11, "necessari": 11, "sy": 11, "append": 11, "o": 11, "pythonpath": 11, "database_connector": 11, "databasemanag": 11, "relat": 11, "medfl_databas": 11, "db_manag": 11, "get_connect": 11, "print": 11, "ok": 11, "describ": 11, "later": 11, "partit": 11, "infer": 11, "core": 11, "now": 11, "hold": 11, "net1": 11, "deriv": 11, "auto_fl": 11, "flsetup_2": 11, "just": 11, "hospital_1": 11, "client_1_dataset": 11, "hospital_2": 11, "client_2_dataset": 11, "hospital_3": 11, "client_3_dataset": 11, "ask": 11, "consid": 11, "fl_dataset": 11, "summari": 11, "helper": 11, "dynamic_model": 11, "specific_model": 11, "bceloss": 11, "everyth": 11, "init_param": 11, "combin": 11, "fedadam": 11, "aggreg_algo": 11, "reproduc": 11, "easi": 11, "link": 11, "ppl_1": 11, "fl_pipelin": 11, "evolut": 11, "global_accuraci": 11, "global_loss": 11, "plotter": 11, "produc": 11, "figur": 11, "curv": 11, "help": 11, "test_result": 11, "tp": 11, "fp": 11, "fn": 11, "tn": 11, "recal": 11, "ppv": 11, "auc": 11, "reus": 11, "futur": 11}, "objects": {"": [[2, 0, 0, "-", "MEDfl"]], "MEDfl": [[3, 0, 0, "-", "LearningManager"], [4, 0, 0, "-", "NetManager"], [5, 0, 0, "-", "rw"]], "MEDfl.LearningManager": [[3, 0, 0, "-", "client"], [3, 0, 0, "-", "dynamicModal"], [3, 0, 0, "-", "federated_dataset"], [3, 0, 0, "-", "flpipeline"], [3, 0, 0, "-", "model"], [3, 0, 0, "-", "plot"], [3, 0, 0, "-", "server"], [3, 0, 0, "-", "strategy"], [3, 0, 0, "-", "utils"]], "MEDfl.LearningManager.client": [[3, 1, 1, "", "FlowerClient"]], "MEDfl.LearningManager.client.FlowerClient": [[3, 2, 1, "", "__init__"], [3, 3, 1, "", "cid"], [3, 3, 1, "", "diff_priv"], [3, 2, 1, "", "evaluate"], [3, 2, 1, "", "fit"], [3, 2, 1, "", "get_parameters"], [3, 3, 1, "", "local_model"], [3, 3, 1, "", "trainloader"], [3, 2, 1, "", "validate"], [3, 3, 1, "", "valloader"]], "MEDfl.LearningManager.dynamicModal": [[3, 1, 1, "", "DynamicModel"]], "MEDfl.LearningManager.dynamicModal.DynamicModel": [[3, 2, 1, "", "create_binary_classifier"], [3, 2, 1, "", "create_convolutional_neural_network"], [3, 2, 1, "", "create_linear_regressor"], [3, 2, 1, "", "create_logistic_regressor"], [3, 2, 1, "", "create_lstm_network"], [3, 2, 1, "", "create_model"], [3, 2, 1, "", "create_multiclass_classifier"], [3, 2, 1, "", "create_recurrent_neural_network"]], "MEDfl.LearningManager.federated_dataset": [[3, 1, 1, "", "FederatedDataset"]], "MEDfl.LearningManager.federated_dataset.FederatedDataset": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "create"], [3, 2, 1, "", "update"]], "MEDfl.LearningManager.flpipeline": [[3, 1, 1, "", "FLpipeline"], [3, 4, 1, "", "create_query"]], "MEDfl.LearningManager.flpipeline.FLpipeline": [[3, 2, 1, "", "auto_test"], [3, 2, 1, "", "create"], [3, 2, 1, "", "delete"], [3, 3, 1, "", "description"], [3, 3, 1, "", "name"], [3, 3, 1, "", "server"], [3, 2, 1, "", "test_by_node"], [3, 2, 1, "", "validate"]], "MEDfl.LearningManager.model": [[3, 1, 1, "", "Model"]], "MEDfl.LearningManager.model.Model": [[3, 2, 1, "", "__init__"], [3, 3, 1, "", "criterion"], [3, 2, 1, "", "evaluate"], [3, 2, 1, "", "get_parameters"], [3, 2, 1, "", "load_model"], [3, 3, 1, "", "model"], [3, 3, 1, "", "optimizer"], [3, 2, 1, "", "save_model"], [3, 2, 1, "", "set_parameters"], [3, 2, 1, "", "train"], [3, 2, 1, "", "validate"]], "MEDfl.LearningManager.plot": [[3, 1, 1, "", "AccuracyLossPlotter"], [3, 5, 1, "", "results_dict"]], "MEDfl.LearningManager.plot.AccuracyLossPlotter": [[3, 2, 1, "", "__init__"], [3, 3, 1, "", "iterations"], [3, 3, 1, "", "metrics"], [3, 3, 1, "", "parameters"], [3, 2, 1, "", "plot_accuracy_loss"], [3, 2, 1, "", "plot_classification_report"], [3, 2, 1, "", "plot_confusion_Matrix_by_node"], [3, 2, 1, "", "plot_global_confusion_matrix"], [3, 3, 1, "", "results_dict"]], "MEDfl.LearningManager.server": [[3, 1, 1, "", "FlowerServer"]], "MEDfl.LearningManager.server.FlowerServer": [[3, 2, 1, "", "__init__"], [3, 3, 1, "", "accuracies"], [3, 2, 1, "", "client_fn"], [3, 3, 1, "", "diff_priv"], [3, 2, 1, "", "evaluate"], [3, 3, 1, "", "fed_dataset"], [3, 3, 1, "", "flower_clients"], [3, 3, 1, "", "global_model"], [3, 3, 1, "", "losses"], [3, 3, 1, "", "num_clients"], [3, 3, 1, "", "num_rounds"], [3, 2, 1, "", "run"], [3, 3, 1, "", "strategy"], [3, 2, 1, "", "validate"]], "MEDfl.LearningManager.strategy": [[3, 1, 1, "", "Strategy"]], "MEDfl.LearningManager.strategy.Strategy": [[3, 2, 1, "", "__init__"], [3, 2, 1, "", "create_strategy"], [3, 3, 1, "", "fraction_evaluate"], [3, 3, 1, "", "fraction_fit"], [3, 2, 1, "", "get_strategy_by_name"], [3, 3, 1, "", "initial_parameters"], [3, 3, 1, "", "min_available_clients"], [3, 3, 1, "", "min_evaluate_clients"], [3, 3, 1, "", "min_fit_clients"], [3, 3, 1, "", "name"], [3, 2, 1, "", "optuna_fed_optimization"]], "MEDfl.LearningManager.utils": [[3, 4, 1, "", "create_MEDfl_db"], [3, 4, 1, "", "custom_classification_report"], [3, 4, 1, "", "empty_db"], [3, 4, 1, "", "get_node_confusion_matrix"], [3, 4, 1, "", "get_pipeline_confusion_matrix"], [3, 4, 1, "", "get_pipeline_from_name"], [3, 4, 1, "", "get_pipeline_result"], [3, 4, 1, "", "load_db_config"], [3, 4, 1, "", "load_db_config_dep"], [3, 4, 1, "", "set_db_config"], [3, 4, 1, "", "set_db_config_dep"], [3, 4, 1, "", "test"]], "MEDfl.NetManager": [[4, 0, 0, "-", "dataset"], [4, 0, 0, "-", "flsetup"], [4, 0, 0, "-", "net_helper"], [4, 0, 0, "-", "net_manager_queries"], [4, 0, 0, "-", "network"], [4, 0, 0, "-", "node"]], "MEDfl.NetManager.dataset": [[4, 1, 1, "", "DataSet"]], "MEDfl.NetManager.dataset.DataSet": [[4, 2, 1, "", "__init__"], [4, 2, 1, "", "delete_dataset"], [4, 2, 1, "", "list_alldatasets"], [4, 2, 1, "", "update_data"], [4, 2, 1, "", "upload_dataset"], [4, 2, 1, "", "validate"]], "MEDfl.NetManager.flsetup": [[4, 1, 1, "", "FLsetup"]], "MEDfl.NetManager.flsetup.FLsetup": [[4, 2, 1, "", "__init__"], [4, 2, 1, "", "create"], [4, 2, 1, "", "create_dataloader_from_node"], [4, 2, 1, "", "create_federated_dataset"], [4, 2, 1, "", "create_nodes_from_master_dataset"], [4, 2, 1, "", "delete"], [4, 2, 1, "", "get_flDataSet"], [4, 2, 1, "", "list_allsetups"], [4, 2, 1, "", "read_setup"], [4, 2, 1, "", "validate"]], "MEDfl.NetManager.net_helper": [[4, 4, 1, "", "get_feddataset_id_from_name"], [4, 4, 1, "", "get_flpipeline_from_name"], [4, 4, 1, "", "get_flsetupid_from_name"], [4, 4, 1, "", "get_netid_from_name"], [4, 4, 1, "", "get_nodeid_from_name"], [4, 4, 1, "", "is_str"], [4, 4, 1, "", "master_table_exists"], [4, 4, 1, "", "process_data_after_reading"], [4, 4, 1, "", "process_eicu"]], "MEDfl.NetManager.network": [[4, 1, 1, "", "Network"]], "MEDfl.NetManager.network.Network": [[4, 2, 1, "", "__init__"], [4, 2, 1, "", "add_node"], [4, 2, 1, "", "create_master_dataset"], [4, 2, 1, "", "create_network"], [4, 2, 1, "", "delete_network"], [4, 2, 1, "", "get_netid_from_name"], [4, 2, 1, "", "list_allnetworks"], [4, 2, 1, "", "list_allnodes"], [4, 3, 1, "", "mtable_exists"], [4, 3, 1, "", "name"], [4, 2, 1, "", "update_network"], [4, 2, 1, "", "use_network"], [4, 2, 1, "", "validate"]], "MEDfl.NetManager.node": [[4, 1, 1, "", "Node"]], "MEDfl.NetManager.node.Node": [[4, 2, 1, "", "__init__"], [4, 2, 1, "", "assign_dataset"], [4, 2, 1, "", "check_dataset_compatibility"], [4, 2, 1, "", "create_node"], [4, 2, 1, "", "delete_node"], [4, 2, 1, "", "get_dataset"], [4, 2, 1, "", "list_alldatasets"], [4, 2, 1, "", "list_allnodes"], [4, 3, 1, "", "name"], [4, 3, 1, "", "test_fraction"], [4, 3, 1, "", "train"], [4, 2, 1, "", "unassign_dataset"], [4, 2, 1, "", "update_node"], [4, 2, 1, "", "upload_dataset"], [4, 2, 1, "", "validate"]], "MEDfl.rw": [[5, 0, 0, "-", "client"], [5, 0, 0, "-", "model"], [5, 0, 0, "-", "server"], [5, 0, 0, "-", "strategy"]], "MEDfl.rw.client": [[5, 1, 1, "", "DPConfig"], [5, 1, 1, "", "FlowerClient"]], "MEDfl.rw.client.DPConfig": [[5, 3, 1, "", "batch_size"], [5, 3, 1, "", "max_grad_norm"], [5, 3, 1, "", "noise_multiplier"], [5, 3, 1, "", "secure_rng"]], "MEDfl.rw.client.FlowerClient": [[5, 2, 1, "", "_lazy_init_from_server_config"], [5, 2, 1, "", "evaluate"], [5, 2, 1, "", "fit"], [5, 2, 1, "", "get_parameters"], [5, 2, 1, "", "get_properties"], [5, 2, 1, "", "set_parameters"], [5, 2, 1, "", "start"]], "MEDfl.rw.model": [[5, 1, 1, "", "Net"]], "MEDfl.rw.model.Net": [[5, 2, 1, "", "forward"], [5, 2, 1, "", "predict"]], "MEDfl.rw.server": [[5, 1, 1, "", "FederatedServer"], [5, 1, 1, "", "TrackingClientManager"]], "MEDfl.rw.server.FederatedServer": [[5, 2, 1, "", "__init__"], [5, 3, 1, "", "certificates"], [5, 3, 1, "", "connected_clients"], [5, 3, 1, "", "server_address"], [5, 3, 1, "", "server_config"], [5, 2, 1, "id0", "start"], [5, 3, 1, "", "strategy"], [5, 3, 1, "", "strategy_wrapper"]], "MEDfl.rw.server.TrackingClientManager": [[5, 2, 1, "", "__init__"], [5, 2, 1, "", "_fetch_and_log_hostname"], [5, 3, 1, "", "client_properties"], [5, 2, 1, "", "register"], [5, 3, 1, "", "server"]], "MEDfl.rw.strategy": [[5, 1, 1, "", "Strategy"], [5, 4, 1, "", "aggregate_eval_metrics"], [5, 4, 1, "", "aggregate_fit_metrics"]], "MEDfl.rw.strategy.Strategy": [[5, 2, 1, "", "create_strategy"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:method", "3": "py:attribute", "4": "py:function", "5": "py:data"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "method", "Python method"], "3": ["py", "attribute", "Python attribute"], "4": ["py", "function", "Python function"], "5": ["py", "data", "Python data"]}, "titleterms": {"document": [0, 7], "instal": 1, "python": 1, "requir": 1, "packag": [1, 2, 3, 4, 5], "For": 1, "user": 1, "contributor": 1, "databas": [1, 10, 11], "configur": [1, 6, 9, 11], "medfl": [2, 3, 4, 5, 7, 8, 11], "subpackag": 2, "modul": [2, 3, 4], "content": [2, 3, 4, 7], "learningmanag": 3, "submodul": [3, 4, 5], "client": [3, 9], "dynamicmod": 3, "federated_dataset": 3, "flpipelin": 3, "model": [3, 10, 11], "plot": [3, 11], "server": [3, 9, 11], "strategi": [3, 11], "util": 3, "netmanag": [4, 10, 11], "dataset": [4, 6, 11], "flsetup": [4, 11], "net_help": 4, "net_manager_queri": 4, "network": [4, 11], "node": [4, 11], "rw": 5, "file": 6, "project": 6, "base": 6, "url": 6, "mysql": 6, "learn": [6, 9, 10, 11], "paramet": [6, 9], "welcom": 7, "get": 7, "start": 7, "simul": [7, 11], "mode": 7, "tutori": [7, 9, 11], "real": [7, 9, 10, 11], "world": [7, 9, 10, 11], "api": 7, "refer": 7, "indic": 7, "tabl": 7, "feder": [9, 11], "high": 9, "level": 9, "architectur": 9, "1": [9, 11], "prepar": 9, "data": 9, "2": [9, 11], "kei": 9, "3": [9, 11], "4": [9, 11], "enabl": 9, "differenti": 9, "privaci": 9, "option": 9, "5": [9, 11], "run": 9, "experi": 9, "6": [9, 11], "custom": 9, "split": 9, "per": 9, "7": [9, 11], "summari": 9, "introduct": 10, "scenario": 10, "manag": 10, "transfer": 10, "result": [10, 11], "test": [10, 11], "phase": 10, "choic": 10, "titl": 10, "complet": 11, "motiv": 11, "0": 11, "prerequisit": 11, "environ": 11, "import": 11, "creation": 11, "setup": 11, "upload": 11, "definit": 11, "dynamicmodel": 11, "8": 11, "aggreg": 11, "9": 11, "10": 11, "fl": 11, "pipelin": 11, "train": 11, "11": 11, "accuraci": 11, "loss": 11, "12": 11, "automat": 11, "storag": 11}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1, "sphinx": 57}, "alltitles": {"Documentation": [[0, "documentation"]], "Installation": [[1, "installation"]], "Python Requirements": [[1, "python-requirements"]], "Package Installation (For Users)": [[1, "package-installation-for-users"]], "Package Installation (For Contributors)": [[1, "package-installation-for-contributors"]], "Database Configuration": [[1, "database-configuration"]], "MEDfl package": [[2, "medfl-package"]], "Subpackages": [[2, "subpackages"]], "Module contents": [[2, "module-MEDfl"], [3, "module-MEDfl.LearningManager"], [4, "module-MEDfl.NetManager"]], "MEDfl.LearningManager package": [[3, "medfl-learningmanager-package"]], "Submodules": [[3, "submodules"], [4, "submodules"], [5, "module-MEDfl.rw.client"]], "MEDfl.LearningManager.client module": [[3, "module-MEDfl.LearningManager.client"]], "MEDfl.LearningManager.dynamicModal module": [[3, "module-MEDfl.LearningManager.dynamicModal"]], "MEDfl.LearningManager.federated_dataset module": [[3, "module-MEDfl.LearningManager.federated_dataset"]], "MEDfl.LearningManager.flpipeline module": [[3, "module-MEDfl.LearningManager.flpipeline"]], "MEDfl.LearningManager.model module": [[3, "module-MEDfl.LearningManager.model"]], "MEDfl.LearningManager.plot module": [[3, "module-MEDfl.LearningManager.plot"]], "MEDfl.LearningManager.server module": [[3, "module-MEDfl.LearningManager.server"]], "MEDfl.LearningManager.strategy module": [[3, "module-MEDfl.LearningManager.strategy"]], "MEDfl.LearningManager.utils module": [[3, "module-MEDfl.LearningManager.utils"]], "MEDfl.NetManager package": [[4, "medfl-netmanager-package"]], "MEDfl.NetManager.dataset module": [[4, "module-MEDfl.NetManager.dataset"]], "MEDfl.NetManager.flsetup module": [[4, "module-MEDfl.NetManager.flsetup"]], "MEDfl.NetManager.net_helper module": [[4, "module-MEDfl.NetManager.net_helper"]], "MEDfl.NetManager.net_manager_queries module": [[4, "module-MEDfl.NetManager.net_manager_queries"]], "MEDfl.NetManager.network module": [[4, "module-MEDfl.NetManager.network"]], "MEDfl.NetManager.node module": [[4, "module-MEDfl.NetManager.node"]], "MEDfl.rw package": [[5, "module-MEDfl.rw"]], "Configuration File": [[6, "configuration-file"]], "Project base url": [[6, "project-base-url"]], "MySQL Configuration": [[6, "mysql-configuration"]], "Learning Parameters": [[6, "learning-parameters"]], "DataSets": [[6, "datasets"]], "Welcome to the MEDfl Documentation": [[7, "welcome-to-the-medfl-documentation"]], "Getting Started": [[7, null]], "Simulation Mode": [[7, "simulation-mode"]], "Simulation Tutorials": [[7, null]], "Real-World Mode": [[7, "real-world-mode"]], "\ud83c\udf0d Real-World Tutorials": [[7, null]], "API Reference": [[7, "api-reference"]], "Contents": [[7, null]], "Indices and Tables": [[7, "indices-and-tables"]], "MEDfl": [[8, "medfl"]], "Real-world Federated Learning Tutorial": [[9, "real-world-federated-learning-tutorial"]], "High-level architecture": [[9, "high-level-architecture"]], "1. Preparing client data": [[9, "preparing-client-data"]], "2. Server configuration": [[9, "server-configuration"]], "Key parameters": [[9, "key-parameters"]], "3. Client configuration": [[9, "client-configuration"]], "4. Enabling Differential Privacy (optional)": [[9, "enabling-differential-privacy-optional"]], "5. Running the experiment": [[9, "running-the-experiment"]], "6. Customizing splits per client": [[9, "customizing-splits-per-client"]], "7. Summary": [[9, "summary"]], "Introduction": [[10, "introduction"]], "Real world scenario": [[10, "real-world-scenario"]], "Database management": [[10, "database-management"]], "NetManager": [[10, "netmanager"]], "Transfer Learning": [[10, "transfer-learning"]], "Learning Manager": [[10, "learning-manager"]], "Learning Results": [[10, "learning-results"]], "Test Phases": [[10, "id2"]], "Model choice": [[10, "model-choice"]], "Title": [[10, "id3"]], "MEDfl Complete Tutorial (Simulation)": [[11, "medfl-complete-tutorial-simulation"]], "Real-world motivation": [[11, "real-world-motivation"]], "0. Prerequisites": [[11, "prerequisites"]], "1. Environment and imports": [[11, "environment-and-imports"]], "2. Database configuration": [[11, "database-configuration"]], "3. Network creation (NetManager)": [[11, "network-creation-netmanager"]], "4. Federated Learning setup (FLsetup)": [[11, "federated-learning-setup-flsetup"]], "5. Node creation and dataset upload": [[11, "node-creation-and-dataset-upload"]], "6. Federated dataset creation": [[11, "federated-dataset-creation"]], "7. Model definition (DynamicModel)": [[11, "model-definition-dynamicmodel"]], "8. Aggregation strategy": [[11, "aggregation-strategy"]], "9. Federated learning server": [[11, "federated-learning-server"]], "10. FL pipeline creation and training": [[11, "fl-pipeline-creation-and-training"]], "11. Plotting accuracy and loss": [[11, "plotting-accuracy-and-loss"]], "12. Automatic testing and result storage": [[11, "automatic-testing-and-result-storage"]]}, "indexentries": {"medfl": [[2, "module-MEDfl"]], "module": [[2, "module-MEDfl"], [3, "module-MEDfl.LearningManager"], [3, "module-MEDfl.LearningManager.client"], [3, "module-MEDfl.LearningManager.dynamicModal"], [3, "module-MEDfl.LearningManager.federated_dataset"], [3, "module-MEDfl.LearningManager.flpipeline"], [3, "module-MEDfl.LearningManager.model"], [3, "module-MEDfl.LearningManager.plot"], [3, "module-MEDfl.LearningManager.server"], [3, "module-MEDfl.LearningManager.strategy"], [3, "module-MEDfl.LearningManager.utils"], [4, "module-MEDfl.NetManager"], [4, "module-MEDfl.NetManager.dataset"], [4, "module-MEDfl.NetManager.flsetup"], [4, "module-MEDfl.NetManager.net_helper"], [4, "module-MEDfl.NetManager.net_manager_queries"], [4, "module-MEDfl.NetManager.network"], [4, "module-MEDfl.NetManager.node"], [5, "module-MEDfl.rw"], [5, "module-MEDfl.rw.client"], [5, "module-MEDfl.rw.model"], [5, "module-MEDfl.rw.server"], [5, "module-MEDfl.rw.strategy"]], "accuracylossplotter (class in medfl.learningmanager.plot)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter"]], "dynamicmodel (class in medfl.learningmanager.dynamicmodal)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel"]], "flpipeline (class in medfl.learningmanager.flpipeline)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline"]], "federateddataset (class in medfl.learningmanager.federated_dataset)": [[3, "MEDfl.LearningManager.federated_dataset.FederatedDataset"]], "flowerclient (class in medfl.learningmanager.client)": [[3, "MEDfl.LearningManager.client.FlowerClient"]], "flowerserver (class in medfl.learningmanager.server)": [[3, "MEDfl.LearningManager.server.FlowerServer"]], "medfl.learningmanager": [[3, "module-MEDfl.LearningManager"]], "medfl.learningmanager.client": [[3, "module-MEDfl.LearningManager.client"]], "medfl.learningmanager.dynamicmodal": [[3, "module-MEDfl.LearningManager.dynamicModal"]], "medfl.learningmanager.federated_dataset": [[3, "module-MEDfl.LearningManager.federated_dataset"]], "medfl.learningmanager.flpipeline": [[3, "module-MEDfl.LearningManager.flpipeline"]], "medfl.learningmanager.model": [[3, "module-MEDfl.LearningManager.model"]], "medfl.learningmanager.plot": [[3, "module-MEDfl.LearningManager.plot"]], "medfl.learningmanager.server": [[3, "module-MEDfl.LearningManager.server"]], "medfl.learningmanager.strategy": [[3, "module-MEDfl.LearningManager.strategy"]], "medfl.learningmanager.utils": [[3, "module-MEDfl.LearningManager.utils"]], "model (class in medfl.learningmanager.model)": [[3, "MEDfl.LearningManager.model.Model"]], "strategy (class in medfl.learningmanager.strategy)": [[3, "MEDfl.LearningManager.strategy.Strategy"]], "__init__() (medfl.learningmanager.client.flowerclient method)": [[3, "MEDfl.LearningManager.client.FlowerClient.__init__"]], "__init__() (medfl.learningmanager.federated_dataset.federateddataset method)": [[3, "MEDfl.LearningManager.federated_dataset.FederatedDataset.__init__"]], "__init__() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.__init__"]], "__init__() (medfl.learningmanager.plot.accuracylossplotter method)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.__init__"]], "__init__() (medfl.learningmanager.server.flowerserver method)": [[3, "MEDfl.LearningManager.server.FlowerServer.__init__"]], "__init__() (medfl.learningmanager.strategy.strategy method)": [[3, "MEDfl.LearningManager.strategy.Strategy.__init__"]], "accuracies (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.accuracies"]], "auto_test() (medfl.learningmanager.flpipeline.flpipeline method)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.auto_test"]], "cid (medfl.learningmanager.client.flowerclient attribute)": [[3, "MEDfl.LearningManager.client.FlowerClient.cid"]], "client_fn() (medfl.learningmanager.server.flowerserver method)": [[3, "MEDfl.LearningManager.server.FlowerServer.client_fn"]], "create() (medfl.learningmanager.federated_dataset.federateddataset method)": [[3, "MEDfl.LearningManager.federated_dataset.FederatedDataset.create"]], "create() (medfl.learningmanager.flpipeline.flpipeline method)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.create"]], "create_medfl_db() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.create_MEDfl_db"]], "create_binary_classifier() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_binary_classifier"]], "create_convolutional_neural_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_convolutional_neural_network"]], "create_linear_regressor() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_linear_regressor"]], "create_logistic_regressor() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_logistic_regressor"]], "create_lstm_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_lstm_network"]], "create_model() (medfl.learningmanager.dynamicmodal.dynamicmodel method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_model"]], "create_multiclass_classifier() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_multiclass_classifier"]], "create_query() (in module medfl.learningmanager.flpipeline)": [[3, "MEDfl.LearningManager.flpipeline.create_query"]], "create_recurrent_neural_network() (medfl.learningmanager.dynamicmodal.dynamicmodel static method)": [[3, "MEDfl.LearningManager.dynamicModal.DynamicModel.create_recurrent_neural_network"]], "create_strategy() (medfl.learningmanager.strategy.strategy method)": [[3, "MEDfl.LearningManager.strategy.Strategy.create_strategy"]], "criterion (medfl.learningmanager.model.model attribute)": [[3, "MEDfl.LearningManager.model.Model.criterion"]], "custom_classification_report() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.custom_classification_report"]], "delete() (medfl.learningmanager.flpipeline.flpipeline method)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.delete"]], "description (medfl.learningmanager.flpipeline.flpipeline attribute)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.description"]], "diff_priv (medfl.learningmanager.client.flowerclient attribute)": [[3, "MEDfl.LearningManager.client.FlowerClient.diff_priv"]], "diff_priv (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.diff_priv"]], "empty_db() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.empty_db"]], "evaluate() (medfl.learningmanager.client.flowerclient method)": [[3, "MEDfl.LearningManager.client.FlowerClient.evaluate"]], "evaluate() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.evaluate"]], "evaluate() (medfl.learningmanager.server.flowerserver method)": [[3, "MEDfl.LearningManager.server.FlowerServer.evaluate"]], "fed_dataset (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.fed_dataset"]], "fit() (medfl.learningmanager.client.flowerclient method)": [[3, "MEDfl.LearningManager.client.FlowerClient.fit"]], "flower_clients (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.flower_clients"]], "fraction_evaluate (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.fraction_evaluate"]], "fraction_fit (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.fraction_fit"]], "get_node_confusion_matrix() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.get_node_confusion_matrix"]], "get_parameters() (medfl.learningmanager.client.flowerclient method)": [[3, "MEDfl.LearningManager.client.FlowerClient.get_parameters"]], "get_parameters() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.get_parameters"]], "get_pipeline_confusion_matrix() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.get_pipeline_confusion_matrix"]], "get_pipeline_from_name() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.get_pipeline_from_name"]], "get_pipeline_result() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.get_pipeline_result"]], "get_strategy_by_name() (medfl.learningmanager.strategy.strategy method)": [[3, "MEDfl.LearningManager.strategy.Strategy.get_strategy_by_name"]], "global_model (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.global_model"]], "initial_parameters (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.initial_parameters"]], "iterations (medfl.learningmanager.plot.accuracylossplotter attribute)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.iterations"]], "load_db_config() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.load_db_config"]], "load_db_config_dep() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.load_db_config_dep"]], "load_model() (medfl.learningmanager.model.model static method)": [[3, "MEDfl.LearningManager.model.Model.load_model"]], "local_model (medfl.learningmanager.client.flowerclient attribute)": [[3, "MEDfl.LearningManager.client.FlowerClient.local_model"]], "losses (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.losses"]], "metrics (medfl.learningmanager.plot.accuracylossplotter attribute)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.metrics"]], "min_available_clients (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.min_available_clients"]], "min_evaluate_clients (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.min_evaluate_clients"]], "min_fit_clients (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.min_fit_clients"]], "model (medfl.learningmanager.model.model attribute)": [[3, "MEDfl.LearningManager.model.Model.model"]], "name (medfl.learningmanager.flpipeline.flpipeline attribute)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.name"]], "name (medfl.learningmanager.strategy.strategy attribute)": [[3, "MEDfl.LearningManager.strategy.Strategy.name"]], "num_clients (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.num_clients"]], "num_rounds (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.num_rounds"]], "optimizer (medfl.learningmanager.model.model attribute)": [[3, "MEDfl.LearningManager.model.Model.optimizer"]], "optuna_fed_optimization() (medfl.learningmanager.strategy.strategy method)": [[3, "MEDfl.LearningManager.strategy.Strategy.optuna_fed_optimization"]], "parameters (medfl.learningmanager.plot.accuracylossplotter attribute)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.parameters"]], "plot_accuracy_loss() (medfl.learningmanager.plot.accuracylossplotter method)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_accuracy_loss"]], "plot_classification_report() (medfl.learningmanager.plot.accuracylossplotter static method)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_classification_report"]], "plot_confusion_matrix_by_node() (medfl.learningmanager.plot.accuracylossplotter static method)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_confusion_Matrix_by_node"]], "plot_global_confusion_matrix() (medfl.learningmanager.plot.accuracylossplotter static method)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.plot_global_confusion_matrix"]], "results_dict (medfl.learningmanager.plot.accuracylossplotter attribute)": [[3, "MEDfl.LearningManager.plot.AccuracyLossPlotter.results_dict"]], "results_dict (in module medfl.learningmanager.plot)": [[3, "MEDfl.LearningManager.plot.results_dict"]], "run() (medfl.learningmanager.server.flowerserver method)": [[3, "MEDfl.LearningManager.server.FlowerServer.run"]], "save_model() (medfl.learningmanager.model.model static method)": [[3, "MEDfl.LearningManager.model.Model.save_model"]], "server (medfl.learningmanager.flpipeline.flpipeline attribute)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.server"]], "set_db_config() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.set_db_config"]], "set_db_config_dep() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.set_db_config_dep"]], "set_parameters() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.set_parameters"]], "strategy (medfl.learningmanager.server.flowerserver attribute)": [[3, "MEDfl.LearningManager.server.FlowerServer.strategy"]], "test() (in module medfl.learningmanager.utils)": [[3, "MEDfl.LearningManager.utils.test"]], "test_by_node() (medfl.learningmanager.flpipeline.flpipeline method)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.test_by_node"]], "train() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.train"]], "trainloader (medfl.learningmanager.client.flowerclient attribute)": [[3, "MEDfl.LearningManager.client.FlowerClient.trainloader"]], "update() (medfl.learningmanager.federated_dataset.federateddataset method)": [[3, "MEDfl.LearningManager.federated_dataset.FederatedDataset.update"]], "validate() (medfl.learningmanager.client.flowerclient method)": [[3, "MEDfl.LearningManager.client.FlowerClient.validate"]], "validate() (medfl.learningmanager.flpipeline.flpipeline method)": [[3, "MEDfl.LearningManager.flpipeline.FLpipeline.validate"]], "validate() (medfl.learningmanager.model.model method)": [[3, "MEDfl.LearningManager.model.Model.validate"]], "validate() (medfl.learningmanager.server.flowerserver method)": [[3, "MEDfl.LearningManager.server.FlowerServer.validate"]], "valloader (medfl.learningmanager.client.flowerclient attribute)": [[3, "MEDfl.LearningManager.client.FlowerClient.valloader"]], "dataset (class in medfl.netmanager.dataset)": [[4, "MEDfl.NetManager.dataset.DataSet"]], "flsetup (class in medfl.netmanager.flsetup)": [[4, "MEDfl.NetManager.flsetup.FLsetup"]], "medfl.netmanager": [[4, "module-MEDfl.NetManager"]], "medfl.netmanager.dataset": [[4, "module-MEDfl.NetManager.dataset"]], "medfl.netmanager.flsetup": [[4, "module-MEDfl.NetManager.flsetup"]], "medfl.netmanager.net_helper": [[4, "module-MEDfl.NetManager.net_helper"]], "medfl.netmanager.net_manager_queries": [[4, "module-MEDfl.NetManager.net_manager_queries"]], "medfl.netmanager.network": [[4, "module-MEDfl.NetManager.network"]], "medfl.netmanager.node": [[4, "module-MEDfl.NetManager.node"]], "network (class in medfl.netmanager.network)": [[4, "MEDfl.NetManager.network.Network"]], "node (class in medfl.netmanager.node)": [[4, "MEDfl.NetManager.node.Node"]], "__init__() (medfl.netmanager.dataset.dataset method)": [[4, "MEDfl.NetManager.dataset.DataSet.__init__"]], "__init__() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.__init__"]], "__init__() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.__init__"]], "__init__() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.__init__"]], "add_node() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.add_node"]], "assign_dataset() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.assign_dataset"]], "check_dataset_compatibility() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.check_dataset_compatibility"]], "create() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.create"]], "create_dataloader_from_node() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.create_dataloader_from_node"]], "create_federated_dataset() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.create_federated_dataset"]], "create_master_dataset() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.create_master_dataset"]], "create_network() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.create_network"]], "create_node() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.create_node"]], "create_nodes_from_master_dataset() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.create_nodes_from_master_dataset"]], "delete() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.delete"]], "delete_dataset() (medfl.netmanager.dataset.dataset method)": [[4, "MEDfl.NetManager.dataset.DataSet.delete_dataset"]], "delete_network() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.delete_network"]], "delete_node() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.delete_node"]], "get_dataset() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.get_dataset"]], "get_feddataset_id_from_name() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.get_feddataset_id_from_name"]], "get_fldataset() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.get_flDataSet"]], "get_flpipeline_from_name() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.get_flpipeline_from_name"]], "get_flsetupid_from_name() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.get_flsetupid_from_name"]], "get_netid_from_name() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.get_netid_from_name"]], "get_netid_from_name() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.get_netid_from_name"]], "get_nodeid_from_name() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.get_nodeid_from_name"]], "is_str() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.is_str"]], "list_alldatasets() (medfl.netmanager.dataset.dataset static method)": [[4, "MEDfl.NetManager.dataset.DataSet.list_alldatasets"]], "list_alldatasets() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.list_alldatasets"]], "list_allnetworks() (medfl.netmanager.network.network static method)": [[4, "MEDfl.NetManager.network.Network.list_allnetworks"]], "list_allnodes() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.list_allnodes"]], "list_allnodes() (medfl.netmanager.node.node static method)": [[4, "MEDfl.NetManager.node.Node.list_allnodes"]], "list_allsetups() (medfl.netmanager.flsetup.flsetup static method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.list_allsetups"]], "master_table_exists() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.master_table_exists"]], "mtable_exists (medfl.netmanager.network.network attribute)": [[4, "MEDfl.NetManager.network.Network.mtable_exists"]], "name (medfl.netmanager.network.network attribute)": [[4, "MEDfl.NetManager.network.Network.name"]], "name (medfl.netmanager.node.node attribute)": [[4, "MEDfl.NetManager.node.Node.name"]], "process_data_after_reading() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.process_data_after_reading"]], "process_eicu() (in module medfl.netmanager.net_helper)": [[4, "MEDfl.NetManager.net_helper.process_eicu"]], "read_setup() (medfl.netmanager.flsetup.flsetup class method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.read_setup"]], "test_fraction (medfl.netmanager.node.node attribute)": [[4, "MEDfl.NetManager.node.Node.test_fraction"]], "train (medfl.netmanager.node.node attribute)": [[4, "MEDfl.NetManager.node.Node.train"]], "unassign_dataset() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.unassign_dataset"]], "update_data() (medfl.netmanager.dataset.dataset method)": [[4, "MEDfl.NetManager.dataset.DataSet.update_data"]], "update_network() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.update_network"]], "update_node() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.update_node"]], "upload_dataset() (medfl.netmanager.dataset.dataset method)": [[4, "MEDfl.NetManager.dataset.DataSet.upload_dataset"]], "upload_dataset() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.upload_dataset"]], "use_network() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.use_network"]], "validate() (medfl.netmanager.dataset.dataset method)": [[4, "MEDfl.NetManager.dataset.DataSet.validate"]], "validate() (medfl.netmanager.flsetup.flsetup method)": [[4, "MEDfl.NetManager.flsetup.FLsetup.validate"]], "validate() (medfl.netmanager.network.network method)": [[4, "MEDfl.NetManager.network.Network.validate"]], "validate() (medfl.netmanager.node.node method)": [[4, "MEDfl.NetManager.node.Node.validate"]], "dpconfig (class in medfl.rw.client)": [[5, "MEDfl.rw.client.DPConfig"]], "federatedserver (class in medfl.rw.server)": [[5, "MEDfl.rw.server.FederatedServer"]], "flowerclient (class in medfl.rw.client)": [[5, "MEDfl.rw.client.FlowerClient"]], "medfl.rw": [[5, "module-MEDfl.rw"]], "medfl.rw.client": [[5, "module-MEDfl.rw.client"]], "medfl.rw.model": [[5, "module-MEDfl.rw.model"]], "medfl.rw.server": [[5, "module-MEDfl.rw.server"]], "medfl.rw.strategy": [[5, "module-MEDfl.rw.strategy"]], "net (class in medfl.rw.model)": [[5, "MEDfl.rw.model.Net"]], "strategy (class in medfl.rw.strategy)": [[5, "MEDfl.rw.strategy.Strategy"]], "trackingclientmanager (class in medfl.rw.server)": [[5, "MEDfl.rw.server.TrackingClientManager"]], "__init__() (medfl.rw.server.federatedserver method)": [[5, "MEDfl.rw.server.FederatedServer.__init__"]], "__init__() (medfl.rw.server.trackingclientmanager method)": [[5, "MEDfl.rw.server.TrackingClientManager.__init__"]], "_fetch_and_log_hostname() (medfl.rw.server.trackingclientmanager method)": [[5, "MEDfl.rw.server.TrackingClientManager._fetch_and_log_hostname"]], "_lazy_init_from_server_config() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient._lazy_init_from_server_config"]], "aggregate_eval_metrics() (in module medfl.rw.strategy)": [[5, "MEDfl.rw.strategy.aggregate_eval_metrics"]], "aggregate_fit_metrics() (in module medfl.rw.strategy)": [[5, "MEDfl.rw.strategy.aggregate_fit_metrics"]], "batch_size (medfl.rw.client.dpconfig attribute)": [[5, "MEDfl.rw.client.DPConfig.batch_size"]], "certificates (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.certificates"]], "client_properties (medfl.rw.server.trackingclientmanager attribute)": [[5, "MEDfl.rw.server.TrackingClientManager.client_properties"]], "connected_clients (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.connected_clients"]], "create_strategy() (medfl.rw.strategy.strategy method)": [[5, "MEDfl.rw.strategy.Strategy.create_strategy"]], "evaluate() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.evaluate"]], "fit() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.fit"]], "forward() (medfl.rw.model.net method)": [[5, "MEDfl.rw.model.Net.forward"]], "get_parameters() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.get_parameters"]], "get_properties() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.get_properties"]], "max_grad_norm (medfl.rw.client.dpconfig attribute)": [[5, "MEDfl.rw.client.DPConfig.max_grad_norm"]], "noise_multiplier (medfl.rw.client.dpconfig attribute)": [[5, "MEDfl.rw.client.DPConfig.noise_multiplier"]], "predict() (medfl.rw.model.net method)": [[5, "MEDfl.rw.model.Net.predict"]], "register() (medfl.rw.server.trackingclientmanager method)": [[5, "MEDfl.rw.server.TrackingClientManager.register"]], "secure_rng (medfl.rw.client.dpconfig attribute)": [[5, "MEDfl.rw.client.DPConfig.secure_rng"]], "server (medfl.rw.server.trackingclientmanager attribute)": [[5, "MEDfl.rw.server.TrackingClientManager.server"]], "server_address (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.server_address"]], "server_config (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.server_config"]], "set_parameters() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.set_parameters"]], "start() (medfl.rw.client.flowerclient method)": [[5, "MEDfl.rw.client.FlowerClient.start"]], "start() (medfl.rw.server.federatedserver method)": [[5, "MEDfl.rw.server.FederatedServer.start"], [5, "id0"]], "strategy (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.strategy"]], "strategy_wrapper (medfl.rw.server.federatedserver attribute)": [[5, "MEDfl.rw.server.FederatedServer.strategy_wrapper"]]}})
\ No newline at end of file
diff --git a/docs/build/html/tutorials.html b/docs/build/html/simulation_tutorials.html
similarity index 91%
rename from docs/build/html/tutorials.html
rename to docs/build/html/simulation_tutorials.html
index 3334828..3447744 100644
--- a/docs/build/html/tutorials.html
+++ b/docs/build/html/simulation_tutorials.html
@@ -1,16 +1,18 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Introduction &mdash; MEDfl 0.1.0 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/general.css" type="text/css" />
-      <link rel="stylesheet" href="_static/dark_mode_css/dark.css" type="text/css" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -26,8 +28,8 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="MEDfl" href="modules.html" />
-    <link rel="prev" title="Configuration File" href="configuration_file.html" /> 
+    <link rel="next" title="MEDfl Complete Tutorial (Simulation)" href="simulation_tutorials_complete.html" />
+    <link rel="prev" title="Documentation" href="Documentation.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -40,7 +42,7 @@
           
           <a href="index.html">
             
-              <img src="_static/MEDomics.png" class="logo" alt="Logo"/>
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -50,13 +52,12 @@
   </form>
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
-              <p class="caption" role="heading"><span class="caption-text">Getting started</span></p>
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="configuration_file.html">Configuration File</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Tutorials</span></p>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Introduction</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#real-world-scenario">Real world scenario</a></li>
@@ -68,8 +69,13 @@
 <li class="toctree-l1"><a class="reference internal" href="#learning-manager">Learning Manager</a></li>
 <li class="toctree-l1"><a class="reference internal" href="#learning-results">Learning Results</a></li>
 <li class="toctree-l1"><a class="reference internal" href="#model-choice">Model choice</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials_complete.html">MEDfl Complete Tutorial (Simulation)</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
 </ul>
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
 </ul>
@@ -90,7 +96,7 @@
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Introduction</li>
       <li class="wy-breadcrumbs-aside">
-            <a href="_sources/tutorials.rst.txt" rel="nofollow"> View page source</a>
+            <a href="_sources/simulation_tutorials.rst.txt" rel="nofollow"> View page source</a>
       </li>
   </ul>
   <hr/>
@@ -154,12 +160,12 @@ <h1>Learning Manager<a class="headerlink" href="#learning-manager" title="Permal
 <section id="learning-results">
 <h1>Learning Results<a class="headerlink" href="#learning-results" title="Permalink to this heading"></a></h1>
 <p>The testing process in <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> is organized into two main phases:</p>
-<table class="colwidths-given docutils align-default" id="id2">
+<table class="docutils align-default" id="id2">
 <caption><span class="caption-text">Test Phases</span><a class="headerlink" href="#id2" title="Permalink to this table"></a></caption>
 <colgroup>
-<col style="width: 20%" />
-<col style="width: 30%" />
-<col style="width: 50%" />
+<col style="width: 20.0%" />
+<col style="width: 30.0%" />
+<col style="width: 50.0%" />
 </colgroup>
 <thead>
 <tr class="row-odd"><th class="head"><p>Test</p></th>
@@ -183,12 +189,12 @@ <h1>Learning Results<a class="headerlink" href="#learning-results" title="Permal
 <section id="model-choice">
 <h1>Model choice<a class="headerlink" href="#model-choice" title="Permalink to this heading"></a></h1>
 <p>The <code class="docutils literal notranslate"><span class="pre">DynamicModel</span></code> class in the <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> package enables dynamic creation of diverse neural network architectures. By allowing users to specify key parameters <code class="docutils literal notranslate"><span class="pre">params_dict</span></code> like input dimensions, hidden layer sizes, and output dimensions, the class provides adaptability to various machine learning tasks.</p>
-<table class="colwidths-given docutils align-default" id="id3">
+<table class="docutils align-default" id="id3">
 <caption><span class="caption-text">Title</span><a class="headerlink" href="#id3" title="Permalink to this table"></a></caption>
 <colgroup>
-<col style="width: 5%" />
-<col style="width: 30%" />
-<col style="width: 65%" />
+<col style="width: 5.0%" />
+<col style="width: 30.0%" />
+<col style="width: 65.0%" />
 </colgroup>
 <thead>
 <tr class="row-odd"><th class="head"><p>N</p></th>
@@ -286,8 +292,8 @@ <h1>Model choice<a class="headerlink" href="#model-choice" title="Permalink to t
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="configuration_file.html" class="btn btn-neutral float-left" title="Configuration File" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="modules.html" class="btn btn-neutral float-right" title="MEDfl" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="Documentation.html" class="btn btn-neutral float-left" title="Documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="simulation_tutorials_complete.html" class="btn btn-neutral float-right" title="MEDfl Complete Tutorial (Simulation)" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/build/html/simulation_tutorials_complete.html b/docs/build/html/simulation_tutorials_complete.html
new file mode 100644
index 0000000..d595981
--- /dev/null
+++ b/docs/build/html/simulation_tutorials_complete.html
@@ -0,0 +1,530 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en">
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>MEDfl Complete Tutorial (Simulation) &mdash; MEDfl 0.1.0 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/general.css" />
+      <link rel="stylesheet" type="text/css" href="_static/dark_mode_css/dark.css" />
+
+  
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+        <script src="_static/jquery.js"></script>
+        <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+        <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
+        <script src="_static/dark_mode_js/default_light.js"></script>
+        <script src="_static/dark_mode_js/theme_switcher.js"></script>
+    <script src="_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="genindex.html" />
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="Real-world Federated Learning Tutorial" href="rw_tutorial_complete.html" />
+    <link rel="prev" title="Introduction" href="simulation_tutorials.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+
+          
+          
+          <a href="index.html">
+            
+              <img src="_static/medfl_logo.png" class="logo" alt="Logo"/>
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Getting Started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="Installation.html">Installation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="Documentation.html">Documentation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Simulation Tutorials</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#database-management">Database management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#netmanager">NetManager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#transfer-learning">Transfer Learning</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-manager">Learning Manager</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#learning-results">Learning Results</a></li>
+<li class="toctree-l1"><a class="reference internal" href="simulation_tutorials.html#model-choice">Model choice</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">MEDfl Complete Tutorial (Simulation)</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="#real-world-motivation">Real-world motivation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#prerequisites">0. Prerequisites</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#environment-and-imports">1. Environment and imports</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#database-configuration">2. Database configuration</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#network-creation-netmanager">3. Network creation (NetManager)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#federated-learning-setup-flsetup">4. Federated Learning setup (FLsetup)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#node-creation-and-dataset-upload">5. Node creation and dataset upload</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#federated-dataset-creation">6. Federated dataset creation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#model-definition-dynamicmodel">7. Model definition (DynamicModel)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#aggregation-strategy">8. Aggregation strategy</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#federated-learning-server">9. Federated learning server</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#fl-pipeline-creation-and-training">10. FL pipeline creation and training</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#plotting-accuracy-and-loss">11. Plotting accuracy and loss</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#automatic-testing-and-result-storage">12. Automatic testing and result storage</a></li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">🌍 Real-World Tutorials</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="rw_tutorial_complete.html">Real-world Federated Learning Tutorial</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="modules.html">MEDfl</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="index.html">MEDfl</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+      <li class="breadcrumb-item active">MEDfl Complete Tutorial (Simulation)</li>
+      <li class="wy-breadcrumbs-aside">
+            <a href="_sources/simulation_tutorials_complete.rst.txt" rel="nofollow"> View page source</a>
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="medfl-complete-tutorial-simulation">
+<h1>MEDfl Complete Tutorial (Simulation)<a class="headerlink" href="#medfl-complete-tutorial-simulation" title="Permalink to this heading"></a></h1>
+<p>In this complete tutorial, we will demonstrate how to use the <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> package
+to set up and run a <strong>federated learning experiment in simulation mode</strong>.</p>
+<p>Starting from a <em>realistic healthcare scenario</em>, we will:</p>
+<ul class="simple">
+<li><p>Configure the <strong>database</strong> used by MEDfl</p></li>
+<li><p>Create a <strong>network</strong> and <strong>nodes</strong> with the <code class="docutils literal notranslate"><span class="pre">NetManager</span></code></p></li>
+<li><p>Generate a <strong>federated dataset</strong></p></li>
+<li><p>Define a <strong>dynamic model</strong></p></li>
+<li><p>Configure the <strong>aggregation strategy</strong></p></li>
+<li><p>Start a <strong>Flower-based FL server</strong></p></li>
+<li><p>Run the <strong>federated training pipeline</strong></p></li>
+<li><p>Plot <strong>accuracy and loss</strong></p></li>
+<li><p>Automatically <strong>test</strong> the final model and store results in the database</p></li>
+</ul>
+<p>This tutorial is based on the accompanying Jupyter notebook. It is designed as a
+step-by-step guide you can follow and adapt to your own datasets and
+configurations.</p>
+<section id="real-world-motivation">
+<h2>Real-world motivation<a class="headerlink" href="#real-world-motivation" title="Permalink to this heading"></a></h2>
+<p><strong>Martin</strong> is an AI researcher whose main interest is applying AI to the healthcare
+domain. He is contacted by a prestigious institute to study the feasibility of a
+new project:</p>
+<blockquote>
+<div><p>Designing and developing a federated learning system between several hospitals,
+using deep learning while preserving patient privacy.</p>
+</div></blockquote>
+<p>After analyzing the requirements, Martin identifies that the project needs:</p>
+<ul class="simple">
+<li><p><strong>Federated Learning (FL)</strong> to keep data local to each hospital</p></li>
+<li><p><strong>Differential Privacy (DP)</strong> to protect model updates</p></li>
+<li><p>A robust <strong>data and experiment management</strong> layer</p></li>
+</ul>
+<p>Martin knows <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> has been designed for exactly these kinds of tasks.
+With its two main sub-packages, <code class="docutils literal notranslate"><span class="pre">NetManager</span></code> and <code class="docutils literal notranslate"><span class="pre">LearningManager</span></code>, MEDfl
+allows him to:</p>
+<ul class="simple">
+<li><p>Design different <strong>federated learning architectures (setups)</strong></p></li>
+<li><p>Simulate <strong>real-world collaborations</strong> between hospitals</p></li>
+<li><p>Integrate <strong>transfer learning</strong> and <strong>differential privacy</strong></p></li>
+<li><p>Store and compare <strong>results</strong> systematically in a database</p></li>
+</ul>
+</section>
+<section id="prerequisites">
+<h2>0. Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this heading"></a></h2>
+<p>Before following this tutorial, make sure you have:</p>
+<ul>
+<li><p>Installed <code class="docutils literal notranslate"><span class="pre">MEDfl</span></code> and its dependencies (see <span class="xref std std-doc">installation</span>)</p></li>
+<li><p>A Python environment (e.g. <code class="docutils literal notranslate"><span class="pre">fl-env</span></code>) with:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">torch</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">flwr</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">pandas</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">sqlalchemy</span></code></p></li>
+</ul>
+</li>
+<li><p>A CSV dataset. In this tutorial we use a diabetes dataset located at:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">../</span><span class="n">data</span><span class="o">/</span><span class="n">masterDataSet</span><span class="o">/</span><span class="n">diabetes_dataset</span><span class="o">.</span><span class="n">csv</span>
+</pre></div>
+</div>
+</li>
+</ul>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>In production, MEDfl can be connected to a <strong>MySQL</strong> database
+(see <span class="xref std std-doc">database_management</span>).
+In this tutorial, for simplicity, we use a <strong>local SQLite database</strong>.</p>
+</div>
+</section>
+<section id="environment-and-imports">
+<h2>1. Environment and imports<a class="headerlink" href="#environment-and-imports" title="Permalink to this heading"></a></h2>
+<p>We start by making sure the project root is on the Python path and importing all
+the necessary modules.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;../..&quot;</span><span class="p">)</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
+<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">&quot;PYTHONPATH&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;../..&quot;</span>
+
+<span class="c1"># Database and data handling</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">pd</span>
+
+<span class="c1"># Torch imports</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.nn</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">nn</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">torch.optim</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">optim</span>
+
+<span class="c1"># Flower</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">flwr</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">fl</span>
+
+<span class="c1"># MEDfl imports - NetManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.node</span><span class="w"> </span><span class="kn">import</span> <span class="n">Node</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.network</span><span class="w"> </span><span class="kn">import</span> <span class="n">Network</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.flsetup</span><span class="w"> </span><span class="kn">import</span> <span class="n">FLsetup</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.NetManager.database_connector</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseManager</span>
+
+<span class="c1"># MEDfl imports - LearningManager</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.dynamicModal</span><span class="w"> </span><span class="kn">import</span> <span class="n">DynamicModel</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.model</span><span class="w"> </span><span class="kn">import</span> <span class="n">Model</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.strategy</span><span class="w"> </span><span class="kn">import</span> <span class="n">Strategy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.server</span><span class="w"> </span><span class="kn">import</span> <span class="n">FlowerServer</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.flpipeline</span><span class="w"> </span><span class="kn">import</span> <span class="n">FLpipeline</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.plot</span><span class="w"> </span><span class="kn">import</span> <span class="n">AccuracyLossPlotter</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">MEDfl.LearningManager.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">set_db_config</span>
+</pre></div>
+</div>
+</section>
+<section id="database-configuration">
+<h2>2. Database configuration<a class="headerlink" href="#database-configuration" title="Permalink to this heading"></a></h2>
+<p>In MEDfl, all networks, nodes, datasets, setups, pipelines, and results are
+stored in a relational database.</p>
+<p>In this tutorial we use a local SQLite database file named
+<code class="docutils literal notranslate"><span class="pre">medfl_database.db</span></code>:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure the database path</span>
+<span class="n">set_db_config</span><span class="p">(</span><span class="s2">&quot;./medfl_database.db&quot;</span><span class="p">)</span>
+
+<span class="c1"># Create and connect the database manager</span>
+<span class="n">db_manager</span> <span class="o">=</span> <span class="n">DatabaseManager</span><span class="p">()</span>
+<span class="n">db_manager</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span>
+<span class="n">connection</span> <span class="o">=</span> <span class="n">db_manager</span><span class="o">.</span><span class="n">get_connection</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Database connection OK&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>Next, we generate the necessary MEDfl tables based on a <strong>master dataset</strong> CSV
+file. This file describes the global structure of the data that will later be
+partitioned across hospitals.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">db_manager</span><span class="o">.</span><span class="n">create_MEDfl_db</span><span class="p">(</span>
+    <span class="n">path_to_csv</span><span class="o">=</span><span class="s2">&quot;../data/masterDataSet/diabetes_dataset.csv&quot;</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p><code class="docutils literal notranslate"><span class="pre">create_MEDfl_db</span></code>:</p>
+<ul class="simple">
+<li><p>infers dataset-related tables from the CSV structure,</p></li>
+<li><p>creates the core MEDfl tables to manage networks, nodes, datasets and
+experiments.</p></li>
+</ul>
+</div>
+</section>
+<section id="network-creation-netmanager">
+<h2>3. Network creation (NetManager)<a class="headerlink" href="#network-creation-netmanager" title="Permalink to this heading"></a></h2>
+<p>We now create a <strong>federated network</strong> that will hold all hospitals (nodes) and
+the corresponding datasets.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create a new network</span>
+<span class="n">net</span> <span class="o">=</span> <span class="n">Network</span><span class="p">(</span><span class="s2">&quot;Net1&quot;</span><span class="p">)</span>
+
+<span class="c1"># Register the network in the database</span>
+<span class="n">net</span><span class="o">.</span><span class="n">create_network</span><span class="p">()</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">net</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>  <span class="c1"># &quot;Net1&quot;</span>
+</pre></div>
+</div>
+<p>We then register the <strong>master dataset</strong> associated with this network:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">net</span><span class="o">.</span><span class="n">create_master_dataset</span><span class="p">(</span>
+    <span class="s2">&quot;../data/masterDataSet/diabetes_dataset.csv&quot;</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="federated-learning-setup-flsetup">
+<h2>4. Federated Learning setup (FLsetup)<a class="headerlink" href="#federated-learning-setup-flsetup" title="Permalink to this heading"></a></h2>
+<p>An <code class="docutils literal notranslate"><span class="pre">FLsetup</span></code> describes a <strong>federated learning configuration</strong> for a given
+network: which network it uses, how datasets are split, and how the federated
+dataset will be derived.</p>
+<p>Here we create an automatic setup:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">auto_fl</span> <span class="o">=</span> <span class="n">FLsetup</span><span class="p">(</span>
+    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Flsetup_2&quot;</span><span class="p">,</span>
+    <span class="n">description</span><span class="o">=</span><span class="s2">&quot;The second FL setup&quot;</span><span class="p">,</span>
+    <span class="n">network</span><span class="o">=</span><span class="n">net</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="n">auto_fl</span><span class="o">.</span><span class="n">create</span><span class="p">()</span>
+
+<span class="n">auto_fl</span><span class="o">.</span><span class="n">list_allsetups</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>This will show a table of FL setups stored in the database, including the one we
+just created.</p>
+</section>
+<section id="node-creation-and-dataset-upload">
+<h2>5. Node creation and dataset upload<a class="headerlink" href="#node-creation-and-dataset-upload" title="Permalink to this heading"></a></h2>
+<p>Now we add <strong>hospital nodes</strong> to the network. Each node receives a local
+dataset, representing that hospital’s data.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Train node: hospital_1</span>
+<span class="n">hospital_1</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;hospital_1&quot;</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">net</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">hospital_1</span><span class="p">)</span>
+<span class="n">hospital_1</span><span class="o">.</span><span class="n">upload_dataset</span><span class="p">(</span>
+    <span class="s2">&quot;hospital_1&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;../data/masterDataSet/client_1_dataset.csv&quot;</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Train node: hospital_2</span>
+<span class="n">hospital_2</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;hospital_2&quot;</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">net</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">hospital_2</span><span class="p">)</span>
+<span class="n">hospital_2</span><span class="o">.</span><span class="n">upload_dataset</span><span class="p">(</span>
+    <span class="s2">&quot;hospital_2&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;../data/masterDataSet/client_2_dataset.csv&quot;</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Test node: hospital_3 (no local training)</span>
+<span class="n">hospital_3</span> <span class="o">=</span> <span class="n">Node</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;hospital_3&quot;</span><span class="p">,</span> <span class="n">train</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">net</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">hospital_3</span><span class="p">)</span>
+<span class="n">hospital_3</span><span class="o">.</span><span class="n">upload_dataset</span><span class="p">(</span>
+    <span class="s2">&quot;hospital_3&quot;</span><span class="p">,</span>
+    <span class="s2">&quot;../data/masterDataSet/client_3_dataset.csv&quot;</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>You can list all nodes registered in the network:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">net</span><span class="o">.</span><span class="n">list_allnodes</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="federated-dataset-creation">
+<h2>6. Federated dataset creation<a class="headerlink" href="#federated-dataset-creation" title="Permalink to this heading"></a></h2>
+<p>We now ask MEDfl to build a <strong>federated dataset</strong> from:</p>
+<ul class="simple">
+<li><p>the FL setup,</p></li>
+<li><p>the nodes,</p></li>
+<li><p>and the master dataset.</p></li>
+</ul>
+<p>In this example, we consider <code class="docutils literal notranslate"><span class="pre">&quot;diabetes&quot;</span></code> as the target variable.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">fl_dataset</span> <span class="o">=</span> <span class="n">auto_fl</span><span class="o">.</span><span class="n">create_federated_dataset</span><span class="p">(</span>
+    <span class="n">output</span><span class="o">=</span><span class="s2">&quot;diabetes&quot;</span><span class="p">,</span>   <span class="c1"># target column</span>
+    <span class="n">fit_encode</span><span class="o">=</span><span class="p">[],</span>       <span class="c1"># columns to encode (if any)</span>
+    <span class="n">to_drop</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;diabetes&quot;</span><span class="p">]</span> <span class="c1"># columns to drop from the inputs</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>You can inspect the federated dataset object:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">fl_dataset</span><span class="o">.</span><span class="n">size</span>          <span class="c1"># number of clients / partitions</span>
+</pre></div>
+</div>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">auto_fl</span><span class="o">.</span><span class="n">get_flDataSet</span><span class="p">()</span>  <span class="c1"># summary table stored in the DB</span>
+</pre></div>
+</div>
+</section>
+<section id="model-definition-dynamicmodel">
+<h2>7. Model definition (DynamicModel)<a class="headerlink" href="#model-definition-dynamicmodel" title="Permalink to this heading"></a></h2>
+<p>MEDfl provides a <code class="docutils literal notranslate"><span class="pre">DynamicModel</span></code> class to create models dynamically depending
+on the task (binary classification, multiclass, regression, etc.).</p>
+<p>In this tutorial, we build a <strong>binary classifier</strong> with 8 input features:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create a DynamicModel helper</span>
+<span class="n">dynamic_model</span> <span class="o">=</span> <span class="n">DynamicModel</span><span class="p">()</span>
+
+<span class="c1"># Build a specific model</span>
+<span class="n">specific_model</span> <span class="o">=</span> <span class="n">dynamic_model</span><span class="o">.</span><span class="n">create_model</span><span class="p">(</span>
+    <span class="n">model_type</span><span class="o">=</span><span class="s2">&quot;Binary Classifier&quot;</span><span class="p">,</span>
+    <span class="n">params_dict</span><span class="o">=</span><span class="p">{</span>
+        <span class="s2">&quot;input_dim&quot;</span><span class="p">:</span> <span class="mi">8</span><span class="p">,</span>
+        <span class="s2">&quot;output_dim&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+        <span class="s2">&quot;hidden_dims&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">16</span><span class="p">,</span> <span class="mi">32</span><span class="p">],</span>
+    <span class="p">},</span>
+<span class="p">)</span>
+
+<span class="c1"># Optimizer and loss</span>
+<span class="n">optimizer</span> <span class="o">=</span> <span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">specific_model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.001</span><span class="p">)</span>
+<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">BCELoss</span><span class="p">()</span>
+
+<span class="c1"># Wrap everything into a MEDfl Model</span>
+<span class="n">global_model</span> <span class="o">=</span> <span class="n">Model</span><span class="p">(</span><span class="n">specific_model</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">criterion</span><span class="p">)</span>
+
+<span class="c1"># Initial parameters (to share with clients)</span>
+<span class="n">init_params</span> <span class="o">=</span> <span class="n">global_model</span><span class="o">.</span><span class="n">get_parameters</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="aggregation-strategy">
+<h2>8. Aggregation strategy<a class="headerlink" href="#aggregation-strategy" title="Permalink to this heading"></a></h2>
+<p>The aggregation strategy specifies how local model updates are combined on the
+server side (e.g., FedAvg, FedAdam, etc.).</p>
+<p>Here we use <code class="docutils literal notranslate"><span class="pre">FedAdam</span></code> as an example:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">aggreg_algo</span> <span class="o">=</span> <span class="n">Strategy</span><span class="p">(</span>
+    <span class="s2">&quot;FedAdam&quot;</span><span class="p">,</span>
+    <span class="n">fraction_fit</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">fraction_evaluate</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span>
+    <span class="n">min_fit_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">min_evaluate_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">min_available_clients</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">initial_parameters</span><span class="o">=</span><span class="n">init_params</span><span class="p">,</span>
+<span class="p">)</span>
+<span class="n">aggreg_algo</span><span class="o">.</span><span class="n">create_strategy</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="federated-learning-server">
+<h2>9. Federated learning server<a class="headerlink" href="#federated-learning-server" title="Permalink to this heading"></a></h2>
+<p>We now create the <strong>Flower-based federated server</strong> that will orchestrate
+training across the clients (nodes) using the federated dataset.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">server</span> <span class="o">=</span> <span class="n">FlowerServer</span><span class="p">(</span>
+    <span class="n">global_model</span><span class="p">,</span>
+    <span class="n">strategy</span><span class="o">=</span><span class="n">aggreg_algo</span><span class="p">,</span>
+    <span class="n">num_rounds</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+    <span class="n">num_clients</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">fl_dataset</span><span class="o">.</span><span class="n">trainloaders</span><span class="p">),</span>
+    <span class="n">fed_dataset</span><span class="o">=</span><span class="n">fl_dataset</span><span class="p">,</span>
+    <span class="n">diff_privacy</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>  <span class="c1"># set True to enable DP</span>
+    <span class="n">client_resources</span><span class="o">=</span><span class="p">{</span>
+        <span class="s2">&quot;num_cpus&quot;</span><span class="p">:</span> <span class="mf">1.0</span><span class="p">,</span>
+        <span class="s2">&quot;num_gpus&quot;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">,</span>
+    <span class="p">},</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</section>
+<section id="fl-pipeline-creation-and-training">
+<h2>10. FL pipeline creation and training<a class="headerlink" href="#fl-pipeline-creation-and-training" title="Permalink to this heading"></a></h2>
+<p>To make the experiment reproducible and easy to manage, MEDfl provides the
+<code class="docutils literal notranslate"><span class="pre">FLpipeline</span></code> class. It links the server, setup, and results together.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">ppl_1</span> <span class="o">=</span> <span class="n">FLpipeline</span><span class="p">(</span>
+    <span class="n">name</span><span class="o">=</span><span class="s2">&quot;the first fl_pipeline&quot;</span><span class="p">,</span>
+    <span class="n">description</span><span class="o">=</span><span class="s2">&quot;This is our first FL pipeline&quot;</span><span class="p">,</span>
+    <span class="n">server</span><span class="o">=</span><span class="n">server</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+<p>To start federated training:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">history</span> <span class="o">=</span> <span class="n">ppl_1</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
+</pre></div>
+</div>
+</section>
+<section id="plotting-accuracy-and-loss">
+<h2>11. Plotting accuracy and loss<a class="headerlink" href="#plotting-accuracy-and-loss" title="Permalink to this heading"></a></h2>
+<p>After training, we can visualize the evolution of global accuracy and loss
+across federated rounds.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">global_accuracy</span> <span class="o">=</span> <span class="n">ppl_1</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">accuracies</span>
+<span class="n">global_loss</span> <span class="o">=</span> <span class="n">ppl_1</span><span class="o">.</span><span class="n">server</span><span class="o">.</span><span class="n">losses</span>
+
+<span class="n">results_dict</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="p">(</span><span class="s2">&quot;LR: 0.001, Optimizer: SGD&quot;</span><span class="p">,</span> <span class="s2">&quot;accuracy&quot;</span><span class="p">):</span> <span class="n">global_accuracy</span><span class="p">,</span>
+    <span class="p">(</span><span class="s2">&quot;LR: 0.001, Optimizer: SGD&quot;</span><span class="p">,</span> <span class="s2">&quot;loss&quot;</span><span class="p">):</span> <span class="n">global_loss</span><span class="p">,</span>
+<span class="p">}</span>
+
+<span class="n">plotter</span> <span class="o">=</span> <span class="n">AccuracyLossPlotter</span><span class="p">(</span><span class="n">results_dict</span><span class="p">)</span>
+<span class="n">plotter</span><span class="o">.</span><span class="n">plot_accuracy_loss</span><span class="p">()</span>
+</pre></div>
+</div>
+<p>This produces a figure showing the training curves over the rounds, helping you
+compare different configurations or hyperparameters.</p>
+</section>
+<section id="automatic-testing-and-result-storage">
+<h2>12. Automatic testing and result storage<a class="headerlink" href="#automatic-testing-and-result-storage" title="Permalink to this heading"></a></h2>
+<p>Finally, we can automatically test the global model on <strong>test nodes</strong> and store
+the metrics in the database:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">test_results</span> <span class="o">=</span> <span class="n">ppl_1</span><span class="o">.</span><span class="n">auto_test</span><span class="p">()</span>
+<span class="n">test_results</span>
+</pre></div>
+</div>
+<p>Each entry in <code class="docutils literal notranslate"><span class="pre">test_results</span></code> contains:</p>
+<ul class="simple">
+<li><p>The <strong>node name</strong></p></li>
+<li><p>A <strong>classification report</strong> including:</p>
+<ul>
+<li><p>Confusion matrix (TP, FP, FN, TN)</p></li>
+<li><p>Accuracy</p></li>
+<li><p>Sensitivity/Recall</p></li>
+<li><p>Specificity</p></li>
+<li><p>PPV/Precision</p></li>
+<li><p>NPV</p></li>
+<li><p>F1-score</p></li>
+<li><p>False positive rate</p></li>
+<li><p>True positive rate</p></li>
+<li><p>AUC</p></li>
+</ul>
+</li>
+</ul>
+<p>All these results are also saved in the MEDfl database, allowing you to:</p>
+<ul class="simple">
+<li><p>Compare different FL setups</p></li>
+<li><p>Track experiments across time</p></li>
+<li><p>Reuse configurations in future studies</p></li>
+</ul>
+</section>
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="simulation_tutorials.html" class="btn btn-neutral float-left" title="Introduction" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="rw_tutorial_complete.html" class="btn btn-neutral float-right" title="Real-world Federated Learning Tutorial" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, MEDomics consortium.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file