From 26b42098f825a255590b312b94955a4be37f224a Mon Sep 17 00:00:00 2001
From: "Daniela C. Soto" <dcsoto@ucdavis.edu>
Date: Tue, 22 Mar 2022 02:14:44 +0000
Subject: [PATCH] Merge pull request #31 from
 computer-aided-biotech/dcsoto-markupsafe [ci skip]

This build is based on
https://github.com/computer-aided-biotech/better-cb/commit/1e589737f89327aaf173ea0dda721d648b1fe288.

This commit was created by the following CI build and job:
https://github.com/computer-aided-biotech/better-cb/commit/1e589737f89327aaf173ea0dda721d648b1fe288/checks
https://github.com/computer-aided-biotech/better-cb/runs/2019831932
---
 citations.tsv                |    2 +
 manuscript.html              |  514 +++++-----
 manuscript.md                |   32 +-
 manuscript.pdf               |  Bin 692864 -> 695192 bytes
 references.json              | 1742 +++++++++++++++++++++-------------
 spelling-error-locations.txt |   25 +-
 spelling-errors.txt          |   12 +-
 variables.json               |   18 +-
 8 files changed, 1384 insertions(+), 961 deletions(-)

diff --git a/citations.tsv b/citations.tsv
index 74af845..3fc0dbe 100644
--- a/citations.tsv
+++ b/citations.tsv
@@ -8,6 +8,7 @@ doi:10.1371/journal.pcbi.1005510	doi:10.1371/journal.pcbi.1005510	doi:10.1371/jo
 doi:10.1371/journal.pbio.1001745	doi:10.1371/journal.pbio.1001745	doi:10.1371/journal.pbio.1001745	O6UbstGG
 doi:10.1093/gigascience/giz054	doi:10.1093/gigascience/giz054	doi:10.1093/gigascience/giz054	15pOpsdFR
 doi:10.1038/nbt.2740	doi:10.1038/nbt.2740	doi:10.1038/nbt.2740	SGTWzj9t
+doi:10.1371/journal.pcbi.1005871	doi:10.1371/journal.pcbi.1005871	doi:10.1371/journal.pcbi.1005871	sSSw0sr0
 doi:10.1371/journal.pcbi.1004947	doi:10.1371/journal.pcbi.1004947	doi:10.1371/journal.pcbi.1004947	kEX5dgzK
 arxiv:1810.08055v1	arxiv:1810.08055v1	arxiv:1810.08055v1	eYWjWdLd
 doi:10.1101/2020.06.30.178673	doi:10.1101/2020.06.30.178673	doi:10.1101/2020.06.30.178673	1HhbGD4jJ
@@ -57,6 +58,7 @@ https://www.kaggle.com/kaggle/kaggle-survey-2018	https://www.kaggle.com/kaggle/k
 http://www.modulecounts.com	http://www.modulecounts.com	url:http://www.modulecounts.com	1A4rxBI47
 doi:10.1038/d41586-020-03382-2	doi:10.1038/d41586-020-03382-2	doi:10.1038/d41586-020-03382-2	wu0sr8q2
 doi:10.1371/journal.pcbi.1000424	doi:10.1371/journal.pcbi.1000424	doi:10.1371/journal.pcbi.1000424	3Gx1ESE4
+https://black.readthedocs.io/en/stable	https://black.readthedocs.io/en/stable	url:https://black.readthedocs.io/en/stable	aUxTEizP
 https://guides.github.com/introduction/flow	https://guides.github.com/introduction/flow	url:https://guides.github.com/introduction/flow	qjg93S3G
 https://docs.pytest.org/en/stable	https://docs.pytest.org/en/stable	url:https://docs.pytest.org/en/stable	15kUlshEi
 https://about.codecov.io	https://about.codecov.io	url:https://about.codecov.io	cEpTMlZc
diff --git a/manuscript.html b/manuscript.html
index 6ce9c4f..28f6e2a 100644
--- a/manuscript.html
+++ b/manuscript.html
@@ -6,7 +6,7 @@
   <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes" />
   <meta name="author" content="Daniela C. Soto *" />
   <meta name="author" content="Benjamín J. Sánchez *" />
-  <meta name="dcterms.date" content="2021-09-29" />
+  <meta name="dcterms.date" content="2022-03-22" />
   <meta name="keywords" content="markdown, publishing, manubot" />
   <title>Tools for (better) computational biology</title>
   <style>
@@ -29,8 +29,8 @@
   <meta name="citation_title" content="Tools for (better) computational biology" />
   <meta property="og:title" content="Tools for (better) computational biology" />
   <meta property="twitter:title" content="Tools for (better) computational biology" />
-  <meta name="dc.date" content="2021-09-29" />
-  <meta name="citation_publication_date" content="2021-09-29" />
+  <meta name="dc.date" content="2022-03-22" />
+  <meta name="citation_publication_date" content="2022-03-22" />
   <meta name="dc.language" content="en-US" />
   <meta name="citation_language" content="en-US" />
   <meta name="dc.relation.ispartof" content="Manubot" />
@@ -51,9 +51,9 @@
   <meta name="citation_fulltext_html_url" content="https://computer-aided-biotech.github.io/better-cb/" />
   <meta name="citation_pdf_url" content="https://computer-aided-biotech.github.io/better-cb/manuscript.pdf" />
   <link rel="alternate" type="application/pdf" href="https://computer-aided-biotech.github.io/better-cb/manuscript.pdf" />
-  <link rel="alternate" type="text/html" href="https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/" />
-  <meta name="manubot_html_url_versioned" content="https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/" />
-  <meta name="manubot_pdf_url_versioned" content="https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/manuscript.pdf" />
+  <link rel="alternate" type="text/html" href="https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/" />
+  <meta name="manubot_html_url_versioned" content="https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/" />
+  <meta name="manubot_pdf_url_versioned" content="https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/manuscript.pdf" />
   <meta property="og:type" content="article" />
   <meta property="twitter:card" content="summary_large_image" />
   <link rel="icon" type="image/png" sizes="192x192" href="https://manubot.org/favicon-192x192.png" />
@@ -67,10 +67,10 @@ <h1 class="title">Tools for (better) computational biology</h1>
 </header>
 <p><small><em>
 This manuscript
-(<a href="https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/">permalink</a>)
+(<a href="https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/">permalink</a>)
 was automatically generated
-from <a href="https://github.com/computer-aided-biotech/better-cb/tree/4048a8723750f15071c7d088831a0e4737dc56b8">computer-aided-biotech/better-cb@4048a87</a>
-on September 29, 2021.
+from <a href="https://github.com/computer-aided-biotech/better-cb/tree/1e589737f89327aaf173ea0dda721d648b1fe288">computer-aided-biotech/better-cb@1e58973</a>
+on March 22, 2022.
 </em></small></p>
 <h2 id="authors">Authors</h2>
 <ul>
@@ -101,8 +101,8 @@ <h2 id="introduction">Introduction</h2>
 <p>Since Margaret Dayhoff pioneered the field of bioinformatics back in the sixties, the application of computational tools in the field of biology has vastly grown in scope and impact. Nowadays, biotechnological and biomedical research are routinely fed by the insights arising from novel computational approaches, machine learning algorithms and mathematical models. The ever increasing amount of biological data and the exponential growth in computing power will amplify this trend in the years to come.</p>
 <p>The use of computing to address biological questions encompasses a wide array of applications usually grouped under the terms of “computational biology” and “bioinformatics”. Although distinct definitions have been delineated for each one <span class="citation" data-cites="Xcr0K7I5 jn2NeK3H">[<a href="#ref-Xcr0K7I5" role="doc-biblioref">1</a>,<a href="#ref-jn2NeK3H" role="doc-biblioref">2</a>]</span>, here we will consider both under the umbrella term “computational biology”, alluding to any application that involves the intersection of computing and biological data. As such, a computational biologist can be a data analyst, a data engineer, a statistician, a mathematical modeler, a software developer, and many others. In praxis, the modern computational biologist will be a “scientist of many hats”, taking on several of the duties listed above. But first and foremost, we will consider a computational biologist as a scientist whose ultimate goal is answering a biological question or addressing a need in the life sciences by means of computation.</p>
 <p>Scientific computing requires following specific practices to enable shareable, reproducible and sustainable outputs. Computing-heavy disciplines, such as software engineering and data science, have adopted practices addressing the need for collaboration, visualization, project management, and strengthening of online communities. However, as a highly interdisciplinary and evolving field, computational biology has yet to acquire a set of universal “best practices”. Since most computational biologists come from diverse backgrounds and rely on self-study rather than formal education <span class="citation" data-cites="12RoKrne5">[<a href="#ref-12RoKrne5" role="doc-biblioref">3</a>]</span>, the absence of guidelines may leave many computational biologists astray, engaging in unsustainable practices that hinder reproducibility and collaboration, slowing down biomedical and biotechnological research.</p>
-<p>In recent years, this “guidelines gap” has been addressed by the definition of FAIR principles—Findability, Accessibility, Interoperability, and Reusability—coined in 2016 <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>. Originally develop for data stewardship, FAIR principles have been proposed as universal guidelines for all research objects <span class="citation" data-cites="WrDwZxcM">[<a href="#ref-WrDwZxcM" role="doc-biblioref">5</a>]</span>. However, how to translate these high-level principles into day-to-day practices requires additional nuances, based on the type of research object, the size and scope of the project, and the experience of the researcher.</p>
-<p>Over the last decade, several researchers have published advice on good practices for scientific computing and computational biology. Recently, the framework ADVerTS (availability of software, documenting software, version control, testing, and support) has been proposed as a set of “barely sufficient” practices to address the need for FAIR scientific software <span class="citation" data-cites="WrDwZxcM">[<a href="#ref-WrDwZxcM" role="doc-biblioref">5</a>]</span>. Other advice includes reviews introducing bench scientists new to computational biology to a wide range of topics ranging from programming to project organization <span class="citation" data-cites="k9JCaCug O6UbstGG 15pOpsdFR SGTWzj9t">[<a href="#ref-k9JCaCug" role="doc-biblioref">6</a>,<a href="#ref-O6UbstGG" role="doc-biblioref">7</a>,<a href="#ref-15pOpsdFR" role="doc-biblioref">8</a>,<a href="#ref-SGTWzj9t" role="doc-biblioref">9</a>]</span>, deep-dives into the use and applications of one powerful tool, such as the software development and version control cloud service GitHub <span class="citation" data-cites="kEX5dgzK">[<a href="#ref-kEX5dgzK" role="doc-biblioref">10</a>]</span> and the web-application Jupyter Notebooks <span class="citation" data-cites="eYWjWdLd">[<a href="#ref-eYWjWdLd" role="doc-biblioref">11</a>]</span>, or comprehensive reviews covering one specific need in computational biology, such as workflow automation <span class="citation" data-cites="1HhbGD4jJ">[<a href="#ref-1HhbGD4jJ" role="doc-biblioref">12</a>]</span> or software library development <span class="citation" data-cites="16iU4PKI1">[<a href="#ref-16iU4PKI1" role="doc-biblioref">13</a>]</span>.</p>
+<p>In recent years, this “guidelines gap” has been addressed by the definition of FAIR principles—Findability, Accessibility, Interoperability, and Reusability—coined in 2016 <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>. Originally developed for data stewardship, FAIR principles have been proposed as universal guidelines for all research objects <span class="citation" data-cites="WrDwZxcM">[<a href="#ref-WrDwZxcM" role="doc-biblioref">5</a>]</span>. However, how to translate these high-level principles into day-to-day practices requires additional nuances, based on the type of research object, the size and scope of the project, and the experience of the researcher.</p>
+<p>Over the last decade, several researchers have published advice on good practices for scientific computing and computational biology. Recently, the framework ADVerTS (availability of software, documenting software, version control, testing, and support) has been proposed as a set of “barely sufficient” practices to address the need for FAIR scientific software <span class="citation" data-cites="WrDwZxcM">[<a href="#ref-WrDwZxcM" role="doc-biblioref">5</a>]</span>. Other advice includes reviews introducing bench scientists new to computational biology to a wide range of topics ranging from programming to project organization <span class="citation" data-cites="k9JCaCug O6UbstGG 15pOpsdFR SGTWzj9t sSSw0sr0">[<a href="#ref-k9JCaCug" role="doc-biblioref">6</a>,<a href="#ref-O6UbstGG" role="doc-biblioref">7</a>,<a href="#ref-15pOpsdFR" role="doc-biblioref">8</a>,<a href="#ref-SGTWzj9t" role="doc-biblioref">9</a>,<a href="#ref-sSSw0sr0" role="doc-biblioref">10</a>]</span>, deep-dives into the use and applications of one powerful tool, such as the software development and version control cloud service GitHub <span class="citation" data-cites="kEX5dgzK">[<a href="#ref-kEX5dgzK" role="doc-biblioref">11</a>]</span> and the web-application Jupyter Notebooks <span class="citation" data-cites="eYWjWdLd">[<a href="#ref-eYWjWdLd" role="doc-biblioref">12</a>]</span>, or comprehensive reviews covering one specific need in computational biology, such as workflow automation <span class="citation" data-cites="1HhbGD4jJ">[<a href="#ref-1HhbGD4jJ" role="doc-biblioref">13</a>]</span> or software library development <span class="citation" data-cites="16iU4PKI1">[<a href="#ref-16iU4PKI1" role="doc-biblioref">14</a>]</span>.</p>
 <p>Although this advice proves immensely helpful, some aspects of the computational biology “journey” remain uncovered. Indeed, guiding principles and general advice are key to establish a behavior roadmap, but their actual implementation is enabled by incorporating the right tools into our daily working routine. Tool selection has many components, from availability to suitability to personal preference, and although the latter is left to the reader, here we will shed light over the first two. We premise that good practices in computational biology lie within a continuum that traverses three “levels”: the individual’s personal practices, the collaborative practices of a team, and the practices that allow a broader scientific community to access and engage over time with the research (Figure <a href="#fig:levels-fig">1</a>). Each one of these levels has a different set of needs and challenges, as well as a specific set of tools that can be used to address them. Here, we compiled a curated list of these tools, emphasizing their time and place in a computational biology research project. Committed to practicality, we illustrated the utility of these tools in case studies covering a wide spectrum of research topics that computational biologists can use to model their own practices, modifying them to suit their own needs and preferences.</p>
 <div id="fig:levels-fig" class="fignos">
 <figure>
@@ -141,7 +141,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Interacting with a Unix/Linux HPC
 </td>
 <td>
-• <b>Shell/Bash</b> <span class="citation" data-cites="LOwtrFvP">[<a href="#ref-LOwtrFvP" role="doc-biblioref">14</a>]</span>
+• <b>Shell/Bash</b> <span class="citation" data-cites="LOwtrFvP">[<a href="#ref-LOwtrFvP" role="doc-biblioref">15</a>]</span>
 </td>
 </tr>
 <tr>
@@ -149,7 +149,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Data analysis
 </td>
 <td>
-• <b>Python</b> <span class="citation" data-cites="XST6x2E0">[<a href="#ref-XST6x2E0" role="doc-biblioref">15</a>]</span>, <b>R</b> <span class="citation" data-cites="uUI3eFW7">[<a href="#ref-uUI3eFW7" role="doc-biblioref">16</a>]</span>
+• <b>Python</b> <span class="citation" data-cites="XST6x2E0">[<a href="#ref-XST6x2E0" role="doc-biblioref">16</a>]</span>, <b>R</b> <span class="citation" data-cites="uUI3eFW7">[<a href="#ref-uUI3eFW7" role="doc-biblioref">17</a>]</span>
 </td>
 </tr>
 <tr>
@@ -157,7 +157,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Scripts and programs
 </td>
 <td>
-• <i>Interpreted</i>: <b>Python</b> <span class="citation" data-cites="XST6x2E0">[<a href="#ref-XST6x2E0" role="doc-biblioref">15</a>]</span>, <b>R</b> <span class="citation" data-cites="uUI3eFW7">[<a href="#ref-uUI3eFW7" role="doc-biblioref">16</a>]</span>, <b>Perl</b> <span class="citation" data-cites="1Dm6rLdGv">[<a href="#ref-1Dm6rLdGv" role="doc-biblioref">17</a>]</span><br />• <i>Compiled</i>: <b>C/C++</b> <span class="citation" data-cites="FuKo9MoO">[<a href="#ref-FuKo9MoO" role="doc-biblioref">18</a>]</span>, <b>Rust</b> <span class="citation" data-cites="jEGOBKdy">[<a href="#ref-jEGOBKdy" role="doc-biblioref">19</a>]</span>
+• <i>Interpreted</i>: <b>Python</b> <span class="citation" data-cites="XST6x2E0">[<a href="#ref-XST6x2E0" role="doc-biblioref">16</a>]</span>, <b>R</b> <span class="citation" data-cites="uUI3eFW7">[<a href="#ref-uUI3eFW7" role="doc-biblioref">17</a>]</span>, <b>Perl</b> <span class="citation" data-cites="1Dm6rLdGv">[<a href="#ref-1Dm6rLdGv" role="doc-biblioref">18</a>]</span><br />• <i>Compiled</i>: <b>C/C++</b> <span class="citation" data-cites="FuKo9MoO">[<a href="#ref-FuKo9MoO" role="doc-biblioref">19</a>]</span>, <b>Rust</b> <span class="citation" data-cites="jEGOBKdy">[<a href="#ref-jEGOBKdy" role="doc-biblioref">20</a>]</span>
 </td>
 </tr>
 <tr>
@@ -165,7 +165,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Workflows
 </td>
 <td>
-• <i>Linux-based</i>: <b>Bash script</b>, <b>GNU Make</b> <span class="citation" data-cites="5iKCi5fm">[<a href="#ref-5iKCi5fm" role="doc-biblioref">20</a>]</span> <br /> • <i>Workflow management systems</i>: <b>Snakemake</b> (Python) <span class="citation" data-cites="1GtwLEEIm">[<a href="#ref-1GtwLEEIm" role="doc-biblioref">21</a>]</span>, <b>Nextflow</b> (Groovy) <span class="citation" data-cites="11OYUtIpR">[<a href="#ref-11OYUtIpR" role="doc-biblioref">22</a>]</span>, <br />• <i>Worflow specifications:</i> <b>CWL</b> <span class="citation" data-cites="hzkdXHo">[<a href="#ref-hzkdXHo" role="doc-biblioref">23</a>]</span>, <b>WDL</b> <span class="citation" data-cites="uPjsd0XZ">[<a href="#ref-uPjsd0XZ" role="doc-biblioref">24</a>]</span>
+• <i>Linux-based</i>: <b>Bash script</b>, <b>GNU Make</b> <span class="citation" data-cites="5iKCi5fm">[<a href="#ref-5iKCi5fm" role="doc-biblioref">21</a>]</span> <br /> • <i>Workflow management systems</i>: <b>Snakemake</b> (Python) <span class="citation" data-cites="1GtwLEEIm">[<a href="#ref-1GtwLEEIm" role="doc-biblioref">22</a>]</span>, <b>Nextflow</b> (Groovy) <span class="citation" data-cites="11OYUtIpR">[<a href="#ref-11OYUtIpR" role="doc-biblioref">23</a>]</span>, <br />• <i>Worflow specifications:</i> <b>CWL</b> <span class="citation" data-cites="hzkdXHo">[<a href="#ref-hzkdXHo" role="doc-biblioref">24</a>]</span>, <b>WDL</b> <span class="citation" data-cites="uPjsd0XZ">[<a href="#ref-uPjsd0XZ" role="doc-biblioref">25</a>]</span>
 </td>
 </tr>
 </tbody>
@@ -178,7 +178,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Project structure
 </td>
 <td>
-• <i>Templates</i>: <b>Cookiecutter Data Science</b> <span class="citation" data-cites="j6HfMqoR">[<a href="#ref-j6HfMqoR" role="doc-biblioref">25</a>]</span>, <b>rr-init</b> <span class="citation" data-cites="7D5DgTkH">[<a href="#ref-7D5DgTkH" role="doc-biblioref">26</a>]</span> <br />• <i>Workflows</i>: <b>Snakemake recommendation</b> <span class="citation" data-cites="jq4WP878">[<a href="#ref-jq4WP878" role="doc-biblioref">27</a>]</span>
+• <i>Templates</i>: <b>Cookiecutter Data Science</b> <span class="citation" data-cites="j6HfMqoR">[<a href="#ref-j6HfMqoR" role="doc-biblioref">26</a>]</span>, <b>rr-init</b> <span class="citation" data-cites="7D5DgTkH">[<a href="#ref-7D5DgTkH" role="doc-biblioref">27</a>]</span> <br />• <i>Workflows</i>: <b>Snakemake recommendation</b> <span class="citation" data-cites="jq4WP878">[<a href="#ref-jq4WP878" role="doc-biblioref">28</a>]</span>
 </td>
 </tr>
 <tr>
@@ -186,7 +186,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Virtual environment managers
 </td>
 <td>
-• <i>Language-specific</i>: <b>pipenv</b> (Python) <span class="citation" data-cites="BjGc5Pnm">[<a href="#ref-BjGc5Pnm" role="doc-biblioref">28</a>]</span>, <b>virtualenv</b> (Python) <span class="citation" data-cites="4OxCaUVc">[<a href="#ref-4OxCaUVc" role="doc-biblioref">29</a>]</span>, <b>renv</b> (R) <span class="citation" data-cites="Ga8sduRB">[<a href="#ref-Ga8sduRB" role="doc-biblioref">30</a>]</span><br />• <i>Language agnostic</i>: <b>Conda</b> <span class="citation" data-cites="6ChhcoqP">[<a href="#ref-6ChhcoqP" role="doc-biblioref">31</a>]</span>
+• <i>Language-specific</i>: <b>pipenv</b> (Python) <span class="citation" data-cites="BjGc5Pnm">[<a href="#ref-BjGc5Pnm" role="doc-biblioref">29</a>]</span>, <b>virtualenv</b> (Python) <span class="citation" data-cites="4OxCaUVc">[<a href="#ref-4OxCaUVc" role="doc-biblioref">30</a>]</span>, <b>renv</b> (R) <span class="citation" data-cites="Ga8sduRB">[<a href="#ref-Ga8sduRB" role="doc-biblioref">31</a>]</span><br />• <i>Language agnostic</i>: <b>Conda</b> <span class="citation" data-cites="6ChhcoqP">[<a href="#ref-6ChhcoqP" role="doc-biblioref">32</a>]</span>
 </td>
 </tr>
 <tr>
@@ -194,7 +194,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Package managers
 </td>
 <td>
-• <i>Language-specific</i>: <b>pip</b> (Python) <span class="citation" data-cites="15ccmJntS">[<a href="#ref-15ccmJntS" role="doc-biblioref">32</a>]</span>, <b>BiocManager</b> (R) <span class="citation" data-cites="78nI2wue">[<a href="#ref-78nI2wue" role="doc-biblioref">33</a>]</span>, <b>R Studio package manager</b> (R) <span class="citation" data-cites="vO2YTdWH">[<a href="#ref-vO2YTdWH" role="doc-biblioref">34</a>]</span><br />• <i>Language-agnostic</i>: <b>Conda</b> <span class="citation" data-cites="6ChhcoqP">[<a href="#ref-6ChhcoqP" role="doc-biblioref">31</a>]</span>
+• <i>Language-specific</i>: <b>pip</b> (Python) <span class="citation" data-cites="15ccmJntS">[<a href="#ref-15ccmJntS" role="doc-biblioref">33</a>]</span>, <b>BiocManager</b> (R) <span class="citation" data-cites="78nI2wue">[<a href="#ref-78nI2wue" role="doc-biblioref">34</a>]</span>, <b>R Studio package manager</b> (R) <span class="citation" data-cites="vO2YTdWH">[<a href="#ref-vO2YTdWH" role="doc-biblioref">35</a>]</span><br />• <i>Language-agnostic</i>: <b>Conda</b> <span class="citation" data-cites="6ChhcoqP">[<a href="#ref-6ChhcoqP" role="doc-biblioref">32</a>]</span>
 </td>
 </tr>
 </tbody>
@@ -207,7 +207,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Text editors
 </td>
 <td>
-• <i>Desktop applications</i>: <b>Atom</b> <span class="citation" data-cites="HYwZJ66F">[<a href="#ref-HYwZJ66F" role="doc-biblioref">35</a>]</span>, <b>Sublime</b> <span class="citation" data-cites="iD4von7Z">[<a href="#ref-iD4von7Z" role="doc-biblioref">36</a>]</span>, <b>Visual Studio Code</b> <span class="citation" data-cites="llnpg0Du">[<a href="#ref-llnpg0Du" role="doc-biblioref">37</a>]</span>, <b>Notepad++</b> <span class="citation" data-cites="r199dfky">[<a href="#ref-r199dfky" role="doc-biblioref">38</a>]</span><br />• <i>Command line</i>: <b>Vim</b><span class="citation" data-cites="495zSD0M">[<a href="#ref-495zSD0M" role="doc-biblioref">39</a>]</span>, <b>GNU Emacs</b><span class="citation" data-cites="GjC8YrzF">[<a href="#ref-GjC8YrzF" role="doc-biblioref">40</a>]</span>
+• <i>Desktop applications</i>: <b>Atom</b> <span class="citation" data-cites="HYwZJ66F">[<a href="#ref-HYwZJ66F" role="doc-biblioref">36</a>]</span>, <b>Sublime</b> <span class="citation" data-cites="iD4von7Z">[<a href="#ref-iD4von7Z" role="doc-biblioref">37</a>]</span>, <b>Visual Studio Code</b> <span class="citation" data-cites="llnpg0Du">[<a href="#ref-llnpg0Du" role="doc-biblioref">38</a>]</span>, <b>Notepad++</b> <span class="citation" data-cites="r199dfky">[<a href="#ref-r199dfky" role="doc-biblioref">39</a>]</span><br />• <i>Command line</i>: <b>Vim</b><span class="citation" data-cites="495zSD0M">[<a href="#ref-495zSD0M" role="doc-biblioref">40</a>]</span>, <b>GNU Emacs</b><span class="citation" data-cites="GjC8YrzF">[<a href="#ref-GjC8YrzF" role="doc-biblioref">41</a>]</span>
 </td>
 </tr>
 <tr>
@@ -215,7 +215,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 IDEs
 </td>
 <td>
-• <i>For Python</i>: <b>JupyterLab</b> <span class="citation" data-cites="1EK7NOavz">[<a href="#ref-1EK7NOavz" role="doc-biblioref">41</a>]</span>, <b>JetBrains/PyCharm</b> <span class="citation" data-cites="G0v2WIik">[<a href="#ref-G0v2WIik" role="doc-biblioref">42</a>]</span>, <b>Spyder</b> <span class="citation" data-cites="sBsTiN8q">[<a href="#ref-sBsTiN8q" role="doc-biblioref">43</a>]</span><br />• <i>For R</i>: <b>R Studio</b> <span class="citation" data-cites="15Xir6Mp8">[<a href="#ref-15Xir6Mp8" role="doc-biblioref">44</a>]</span>
+• <i>For Python</i>: <b>JupyterLab</b> <span class="citation" data-cites="1EK7NOavz">[<a href="#ref-1EK7NOavz" role="doc-biblioref">42</a>]</span>, <b>JetBrains/PyCharm</b> <span class="citation" data-cites="G0v2WIik">[<a href="#ref-G0v2WIik" role="doc-biblioref">43</a>]</span>, <b>Spyder</b> <span class="citation" data-cites="sBsTiN8q">[<a href="#ref-sBsTiN8q" role="doc-biblioref">44</a>]</span><br />• <i>For R</i>: <b>R Studio</b> <span class="citation" data-cites="15Xir6Mp8">[<a href="#ref-15Xir6Mp8" role="doc-biblioref">45</a>]</span>
 </td>
 </tr>
 <tr>
@@ -223,7 +223,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Notebooks
 </td>
 <td>
-• <b>Jupyter</b> (Python, R) <span class="citation" data-cites="1EK7NOavz">[<a href="#ref-1EK7NOavz" role="doc-biblioref">41</a>]</span>, <b>R Markdown</b> (R) <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">45</a>]</span>
+• <b>Jupyter</b> (Python, R) <span class="citation" data-cites="1EK7NOavz">[<a href="#ref-1EK7NOavz" role="doc-biblioref">42</a>]</span>, <b>R Markdown</b> (R) <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">46</a>]</span>
 </td>
 </tr>
 </tbody>
@@ -236,7 +236,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Coding style
 </td>
 <td>
-• <i>Styling guides:</i> <b>PEP-8</b> (Python) <span class="citation" data-cites="1D76el83m">[<a href="#ref-1D76el83m" role="doc-biblioref">46</a>]</span>, <b>Google</b> (Python, R) <span class="citation" data-cites="4PJ4Kllx">[<a href="#ref-4PJ4Kllx" role="doc-biblioref">47</a>]</span><br />• <i>Linters</i>
+• <i>Styling guides:</i> <b>PEP-8</b> (Python) <span class="citation" data-cites="1D76el83m">[<a href="#ref-1D76el83m" role="doc-biblioref">47</a>]</span>, <b>Google</b> (Python, R) <span class="citation" data-cites="4PJ4Kllx">[<a href="#ref-4PJ4Kllx" role="doc-biblioref">48</a>]</span><br />• <i>Linters</i>
 </td>
 </tr>
 <tr>
@@ -244,7 +244,7 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Literate programming
 </td>
 <td>
-• <b>Markdown</b> <span class="citation" data-cites="N871n8XH">[<a href="#ref-N871n8XH" role="doc-biblioref">48</a>]</span> <br />• <b>R Markdown</b> <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">45</a>]</span>
+• <b>Markdown</b> <span class="citation" data-cites="N871n8XH">[<a href="#ref-N871n8XH" role="doc-biblioref">49</a>]</span> <br />• <b>R Markdown</b> <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">46</a>]</span>
 </td>
 </tr>
 <tr>
@@ -252,36 +252,37 @@ <h2 id="level-1-personal-research">Level 1: Personal Research</h2>
 Version control
 </td>
 <td>
-• <i>Version control system:</i> <b>Git</b> <span class="citation" data-cites="XJdnoSwI">[<a href="#ref-XJdnoSwI" role="doc-biblioref">49</a>]</span><br />• <i>Code repositories:</i> <b>GitHub</b> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">50</a>]</span>, <b>GitLab</b> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">51</a>]</span>, <b>Bitbucket</b> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">52</a>]</span><br />• <i>Git GUIs:</i> <b>GitHub Desktop</b> <span class="citation" data-cites="1V8gez2v">[<a href="#ref-1V8gez2v" role="doc-biblioref">53</a>]</span>, <b>GitKraken</b> <span class="citation" data-cites="D30wOZ60">[<a href="#ref-D30wOZ60" role="doc-biblioref">54</a>]</span>
+• <i>Version control system:</i> <b>Git</b> <span class="citation" data-cites="XJdnoSwI">[<a href="#ref-XJdnoSwI" role="doc-biblioref">50</a>]</span><br />• <i>Code repositories:</i> <b>GitHub</b> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">51</a>]</span>, <b>GitLab</b> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">52</a>]</span>, <b>Bitbucket</b> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">53</a>]</span><br />• <i>Git GUIs:</i> <b>GitHub Desktop</b> <span class="citation" data-cites="1V8gez2v">[<a href="#ref-1V8gez2v" role="doc-biblioref">54</a>]</span>, <b>GitKraken</b> <span class="citation" data-cites="D30wOZ60">[<a href="#ref-D30wOZ60" role="doc-biblioref">55</a>]</span>
 </td>
 </tr>
 </tbody>
 </table>
 <h3 id="step-1-choose-your-programming-languages">Step 1: Choose your programming languages</h3>
 <p>Different programming languages serve distinctive purposes and have different idiosyncrasies. As such, choosing the right programming language for a project depends on your research goals and personal preference or skill set. Additionally, communities usually favor the usage and training of some programming languages over others; utilizing such languages may facilitate integrating your work within the existing ecosystem.</p>
-<p>As computational biology becomes a data intensive discipline, interacting with high-performance computing (HPC) has become a hallmark of the field. HPC infrastructures commonly use Unix/Linux distributions as their operating system. To interact with these platforms, you need to use a the command line interpreter known as the “Unix shell”. There are multiple versions of Unix shells, being Bash one of the most widely adopted. Besides providing a user interface, the shell is also a scripting language that allows manipulating files and executing programs through Shell scripts. Unix/Linux operating systems have other interesting perks, such as powerful and fast commands for searching and manipulating files (e.g. <code>sed</code>, <code>grep</code> or <code>join</code>) as well as the language <code>awk</code>, that can perform quick text processing and arithmetic operations.</p>
-<p>One of the most common task of any computational biologist is data analysis, which usually involves data cleaning, exploration, manipulation, and visualization. Currently, the most widely used programming language for data analysis worldwide is Python <span class="citation" data-cites="lkZcKu7R 1A4rxBI47">[<a href="#ref-lkZcKu7R" role="doc-biblioref">55</a>,<a href="#ref-1A4rxBI47" role="doc-biblioref">56</a>]</span>. Computational biology research has followed this trend making Python one of the most popular languages among researchers, tendency that will likely keep growing as machine learning and deep learning are more widely adopted in biological research. Python usage has been facilitated by the availability of packages for biological data analysis accessible through package managers such as Pip or Conda. Likewise, R is another prominent language in the field. Arguably, one of R main strengths is its wide array of tools for statistical analysis. Of particular interest is the Bioconductor repository, where many gold-standard tools for biological data analysis have been published. R usage in data science has deeply benefited from the Tidyverse packages, increasing the readability of the R syntax for both data manipulation via <code>dplyr</code>, and visualization via <code>ggplot2</code>.</p>
-<p>Oftentimes, computational biologists require coding their own sets of instructions for processing data via scripts or programs. A script can be described as lightweight single-file program developed to tackle a narrow purpose. They are likely written in an interpreted programming language instead of a compiled one. Interpreted programming languages execute the program directly, without previous compilation, meaning each statement is run individually. They are quick to edit and can be run interactively, at expense of computational performance. In computational biology, the current most common multi-purpose scripting languages are Python and R. When working in a HPC, Shell/Bash scripting is also widely used. Perl and Matlab are also popular languages among bioinformatics and systems biology, respectively. A program, in the other hand, is a larger tool that usually combines multiple scripts and works as a “black box” to the user. It is designed to tackle computationally intensive problems; thus, a compiled language is preferred. Several tools designed for high-weight biological data processing have been written in C/C++. In recent years, however, scientists have been turning to Rust because of its speed, safety and active community <span class="citation" data-cites="wu0sr8q2">[<a href="#ref-wu0sr8q2" role="doc-biblioref">57</a>]</span>. If computational performance is less of a concern, Python and R are suitable alternatives as coding programs.</p>
-<p>Biological data processing is rarely a one-step process. To go from raw data to useful insights, several steps need to be taken in a specific order, accompanied by a plethora of decisions regarding parameters. Computational biologists have addressed this need by embracing workflow management systems to automate data analysis pipelines. A pipeline can be written as a Shell script where a handful of commands are written one after another, using Shell variables and Shell scripting syntax when needed. Although effective, this approach provides little control over the workflow, and lacks features to run isolated parts of the pipeline or track changes in input and output files. To overcome these limitations, a Bash script can be “upgraded” using the GNU Make program, which was originally designed to automate compilation and installation of software, but that it is flexible enough for building other types of workflows. Nowadays, however, several dedicated bioinformatics workflow managers have been developed. Snakemake is a workflow management system written in Python, allowing to incorporate the syntax of the tool with standard Python code. Similarly, Nextflow was build as an extension of Groovy—a programming language for the Java virtual machine—and can execute Groovy code. These tools not only provide control over every single step of the pipeline, but also offer features like interacting with job schedulers, software environment managers, and cloud computing support. Alternatively, there are available declarative standards to define workflows in a portable and human-readable manner, such as the Common Workflow Language (CWL) and Workflow Description Language (WDL, pronounced “widdle”). Although these are not executable, they can be run in CWL- or DWL-enabled engines.</p>
+<p>As computational biology becomes a data intensive discipline, interacting with high-performance computing (HPC) has become a hallmark of the field. HPC infrastructures commonly use Unix/Linux distributions as their operating system. To interact with these platforms, you need to use a the command line interpreter known as the “Unix shell”. There are multiple versions of Unix shells, Bash being one of the most widely adopted. Besides providing a user interface, the shell is also a scripting language that allows manipulating files and executing programs through Shell scripts. Unix/Linux operating systems have other interesting perks, such as powerful and fast commands for searching and manipulating files (e.g. <code>sed</code>, <code>grep</code> or <code>join</code>) as well as the language <code>awk</code>, that can perform quick text processing and arithmetic operations.</p>
+<p>One of the most common tasks of any computational biologist is data analysis, which usually involves data cleaning, exploration, manipulation, and visualization. Currently, the most widely used programming language for data analysis worldwide is Python <span class="citation" data-cites="lkZcKu7R 1A4rxBI47">[<a href="#ref-lkZcKu7R" role="doc-biblioref">56</a>,<a href="#ref-1A4rxBI47" role="doc-biblioref">57</a>]</span>. Computational biology research has followed this trend making Python one of the most popular languages among researchers, tendency that will likely keep growing as machine learning and deep learning are more widely adopted in biological research. Python usage has been facilitated by the availability of packages for biological data analysis accessible through package managers such as Pip or Conda. Likewise, R is another prominent language in the field. Arguably, one of R main strengths is its wide array of tools for statistical analysis. Of particular interest is the Bioconductor repository, where many gold-standard tools for biological data analysis have been published. R usage in data science has deeply benefited from the Tidyverse packages and surrounding community, increasing the readability of the R syntax for both data manipulation via <code>dplyr</code>, and visualization via <code>ggplot2</code>.</p>
+<p>Oftentimes, computational biologists require coding their own sets of instructions for processing data via scripts or programs. A script can be described as lightweight single-file program developed to tackle a narrow purpose. They are likely written in an interpreted programming language instead of a compiled one. Interpreted programming languages execute the program directly, without previous compilation, meaning each statement is run individually. They are quick to edit and can be run interactively, at the expense of computational performance. In computational biology, the current most common multi-purpose scripting languages are Python and R. When working in a HPC environment, Shell/Bash scripting is also widely used. Perl and Matlab are also popular languages among bioinformaticiancs and systems biologists, respectively. A program, on the other hand, is a larger tool that usually combines multiple scripts and works as a “black box” to the user. It is designed to tackle computationally intensive problems; thus, a compiled language is preferred. Several tools designed for high-weight biological data processing have been written in C/C++. In recent years, however, scientists have been turning to Rust because of its speed, safety and active community <span class="citation" data-cites="wu0sr8q2">[<a href="#ref-wu0sr8q2" role="doc-biblioref">58</a>]</span>. If computational performance is less of a concern, Python and R are suitable alternatives as coding programs.</p>
+<p>Biological data processing is rarely a one-step process. To go from raw data to useful insights, several steps need to be taken in a specific order, accompanied by a plethora of decisions regarding parameters. Computational biologists have addressed this need by embracing workflow management systems to automate data analysis pipelines. A pipeline can be written as a Shell script where a handful of commands are written one after another, using Shell variables and Shell scripting syntax when needed. Although effective, this approach provides little control over the workflow, and lacks features to run isolated parts of the pipeline or track changes in input and output files. To overcome these limitations, a Bash script can be “upgraded” using the GNU Make program, which was originally designed to automate compilation and installation of software, but that is flexible enough for building other types of workflows also. Nowadays, however, several dedicated bioinformatics workflow managers have been developed. Snakemake is a workflow management system written in Python, allowing to incorporate the syntax of the tool with standard Python code. Similarly, Nextflow was developed as a domain specific language (DSL) for workflow defnition based on Groovy—a programming language for the Java virtual machine. These tools not only provide control over every single step of the pipeline, but also offer features like interacting with job schedulers, software environment managers, and cloud computing support. Alternatively, there are available declarative standards to define workflows in a portable and human-readable manner, such as the Common Workflow Language (CWL) and Workflow Description Language (WDL, pronounced “widdle”). Although these are not executable, they can be run in CWL- or DWL-enabled engines.</p>
 <h3 id="step-2-define-your-project-structure">Step 2: Define your project structure</h3>
-<p>After choosing your programming languages and before starting any coding, we advice you to come up with a well-thought-out project structure. This design should be intentional and tailored to the present and future needs of your project—remember to be kind to your future self. A computational biology project requires, at the very least, a folder structure that supports code, data, and documentation. Although tempting, cramming all kind of files in a unique folder is unsustainable. Instead, separate each one on different folders and subfolders, if needed. To simplify this process, you can base your project structure on research templates available off-the-rack. For data science projects, the Python package Cookiecutter Data Science cuts down the effort to the very minimum <span class="citation" data-cites="j6HfMqoR">[<a href="#ref-j6HfMqoR" role="doc-biblioref">25</a>]</span>. Running the package prompts a questionnaire in the terminal where you can input the project name, authors, and other basic information. Then, the program generates a folder structure to store data—raw and processed—separated from notebooks and source code, as well as pre-made files for documentation such as a “readme”, a docs folder, and a license. Similarly, the Reproducible Research Project Initialization (rr-init) offers a template folder structure that can be cloned from a GitHub repository and modified by the user <span class="citation" data-cites="7D5DgTkH">[<a href="#ref-7D5DgTkH" role="doc-biblioref">26</a>]</span>. Although the latter is slightly simpler, both follow an akin philosophy aimed at research correctness and reproducibility <span class="citation" data-cites="3Gx1ESE4">[<a href="#ref-3Gx1ESE4" role="doc-biblioref">58</a>]</span>. For workflow automation projects, we advice a similar folder structure. Snakemake recommends to store each workflow in a dedicated folder separated into workflow-related files—the Snakefile, rules and scripts—results, and configuration <span class="citation" data-cites="jq4WP878">[<a href="#ref-jq4WP878" role="doc-biblioref">27</a>]</span>. In all cases, the folder must be initialize as a git repo for version control (See <a href="#step-4-follow-good-coding-practices">Step 4</a>).</p>
+<p>After choosing your programming languages and before starting any coding, we advise you to come up with a well-thought-out project structure. This design should be intentional and tailored to the present and future needs of your project—remember to be kind to your future self. A computational biology project requires, at the very least, a folder structure that supports code, data, and documentation. Although tempting, cramming all kind of files in a unique folder is unsustainable. Instead, separate each one on different folders and subfolders, if needed. To simplify this process, you can base your project structure on research templates available off-the-rack. For data science projects, the Python package Cookiecutter Data Science cuts down the effort to the very minimum <span class="citation" data-cites="j6HfMqoR">[<a href="#ref-j6HfMqoR" role="doc-biblioref">26</a>]</span>. Running the package prompts a questionnaire in the terminal where you can input the project name, authors, and other basic information. Then, the program generates a folder structure to store data—raw and processed—separated from notebooks and source code, as well as pre-made files for documentation such as a “README”, a docs folder, and a license. Similarly, the Reproducible Research Project Initialization (rr-init) offers a template folder structure that can be cloned from a GitHub repository and modified by the user <span class="citation" data-cites="7D5DgTkH">[<a href="#ref-7D5DgTkH" role="doc-biblioref">27</a>]</span>. Although the latter is slightly simpler, both follow an akin philosophy aimed at research correctness and reproducibility <span class="citation" data-cites="3Gx1ESE4">[<a href="#ref-3Gx1ESE4" role="doc-biblioref">59</a>]</span>. For workflow automation projects, we advice a similar folder structure. Snakemake recommends to store each workflow in a dedicated folder separated into workflow-related files—the Snakefile, rules and scripts—results, and configuration <span class="citation" data-cites="jq4WP878">[<a href="#ref-jq4WP878" role="doc-biblioref">28</a>]</span>. In all cases, the folder must be initialize as a git repo for version control (See <a href="#step-4-follow-good-coding-practices">Step 4</a>).</p>
 <p>The software and dependencies needed to execute a workflow or program are also part of the project structure itself. The intricacies of software installation and dependency management are not to be underestimated. Fortunately, package and virtual environment managers significantly reduce this burden. A package manager is a system that automates the installation, upgrading, configuration, and removing of community-developed programs; a virtual environment manager, on the other hand, is a tool that generates isolated “environments” containing programs and dependencies that are functionally independent from other environments or the default operating system. Once a virtual environment is activated, a package manager can be used to install third-party programs.</p>
 <p>We believe that every computational biology project must start with its own virtual environment to boost reproducibility: environments save the project’s dependencies and can restore them at will so the code can be run in any other computer. There are multiple options for both package and virtual environment management—some language-specific and some language-agnostic. If you are working with Python, you can initialize a Python environment using virtualenv or pipenv (where different Python versions can be installed). Inside the environment, you can use the Python package manager pip to import Python code from the Python Package Index (PyPI) repository, GitHub, or locally. For the R language, R-specific environments can be created using renv, where packages can be installed via <code>install.packages</code> function from the Comprehensive R Archive Network (CRAN) and CRAN-like repositories. R also has BiocManager to install packages from the Bioconductor repository, which contains relevant software for high-throughput genomic sequencing analysis. Additionally, RStudio developed the RStudio Package Manager which works with third-party code available in CRAN, Bioconductor, GitHub, or locally. A language-agnostic alternative is Conda—an increasingly popular package and a virtual environment manager. It supports program installation from the Anaconda repository, which contains the channel Bioconda specifically tailored to bioinformatics software. If Python is installed, Python dependencies can be installed via pip in a Conda environment as well. Conda is particularly helpful when working with third-party code in all sorts of languages—a common predicament in computational biology. Conda package and environment manager is included in both the Anaconda and Miniconda distributions. The latter is a minimal version of Anaconda, containing only Conda, Python, and a few useful packages.</p>
 <h3 id="step-3-choose-your-working-set-up">Step 3: Choose your working set-up</h3>
-<p>With the foundation in place, the next step is to start coding. However, a more practical question needs to be answered first: Where to code? The simplest tools available for this purpose are text editors. Since writing code is ultimately writing text, any tool where characters can be typed fulfills this purpose. However, coding can be streamlined by additional features as those found in code editors—text editors especially developed for writing code. Crucial features to facilitate coding include syntax highlight, indentation, and autocompletion. Commonly used desktop editors include Atom, Sublime, Visual Studio Code, and Notepad++ (Windows only), all which offer a myriad of plugins to enhance the coding experience. Command line text editors are also suitable options for coding, being Vim and Emacs the most powerful ones. All of these tools share the advantage of being language agnostic, which is especially handy for the polyglot computational biologist.</p>
+<p>With the foundation in place, the next step is to start coding. However, a more practical question needs to be answered first: Where to code? The simplest tools available for this purpose are text editors. Since writing code is ultimately writing text, any tool where characters can be typed fulfills this purpose. However, coding can be streamlined by additional features as those found in code editors—text editors especially developed for writing code. Crucial features to facilitate coding include syntax highlight, indentation, and autocompletion. Commonly used desktop editors include Atom, Sublime, Visual Studio Code, and Notepad++ (Windows only), all which offer a myriad of plugins to enhance the coding experience. Command line text editors are also suitable options for coding, with Vim and Emacs being the most powerful ones. All of these tools share the advantage of being language agnostic, which is especially handy for the polyglot computational biologist.</p>
 <p>In addition to text editors, integrated development environments (IDEs) are also popular options for coding. At its essence, IDEs are supercharged text editors, i.e. with multiple other features that make writing code easier. The main parts of an IDE are a code editor (with syntax highlight, indentation and suggestions), a debugger, a folder structure, and a way to execute your code (a compiler or interpreter). Most IDEs are not language agnostic, meaning that they only allow to code in one language. The array of features also comes at a cost—IDEs usually use more memory and imply more visual clutter, if that is a concern of yours. For Python, Jupyter Lab, Spyder, and PyCharm are popular options, while for R, RStudio is the gold-standard. Notably, the differences between an IDE and a code editor are somewhat blurry, especially when enough plugins have been added to a code editor.</p>
 <p>In the latest years, notebooks have acquired relevance in computational biology research. A notebook is an interactive application that combines live code (read-print-eval loop or REPL), narrative, equations and visualizations. Common notebooks use an interpreted languages such as Python or R, and narrative usually uses Markdown—a lightweight markup language. Data analysis greatly benefits from using notebooks instead of plain text editors or even IDEs: the combination of visuals and texts allows researcher to tell compelling stories about their data, and the interactivity of its code enables quick testing of different strategies. Jupyter notebook is a popular web-based interactive notebook developed originally for Python coding, but that also accepts R and other programming languages upon installation of their kernels—the computing engine that executes the notebook’s live code “under the hood”. Jupyter notebook can also be executed in the cloud using platforms such as Google CoLab and Amazon WebServices, taking advantage of the current trend of cloud computing. RStudio also allows the generation of R-based notebooks known as R Markdown, which is especially well-suited for generating data analysis reports.</p>
 <h3 id="step-4-follow-good-coding-practices">Step 4: Follow good coding practices</h3>
 <p>After dealing with steps one through three, finally comes writing code. Coding, however, requires good practices to ensure correctness, sustainability, and reproducibility for you, your future self, your collaborators (as we will discuss in <a href="#level-2-collaboration">Level 2</a>) and the whole community (as we will discuss in <a href="#level-3-community">Level 3</a>). First and foremost, you need to make sure your code works correctly. In computational biology, correctness implies biological and statistical soundness. Both are big topics beyond the scope of this manuscript. To achieve the former, however, a useful approach is to design positive and negative controls in your program, analysis or workflow. In scientific experimentation, a positive control is a control group that is expected to produce results; a negative control is expected to produce no results. The same approach can be applied to computation, using input data whose output is previously known. Biological soundness can also be tested by quickly assessing expected orders of magnitude in both, intermediate and final files. All these checks can be packaged in unit testing, of which we will talk about more in <a href="#level-2-collaboration">Level 2</a>.</p>
-<p>Beyond the correct functioning of your code, you will need to pay attention to the way your code looks, also know as “coding style”. This includes a series of small and ubiquitous decisions regarding where and how to add comments; indentation and white spaces usage; variable, function and class naming; and overall code organization. It is true that, as in writing, there is a lot of your own personality in the way you code. However, sticking to existing coding style rules facilitates collaboration with your future self and others. Indeed, as we sometimes have trouble reading our own handwriting, we can also struggle reading our own code if we overlook any guidelines. At the very least, your code must display internal consistency. Even better, you can follow any of the multiple coding style guides that have been published. A good place to start is by reading style guides from software development teams. Google, for example, has published guidelines for Python, R, Shell, C++, and HTML/CSS <span class="citation" data-cites="4PJ4Kllx">[<a href="#ref-4PJ4Kllx" role="doc-biblioref">47</a>]</span>. Also, a series of guidelines for the Python programming language have been published as part of the Python Enhancement Proposal (PEP), known as PEP 8 <span class="citation" data-cites="1D76el83m">[<a href="#ref-1D76el83m" role="doc-biblioref">46</a>]</span>. Tools called “linters” can be added to most code editors and IDEs to aid flagging stylistic errors in your code based on a given style guide.</p>
-<p>In the matter of code styling, two topics merit additional attention: variable naming and comments. Variable names should be descriptive enough to convey an idea about the variable, function or class content and use. The goal is to produce “self-documented” code that reads close to plain English. To do so, use multi-words variable names if necessary. In such cases, the most common conventions include Camel Case, where the second and subsequent words are capitalized (<code>camelCase</code>); Pascal Case, where all words are capitalized (<code>PascalCase</code>); and Snake Case, where words are separated by underscores (<code>snake_case</code>). Notably, all these conventions can be used in a same coding style to differentiate variables, functions and classes. For example, PEP-8 recommends Snake Case for functions and variables, and Pascal Case for class names. In addition to master variable naming, code comments—explanatory human-readable statements not evaluated by the program—are necessary to enhance the code’s readability. No matter how beautiful and well-organized your code is, high-level code decisions will not be obvious unless stated. As a corollary, code explanations that can be deduced from the syntax itself should be omitted. Comments can span a single line or several ones, forming a block, and can be found in three strategic parts: at the top of the program file (“header comment”), which describes what the code accomplishes and sometimes the code’s author/date; above every function (“function header”), which contains the purpose and behavior of the function; and in line, next to tricky code whose behavior is not obvious or warrants a remark.</p>
+<p>Beyond the correct functioning of your code, you will need to pay attention to the way your code looks, also know as “coding style”. This includes a series of small and ubiquitous decisions regarding where and how to add comments; indentation and white spaces usage; variable, function and class naming; and overall code organization. It is true that, as in writing, there is a lot of your own personality in the way you code. However, sticking to existing coding style rules facilitates collaboration with your future self and others. Indeed, as we sometimes have trouble reading our own handwriting, we can also struggle reading our own code if we overlook any guidelines. At the very least, your code must display internal consistency. Even better, you can follow any of the multiple coding style guides that have been published. A good place to start is by reading style guides from software development teams. Google, for example, has published guidelines for Python, R, Shell, C++, and HTML/CSS <span class="citation" data-cites="4PJ4Kllx">[<a href="#ref-4PJ4Kllx" role="doc-biblioref">48</a>]</span>. Also, a series of guidelines for the Python programming language have been published as part of the Python Enhancement Proposal (PEP), known as PEP 8 <span class="citation" data-cites="1D76el83m">[<a href="#ref-1D76el83m" role="doc-biblioref">47</a>]</span>. Tools called “linters” can be added to most code editors and IDEs to aid flagging stylistic errors in your code based on a given style guide. Furthermore, many editors and tools facilitate automatic code formatting (e.g. black <span class="citation" data-cites="aUxTEizP">[<a href="#ref-aUxTEizP" role="doc-biblioref">60</a>]</span> that auto-formatsPython code to be PEP 8 compliant), which can greatly facilitate stylistic coherence in a collaborative project.</p>
+<p>In the matter of code styling, two topics merit additional attention: variable naming and comments. Variable names should be descriptive enough to convey an idea about the variable, function or class content and use. The goal is to produce “self-documented” code that reads close to plain English. To do so, use multi-words variable names if necessary. In such cases, the most common conventions include Camel Case, where the second and subsequent words are capitalized (<code>camelCase</code>); Pascal Case, where all words are capitalized (<code>PascalCase</code>); and Snake Case, where words are separated by underscores (<code>snake_case</code>). Notably, all these conventions can be used in a same coding style to differentiate variables, functions and classes. For example, PEP-8 recommends Snake Case for functions and variables, and Pascal Case for class names. Importantly, as most modern code editors and IDEs provide autocompletion of variable, function and class names now, it is no longer a valid excuse to use cryptic one character variable names (e.g. x, y, z) to save a few keystrokes.</p>
+<p>In addition to mastering variable naming, code comments—explanatory human-readable statements not evaluated by the program—are necessary to enhance the code’s readability. No matter how beautiful and well-organized your code is, high-level code decisions will not be obvious unless stated. As a corollary, code explanations that can be deduced from the syntax itself should be omitted. Comments can span a single line or several ones, forming a block, and can be found in three strategic parts: at the top of the program file (“header comment”), which describes what the code accomplishes and sometimes the code’s author/date; above every function (“function header”), which contains the purpose and behavior of the function; and in line, next to tricky code whose behavior is not obvious or warrants a remark.</p>
 <p>Code styling rules also apply to data science notebooks. However, when writing notebooks you must also engage in “literate programming”—a programming paradigm where the code is accompanied by human-readable explanation of its logic and purpose. In other words, notebooks must tell a story about the analysis, connecting the dots between the code, the results and the figures. Human-readable language is often written in Markdown when working in Jupyter, or R Markdown, when working in R. Little has been written about good practices for literate programming, but we advice you to explain the purpose of each chunk of code and provide some interpretation of its results.</p>
 <p>When working with a sizable code base, an additional good practice is modular programming—the practice of subdividing a computer program into independent and interchangeable sub-programs, each one tackling a specific functionality. Modularity enhances code readability and reusability, and expedites testing and maintenance (see <a href="#level-2-collaboration">Level 2</a>). In practice, modularity can be implemented at different levels. A single file script, for example, can be modularize using functions, while a program by using different files. In Python, for example, subdivisions are defined as follow: modules are a collection of functions and global variables, packages a collection of modules, libraries a collection of packages, and frameworks a collection of libraries. Modules are simply files with <code>.py</code> extension, while packages are folders than contain several <code>.py</code> files, including one called <code>__init__.py</code>, which can be empty or not, and will allow the Python interpreter to recognize the presence of a package.</p>
 <p>Finally, there is version control, one the most important personal practices. Version controls entails the practice of tracking and managing changes in your code using a version control system, such as Git. In Git, a folder needs to be initiated as a Git repository, after which changes to any of the files inside would be tracked. After a change has been made to one or more files, the changed files must be “staged” (using <code>git add</code>) and then “committed” (using <code>git commit</code>). The commit will serve as a screenshot of your project at that time and stage, that you can review or recover later (using <code>git checkout</code>). Additionally, version control allows you to safely try new functionalities in “branches” (using <code>git branch</code> and <code>git checkout</code> )—independent carbon copies of the main original branch (known as “master” or “main”) that you can optionally merge back to the original one. Nowadays, there are multiple hosting services that provide online storage of Git repositories, such as GitHub, GitLab or Bitbucket, that can be navigated using the browser or via a graphic user interfaces (GUI) such as GitHub Desktop or GitKraken. These platforms have the additional benefit of backing up your code in the cloud, keeping your work safe and shareable, which is especially relevant for collaboration, as we will discuss in <a href="#level-2-collaboration">Level 2</a>.</p>
 <h2 id="level-2-collaboration">Level 2: Collaboration</h2>
 <p>Collaboration is a key aspect of scientific research, but it is especially relevant in computational biology, where interdisciplinary knowledge is often needed. Collaborators can take different forms: your boss or advisor, colleagues or lab mates, other laboratories, people from academia or industry, or your future self (as discussed in <a href="#level-1-personal-research">Level 1</a>). Although collaborators can have a wide range of involvement with your project, here we will consider they all share a direct relationship with you and your research (contrary to a community, which is an open group of a large number of people, as we will discuss in <a href="#level-3-community">Level 3</a>). Each type of collaboration requires its own set of good practices, which we will cover in the next paragraphs.</p>
 <h3 id="share-code">2.1 Share code</h3>
-<p>Sharing code is one of the most common practices in software development, where large teams work together developing complex functions and scripts. Although computational biology projects are usually not as big, proper ways of sharing code are still essential, as it is not desired to have file conflicts as soon as two different researchers change the same piece of code. Hosting services such as GitHub <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">50</a>]</span>, GitLab <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">51</a>]</span> and Bitbucket <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">52</a>]</span> (Table <a href="#tbl:collaboration-tools">2</a>) allow for having a Git repository stored online, by creating a copy of the repository known as the “remote”, which becomes the official version of the repository. The key advantage of using a remote is that there will be no direct interaction between different local copies of the repository, also known as “clones”, but instead each clone will interact with the remote exclusively, updating it only if no conflicts between the two exist. This way, if a collaborator updated the remote repository, other collaborators will not be able to send their changes until they make sure to update their local copy.</p>
+<p>Sharing code is one of the most common practices in software development, where large teams work together developing complex functions and scripts. Although computational biology projects are usually not as big, proper ways of sharing code are still essential, as it is not desired to have file conflicts as soon as two different researchers change the same piece of code. Hosting services such as GitHub <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">51</a>]</span>, GitLab <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">52</a>]</span> and Bitbucket <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">53</a>]</span> (Table <a href="#tbl:collaboration-tools">2</a>) allow for having a Git repository stored online, by creating a copy of the repository known as the “remote”, which becomes the official version of the repository. The key advantage of using a remote is that there will be no direct interaction between different local copies of the repository, also known as “clones”, but instead each clone will interact with the remote exclusively, updating it only if no conflicts between the two exist. This way, if a collaborator updated the remote repository, other collaborators will not be able to send their changes until they make sure to update their local copy.</p>
 <div id="tbl:collaboration-tools" class="tablenos">
 <table>
 <caption><span>Table 2:</span> Tools for collaborative research. </caption>
@@ -298,53 +299,53 @@ <h3 id="share-code">2.1 Share code</h3>
 <tbody>
 <tr class="odd">
 <td>Share code</td>
-<td>• <em>Hosting services</em>: <strong>GitHub</strong> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">50</a>]</span>, <strong>GitLab</strong> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">51</a>]</span>, <strong>Bitbucket</strong> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">52</a>]</span>. <br />• <em>Git branching strategies:</em> <strong>GitHub flow</strong> <span class="citation" data-cites="qjg93S3G">[<a href="#ref-qjg93S3G" role="doc-biblioref">59</a>]</span>.<br />• <em>Tests:</em> correctness (e.g. <strong>pytest</strong> <span class="citation" data-cites="15kUlshEi">[<a href="#ref-15kUlshEi" role="doc-biblioref">60</a>]</span>), coverage (e.g. <strong>codecov</strong> <span class="citation" data-cites="cEpTMlZc">[<a href="#ref-cEpTMlZc" role="doc-biblioref">61</a>]</span>), automation (e.g. <strong>tox</strong> <span class="citation" data-cites="1Bi82XR9D">[<a href="#ref-1Bi82XR9D" role="doc-biblioref">62</a>]</span>, <strong>Travis CI</strong> <span class="citation" data-cites="SM1pqdjN">[<a href="#ref-SM1pqdjN" role="doc-biblioref">63</a>]</span>, <strong>Github Actions</strong> <span class="citation" data-cites="NUXbp429">[<a href="#ref-NUXbp429" role="doc-biblioref">64</a>]</span>).<br />• <em>Code reviews</em>: <strong>Github</strong> <span class="citation" data-cites="RCh2gb01">[<a href="#ref-RCh2gb01" role="doc-biblioref">65</a>]</span>, <strong>Crucible</strong> <span class="citation" data-cites="6woNTKZi">[<a href="#ref-6woNTKZi" role="doc-biblioref">66</a>]</span>, <strong>Upsource</strong> <span class="citation" data-cites="LJc9aT8R">[<a href="#ref-LJc9aT8R" role="doc-biblioref">67</a>]</span>.</td>
+<td>• <em>Hosting services</em>: <strong>GitHub</strong> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">51</a>]</span>, <strong>GitLab</strong> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">52</a>]</span>, <strong>Bitbucket</strong> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">53</a>]</span>. <br />• <em>Git branching strategies:</em> <strong>GitHub flow</strong> <span class="citation" data-cites="qjg93S3G">[<a href="#ref-qjg93S3G" role="doc-biblioref">61</a>]</span>.<br />• <em>Tests:</em> correctness (e.g. <strong>pytest</strong> <span class="citation" data-cites="15kUlshEi">[<a href="#ref-15kUlshEi" role="doc-biblioref">62</a>]</span>), coverage (e.g. <strong>codecov</strong> <span class="citation" data-cites="cEpTMlZc">[<a href="#ref-cEpTMlZc" role="doc-biblioref">63</a>]</span>), automation (e.g. <strong>tox</strong> <span class="citation" data-cites="1Bi82XR9D">[<a href="#ref-1Bi82XR9D" role="doc-biblioref">64</a>]</span>, <strong>Travis CI</strong> <span class="citation" data-cites="SM1pqdjN">[<a href="#ref-SM1pqdjN" role="doc-biblioref">65</a>]</span>, <strong>Github Actions</strong> <span class="citation" data-cites="NUXbp429">[<a href="#ref-NUXbp429" role="doc-biblioref">66</a>]</span>).<br />• <em>Code reviews</em>: <strong>Github</strong> <span class="citation" data-cites="RCh2gb01">[<a href="#ref-RCh2gb01" role="doc-biblioref">67</a>]</span>, <strong>Crucible</strong> <span class="citation" data-cites="6woNTKZi">[<a href="#ref-6woNTKZi" role="doc-biblioref">68</a>]</span>, <strong>Upsource</strong> <span class="citation" data-cites="LJc9aT8R">[<a href="#ref-LJc9aT8R" role="doc-biblioref">69</a>]</span>.</td>
 </tr>
 <tr class="even">
 <td>Share data</td>
-<td>• <em>FAIR principles</em> <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>. <br />• <em>Tidy data</em> <span class="citation" data-cites="Gtnr8c2U">[<a href="#ref-Gtnr8c2U" role="doc-biblioref">68</a>]</span>. <br />• <em>Data version control</em> <span class="citation" data-cites="JkrlcwLO">[<a href="#ref-JkrlcwLO" role="doc-biblioref">69</a>]</span>.</td>
+<td>• <em>FAIR principles</em> <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>. <br />• <em>Tidy data</em> <span class="citation" data-cites="Gtnr8c2U">[<a href="#ref-Gtnr8c2U" role="doc-biblioref">70</a>]</span>. <br />• <em>Data version control</em> <span class="citation" data-cites="JkrlcwLO">[<a href="#ref-JkrlcwLO" role="doc-biblioref">71</a>]</span>.</td>
 </tr>
 <tr class="odd">
 <td>Share data science notebooks</td>
-<td>• <em>Static:</em> <strong>GitHub</strong>, <strong>GitLab</strong>, <strong>NBviewer</strong> <span class="citation" data-cites="8Cn0lgXi">[<a href="#ref-8Cn0lgXi" role="doc-biblioref">70</a>]</span>. <br />• <em>Interactive:</em> <strong>Binder</strong> <span class="citation" data-cites="1dqfprG7">[<a href="#ref-1dqfprG7" role="doc-biblioref">71</a>]</span>, <strong>Google CoLab</strong> <span class="citation" data-cites="mr26BIpF">[<a href="#ref-mr26BIpF" role="doc-biblioref">72</a>]</span>.<br />• <em>Comparative:</em> <strong>ReviewNB</strong> <span class="citation" data-cites="12ovVgVju">[<a href="#ref-12ovVgVju" role="doc-biblioref">73</a>]</span>.</td>
+<td>• <em>Static:</em> <strong>GitHub</strong>, <strong>GitLab</strong>, <strong>NBviewer</strong> <span class="citation" data-cites="8Cn0lgXi">[<a href="#ref-8Cn0lgXi" role="doc-biblioref">72</a>]</span>. <br />• <em>Interactive:</em> <strong>Binder</strong> <span class="citation" data-cites="1dqfprG7">[<a href="#ref-1dqfprG7" role="doc-biblioref">73</a>]</span>, <strong>Google CoLab</strong> <span class="citation" data-cites="mr26BIpF">[<a href="#ref-mr26BIpF" role="doc-biblioref">74</a>]</span>.<br />• <em>Comparative:</em> <strong>ReviewNB</strong> <span class="citation" data-cites="12ovVgVju">[<a href="#ref-12ovVgVju" role="doc-biblioref">75</a>]</span>.</td>
 </tr>
 <tr class="even">
 <td>Share workflows</td>
-<td>• <em>General hosting services</em>: <strong>GitHub</strong>, <strong>GitLab</strong>, <strong>Bitbucket</strong><br />• <em>Dedicated workflow repositories:</em> <strong>WorkflowHub</strong> <span class="citation" data-cites="6YE0Zqqy">[<a href="#ref-6YE0Zqqy" role="doc-biblioref">74</a>]</span></td>
+<td>• <em>General hosting services</em>: <strong>GitHub</strong>, <strong>GitLab</strong>, <strong>Bitbucket</strong><br />• <em>Dedicated workflow repositories:</em> <strong>WorkflowHub</strong> <span class="citation" data-cites="6YE0Zqqy">[<a href="#ref-6YE0Zqqy" role="doc-biblioref">76</a>]</span></td>
 </tr>
 <tr class="odd">
 <td>Share manuscripts</td>
-<td>• <em>General-purpose word processors:</em> <strong>Google Docs</strong> <span class="citation" data-cites="18tOsSTai">[<a href="#ref-18tOsSTai" role="doc-biblioref">75</a>]</span>, <strong>Office 365</strong> <span class="citation" data-cites="sP8f9fNq">[<a href="#ref-sP8f9fNq" role="doc-biblioref">76</a>]</span>.<br />• <em>Scholarly word processors:</em> <strong>Authorea</strong> <span class="citation" data-cites="UeFHiqcp">[<a href="#ref-UeFHiqcp" role="doc-biblioref">77</a>]</span>.<br />• <em>Online applications supporting Markup Languages:</em> <strong>Overleaf</strong> (LaTeX) <span class="citation" data-cites="J12A3elW">[<a href="#ref-J12A3elW" role="doc-biblioref">78</a>]</span>, <strong>Manubot</strong> (Markdown + GitHub) <span class="citation" data-cites="petulEc2">[<a href="#ref-petulEc2" role="doc-biblioref">79</a>]</span>.</td>
+<td>• <em>General-purpose word processors:</em> <strong>Google Docs</strong> <span class="citation" data-cites="18tOsSTai">[<a href="#ref-18tOsSTai" role="doc-biblioref">77</a>]</span>, <strong>Office 365</strong> <span class="citation" data-cites="sP8f9fNq">[<a href="#ref-sP8f9fNq" role="doc-biblioref">78</a>]</span>.<br />• <em>Scholarly word processors:</em> <strong>Authorea</strong> <span class="citation" data-cites="UeFHiqcp">[<a href="#ref-UeFHiqcp" role="doc-biblioref">79</a>]</span>.<br />• <em>Online applications supporting Markup Languages:</em> <strong>Overleaf</strong> (LaTeX) <span class="citation" data-cites="J12A3elW">[<a href="#ref-J12A3elW" role="doc-biblioref">80</a>]</span>, <strong>Manubot</strong> (Markdown + GitHub) <span class="citation" data-cites="petulEc2">[<a href="#ref-petulEc2" role="doc-biblioref">81</a>]</span>.</td>
 </tr>
 </tbody>
 </table>
 </div>
-<p>To guarantee that different collaborators can work simultaneously in the same repository, a good idea is to implement some type of branching strategy in the repository (Table <a href="#tbl:collaboration-tools">2</a>). In a small team of collaborators, the most common strategy is to have a single <code>main</code> branch and generate from it branches that each different developer can work on. Then, whenever the developer is ready, they can request to combine—or “merge”—the changes from their branch into the main branch, in a process known as “pull request” or PR for short. Once a PR has been opened, collaborators can review it and approve it, so that it can be merged into the main branch, which will now include the branch’s commits as part of its history. This branching strategy is sometimes referred to as GitHub flow <span class="citation" data-cites="qjg93S3G">[<a href="#ref-qjg93S3G" role="doc-biblioref">59</a>]</span> and will suffice for most projects. For more complex branching systems, see <a href="#level-3-community">Level 3</a>.</p>
-<p>Using Git hosting services for collaboration has many additional benefits. The commit history not only shows what was done at each point in time, but also which collaborator did it, so that if, for example, a bug was introduced, commands such as <code>git blame</code> will show which collaborator caused it. To ensure hunting down bugs is easy, descriptive commit messages that follow a standard <span class="citation" data-cites="15dXXs6EK VtlfBSxG">[<a href="#ref-15dXXs6EK" role="doc-biblioref">80</a>,<a href="#ref-VtlfBSxG" role="doc-biblioref">81</a>]</span> is recommended. Collaborators can also create “forks”, i.e. full copies of repositories under their own possession. Git hosting services can be accessed interactively online, or from the terminal with tools such as GitHub CLI <span class="citation" data-cites="uRbOUixg">[<a href="#ref-uRbOUixg" role="doc-biblioref">82</a>]</span>. Finally, Git hosting services also allow collaborators to open issues <span class="citation" data-cites="jIIrCDT3">[<a href="#ref-jIIrCDT3" role="doc-biblioref">83</a>]</span> for listing pending to-do’s and/or asking questions, acting as an open forum for development discussions, which has the advantage of remaining accessible for the future (as opposed to closed e-mail discussions). We will consider additional advantages of using Git hosting services, in terms of interacting with a user base, in <a href="#make-your-research-sustainable">Section 3.3</a>.</p>
-<p>Another important concept to internalize when developing code, especially together with other collaborators, is to develop unit tests (Table <a href="#tbl:collaboration-tools">2</a>). Unit tests are scripts that will run to determine if specific modules/functions work as intended within the codebase, so that if later the function grows in scope, its proper basic functioning is ensured. For instance, if a function was defined for adding numbers, a simple test would be to asses if the function outputs 13 when the inputs 6 and 7 are provided. Tools such as <code>pytest</code> <span class="citation" data-cites="15kUlshEi">[<a href="#ref-15kUlshEi" role="doc-biblioref">60</a>]</span> for Python and <code>testthat</code> <span class="citation" data-cites="E7mOdOEw">[<a href="#ref-E7mOdOEw" role="doc-biblioref">84</a>]</span> for R exist to then detect said scripts, and run all of them to display if any specific section is failing. It is a very good practice to develop tests at the same time you develop code (at the personal research level), as adding tests <em>a posteriori</em> is significantly harder (although sometimes inevitable). It is even better practice to test every single step of the code (from data loading to figure plotting), a concept known in software development as end-to-end testing <span class="citation" data-cites="GYac9tBn">[<a href="#ref-GYac9tBn" role="doc-biblioref">85</a>]</span>.</p>
-<p>Going beyond testing correctness, tools such as <code>flake8</code> <span class="citation" data-cites="ZNYSO1m0">[<a href="#ref-ZNYSO1m0" role="doc-biblioref">86</a>]</span> will test styling preferences (for complying with PEP8), <code>safety</code> <span class="citation" data-cites="iFiB8Hir">[<a href="#ref-iFiB8Hir" role="doc-biblioref">87</a>]</span> will test for vulnerabilities among the software’s dependencies, and Codecov <span class="citation" data-cites="cEpTMlZc">[<a href="#ref-cEpTMlZc" role="doc-biblioref">61</a>]</span> will test coverage, or the percentage of the codebase tested (as a rule of thumb for the latter, the more lines of code are tested, the more reliable the software will be). All these different types of tests can be funneled into a single testing pipeline that can run automatically whenever desired. This process is known as Continuous Integration (CI), and can be tuned to run locally whenever commits are made, or online whenever a pull request is opened and/or merged. When running locally, an environment manager / command line tool such as <code>tox</code> <span class="citation" data-cites="1Bi82XR9D">[<a href="#ref-1Bi82XR9D" role="doc-biblioref">62</a>]</span> helps to ensure all tests are executed under different python versions. For setting up the CI cycle online, different CI tools such as Travis CI <span class="citation" data-cites="SM1pqdjN">[<a href="#ref-SM1pqdjN" role="doc-biblioref">63</a>]</span> or Circle CI <span class="citation" data-cites="T03Api6e">[<a href="#ref-T03Api6e" role="doc-biblioref">88</a>]</span> exist, and more recently GitHub actions <span class="citation" data-cites="NUXbp429">[<a href="#ref-NUXbp429" role="doc-biblioref">64</a>]</span> has been introduced for running the integration directly from GitHub.</p>
-<p>Having tests is a great way of ensuring our code fulfills a certain level of correctness and styling. However, it is no replacement for a human assessment to determine if the code is correct, necessary, and useful. Therefore, code reviewing is essential whenever developing code in collaboration (Table <a href="#tbl:collaboration-tools">2</a>). Tools such as Crucible <span class="citation" data-cites="6woNTKZi">[<a href="#ref-6woNTKZi" role="doc-biblioref">66</a>]</span> and Upsource <span class="citation" data-cites="LJc9aT8R">[<a href="#ref-LJc9aT8R" role="doc-biblioref">67</a>]</span> exist for making in-line reviews of each file, but the most common approach is to directly review using the online review tools from the hosting service. In the case of GitHub <span class="citation" data-cites="RCh2gb01">[<a href="#ref-RCh2gb01" role="doc-biblioref">65</a>]</span>, this not only allows the reviewer to open a comment in any line of the code (which creates a thread for the original author to reply), but also to suggest changes that can be approved or dismissed. When reviewing, there are a series of things to look for (from functionality to documentation), and good practices to keep in mind (such as phrasing the comments in a constructive way), which are outside of the scope of this review but presented in detail elsewhere <span class="citation" data-cites="FTO2RnTd HnmFW2rl">[<a href="#ref-FTO2RnTd" role="doc-biblioref">89</a>,<a href="#ref-HnmFW2rl" role="doc-biblioref">90</a>]</span>.</p>
+<p>To guarantee that different collaborators can work simultaneously in the same repository, a good idea is to implement some type of branching strategy in the repository (Table <a href="#tbl:collaboration-tools">2</a>). In a small team of collaborators, the most common strategy is to have a single <code>main</code> branch and generate from it branches that each different developer can work on. Then, whenever the developer is ready, they can request to combine—or “merge”—the changes from their branch into the main branch, in a process known as “pull request” or PR for short. Once a PR has been opened, collaborators can review it and approve it, so that it can be merged into the main branch, which will now include the branch’s commits as part of its history. This branching strategy is sometimes referred to as GitHub flow <span class="citation" data-cites="qjg93S3G">[<a href="#ref-qjg93S3G" role="doc-biblioref">61</a>]</span> and will suffice for most projects. For more complex branching systems, see <a href="#level-3-community">Level 3</a>.</p>
+<p>Using Git hosting services for collaboration has many additional benefits. The commit history not only shows what was done at each point in time, but also which collaborator did it, so that if, for example, a bug was introduced, commands such as <code>git blame</code> will show which collaborator caused it. To ensure hunting down bugs is easy, descriptive commit messages that follow a standard <span class="citation" data-cites="15dXXs6EK VtlfBSxG">[<a href="#ref-15dXXs6EK" role="doc-biblioref">82</a>,<a href="#ref-VtlfBSxG" role="doc-biblioref">83</a>]</span> is recommended. Collaborators can also create “forks”, i.e. full copies of repositories under their own possession. Git hosting services can be accessed interactively online, or from the terminal with tools such as GitHub CLI <span class="citation" data-cites="uRbOUixg">[<a href="#ref-uRbOUixg" role="doc-biblioref">84</a>]</span>. Finally, Git hosting services also allow collaborators to open issues <span class="citation" data-cites="jIIrCDT3">[<a href="#ref-jIIrCDT3" role="doc-biblioref">85</a>]</span> for listing pending to-do’s and/or asking questions, acting as an open forum for development discussions, which has the advantage of remaining accessible for the future (as opposed to closed e-mail discussions). We will consider additional advantages of using Git hosting services, in terms of interacting with a user base, in <a href="#make-your-research-sustainable">Section 3.3</a>.</p>
+<p>Another important concept to internalize when developing code, especially together with other collaborators, is to develop unit tests (Table <a href="#tbl:collaboration-tools">2</a>). Unit tests are scripts that will run to determine if specific modules/functions work as intended within the codebase, so that if later the function grows in scope, its proper basic functioning is ensured. For instance, if a function was defined for adding numbers, a simple test would be to asses if the function outputs 13 when the inputs 6 and 7 are provided. Tools such as <code>pytest</code> <span class="citation" data-cites="15kUlshEi">[<a href="#ref-15kUlshEi" role="doc-biblioref">62</a>]</span> for Python and <code>testthat</code> <span class="citation" data-cites="E7mOdOEw">[<a href="#ref-E7mOdOEw" role="doc-biblioref">86</a>]</span> for R exist to then detect said scripts, and run all of them to display if any specific section is failing. It is a very good practice to develop tests at the same time you develop code (at the personal research level), as adding tests <em>a posteriori</em> is significantly harder (although sometimes inevitable). It is even better practice to test every single step of the code (from data loading to figure plotting), a concept known in software development as end-to-end testing <span class="citation" data-cites="GYac9tBn">[<a href="#ref-GYac9tBn" role="doc-biblioref">87</a>]</span>.</p>
+<p>Going beyond testing correctness, tools such as <code>flake8</code> <span class="citation" data-cites="ZNYSO1m0">[<a href="#ref-ZNYSO1m0" role="doc-biblioref">88</a>]</span> will test styling preferences (for complying with PEP8), <code>safety</code> <span class="citation" data-cites="iFiB8Hir">[<a href="#ref-iFiB8Hir" role="doc-biblioref">89</a>]</span> will test for vulnerabilities among the software’s dependencies, and Codecov <span class="citation" data-cites="cEpTMlZc">[<a href="#ref-cEpTMlZc" role="doc-biblioref">63</a>]</span> will test coverage, or the percentage of the codebase tested (as a rule of thumb for the latter, the more lines of code are tested, the more reliable the software will be). All these different types of tests can be funneled into a single testing pipeline that can run automatically whenever desired. This process is known as Continuous Integration (CI), and can be tuned to run locally whenever commits are made, or online whenever a pull request is opened and/or merged. When running locally, an environment manager / command line tool such as <code>tox</code> <span class="citation" data-cites="1Bi82XR9D">[<a href="#ref-1Bi82XR9D" role="doc-biblioref">64</a>]</span> helps to ensure all tests are executed under different python versions. For setting up the CI cycle online, different CI tools such as Travis CI <span class="citation" data-cites="SM1pqdjN">[<a href="#ref-SM1pqdjN" role="doc-biblioref">65</a>]</span> or Circle CI <span class="citation" data-cites="T03Api6e">[<a href="#ref-T03Api6e" role="doc-biblioref">90</a>]</span> exist, and more recently GitHub actions <span class="citation" data-cites="NUXbp429">[<a href="#ref-NUXbp429" role="doc-biblioref">66</a>]</span> has been introduced for running the integration directly from GitHub.</p>
+<p>Having tests is a great way of ensuring our code fulfills a certain level of correctness and styling. However, it is no replacement for a human assessment to determine if the code is correct, necessary, and useful. Therefore, code reviewing is essential whenever developing code in collaboration (Table <a href="#tbl:collaboration-tools">2</a>). Tools such as Crucible <span class="citation" data-cites="6woNTKZi">[<a href="#ref-6woNTKZi" role="doc-biblioref">68</a>]</span> and Upsource <span class="citation" data-cites="LJc9aT8R">[<a href="#ref-LJc9aT8R" role="doc-biblioref">69</a>]</span> exist for making in-line reviews of each file, but the most common approach is to directly review using the online review tools from the hosting service. In the case of GitHub <span class="citation" data-cites="RCh2gb01">[<a href="#ref-RCh2gb01" role="doc-biblioref">67</a>]</span>, this not only allows the reviewer to open a comment in any line of the code (which creates a thread for the original author to reply), but also to suggest changes that can be approved or dismissed. When reviewing, there are a series of things to look for (from functionality to documentation), and good practices to keep in mind (such as phrasing the comments in a constructive way), which are outside of the scope of this review but presented in detail elsewhere <span class="citation" data-cites="FTO2RnTd HnmFW2rl">[<a href="#ref-FTO2RnTd" role="doc-biblioref">91</a>,<a href="#ref-HnmFW2rl" role="doc-biblioref">92</a>]</span>.</p>
 <h3 id="share-data">2.2 Share data</h3>
-<p>The practices of sharing data stem from the same place as with sharing code: we should store our dataset and any changes to it in a repository, and ensure it complies with standards by testing its quality. However, due to data having a more consistent structure than code, as they are often processed and outputted by machines in standard formats, there are additional criteria that should be considered when we share it with collaborators (and later on with the community). The main set of guidelines that represent these criteria were outlined a few years ago in what is known as the FAIR principles <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>: data should be Findable, i.e. easy to find online; Accessible, i.e. easy to access once found; Interoperable, i.e. easy to integrate with other data/applications/workflows/etc.; and Reusable, i.e. presented in a way that allows for others to use it for the same purpose or different settings. For assessing if data is or not FAIR, tools like FAIRshake <span class="citation" data-cites="19KAPSMqo">[<a href="#ref-19KAPSMqo" role="doc-biblioref">91</a>]</span> can be used to determine what is missing.</p>
-<p>For making data findable, research repositories such as Zenodo <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">92</a>]</span> and Figshare <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">93</a>]</span> allow you to assign a digital object identifier (DOI) to any group of files you upload, including data and/or code. Alternatively, regular code repositories like GitHub can be used instead, as you can employ commits and/or releases to identify specific versions of the data (see <a href="#make-your-research-accessible">Section 3.1</a>), in combination with extensions for Large File Storage such as git LFS <span class="citation" data-cites="11GtZ7icJ">[<a href="#ref-11GtZ7icJ" role="doc-biblioref">94</a>]</span>, in the case of data files larger than 100 MB <span class="citation" data-cites="varWEBV8">[<a href="#ref-varWEBV8" role="doc-biblioref">95</a>]</span>. A final alternative is the Data Version Control (DVC) initiative <span class="citation" data-cites="JkrlcwLO">[<a href="#ref-JkrlcwLO" role="doc-biblioref">69</a>]</span>, which is especially useful when doing machine learning, as it can keep track of data, machine learning models, and even scoring metrics.</p>
-<p>For making data accessible, we encourage as much as possible to make your repositories open access, but in cases in which you or your collaborators prefer some restrictions, you can create guest accounts to provide access to private repositories. For making data interoperable, distinctions between raw and clean data have been made <span class="citation" data-cites="3Gx1ESE4">[<a href="#ref-3Gx1ESE4" role="doc-biblioref">58</a>]</span>, with raw data being the files that came out of the measuring device, and clean data the files that are ready to be used for any computational analysis. An important characteristic that clean data should have is to be “tidy”, which is reviewed in detail elsewhere <span class="citation" data-cites="Gtnr8c2U">[<a href="#ref-Gtnr8c2U" role="doc-biblioref">68</a>]</span>. Finally, for making data reusable, thorough documentation of the data is required, including experimental design, measurement units and sources of error.</p>
+<p>The practices of sharing data stem from the same place as with sharing code: we should store our dataset and any changes to it in a repository, and ensure it complies with standards by testing its quality. However, due to data having a more consistent structure than code, as they are often processed and outputted by machines in standard formats, there are additional criteria that should be considered when we share it with collaborators (and later on with the community). The main set of guidelines that represent these criteria were outlined a few years ago in what is known as the FAIR principles <span class="citation" data-cites="6DjakjNS">[<a href="#ref-6DjakjNS" role="doc-biblioref">4</a>]</span>: data should be Findable, i.e. easy to find online; Accessible, i.e. easy to access once found; Interoperable, i.e. easy to integrate with other data/applications/workflows/etc.; and Reusable, i.e. presented in a way that allows for others to use it for the same purpose or different settings. For assessing if data is or not FAIR, tools like FAIRshake <span class="citation" data-cites="19KAPSMqo">[<a href="#ref-19KAPSMqo" role="doc-biblioref">93</a>]</span> can be used to determine what is missing.</p>
+<p>For making data findable, research repositories such as Zenodo <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">94</a>]</span> and Figshare <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">95</a>]</span> allow you to assign a digital object identifier (DOI) to any group of files you upload, including data and/or code. Alternatively, regular code repositories like GitHub can be used instead, as you can employ commits and/or releases to identify specific versions of the data (see <a href="#make-your-research-accessible">Section 3.1</a>), in combination with extensions for Large File Storage such as git LFS <span class="citation" data-cites="11GtZ7icJ">[<a href="#ref-11GtZ7icJ" role="doc-biblioref">96</a>]</span>, in the case of data files larger than 100 MB <span class="citation" data-cites="varWEBV8">[<a href="#ref-varWEBV8" role="doc-biblioref">97</a>]</span>. A final alternative is the Data Version Control (DVC) initiative <span class="citation" data-cites="JkrlcwLO">[<a href="#ref-JkrlcwLO" role="doc-biblioref">71</a>]</span>, which is especially useful when doing machine learning, as it can keep track of data, machine learning models, and even scoring metrics.</p>
+<p>For making data accessible, we encourage as much as possible to make your repositories open access, but in cases in which you or your collaborators prefer some restrictions, you can create guest accounts to provide access to private repositories. For making data interoperable, distinctions between raw and clean data have been made <span class="citation" data-cites="3Gx1ESE4">[<a href="#ref-3Gx1ESE4" role="doc-biblioref">59</a>]</span>, with raw data being the files that came out of the measuring device, and clean data the files that are ready to be used for any computational analysis. An important characteristic that clean data should have is to be “tidy”, which is reviewed in detail elsewhere <span class="citation" data-cites="Gtnr8c2U">[<a href="#ref-Gtnr8c2U" role="doc-biblioref">70</a>]</span>. Finally, for making data reusable, thorough documentation of the data is required, including experimental design, measurement units and sources of error.</p>
 <h3 id="share-data-science-notebooks">2.3 Share data science notebooks</h3>
 <p>As we previously discussed, Jupyter Notebook have become a fundamental tool of data analysis. Notebooks can be shared with collaborators using either static or interactive options. The former, as the name indicates, shares computational notebooks as a rendered text, written internally in HTML. Static notebooks are a good option when you want to avoid any modifications and can work as an archive of past analyses, but interacting with its content is cumbersome—the file must be downloaded and run in a local Jupyter installation. Git-based code repositories, such as GitHub and GitLab, automatically render notebooks that can be later shared using the GitHub repository URL. To facilitate this process, the Project Jupyter provides a web application called NBviewer, where you can paste a Jupyter Notebook’s URL, publicly hosted in GitHub or elsewhere, and renders the file into a static HTML web page with a stable link.</p>
 <p>Interactive notebooks, in the other hand, not only render the file but also allow collaborators to fully interact with it, tinkering parameters or trying new input data—no installation required. The Binder Projects (which is also part of the Project Jupyter) offers the Binder service, where any publicly hosted Git-based repository can be open with a Jupyter Notebook interface. The user can fully interact with any notebook within the repository, although changes will not be saved to the original file. The platforms supports Python and R among other languages, and any additional packages required to run the analysis need to be specified in a configuration file within the repository. Similarly, Jupyter Notebooks can be run interactively using Google CoLaboratory (CoLab), which is available to anyone with a Google account. Notebooks can be updated locally, from any public GitHub repository, or from Google Drive. In both cases, the machines provided by these services are comparable to a modern laptop, hence these tools may not be suitable for computing-intensive tasks.</p>
 <p>Sometimes computational biologists need to work and edit a notebook together. In those cases, notebooks need to be treated as any other piece of code: updates from different collaborators must be managed with version control in a platform such as GitHub. The problem, however, is that Git-based hosting services deal with notebooks as if they were HTML text, where changes between versions are hard to visualize. To better compare these changes, there is NBreview, which renders and display in parallel the old and new versions of a notebook for easy comparison. The tool can be easily installed using your GitHub account.</p>
 <h3 id="share-computational-workflows">2.4 Share computational workflows</h3>
 <p>Computational biology projects often demands using multi-step analyses with dozens of third-party software and dependencies. Although these steps can be shared as documentation, complex workflows are better shared as stand-alone code that can be easily run with minimal file manipulation from collaborators. Doing so can safeguard the reproducibility and replicability of the analysis, leading to better science and less issues down the road.</p>
-<p>The simplest way to share a pipeline is to generate a Bash script that receives input files from the command line, thus, allowing to run it with different input data. However, Bash scripts offer little control over the overall workflow and cannot re-run specific parts of the pipeline. To address these issues, pipelines are better shared using a workflow automation system. Theoretically, all the instructions regarding the workflow could be written in the main pipeline file—in Snakemake, the <code>.smk</code> file (or Snakefile); in Nextflow, te <code>.nf</code> file; in CWL, <code>.cwl</code> file; and in WDL, <code>.wdl</code>. However, to ensure reproducibility, it is a good practice to share complete pipelines, meaning folder structures, additional files and software specification, as well all custom scripts developed for the analysis. These files can be shared using the same tools as other forms of code, namely GitHub or any other Git hosting services. Alternatively, they can be uploaded to hosting services specialized in workflows, like WorkflowHub <span class="citation" data-cites="6YE0Zqqy">[<a href="#ref-6YE0Zqqy" role="doc-biblioref">74</a>]</span>, currently in beta.</p>
+<p>The simplest way to share a pipeline is to generate a Bash script that receives input files from the command line, thus, allowing to run it with different input data. However, Bash scripts offer little control over the overall workflow and cannot re-run specific parts of the pipeline. To address these issues, pipelines are better shared using a workflow automation system. Theoretically, all the instructions regarding the workflow could be written in the main pipeline file—in Snakemake, the <code>.smk</code> file (or Snakefile); in Nextflow, te <code>.nf</code> file; in CWL, <code>.cwl</code> file; and in WDL, <code>.wdl</code>. However, to ensure reproducibility, it is a good practice to share complete pipelines, meaning folder structures, additional files and software specification, as well all custom scripts developed for the analysis. These files can be shared using the same tools as other forms of code, namely GitHub or any other Git hosting services. Alternatively, they can be uploaded to hosting services specialized in workflows, like WorkflowHub <span class="citation" data-cites="6YE0Zqqy">[<a href="#ref-6YE0Zqqy" role="doc-biblioref">76</a>]</span>, currently in beta.</p>
 <p>When sharing workflows, consider that sharing software versioning is necessary for your collaborators to reproduce your pipeline using their own computing setup. Conda environments, for example, can be easily created from an environment file (in YAML language), which can be exported from an existing environment. Notably, Snakemake and Nexflow can be configured to automatically build isolated environments for each rule or step, enabling running different versions of a program within the same pipeline (which is especially helpful when needing both Python 2 and 3 in the same pipeline, for example). Besides sharing the specifications of an environment, it is possible to share the environment itself via containers, using platforms like Docker and Singularity as we will discuss in <a href="#level-3-community">Level 3</a>.</p>
 <h3 id="write-manuscripts-collaboratively">2.5 Write manuscripts collaboratively</h3>
 <p>Writing articles is the main way we share our research with the scientific community at large. However, in a highly interdisciplinary field as computational biology, writing manuscripts is also a collaborative effort. The traditional computer tools for writing documents are not suitable for this type of collaboration, resulting in files with different names, jumping from one e-mail inbox to another, and multiple and even contradictory final versions. Let’s avoid this by streamlining collaborative manuscript writing with tools made for that purpose.</p>
 <p>Big companies have become aware of the need for collaborative writing, developing online applications that can be simultaneously edited by multiple people. Google’s Docs and Microsoft’s Office 365 are well-known word processors designed for this purpose, where the text is displayed with the exact appearance than in a printout (know as <em>What-You-See-Is-What-You-Get</em> , or WYSIWYG) and the text can be formatted making use of the internal features of the application. The advantage of these technologies is that they are extremely user-friendly and require no additional knowledge. They are a good option when one or more of your collaborators seeks simplicity, but they are not specifically tailored for the needs of scientific writing, such as adding references, equations and figures. Fortunately, third-party companies such as Paperpile and Zotero have developed plugins for these applications to add references to your document. Companies like Authorea, on the other hand, have developed their own online application specifically designed for writing manuscripts. Authorea, in particular, offers templates for different types of research projects and allows you to easily add references using identifiers (DOI, PubMed, etc.). Consider, nonetheless, that some collaborators may not want to adopt a new tool exclusively for writing manuscripts.</p>
-<p>In addition to word processors, text editors are a competitive option to write manuscripts when combined with a markup language—a human-readable computer language that uses tags to delineate formatting elements in a document that will be later rendered. Since the formatting process is internally handled by the application, styling elements (headers, text formatting, equations) can be easily written in text, even achieving greater consistency than word processors. Disciplines closely related to computational biology, such as statistics and mathematics, have historically used the markup language LaTeX for writing articles. This language has a specific syntax to write mathematics constructs as simple text, making it a sound choice for papers with lots of equations. To aid collaborative writing, platforms like Overleaf provide online LaTeX editors, supporting features like real-time editing. In addition to LaTeX, an emerging trend in collaborative writing is to use the lightweight markup language Markdown within the GitHub infrastructure. The software Manubot provides a set of functionalities to write scholarly articles within a GitHub repository, leveraging all the advantages of Git version control and the GitHub hosting platform <span class="citation" data-cites="YuJbg3zO">[<a href="#ref-YuJbg3zO" role="doc-biblioref">96</a>]</span>. For example, it provides cloud storage, version control, and facilitates the maintainers’ work by managing updates via pull requests. The GitHub user interface also allows off-line discussions about the manuscript using issues" and task assignment (See level 3 for tips on project management). Manubot, in particular, accepts citations using manuscripts identifiers and automatically renders the article in PDF and HTML formats. As a drawback, it requires technical expertise in Git and familiarity with GitHub; as an upside, its reliable infrastructure scales well to large and open collaborative projects. The document you are reading now was fully written using Manubot!</p>
+<p>In addition to word processors, text editors are a competitive option to write manuscripts when combined with a markup language—a human-readable computer language that uses tags to delineate formatting elements in a document that will be later rendered. Since the formatting process is internally handled by the application, styling elements (headers, text formatting, equations) can be easily written in text, even achieving greater consistency than word processors. Disciplines closely related to computational biology, such as statistics and mathematics, have historically used the markup language LaTeX for writing articles. This language has a specific syntax to write mathematics constructs as simple text, making it a sound choice for papers with lots of equations. To aid collaborative writing, platforms like Overleaf provide online LaTeX editors, supporting features like real-time editing. In addition to LaTeX, an emerging trend in collaborative writing is to use the lightweight markup language Markdown within the GitHub infrastructure. The software Manubot provides a set of functionalities to write scholarly articles within a GitHub repository, leveraging all the advantages of Git version control and the GitHub hosting platform <span class="citation" data-cites="YuJbg3zO">[<a href="#ref-YuJbg3zO" role="doc-biblioref">98</a>]</span>. For example, it provides cloud storage, version control, and facilitates the maintainers’ work by managing updates via pull requests. The GitHub user interface also allows off-line discussions about the manuscript using issues" and task assignment (See level 3 for tips on project management). Manubot, in particular, accepts citations using manuscripts identifiers and automatically renders the article in PDF and HTML formats. As a drawback, it requires technical expertise in Git and familiarity with GitHub; as an upside, its reliable infrastructure scales well to large and open collaborative projects. The document you are reading now was fully written using Manubot!</p>
 <h2 id="level-3-community">Level 3: Community</h2>
 <p>The third and final step of this journey is when you want to present your research to the community. This can already be done shortly after the start of your project, or towards the end, when you are close to publish your results. Either way, the main goal when doing it should be to develop and maintain an open and reproducible computational biology project, that can sustain community engagement over time. Here, we will distinguish 3 sub-goals: Make your research (1) accessible, (2) reproducible and (3) sustainable. The latter is especially relevant when part of the research involves developing code that will be used by others in the future (e.g. a tool or workflow), but we believe that many of those ideas are still relevant to any computational biology project as well.</p>
 <h3 id="make-your-research-accessible">3.1. Make your research accessible</h3>
 <p>Making your research accessible is the first step towards open research. This include ensuring that anyone (inside or outside of academia) can access your research, and that it stays available long after your paper is published. It is extremely frustrating for any researcher to look for software or a set of scripts from a paper published a few years ago, only to find a “404 error” where the code used to be provided. Equally frustrating is whenever authors offer code as “available on request”; this often leads to an email from the supervisor of the project explaining that the developer of the code left years ago and the code is not available anymore.</p>
-<p>There are three main ways in which people publish accompanying code to publications: As supplementary material in the publication it was used, via privately-owned domains, or via public repositories. The first option (publishing the code as supplementary material) has low accessibility if the paper is not open access, as only members of institutions that pay the journal membership will be able to access it. Moreover, it is completely static and cannot ever be updated if a new feature wants to be introduced, or a bug is found. The second option (privately-owned domains) lacks sustainability, as it requires certain maintenance, and either the domain can expire or the website might migrate somewhere else. Therefore, here we argue for the third option (public repositories) because of its accessibility and sustainability over time, as owners can update the code (if necessary) in a git-compliant way, and they don’t need to rely on maintaining a domain and/or servers by themselves. As mentioned before (see <a href="#level-2-collaboration">Level 2: Collaboration</a>), there are several hosting services for this purpose <span class="citation" data-cites="dmEZPbB4 16Oz9VFEk 1E58VA9bS">[<a href="#ref-dmEZPbB4" role="doc-biblioref">50</a>,<a href="#ref-16Oz9VFEk" role="doc-biblioref">51</a>,<a href="#ref-1E58VA9bS" role="doc-biblioref">52</a>]</span> (Table <a href="#tbl:community-tools-1">3</a>), all equally valid depending on where people in your specific field usually publish their tools. Here, several repository-specific tools will be exemplified with GitHub.</p>
+<p>There are three main ways in which people publish accompanying code to publications: As supplementary material in the publication it was used, via privately-owned domains, or via public repositories. The first option (publishing the code as supplementary material) has low accessibility if the paper is not open access, as only members of institutions that pay the journal membership will be able to access it. Moreover, it is completely static and cannot ever be updated if a new feature wants to be introduced, or a bug is found. The second option (privately-owned domains) lacks sustainability, as it requires certain maintenance, and either the domain can expire or the website might migrate somewhere else. Therefore, here we argue for the third option (public repositories) because of its accessibility and sustainability over time, as owners can update the code (if necessary) in a git-compliant way, and they don’t need to rely on maintaining a domain and/or servers by themselves. As mentioned before (see <a href="#level-2-collaboration">Level 2: Collaboration</a>), there are several hosting services for this purpose <span class="citation" data-cites="dmEZPbB4 16Oz9VFEk 1E58VA9bS">[<a href="#ref-dmEZPbB4" role="doc-biblioref">51</a>,<a href="#ref-16Oz9VFEk" role="doc-biblioref">52</a>,<a href="#ref-1E58VA9bS" role="doc-biblioref">53</a>]</span> (Table <a href="#tbl:community-tools-1">3</a>), all equally valid depending on where people in your specific field usually publish their tools. Here, several repository-specific tools will be exemplified with GitHub.</p>
 <div id="tbl:community-tools-1" class="tablenos">
 <table>
 <caption><span>Table 3:</span> Tools for making your research accessible. </caption>
@@ -363,52 +364,52 @@ <h3 id="make-your-research-accessible">3.1. Make your research accessible</h3>
 <tbody>
 <tr class="odd">
 <td>Publish your code</td>
-<td>• <strong>GitHub</strong> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">50</a>]</span><br/>• <strong>GitLab</strong> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">51</a>]</span><br/>• <strong>Bitbucket</strong> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">52</a>]</span></td>
+<td>• <strong>GitHub</strong> <span class="citation" data-cites="dmEZPbB4">[<a href="#ref-dmEZPbB4" role="doc-biblioref">51</a>]</span><br/>• <strong>GitLab</strong> <span class="citation" data-cites="16Oz9VFEk">[<a href="#ref-16Oz9VFEk" role="doc-biblioref">52</a>]</span><br/>• <strong>Bitbucket</strong> <span class="citation" data-cites="1E58VA9bS">[<a href="#ref-1E58VA9bS" role="doc-biblioref">53</a>]</span></td>
 <td>All three options allow you to host your repository online for free. Choose whichever is more common in your own field.</td>
 </tr>
 <tr class="even">
 <td>Introduce your code</td>
-<td>• <strong>README file</strong> <span class="citation" data-cites="16wWVekW1">[<a href="#ref-16wWVekW1" role="doc-biblioref">97</a>]</span>: First file that shows up in a repository. <br/>• <strong>Github Pages</strong> <span class="citation" data-cites="nR2NTYy9">[<a href="#ref-nR2NTYy9" role="doc-biblioref">98</a>]</span>: Separate website.</td>
+<td>• <strong>README file</strong> <span class="citation" data-cites="16wWVekW1">[<a href="#ref-16wWVekW1" role="doc-biblioref">99</a>]</span>: First file that shows up in a repository. <br/>• <strong>Github Pages</strong> <span class="citation" data-cites="nR2NTYy9">[<a href="#ref-nR2NTYy9" role="doc-biblioref">100</a>]</span>: Separate website.</td>
 <td>Provide a landing page to any repository with a short overview of the code (installation, usage, acknowledgments, etc).</td>
 </tr>
 <tr class="odd">
 <td>Share your code</td>
-<td>• Several licensing options <span class="citation" data-cites="Lbp8MQSL">[<a href="#ref-Lbp8MQSL" role="doc-biblioref">99</a>]</span>.</td>
+<td>• Several licensing options <span class="citation" data-cites="Lbp8MQSL">[<a href="#ref-Lbp8MQSL" role="doc-biblioref">101</a>]</span>.</td>
 <td>Indicate with a license file what restrictions apply when using your code. If you don’t include this, you will loose many users.</td>
 </tr>
 <tr class="even">
 <td>Archive your code</td>
-<td>• <strong>Github Releases</strong> <span class="citation" data-cites="146GfpGTF">[<a href="#ref-146GfpGTF" role="doc-biblioref">100</a>]</span><br/>• <strong>Zenodo</strong> <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">92</a>]</span>: Provides DOI.<br/>• <strong>figshare</strong> <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">93</a>]</span>: Provides DOI.</td>
-<td>Share progressive stable versions of your code as you develop it. Use <strong>semantic versioning</strong> <span class="citation" data-cites="13UfgtMhu">[<a href="#ref-13UfgtMhu" role="doc-biblioref">101</a>]</span> for assigning standard identifiers to your releases.</td>
+<td>• <strong>Github Releases</strong> <span class="citation" data-cites="146GfpGTF">[<a href="#ref-146GfpGTF" role="doc-biblioref">102</a>]</span><br/>• <strong>Zenodo</strong> <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">94</a>]</span>: Provides DOI.<br/>• <strong>figshare</strong> <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">95</a>]</span>: Provides DOI.</td>
+<td>Share progressive stable versions of your code as you develop it. Use <strong>semantic versioning</strong> <span class="citation" data-cites="13UfgtMhu">[<a href="#ref-13UfgtMhu" role="doc-biblioref">103</a>]</span> for assigning standard identifiers to your releases.</td>
 </tr>
 <tr class="odd">
 <td>Publish a tool</td>
-<td>• <strong>PyPI</strong> <span class="citation" data-cites="Mduzvxei">[<a href="#ref-Mduzvxei" role="doc-biblioref">102</a>]</span>: Python.<br/>• <strong>CRAN</strong> <span class="citation" data-cites="rWFDdwIs">[<a href="#ref-rWFDdwIs" role="doc-biblioref">103</a>]</span>: R.<br/>• <strong>Bioconductor</strong> <span class="citation" data-cites="10CJ2sJo8">[<a href="#ref-10CJ2sJo8" role="doc-biblioref">104</a>]</span>: R.<br/>• <strong>Bioconda</strong> <span class="citation" data-cites="AvIrTFAn">[<a href="#ref-AvIrTFAn" role="doc-biblioref">105</a>]</span>: Language-agnostic.</td>
+<td>• <strong>PyPI</strong> <span class="citation" data-cites="Mduzvxei">[<a href="#ref-Mduzvxei" role="doc-biblioref">104</a>]</span>: Python.<br/>• <strong>CRAN</strong> <span class="citation" data-cites="rWFDdwIs">[<a href="#ref-rWFDdwIs" role="doc-biblioref">105</a>]</span>: R.<br/>• <strong>Bioconductor</strong> <span class="citation" data-cites="10CJ2sJo8">[<a href="#ref-10CJ2sJo8" role="doc-biblioref">106</a>]</span>: R.<br/>• <strong>Bioconda</strong> <span class="citation" data-cites="AvIrTFAn">[<a href="#ref-AvIrTFAn" role="doc-biblioref">107</a>]</span>: Language-agnostic.</td>
 <td>Produce a package easy to install and use. Especially useful if you think you could have a userbase that will run the same analysis as you on other datasets and/or conditions.</td>
 </tr>
 <tr class="even">
 <td>Publish an interactive web app</td>
-<td>• <strong>Dash</strong> <span class="citation" data-cites="dk80YsaO">[<a href="#ref-dk80YsaO" role="doc-biblioref">106</a>]</span>: Python.<br/>• <strong>R-Shiny</strong> <span class="citation" data-cites="B0TdOflx">[<a href="#ref-B0TdOflx" role="doc-biblioref">107</a>]</span>: R.</td>
+<td>• <strong>Dash</strong> <span class="citation" data-cites="dk80YsaO">[<a href="#ref-dk80YsaO" role="doc-biblioref">108</a>]</span>: Python.<br/>• <strong>R-Shiny</strong> <span class="citation" data-cites="B0TdOflx">[<a href="#ref-B0TdOflx" role="doc-biblioref">109</a>]</span>: R.</td>
 <td>Provide easy and interactive data exploration to your users. Especially useful if you have large datasets that can be explored in different ways.</td>
 </tr>
 </tbody>
 </table>
 </div>
-<p>When publishing any piece of code online, there are two files that are fundamental to include: A readme file and a license. Including a readme file <span class="citation" data-cites="16wWVekW1">[<a href="#ref-16wWVekW1" role="doc-biblioref">97</a>]</span> is about welcoming your users, and introducing them to your code (Table <a href="#tbl:community-tools-1">3</a>): it should include a description about its main intended use, an overview of the installation, the most common commands, a way to contact the developers if problems arise (see <a href="#make-your-research-sustainable">3.3. Make your research sustainable</a> for more details on this), and acknowledgments (if appropriate). We recommend to keep it short: You can include all the details in the documentation of the tool, here we only need a quick overview. The readme file, which can be written in different markup languages such as Markdown <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">108</a>]</span> or reStructuredText <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">109</a>]</span>, will render automatically on the repository’s landing page, below the repository file structure. For improved clarity, you may consider creating a separate landing page: it will unclutter the website’s look by only showing the information of the readme file. All hosting services offer simple ways to do this; in the case of GitHub, you can use GitHub pages <span class="citation" data-cites="nR2NTYy9">[<a href="#ref-nR2NTYy9" role="doc-biblioref">98</a>]</span>.</p>
-<p>Adding a license to a repository is also a crucial step (Table <a href="#tbl:community-tools-1">3</a>). Licenses indicate how the code can be used: Is it free to use for any application? Can users modify the code as they please? Does it come with a warranty that it will work? Can it be used for profit? If a license is not provided, many researchers will choose not to use the code at all, as they won’t have an answer to these questions. For instance, academic users will not know if they are entitled to modify the code for their own research, and users from the industry will not know if the code can be used for profit. Many options exist for licensing code <span class="citation" data-cites="Lbp8MQSL">[<a href="#ref-Lbp8MQSL" role="doc-biblioref">99</a>]</span>, from permissive licenses that allow any kind of use with few or no conditions, like the Unlicense and MIT licenses, to more restrictive licenses that enforce disclosing the source and even requiring that any adaptation of the code uses the same license, like the GNU licenses. Our suggestion is to choose whatever suits your research group best; consider that, as a rule of thumb, the more requirements you add, the less potential users you will have, but the more credit you will receive when users utilize your code for their own needs.</p>
-<p>Working as a computational biologist, you will probably continue lines of work from scripts or software you have already published. For instance, you could improve the performance of a given function or add a new set of features entirely. Therefore, you should not only be interested in making your code accessible, but also in having different versions available. To keep different versions of your code organized as you develop it, it is important to create and archive succeeding releases of your code (Table <a href="#tbl:community-tools-1">3</a>). A good way to do this is with GitHub releases <span class="citation" data-cites="146GfpGTF">[<a href="#ref-146GfpGTF" role="doc-biblioref">100</a>]</span>, which requires minimal effort and shows all versions you have created of your code. An even better way to do this is with research repositories like Zenodo <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">92</a>]</span> or Figshare <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">93</a>]</span>, which not only store your code and data, but also give you a digital object identifier (DOI) for each version, making them citable. This is especially useful when the publication is not available yet, or enough time has passed so that the current version of the code differs widely from what was published. These repositories can even be combined with code repositories, e.g. GitHub has a Zenodo integration that will trigger a new archived version every time a new release is made from GitHub. Regardless of the solution chosen, we recommend keeping some logical order to the releases, using a standard such as semantic versioning <span class="citation" data-cites="13UfgtMhu">[<a href="#ref-13UfgtMhu" role="doc-biblioref">101</a>]</span>.</p>
-<p>In most cases, it is probably enough to provide your code as an organized set of scripts and/or notebooks, for anyone to consult if they wish to reproduce and/or re-utilize it. However, if you believe that your code would be partly or entirely used in a routine-fashion by other researchers, for instance for studying other organisms or other experimental conditions, you could consider packaging your code as a tool (Table <a href="#tbl:community-tools-1">3</a>). If you take this route, aim for using one of the main options for publishing tools as packages: Bioconda <span class="citation" data-cites="AvIrTFAn">[<a href="#ref-AvIrTFAn" role="doc-biblioref">105</a>]</span> is a catch-all solution, but language-specific options also exist, such as PyPI <span class="citation" data-cites="Mduzvxei">[<a href="#ref-Mduzvxei" role="doc-biblioref">102</a>]</span> if you work in Python, or CRAN <span class="citation" data-cites="rWFDdwIs">[<a href="#ref-rWFDdwIs" role="doc-biblioref">103</a>]</span> and Bioconductor <span class="citation" data-cites="10CJ2sJo8">[<a href="#ref-10CJ2sJo8" role="doc-biblioref">104</a>]</span> if you work in R. All of these options will allow you to reach a bigger audience, as packages can be easily searched and installed locally with minimal effort.</p>
-<p>Another common situation in research projects is having data that can be analyzed in many ways. As producing plots that display the data in every conceivable way is unreasonable, a good solution here is to develop an interactive web app (Table <a href="#tbl:community-tools-1">3</a>), also referred to as a data dashboard, that lets users interact with the data, by showing different sets of variables or changing parameter settings (e.g. the significance of a statistical test). Common options for this goal are Dash <span class="citation" data-cites="dk80YsaO">[<a href="#ref-dk80YsaO" role="doc-biblioref">106</a>]</span> for Python and R Shiny <span class="citation" data-cites="B0TdOflx">[<a href="#ref-B0TdOflx" role="doc-biblioref">107</a>]</span> for R.</p>
+<p>When publishing any piece of code online, there are two files that are fundamental to include: A readme file and a license. Including a readme file <span class="citation" data-cites="16wWVekW1">[<a href="#ref-16wWVekW1" role="doc-biblioref">99</a>]</span> is about welcoming your users, and introducing them to your code (Table <a href="#tbl:community-tools-1">3</a>): it should include a description about its main intended use, an overview of the installation, the most common commands, a way to contact the developers if problems arise (see <a href="#make-your-research-sustainable">3.3. Make your research sustainable</a> for more details on this), and acknowledgments (if appropriate). We recommend to keep it short: You can include all the details in the documentation of the tool, here we only need a quick overview. The readme file, which can be written in different markup languages such as Markdown <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">110</a>]</span> or reStructuredText <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">111</a>]</span>, will render automatically on the repository’s landing page, below the repository file structure. For improved clarity, you may consider creating a separate landing page: it will unclutter the website’s look by only showing the information of the readme file. All hosting services offer simple ways to do this; in the case of GitHub, you can use GitHub pages <span class="citation" data-cites="nR2NTYy9">[<a href="#ref-nR2NTYy9" role="doc-biblioref">100</a>]</span>.</p>
+<p>Adding a license to a repository is also a crucial step (Table <a href="#tbl:community-tools-1">3</a>). Licenses indicate how the code can be used: Is it free to use for any application? Can users modify the code as they please? Does it come with a warranty that it will work? Can it be used for profit? If a license is not provided, many researchers will choose not to use the code at all, as they won’t have an answer to these questions. For instance, academic users will not know if they are entitled to modify the code for their own research, and users from the industry will not know if the code can be used for profit. Many options exist for licensing code <span class="citation" data-cites="Lbp8MQSL">[<a href="#ref-Lbp8MQSL" role="doc-biblioref">101</a>]</span>, from permissive licenses that allow any kind of use with few or no conditions, like the Unlicense and MIT licenses, to more restrictive licenses that enforce disclosing the source and even requiring that any adaptation of the code uses the same license, like the GNU licenses. Our suggestion is to choose whatever suits your research group best; consider that, as a rule of thumb, the more requirements you add, the less potential users you will have, but the more credit you will receive when users utilize your code for their own needs.</p>
+<p>Working as a computational biologist, you will probably continue lines of work from scripts or software you have already published. For instance, you could improve the performance of a given function or add a new set of features entirely. Therefore, you should not only be interested in making your code accessible, but also in having different versions available. To keep different versions of your code organized as you develop it, it is important to create and archive succeeding releases of your code (Table <a href="#tbl:community-tools-1">3</a>). A good way to do this is with GitHub releases <span class="citation" data-cites="146GfpGTF">[<a href="#ref-146GfpGTF" role="doc-biblioref">102</a>]</span>, which requires minimal effort and shows all versions you have created of your code. An even better way to do this is with research repositories like Zenodo <span class="citation" data-cites="Z6ni32OG">[<a href="#ref-Z6ni32OG" role="doc-biblioref">94</a>]</span> or Figshare <span class="citation" data-cites="1EMndz0j9">[<a href="#ref-1EMndz0j9" role="doc-biblioref">95</a>]</span>, which not only store your code and data, but also give you a digital object identifier (DOI) for each version, making them citable. This is especially useful when the publication is not available yet, or enough time has passed so that the current version of the code differs widely from what was published. These repositories can even be combined with code repositories, e.g. GitHub has a Zenodo integration that will trigger a new archived version every time a new release is made from GitHub. Regardless of the solution chosen, we recommend keeping some logical order to the releases, using a standard such as semantic versioning <span class="citation" data-cites="13UfgtMhu">[<a href="#ref-13UfgtMhu" role="doc-biblioref">103</a>]</span>.</p>
+<p>In most cases, it is probably enough to provide your code as an organized set of scripts and/or notebooks, for anyone to consult if they wish to reproduce and/or re-utilize it. However, if you believe that your code would be partly or entirely used in a routine-fashion by other researchers, for instance for studying other organisms or other experimental conditions, you could consider packaging your code as a tool (Table <a href="#tbl:community-tools-1">3</a>). If you take this route, aim for using one of the main options for publishing tools as packages: Bioconda <span class="citation" data-cites="AvIrTFAn">[<a href="#ref-AvIrTFAn" role="doc-biblioref">107</a>]</span> is a catch-all solution, but language-specific options also exist, such as PyPI <span class="citation" data-cites="Mduzvxei">[<a href="#ref-Mduzvxei" role="doc-biblioref">104</a>]</span> if you work in Python, or CRAN <span class="citation" data-cites="rWFDdwIs">[<a href="#ref-rWFDdwIs" role="doc-biblioref">105</a>]</span> and Bioconductor <span class="citation" data-cites="10CJ2sJo8">[<a href="#ref-10CJ2sJo8" role="doc-biblioref">106</a>]</span> if you work in R. All of these options will allow you to reach a bigger audience, as packages can be easily searched and installed locally with minimal effort.</p>
+<p>Another common situation in research projects is having data that can be analyzed in many ways. As producing plots that display the data in every conceivable way is unreasonable, a good solution here is to develop an interactive web app (Table <a href="#tbl:community-tools-1">3</a>), also referred to as a data dashboard, that lets users interact with the data, by showing different sets of variables or changing parameter settings (e.g. the significance of a statistical test). Common options for this goal are Dash <span class="citation" data-cites="dk80YsaO">[<a href="#ref-dk80YsaO" role="doc-biblioref">108</a>]</span> for Python and R Shiny <span class="citation" data-cites="B0TdOflx">[<a href="#ref-B0TdOflx" role="doc-biblioref">109</a>]</span> for R.</p>
 <h3 id="make-your-research-reproducible">3.2. Make your research reproducible</h3>
 <p>Having your code/data accessible to anyone is only the first step when sharing software with the research community; you also need to make your research reproducible by anyone. We have already discussed the importance of reproducibility in science when working in a personal project (see <a href="#level-1-personal-research">Level 1</a>); however, when sharing your results with the academic community, this becomes even more paramount, as anyone should be able to execute your code and obtain the same results. This is especially relevant in science, as there is a constant number of people that are new to the field (including undergraduates, postgraduates and senior researchers), many who come from very different backgrounds to try to understand how your code, developed for your own specific niche research area, works.</p>
-<p>A cornerstone for reproducibility is to have a solid documentation: by explaining what your code does, users can understand the intended use of each function, which will guide them on how to achieve your same results. We can distinguish 4 different levels of documentation <span class="citation" data-cites="woYMAGdl">[<a href="#ref-woYMAGdl" role="doc-biblioref">110</a>]</span>:</p>
+<p>A cornerstone for reproducibility is to have a solid documentation: by explaining what your code does, users can understand the intended use of each function, which will guide them on how to achieve your same results. We can distinguish 4 different levels of documentation <span class="citation" data-cites="woYMAGdl">[<a href="#ref-woYMAGdl" role="doc-biblioref">112</a>]</span>:</p>
 <ul>
 <li><em>Tutorials:</em> A group of lessons that teach the reader how to become a user of your code.</li>
 <li><em>How-to guides:</em> A set of documents that clarify to a user how to solve common problems/tasks.</li>
 <li><em>Explanations:</em> Discussions that clarify particular topics related to your code.</li>
 <li><em>References:</em> Technical descriptions of your code’s variables/classes/functions.</li>
 </ul>
-<p>The extent of documentation you write will depend on how many users you expect to have, and conversely will affect how many users you attract. If you foresee that your code has little usability outside of your research, perhaps a solid documentation of each function using docstrings <span class="citation" data-cites="IsDZd09v">[<a href="#ref-IsDZd09v" role="doc-biblioref">111</a>]</span> could be enough. However, you might also want to add a tutorial for a beginner, a couple of how-to guides for frequently used routines, and even some explanations for clarifying the science behind your code. The latter has the added bonus that it can be re-used for the eventual manuscript of your publication. If you are not sure how many users you might get, air on the side of caution and prepare good documentation anyways: you will be surprised to see how often other researchers contact you for reproducing your results and/or using your code for other applications! Finally, to publish comprehensive documentation online, consider using (1) a standard documentation language such as reStructuredText <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">109</a>]</span> or Markdown <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">108</a>]</span>, and (2) a documentation platform such as Readthedocs <span class="citation" data-cites="9HZXe8sx">[<a href="#ref-9HZXe8sx" role="doc-biblioref">112</a>]</span>, Gitbook <span class="citation" data-cites="VjDIpAqq">[<a href="#ref-VjDIpAqq" role="doc-biblioref">113</a>]</span> or Bookdown <span class="citation" data-cites="FMzJsf3g">[<a href="#ref-FMzJsf3g" role="doc-biblioref">114</a>]</span> (Table <a href="#tbl:community-tools-2">4</a>).</p>
+<p>The extent of documentation you write will depend on how many users you expect to have, and conversely will affect how many users you attract. If you foresee that your code has little usability outside of your research, perhaps a solid documentation of each function using docstrings <span class="citation" data-cites="IsDZd09v">[<a href="#ref-IsDZd09v" role="doc-biblioref">113</a>]</span> could be enough. However, you might also want to add a tutorial for a beginner, a couple of how-to guides for frequently used routines, and even some explanations for clarifying the science behind your code. The latter has the added bonus that it can be re-used for the eventual manuscript of your publication. If you are not sure how many users you might get, air on the side of caution and prepare good documentation anyways: you will be surprised to see how often other researchers contact you for reproducing your results and/or using your code for other applications! Finally, to publish comprehensive documentation online, consider using (1) a standard documentation language such as reStructuredText <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">111</a>]</span> or Markdown <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">110</a>]</span>, and (2) a documentation platform such as Readthedocs <span class="citation" data-cites="9HZXe8sx">[<a href="#ref-9HZXe8sx" role="doc-biblioref">114</a>]</span>, Gitbook <span class="citation" data-cites="VjDIpAqq">[<a href="#ref-VjDIpAqq" role="doc-biblioref">115</a>]</span> or Bookdown <span class="citation" data-cites="FMzJsf3g">[<a href="#ref-FMzJsf3g" role="doc-biblioref">116</a>]</span> (Table <a href="#tbl:community-tools-2">4</a>).</p>
 <div id="tbl:community-tools-2" class="tablenos">
 <table>
 <caption><span>Table 4:</span> Tools for making your research reproducible. </caption>
@@ -427,22 +428,22 @@ <h3 id="make-your-research-reproducible">3.2. Make your research reproducible</h
 <tbody>
 <tr class="odd">
 <td>Document your code</td>
-<td>• <strong>Readthedocs</strong> <span class="citation" data-cites="9HZXe8sx">[<a href="#ref-9HZXe8sx" role="doc-biblioref">112</a>]</span>: Uses <strong>reStructuredText</strong> <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">109</a>]</span>.<br/>• <strong>Gitbook</strong> <span class="citation" data-cites="VjDIpAqq">[<a href="#ref-VjDIpAqq" role="doc-biblioref">113</a>]</span>: Uses <strong>Markdown</strong> <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">108</a>]</span>.<br />• <strong>Bookdown</strong> <span class="citation" data-cites="FMzJsf3g">[<a href="#ref-FMzJsf3g" role="doc-biblioref">114</a>]</span>: Uses <strong>R Markdown</strong> <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">45</a>]</span>.</td>
-<td>Comprehensive documentation: from tutorials and how-to guides all the way down to function documentation based on all compiled <strong>docstrings</strong> <span class="citation" data-cites="IsDZd09v">[<a href="#ref-IsDZd09v" role="doc-biblioref">111</a>]</span>.</td>
+<td>• <strong>Readthedocs</strong> <span class="citation" data-cites="9HZXe8sx">[<a href="#ref-9HZXe8sx" role="doc-biblioref">114</a>]</span>: Uses <strong>reStructuredText</strong> <span class="citation" data-cites="RPjXsSC8">[<a href="#ref-RPjXsSC8" role="doc-biblioref">111</a>]</span>.<br/>• <strong>Gitbook</strong> <span class="citation" data-cites="VjDIpAqq">[<a href="#ref-VjDIpAqq" role="doc-biblioref">115</a>]</span>: Uses <strong>Markdown</strong> <span class="citation" data-cites="LSHekw4z">[<a href="#ref-LSHekw4z" role="doc-biblioref">110</a>]</span>.<br />• <strong>Bookdown</strong> <span class="citation" data-cites="FMzJsf3g">[<a href="#ref-FMzJsf3g" role="doc-biblioref">116</a>]</span>: Uses <strong>R Markdown</strong> <span class="citation" data-cites="DJNUoP3l">[<a href="#ref-DJNUoP3l" role="doc-biblioref">46</a>]</span>.</td>
+<td>Comprehensive documentation: from tutorials and how-to guides all the way down to function documentation based on all compiled <strong>docstrings</strong> <span class="citation" data-cites="IsDZd09v">[<a href="#ref-IsDZd09v" role="doc-biblioref">113</a>]</span>.</td>
 </tr>
 <tr class="even">
 <td>Reproducible environments</td>
-<td>• <strong>Virtual environment managers</strong>: See Table 1.<br/>• <strong>pip-tools</strong> <span class="citation" data-cites="dvOzCOyW">[<a href="#ref-dvOzCOyW" role="doc-biblioref">115</a>]</span>: Administer several environments in a single project.</td>
+<td>• <strong>Virtual environment managers</strong>: See Table 1.<br/>• <strong>pip-tools</strong> <span class="citation" data-cites="dvOzCOyW">[<a href="#ref-dvOzCOyW" role="doc-biblioref">117</a>]</span>: Administer several environments in a single project.</td>
 <td>As a recommendation, try having the minimum number of dependencies needed to reproduce your results.</td>
 </tr>
 <tr class="odd">
 <td>Reproducible software</td>
-<td>• <strong>Docker</strong> <span class="citation" data-cites="rmvJ2O0Q">[<a href="#ref-rmvJ2O0Q" role="doc-biblioref">116</a>]</span><br/>• <strong>Singularity</strong> <span class="citation" data-cites="99QkJBoF">[<a href="#ref-99QkJBoF" role="doc-biblioref">117</a>]</span></td>
+<td>• <strong>Docker</strong> <span class="citation" data-cites="rmvJ2O0Q">[<a href="#ref-rmvJ2O0Q" role="doc-biblioref">118</a>]</span><br/>• <strong>Singularity</strong> <span class="citation" data-cites="99QkJBoF">[<a href="#ref-99QkJBoF" role="doc-biblioref">119</a>]</span></td>
 <td>Package your research as a container ready to run in any computer.</td>
 </tr>
 <tr class="even">
 <td>Reproducible commands</td>
-<td>• <strong>Make</strong> <span class="citation" data-cites="5iKCi5fm">[<a href="#ref-5iKCi5fm" role="doc-biblioref">20</a>]</span></td>
+<td>• <strong>Make</strong> <span class="citation" data-cites="5iKCi5fm">[<a href="#ref-5iKCi5fm" role="doc-biblioref">21</a>]</span></td>
 <td>Build a program by following a series of steps in a single Makefile.</td>
 </tr>
 <tr class="odd">
@@ -458,12 +459,12 @@ <h3 id="make-your-research-reproducible">3.2. Make your research reproducible</h
 </tbody>
 </table>
 </div>
-<p>A key aspect of code reproducibility is to share dependencies along with the code itself. As we discuss in Level 1, virtual environment managers handle dependency tracking and facilitate software installation for users. For Python, a tool worth using when defining environments is pip-tools <span class="citation" data-cites="dvOzCOyW">[<a href="#ref-dvOzCOyW" role="doc-biblioref">115</a>]</span>, which allows to define different environments for a single project, depending on who accesses the project. For instance, you might want users to use a wider number of dependencies for increased flexibility, but the CI tool to only have a minimal number of dependencies for improved efficiency.</p>
-<p>Beyond dependency trackers, you might also want to ensure your tool behaves in the same way across computing environments, even between two different operative systems (e.g. Mac and Windows). The best solution for this is to use a container (Table <a href="#tbl:community-tools-2">4</a>), which is a standardized unit of software that runs using an isolated filesystem known as a container image. This image contains not only the needed dependencies, but also any configurations, binary files, environmental variables, etc., that the software needs for running, and can be built from a text file with all the instructions. The two main tools available for creating containers for free are Docker <span class="citation" data-cites="rmvJ2O0Q">[<a href="#ref-rmvJ2O0Q" role="doc-biblioref">116</a>]</span> and Singularity <span class="citation" data-cites="99QkJBoF">[<a href="#ref-99QkJBoF" role="doc-biblioref">117</a>]</span>.</p>
+<p>A key aspect of code reproducibility is to share dependencies along with the code itself. As we discuss in Level 1, virtual environment managers handle dependency tracking and facilitate software installation for users. For Python, a tool worth using when defining environments is pip-tools <span class="citation" data-cites="dvOzCOyW">[<a href="#ref-dvOzCOyW" role="doc-biblioref">117</a>]</span>, which allows to define different environments for a single project, depending on who accesses the project. For instance, you might want users to use a wider number of dependencies for increased flexibility, but the CI tool to only have a minimal number of dependencies for improved efficiency.</p>
+<p>Beyond dependency trackers, you might also want to ensure your tool behaves in the same way across computing environments, even between two different operative systems (e.g. Mac and Windows). The best solution for this is to use a container (Table <a href="#tbl:community-tools-2">4</a>), which is a standardized unit of software that runs using an isolated filesystem known as a container image. This image contains not only the needed dependencies, but also any configurations, binary files, environmental variables, etc., that the software needs for running, and can be built from a text file with all the instructions. The two main tools available for creating containers for free are Docker <span class="citation" data-cites="rmvJ2O0Q">[<a href="#ref-rmvJ2O0Q" role="doc-biblioref">118</a>]</span> and Singularity <span class="citation" data-cites="99QkJBoF">[<a href="#ref-99QkJBoF" role="doc-biblioref">119</a>]</span>.</p>
 <p>Sometimes it is necessary to ensure the user follows a series of sequential commands in a specific order, for example, when setting up a specific configuration. To automate this process, Linux systems provide the tool Make (which is also used by containers). Additionally, complex workflows, like a pipeline for analyzing next-generation sequencing (NGS) data, are more reproducible when using workflow management systems (as mentioned in <a href="#level-1-personal-research">Level 1</a>), while data science notebooks, in the other hand, benefit from being published in interactive applications that anyone can run from their own setup (as mentioned in <a href="#level-2-collaboration">Level 2</a>).</p>
 <h3 id="make-your-research-sustainable">3.3. Make your research sustainable</h3>
-<p>Now that your research can be accessed and reproduced by anyone, the final step is to keep it like that over time—also known as code maintenance. This is especially relevant if you carry the research further by integrating new features requested by your users, which fosters a strong community over time. However, even in the case in which your research is a self-contained project that will not be continued, it is still important to ensure that your user community has ways to contact you, in case bugs are discovered or parts of your code do not work anymore due to dependencies updates (a common phenomenon part of the “software rot” phenomenon <span class="citation" data-cites="TOmDDCcd">[<a href="#ref-TOmDDCcd" role="doc-biblioref">118</a>]</span>). In the following section, we will therefore review useful techniques for making your code/software/research sustainable over time.</p>
-<p>Different tools can be used as communication channels between you and your users depending on the size of your user-base and the scope of the questions you receive (Table <a href="#tbl:community-tools-3">5</a>). For smaller projects, where there are only questions once in a while, a single-channel solution like Gitter <span class="citation" data-cites="iXfPU3Cy">[<a href="#ref-iXfPU3Cy" role="doc-biblioref">119</a>]</span> is probably enough, as it offers a simple way for anyone in the community to ask questions, and any of the developers to answer in threads. For larger projects, however, it could become unmanageable to have all discussions in the same channel, so multiple-channel solutions, i.e. forums, are better suited. Google groups <span class="citation" data-cites="6v98AMba">[<a href="#ref-6v98AMba" role="doc-biblioref">120</a>]</span> is a good example that works well for large pieces of software, as it allows for anyone to open separate threads for different issues. As discussed in <a href="#level-2-collaboration">Level 2</a>, GitHub allows to open GitHub Issues where collaborators or users can inform about bugs or ask questions. Additionally, GitHub recently introduced GitHub Discussions <span class="citation" data-cites="E0tpYdxU">[<a href="#ref-E0tpYdxU" role="doc-biblioref">121</a>]</span>, also meant for keeping questions organized in different threads.</p>
+<p>Now that your research can be accessed and reproduced by anyone, the final step is to keep it like that over time—also known as code maintenance. This is especially relevant if you carry the research further by integrating new features requested by your users, which fosters a strong community over time. However, even in the case in which your research is a self-contained project that will not be continued, it is still important to ensure that your user community has ways to contact you, in case bugs are discovered or parts of your code do not work anymore due to dependencies updates (a common phenomenon part of the “software rot” phenomenon <span class="citation" data-cites="TOmDDCcd">[<a href="#ref-TOmDDCcd" role="doc-biblioref">120</a>]</span>). In the following section, we will therefore review useful techniques for making your code/software/research sustainable over time.</p>
+<p>Different tools can be used as communication channels between you and your users depending on the size of your user-base and the scope of the questions you receive (Table <a href="#tbl:community-tools-3">5</a>). For smaller projects, where there are only questions once in a while, a single-channel solution like Gitter <span class="citation" data-cites="iXfPU3Cy">[<a href="#ref-iXfPU3Cy" role="doc-biblioref">121</a>]</span> is probably enough, as it offers a simple way for anyone in the community to ask questions, and any of the developers to answer in threads. For larger projects, however, it could become unmanageable to have all discussions in the same channel, so multiple-channel solutions, i.e. forums, are better suited. Google groups <span class="citation" data-cites="6v98AMba">[<a href="#ref-6v98AMba" role="doc-biblioref">122</a>]</span> is a good example that works well for large pieces of software, as it allows for anyone to open separate threads for different issues. As discussed in <a href="#level-2-collaboration">Level 2</a>, GitHub allows to open GitHub Issues where collaborators or users can inform about bugs or ask questions. Additionally, GitHub recently introduced GitHub Discussions <span class="citation" data-cites="E0tpYdxU">[<a href="#ref-E0tpYdxU" role="doc-biblioref">123</a>]</span>, also meant for keeping questions organized in different threads.</p>
 <div id="tbl:community-tools-3" class="tablenos">
 <table>
 <caption><span>Table 5:</span> Tools for making your research sustainable. </caption>
@@ -482,48 +483,48 @@ <h3 id="make-your-research-sustainable">3.3. Make your research sustainable</h3>
 <tbody>
 <tr class="odd">
 <td>Tell users how to contact you</td>
-<td>• Specific/shorter questions: <strong>Gitter</strong> <span class="citation" data-cites="iXfPU3Cy">[<a href="#ref-iXfPU3Cy" role="doc-biblioref">119</a>]</span>.<br/>• Larger issues / how-to’s: <strong>Google groups</strong> <span class="citation" data-cites="6v98AMba">[<a href="#ref-6v98AMba" role="doc-biblioref">120</a>]</span>, <strong>GitHub Discussions</strong> <span class="citation" data-cites="E0tpYdxU">[<a href="#ref-E0tpYdxU" role="doc-biblioref">121</a>]</span>.</td>
+<td>• Specific/shorter questions: <strong>Gitter</strong> <span class="citation" data-cites="iXfPU3Cy">[<a href="#ref-iXfPU3Cy" role="doc-biblioref">121</a>]</span>.<br/>• Larger issues / how-to’s: <strong>Google groups</strong> <span class="citation" data-cites="6v98AMba">[<a href="#ref-6v98AMba" role="doc-biblioref">122</a>]</span>, <strong>GitHub Discussions</strong> <span class="citation" data-cites="E0tpYdxU">[<a href="#ref-E0tpYdxU" role="doc-biblioref">123</a>]</span>.</td>
 <td>Provide ways for users to contact you for questions, requests, etc. Remember to visit them periodically!</td>
 </tr>
 <tr class="even">
 <td>Track to-do’s in your research</td>
-<td>• <strong>Github Issues</strong> <span class="citation" data-cites="5HELQ2ms">[<a href="#ref-5HELQ2ms" role="doc-biblioref">122</a>]</span></td>
+<td>• <strong>Github Issues</strong> <span class="citation" data-cites="5HELQ2ms">[<a href="#ref-5HELQ2ms" role="doc-biblioref">124</a>]</span></td>
 <td>Detail specific pending to-do’s in your research / allow others to request changes and/or highlight bugs.</td>
 </tr>
 <tr class="odd">
 <td>Encourage user contributions</td>
-<td>• <strong>Contribution guidelines</strong> <span class="citation" data-cites="ep7wwgWj">[<a href="#ref-ep7wwgWj" role="doc-biblioref">123</a>]</span>: How to open issues / contribute code.<br/>• <strong>Github Wikis</strong> <span class="citation" data-cites="pVl1NEXZ">[<a href="#ref-pVl1NEXZ" role="doc-biblioref">124</a>]</span>: More specific how-to guides.</td>
+<td>• <strong>Contribution guidelines</strong> <span class="citation" data-cites="ep7wwgWj">[<a href="#ref-ep7wwgWj" role="doc-biblioref">125</a>]</span>: How to open issues / contribute code.<br/>• <strong>Github Wikis</strong> <span class="citation" data-cites="pVl1NEXZ">[<a href="#ref-pVl1NEXZ" role="doc-biblioref">126</a>]</span>: More specific how-to guides.</td>
 <td>Provide as much information as you can to guide your users. You can also include administrator guidelines.</td>
 </tr>
 <tr class="even">
 <td>Foster a respectful community</td>
-<td>• Smaller projects: <strong>Contributor Covenant</strong> <span class="citation" data-cites="115FgZQh6">[<a href="#ref-115FgZQh6" role="doc-biblioref">125</a>]</span>.<br/>• Larger projects: <strong>Citizen Code of Conduct</strong> <span class="citation" data-cites="qcPNBi0h">[<a href="#ref-qcPNBi0h" role="doc-biblioref">126</a>]</span>.</td>
+<td>• Smaller projects: <strong>Contributor Covenant</strong> <span class="citation" data-cites="115FgZQh6">[<a href="#ref-115FgZQh6" role="doc-biblioref">127</a>]</span>.<br/>• Larger projects: <strong>Citizen Code of Conduct</strong> <span class="citation" data-cites="qcPNBi0h">[<a href="#ref-qcPNBi0h" role="doc-biblioref">128</a>]</span>.</td>
 <td>Essential when you would like researchers to contribute code.</td>
 </tr>
 <tr class="odd">
 <td>Branch your repo sustainably</td>
-<td>• <strong>Gitflow</strong> <span class="citation" data-cites="1Ei7XPHmQ">[<a href="#ref-1Ei7XPHmQ" role="doc-biblioref">127</a>]</span></td>
+<td>• <strong>Gitflow</strong> <span class="citation" data-cites="1Ei7XPHmQ">[<a href="#ref-1Ei7XPHmQ" role="doc-biblioref">129</a>]</span></td>
 <td>Useful when several developers contribute code to the project. Allows users to get access to stable versions of your research in an ongoing project.</td>
 </tr>
 <tr class="even">
 <td>Keep track of your issues</td>
-<td>• <strong>Kanban flowcharts</strong> <span class="citation" data-cites="zcUBK27J">[<a href="#ref-zcUBK27J" role="doc-biblioref">128</a>]</span>: <strong>Github Projects</strong> <span class="citation" data-cites="ssoXtriL">[<a href="#ref-ssoXtriL" role="doc-biblioref">129</a>]</span>, <strong>GitKraken Boards</strong> <span class="citation" data-cites="QrHcaBPj">[<a href="#ref-QrHcaBPj" role="doc-biblioref">130</a>]</span>.<br/>• <strong>Scrum practices</strong> <span class="citation" data-cites="LLiWj74b">[<a href="#ref-LLiWj74b" role="doc-biblioref">131</a>]</span>: <strong>Zenhub</strong> <span class="citation" data-cites="rX7VZWos">[<a href="#ref-rX7VZWos" role="doc-biblioref">132</a>]</span>, <strong>Jira</strong> <span class="citation" data-cites="a6SmwGuV">[<a href="#ref-a6SmwGuV" role="doc-biblioref">133</a>]</span>.</td>
-<td>Keep track of your pending tasks in different projects with <strong>Agile</strong> <span class="citation" data-cites="qOcBF2oS">[<a href="#ref-qOcBF2oS" role="doc-biblioref">134</a>]</span> software development practices. Especially useful if your research is split in many different repositories, each with multiple features/fixes to do.</td>
+<td>• <strong>Kanban flowcharts</strong> <span class="citation" data-cites="zcUBK27J">[<a href="#ref-zcUBK27J" role="doc-biblioref">130</a>]</span>: <strong>Github Projects</strong> <span class="citation" data-cites="ssoXtriL">[<a href="#ref-ssoXtriL" role="doc-biblioref">131</a>]</span>, <strong>GitKraken Boards</strong> <span class="citation" data-cites="QrHcaBPj">[<a href="#ref-QrHcaBPj" role="doc-biblioref">132</a>]</span>.<br/>• <strong>Scrum practices</strong> <span class="citation" data-cites="LLiWj74b">[<a href="#ref-LLiWj74b" role="doc-biblioref">133</a>]</span>: <strong>Zenhub</strong> <span class="citation" data-cites="rX7VZWos">[<a href="#ref-rX7VZWos" role="doc-biblioref">134</a>]</span>, <strong>Jira</strong> <span class="citation" data-cites="a6SmwGuV">[<a href="#ref-a6SmwGuV" role="doc-biblioref">135</a>]</span>.</td>
+<td>Keep track of your pending tasks in different projects with <strong>Agile</strong> <span class="citation" data-cites="qOcBF2oS">[<a href="#ref-qOcBF2oS" role="doc-biblioref">136</a>]</span> software development practices. Especially useful if your research is split in many different repositories, each with multiple features/fixes to do.</td>
 </tr>
 <tr class="odd">
 <td>Automate your repo</td>
-<td>• <strong>bump2version</strong> <span class="citation" data-cites="1UVh4XJi">[<a href="#ref-1UVh4XJi" role="doc-biblioref">135</a>]</span>: Easier releasing.<br/>• <strong>Danger-CI</strong> <span class="citation" data-cites="SXI7Canc">[<a href="#ref-SXI7Canc" role="doc-biblioref">136</a>]</span>: Easier reviewing.</td>
+<td>• <strong>bump2version</strong> <span class="citation" data-cites="1UVh4XJi">[<a href="#ref-1UVh4XJi" role="doc-biblioref">137</a>]</span>: Easier releasing.<br/>• <strong>Danger-CI</strong> <span class="citation" data-cites="SXI7Canc">[<a href="#ref-SXI7Canc" role="doc-biblioref">138</a>]</span>: Easier reviewing.</td>
 <td>Do less, script more!</td>
 </tr>
 </tbody>
 </table>
 </div>
-<p>Now that your users know <em>where</em> to contact you, you should also tell them <em>how</em> to contact you. For this, it is essential to have a file with contribution guidelines <span class="citation" data-cites="ep7wwgWj">[<a href="#ref-ep7wwgWj" role="doc-biblioref">123</a>]</span> (Table <a href="#tbl:community-tools-3">5</a>), detailing how users should (1) open issues and (2) contribute with their own code changes via PRs. These guidelines are mainly intended for new users/contributors, so they should be written in the style of a <em>how-to</em> guide; however, they may also include additional instructions for the main developers, or even the administrator of the repository. Alternatively, those detailed guidelines can be included in a supplemental wiki, which hosting services offer as part of the repository <span class="citation" data-cites="pVl1NEXZ">[<a href="#ref-pVl1NEXZ" role="doc-biblioref">124</a>]</span>. Equally important as the contribution guidelines is the code of conduct (Table <a href="#tbl:community-tools-3">5</a>), which includes guidelines on how to behave when engaging with the community in the repository and what to do if someone does not comply, promoting a respectful community. Several templates exist as code of conduct, such as the Contributor Covenant <span class="citation" data-cites="115FgZQh6">[<a href="#ref-115FgZQh6" role="doc-biblioref">125</a>]</span> for smaller projects, and the Citizen Code of Conduct <span class="citation" data-cites="qcPNBi0h">[<a href="#ref-qcPNBi0h" role="doc-biblioref">126</a>]</span> for larger projects.</p>
+<p>Now that your users know <em>where</em> to contact you, you should also tell them <em>how</em> to contact you. For this, it is essential to have a file with contribution guidelines <span class="citation" data-cites="ep7wwgWj">[<a href="#ref-ep7wwgWj" role="doc-biblioref">125</a>]</span> (Table <a href="#tbl:community-tools-3">5</a>), detailing how users should (1) open issues and (2) contribute with their own code changes via PRs. These guidelines are mainly intended for new users/contributors, so they should be written in the style of a <em>how-to</em> guide; however, they may also include additional instructions for the main developers, or even the administrator of the repository. Alternatively, those detailed guidelines can be included in a supplemental wiki, which hosting services offer as part of the repository <span class="citation" data-cites="pVl1NEXZ">[<a href="#ref-pVl1NEXZ" role="doc-biblioref">126</a>]</span>. Equally important as the contribution guidelines is the code of conduct (Table <a href="#tbl:community-tools-3">5</a>), which includes guidelines on how to behave when engaging with the community in the repository and what to do if someone does not comply, promoting a respectful community. Several templates exist as code of conduct, such as the Contributor Covenant <span class="citation" data-cites="115FgZQh6">[<a href="#ref-115FgZQh6" role="doc-biblioref">127</a>]</span> for smaller projects, and the Citizen Code of Conduct <span class="citation" data-cites="qcPNBi0h">[<a href="#ref-qcPNBi0h" role="doc-biblioref">128</a>]</span> for larger projects.</p>
 <p>Finally, ensuring sustainability of your project means not only allowing and encouraging users contacting you, but also smarter ways to develop and maintain your software as it grows in scope and number of users. This includes:</p>
 <ol type="1">
-<li><p><em>Branching System:</em> When many developers are involved in a project, you want to ensure that users can access functional versions of your code while you work on it. In this case, more advanced branching methods such as GitFlow <span class="citation" data-cites="1Ei7XPHmQ">[<a href="#ref-1Ei7XPHmQ" role="doc-biblioref">127</a>]</span> might be preferable (Table <a href="#tbl:community-tools-3">5</a>). With GitFlow, an additional development branch (often named as <code>devel</code>) is used as main branch for new branches to be based on, leaving the master branch as a separate branch only for stable versions of the code, and a merge from development to master always invoking a code release. This way, users can directly access the master branch for tested releases, whereas the latest additions of the code, perhaps not 100% tested, will be available for developers to further work on in the development branch. Additional branches can be added depending on the scope of the project, such as specific version branches in case further testing is needed, or hotfix branches, in case bugs are detected in master and a quick solution is required.</p></li>
-<li><p><em>Project Management:</em> Although issues are fundamental for keeping track of what is there to do, they can become hard to organize and prioritize as they grow in number. Several project management tools exist to solve this (Table <a href="#tbl:community-tools-3">5</a>), all based on Agile <span class="citation" data-cites="qOcBF2oS">[<a href="#ref-qOcBF2oS" role="doc-biblioref">134</a>]</span> principles. The most simple one is to have a Kanban board <span class="citation" data-cites="zcUBK27J">[<a href="#ref-zcUBK27J" role="doc-biblioref">128</a>]</span>, where issues are organized in as many columns as necessary to have a clear layout and figure out what is the current state of a given task. Tools like GitHub Projects <span class="citation" data-cites="ssoXtriL">[<a href="#ref-ssoXtriL" role="doc-biblioref">129</a>]</span> or GitKraken Boards <span class="citation" data-cites="QrHcaBPj">[<a href="#ref-QrHcaBPj" role="doc-biblioref">130</a>]</span> use this approach. For Larger projects with either several collaborators and/or several repositories, a more structured approach such as a Scrum framework <span class="citation" data-cites="LLiWj74b">[<a href="#ref-LLiWj74b" role="doc-biblioref">131</a>]</span> might be needed, as issues are more easily prioritized by setting milestones and estimating difficulties. Both Zenhub <span class="citation" data-cites="rX7VZWos">[<a href="#ref-rX7VZWos" role="doc-biblioref">132</a>]</span> and Jira <span class="citation" data-cites="a6SmwGuV">[<a href="#ref-a6SmwGuV" role="doc-biblioref">133</a>]</span> are great options for this.</p></li>
-<li><p><em>Additional Automation:</em> As you develop your project, you will find that many aspects can be automated to improve efficiency. Want to make releasing faster to ensure all sections of your code get updated with the new release? bump2version <span class="citation" data-cites="1UVh4XJi">[<a href="#ref-1UVh4XJi" role="doc-biblioref">135</a>]</span> might help. Want to make sure contributors comply with certain standards in their pull requests, or even locally? Look into Danger-CI <span class="citation" data-cites="SXI7Canc">[<a href="#ref-SXI7Canc" role="doc-biblioref">136</a>]</span> or git hooks <span class="citation" data-cites="JKpPPQzZ">[<a href="#ref-JKpPPQzZ" role="doc-biblioref">137</a>]</span>. Note here that we advice against implementing all of this from the start, but instead adding different tools as you realize you need them. If you find yourself performing a task in a routinely fashion, ask yourself if you could automate it. More often than not the answer is yes!</p></li>
+<li><p><em>Branching System:</em> When many developers are involved in a project, you want to ensure that users can access functional versions of your code while you work on it. In this case, more advanced branching methods such as GitFlow <span class="citation" data-cites="1Ei7XPHmQ">[<a href="#ref-1Ei7XPHmQ" role="doc-biblioref">129</a>]</span> might be preferable (Table <a href="#tbl:community-tools-3">5</a>). With GitFlow, an additional development branch (often named as <code>devel</code>) is used as main branch for new branches to be based on, leaving the master branch as a separate branch only for stable versions of the code, and a merge from development to master always invoking a code release. This way, users can directly access the master branch for tested releases, whereas the latest additions of the code, perhaps not 100% tested, will be available for developers to further work on in the development branch. Additional branches can be added depending on the scope of the project, such as specific version branches in case further testing is needed, or hotfix branches, in case bugs are detected in master and a quick solution is required.</p></li>
+<li><p><em>Project Management:</em> Although issues are fundamental for keeping track of what is there to do, they can become hard to organize and prioritize as they grow in number. Several project management tools exist to solve this (Table <a href="#tbl:community-tools-3">5</a>), all based on Agile <span class="citation" data-cites="qOcBF2oS">[<a href="#ref-qOcBF2oS" role="doc-biblioref">136</a>]</span> principles. The most simple one is to have a Kanban board <span class="citation" data-cites="zcUBK27J">[<a href="#ref-zcUBK27J" role="doc-biblioref">130</a>]</span>, where issues are organized in as many columns as necessary to have a clear layout and figure out what is the current state of a given task. Tools like GitHub Projects <span class="citation" data-cites="ssoXtriL">[<a href="#ref-ssoXtriL" role="doc-biblioref">131</a>]</span> or GitKraken Boards <span class="citation" data-cites="QrHcaBPj">[<a href="#ref-QrHcaBPj" role="doc-biblioref">132</a>]</span> use this approach. For Larger projects with either several collaborators and/or several repositories, a more structured approach such as a Scrum framework <span class="citation" data-cites="LLiWj74b">[<a href="#ref-LLiWj74b" role="doc-biblioref">133</a>]</span> might be needed, as issues are more easily prioritized by setting milestones and estimating difficulties. Both Zenhub <span class="citation" data-cites="rX7VZWos">[<a href="#ref-rX7VZWos" role="doc-biblioref">134</a>]</span> and Jira <span class="citation" data-cites="a6SmwGuV">[<a href="#ref-a6SmwGuV" role="doc-biblioref">135</a>]</span> are great options for this.</p></li>
+<li><p><em>Additional Automation:</em> As you develop your project, you will find that many aspects can be automated to improve efficiency. Want to make releasing faster to ensure all sections of your code get updated with the new release? bump2version <span class="citation" data-cites="1UVh4XJi">[<a href="#ref-1UVh4XJi" role="doc-biblioref">137</a>]</span> might help. Want to make sure contributors comply with certain standards in their pull requests, or even locally? Look into Danger-CI <span class="citation" data-cites="SXI7Canc">[<a href="#ref-SXI7Canc" role="doc-biblioref">138</a>]</span> or git hooks <span class="citation" data-cites="JKpPPQzZ">[<a href="#ref-JKpPPQzZ" role="doc-biblioref">139</a>]</span>. Note here that we advice against implementing all of this from the start, but instead adding different tools as you realize you need them. If you find yourself performing a task in a routinely fashion, ask yourself if you could automate it. More often than not the answer is yes!</p></li>
 </ol>
 <h2 id="case-studies">Case Studies</h2>
 <p>We will now exemplify the use of all the introduced tools by presenting three different computational biology projects from the literature, detailing which tools are beneficial for those types of projects, depending on their scope and magnitude (Figure <a href="#fig:cases-fig">2</a>) (two more cases are presented in <a href="#supplementary-material">Supplementary Material</a>). Note that this is a non-comprehensive list, but it is rather intended as a short overview of how can projects in computational biology benefit from robust computational tools and good software development practices. Additionally, it will be quickly evident by reading these case studies that there is a lot of repetition in the chosen tools. For instance, all projects include an environment manager such as Conda, and a version control system like Git. This repetition is intentional, as it denotes that some tools, especially the ones at the personal research level, are ubiquitous in computational biology and can benefit any project in the field.</p>
@@ -533,15 +534,15 @@ <h2 id="case-studies">Case Studies</h2>
 </figure>
 </div>
 <h3 id="case-study-1-genomic-variant-detection-in-a-large-cohort">Case study 1: Genomic variant detection in a large cohort</h3>
-<p>Nowadays, the availability and affordability of NGS allows routine sequencing of dozens to even thousands of individuals. These resequencing experiments enable discovery and genotyping of genomic variation within large cohorts to answer key questions regarding population history and susceptibility to disease. For this example, let’s consider a project including whole-genome Illumina sequencing and variant calling in thousands of individuals such as <span class="citation" data-cites="qRqqDo0w">[<a href="#ref-qRqqDo0w" role="doc-biblioref">138</a>]</span>. In a project of this nature, the challenge resides on applying a multi-step variant calling pipeline on a big sample size in a reproducible manner.</p>
+<p>Nowadays, the availability and affordability of NGS allows routine sequencing of dozens to even thousands of individuals. These resequencing experiments enable discovery and genotyping of genomic variation within large cohorts to answer key questions regarding population history and susceptibility to disease. For this example, let’s consider a project including whole-genome Illumina sequencing and variant calling in thousands of individuals such as <span class="citation" data-cites="qRqqDo0w">[<a href="#ref-qRqqDo0w" role="doc-biblioref">140</a>]</span>. In a project of this nature, the challenge resides on applying a multi-step variant calling pipeline on a big sample size in a reproducible manner.</p>
 <p>In this particular project, the authors utilized the AnVil cloud computing platform, which uses WDL for workflow description. However, if you have access to an HPC, then a project of this nature can be done using the workflow automation tool Snakemake, using Python to parse sample names and perform other data handling operations, and following Snakemake’s recommendation for folder structure. A Conda environment can hold all necessary software since Bioconda contains a wide array of software designed for genomics analyses. The actual coding of the workflow can be done in any text editor that offers easy integration with Git commands and Git hosting repository, such as Atom or Visual Studio Code. Although there are no formal styling rules for Snakefiles, embrace consisting variable and rule naming, and comment your code when needed.</p>
 <p>A project of this magnitude will usually imply collaborators from other research groups. The pipelines and scripts can be shared using a GitHub repository. If privacy is a concern, the repository can be set as private and made public in later stages of the project. To write the manuscript, a general-purpose word processors such as Google Doc would suffice, especially if not all your collaborators are familiarized with Git and tools like Manubot. Considering that this type of data are a valuable resource for the community, follow FAIR principles for data sharing. Besides uploading the raw data in a repository like ENA or NCBI, we encourage you to openly share your code, analyses and other types of data in either a GitHub repository or a dedicated research repository like Zenodo.</p>
 <h3 id="case-study-2-scrna-seq-data-integration">Case study 2: scRNA-seq data integration</h3>
-<p>Single-cell RNA-seq (scRNA-seq) is a rapidly evolving technology that has enable the study of cell heterogeneity and developmental changes of a cell lineage, otherwise intractable with bulk RNA-seq. Current scRNA-seq experiment deliver the transcriptomic profiles of thousand to a million of cells <span class="citation" data-cites="ALU8zyix">[<a href="#ref-ALU8zyix" role="doc-biblioref">139</a>]</span>, making them a suitable target for machine or deep learning approaches. Among the many challenges imposed by this technology, a key one is the integration of scRNA-seq datasets, especially in case-control studies where cell types need to be functionally matched across dataset before evaluating differences across conditions. For this case study, we will consider the development of an unsupervised deep learning method for data integration as described in <span class="citation" data-cites="KBoHN8e8">[<a href="#ref-KBoHN8e8" role="doc-biblioref">140</a>]</span>.</p>
+<p>Single-cell RNA-seq (scRNA-seq) is a rapidly evolving technology that has enable the study of cell heterogeneity and developmental changes of a cell lineage, otherwise intractable with bulk RNA-seq. Current scRNA-seq experiment deliver the transcriptomic profiles of thousand to a million of cells <span class="citation" data-cites="ALU8zyix">[<a href="#ref-ALU8zyix" role="doc-biblioref">141</a>]</span>, making them a suitable target for machine or deep learning approaches. Among the many challenges imposed by this technology, a key one is the integration of scRNA-seq datasets, especially in case-control studies where cell types need to be functionally matched across dataset before evaluating differences across conditions. For this case study, we will consider the development of an unsupervised deep learning method for data integration as described in <span class="citation" data-cites="KBoHN8e8">[<a href="#ref-KBoHN8e8" role="doc-biblioref">142</a>]</span>.</p>
 <p>This kind of project often uses a combination of Python, R and Bash scripting depending on the task: Python can be used to write and train deep learning models with TensorFlow and PyTorch libraries, R enables straightforward data pre-processing with tools such as Seurat, and Bash can handle large scale processing of raw data files which cannot be loaded directly into RAM (often required by R and Python applications). Additionally, we advice to use the Python’s reticulate library to incorporate Python tools into the existing R ecosystem. To set up your working directory, we recommend a structure like Cookiecutter Data Science, which includes separated folders for trained models and other components of a deep learning project. To set up a software environment, Python virtual environments like pipenv and virtualenv work well with Tensorflow and PyTorch. The actual coding can be done in any general purpose text editor, such as Atom or Visual Studio Code, where updates can be easily pushed/pulled to/from GitHub. As a good practice, keep the code modular and properly commented, and use detailed filenames with data stamps and model parameters to facilitate revisiting projects. Additionally, take advantage of tools such as TensorFlow’s TensorBoard to diagnose, visualize, and experiment with your models.</p>
 <p>When working with collaborators, the best way to share the code is through a Git hosting service like GitHub. When multiple-users need to edit the code in real-time, then Google CoLab is an excellent platform since it offers interactive coding and GPU access. In addition to the code repository, a Manubot can be crated to write the manuscript collaboratively. To make your tool accessible to a larger community, the code can be taken from an internal repository to a public GitHub, which must include an overview of the tool and a license file. Considering that most users in the field use R, you can go one step further and share your code as a Bioconductor package, making sure your method can be called directly in R and that interacts with standard data-structures in the field. For better reproducibility, document your method including example tutorials in a platform like ReadTheDocs or Gitbook, and share the software environment needed to deploy the models as a Docker container. GitHub issues and Bioconductor forums are suitable platforms to promptly reply to users questions, bugs reports, and enhancement opportunities.</p>
 <h3 id="case-study-3-tool-development-for-constraint-based-modeling">Case study 3: Tool development for constraint-based modeling</h3>
-<p>The last case study we will present is related to constraint-based modeling, a common approach used for simulating cellular metabolism. In this approach, the complete (or partial) metabolic network of a given organism is inferred from its genome and/or literature, and converted to a matrix that contains the reaction’s stoichiometry, hence referred to as a stoichiometric matrix. Using a few simple assumptions, this matrix can then be used to perform simulations under different experimental conditions, to obtain additional insight into cellular physiology <span class="citation" data-cites="94lBUqNp">[<a href="#ref-94lBUqNp" role="doc-biblioref">141</a>]</span>. Several tools have been developed for working with these type of models; here we will consider as example cobrapy <span class="citation" data-cites="cieXgNg">[<a href="#ref-cieXgNg" role="doc-biblioref">142</a>]</span>, a community tool for reading/writing constrained-based models and performing basic simulation operations.</p>
+<p>The last case study we will present is related to constraint-based modeling, a common approach used for simulating cellular metabolism. In this approach, the complete (or partial) metabolic network of a given organism is inferred from its genome and/or literature, and converted to a matrix that contains the reaction’s stoichiometry, hence referred to as a stoichiometric matrix. Using a few simple assumptions, this matrix can then be used to perform simulations under different experimental conditions, to obtain additional insight into cellular physiology <span class="citation" data-cites="94lBUqNp">[<a href="#ref-94lBUqNp" role="doc-biblioref">143</a>]</span>. Several tools have been developed for working with these type of models; here we will consider as example cobrapy <span class="citation" data-cites="cieXgNg">[<a href="#ref-cieXgNg" role="doc-biblioref">144</a>]</span>, a community tool for reading/writing constrained-based models and performing basic simulation operations.</p>
 <p>A tool of this nature is especially useful if developed in Python, as it should ideally be presented as a package which can be easily installed with pip or similar. The use of an IDE is ideal for this case, as it will provide additional features for testing changes in the tool. Practices that for other case studies were useful now become pretty much essential, like complying with coding style and using version control. This is because there will potentially be hundreds of people that will read your code, so it needs to be easy to understand, and changes need to be clearly highlighted. Furthermore, the code should be (1) available via a hosting service such as GitHub, (2) tested with a continuous development tool such as GitHub Actions, (3) manually reviewed by collaborators to ensure correctness, (4) released following semantic versioning standards, and (5) documented with a companion documentation website, rich with tutorials and how-to guides. As a branching strategy, Gitflow is probably the best suited, as it allows to have all changes in a development branch, and stable releases in a main branch.</p>
 <p>Finally, and due to the size of a project like this, additional considerations must be made for keeping a healthy user-base. The first one is to offer a place for users to raise their questions such as Gitter, Google groups or GitHub Discussions, and to make sure to reply to new questions often. Additionally, guidelines should be provided for everything: for how to open issues (ideally with issue templates), for how to contribute (ideally with pull request templates), for how to communicate within the community (with a code of conduct), and for any other routine task (with development guidelines and/or wikis). Addressing issues is also essential in a project of this nature, as if not done routinely they quickly pile up (and is an indicator that a project has gone stale). Additional tools such as a Kanban flowchart with the help of GitHub projects will help prioritize issues, and if several repositories have to be jointly coordinated, tools like Jira or Zenhub could be implemented instead.</p>
 <h2 id="final-words">Final words</h2>
@@ -567,13 +568,13 @@ <h2 class="page_break_before" id="references">References</h2>
 <div id="ref-12RoKrne5">
 <p>3. <strong>How do scientists develop scientific software? An external replication</strong> <br />
 Gustavo Pinto, Igor Wiese, Luiz Felipe Dias<br />
-<em>Institute of Electrical and Electronics Engineers (IEEE)</em> (2018-03) <a href="https://doi.org/ggk6nc">https://doi.org/ggk6nc</a> <br />
-DOI: <a href="https://doi.org/10.1109/saner.2018.8330263">10.1109/saner.2018.8330263</a></p>
+<em>2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering (SANER)</em> (2018-03) <a href="https://doi.org/ggk6nc">https://doi.org/ggk6nc</a> <br />
+DOI: <a href="https://doi.org/10.1109/saner.2018.8330263">10.1109/saner.2018.8330263</a> · ISBN: <a href="https://worldcat.org/isbn/9781538649695">9781538649695</a></p>
 </div>
 <div id="ref-6DjakjNS">
 <p>4. <strong>The FAIR Guiding Principles for scientific data management and stewardship</strong> <br />
 Mark D. Wilkinson, Michel Dumontier, IJsbrand Jan Aalbersberg, Gabrielle Appleton, Myles Axton, Arie Baak, Niklas Blomberg, Jan-Willem Boiten, Luiz Bonino da Silva Santos, Philip E. Bourne, … Barend Mons<br />
-<em>Scientific Data</em> (2016-03-15) <a href="https://doi.org/bdd4">https://doi.org/bdd4</a> <br />
+<em>Scientific Data</em> (2016-12) <a href="https://doi.org/bdd4">https://doi.org/bdd4</a> <br />
 DOI: <a href="https://doi.org/10.1038/sdata.2016.18">10.1038/sdata.2016.18</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/26978244">26978244</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4792175">PMC4792175</a></p>
 </div>
 <div id="ref-WrDwZxcM">
@@ -597,578 +598,595 @@ <h2 class="page_break_before" id="references">References</h2>
 <div id="ref-15pOpsdFR">
 <p>8. <strong>Software engineering for scientific big data analysis</strong> <br />
 Björn A Grüning, Samuel Lampa, Marc Vaudel, Daniel Blankenberg<br />
-<em>GigaScience</em> (2019-05) <a href="https://doi.org/gf4f4m">https://doi.org/gf4f4m</a> <br />
+<em>GigaScience</em> (2019-05-01) <a href="https://doi.org/gf4f4m">https://doi.org/gf4f4m</a> <br />
 DOI: <a href="https://doi.org/10.1093/gigascience/giz054">10.1093/gigascience/giz054</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/31121028">31121028</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6532757">PMC6532757</a></p>
 </div>
 <div id="ref-SGTWzj9t">
 <p>9. <strong>So you want to be a computational biologist?</strong> <br />
 Nick Loman, Mick Watson<br />
-<em>Nature Biotechnology</em> (2013-11-01) <a href="https://doi.org/p3j">https://doi.org/p3j</a> <br />
+<em>Nature Biotechnology</em> (2013-11) <a href="https://doi.org/p3j">https://doi.org/p3j</a> <br />
 DOI: <a href="https://doi.org/10.1038/nbt.2740">10.1038/nbt.2740</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/24213777">24213777</a></p>
 </div>
+<div id="ref-sSSw0sr0">
+<p>10. <strong>Ten simple rules for biologists learning to program</strong> <br />
+Maureen A. Carey, Jason A. Papin<br />
+<em>PLOS Computational Biology</em> (2018-01-04) <a href="https://doi.org/gft4n3">https://doi.org/gft4n3</a> <br />
+DOI: <a href="https://doi.org/10.1371/journal.pcbi.1005871">10.1371/journal.pcbi.1005871</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/29300745">29300745</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5754048">PMC5754048</a></p>
+</div>
 <div id="ref-kEX5dgzK">
-<p>10. <strong>Ten Simple Rules for Taking Advantage of Git and GitHub</strong> <br />
+<p>11. <strong>Ten Simple Rules for Taking Advantage of Git and GitHub</strong> <br />
 Yasset Perez-Riverol, Laurent Gatto, Rui Wang, Timo Sachsenberg, Julian Uszkoreit, Felipe da Veiga Leprevost, Christian Fufezan, Tobias Ternent, Stephen J. Eglen, Daniel S. Katz, … Juan Antonio Vizcaíno<br />
 <em>PLOS Computational Biology</em> (2016-07-14) <a href="https://doi.org/gbrb39">https://doi.org/gbrb39</a> <br />
 DOI: <a href="https://doi.org/10.1371/journal.pcbi.1004947">10.1371/journal.pcbi.1004947</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/27415786">27415786</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4945047">PMC4945047</a></p>
 </div>
 <div id="ref-eYWjWdLd">
-<p>11. <strong>Ten Simple Rules for Reproducible Research in Jupyter Notebooks</strong> <br />
+<p>12. <strong>Ten Simple Rules for Reproducible Research in Jupyter Notebooks</strong> <br />
 Adam Rule, Amanda Birmingham, Cristal Zuniga, Ilkay Altintas, Shih-Cheng Huang, Rob Knight, Niema Moshiri, Mai H. Nguyen, Sara Brin Rosenthal, Fernando Pérez, Peter W. Rose<br />
 <em>arXiv</em> (2018-10-13) <a href="https://arxiv.org/abs/1810.08055v1">https://arxiv.org/abs/1810.08055v1</a></p>
 </div>
 <div id="ref-1HhbGD4jJ">
-<p>12. <strong>Streamlining Data-Intensive Biology With Workflow Systems</strong> <br />
+<p>13. <strong>Streamlining Data-Intensive Biology With Workflow Systems</strong> <br />
 Taylor Reiter, Phillip T. Brooks, Luiz Irber, Shannon E. K. Joslin, Charles M. Reid, Camille Scott, C. Titus Brown, N. Tessa Pierce<br />
-<em>Cold Spring Harbor Laboratory</em> (2020-11-16) <a href="https://doi.org/gg353v">https://doi.org/gg353v</a> <br />
+<em>Bioinformatics</em> (2020-07-01) <a href="https://doi.org/gg353v">https://doi.org/gg353v</a> <br />
 DOI: <a href="https://doi.org/10.1101/2020.06.30.178673">10.1101/2020.06.30.178673</a></p>
 </div>
 <div id="ref-16iU4PKI1">
-<p>13. <strong>A Padawan Programmer’s Guide to Developing Software Libraries</strong> <br />
+<p>14. <strong>A Padawan Programmer’s Guide to Developing Software Libraries</strong> <br />
 James T. Yurkovich, Benjamin J. Yurkovich, Andreas Dräger, Bernhard O. Palsson, Zachary A. King<br />
 <em>Cell Systems</em> (2017-11) <a href="https://doi.org/gg8tqz">https://doi.org/gg8tqz</a> <br />
 DOI: <a href="https://doi.org/10.1016/j.cels.2017.08.003">10.1016/j.cels.2017.08.003</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/28988801">28988801</a></p>
 </div>
 <div id="ref-LOwtrFvP">
-<p>14. <strong>Bash - GNU Project - Free Software Foundation</strong> <a href="https://www.gnu.org/software/bash/">https://www.gnu.org/software/bash/</a></p>
+<p>15. <strong>Bash - GNU Project - Free Software Foundation</strong> <a href="https://www.gnu.org/software/bash/">https://www.gnu.org/software/bash/</a></p>
 </div>
 <div id="ref-XST6x2E0">
-<p>15. <strong>Welcome to Python.org</strong> <br />
+<p>16. <strong>Welcome to Python.org</strong> <br />
 Python.org<br />
 <a href="https://www.python.org/">https://www.python.org/</a></p>
 </div>
 <div id="ref-uUI3eFW7">
-<p>16. <strong>R: The R Project for Statistical Computing</strong> <a href="https://www.r-project.org/">https://www.r-project.org/</a></p>
+<p>17. <strong>R: The R Project for Statistical Computing</strong> <a href="https://www.r-project.org/">https://www.r-project.org/</a></p>
 </div>
 <div id="ref-1Dm6rLdGv">
-<p>17. <strong>The Perl Programming Language - www.perl.org</strong> <a href="https://www.perl.org/">https://www.perl.org/</a></p>
+<p>18. <strong>The Perl Programming Language - www.perl.org</strong> <a href="https://www.perl.org/">https://www.perl.org/</a></p>
 </div>
 <div id="ref-FuKo9MoO">
-<p>18. <strong>cplusplus.com - The C++ Resources Network</strong> <a href="https://www.cplusplus.com/">https://www.cplusplus.com/</a></p>
+<p>19. <strong>cplusplus.com - The C++ Resources Network</strong> <a href="https://www.cplusplus.com/">https://www.cplusplus.com/</a></p>
 </div>
 <div id="ref-jEGOBKdy">
-<p>19. <strong>Rust Programming Language</strong> <a href="https://www.rust-lang.org/">https://www.rust-lang.org/</a></p>
+<p>20. <strong>Rust Programming Language</strong> <a href="https://www.rust-lang.org/">https://www.rust-lang.org/</a></p>
 </div>
 <div id="ref-5iKCi5fm">
-<p>20. <strong>Make - GNU Project - Free Software Foundation</strong> <a href="https://www.gnu.org/software/make/">https://www.gnu.org/software/make/</a></p>
+<p>21. <strong>Make - GNU Project - Free Software Foundation</strong> <a href="https://www.gnu.org/software/make/">https://www.gnu.org/software/make/</a></p>
 </div>
 <div id="ref-1GtwLEEIm">
-<p>21. <strong>Snakemake - A framework for reproducible data analysis</strong> <a href="https://snakemake.github.io/">https://snakemake.github.io/</a></p>
+<p>22. <strong>Snakemake - A framework for reproducible data analysis</strong> <a href="https://snakemake.github.io/">https://snakemake.github.io/</a></p>
 </div>
 <div id="ref-11OYUtIpR">
-<p>22. <strong>Nextflow - A DSL for parallel and scalable computational pipelines</strong> <a href="https://www.nextflow.io/">https://www.nextflow.io/</a></p>
+<p>23. <strong>A DSL for parallel and scalable computational pipelines | Nextflow</strong> <a href="https://www.nextflow.io/">https://www.nextflow.io/</a></p>
 </div>
 <div id="ref-hzkdXHo">
-<p>23. <strong>Common Workflow Language</strong> <br />
+<p>24. <strong>Home</strong> <br />
 Common Workflow Language (CWL)<br />
 <em>Common Workflow Language (CWL)</em> <a href="https://www.commonwl.org/">https://www.commonwl.org/</a></p>
 </div>
 <div id="ref-uPjsd0XZ">
-<p>24. <strong>OpenWDL</strong> <a href="https://openwdl.org/">https://openwdl.org/</a></p>
+<p>25. <strong>OpenWDL</strong> <a href="https://openwdl.org/">https://openwdl.org/</a></p>
 </div>
 <div id="ref-j6HfMqoR">
-<p>25. <strong>Home - Cookiecutter Data Science</strong> <a href="https://drivendata.github.io/cookiecutter-data-science/">https://drivendata.github.io/cookiecutter-data-science/</a></p>
+<p>26. <strong>Home - Cookiecutter Data Science</strong> <a href="https://drivendata.github.io/cookiecutter-data-science/">https://drivendata.github.io/cookiecutter-data-science/</a></p>
 </div>
 <div id="ref-7D5DgTkH">
-<p>26. <strong>GitHub - Reproducible-Science-Curriculum/rr-init: Research project initialization and organization following reproducible research guidelines</strong> <br />
+<p>27. <strong>GitHub - Reproducible-Science-Curriculum/rr-init: Research project initialization and organization following reproducible research guidelines</strong> <br />
 GitHub<br />
 <a href="https://github.com/Reproducible-Science-Curriculum/rr-init">https://github.com/Reproducible-Science-Curriculum/rr-init</a></p>
 </div>
 <div id="ref-jq4WP878">
-<p>27. <strong>Distribution and Reproducibility — Snakemake 6.9.0 documentation</strong> <a href="https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html">https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html</a></p>
+<p>28. <strong>Distribution and Reproducibility — Snakemake 7.3.0 documentation</strong> <a href="https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html">https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html</a></p>
 </div>
 <div id="ref-BjGc5Pnm">
-<p>28. <strong>Pipenv: Python Dev Workflow for Humans — pipenv 2021.5.29 documentation</strong> <a href="https://pipenv.pypa.io/en/latest/">https://pipenv.pypa.io/en/latest/</a></p>
+<p>29. <strong>Pipenv: Python Dev Workflow for Humans — pipenv 2022.1.9.dev0 documentation</strong> <a href="https://pipenv.pypa.io/en/latest/">https://pipenv.pypa.io/en/latest/</a></p>
 </div>
 <div id="ref-4OxCaUVc">
-<p>29. <strong>Virtualenv — virtualenv 20.8.2.dev2+g5d14665 documentation</strong> <a href="https://virtualenv.pypa.io/en/latest/">https://virtualenv.pypa.io/en/latest/</a></p>
+<p>30. <strong>Virtualenv — virtualenv 20.13.4.dev4+g63c94af documentation</strong> <a href="https://virtualenv.pypa.io/en/latest/">https://virtualenv.pypa.io/en/latest/</a></p>
 </div>
 <div id="ref-Ga8sduRB">
-<p>30. <strong>Project Environments</strong> <a href="https://rstudio.github.io/renv/index.html">https://rstudio.github.io/renv/index.html</a></p>
+<p>31. <strong>Project Environments</strong> <a href="https://rstudio.github.io/renv/index.html">https://rstudio.github.io/renv/index.html</a></p>
 </div>
 <div id="ref-6ChhcoqP">
-<p>31. <strong>Conda — Conda documentation</strong> <a href="https://docs.conda.io/en/latest/">https://docs.conda.io/en/latest/</a></p>
+<p>32. <strong>Conda — Conda documentation</strong> <a href="https://docs.conda.io/en/latest/">https://docs.conda.io/en/latest/</a></p>
 </div>
 <div id="ref-15ccmJntS">
-<p>32. <strong>Home - pip documentation v21.2.4</strong> <a href="https://pip.pypa.io/en/stable/">https://pip.pypa.io/en/stable/</a></p>
+<p>33. <strong>pip documentation v22.0.4</strong> <a href="https://pip.pypa.io/en/stable/">https://pip.pypa.io/en/stable/</a></p>
 </div>
 <div id="ref-78nI2wue">
-<p>33. <strong>GitHub - Bioconductor/BiocManager: CRAN Package For Managing Bioconductor Packages</strong> <br />
+<p>34. <strong>GitHub - Bioconductor/BiocManager: CRAN Package For Managing Bioconductor Packages</strong> <br />
 GitHub<br />
 <a href="https://github.com/Bioconductor/BiocManager">https://github.com/Bioconductor/BiocManager</a></p>
 </div>
 <div id="ref-vO2YTdWH">
-<p>34. <strong>RStudio Package Manager</strong> <a href="https://rstudio.com/products/package-manager/">https://rstudio.com/products/package-manager/</a></p>
+<p>35. <strong>RStudio Package Manager</strong> <a href="https://www.rstudio.com/products/package-manager/">https://www.rstudio.com/products/package-manager/</a></p>
 </div>
 <div id="ref-HYwZJ66F">
-<p>35. <strong>A hackable text editor for the 21st Century</strong> <br />
+<p>36. <strong>A hackable text editor for the 21st Century</strong> <br />
 Atom<br />
 <a href="https://atom.io/">https://atom.io/</a></p>
 </div>
 <div id="ref-iD4von7Z">
-<p>36. <strong>Sublime Text - the sophisticated text editor for code, markup and prose</strong> <a href="https://www.sublimetext.com/">https://www.sublimetext.com/</a></p>
+<p>37. <strong>Sublime Text - the sophisticated text editor for code, markup and prose</strong> <a href="https://www.sublimetext.com/">https://www.sublimetext.com/</a></p>
 </div>
 <div id="ref-llnpg0Du">
-<p>37. <strong>Visual Studio Code - Code Editing. Redefined</strong> <a href="https://code.visualstudio.com/">https://code.visualstudio.com/</a></p>
+<p>38. <strong>Visual Studio Code - Code Editing. Redefined</strong> <a href="https://code.visualstudio.com/">https://code.visualstudio.com/</a></p>
 </div>
 <div id="ref-r199dfky">
-<p>38. <strong>Notepad++</strong> <a href="https://notepad-plus-plus.org/">https://notepad-plus-plus.org/</a></p>
+<p>39. <strong>Notepad++</strong> <a href="https://notepad-plus-plus.org/">https://notepad-plus-plus.org/</a></p>
 </div>
 <div id="ref-495zSD0M">
-<p>39. <strong>welcome home : vim online</strong> <a href="https://www.vim.org/">https://www.vim.org/</a></p>
+<p>40. <strong>welcome home : vim online</strong> <a href="https://www.vim.org/">https://www.vim.org/</a></p>
 </div>
 <div id="ref-GjC8YrzF">
-<p>40. <strong>GNU Emacs - GNU Project</strong> <a href="https://www.gnu.org/software/emacs/">https://www.gnu.org/software/emacs/</a></p>
+<p>41. <strong>GNU Emacs - GNU Project</strong> <a href="https://www.gnu.org/software/emacs/">https://www.gnu.org/software/emacs/</a></p>
 </div>
 <div id="ref-1EK7NOavz">
-<p>41. <strong>Project Jupyter</strong> <a href="https://www.jupyter.org">https://www.jupyter.org</a></p>
+<p>42. <strong>Project Jupyter</strong> <a href="https://jupyter.org">https://jupyter.org</a></p>
 </div>
 <div id="ref-G0v2WIik">
-<p>42. <strong>PyCharm: the Python IDE for Professional Developers by JetBrains</strong> <br />
+<p>43. <strong>PyCharm: the Python IDE for Professional Developers by JetBrains</strong> <br />
 JetBrains<br />
 <a href="https://www.jetbrains.com/pycharm/">https://www.jetbrains.com/pycharm/</a></p>
 </div>
 <div id="ref-sBsTiN8q">
-<p>43. <strong>Home — Spyder IDE</strong> <a href="https://www.spyder-ide.org/">https://www.spyder-ide.org/</a></p>
+<p>44. <strong>Home — Spyder IDE</strong> <a href="https://www.spyder-ide.org/">https://www.spyder-ide.org/</a></p>
 </div>
 <div id="ref-15Xir6Mp8">
-<p>44. <strong>RStudio | Open source &amp; professional software for data science teams</strong> <a href="https://rstudio.com/">https://rstudio.com/</a></p>
+<p>45. <strong>RStudio | Open source &amp; professional software for data science teams</strong> <a href="https://www.rstudio.com/">https://www.rstudio.com/</a></p>
 </div>
 <div id="ref-DJNUoP3l">
-<p>45. <strong>R Markdown</strong> <a href="https://rmarkdown.rstudio.com/">https://rmarkdown.rstudio.com/</a></p>
+<p>46. <strong>R Markdown</strong> <a href="https://rmarkdown.rstudio.com/">https://rmarkdown.rstudio.com/</a></p>
 </div>
 <div id="ref-1D76el83m">
-<p>46. <strong>PEP 8 – Style Guide for Python Code</strong> <br />
-Python.org<br />
-<a href="https://www.python.org/dev/peps/pep-0008/">https://www.python.org/dev/peps/pep-0008/</a></p>
+<p>47. <strong>PEP 8 – Style Guide for Python Code | peps.python.org</strong> <a href="https://peps.python.org/pep-0008/">https://peps.python.org/pep-0008/</a></p>
 </div>
 <div id="ref-4PJ4Kllx">
-<p>47. <strong>GitHub - google/styleguide: Style guides for Google-originated open-source projects</strong> <br />
+<p>48. <strong>GitHub - google/styleguide: Style guides for Google-originated open-source projects</strong> <br />
 GitHub<br />
 <a href="https://github.com/google/styleguide">https://github.com/google/styleguide</a></p>
 </div>
 <div id="ref-N871n8XH">
-<p>48. <strong>Markdown Guide</strong> <a href="https://www.markdownguide.org/">https://www.markdownguide.org/</a></p>
+<p>49. <strong>Markdown Guide</strong> <a href="https://www.markdownguide.org/">https://www.markdownguide.org/</a></p>
 </div>
 <div id="ref-XJdnoSwI">
-<p>49. <strong>Git</strong> <a href="https://git-scm.com/">https://git-scm.com/</a></p>
+<p>50. <strong>Git</strong> <a href="https://git-scm.com/">https://git-scm.com/</a></p>
 </div>
 <div id="ref-dmEZPbB4">
-<p>50. <strong>GitHub: Where the world builds software</strong> <br />
+<p>51. <strong>GitHub: Where the world builds software</strong> <br />
 GitHub<br />
 <a href="https://github.com/">https://github.com/</a></p>
 </div>
 <div id="ref-16Oz9VFEk">
-<p>51. <strong>Iterate faster, innovate together</strong> <br />
-GitLab<br />
-<a href="https://about.gitlab.com/">https://about.gitlab.com/</a></p>
+<p>52. <strong>Iterate faster, innovate together | GitLab</strong> <a href="https://about.gitlab.com/">https://about.gitlab.com/</a></p>
 </div>
 <div id="ref-1E58VA9bS">
-<p>52. <strong>Bitbucket | The Git solution for professional teams</strong> <br />
+<p>53. <strong>Bitbucket | The Git solution for professional teams</strong> <br />
 Atlassian<br />
 <em>Bitbucket</em> <a href="https://bitbucket.org/product">https://bitbucket.org/product</a></p>
 </div>
 <div id="ref-1V8gez2v">
-<p>53. <strong>GitHub Desktop</strong> <br />
+<p>54. <strong>GitHub Desktop</strong> <br />
 GitHub Desktop<br />
 <a href="https://desktop.github.com/">https://desktop.github.com/</a></p>
 </div>
 <div id="ref-D30wOZ60">
-<p>54. <strong>Free Git GUI for Windows, Mac, Linux | GitKraken</strong> <a href="https://www.gitkraken.com">https://www.gitkraken.com</a></p>
+<p>55. <strong>GitKraken Legendary Git Tools | GitKraken</strong> <a href="https://www.gitkraken.com">https://www.gitkraken.com</a></p>
 </div>
 <div id="ref-lkZcKu7R">
-<p>55. <strong>2018 Kaggle Machine Learning &amp; Data Science Survey</strong> <a href="https://kaggle.com/kaggle/kaggle-survey-2018">https://kaggle.com/kaggle/kaggle-survey-2018</a></p>
+<p>56. <strong>2018 Kaggle Machine Learning &amp; Data Science Survey</strong> <a href="https://kaggle.com/datasets/kaggle/kaggle-survey-2018">https://kaggle.com/datasets/kaggle/kaggle-survey-2018</a></p>
 </div>
 <div id="ref-1A4rxBI47">
-<p>56. <strong>Modulecounts</strong> <a href="http://www.modulecounts.com/">http://www.modulecounts.com/</a></p>
+<p>57. <strong>Modulecounts</strong> <a href="http://www.modulecounts.com/">http://www.modulecounts.com/</a></p>
 </div>
 <div id="ref-wu0sr8q2">
-<p>57. <strong>Why scientists are turning to Rust</strong> <br />
+<p>58. <strong>Why scientists are turning to Rust</strong> <br />
 Jeffrey M. Perkel<br />
-<em>Nature</em> (2020-12-01) <a href="https://doi.org/ghqc7g">https://doi.org/ghqc7g</a> <br />
+<em>Nature</em> (2020-12-03) <a href="https://doi.org/ghqc7g">https://doi.org/ghqc7g</a> <br />
 DOI: <a href="https://doi.org/10.1038/d41586-020-03382-2">10.1038/d41586-020-03382-2</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/33262490">33262490</a></p>
 </div>
 <div id="ref-3Gx1ESE4">
-<p>58. <strong>A Quick Guide to Organizing Computational Biology Projects</strong> <br />
+<p>59. <strong>A Quick Guide to Organizing Computational Biology Projects</strong> <br />
 William Stafford Noble<br />
 <em>PLoS Computational Biology</em> (2009-07-31) <a href="https://doi.org/fbbpkn">https://doi.org/fbbpkn</a> <br />
 DOI: <a href="https://doi.org/10.1371/journal.pcbi.1000424">10.1371/journal.pcbi.1000424</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/19649301">19649301</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2709440">PMC2709440</a></p>
 </div>
+<div id="ref-aUxTEizP">
+<p>60. <strong>Black 22.1.0 documentation</strong> <a href="https://black.readthedocs.io/en/stable/">https://black.readthedocs.io/en/stable/</a></p>
+</div>
 <div id="ref-qjg93S3G">
-<p>59. <strong>Understanding the GitHub flow · GitHub Guides</strong> <a href="https://guides.github.com/introduction/flow/">https://guides.github.com/introduction/flow/</a></p>
+<p>61. <strong>GitHub flow</strong> <br />
+GitHub Docs<br />
+<a href="https://docs.github.com/en/get-started/quickstart/github-flow">https://docs.github.com/en/get-started/quickstart/github-flow</a></p>
 </div>
 <div id="ref-15kUlshEi">
-<p>60. <strong>pytest: helps you write better programs — pytest documentation</strong> <a href="https://docs.pytest.org/en/stable/">https://docs.pytest.org/en/stable/</a></p>
+<p>62. <strong>pytest: helps you write better programs — pytest documentation</strong> <a href="https://docs.pytest.org/en/stable/">https://docs.pytest.org/en/stable/</a></p>
 </div>
 <div id="ref-cEpTMlZc">
-<p>61. <strong>Codecov - The Leading Code Coverage Solution</strong> <br />
+<p>63. <strong>Codecov - The Leading Code Coverage Solution</strong> <br />
 Codecov<br />
 <a href="https://about.codecov.io/">https://about.codecov.io/</a></p>
 </div>
 <div id="ref-1Bi82XR9D">
-<p>62. <strong>Welcome to the tox automation project — tox 3.24.5.dev4 documentation</strong> <a href="https://tox.readthedocs.io/en/latest/">https://tox.readthedocs.io/en/latest/</a></p>
+<p>64. <strong>Welcome to the tox automation project — tox 3.24.6.dev12 documentation</strong> <a href="https://tox.wiki/en/latest/">https://tox.wiki/en/latest/</a></p>
 </div>
 <div id="ref-SM1pqdjN">
-<p>63. <strong>Travis CI | Test and Deploy With Confidence</strong> <a href="https://www.travis-ci.com/">https://www.travis-ci.com/</a></p>
+<p>65. <strong>Homepage | Travis CI – Start building today!</strong> <br />
+Travis CI<br />
+<a href="https://www.travis-ci.com/">https://www.travis-ci.com/</a></p>
 </div>
 <div id="ref-NUXbp429">
-<p>64. <strong>Features • GitHub Actions</strong> <br />
+<p>66. <strong>Features • GitHub Actions</strong> <br />
 GitHub<br />
 <a href="https://github.com/features/actions">https://github.com/features/actions</a></p>
 </div>
 <div id="ref-RCh2gb01">
-<p>65. <strong>Reviewing changes in pull requests</strong> <br />
+<p>67. <strong>Reviewing changes in pull requests</strong> <br />
 GitHub Docs<br />
-<a href="https://docs.github.com/en/github/collaborating-with-pull-requests/reviewing-changes-in-pull-requests">https://docs.github.com/en/github/collaborating-with-pull-requests/reviewing-changes-in-pull-requests</a></p>
+<a href="https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests">https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests</a></p>
 </div>
 <div id="ref-6woNTKZi">
-<p>66. <strong>Crucible Code Review Tool for Git, SVN, Perforce and More</strong> <br />
+<p>68. <strong>Crucible Code Review Tool for Git, SVN, Perforce and More</strong> <br />
 Atlassian<br />
 <em>Atlassian</em> <a href="https://www.atlassian.com/software/crucible">https://www.atlassian.com/software/crucible</a></p>
 </div>
 <div id="ref-LJc9aT8R">
-<p>67. <strong>Upsource: Code Review and Project Analytics by JetBrains</strong> <br />
+<p>69. <strong>Upsource: Code Review and Project Analytics by JetBrains</strong> <br />
 JetBrains<br />
 <a href="https://www.jetbrains.com/upsource/">https://www.jetbrains.com/upsource/</a></p>
 </div>
 <div id="ref-Gtnr8c2U">
-<p>68. <strong>Tidy Data</strong> <br />
+<p>70. <strong>Tidy Data</strong> <br />
 Hadley Wickham<br />
 <em>Journal of Statistical Software</em> (2014) <a href="https://doi.org/gdm3p7">https://doi.org/gdm3p7</a> <br />
 DOI: <a href="https://doi.org/10.18637/jss.v059.i10">10.18637/jss.v059.i10</a></p>
 </div>
 <div id="ref-JkrlcwLO">
-<p>69. <strong>Data Version Control · DVC</strong> <a href="https://dvc.org/">https://dvc.org/</a></p>
+<p>71. <strong>Data Version Control · DVC</strong> <br />
+Data Version Control · DVC<br />
+<a href="https://dvc.org/">https://dvc.org/</a></p>
 </div>
 <div id="ref-8Cn0lgXi">
-<p>70. <strong>nbviewer</strong> <a href="https://nbviewer.jupyter.org/">https://nbviewer.jupyter.org/</a></p>
+<p>72. <strong>nbviewer</strong> <a href="https://nbviewer.org/">https://nbviewer.org/</a></p>
 </div>
 <div id="ref-1dqfprG7">
-<p>71. <strong>The Binder Project</strong> <a href="https://mybinder.org/">https://mybinder.org/</a></p>
+<p>73. <strong>The Binder Project</strong> <a href="https://mybinder.org/">https://mybinder.org/</a></p>
 </div>
 <div id="ref-mr26BIpF">
-<p>72. <strong>Google Colaboratory</strong> <a href="https://colab.research.google.com/">https://colab.research.google.com/</a></p>
+<p>74. <strong>Google Colaboratory</strong> <a href="https://colab.research.google.com/">https://colab.research.google.com/</a></p>
 </div>
 <div id="ref-12ovVgVju">
-<p>73. <strong>GitHub Diffs &amp; Commenting for Jupyter Notebooks</strong> <a href="https://www.reviewnb.com/">https://www.reviewnb.com/</a></p>
+<p>75. <strong>ReviewNB - Jupyter Notebook Code Reviews &amp; Collaboration</strong> <a href="https://www.reviewnb.com/">https://www.reviewnb.com/</a></p>
 </div>
 <div id="ref-6YE0Zqqy">
-<p>74. <strong>The WorkflowHub</strong> <a href="https://workflowhub.eu/">https://workflowhub.eu/</a></p>
+<p>76. <strong>The WorkflowHub</strong> <a href="https://workflowhub.eu/">https://workflowhub.eu/</a></p>
 </div>
 <div id="ref-18tOsSTai">
-<p>75. <strong>Google Docs: Free Online Documents for Personal Use</strong> <a href="https://www.google.com/docs/about/">https://www.google.com/docs/about/</a></p>
+<p>77. <strong>Google Docs: Free Online Document Editor | Google Workspace</strong> <a href="https://www.facebook.com/GoogleDocs/">https://www.facebook.com/GoogleDocs/</a></p>
 </div>
 <div id="ref-sP8f9fNq">
-<p>76. <strong>Microsoft 365 with Office apps | Microsoft 365</strong> <a href="https://www.microsoft.com/en-us/microsoft-365">https://www.microsoft.com/en-us/microsoft-365</a></p>
+<p>78. <strong>Microsoft 365 - Subscription for Office Apps | Microsoft 365</strong> <a href="https://www.microsoft.com/en-us/microsoft-365">https://www.microsoft.com/en-us/microsoft-365</a></p>
 </div>
 <div id="ref-UeFHiqcp">
-<p>77. <strong>Open Research Collaboration and Publishing - Authorea</strong> <a href="https://www.authorea.com/">https://www.authorea.com/</a></p>
+<p>79. <strong>Open Research Collaboration and Publishing - Authorea</strong> <a href="https://www.authorea.com/">https://www.authorea.com/</a></p>
 </div>
 <div id="ref-J12A3elW">
-<p>78. <strong>Overleaf, Online LaTeX Editor</strong> <a href="https://www.overleaf.com">https://www.overleaf.com</a></p>
+<p>80. <strong>Overleaf, Online LaTeX Editor</strong> <a href="https://www.overleaf.com">https://www.overleaf.com</a></p>
 </div>
 <div id="ref-petulEc2">
-<p>79. <strong>Manubot - Manuscripts, open and automated</strong> <a href="https://manubot.org">https://manubot.org</a></p>
+<p>81. <strong>Manubot - Manuscripts, open and automated</strong> <a href="https://manubot.org">https://manubot.org</a></p>
 </div>
 <div id="ref-15dXXs6EK">
-<p>80. <strong>Semantic Commit Messages</strong> <br />
+<p>82. <strong>Semantic Commit Messages</strong> <br />
 Sparkbox<br />
 <a href="https://sparkbox.com/foundry/semantic_commit_messages">https://sparkbox.com/foundry/semantic_commit_messages</a></p>
 </div>
 <div id="ref-VtlfBSxG">
-<p>81. <strong>Conventional Commits</strong> <br />
+<p>83. <strong>Conventional Commits</strong> <br />
 Conventional Commits<br />
 <a href="https://www.conventionalcommits.org/en/v1.0.0/">https://www.conventionalcommits.org/en/v1.0.0/</a></p>
 </div>
 <div id="ref-uRbOUixg">
-<p>82. <strong>GitHub CLI</strong> <br />
+<p>84. <strong>GitHub CLI</strong> <br />
 GitHub CLI<br />
 <a href="https://cli.github.com/">https://cli.github.com/</a></p>
 </div>
 <div id="ref-jIIrCDT3">
-<p>83. <strong>About issues</strong> <br />
+<p>85. <strong>About issues</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues">https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues</a></p>
 </div>
 <div id="ref-E7mOdOEw">
-<p>84. <strong>Unit Testing for R</strong> <a href="https://testthat.r-lib.org/">https://testthat.r-lib.org/</a></p>
+<p>86. <strong>Unit Testing for R</strong> <a href="https://testthat.r-lib.org/">https://testthat.r-lib.org/</a></p>
 </div>
 <div id="ref-GYac9tBn">
-<p>85. <strong>What Is End-To-End Testing | Coverage At All Layers</strong> <a href="https://smartbear.com/solutions/end-to-end-testing/">https://smartbear.com/solutions/end-to-end-testing/</a></p>
+<p>87. <strong>Combine API and UI Testing For Confidence At Every Layer Of Your Application</strong> <br />
+smartbear.com<br />
+<a href="https://smartbear.com/en/solutions/end-to-end-testing/">https://smartbear.com/en/solutions/end-to-end-testing/</a></p>
 </div>
 <div id="ref-ZNYSO1m0">
-<p>86. <strong>Flake8: Your Tool For Style Guide Enforcement — flake8 3.9.2 documentation</strong> <a href="https://flake8.pycqa.org/en/latest/">https://flake8.pycqa.org/en/latest/</a></p>
+<p>88. <strong>Flake8: Your Tool For Style Guide Enforcement — flake8 4.0.1 documentation</strong> <a href="https://flake8.pycqa.org/en/latest/">https://flake8.pycqa.org/en/latest/</a></p>
 </div>
 <div id="ref-iFiB8Hir">
-<p>87. <strong>Safety - Security for your Python dependencies</strong> <a href="https://pyup.io/safety/">https://pyup.io/safety/</a></p>
+<p>89. <strong>Safety - Security for your Python dependencies</strong> <a href="https://pyup.io/safety/">https://pyup.io/safety/</a></p>
 </div>
 <div id="ref-T03Api6e">
-<p>88. <strong>Continuous Integration and Delivery</strong> <br />
+<p>90. <strong>Continuous Integration and Delivery</strong> <br />
 CircleCI<br />
 <a href="https://circleci.com/">https://circleci.com/</a></p>
 </div>
 <div id="ref-FTO2RnTd">
-<p>89. <strong>How to do a code review</strong> <br />
+<p>91. <strong>How to do a code review</strong> <br />
 eng-practices<br />
 <a href="https://google.github.io/eng-practices/review/reviewer/">https://google.github.io/eng-practices/review/reviewer/</a></p>
 </div>
 <div id="ref-HnmFW2rl">
-<p>90. <strong>Code Review Guidelines for Humans</strong> <br />
+<p>92. <strong>Code Review Guidelines for Humans</strong> <br />
 Philipp Hauer<br />
 <em>Philipp Hauer’s Blog</em> (2018-07-31) <a href="https://phauer.com/2018/code-review-guidelines/">https://phauer.com/2018/code-review-guidelines/</a></p>
 </div>
 <div id="ref-19KAPSMqo">
-<p>91. <strong>FAIRshake</strong> <a href="https://fairshake.cloud/">https://fairshake.cloud/</a></p>
+<p>93. <strong>FAIRshake</strong> <a href="https://fairshake.cloud/">https://fairshake.cloud/</a></p>
 </div>
 <div id="ref-Z6ni32OG">
-<p>92. <strong>Zenodo - Research. Shared.</strong> <a href="https://zenodo.org/">https://zenodo.org/</a></p>
+<p>94. <strong>Zenodo - Research. Shared.</strong> <a href="https://zenodo.org/">https://zenodo.org/</a></p>
 </div>
 <div id="ref-1EMndz0j9">
-<p>93. <strong>About</strong> <a href="https://figshare.com/about">https://figshare.com/about</a></p>
+<p>95. <strong>about figshare</strong> <a href="https://knowledge.figshare.com/about">https://knowledge.figshare.com/about</a></p>
 </div>
 <div id="ref-11GtZ7icJ">
-<p>94. <strong>Git Large File Storage</strong> <br />
+<p>96. <strong>Git Large File Storage</strong> <br />
 Git Large File Storage<br />
 <a href="https://git-lfs.github.com/">https://git-lfs.github.com/</a></p>
 </div>
 <div id="ref-varWEBV8">
-<p>95. <strong>About large files on GitHub</strong> <br />
+<p>97. <strong>About large files on GitHub</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/repositories/working-with-files/managing-large-files/about-large-files-on-github">https://docs.github.com/en/repositories/working-with-files/managing-large-files/about-large-files-on-github</a></p>
 </div>
 <div id="ref-YuJbg3zO">
-<p>96. <strong>Open collaborative writing with Manubot</strong> <br />
+<p>98. <strong>Open collaborative writing with Manubot</strong> <br />
 Daniel S. Himmelstein, Vincent Rubinetti, David R. Slochower, Dongbo Hu, Venkat S. Malladi, Casey S. Greene, Anthony Gitter<br />
 <em>PLOS Computational Biology</em> (2019-06-24) <a href="https://doi.org/c7np">https://doi.org/c7np</a> <br />
 DOI: <a href="https://doi.org/10.1371/journal.pcbi.1007128">10.1371/journal.pcbi.1007128</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/31233491">31233491</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6611653">PMC6611653</a></p>
 </div>
 <div id="ref-16wWVekW1">
-<p>97. <strong>Make a README</strong> <br />
+<p>99. <strong>Make a README</strong> <br />
 Make a README<br />
 <a href="https://www.makeareadme.com">https://www.makeareadme.com</a></p>
 </div>
 <div id="ref-nR2NTYy9">
-<p>98. <strong>GitHub Pages</strong> <br />
+<p>100. <strong>GitHub Pages</strong> <br />
 GitHub Pages<br />
 <a href="https://pages.github.com/">https://pages.github.com/</a></p>
 </div>
 <div id="ref-Lbp8MQSL">
-<p>99. <strong>Licenses</strong> <br />
+<p>101. <strong>Licenses</strong> <br />
 Choose a License<br />
 <a href="https://choosealicense.com/licenses/">https://choosealicense.com/licenses/</a></p>
 </div>
 <div id="ref-146GfpGTF">
-<p>100. <strong>Managing releases in a repository</strong> <br />
+<p>102. <strong>Managing releases in a repository</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/repositories/releasing-projects-on-github/managing-releases-in-a-repository">https://docs.github.com/en/repositories/releasing-projects-on-github/managing-releases-in-a-repository</a></p>
 </div>
 <div id="ref-13UfgtMhu">
-<p>101. <strong>Semantic Versioning 2.0.0</strong> <br />
+<p>103. <strong>Semantic Versioning 2.0.0</strong> <br />
 Tom Preston-Werner<br />
 <em>Semantic Versioning</em> <a href="https://semver.org/">https://semver.org/</a></p>
 </div>
 <div id="ref-Mduzvxei">
-<p>102. <strong>PyPI · The Python Package Index</strong> <br />
+<p>104. <strong>PyPI · The Python Package Index</strong> <br />
 PyPI<br />
 <a href="https://pypi.org/">https://pypi.org/</a></p>
 </div>
 <div id="ref-rWFDdwIs">
-<p>103. <strong>The Comprehensive R Archive Network</strong> <a href="https://cran.r-project.org/">https://cran.r-project.org/</a></p>
+<p>105. <strong>The Comprehensive R Archive Network</strong> <a href="https://cran.r-project.org/">https://cran.r-project.org/</a></p>
 </div>
 <div id="ref-10CJ2sJo8">
-<p>104. <strong>Bioconductor - Home</strong> <a href="https://www.bioconductor.org/">https://www.bioconductor.org/</a></p>
+<p>106. <strong>Bioconductor - Home</strong> <a href="https://www.bioconductor.org/">https://www.bioconductor.org/</a></p>
 </div>
 <div id="ref-AvIrTFAn">
-<p>105. <strong>News — Bioconda documentation</strong> <a href="https://bioconda.github.io/">https://bioconda.github.io/</a></p>
+<p>107. <strong>News — Bioconda documentation</strong> <a href="https://bioconda.github.io/">https://bioconda.github.io/</a></p>
 </div>
 <div id="ref-dk80YsaO">
-<p>106. <strong>Dash Overview</strong> <a href="https://plotly.com/dash">https://plotly.com/dash</a></p>
+<p>108. <strong>Dash Overview</strong> <a href="https://plotly.com/dash">https://plotly.com/dash</a></p>
 </div>
 <div id="ref-B0TdOflx">
-<p>107. <strong>Shiny</strong> <a href="https://shiny.rstudio.com/">https://shiny.rstudio.com/</a></p>
+<p>109. <strong>Shiny</strong> <a href="https://shiny.rstudio.com/">https://shiny.rstudio.com/</a></p>
 </div>
 <div id="ref-LSHekw4z">
-<p>108. <strong>Daring Fireball: Markdown Syntax Documentation</strong> <a href="https://daringfireball.net/projects/markdown/syntax">https://daringfireball.net/projects/markdown/syntax</a></p>
+<p>110. <strong>Daring Fireball: Markdown Syntax Documentation</strong> <a href="https://daringfireball.net/projects/markdown/syntax">https://daringfireball.net/projects/markdown/syntax</a></p>
 </div>
 <div id="ref-RPjXsSC8">
-<p>109. <strong>reStructuredText</strong> (2016-05-24) <a href="https://docutils.sourceforge.io/rst.html">https://docutils.sourceforge.io/rst.html</a></p>
+<p>111. <strong>reStructuredText</strong> (2021-10-22) <a href="https://docutils.sourceforge.io/rst.html">https://docutils.sourceforge.io/rst.html</a></p>
 </div>
 <div id="ref-woYMAGdl">
-<p>110. <strong>The documentation system — Documentation system documentation</strong> <a href="https://documentation.divio.com/">https://documentation.divio.com/</a></p>
+<p>112. <strong>Documentation System</strong> <a href="https://documentation.divio.com/">https://documentation.divio.com/</a></p>
 </div>
 <div id="ref-IsDZd09v">
-<p>111. <strong>Python Docstrings</strong> <br />
+<p>113. <strong>Python Docstrings</strong> <br />
 GeeksforGeeks<br />
 (2017-06-01) <a href="https://www.geeksforgeeks.org/python-docstrings/">https://www.geeksforgeeks.org/python-docstrings/</a></p>
 </div>
 <div id="ref-9HZXe8sx">
-<p>112. <strong>Home | Read the Docs</strong> <a href="https://readthedocs.org/">https://readthedocs.org/</a></p>
+<p>114. <strong>Home | Read the Docs</strong> <a href="https://readthedocs.org/">https://readthedocs.org/</a></p>
 </div>
 <div id="ref-VjDIpAqq">
-<p>113. <strong>GitBook - Where software teams break knowledge silos.</strong> <a href="https://www.gitbook.com/">https://www.gitbook.com/</a></p>
+<p>115. <strong>GitBook - Where software teams break knowledge silos.</strong> <a href="https://www.gitbook.com/">https://www.gitbook.com/</a></p>
 </div>
 <div id="ref-FMzJsf3g">
-<p>114. <strong>Home | Bookdown</strong> <a href="https://bookdown.org/home/">https://bookdown.org/home/</a></p>
+<p>116. <strong>Home | Bookdown</strong> <a href="https://bookdown.org/home/">https://bookdown.org/home/</a></p>
 </div>
 <div id="ref-dvOzCOyW">
-<p>115. <strong>GitHub - jazzband/pip-tools: A set of tools to keep your pinned Python dependencies fresh.</strong> <br />
+<p>117. <strong>GitHub - jazzband/pip-tools: A set of tools to keep your pinned Python dependencies fresh.</strong> <br />
 GitHub<br />
 <a href="https://github.com/jazzband/pip-tools">https://github.com/jazzband/pip-tools</a></p>
 </div>
 <div id="ref-rmvJ2O0Q">
-<p>116. <strong>Empowering App Development for Developers | Docker</strong> <a href="https://www.docker.com/">https://www.docker.com/</a></p>
+<p>118. <strong>Home</strong> <br />
+Docker<br />
+<a href="https://www.docker.com/">https://www.docker.com/</a></p>
 </div>
 <div id="ref-99QkJBoF">
-<p>117. <strong>Home</strong> <br />
+<p>119. <strong>Sylabs.io | Home</strong> <br />
 Sylabs.io<br />
 <a href="https://sylabs.io/">https://sylabs.io/</a></p>
 </div>
 <div id="ref-TOmDDCcd">
-<p>118. <strong>What is Software Rot? - Definition from Techopedia</strong> <br />
+<p>120. <strong>What is Software Rot? - Definition from Techopedia</strong> <br />
 Techopedia.com<br />
 <a href="http://www.techopedia.com/definition/22202/software-rot">http://www.techopedia.com/definition/22202/software-rot</a></p>
 </div>
 <div id="ref-iXfPU3Cy">
-<p>119. <strong>Gitter</strong> <a href="https://gitter.im/">https://gitter.im/</a></p>
+<p>121. <strong>Gitter</strong> <a href="https://gitter.im/">https://gitter.im/</a></p>
 </div>
 <div id="ref-6v98AMba">
-<p>120. <strong>Redirecting to Google Groups</strong> <a href="https://groups.google.com/forum/m">https://groups.google.com/forum/m</a></p>
+<p>122. <strong>Redirecting to Google Groups</strong> <a href="https://groups.google.com/forum/m">https://groups.google.com/forum/m</a></p>
 </div>
 <div id="ref-E0tpYdxU">
-<p>121. <strong>GitHub Discussions Documentation</strong> <br />
+<p>123. <strong>GitHub Discussions Documentation</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/discussions">https://docs.github.com/en/discussions</a></p>
 </div>
 <div id="ref-5HELQ2ms">
-<p>122. <strong>Mastering Issues · GitHub Guides</strong> <a href="https://guides.github.com/features/issues/">https://guides.github.com/features/issues/</a></p>
+<p>124. <strong>About issues</strong> <br />
+GitHub Docs<br />
+<a href="https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues">https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues</a></p>
 </div>
 <div id="ref-ep7wwgWj">
-<p>123. <strong>Setting guidelines for repository contributors</strong> <br />
+<p>125. <strong>Setting guidelines for repository contributors</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/communities/setting-up-your-project-for-healthy-contributions/setting-guidelines-for-repository-contributors">https://docs.github.com/en/communities/setting-up-your-project-for-healthy-contributions/setting-guidelines-for-repository-contributors</a></p>
 </div>
 <div id="ref-pVl1NEXZ">
-<p>124. <strong>About wikis</strong> <br />
+<p>126. <strong>About wikis</strong> <br />
 GitHub Docs<br />
 <a href="https://docs.github.com/en/communities/documenting-your-project-with-wikis/about-wikis">https://docs.github.com/en/communities/documenting-your-project-with-wikis/about-wikis</a></p>
 </div>
 <div id="ref-115FgZQh6">
-<p>125. <strong>Contributor Covenant: A Code of Conduct for Open Source and Other Digital Commons Communities</strong> <a href="https://www.contributor-covenant.org/">https://www.contributor-covenant.org/</a></p>
+<p>127. <strong>Contributor Covenant: A Code of Conduct for Open Source and Other Digital Commons Communities</strong> <a href="https://www.contributor-covenant.org/">https://www.contributor-covenant.org/</a></p>
 </div>
 <div id="ref-qcPNBi0h">
-<p>126. <strong>policies/citizen_code_of_conduct.md at master · stumpsyn/policies</strong> <br />
+<p>128. <strong>policies/citizen_code_of_conduct.md at master · stumpsyn/policies</strong> <br />
 GitHub<br />
 <a href="https://github.com/stumpsyn/policies">https://github.com/stumpsyn/policies</a></p>
 </div>
 <div id="ref-1Ei7XPHmQ">
-<p>127. <strong>A successful Git branching model</strong> <br />
+<p>129. <strong>A successful Git branching model</strong> <br />
 nvie.com<br />
 <a href="http://nvie.com/posts/a-successful-git-branching-model/">http://nvie.com/posts/a-successful-git-branching-model/</a></p>
 </div>
 <div id="ref-zcUBK27J">
-<p>128. <strong>Kanban - A brief introduction</strong> <br />
+<p>130. <strong>Kanban - A brief introduction</strong> <br />
 Atlassian<br />
 <em>Atlassian</em> <a href="https://www.atlassian.com/agile/kanban">https://www.atlassian.com/agile/kanban</a></p>
 </div>
 <div id="ref-ssoXtriL">
-<p>129. <strong>GitHub Issues · Project planning for developers</strong> <br />
+<p>131. <strong>GitHub Issues · Project planning for developers</strong> <br />
 GitHub<br />
 <a href="https://github.com/features/issues">https://github.com/features/issues</a></p>
 </div>
 <div id="ref-QrHcaBPj">
-<p>130. <strong>Free Kanban Boards - Issue Tracker | GitKraken Boards</strong> <a href="https://www.gitkraken.com/boards">https://www.gitkraken.com/boards</a></p>
+<p>132. <strong>Boards Timelines FAQ | GitKraken</strong> <a href="https://www.gitkraken.com/boards-and-timelines">https://www.gitkraken.com/boards-and-timelines</a></p>
 </div>
 <div id="ref-LLiWj74b">
-<p>131. <strong>What is Scrum?</strong> <br />
+<p>133. <strong>What is Scrum?</strong> <br />
 Scrum.org<br />
 <a href="https://www.scrum.org/resources/what-is-scrum">https://www.scrum.org/resources/what-is-scrum</a></p>
 </div>
 <div id="ref-rX7VZWos">
-<p>132. <strong>ZenHub - Agile Project Management for GitHub</strong> <a href="https://www.zenhub.com/">https://www.zenhub.com/</a></p>
+<p>134. <strong>ZenHub - Productivity Management for Software Teams</strong> <a href="https://www.zenhub.com/">https://www.zenhub.com/</a></p>
 </div>
 <div id="ref-a6SmwGuV">
-<p>133. <strong>Jira | Issue &amp; Project Tracking Software</strong> <br />
+<p>135. <strong>Jira | Issue &amp; Project Tracking Software</strong> <br />
 Atlassian<br />
 <em>Atlassian</em> <a href="https://www.atlassian.com/software/jira">https://www.atlassian.com/software/jira</a></p>
 </div>
 <div id="ref-qOcBF2oS">
-<p>134. <strong>Manifesto for Agile Software Development</strong> <a href="https://agilemanifesto.org/">https://agilemanifesto.org/</a></p>
+<p>136. <strong>Manifesto for Agile Software Development</strong> <a href="https://agilemanifesto.org/">https://agilemanifesto.org/</a></p>
 </div>
 <div id="ref-1UVh4XJi">
-<p>135. <strong>GitHub - c4urself/bump2version: Version-bump your software with a single command</strong> <br />
+<p>137. <strong>GitHub - c4urself/bump2version: Version-bump your software with a single command</strong> <br />
 GitHub<br />
 <a href="https://github.com/c4urself/bump2version">https://github.com/c4urself/bump2version</a></p>
 </div>
 <div id="ref-SXI7Canc">
-<p>136. <strong>Danger - Stop Saying “You Forgot To…” in Code Review</strong> <br />
+<p>138. <strong>Danger - Stop Saying “You Forgot To…” in Code Review</strong> <br />
 Orta Therox<br />
 <a href="http://danger.systems/ruby/index.html">http://danger.systems/ruby/index.html</a></p>
 </div>
 <div id="ref-JKpPPQzZ">
-<p>137. <strong>Git - Git Hooks</strong> <a href="https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks">https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks</a></p>
+<p>139. <strong>Git - Git Hooks</strong> <a href="https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks">https://git-scm.com/book/en/v2/Customizing-Git-Git-Hooks</a></p>
 </div>
 <div id="ref-qRqqDo0w">
-<p>138. <strong>A complete reference genome improves analysis of human genetic variation</strong> <br />
+<p>140. <strong>A complete reference genome improves analysis of human genetic variation</strong> <br />
 Sergey Aganezov, Stephanie M. Yan, Daniela C. Soto, Melanie Kirsche, Samantha Zarate, Pavel Avdeyev, Dylan J. Taylor, Kishwar Shafin, Alaina Shumate, Chunlin Xiao, … Michael C. Schatz<br />
-<em>Cold Spring Harbor Laboratory</em> (2021-07-13) <a href="https://doi.org/gk6dwc">https://doi.org/gk6dwc</a> <br />
+<em>Genomics</em> (2021-07-13) <a href="https://doi.org/gk6dwc">https://doi.org/gk6dwc</a> <br />
 DOI: <a href="https://doi.org/10.1101/2021.07.12.452063">10.1101/2021.07.12.452063</a></p>
 </div>
 <div id="ref-ALU8zyix">
-<p>139. <strong>Exponential scaling of single-cell RNA-seq in the past decade</strong> <br />
+<p>141. <strong>Exponential scaling of single-cell RNA-seq in the past decade</strong> <br />
 Valentine Svensson, Roser Vento-Tormo, Sarah A Teichmann<br />
-<em>Nature Protocols</em> (2018-03-01) <a href="https://doi.org/gc5ndt">https://doi.org/gc5ndt</a> <br />
+<em>Nature Protocols</em> (2018-04) <a href="https://doi.org/gc5ndt">https://doi.org/gc5ndt</a> <br />
 DOI: <a href="https://doi.org/10.1038/nprot.2017.149">10.1038/nprot.2017.149</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/29494575">29494575</a></p>
 </div>
 <div id="ref-KBoHN8e8">
-<p>140. <strong>scAlign: a tool for alignment, integration, and rare cell identification from scRNA-seq data</strong> <br />
+<p>142. <strong>scAlign: a tool for alignment, integration, and rare cell identification from scRNA-seq data</strong> <br />
 Nelson Johansen, Gerald Quon<br />
-<em>Genome Biology</em> (2019-08-14) <a href="https://doi.org/gh5jhj">https://doi.org/gh5jhj</a> <br />
+<em>Genome Biology</em> (2019-12) <a href="https://doi.org/gh5jhj">https://doi.org/gh5jhj</a> <br />
 DOI: <a href="https://doi.org/10.1186/s13059-019-1766-4">10.1186/s13059-019-1766-4</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/31412909">31412909</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6693154">PMC6693154</a></p>
 </div>
 <div id="ref-94lBUqNp">
-<p>141. <strong>Constraint-based models predict metabolic and associated cellular functions</strong> <br />
+<p>143. <strong>Constraint-based models predict metabolic and associated cellular functions</strong> <br />
 Aarash Bordbar, Jonathan M. Monk, Zachary A. King, Bernhard O. Palsson<br />
-<em>Nature Reviews Genetics</em> (2014-01-16) <a href="https://doi.org/f5sk8s">https://doi.org/f5sk8s</a> <br />
+<em>Nature Reviews Genetics</em> (2014-02) <a href="https://doi.org/f5sk8s">https://doi.org/f5sk8s</a> <br />
 DOI: <a href="https://doi.org/10.1038/nrg3643">10.1038/nrg3643</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/24430943">24430943</a></p>
 </div>
 <div id="ref-cieXgNg">
-<p>142. <strong>COBRApy: COnstraints-Based Reconstruction and Analysis for Python</strong> <br />
+<p>144. <strong>COBRApy: COnstraints-Based Reconstruction and Analysis for Python</strong> <br />
 Ali Ebrahim, Joshua A Lerman, Bernhard O Palsson, Daniel R Hyduke<br />
-<em>BMC Systems Biology</em> (2013-08-08) <a href="https://doi.org/gb3qmh">https://doi.org/gb3qmh</a> <br />
+<em>BMC Systems Biology</em> (2013-12) <a href="https://doi.org/gb3qmh">https://doi.org/gb3qmh</a> <br />
 DOI: <a href="https://doi.org/10.1186/1752-0509-7-74">10.1186/1752-0509-7-74</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/23927696">23927696</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3751080">PMC3751080</a></p>
 </div>
 <div id="ref-1DX19gjFK">
-<p>143. <strong>RNA sequencing: the teenage years</strong> <br />
+<p>145. <strong>RNA sequencing: the teenage years</strong> <br />
 Rory Stark, Marta Grzelak, James Hadfield<br />
-<em>Nature Reviews Genetics</em> (2019-07-24) <a href="https://doi.org/gf6vfx">https://doi.org/gf6vfx</a> <br />
+<em>Nature Reviews Genetics</em> (2019-11) <a href="https://doi.org/gf6vfx">https://doi.org/gf6vfx</a> <br />
 DOI: <a href="https://doi.org/10.1038/s41576-019-0150-2">10.1038/s41576-019-0150-2</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/31341269">31341269</a></p>
 </div>
 <div id="ref-31ZBzbN6">
-<p>144. <strong>Genome-scale metabolic modelling of P. thermoglucosidasius NCIMB 11955 reveals metabolic bottlenecks in anaerobic metabolism.</strong> <br />
+<p>146. <strong>Genome-scale metabolic modelling of P. thermoglucosidasius NCIMB 11955 reveals metabolic bottlenecks in anaerobic metabolism.</strong> <br />
 Viviënne Mol, Martyn Bennett, Benjamín J. Sánchez, Beata K. Lisowska, Markus J. Herrgård, Alex Toftgaard Nielsen, David J Leak, Nikolaus Sonnenschein<br />
-<em>Cold Spring Harbor Laboratory</em> (2021-02-01) <a href="https://doi.org/gh4s89">https://doi.org/gh4s89</a> <br />
+<em>Microbiology</em> (2021-02-01) <a href="https://doi.org/gh4s89">https://doi.org/gh4s89</a> <br />
 DOI: <a href="https://doi.org/10.1101/2021.02.01.429138">10.1101/2021.02.01.429138</a></p>
 </div>
 <div id="ref-1GXDCoupc">
-<p>145. <strong>A systematic assessment of current genome-scale metabolic reconstruction tools</strong> <br />
+<p>147. <strong>A systematic assessment of current genome-scale metabolic reconstruction tools</strong> <br />
 Sebastián N. Mendoza, Brett G. Olivier, Douwe Molenaar, Bas Teusink<br />
-<em>Genome Biology</em> (2019-08-07) <a href="https://doi.org/gh3pjm">https://doi.org/gh3pjm</a> <br />
+<em>Genome Biology</em> (2019-12) <a href="https://doi.org/gh3pjm">https://doi.org/gh3pjm</a> <br />
 DOI: <a href="https://doi.org/10.1186/s13059-019-1769-1">10.1186/s13059-019-1769-1</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/31391098">31391098</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6685185">PMC6685185</a></p>
 </div>
 <div id="ref-14iHcKBb7">
-<p>146. <strong>MEMOTE for standardized genome-scale metabolic model testing</strong> <br />
+<p>148. <strong>MEMOTE for standardized genome-scale metabolic model testing</strong> <br />
 Christian Lieven, Moritz E. Beber, Brett G. Olivier, Frank T. Bergmann, Meric Ataman, Parizad Babaei, Jennifer A. Bartell, Lars M. Blank, Siddharth Chauhan, Kevin Correia, … Cheng Zhang<br />
-<em>Nature Biotechnology</em> (2020-03-02) <a href="https://doi.org/gh4s88">https://doi.org/gh4s88</a> <br />
+<em>Nature Biotechnology</em> (2020-03-01) <a href="https://doi.org/gh4s88">https://doi.org/gh4s88</a> <br />
 DOI: <a href="https://doi.org/10.1038/s41587-020-0446-y">10.1038/s41587-020-0446-y</a> · PMID: <a href="https://www.ncbi.nlm.nih.gov/pubmed/32123384">32123384</a> · PMCID: <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7082222">PMC7082222</a></p>
 </div>
 </div>
 <h2 id="supplementary-material">Supplementary Material</h2>
 <h3 id="additional-case-study-1-rna-seq-differential-gene-expression">Additional case study 1: RNA-seq differential gene expression</h3>
-<p>Differential gene expression (DGE) analysis is a routine research tool in the field of functional genomics. Its main goal is to determine quantitative changes in gene expression levels between different experimental conditions or different populations. Nowadays, given the availability of NGS technologies, most DGE analysis are based on RNA-seq data, being the primary application of the technology <span class="citation" data-cites="1DX19gjFK">[<a href="#ref-1DX19gjFK" role="doc-biblioref">143</a>]</span>. Here, we will consider a study designed to gain insights regarding a specific condition of interest, leading to interest genes that can be functionally characterized in animal models afterwards. The experimental setup included a control group and an experimental group with the condition of interest, both sequenced using RNA-seq. The experiment was conducted four times independently to get four replicates per group.</p>
+<p>Differential gene expression (DGE) analysis is a routine research tool in the field of functional genomics. Its main goal is to determine quantitative changes in gene expression levels between different experimental conditions or different populations. Nowadays, given the availability of NGS technologies, most DGE analysis are based on RNA-seq data, being the primary application of the technology <span class="citation" data-cites="1DX19gjFK">[<a href="#ref-1DX19gjFK" role="doc-biblioref">145</a>]</span>. Here, we will consider a study designed to gain insights regarding a specific condition of interest, leading to interest genes that can be functionally characterized in animal models afterwards. The experimental setup included a control group and an experimental group with the condition of interest, both sequenced using RNA-seq. The experiment was conducted four times independently to get four replicates per group.</p>
 <p>In this example, the most relevant part is personal research. Following this work’s framework, the first step is to decide which programming languages to use. Considering that the bioinformatics analysis will include a first step performed in the command line—where read will be trimmed and aligned to a reference transcriptome, and the number of reads per transcripts will be counted—followed by a second step for data filtering and statistical analysis, the programming languages to use will be Shell and R. The folder structure must have separated spaces for raw data, results, documentation and scripts used in the analysis. We recommend to clone the RR-init template into our HPC since a simple structure will suffice. For this project, the best option will be to use a Conda environment with R installed, where we can download packages from Bioconductor and Bioconda. A bash script written in Emacs will be a suitable option for the first step in the HPC, and R Studio for the second part of analysis and visualization. We advice to follow literate programming, especially when writing R code, and to track changes using Git.</p>
 <h3 id="additional-case-study-2-genome-scale-metabolic-model">Additional case study 2: Genome-scale metabolic model</h3>
-<p>A sub group of constraint-based models (<a href="#case-study-3-tool-development-for-constraint-based-modeling">Case Study 3</a>) are genome-scale metabolic models, where the model represents the complete metabolism of a cell, inferred from genome sequencing. These models are significantly larger in size, making the model generation and curation steps hard to trace back if we don’t use adequate tools. As a reference paper, consider the generation, curation and validation of a genome-scale model for <em>Parageobacillus thermoglucosidasius</em> <span class="citation" data-cites="31ZBzbN6">[<a href="#ref-31ZBzbN6" role="doc-biblioref">144</a>]</span>, a thermophilic facultative anaerobic bacteria with promising traits for industrial metabolic engineering.</p>
-<p>The first step in a project of this nature is to use one of the many reconstruction algorithms available <span class="citation" data-cites="1GXDCoupc">[<a href="#ref-1GXDCoupc" role="doc-biblioref">145</a>]</span> to start from what is referred to as a draft reconstruction; therefore, the choice of programming language for that section will depend on the selected algorithm. After that, there is a lengthy step of model curation and gap filling, in order to end up with a model that can produce all necessary building blocks of the cell. For this step we recommend a basic setup of Python as programming language and Conda as environment manager, due to their ease of use and the growing number of Python packages being developed in the field. Additionally, we advice using Jupyter Notebook as main working setup and Git for version control, as you can use different notebooks (or different versions of a notebook) as logs of analysis performed on your working draft. When collaborating, tools that will be especially useful while working on a genome-scale model are unit-testing, to ensure your model maintains a certain quality as you and others develop it <span class="citation" data-cites="14iHcKBb7">[<a href="#ref-14iHcKBb7" role="doc-biblioref">146</a>]</span>, and ReviewNB, to keep track of changes in notebooks across commits and/or branches. Finally, when sharing the model within the community, Zenodo is a great option for defining different versions of the model, and any issue tracker will make it possible for users to pinpoint mathematical or biological inconsistencies in the network.</p>
+<p>A sub group of constraint-based models (<a href="#case-study-3-tool-development-for-constraint-based-modeling">Case Study 3</a>) are genome-scale metabolic models, where the model represents the complete metabolism of a cell, inferred from genome sequencing. These models are significantly larger in size, making the model generation and curation steps hard to trace back if we don’t use adequate tools. As a reference paper, consider the generation, curation and validation of a genome-scale model for <em>Parageobacillus thermoglucosidasius</em> <span class="citation" data-cites="31ZBzbN6">[<a href="#ref-31ZBzbN6" role="doc-biblioref">146</a>]</span>, a thermophilic facultative anaerobic bacteria with promising traits for industrial metabolic engineering.</p>
+<p>The first step in a project of this nature is to use one of the many reconstruction algorithms available <span class="citation" data-cites="1GXDCoupc">[<a href="#ref-1GXDCoupc" role="doc-biblioref">147</a>]</span> to start from what is referred to as a draft reconstruction; therefore, the choice of programming language for that section will depend on the selected algorithm. After that, there is a lengthy step of model curation and gap filling, in order to end up with a model that can produce all necessary building blocks of the cell. For this step we recommend a basic setup of Python as programming language and Conda as environment manager, due to their ease of use and the growing number of Python packages being developed in the field. Additionally, we advice using Jupyter Notebook as main working setup and Git for version control, as you can use different notebooks (or different versions of a notebook) as logs of analysis performed on your working draft. When collaborating, tools that will be especially useful while working on a genome-scale model are unit-testing, to ensure your model maintains a certain quality as you and others develop it <span class="citation" data-cites="14iHcKBb7">[<a href="#ref-14iHcKBb7" role="doc-biblioref">148</a>]</span>, and ReviewNB, to keep track of changes in notebooks across commits and/or branches. Finally, when sharing the model within the community, Zenodo is a great option for defining different versions of the model, and any issue tracker will make it possible for users to pinpoint mathematical or biological inconsistencies in the network.</p>
 <!-- default theme -->
 
 <style>
diff --git a/manuscript.md b/manuscript.md
index 77da5c2..96acbea 100644
--- a/manuscript.md
+++ b/manuscript.md
@@ -4,8 +4,8 @@ author-meta:
 - "Benjam\xEDn J. S\xE1nchez *"
 bibliography:
 - content/manual-references.json
-date-meta: '2021-09-29'
-header-includes: "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"citation_title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"og:title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"twitter:title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"dc.date\" content=\"2021-09-29\" />\n<meta name=\"citation_publication_date\" content=\"2021-09-29\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Daniela C. Soto *\" />\n<meta name=\"citation_author_institution\" content=\"Genome Center, MIND Institute, and Department of Biochemistry &amp; Molecular Medicine, Davis, CA 95616,USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6292-655X\" />\n<meta name=\"twitter:creator\" content=\"@dcsoto_cl\" />\n<meta name=\"citation_author\" content=\"Benjam\xEDn J. S\xE1nchez *\" />\n<meta name=\"citation_author_institution\" content=\"Department of Bioengineering, Technical University of Denmark, Kgs. Lyngby, 2800, Denmark\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6093-4110\" />\n<meta name=\"twitter:creator\" content=\"@BenjaSanchez\" />\n<link rel=\"canonical\" href=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"og:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"twitter:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_pdf_url\" content=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->"
+date-meta: '2022-03-22'
+header-includes: "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"citation_title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"og:title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"twitter:title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"dc.date\" content=\"2022-03-22\" />\n<meta name=\"citation_publication_date\" content=\"2022-03-22\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Daniela C. Soto *\" />\n<meta name=\"citation_author_institution\" content=\"Genome Center, MIND Institute, and Department of Biochemistry &amp; Molecular Medicine, Davis, CA 95616,USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6292-655X\" />\n<meta name=\"twitter:creator\" content=\"@dcsoto_cl\" />\n<meta name=\"citation_author\" content=\"Benjam\xEDn J. S\xE1nchez *\" />\n<meta name=\"citation_author_institution\" content=\"Department of Bioengineering, Technical University of Denmark, Kgs. Lyngby, 2800, Denmark\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6093-4110\" />\n<meta name=\"twitter:creator\" content=\"@BenjaSanchez\" />\n<link rel=\"canonical\" href=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"og:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"twitter:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_pdf_url\" content=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->"
 keywords:
 - markdown
 - publishing
@@ -25,10 +25,10 @@ title: Tools for (better) computational biology
 
 <small><em>
 This manuscript
-([permalink](https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/))
+([permalink](https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/))
 was automatically generated
-from [computer-aided-biotech/better-cb@4048a87](https://github.com/computer-aided-biotech/better-cb/tree/4048a8723750f15071c7d088831a0e4737dc56b8)
-on September 29, 2021.
+from [computer-aided-biotech/better-cb@1e58973](https://github.com/computer-aided-biotech/better-cb/tree/1e589737f89327aaf173ea0dda721d648b1fe288)
+on March 22, 2022.
 </em></small>
 
 ## Authors
@@ -72,9 +72,9 @@ The use of computing to address biological questions encompasses a wide array of
 
 Scientific computing requires following specific practices to enable shareable, reproducible and sustainable outputs. Computing-heavy disciplines, such as software engineering and data science, have adopted practices addressing the need for collaboration, visualization, project management, and strengthening of online communities. However, as a highly interdisciplinary and evolving field, computational biology has yet to acquire a set of universal "best practices". Since most computational biologists come from diverse backgrounds and rely on self-study rather than formal education [@doi:10.1109/SANER.2018.8330263], the absence of guidelines may leave many computational biologists astray, engaging in unsustainable practices that hinder reproducibility and collaboration, slowing down biomedical and biotechnological research.
 
-In recent years, this "guidelines gap" has been addressed by the definition of FAIR principles—Findability, Accessibility, Interoperability, and Reusability—coined in 2016 [@doi:10.1038/sdata.2016.18]. Originally develop for data stewardship, FAIR principles have been proposed as universal guidelines for all research objects [@doi:10.1016/j.patter.2021.100206]. However, how to translate these high-level principles into day-to-day practices requires additional nuances, based on the type of research object, the size and scope of the project, and the experience of the researcher.
+In recent years, this "guidelines gap" has been addressed by the definition of FAIR principles—Findability, Accessibility, Interoperability, and Reusability—coined in 2016 [@doi:10.1038/sdata.2016.18]. Originally developed for data stewardship, FAIR principles have been proposed as universal guidelines for all research objects [@doi:10.1016/j.patter.2021.100206]. However, how to translate these high-level principles into day-to-day practices requires additional nuances, based on the type of research object, the size and scope of the project, and the experience of the researcher.
 
-Over the last decade, several researchers have published advice on good practices for scientific computing and computational biology. Recently, the framework ADVerTS (availability of software, documenting software, version control, testing, and support) has been proposed as a set of "barely sufficient" practices to address the need for FAIR scientific software [@doi:10.1016/j.patter.2021.100206]. Other advice includes reviews introducing bench scientists new to computational biology to a wide range of topics ranging from programming to project organization [@doi:10.1371/journal.pcbi.1005510;@doi:10.1371/journal.pbio.1001745;@doi:10.1093/gigascience/giz054;@doi:10.1038/nbt.2740], deep-dives into the use and applications of one powerful tool, such as the software development and version control cloud service GitHub [@doi:10.1371/journal.pcbi.1004947] and the web-application Jupyter Notebooks [@arxiv:1810.08055v1], or comprehensive reviews covering one specific need in computational biology, such as workflow automation [@doi:10.1101/2020.06.30.178673] or software library development [@doi:10.1016/j.cels.2017.08.003].
+Over the last decade, several researchers have published advice on good practices for scientific computing and computational biology. Recently, the framework ADVerTS (availability of software, documenting software, version control, testing, and support) has been proposed as a set of "barely sufficient" practices to address the need for FAIR scientific software [@doi:10.1016/j.patter.2021.100206]. Other advice includes reviews introducing bench scientists new to computational biology to a wide range of topics ranging from programming to project organization [@doi:10.1371/journal.pcbi.1005510;@doi:10.1371/journal.pbio.1001745;@doi:10.1093/gigascience/giz054;@doi:10.1038/nbt.2740;@doi:10.1371/journal.pcbi.1005871], deep-dives into the use and applications of one powerful tool, such as the software development and version control cloud service GitHub [@doi:10.1371/journal.pcbi.1004947] and the web-application Jupyter Notebooks [@arxiv:1810.08055v1], or comprehensive reviews covering one specific need in computational biology, such as workflow automation [@doi:10.1101/2020.06.30.178673] or software library development [@doi:10.1016/j.cels.2017.08.003].
 
 Although this advice proves immensely helpful, some aspects of the computational biology "journey" remain uncovered. Indeed, guiding principles and general advice are key to establish a behavior roadmap, but their actual implementation is enabled by incorporating the right tools into our daily working routine. Tool selection has many components, from availability to suitability to personal preference, and although the latter is left to the reader, here we will shed light over the first two. We premise that good practices in computational biology lie within a continuum that traverses three "levels": the individual’s personal practices, the collaborative practices of a team, and the practices that allow a broader scientific community to access and engage over time with the research (Figure {@fig:levels-fig}). Each one of these levels has a different set of needs and challenges, as well as a specific set of tools that can be used to address them. Here, we compiled a curated list of these tools, emphasizing their time and place in a computational biology research project. Committed to practicality, we illustrated the utility of these tools in case studies covering a wide spectrum of research topics that computational biologists can use to model their own practices, modifying them to suit their own needs and preferences.
 
@@ -170,17 +170,17 @@ Table: Steps to conduct most computational biology projects. {#tbl:personal-tool
 
 Different programming languages serve distinctive purposes and have different idiosyncrasies. As such, choosing the right programming language for a project depends on your research goals and personal preference or skill set. Additionally, communities usually favor the usage and training of some programming languages over others; utilizing such languages may facilitate integrating your work within the existing ecosystem. 
 
-As computational biology becomes a data intensive discipline, interacting with high-performance computing (HPC) has become a hallmark of the field. HPC infrastructures commonly use Unix/Linux distributions as their operating system. To interact with these platforms, you need to use a the command line interpreter known as the "Unix shell". There are multiple versions of Unix shells, being Bash one of the most widely adopted. Besides providing a user interface, the shell is also a scripting language that allows manipulating files and executing programs through Shell scripts. Unix/Linux operating systems have other interesting perks, such as powerful and fast commands for searching and manipulating files (e.g. `sed`, `grep` or `join`) as well as the language `awk`, that can perform quick text processing and arithmetic operations.
+As computational biology becomes a data intensive discipline, interacting with high-performance computing (HPC) has become a hallmark of the field. HPC infrastructures commonly use Unix/Linux distributions as their operating system. To interact with these platforms, you need to use a the command line interpreter known as the "Unix shell". There are multiple versions of Unix shells, Bash being one of the most widely adopted. Besides providing a user interface, the shell is also a scripting language that allows manipulating files and executing programs through Shell scripts. Unix/Linux operating systems have other interesting perks, such as powerful and fast commands for searching and manipulating files (e.g. `sed`, `grep` or `join`) as well as the language `awk`, that can perform quick text processing and arithmetic operations.
 
-One of the most common task of any computational biologist is data analysis, which usually involves data cleaning, exploration, manipulation, and visualization. Currently, the most widely used programming language for data analysis worldwide is Python [@https://www.kaggle.com/kaggle/kaggle-survey-2018;@http://www.modulecounts.com]. Computational biology research has followed this trend making Python one of the most popular languages among researchers, tendency that will likely keep growing as machine learning and deep learning are more widely adopted in biological research. Python usage has been facilitated by the availability of packages for biological data analysis accessible through package managers such as Pip or Conda. Likewise, R is another prominent language in the field. Arguably, one of R main strengths is its wide array of tools for statistical analysis. Of particular interest is the Bioconductor repository, where many gold-standard tools for biological data analysis have been published. R usage in data science has deeply benefited from the Tidyverse packages, increasing the readability of the R syntax for both data manipulation via `dplyr`, and visualization via `ggplot2`.
+One of the most common tasks of any computational biologist is data analysis, which usually involves data cleaning, exploration, manipulation, and visualization. Currently, the most widely used programming language for data analysis worldwide is Python [@https://www.kaggle.com/kaggle/kaggle-survey-2018;@http://www.modulecounts.com]. Computational biology research has followed this trend making Python one of the most popular languages among researchers, tendency that will likely keep growing as machine learning and deep learning are more widely adopted in biological research. Python usage has been facilitated by the availability of packages for biological data analysis accessible through package managers such as Pip or Conda. Likewise, R is another prominent language in the field. Arguably, one of R main strengths is its wide array of tools for statistical analysis. Of particular interest is the Bioconductor repository, where many gold-standard tools for biological data analysis have been published. R usage in data science has deeply benefited from the Tidyverse packages and surrounding community, increasing the readability of the R syntax for both data manipulation via `dplyr`, and visualization via `ggplot2`.
 
-Oftentimes, computational biologists require coding their own sets of instructions for processing data via scripts or programs. A script can be described as lightweight single-file program developed to tackle a narrow purpose. They are likely written in an interpreted programming language instead of a compiled one. Interpreted programming languages execute the program directly, without previous compilation, meaning each statement is run individually. They are quick to edit and can be run interactively, at expense of computational performance. In computational biology, the current most common multi-purpose scripting languages are Python and R. When working in a HPC, Shell/Bash scripting is also widely used. Perl and Matlab are also popular languages among bioinformatics and systems biology, respectively. A program, in the other hand, is a larger tool that usually combines multiple scripts and works as a "black box" to the user. It is designed to tackle computationally intensive problems; thus, a compiled language is preferred. Several tools designed for high-weight biological data processing have been written in C/C++. In recent years, however, scientists have been turning to Rust because of its speed, safety and active community [@doi:10.1038/d41586-020-03382-2]. If computational performance is less of a concern, Python and R are suitable alternatives as coding programs.
+Oftentimes, computational biologists require coding their own sets of instructions for processing data via scripts or programs. A script can be described as lightweight single-file program developed to tackle a narrow purpose. They are likely written in an interpreted programming language instead of a compiled one. Interpreted programming languages execute the program directly, without previous compilation, meaning each statement is run individually. They are quick to edit and can be run interactively, at the expense of computational performance. In computational biology, the current most common multi-purpose scripting languages are Python and R. When working in a HPC environment, Shell/Bash scripting is also widely used. Perl and Matlab are also popular languages among bioinformaticiancs and systems biologists, respectively. A program, on the other hand, is a larger tool that usually combines multiple scripts and works as a "black box" to the user. It is designed to tackle computationally intensive problems; thus, a compiled language is preferred. Several tools designed for high-weight biological data processing have been written in C/C++. In recent years, however, scientists have been turning to Rust because of its speed, safety and active community [@doi:10.1038/d41586-020-03382-2]. If computational performance is less of a concern, Python and R are suitable alternatives as coding programs.
 
-Biological data processing is rarely a one-step process. To go from raw data to useful insights, several steps need to be taken in a specific order, accompanied by a plethora of decisions regarding parameters. Computational biologists have addressed this need by embracing workflow management systems to automate data analysis pipelines. A pipeline can be written as a Shell script where a handful of commands are written one after another, using Shell variables and Shell scripting syntax when needed. Although effective, this approach provides little control over the workflow, and lacks features to run isolated parts of the pipeline or track changes in input and output files. To overcome these limitations, a Bash script can be "upgraded" using the GNU Make program, which was originally designed to automate compilation and installation of software, but that it is flexible enough for building other types of workflows. Nowadays, however, several dedicated bioinformatics workflow managers have been developed. Snakemake is a workflow management system written in Python, allowing to incorporate the syntax of the tool with standard Python code. Similarly, Nextflow was build as an extension of Groovy—a programming language for the Java virtual machine—and can execute Groovy code. These tools not only provide control over every single step of the pipeline, but also offer features like interacting with job schedulers, software environment managers, and cloud computing support. Alternatively, there are available declarative standards to define workflows in a portable and human-readable manner, such as the Common Workflow Language (CWL) and Workflow Description Language (WDL, pronounced "widdle"). Although these are not executable, they can be run in CWL- or DWL-enabled engines.
+Biological data processing is rarely a one-step process. To go from raw data to useful insights, several steps need to be taken in a specific order, accompanied by a plethora of decisions regarding parameters. Computational biologists have addressed this need by embracing workflow management systems to automate data analysis pipelines. A pipeline can be written as a Shell script where a handful of commands are written one after another, using Shell variables and Shell scripting syntax when needed. Although effective, this approach provides little control over the workflow, and lacks features to run isolated parts of the pipeline or track changes in input and output files. To overcome these limitations, a Bash script can be "upgraded" using the GNU Make program, which was originally designed to automate compilation and installation of software, but that is flexible enough for building other types of workflows also. Nowadays, however, several dedicated bioinformatics workflow managers have been developed. Snakemake is a workflow management system written in Python, allowing to incorporate the syntax of the tool with standard Python code. Similarly, Nextflow was developed as a domain specific language (DSL) for workflow defnition based on Groovy—a programming language for the Java virtual machine. These tools not only provide control over every single step of the pipeline, but also offer features like interacting with job schedulers, software environment managers, and cloud computing support. Alternatively, there are available declarative standards to define workflows in a portable and human-readable manner, such as the Common Workflow Language (CWL) and Workflow Description Language (WDL, pronounced "widdle"). Although these are not executable, they can be run in CWL- or DWL-enabled engines.
 
 ### Step 2: Define your project structure
 
-After choosing your programming languages and before starting any coding, we advice you to come up with a well-thought-out project structure. This design should be intentional and tailored to the present and future needs of your project—remember to be kind to your future self. A computational biology project requires, at the very least, a folder structure that supports code, data, and documentation. Although tempting, cramming all kind of files in a unique folder is unsustainable. Instead, separate each one on different folders and subfolders, if needed. To simplify this process, you can base your project structure on research templates available off-the-rack. For data science projects, the Python package Cookiecutter Data Science cuts down the effort to the very minimum [@https://drivendata.github.io/cookiecutter-data-science]. Running the package prompts a questionnaire in the terminal where you can input the project name, authors, and other basic information. Then, the program generates a folder structure to store data—raw and processed—separated from notebooks and source code, as well as pre-made files for documentation such as a "readme", a docs folder, and a license. Similarly, the Reproducible Research Project Initialization (rr-init) offers a template folder structure that can be cloned from a GitHub repository and modified by the user [@https://github.com/Reproducible-Science-Curriculum/rr-init]. Although the latter is slightly simpler, both follow an akin philosophy aimed at research correctness and reproducibility [@doi:10.1371/journal.pcbi.1000424]. For workflow automation projects, we advice a similar folder structure. Snakemake recommends to store each workflow in a dedicated folder separated into workflow-related files—the Snakefile, rules and scripts—results, and configuration [@https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html]. In all cases, the folder must be initialize as a git repo for version control (See [Step 4](#step-4-follow-good-coding-practices)).
+After choosing your programming languages and before starting any coding, we advise you to come up with a well-thought-out project structure. This design should be intentional and tailored to the present and future needs of your project—remember to be kind to your future self. A computational biology project requires, at the very least, a folder structure that supports code, data, and documentation. Although tempting, cramming all kind of files in a unique folder is unsustainable. Instead, separate each one on different folders and subfolders, if needed. To simplify this process, you can base your project structure on research templates available off-the-rack. For data science projects, the Python package Cookiecutter Data Science cuts down the effort to the very minimum [@https://drivendata.github.io/cookiecutter-data-science]. Running the package prompts a questionnaire in the terminal where you can input the project name, authors, and other basic information. Then, the program generates a folder structure to store data—raw and processed—separated from notebooks and source code, as well as pre-made files for documentation such as a "README", a docs folder, and a license. Similarly, the Reproducible Research Project Initialization (rr-init) offers a template folder structure that can be cloned from a GitHub repository and modified by the user [@https://github.com/Reproducible-Science-Curriculum/rr-init]. Although the latter is slightly simpler, both follow an akin philosophy aimed at research correctness and reproducibility [@doi:10.1371/journal.pcbi.1000424]. For workflow automation projects, we advice a similar folder structure. Snakemake recommends to store each workflow in a dedicated folder separated into workflow-related files—the Snakefile, rules and scripts—results, and configuration [@https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html]. In all cases, the folder must be initialize as a git repo for version control (See [Step 4](#step-4-follow-good-coding-practices)).
 
 The software and dependencies needed to execute a workflow or program are also part of the project structure itself. The intricacies of software installation and dependency management are not to be underestimated. Fortunately, package and virtual environment managers significantly reduce this burden. A package manager is a system that automates the installation, upgrading, configuration, and removing of community-developed programs; a virtual environment manager, on the other hand, is a tool that generates isolated "environments" containing programs and dependencies that are functionally independent from other environments or the default operating system. Once a virtual environment is activated, a package manager can be used to install third-party programs.
 
@@ -188,7 +188,7 @@ We believe that every computational biology project must start with its own virt
 
 ### Step 3: Choose your working set-up
 
-With the foundation in place, the next step is to start coding. However, a more practical question needs to be answered first: Where to code? The simplest tools available for this purpose are text editors. Since writing code is ultimately writing text, any tool where characters can be typed fulfills this purpose. However, coding can be streamlined by additional features as those found in code editors—text editors especially developed for writing code. Crucial features to facilitate coding include syntax highlight, indentation, and autocompletion. Commonly used desktop editors include Atom, Sublime, Visual Studio Code, and Notepad++ (Windows only), all which offer a myriad of plugins to enhance the coding experience. Command line text editors are also suitable options for coding, being Vim and Emacs the most powerful ones. All of these tools share the advantage of being language agnostic, which is especially handy for the polyglot computational biologist. 
+With the foundation in place, the next step is to start coding. However, a more practical question needs to be answered first: Where to code? The simplest tools available for this purpose are text editors. Since writing code is ultimately writing text, any tool where characters can be typed fulfills this purpose. However, coding can be streamlined by additional features as those found in code editors—text editors especially developed for writing code. Crucial features to facilitate coding include syntax highlight, indentation, and autocompletion. Commonly used desktop editors include Atom, Sublime, Visual Studio Code, and Notepad++ (Windows only), all which offer a myriad of plugins to enhance the coding experience. Command line text editors are also suitable options for coding, with Vim and Emacs being the most powerful ones. All of these tools share the advantage of being language agnostic, which is especially handy for the polyglot computational biologist. 
 
 In addition to text editors, integrated development environments (IDEs) are also popular options for coding. At its essence, IDEs are supercharged text editors, i.e. with multiple other features that make writing code easier. The main parts of an IDE are a code editor (with syntax highlight, indentation and suggestions), a debugger, a folder structure, and a way to execute your code (a compiler or interpreter). Most IDEs are not language agnostic, meaning that they only allow to code in one language. The array of features also comes at a cost—IDEs usually use more memory and imply more visual clutter, if that is a concern of yours. For Python, Jupyter Lab, Spyder, and PyCharm are popular options, while for R, RStudio is the gold-standard. Notably, the differences between an IDE and a code editor are somewhat blurry, especially when enough plugins have been added to a code editor.
 
@@ -198,9 +198,11 @@ In the latest years, notebooks have acquired relevance in computational biology
 
 After dealing with steps one through three, finally comes writing code. Coding, however, requires good practices to ensure correctness, sustainability, and reproducibility for you, your future self, your collaborators (as we will discuss in [Level 2](#level-2-collaboration)) and the whole community (as we will discuss in [Level 3](#level-3-community)). First and foremost, you need to make sure your code works correctly. In computational biology, correctness implies biological and statistical soundness. Both are big topics beyond the scope of this manuscript. To achieve the former, however, a useful approach is to design positive and negative controls in your program, analysis or workflow. In scientific experimentation, a positive control is a control group that is expected to produce results; a negative control is expected to produce no results. The same approach can be applied to computation, using input data whose output is previously known. Biological soundness can also be tested by quickly assessing expected orders of magnitude in both, intermediate and final files. All these checks can be packaged in unit testing, of which we will talk about more in [Level 2](#level-2-collaboration).
 
-Beyond the correct functioning of your code, you will need to pay attention to the way your code looks, also know as "coding style". This includes a series of small and ubiquitous decisions regarding where and how to add comments; indentation and white spaces usage; variable, function and class naming; and overall code organization. It is true that, as in writing, there is a lot of your own personality in the way you code. However, sticking to existing coding style rules facilitates collaboration with your future self and others. Indeed, as we sometimes have trouble reading our own handwriting, we can also struggle reading our own code if we overlook any guidelines. At the very least, your code must display internal consistency. Even better, you can follow any of the multiple coding style guides that have been published. A good place to start is by reading style guides from software development teams. Google, for example, has published guidelines for Python, R, Shell, C++, and HTML/CSS [@https://github.com/google/styleguide]. Also, a series of guidelines for the Python programming language have been published as part of the Python Enhancement Proposal (PEP), known as PEP 8 [@https://www.python.org/dev/peps/pep-0008/]. Tools called "linters" can be added to most code editors and IDEs to aid flagging stylistic errors in your code based on a given style guide.
+Beyond the correct functioning of your code, you will need to pay attention to the way your code looks, also know as "coding style". This includes a series of small and ubiquitous decisions regarding where and how to add comments; indentation and white spaces usage; variable, function and class naming; and overall code organization. It is true that, as in writing, there is a lot of your own personality in the way you code. However, sticking to existing coding style rules facilitates collaboration with your future self and others. Indeed, as we sometimes have trouble reading our own handwriting, we can also struggle reading our own code if we overlook any guidelines. At the very least, your code must display internal consistency. Even better, you can follow any of the multiple coding style guides that have been published. A good place to start is by reading style guides from software development teams. Google, for example, has published guidelines for Python, R, Shell, C++, and HTML/CSS [@https://github.com/google/styleguide]. Also, a series of guidelines for the Python programming language have been published as part of the Python Enhancement Proposal (PEP), known as PEP 8 [@https://www.python.org/dev/peps/pep-0008/]. Tools called "linters" can be added to most code editors and IDEs to aid flagging stylistic errors in your code based on a given style guide. Furthermore, many editors and tools facilitate automatic code formatting (e.g. black [@https://black.readthedocs.io/en/stable/] that auto-formatsPython code to be PEP 8 compliant), which can greatly facilitate stylistic coherence in a collaborative project.
 
-In the matter of code styling, two topics merit additional attention: variable naming and comments. Variable names should be descriptive enough to convey an idea about the variable, function or class content and use. The goal is to produce "self-documented" code that reads close to plain English. To do so, use multi-words variable names if necessary. In such cases, the most common conventions include Camel Case, where the second and subsequent words are capitalized (`camelCase`); Pascal Case, where all words are capitalized (`PascalCase`); and Snake Case, where words are separated by underscores (`snake_case`). Notably, all these conventions can be used in a same coding style to differentiate variables, functions and classes. For example, PEP-8 recommends Snake Case for functions and variables, and Pascal Case for class names. In addition to master variable naming, code comments—explanatory human-readable statements not evaluated by the program—are necessary to enhance the code's readability. No matter how beautiful and well-organized your code is, high-level code decisions will not be obvious unless stated. As a corollary, code explanations that can be deduced from the syntax itself should be omitted. Comments can span a single line or several ones, forming a block, and can be found in three strategic parts: at the top of the program file ("header comment"), which describes what the code accomplishes and sometimes the code's author/date; above every function ("function header"), which contains the purpose and behavior of the function; and in line, next to tricky code whose behavior is not obvious or warrants a remark.
+In the matter of code styling, two topics merit additional attention: variable naming and comments. Variable names should be descriptive enough to convey an idea about the variable, function or class content and use. The goal is to produce "self-documented" code that reads close to plain English. To do so, use multi-words variable names if necessary. In such cases, the most common conventions include Camel Case, where the second and subsequent words are capitalized (`camelCase`); Pascal Case, where all words are capitalized (`PascalCase`); and Snake Case, where words are separated by underscores (`snake_case`). Notably, all these conventions can be used in a same coding style to differentiate variables, functions and classes. For example, PEP-8 recommends Snake Case for functions and variables, and Pascal Case for class names. Importantly, as most modern code editors and IDEs provide autocompletion of variable, function and class names now, it is no longer a valid excuse to use cryptic one character variable names (e.g. x, y, z) to save a few keystrokes.
+
+In addition to mastering variable naming, code comments—explanatory human-readable statements not evaluated by the program—are necessary to enhance the code's readability. No matter how beautiful and well-organized your code is, high-level code decisions will not be obvious unless stated. As a corollary, code explanations that can be deduced from the syntax itself should be omitted. Comments can span a single line or several ones, forming a block, and can be found in three strategic parts: at the top of the program file ("header comment"), which describes what the code accomplishes and sometimes the code's author/date; above every function ("function header"), which contains the purpose and behavior of the function; and in line, next to tricky code whose behavior is not obvious or warrants a remark.
 
 Code styling rules also apply to data science notebooks. However, when writing notebooks you must also engage in "literate programming"—a programming paradigm where the code is accompanied by human-readable explanation of its logic and purpose. In other words, notebooks must tell a story about the analysis, connecting the dots between the code, the results and the figures. Human-readable language is often written in Markdown when working in Jupyter, or R Markdown, when working in R. Little has been written about good practices for literate programming, but we advice you to explain the purpose of each chunk of code and provide some interpretation of its results.
 
diff --git a/manuscript.pdf b/manuscript.pdf
index 97e8f57b0fb38b1ac763021e935c37f416800c2b..cb3f2bedca44a4a5fd43b5f55cfd9732721e3d70 100644
GIT binary patch
delta 258415
zcmY&;V{G6J@aEPwwzh5CZg*?jw)@*^%dKtOwr$(C&3o^1m)t*@4^J{kCYhPcJefa*
zG%3wAF<J~POsp&{Of1Z7tW2~_OqBl#H7ujNy@{BiizyM67|(yY|IZ{glow#-6c8YC
zc5yN_w1xG^xYSvX!sB-Gt*$OPhRBd*3E=EuBASeRTK)S25L#~s%Qx*gr~K|zyun%3
zY+%uzyD-q5lPhOUiG+sSS5RAR@7)G!USd}^^}9B{&LwuEzB}^0;XP%EvAez>x9z{*
zLf!!*mx!$x#acN$Bv-^Ddm#4G_v<BDaC2Me>n(Ym@Z01Hc)d<<)#eMqyH>mTel>$t
zkSp!pnT*c12R=-$80^KKr-823sVXE~<p+0`=V^VrZwvTApbhwnPDjvINC4Yyoc?wj
z{^RaSWV=Ku`SA$yr2;vZ)aht*nSpW!zvUyBG)ZPu5;;J>GN2L!%sU+N4B8z8!Xzl%
z9G?HMH8DOK(JwX<Nb>J6l@VK&zw1J~72wTZN;wnS7#Z9-hTlFoX_BH?#Z!!|h^<V%
zn-AD;Bul^fG&7=jx(y<e$9Axc;BHMh{y{&mw=Q#cL;_DlkE!TaH|TpgTQ}}wG^8lg
z`9Uq;2v?Of;7(HkSXK<SFQ89W-P1xKQifKW`<x7&i^BT%XZ$YxzH4m*^$y|7WUY(2
zLgF|cB(>ot;{rF><PNG4PmWg%Um2zVojQ=lcGRY}rKoMTlBoCYCO>vkun(3_|7TO-
zYLB5<v9*@q<k4=tLt}c4e%mxGS(PRufTiIu2zI6GBy)NWAl@gj24`G^xw@O~hT1kj
zsrNWoW!Z3PT>m1O6g4FL#s*{~rH7h#?h1o5mT_I|zgYA=HoL#Q-ZARfYaj=Hz~4Yl
zPTWB2|41_RxMqKGg_1Zh0Q=VMK^q0Fi23m10N0Z8y{8tY<WEFy37J4nVWn#>sqB7l
zc_n}eiRmH+kh72Xtc%!NFNPWyA~9h>TN;<@zT2KU`_<9{xoIx6;?<W1yIneU$Oykf
zG<F6!nv)|=;lVE?;BSM<UuHmwp}_kBt$`h?DxQ4yqC#`cRCni{(EAyVrc-SWM`@GR
zFxufKM1D<#1_v|)nxqNlM=zpHBwGohq6{SLB`{e)<804#-7~~NosElu&a3lo!=gu5
z0{jiF$WPZ7#}%LRW;?n0cE`2_%dr3|N#Fi}%s1e{{Wbvaqig!WElW>WRYM7jK-9f9
z;8&i3?3{prBh!ffZmGLHZAo7R6W`yjl@&4JIX88q`1_p1!ksr=$dXYj_knS;lQ!6@
z`kZm#>%J{md%l7(unxgIV{6X0iteLLQN#IAoh>QWvz2&RcZEiv0@d#v2Sx#Mu$8|y
z@(_|i^vFIJt~|IpX;<shdSI$fKECDBDpA>hYIS+F(UQ5}PY2<n0q3O#2l{$?PU*zX
zCcq8x+{C6dvOJ|zOx!G#>(JseHPQn6sG0_NilaSON7X|}Q8b5hAZa!|=!Z610Pm!b
zRDab#TEP!Iy4t8xwzzU*gTaqj#>_|G9rcS?kW@gxJGILf#eahMJ$Z;Eq8CKOnzzhP
z67H#K>^~Svg~ItW&*Tl+_4DzI#5;o7TGW3G@5FF$SJ@xt$mRL>EpbVg!F>EE2zfDp
zV~WC7n1X?+M1DL{h|j;4aR4=<4y9jJn~nayfcfk+pWhTSR3c(Tdy3Dk?B^c5I+{XV
zAGF%~V;<8ioa(4<QWvghS_L(Otf7FH)k~6R-jeQA-Gp2ojLyDy`Os3{0V}MwT;$>@
zm8<`qFz$?OY3KlvJ}pvZ+Y!D@?Y$Hjjy<XQff4&#6vKpGg8N&s9GiBpzaU<iKC2kb
zA=gnn$dyWP9v<w~Q;fn|F(+>(H2tKeGX&9k=tp}Bk}!`AI-b#RF1JSpGuqpgB7uEU
zVba_rJ*!}L#+cOJp52jj9+?3Q1}5f%+gYklqSEmDSQDPLgOzoO^u2m$d21%%bssMj
zUz5!P_8tXRbPD4Hi|%?AGINt0c069<_l6K!Tn@&DlYPEmnma^o%PjT%k@HV-{$DGS
zM?vH1Ozdab8E;Qv;-lWAJEkAA%)`$~b4$g-`Lb$C_q)m$DQ!ezG}>)!ttI0OLuanc
zczFN7$&e;6pE88r^nR3ol0JsOxvdB9K7RU<$O-}Ut)z{Ho3@aA)>gMEchiJM6J3j2
zfRo+u!p8P&6ux<lHQS2W&xO+6aO$szt<K_^y{W)Y4T@=gR>!61i33r6nY<lEjO_9H
zeD?=yb+IJ&;PU`@?w<Edp~j=<cZ~6(W)J_NoVmB8@X5y`2<?&>9=1Xt3q|WBK>fGN
zCOWFh)O;9N9r?e;8cZmVW!&@gqrvBM2i@)HbIHPG@0D?1E!vH{gL5a%Zp?Sr^A5Y;
z%jraIyU|jPd7C?4U^Ka)yFM*ozf@ySlq~s(s=SFR0>|&T0P6Ba4|Z*d(tcCzb=$Wp
z5Z~9J(FYSY()h>iC2uVt;(6XkbjnqmKGPzi+A@O$pMLPUVN=1i)pNFPtF~Qbuux53
z;I93O!M$ptHQ1%|*I0Tx4GszP%K(p>`E;7Lf;nHH0#1iaH(s;<Nen81Jp=!VWtkfb
zx$a=$qL3cK%_6qf;Zn)I{uzWJ2Q*z9(S@`<n-l2nR#gWZ@h%;(%|@Kb8A4Ie^CT~I
zd>KelAhgXv48f5eGu5t(<`gxhw>`kp9+0+mL5SF8mhM=mXzSPpbIOG=SCAG1iZ=Hv
zeqY0{x&1#kQ#B=dsh+dGn`%3ev3k^r6mIeoDJp3svxO-5qIr$EQi_86PoliR;STaB
zHBNMO-+ouPyJO&pT9Fgo8(r*TEGf{*m{4tUl>E`vxvn1KOv3x=dL`pSs2qbKcri1Y
z5(%c<Ke`-y9O1P!w=NO{kmBy%s(^Qb;_xcOD1OgiKGjtB&RAKuzi{N?rrq&_IWvlP
zj{9!6bh<O$8yDD*8>$<{W<ZNhUarN%f_=!MFu(l3UjS~Q*tw1C;10hPIF$=i!v@00
zXGTv^@$hbl{*023<>XfLQpo^QY7F-l@X@(w{YWh@q(KK@h$`@Wq9*M_JKINR(`}9$
znuX26iK23&cvfCv2lfJp2HsUksH8vra8+S6t^OXUs@G}<n2v3gHQ0+$!}h-P`%djg
zvfru(-U0hoeNMiD-OGHVZ*y}W^pR+fCqs9+L4=kW;Cs;XcIN3OhiD{shGe#yI6Rd~
z#2(Nexk=J^9LZiMpSs#bW{;Ms+uJOun`T=cU9`gpQs8bsiL>Zu%IRk|Gmo9=XL>?p
zNq^djb?r;M-Z{NJBFWILn=ji}>Qi=U4f85^CIN(S?{>>F%i}M%*)|&0+RynmT={(C
zwpvdJilu#3xLt4X>vdqQE?CL$XUCB`;TP4oudak`E^5~=WRo&&m;LgG7rYvumIddV
zhx$C-qi+=?D|2k>+Uq=m4czhZ+>5kd3sOpvVJ;6Em#@5dd0jM}tkH#fx=FcReQnna
z0HA{~v*>Tn$N7?eX4mj0`m!JB$zJ~G#%lDhYQtPy7xe{E1ksL&#NW2NsAk+1frA@7
zFYUEtSaOBz{ZUHh7-`h+8CjL={m%o9v?*h^=>qJfIbkfIZzo_^#TGeUZ+V?^Hw0JL
z#Vr7o=R0{fb<;aPr<{H0+ryasV&#j_2Qo9Tv0gkr91-ryh?wn*j^e7Vj*LrO@B9~*
z!GiBjwd13xx;H8~Q}Sk4ZICH)YG7dp6L^2WNQ3Sm5>c-DOwHBW=MWV`LV&L&`o;c1
zhBeLs(TCM8-OJcfN7%Z3vOqC)jT(;2FV`76lj;9Pz_LJHtjB|BTy;y)3AUz_2Xgev
zKt&_ook(F5`*5tJiRqA*#^=X(keJI=(#|}GSMp6q-U^P@Mm;o4?8eh)cG`-_ui%53
zOcI;aqUBb`5yVG);621^*v<}73es-$>@a@BWBfq>d!;koe_)uCU6Z_SQXqP%OW%+9
zmyoU!Z~P<o6=fE#)~A~8JK`_JE8vD?!XfTC&Z(vGj4T7&e=ge524#R}lWJvxqRvJT
zk>><|?JnLkryA*$aaPvbN^6!wqo)#+=V-VR%O}$KQ6ux?Z{w>KL6d>iSebuj8Ih8~
zcBw*z6xMkc`dWY>IRrSULrKpb_yP~joeR)nwrVjD6Hq4S{)mqPd214Z3#|N}k*&dC
zHATR)slALNaU8<{xd$Htd2j~NBQC)sb^py`P<C8FAVeEs$_i3sllbB(TUzmpqFCpq
z2R}{{n&8@P$M7?k$b%?p@7%zCaU;l|1~inGV-(#YUhMz`_d}AwXY^vG339*)LzX7b
z3K!G*C0rDHFgqPY)^<qt7ASTbX^>f_5H!e)S~0Ow@tDJuwN+YfW?Q{IikS~|jriiS
zv26Q^oiY;`0B-yW8+J4;$IHm+4y&6qXH}km5kdjZjd7%dughEwUJNZYYmFt4fv1L9
zCcJ1KM8dmO6{8@U<&V^cJPgk_zT91cjbmh+x%*aMn<+0-+hVQ02ONPhi487h##j3z
zbrBvxn#*pUo=c9FriqnSQ@>qJKrD^&2N+H6pcm=^P5t}hoolr{mURYIzmiVW$Qg!q
z(`=05Ny(R6P+kw}s9Gy<+cumJL74Qb;IYnFTMrQieT)a;9c!$|Xx0`6D2B^S=Ym?z
z8d!9ND=np*&p?x6fZy`6Nt^z)ThuWX1_k&p+wlAicoJO(#?pjoI^s%>2lzwJnbex-
zE2wJnE#F9YbRd6d)s<_~DpQs0IW2xT)vY*le-bpbkD^$_JVzG`A09p-%lQSN8Y+DW
z5$~Y(N&Te=nDDLkEXW6+mzGz#6Z1V!-x-)?gFZOVVUo(M1S-GFI%CaOyW40FCRhBH
zb;7_r-IZVx1Wc<3ghbSZ*8kxjPM{=xj;K;5WOf**?K!h;deWri@#K~ct8*9KF20&r
zp^p?s2`0a@+<S6SO$oO$d0PGS9}rdmDDxf<lVl(N?NMrXpx-~RP8?w;^1HGl-A~T&
z*+$)WvVGt`0kV6VZoHcoMnTR(eKU73QeDFq)gOhsv1afMpm^7a!OV7D((@y`zj>Iq
z<93XSGRv!mqSdy`YyT#-!eFO15^91zp9FJ4(KR7tkCvBcMu)UQO7Dg_yYngZmnkX1
zLYIaAn3qDspNFh4|Gg@=0-v9TL31Acj2;qrob`iG3viI`x50^%Gdn79gJoD9O8hb0
z&hK0^1#d+y2X(a(DpQIZ?CKY44Ef`yL;}b$n(&1xY~$Ec;%|4N91s<aOF0L8gdvHF
zrH!Fje1SM&lqou2>X#-1X|4~I$1YP|gDaR;5#-AWRQX9uF;&t>vEiu!_PZZ#`{}4w
zE$UF{?ZExKP-{hkbw?_+$l^9Z`A~aTv1fQ?512=cu<(r(TlJxyZsqm>lz(5ofYRD`
z*}G8r-Z@H>_2AF`?~#zKLnksC9Ma=aP`K4(5|}|<gD@LdXu%|85rpeM$m%tBM-d`I
zd!2FAj?y@DH*Y1;b(5yBsOmP-6c81oI#N2cCjg?^t4R8r6>Ux-<&YFoFxu_wjgyXh
zZb3A4I7|ZL0j+=Pq4s-4!<7N%z?tTp&_ycaIkpllCu_%faDn+y4SEO&gc>s%c$vyN
z$dbt^?N9t<iC`2IQg{l=uDk(5<*s<8E|N)=l!6Fkxl;-u^~eo;<hGO{Zp{0?(ai_o
zi2(Y=*{k@6i`dG~bS$MXW&bm|nW8$_P(idsyc{2Pqf~}YcunmNUPlp)8oaVGTM!F$
z6U_RNQc$wa2cjbx^>TlWuF+X3M)|Wkr4Iy;nD&44@qgiA=W0x!8VgCXBN=^bb!u~!
zChuCkUNcIPWy26f477cIay?LA8|Fl@V*~0=tuRR`=FIrgu@8gsKVn%ZDY$pU0tiZP
zP!Fo;l)^`Ll}eXqq$Kg+)P5O?iX)AM+#Lp~poU+O)*=jr)R{Wrrx-Ime&yeb>p6ui
zt>mt(=#=}1&O;U{cM%u_5bHw!knu-|!-Y~oC0&6BA04zv=?D<AK{e(I`vp(cZx5J+
z*U3nUUX_8u`NQ?2Chw{kh*$ai0%Hm<E8>+oKqlraovESjl}fHSV85e~73_)GsFs*R
zdAA8FwmBFpP3Wqt1*zZlq{7r^)CSp$%h$BzN~9vW98~g5)?zBq$>2f5;6OR4-K78b
z6lNOIQ9&s=3cCl%Xdu(va(AF@;RIyS-k0bc{%L9u&8wi=+V)`IJ4$%UQg}aH{pC&;
zOcW;K6Y}*j@N_XP_<leA_3@qk_0iz7ne8qGse}*FeLgK15Z8C}hI~Ev_2I2MTQB(i
ze=Lok{vZ0!=YK-?#q8ut=wDjyWq!&^sw}0_HZrsHIUVH-1iPEd_Cut!Zk>s21kY&P
zWPVLA+4NuL5#OtOK+{Wg!^`*273q%tczrZpP$usB3^XYWz}Jj}?u#a1em_re(%2vi
zLN%v!42)1m$p0Ct|Aeuc9Vr<%O$4F^RZ|T4@Y=L<tOV}^abRfa_N{<A5kjwBR8>6M
z1)C<kbyr(e6|qv>A)Ex#b@eD!^3v8cU0s4j43^TzPNUG2=*}I#oK_~;@38+9B3M$a
zTusdpQ9wr#P$a-jnsKnpk)f_`S;s{izi6=I!sYs`*X+}<WL&04YEmDfvd&+fS*;&z
zZcASft5<ec=+o+!@*d^UWH;(;I060nQ@;+ksV2Bh!9Sr`uhbHr(sMsdap2cPu<Ars
zF+FkYnSt64ViEVf>7a+F6v54g>7VL3i8(ZHI^=@@0K}OG35s%KzB+w#jQgeyGZCaz
zmffbRkxXXns4x`vf{CEcYeBu?lZ13gWepSgx!-dzBDV|SG;ixc-O{0DdS>s_Yjh)=
zOhRv<XbvDL$H*V~wCt(aBTe)%$O-Fs^R20(t-QM^NY*&4Ya2>I+EmyTDb!)mw-Qqn
zRf!eU>V<Q@S2*cZyKj@)sjU~Aj%U=i%F9U8E)nXR5KECK!=chlGz$H_J(-CW&%YaK
zV8MJ;FsahjGJ(19Gncp9BGEc4lU{AzH)FcP+le%q#`i1w;rzQ!;rt@LlZF@IWceTL
zr0#$0WHXBIcJ+V!n%(`D4G}a^rJA1t5fNd`03;}vP{ub@-)d?Wu{zHg&jrqu75O-_
znpN#;2Zmy1+iD<nw_n|1Gv3B7VYlGNb8oTes~``MGS70z#&~rz+)eQHRooAZ&09td
z4f6?dc6{Wr0WYIT*~P1r@zK|>uRon%E&-%#LH>`ASv;GR-#TN!>&@vhl=tOgDjT7|
z=huz7amV}k?tC|4MP>l=Qi}1<>@QC$#l5=^ldKL_*|F0*qJv{7Pba%kJH0CUz575e
zde70-ka4j6Y{D1n^wpz6E9Pu%uAepys)X0mz6n1efc;Om<C^H3+Yh3|FzDSkRpJbN
z(?I>aPJz(VS7DmW5R;$npRFzTp7@e75sVR?+)*)8^L809Lv{fDcCe;-flVFXv_g%7
zg~W~C%sRivfraTUmjU5T`AO`)Ed;NmtR5k#?DTHj@ulHTCY&M>o_^=SFP2u1OrOT$
ze$;9tfaR@Bqmk<R?T*6n5mX=m%45_rcOhfa3(sRse7GYu&TFk+zX?j?nlpR9!#sDR
zRlJE>T-g>9?g%#eWAn8<iR<{S+=1`}MDTL*Z+Ww#bKY+^eZ3N!Zn~cIRa-kGa|qsF
zO-jsgRSbNW#g}MBgXyc{v?*?E<oL@_ctja-fYrf03mgZY;HBdARJF_&8SduzwC@|4
zkcPNUHZo@1m51LXOx!DV5uOvh;kmAs{-Y9|(H~W$t}fnPzP|g>ah46JK9-i~W$t!|
zgAcD6R5cVv_GYU<`qSy)%zexo5f2^vj-3E!^;^43o+yiocqs}1XNM&*w+M?&oyXS`
z7$Z}z$3`}@l(;%RgTIUM3p#_i#+<EO!^88ix$Ve)Qv7A>n{mk}iwyBmReV1%J=Br{
z?l2U5KjmZ@<<=FonMtvg=F|zEO;fR(d~ZJKr#I%e;s5+eBQ@Ufu7j{y{OGS(+J&$y
zH1U2<@>ZuTvIr$6gcU0?0bcDLx^=D&B-(+8|Ja6FKt?XGm?}oW7p3}~S>64GxeY}?
z#HZ{ae3L3d^h7s7#x$PR(nkl5e{+K3@@LsM1b)x-`-ef3b1^vS54KAM=|%cY;TS3w
zO|K60C98*;43eutcM<}RP04W3jXW4diy{TL1)SF@LUyk|yovd5X6IbTN&~_K0JuO-
zExOq(A;{be8MS8sI4Eoh$xO3931jebpuRB7^JWaw2j(DAoIce<nXlQuBvX+d3-BKA
z509%2f@+3+aBUT&1l!XBl7^!`?8@7?)6-kfE~A>#CDE8yaNYiJi_5^$Br-bG3kXe$
zt*>CFAOGlg(dUxsf!uzux_OB?U`ADmdxjO7Mj?y@B5)Sm*V`4V9&!b91NOui_R8yv
z>9Z~XUYSEg7&{p%1{TkDX-0)8Rx@A9jYz06Xrm2d@ejrbldP18Scq+A`s8?dq*I+|
z)Fb{;_EJ;4>$qV!H(|KZ4ifNwc(Z5!^>RsEz@mNn5$-V(&nUQ-A3a?Sr2DGVFHhO(
z@p4XoS3P*X<+?Q9wsFe~yga$~LLU<+dpcYu-xTmZanHqvcCexXl?E)rmwAKw<M(1E
z_7<uBQ<x3ozlIM-wkJNUM&zK_Juwa`cIy5u&5KtrD*T4z5e=P4W6N1;z!r@l^%V`@
zC^OM&Imjcd^x9d>39E?$=B4{(d<y=Sz;imGS$HJO+JQQv$c-v+`nN?RhQqT|kZ^)%
z!o{Ww8PjzaM}_kad;GLQ2(>$(K_hlK^0aCo3cm`*U;1S+R{*2DrEgF9f%1y)RuPi-
zDLM^dB1;yLqwYjID>ZM6AMn@gs>`X}0QVlczb5O)LdFXcU0Pl$FpCIf-g0u&avO)v
z@ETIjH|jjwExs`FV_1|rb<Zd*{7*xdKnY&@UL60}@9gO68~F6O1|8n!@ip%8qLx<=
zea6f4Dnz=x+KE!SWa%tI+08qaB==3@QO9tOrfSmRx|C6j!**lcv!vwOj%$MPI=NE3
zL;UkS`4ka8du1y+Kz@8&gTQ<Ew;r2m@@16kEr;SL-MMG2C2Dk`ohSA<jhPR_-LRf%
z#^Yw-!|8n>Ss}S^O*UZ=Vm7>h7E)RJ$y@yqd}uhT&P;5NL@+tq_4okpB1S1KfoLRC
zjBsUU)JMBL5%>idDD%S)$%(m!C;nZjkU8?-oW>i$xST1hK&)5%Wsw)y`><cCj|syA
zZ14gLVV!IQngF;sGf^7lq9upcY_o0XA79p~p?3q(o5dN!AaHP;(1gpIXWZQ(zw&k^
z%t={AMnbM><@NWBj!rr<uWaF3Y;O74`~96&zf^gzY<IS(s=pbBwnjI&%gPrZu9$vB
zJ;5oN;{p8Pz=*@MpRc+fqVH2cnB)*4HGV?)U(JSf^XfRbn%$F}gFchFQ-r8lyYs(p
z%B=|JoV8=NG;gQlC^D|==yNI$d##ogjC$lP^Vs!!Qz$+Dl4UdAKdd(e7bs3`57cn{
zZckq>*YiN8iCHGyf<9;b^tP(r$6hoL3lFpk1>vp+0K`U!K?3{TPg@cJdgYAlu)*_L
zim(^%s)kHj-W23cdD(huZ{z9<*9bwc<K|DPVEfj<;toEvh~**tGZI_zHv2v}EzYx>
z=>kh!ae@cjM;;RoZLf4H3L9L*(yPN|l@z#yEIG57D&30^kMnIRNHNTv=3Nt#zDzgI
z&Cvuupx_-l@ygtME}c_keJ>)wU0wL(&JurD7KDtAegZXGmXG>@_yQS(ce)bxyxDeL
z;qW?op;r~w33+qc43;u3|BuGllYV1|OBC@NIa@%}=W!kQt+=4k`uAQD8o!e*FK8$L
z<%W<o^GA#EngnJO+_L#9%7GjQ{{9(%h!E@&U|qk+XH|Z1i~f*ikU!>h*ekZ8iV^sU
z6HjTbj+pXOfI1-<fw3T(JjQn7SVF$1u2!?A-U6|yzYH`}^OcAui=~J(V@t}WIPdzw
z*LT2cV*>+*R8QmH9WEOUZ;j8e112&TxpnnIZa}<0BdSqVB@Mk5d(uN%e7X)LOxtr9
z2-F^w<-l$?<RRr5epbjT9OW8&7w!1+7)^js=TVS)^v`l@!Oocu4qdd_;8b#3Lb@Aa
z;jB({=8=QoL+MpM#gCe@`SFR28xZPmC->n(fSLju>OQ_TTEI!L<+B3HH;YUt1V0W%
zOtt1BR?`fla73zcx*&&@)Y~x|KI0_>Bq<5#wUfSsW!`j>!u2+*@<<N(^ln7f2_Uyd
z|2(UbMmwqF;8W?a&ZQdMD9meUuys=VRks1DHh*j!q5o63g4|Y^4&Kf)tGJ&h=&CfT
z92fPd;nO;(FZ9<Rqb7C^H^O{8@o^8R!NK=1H!8&N*MhUvJL#BeZD#CWA@9)9K%oa0
z7$-6iMrEcdp6Onb>;Pf;u@MVJfGX<aNgyuz^~Z)LP2tW#hA5~|o@bJ)&Uhd89FsSY
z!yWdA*W|0CiwD8XMDoOpExG5;Yo3%?o4ft;9-k;)(qAR?4iGyrO9?U#9;f@fKEt%#
zrFW7$u_V6E1trn4SNIZR5*3%<Kw2}@oIhJmto(dl!7=(4iWHoB&@yc7uNq#<t)FJK
zfhhqHUE)U(IQnB}Z^9#+E3Wn`%hj6e-gQQkLuJ;HBPYJUHm=jDi%Xzah^~<$z<TFL
z-<2M;a>ZLFLM9)WJ9H7bn`zd*UR1Wdg2ArS`cHYEKvW*IilhTjW=GN#fT$4@3f=~U
znHl3$eakh@wGj$d`kV-nB-<iUx=Y%~y6KLW#Dv4N>%CaW%h<v6J2n_y9A<>w8!<fr
zruH~0d&KB{lk-`XcnM!NlqM8^LhPvhaS@T6G4;x7O@ex<1~lNRz#@1naXv|3As<>o
zq8f?R`!4&O{OqE|(?V$$*c}>Fwr6|z&>R0v!}H&zz4AcFZr0_;=1GDc;L^rXK#{bD
zok?DYfA3XIk=aq*lVtJd#ib95kAEHH-$_jv;tC1N<aoyT!wdUXu9D*#uaynjj<w$W
z2B$C<JO9S6c>&f_Bn6h*M3ePI=!zP5ko?}i+HlVgOHN;L{g&Z*z^jGY<ofsI*u6Pa
zTi-0-T4l+D@0EZ4tn;b(A6yH4S8=qX^T^)^*rZzop8D79Jok+@ikx5v#@r{++BRHj
z8w+3ouDoMH;Wmf}R)3)30>|I@Ldbq;ztjc#h+Kgb5I*7O!Z8@#ib|4>yFLE=Q2|ZE
z&?IPGPtqx_-;B@g3cQf?<F`>}9!N3kh|k`=*s3-r9rm-Kjw!|#_ba|wSW9ts$W)Wf
znr@G=be6v-LeAa!(YjR5pbRF~W)s@a92p|=L55qJKA{$nI5_ENkP>HWx&5P<Wx5H<
z6h#qI%<}|>_PQpFN}4jX-R<RiVfNl%FJL}4^y)9eP>&{Cfygs%dLUK3=*D9HPMkkJ
zYr^9d%XD{rIaQMBR&1@^U^4BALEXCq#f46I&Jj`a0J%8cKPpFs&04!lCh4^*789Qa
zViH?0lfp68sV=v}E+l{{?+mwl7hSf|{XhdZh8f`coA{bH%gJWHe=U{K4|W2A_dLnc
zwydY`BR&!Z__)MutT#)Fhsl|w;+bMAoE#{ympfFrH-DD-l2nOrbiC@4?VX|LRuhY9
z2SIP%(MZX(k>FlmfJWHd?4Vjv`4G`xGjj#V2DCuq^mr!ZOR`v!xQw{D9B|u&d-1%d
zHZuyJP)Vq`Zg@T;FkV56DZ!&EJ;d&ZA#92GPTxQSso7r+g+?`B4CMqq+bZ-O_&5Qj
zQTG$Pa(9b8f*INetx|R<vp)IYV(+15AFX!-e#7YP+E~%k^+l<k%8Uukr0=-$9*7QR
z9gD6HYJH?zKBrx?yC{4&7c;J6sqX1hj~8kkV5nJc38wnB3*sS7j%UWH8P(Uks@LI&
z`e7h|kSZ&<U-rFeJeEmNI*u-`C@VHR0*Pr_F}xtHMDe{#lo=P|1_Cmw9!-@kX*b(*
zy?1y67NNgPve3fAlGl0Dew0>~Pv`D37V3m{6kB=neOQC#y~}-T@AcirJ}ct9Fmf7%
zgav&ksYDK`I&5ZvS#j@`TH*4HOzGbhnzU8m#D;e}O#tjRt>mUMQa^;mKnUv^(+G7p
zyCbRLr8mGQf-bZI;z2x@b(u;n3(sIyjZGA3wlW<pF)qk5*IrSeceHY>!N<SC9My4D
zq%w_9^#gM4XTmc=P}<#)Bi+-hJnXfqh6dJY89s!loeD?4_s-Cam^4k1`f6&+s!S*&
zfxz1V`^wkfP&Al{@T1=jdlHBp2opG$J>KPFcJ`!&tU6KFI%E3d)!$$g30#?h_B<i>
zJRr^XJfO%yAS}&)x<G%y0T?v<3Yv-{rW?j0`Ixj&`2&xC+m!Nx9DkioCG2BxzI?0<
zripSVYK9vRK>WfFS1|U^`F-vSD$Kr%lb<)n>%mLe8wy{#Y>&_g_W0|Biza+4Q7~m3
z{}o}Lw4Ch#I?KJs%22a>L98zvT!%rKYly}ca;;xAO`+m9jm@AMEdUmg(D!e|)v<E?
z?XU8D_JmLKOp@oZ9cc+S18IemEc7AvVi{GRnvL1Xq8W_6Ts{X_^uM=PxfAxEN{eOA
zTn}$uQrm2M%n!jtI1mgPZ@GTF?atFk`@_p8Q{k}Pv!HHlniWw@X>=UQFk1TQF1tWb
zc$7VZT;TY^ALrDAB|xt6Og8av1L9cFj4Il-q<W)7`}y8i?|oxq(BS5fwS-8!d|ym^
zs)UA~h5M`dNs8>tLmJxJx&K-Efi<jG-*l>bAyZs6%x6QOoy_ttSb9#UsDg7W2n?%a
zm&rQI-{Yz!$F?$D=34<rYYhY*HuJ2fYrkR?w41S+%9Qm+Ab_;3!K#G)(^&~MEGh>{
zg0GgMW#d#jh%6IO_f=j>b#Tu)@eJqXkzU7Gvz^)qzAVRBqQRkWNj$O@293xBzT}JU
zy!3a|Z&#TXW~X6#pO<^k7Qw$(WTuksMHi|g+P^tk=hN!ED{b8g90}q7#W42pn!2M6
zDu9R@4%>L(h5>s#Fqg*;jZwxDj>gNX1SFK<%V7PxsJ=Y4Vyrg~xPpYE6H}p+CF#HG
zldVtPRh=wDtnQ+`mhrv^_!kgeha-s1U!#J1>AGEM{o=Bfp{BX3`qh>lM%X7{mPcT^
z8Z6y?_J6)T>X(LfFu|JInf%{pw*Qd5krgZ#QL^j=C<VaH#Qi_1q}3`iZoB^;-A2s8
z(DHpj;K5WkRqt)`|Lb}0BB-HAkmhefCgWMu@m6A*y`xUo_M##<%~)z`vDgJ-@!xmE
zC)3$vpBRx|A8*r&-|y1xP@mg0pEnGMy{{z%-QSP%z}NUbaI)U3oojoe-2VX}S=~_5
zM-oJ;D|6m4f4xR`^Bo~|e?Og011QnkU)S*-Skx1ukhe;H7ti+DL(})7w)dj+mmf+{
zsf38kd~?8p`==t#?(gOIpO{GaomuVkMTZbavkhqy_e})<2%_=}LnQOD$v@cAT<W~u
zPpKcxT^6@r94;97Z9EuF2N!_of3AWL4i}XC8{NwbY7s5=yaE;LQQgjlS^l+)@I}S#
zOAj@6n@nK&A6?nEhW+qz4&DS<giCxv-Sxi-Ck(vWbOUdRoe?Trp*}U5&!8rHh635K
z2&+m?{`n+y4=rm5=57`Jor*e8j}D&KaT$k3qAUxG7K|s`U>B_dlJtT7omsm-j&EX5
zw&v>~YJ%fzYXWH_*-#}?t=KL)?UOn4P6Y5;S%<_j^I}m%^U=T62k7nAeLdYCn&#8x
z`CgTF4<?rc$0NOOEI50pn9d<G4-Hs*&dfE-IHJw`b?3b?yB>4m8>*o)F?xD)aJ{P2
z%`7WU`M*u%uP5vCn=^rJxr>+glm8u~>}qG$?T_@J9VD{%m)<ws`R*m@uKPpQ;-lG&
zBcO5r++m6b-<JE_X1TP@-g%rYRot|hY`zFt?6zsY?Y4#wqp`4l-(YCB^<)5fUgWuO
zM`fS82!2GL!Eqy#X`ij?VZaYkdgupAnxX-B8OhkhNb7!}XUaKgQAqK;VDkwcss70N
zMJz7}5J7w&CMyD866KYUsA2j;2&N#OTPOzkPvEnDugApzhDbZ${c*RQy@6~KIt2B$
z%J}`5!&s5sRTGG^1Yv#mlR{4aMOfROp16NQL{Z=86Czn@8k84AHaT({R1vu6bLCFK
znt--&%TK3jtXdgixJMq?{iP~*>#Auas~y`|SX`}-3RqS)+#iej=xMB^Vr6n<yjqIG
zlS*?=-@khj^uaSw8L71DQqC;qTx@7!<vENk>6Y1BW{F6VXc6})j@L=ey*HALo2Dsv
zABu?Y{pos%`%CmRS60!1J`T7@g%-pX2G^F-qB7}5lxenwvv{?W7Lva*Kh*ICiy`FQ
z$*AcZPlpjoUzTVRn|h6A$BTKCcDh@@Ad2hHz}fMtxW)2c>abyWyI5p1+A#msCC*HN
z7}AVmwtfDnLo@E2AO$zftKvHKfsy)q%ugLJOJ<v!aHn;7^g{9(hzBIhG(;>sDDF`g
zG<O+k^Ru?02dV@`tK@=gBoJjbN`;3d#6=`>^{VQjBcI9^y11ZRGE17&|6M@qT(in!
zJP&Qn#0cD^g8pP@C*>I!Ht4r#(BjvOKBoj{s34z8;l*NpmV%atYx$A%6LM;@E{7bS
zD3PfQ)zWef4#dWp>ksfV$Y_YX^e@w12Fbu5-dNk*0!r$QxVqfUikr-K-Q8n`?rMHi
z>ngfmYQaoK*Yo_KwmK#LuN{2P3OwiTRQBDa9XG#gU^Wy!>mCZwp#jeGyH5fOKx;^i
z$768;G;)*q7Ba?IS}{mm+mxfTZaR);@~rxXpUn*U<x*`D>Igs@IH=D5&L`l*#?Gbq
zVS;yS`r3yAHN+C5fcvbbK`cnz^cvuSR|-akzE`}jZaY&k71V3h`s;7S<fJA)vL&UE
zh)kugw>G;=F>c1?%1#EHH?h^qPH2p1j=a&L9f&65=t{@0V4GsmnjljW$Kc3WE{tZI
zhGzP13Ln`wja4Au*3{g^Phi{8vRLnFgb%l=1RdG(A5s3H&vj5mbk;DL%K$wwCOt&q
zZ9oN9C6uvwj!sevIc)*x$W}d?e(dWE18w==GZi(RkcycFvvQK>Z6d0nI0#ZspE-+2
zyr<((GCS63vmmLb#Z72tcTZ9gA4udNA_`l5UP{mhm;<0HBQY<J{4Ut%6TT?KTVw~_
zHgg27f0LUy6*K3NrF<^mfMTE8SvsQglFssAbuo2aSl!%+mmRu~w`fgdq4{1t(n?Sz
z0$qaFszQ1m17s()Lj=+2m&U%MY5S};Cwy@lgSRY~S+z^QR*SZc9{FDgDvaNH4(%H3
zX-esyT{Xa(-!BjoH(D<wMBGR}aMZ3F)MA2WxIox+Zr0VFQ$sy>2HXXN=~beK8W6*b
z+2%t1ouK?g+-amhZuT56#lR;9;gUmUew>A$mZP50wDJC6rdPP6$tDq$*mj^RyMNmH
z((%|@X9Rv^-ddCo8Rz>Z{Iiv>JLOEr21M-~@D%~dx6%8dCzqX8;=ZiTb3f=ORCbN8
zdH)oWG)9&Pxff3THr@{{LYqqplWHl&&BzPc<TWsit^Jk2n>Sno42Fl`>jeip9HYA*
zNvryf)K-0AhU<pIrTl#0AzK126_A|jJ}#WiE4)0nh5~@O<Z$3I?iJ?M?!DrRS_y<e
zvM7)OIUH284ECP9i-ka-2U;PEF1<U9nIl`Y;RLQ#3PCaRIO-@YHx1gRD(VgEVvIC{
zV5JdTFt`C@$Nf-2<vF+!#*^w=C`$G71`ZDo1Zj;pzZVmMNoMdM%9uHA-b%xna(=lg
zzWv{@iEFzv!TUz9aXu?h%dF{hMA!KzB?`##OmHDt4XJQr&0xB7<BDzn=!%NNHSG71
zQ>O4lV2^Ryet4dpBF6Sl;&Ka(Hoc0BxL9fXoHIJ_Ir%}a#GNf>-G%3e8b4m?pa;hX
zU5+VdfIKIi#u6R~SLSx7VhWu8S`A2X6hLAWWh=Q@O?!H6;G#&(kE~t0UUoPy3;~j;
zmaBr8X?j-rdZ#{w&|U6Evf1Bf_P#vQ?hm6*nXY{QVhQhYNTAJoZ$?2oC3B^v$TN#!
zcZJqi!skAF3t0QS^64Ww3iQxgyHdw#hPaSu@C51k`dKgml1;Z6u)@f9D-IWgd^BTL
zyeHfr#WO*zm$<P3;ubDbUHY7Sg22mL=`bPF5XQ6~>M%D*qoW3A+X1oz!@Ev+4H=zq
zTJlQOZ+In*95|4+>zIC|K;MLjdm7Nwh7rWvXsVcFZ%1w&)36LR2I3<FY*h7TSyI^$
za0Peh3=S63OFpr{0ZUOYi>T>pL`z2K%qEsse<#4_{T|lcdd+UY=VZ&_3V?6rEf#^m
zE$k9M#U)ne5@LkH*@ZMe@(mmeDF1uRw-SGDh)&<xEQiQ8MzKBZ)~ImUg2%S~w^TNn
z5KP%PFo74m=_V%4teE=;^j1*AyrGC@kF3!8iQzEvhw-qU;L^B*R$)r%ogMue<%&z5
z(i(H4BD%D{W$!4fHamLp8c<A$yba51Q#yBMl_#A6ZYN~ve?;a~At>A+SOg|c3$)iw
z>-xc)e#hcdnO534<s=}s<5Mvn(+3Gp>~@$IAeorBdh(ylI`RFs=zH*z$_5RPis9Ca
zZp#(i4Dh<su9(Upj-J_joY{Y|7HHjjB07nCTFcuuXasv=#^S@h0Hm6(xxD4qg6P;V
z9<NM5|4MY?*%+FQABGon1@xXo;y%1}wxq^8aYG-&$ZlTgsCluFWsrKiRPhX;Vjd6f
zJWBZMqx?L!lt>?3eri~Smxi@7fjTv&ByK=h$@3!6-tvix3Oq8%=<_A<33tJE#JCna
zjKol*$jsI}(Y4561{lYy^&-*}$m1}~;Att#8|I5)i)nvKwxJ8C{k51F)9M>`vv#$s
zU-4+4jBEec;TV^6Ryv#$GKHx2D(P$Lci+z&%S}7nOw&<eXm4`jt%{H-Dv`eg9~W1}
zNrGrw6+dKQnHFs*1e=TKjBpW>LQ>!{NQIwLkOG4+4k~$e1)A{3G5p*>1WIDElGQxo
zV$5yUS{xFtY-9VUa|qinh~`dKj3KH0s)i`CS#}S;E*Mo>V>1Wb)k1E2ZbOogf)$*w
zi&wXCH!fGG-A5HUhxkIk{pFbtB22S)cNYxZ?smpQk3TWiJXXnRe;4le!6Y-K&?`jt
zX_*PDm?WT70~chW%I(d&FFt&l>C@BWv~1X35CTVTIwcstVQANeG?dD%P84$0)J1SQ
z|LH{dL{w6W-a%k!>6P^u{+<yRH-X;Ck)*<Y<E29EAId2|p~K!ky!hKnLl-e?Av!I|
zl^JP9>l`p>@n0=RF2yIB8CMzf8L?BUaB$k~vQvtb0sI=X+zfQ&c}p^lOweU=KE_I<
zg7hz8dJD?M_8@LP*0|lOqN$+mLF$P=EgVHP(>K&HNDjsM+d6D<da0?Ktx6OIt10_K
z^+>f71AeJ0yh}wl9dw{RV>$i14WFvvA>F#WuHUOQAYnk)?_CS6E=FfxD!8}942*jG
zOfopo10eCw3+TJp2?DEdvREw?$vSc`r|({!=~Ay&8ZsW^JNRcyTwp#~kgNAaC^#jk
ziH$L}7392+D~c8(tf?Psi1*3!jrn3U+?Q)7IcsuK52-37_F#&_sA)E(6vD^K3@Oqi
z16I+P1(!f{&rp+zwaDg!O&k*4lI<jKTHW->0rTk=d|^}l5KfAh&Kak<MZ+NvQDP@i
z2WO6WFYd`TpF!~Gc{PM-?#gpS@Z>U-8Z6r<lC}hn$~Y=Ch9njh_Lx}Oa=Po?Li%Ie
zu+~m8wbS2)7iRe#b9(`TDB5WD_`J^~!TB<pG{IEMR(c0o@feAKo*CJwfFr#dS{M5f
zP<$9+ySMRguq+AfGEfSx#0`gpUh3n6WcTl{;lUP_gaS5WJHXjk0UN)b0Esp)>wb7v
zJ;lwXza&Q#S7__sBz<985Y`e}aAbHYbS*x->wu+2O#2FXcFwz4nW=+iWZa&REQB;!
z)n0K<k8m?sM+hvGXz#`nBvKOm>fYf9kf=<fJ3CLSq3~L3gRkH5U#h_sl+Y{KiFM_g
zA{;|r45!?@#Jtbat@kXFHiLdg6=&hz^9ts+7g!ihQYrBqZoZ~Y7S{y0&NK&f@(0xU
z4`My2FC%L!%;EbdDayW{=owgp+gW1DZ9b4i);mn;_9oQTZZMkM>78PJXe4-m#d~~S
zlY1B3@l$PjAA;R2y7zRCGz+3(t-X(aO53j@2Q*3r-^H2ia7)FF5@r(I;w+RBfmD07
z12+3s4a+s&$`1Zy1UpYX4^K)?7FZ}YHk>HarAnD2594u~BA1scgtTNNJUJ)a#8sbA
zml`zQA7?k-`%C{6Jbe=<m@^Xr6QOB8E?SL3jI+N-u5`^P?32Y4rlAz(g^F#hdu_5)
zV>YmAE=SkF_@zcOUV$)F7Rh|=O>$9>WqBNpNp>Zl7OH*t>SP}nLB^5mGwYnjZ|c5s
zk7XWxwN@Ssc)GO$v+!5qvp<9vn>K2nii8(qa58eNy!|2waI^cBS#CanuJu8OIH;c!
zH_?#0h3Ff^UZlB-d9Ah^s$bS!B!6{>^H?#Ch?pMw8c|u3mfGo(mqbt2)lZ@{T(Jlu
zYw!|=hG-Qkx;iO5PwOm{Ff1r-LUGL%?;n@TNRbf3Kn}Rvd_2b)goLaR&1m4}K#xqi
zOggos4x;}S57t1)RZ-;vdW->Qg%&4v3fs+{E+E4&nY9U56&MU6cM95*G?;pveD0xc
z!E-d7`+G&;x`H+u-(#~09Ml9kF3|bRJPddNqX(4aLi&&|4Cw@fvKm{#&b_HV*;dsX
z+_ZHd({b&p{m!lDWpmd$ZCoMb9>&yB<Ut^IyjYPb>qsOr$y}^JRs``&a)GXtce-H}
z=VpD&r77=qByYA3`eqRv_%m`tt@$!q`5P?979G)-9i`XR4XM}mPy}dl#Oj!scEYbn
z&+g|=cF+5NcT4wHcmGwdukn9J3kxD`9GmLFqU;DyM4VZNotGm*y_&(^Qw7%5-qXe|
z()GiHwI7TKeS#&xvw=a~-<U_G$X6hb(GDH!IFN5gr7)O3>}u06qD6`{>(z2T=GuJ|
zkf)c@LnYfgw9w2guv!w<-JGq@FIb91X)hUHI8Ipp-d4Wu7l!#%D1w%#yB7wKI!6Rf
zr4~rQ={I_uWNhD)K1k@a+Plzok}dDEVc3M9zJ<!@rKken76=O>IBFM)n@q!BWRjQk
z+#+fN2SIeAY>Ox}qlP^s#}(suO-|Vi<GNcOE`5x$eom6_{u9Eaw@rBp?y8OcP$1QN
z*UJ?5$&l<Y(dGK@zb+(<i;cqcT%C};zD-ZVRSKFOLGGn3BkEOF3N6?&E*#r2JYP8R
z$yRq4YAb;CQ{~KsM0pCE@E&T>h7+=1Dz3!)7>ccOKN&g@89OByVj39=KkGd#+fw9g
zz(c%!+o^3PX#Qz&@*S5}^#ut#v{I+wXY03j=oVargr~oVj~lii(&PrRqjm4xN|((=
zbh*$fKZ0W#^Q7xabw-|sHYcAj5g7mPX>X>^G6`U@w;R?M#fLH3q}F5jrmoXIB{4*J
zHAo;Ao&Kfd8i4y3Q{Nwql-8qf>3<hq{Uf2aV+{3D$81|goP1b`;Me8l4_ML+#$)4n
z+dQcP+y^ijoS?Fz`~)31gE(yB9C2Pd^QVZ(AnjZ%tt8dPW~-FpA)XRS#c|m9vc*K=
zv>$-_h(UYIJ;@G>MxoBnsOkuKs-KzsEM9A9=C9r+qJP*eT{~3~>39CUc#V^6fV$Y7
z7);Go__KRE#b?BbuE<;nJf+rH<9#<<@sf0<j51pjQCm#UZN2ESOsL!sc$7EOa!X{1
z7w1<d%y*DIw5fS^uX7HgTbQ0RWAcW!&9O9h?0}kpf=DD2?}OHW&?e9AgQ^40cT<i!
z55<VgT}B-q1UFDm(H~r|=fPQxU2eIioCkrbTppEHI{5B`Y6s=b;g8}mGx1-E5lpvP
zGePWWPZkwF0KFp=K7V7Ro-^yx30b}Ga=QSey`_s7tqS_xh3r4KIn%caZjw~s-W4;_
zrce_`5$JxpC!YT;#p_e}yAwcmF3wIE?ZO)+!yM*^xG%*=V*W_O<6Nn3sn_3j2p+|o
zi`^4^0q~a7+T7XnGzATiBN1ycntvBTi{RA|ZylJCHaw9i^hH9-c>QNP{)#9qcn<Ed
z?I&(@p&Z*`!5{Yc3?3Z#wY?w+WCAIH-VE8;+jGqJbVM-UuDd(<Y7_urOONLUWwwv<
z=TJ;@Q~a7L8Ai7FYhb-7HLnWVML53EqX3v{ttWW9$Zi_`3Jwjn6zZ2}FFW++5V^cm
z>!?#Jt3wJ>t~$}&JEq;AC&=v%yMRpEAtNZi!?`u^kDzsZcbA?;rXdgpFWX_7^}J0(
zABFVI&7(gdab2_`;lhAgX~>H}>@1ql^KVG64jhSp5S#ZuW#byq7Y1Tq+uO@s6wwpw
zb`z@jEoCPUKat%f;_i2Q+k?2>^RPKkUWwuUp;qE^32Rd0bS3W`3|LmzZ!P@!e)F^x
zmS{sL>TL{Th88Kqzr}wZef6EewCAz0>1)2Y{Th54+h<PO!#)SVl6mP#p_lCtcy@93
z<xw!NN<6L+93i2xdzq7rXpBKGO3<w(cC-6Q3H7>|b-ayj5(^V(jZth19qHB3*ieXS
z-8dTz=rEj33H)A`*->oA%Y@cHGixFzZ`~>GZlimz*6*35?f4eE80(%DlJ{8^0<*6g
z-7pOHMPW19{$K&+H+eT-Ubfpyv`^rGWPW@f8w63!;S)B^AHsqSOy9+$_<gts)(spD
z%6fdjmYP-mxYr{R6Y2;Sch~p@cb{}sW*>V8$*bZ8jW50t^97^O3qoB@GDA+e$EMTU
zT@2&y*{G{Mn15){*BnFEOFw-2pM9`pFdk=$TFg(!1sH&rV&9j<lxs+FJBhg<bZQ`P
zXW6W%Iy`dI!p!Y};PxN5Ti)a}=*)qHoR_iO#Xr5xBC<sZwn0U>0NO>ztl?p&5A3?}
zk(>TB-tf{5^M~z|6Tk5Jv&4o`9Iw0khP0U$NBTj1v#&6)Pad)M@?bBA7*CdaiWv2)
z!vjJ+{(iu}_xWWj`2sFJb(>?mvY&s-?Q8>EBBHZde*G=H{w3FZW;b9f{F?rN)QHPt
z*igHYQ%BY?y6DpaqR0Sw{T~eabD~+VqY38{Z#%O@s{YVX9Bba>uUCcsL1eDekw2}B
z0aeoH*4^DH;jt%oMNGwk*j1S#mA~UxcgpwW{#*lI#={XtMP^WOM&0_=T~>YJYGf5J
z!gbEq1CAH_0f-}gNJVEi;r!&!wWCZrlR@}ktGxyGo+=Tdtvh^HO&o6=hvV*D%O00g
zCiO`*(whZrTO3w+XO4cWz1FQI{|X7Sb|$a>JSxqs3SX@x9wuQvj8@(`r(ZlTIv)B`
zo%;et|8U_5zoEU$4U@((GJpa4PT!3=_Cb%@KfcPT$q|b>3_~Y3({9^$cp2BVS_oD6
zq1YakaR~I%>i;OiZlpekLi4Q2kJYcR{oFSGh1}0zubL@VqJq8BLhO&E$z^g3PqO|H
zT-S8p=N@z}GuYBNtTwi9W!$>a%3Nu5zl8x@%k-BgF@EnJn+FwqI%IW#9gjBV)23X*
z4*x0kaX6|8Rt~F`MmUjtweGNY`8;^u7LfMhWxZnm))Dw$0B%5$ztT(ngFe!1CsCjW
zWCo41rmqJRMt-DcZZPBVw+vx0&KNg7v(v}Nuhcq@U;C*$Gd9u>8O7L*ntG&$QOzHI
z{iNjlJAWEh$uQ`VnDYZA<1pUbs;YjJ5`)#&n$?I($-zn)>UUFfyXEbdf5qv?YM$~x
z(#L7ku|?@6Ohe1ncyaourgtuH7N<t)QNKJrBkI}5JhwPDnP*IY5p^qCq+ixFOFh=q
zEo0Z~klwOhuQZ#yvcG=%`=`I5yIvL2dqgyn=zr-h;-dfZy}dq?sa4$vsRZ~!err>+
zGwtnqxHG)j$m1kziO1)U6OXI$+Vl;N)7KMib<IawOsk;R9H-^9Ubf~<t!f@u+GHMg
zg~#2R$KA|HbvJ%yIkg_p&&(<7SMwA1L|;$A7e@Dm(W_r(cCUKO>|Tvsv3q&R%<b-g
z+kai=_Id6Tx7Sq3zpSX2d#vbO4PC8Bk;$;*_PoY@+^)19<3Dv+al1m?{xeq$RHL_t
zmTXW#jyE}1V!$`&Pi*j3!HG5t&h&8>oM`r37wukfqMH`fuK76n-R3}>;lv_wmI*CH
z5*)2{5*)2fEjU`+t>9?wMz%3=HK5jhCx1BOv+Wf0wD^<Y%pWJgsehSxt?n`LWIcA_
z-s&Y2o7dAw;xNy05}bMNv*1)z$%0c+FAGjZ=Spy@70H5Aty~tIw8ou+GrnZ-D}GfL
zNx^6Ig+X65mh~Q&WVxQak{f<akQ+S)I4q7G<knFq?)%D1_+a4!jp}tga#+;s{C{y$
zugk|pE789uF?N;qvLYNPRx9?X+e%R@Rx2~=w%R4dYDsoT6}SbqSRJ;C)#`YFNURY%
z&~1&ZUw-~qoPI2mN?krK`ls$C>8X0WqS2}sORBGa^`s)_nN7-cp6{egYf9u_iaqA8
zX<H3ltwMfDQLE9smVIh;e7)_qFModmN>M{x(s(N<t-v5RO8b?9++Hmt2Hot$Rv7&I
z89ELbP~12l!7c8g2EUaRB41c$z*MkOgt6O*@chb3{6idclKZxolX5Q^!%pqDyr}jm
z>9$R&Xic?NIs!~O3c|8on1~rJmLh4ppc9@SU31aCQYKn^rD_@{UD>njeSZY2%~+bU
z3flOQ|MNEaKToLzaOb_S{2Jlx3mac6`?87U_=>zEiR#Y7R2XRX>@x4qzWlMRZfINj
zQB#@swieLrW#@KuXcM>|{L}C^t+dWZQ*8EGiLIziwvGhz`_h(Q2z=pJtG@3hs@J;K
zvnesDt>~n9rQ+-;`>{i3w0{)jKf2bu3FJ9<THWy(l8ekacHqFB@fv(Pk6-qmZ+1fu
z2|xYl8R5u$5XpCn{eh!*o<QDbL@DyK#b4`Y=vB%+|8mK<wE8>B791D+ZYyHF$`@jn
zHR^~nf5Nrx-?i(YPL=9`iu}S1?BsSn_PVj=<1&vXTolqZZ9i^|{(mFh7~K}`eeG1K
z&4_+F6n`Zn8Ws>zEotvJmbkzQkRP$nzsKXX)Ne=i(`%j{c!>y34&<L6^?IOBRlHGx
z7GR8Bs#LxHni>yM#m8Vnc#z7NBT3dze*f*0QEmy=r7qk<y20CreEj~`Pk%cdylR;S
zmuWF|ARs5Jpz|D#1%Cn@@HmE+EpEmU-&m70VYEO);7_t{c|OU{-IH`~FlsZ7X*{qu
zUJgoVxn7CeVDyjcSASf;+5qzItGwTF){i`I&8hNMihSGNGp=`I1F)wQ?BN#~ywe6{
zU%<m3yn}t;G(QiX6F<WYdOzSuhL*srcT?Zh+LqV-o}D!ONPoGu)OYrQe#f0FDAuXX
z9ndz$yL1QKS<CCrd-eFGEL!}uM~8_gAY@f@=^44_XmISIJ~?e~LOLqlg?Hl>?fk;b
zO?M}+!ov7q^)2Jfd#YRCn8w4to(4mWXO!0F4-WYX8J~D?wnw`MTE7lpQ}iwk-203|
zoKLB}aV<e?bvi71&HQxND$Bi_==-+vJ8b7|n|R8WtJnBfv3$=f*akKDHNQIm8yjW4
z@8ep8jp+Hm)1UtbB*1=fmq70VJAX4UK0Y9GbaG{3Z3=jt?OoZ9Bsp??udm2w0h=4V
z;sAsN`rKy;4d??#JF^gG7SQPb0Wm5wvdFHoPB*6~BdfZ07K5IQj)Rxe=x%QA4nzLu
zFE0OUj{fk=9}oZg5XM9PfAZlljmvQ!r^O%s{Kvz8{oCPR`RZ{>LrC-Vcz@&NKk^NK
z39}2w5C^wD=C6Mr4!`~1!^dwAfBiZfTs)3x$^V-V-+p~?PcKa_ro*>C9{zn8V*K0T
z+y6YwM;F7Af6rIH{r6$LFr6<f<G6(UmD`2n&lhGlj%j$hBL#HF=~3zEeRRo<Pw$w|
zcX+?dep;@-d^o)$9Oq$j^M6v@@#%bF%*~Cl_$s$OYM$c|g5XgJyd1v+bxHh6-|^w`
z!gO5HG|y?e{_;4U?-=~BPJ_$uaAeU(!5&HJJb=rbdojf81DH-9HRe0w=oTj!a`d_Q
z<*4Bw!H7GzwJ#0M&w^PM0-Ece&hO6iBZg@b%ysltcs&&}H_WpWjDORN-T{XLP7*i|
z(E#H0gj$Y=9DS~A&Bi4O<{O;4yunx=FT~>#hRG*M@0L^7jYXG~tK63Z^%Y$}ci@=_
zyS>d$=RP3^s=NcPC_LNgrKXs>u&<WwbN#T)0o*Y=utUj)wtQ56&Gk;a)%5Ysy*yBP
zz6%BlZgyzl;70}2a(~$E#Zn8EA^UQ^Fb#uGBQQ(VqeM0_%}s_3bqU@kPLtuwHv#M$
z;|BZQG0yiLk07VQT%tP^W(I9We9JLpf#3kn1%6tKcEWOG(eE_k<eP^V2kKjXV^QEl
zgoCSf7D|(W;2>Ur=;e(DS%!T?2Kh!HH4Tp!@>x2KbDYbU7=Nx!`g^NEUuMCg#Vv#j
z1WpsUb<)$s5bDD-S+$<iGG3pfJYuQFW0V{r{i%V=(FZrq#mPi;?yJWGp=}5h%M<Ug
zNI<p!dLHxqNiL4*<=(9jBwV%-6`huWbH|V-H%$Nlc##oDFBvvlJuN=pBWQX^=aI@A
zz?h<BR$uvC5q~C|!!=hNoDg^l*&U7Gwj<jTDnFoT2dmnFtupQJ;}86>7x9FE0D<2`
z&|ZPfbq`;Totw4C@%_t(^BrTz{T2l+uST%kM4<8Iy^20=Tf#WSc^qF}Am#32IT@g*
z47mufXQni<Q<EovU$u?ihLi-$ncoo<FcQNSen~-yhkw=@#FxCa#B-EC>hR}F8aOB(
zRkmaHE$>huAPoMBk(!o?^){3aE@*$SVM54rUoRmXDQJI0-Yq4>^Ml_YUfGl=dA|aF
z(MCYw;i5f5{G)pK{N9M$O%d4in*oaX_F*Ut5SpSq-seNQcC!QnBOapDOOQv&Rl{>P
z3ie@s=YOWxW{>T*$1%WfI4+LUyd;5B1MdgOCuZo*;T>`q---5>a{9<fAQc9H6RtE2
zQRMm(*+fy4n{T=0IS1oA$*itmoUGp~*H`1|q=JOdV$lE(9}sBpg%9I{9F=8UctT~C
zh)J~A+crs_9H&?$e6+VM)O{l`{2u3ik8?L{E`R)-=DBVqktj*HmG?=4gF!ZoW+01+
zCo93Br9ou1KFUs19I|-#;e8S~?L3sS5M~8H5DyKyo_Nm)4s=6r97Jo-kimD*FivJ<
zs!rq$8SQSw;a*4)xe{>@p}06)rL^&`Y;*^VCv{12fOyF;uDa_vJ#2lF&l6!rUhxVr
z!GA0jhyu#}cANzxg}awdaxnCvL8#b)MP<nU<Gmw>1SdY;fmalK2hZk#D2EQc;ql<z
zSkPqr;0oU<yr0L;Ys2Fl+>NxejAzL8m?tojCbRl7uau;(YN!DdBWQ-)Pn=4j9a<4A
zOUoISDGou<j>A2jW^m!v_VN6VadH{tNq<g9d%Cd<8G!fcF*4<4L!TdHEE+};`B*v~
zQNq0lv(=!LyE0PQ2;>PL4p0C3&%YnO`{mEy9(*=x*%-`+Kej&(hu`xb-ElP=(|Uf(
zhpBau=gY@9&n~RLO~<&dBtL~?9AixDZ{y=155MHQ<9c~|ygRKoh5R?u`WU}F{(qML
z^K>!)?cmP8{r->}e++BaoPG%29aCC-@tENKF@=<T^}^uu>~n5*#iy;mecy!O<Ee$~
zE%DUu-yh1qnU?hfPIqrl9EbHQT=nkJt$*~754wEh=+}Gvp=?I}Ek8Q9<*}6+?XTT4
zo&LD?^HZ;Ef3xhp?TKYSKfSsfk$>$Y%aPj}a~b1b9{&08>%;K44dmHy`a_-skGq9K
zyM>>|Y|z7$%3Z^KJx{-B$%cM<^1}I#=)wdpgoy6=EZffVSRRA()%PjDrCrEKw#=)u
zEzj5CiKWma!k2$OzkHqs=ccBOrMD3k^{$Z-jZ@f+==qPU5sj07W`W|mkbl23qH$gD
zd2!b^EoRfOnt@PQznE9zYA(i;eT>t*8POD`&4{KjugiWsUrS+mv<$I$PKv{7L*iJy
zF-5mpo6|$j-?sj?wjma6NYQUr^!&%wik5$KGd$%JHv?6^`^l7*U%45*vLTysJhk)D
zjGkKmXhzF^+5TqPf7=two_~INcR428SC(V9wdOL)Iy1U{<Xjt3?~&z$7ijD1KcEZ9
zf=^#$W;YN1F?u)8)xO~5N08-m1mVeUygyfQ27xvUV_x1P$8S`KQK#?>(YU$`N0n!4
z8HV3q7a>8BQNS|*d3B*!bYev;gQx}iW@ty9Y~hrN&3HWabO9R%bbt8XRb&W3N}XYz
z44!d@)7{R6$4?W(453DrYUOdHX}Ej??G;y;Sq;fCbf8JZBd93}ZORz8ia?n&K_s9s
zxOpRenxE#Bgp&$m!L5*YU3RcoyXJ;tIx*}-h#@h8wM)4vvwrhE^DCV`^tpj|eDUIO
z3b2M~ehNuTi2ES6gnwRlx`D7AJ)~H0vOH`ctvrP7SOo~<B#E)30Keg9DONL2JAj`H
zW7DWh&IuFoIJq&uLO^xHgWkq^s?KpdEE4SoFm<`Y89X_TXG`LU93(wJwxmdq8CsK)
zqoE*OT}ibTfwC}dpp16^@H99(4L1cKq&-X+7xARe%3zLOuzy!59C+}v;G_6tKxoW(
ziaunV@<K_pfUP3+i=U%(R8FSn<^1^aJ7mf+vc$=9Q|G}HMh<q){Vq8Zh5(xWDn(zx
zy_<G|@a{N6oNVc{X#*$1qiS^}4Pex7<<1d_Sc@`?8^x|Fb|<aa+}+n&`9UErqY1BF
z+|PvHEsa~6PJf5+BHr6*@TVZ**lC<8oJ^n2gE-`mjd2#t(l!GxgLr&|uR}i7tMf(5
z#4y`D2#p5*{-rGyUM~13#1+Sr6uJs|LPQ72@kWo%D*#Oj|8NtNp!Vp90;N@?OLWqz
zGD&C|WQ{sAol2s}qeFdSI2RS(IzDoJCB<Karlxe?Xn$%~{w}Z9#PjVelTQryX!>*M
z8fyE>PQsm7!I%^Q;xINH4coYI)iz0|(i)y*6+AUQ;fPnm6R|R@2o>$9e3Kq!ky<34
zqITp<zBZSk#F@g1^2>k*EedxTUxN>JJN@!Ds)kIiT5S_WP-?l9L~9dmZF8N_8?*vR
z(ZVOZ#DAJ)S{zTX=ur=n_61;A%_9>-y%~`gSS0`aCi6uqC)$njMap;ZhggL$v>nme
zG%Fw0gWJ<B-bXoy)=Yc_^S!E=iU79)H}F#3G+_$69Lo)FoPo1J=3eWdsDtOIoe~zW
zfOu}X1eN83_r?gri-+b7*>Rd}Rk93I)Ojf`41e-ygjsP(;{uo;_fI2xU4;BDjz#EE
zdGo<Pkw>L1aTHcG#e!FSNi91g(?iP<s)i{Xavv@>G5Bm1!}ZRxl*Pt`MjCZvW@Zn9
z7yS;|1QIDXpLHqRkgtrx;+|dt*N&Hm(_*;P=i<-gyyOl~+=ef|RoJ5fN3>5TjOTac
zKYxwct~V?=9AZQloIkfCOfiO3Oo*}w&^$<J1GK9AJ97A;*=Vd6LVH#4Nq`Ot+^S-u
ztoW>gNY7Uipu--Dy%<?*o=vWBEwtel5otVJEOI{E4*_Y`${aK_=!OMAb`2QH)~zUR
zu2{Fw#YSh%$&S#F8d+6Gr4=OJ3csFUIe*2p73k8CWqBtizqc7`Iq_Suo$Rp2n{QXn
zm6qF(MG^*qIoVgNlb5;XDONmTO3_)c?9`qvd!Ce~P)y;ehJ30U{9KeguVA0^F(OI&
zdLy=Nlvr`oO*q0k^VRtoXBb_8v~<H_5F$bQwz!!Beeo5ycwZ<TO0=w7C{N{!(|@qR
zGP_dR3Rga_J=LKKswFwekQqfg11#mgc@|lRaI6Bm)9ITE`giyEZM73at`RLO)aVFp
zQ_;ekx}7Fomx5+k^3*PNWZ87PN5MNjeLXkO4a*ppVxxek5IS)cGty{UI;1n<5ky4N
z&qL92nKikh&BVCTdei}Ha#`0LB!9FF$}`2VNcJ2|9pt(FhImaBTX@0oMu@%Q1C3}W
zd_h-C1TW|1niyE)^u2#wvA4*m?ybOY2|IgahVZ0+yF`yJ5*hsdZ0NjnU!Lr~%$KB~
zSke2JVY-aWn24$pDER7%Vwr}5wr@n4M4{ToA297S5nwtAkIH0Tagk6d4}b6~wo>KQ
zw9{^txqz$4Dot<T(Y_)KBahyuVN=@2^+S27Z5S+U!>VmUQe7&*!gChgCGb(0zYmpT
zWm4O1pQT9KcwI%7XytrG*{NM?_!<V;B-KxZ@zV}^?2Q4XYCOtKC$(t;Lnsbc^Q{Q+
zl~ePlRroz~)t93WWf|0p%75$&#&Y%d(@<dKFXvZ>Io~~9{oT?X#?J&h!8Gjk5}nXx
za$+b4lvi!VcJInbQ3SmFrlzk*2I4n*-rIn|4^M7jY4vyywo91UwU}b##?t04!nmu)
z#sWK$Pcq$8#Ldv{4YTMJgn%{>-o{VEbJs4*p^IQP4`g@`k0D=>&VLB8wBYdYBk?;4
zi+36dtQpF4K{X9tFP7Kmqvg3w1yOkZi_BJw)M~MaZjhm`{M*sbF2kk*g@sGK^P}_2
z;h5(6kavTy)^`8ymp^}d$USu&#?uq#gBy=iI=I81|9JTI+PjMzw^zHZ(^lB;T!H&P
zZr=pT%;VS0{`h?h<9{IRo_RW^WfiY2zfrE$mf}`K0G>kL<*RlHw(<c)g+$)I2`_BY
zNn@C&F;$i(Bk*prE`X^=xKlE+LSG}Sm2D?h{Vo<FKj!SKlgo3fp+}LYFF_eKNkCo*
z{AkrTj8o}U4cX>ZIo&#d<VFT;l|aHjiU#5eLE|fa4iStSw}0vdudV{mm1^LU){ny`
zIE)2J-lLRzM=2X8BZ~<egOvBL-J)29bj>hJ#wR~}%DFHmNzfR|+oF=(migZ(B>z@|
z_=bfW6cq&EX2d@ViZ;{TuBd{gNL_|{cZytwHmhHvsV+G(cKIuK)M*VGLqR{o6cQQP
zt3>HC617Z%nSakG>c{vLVMu?GN50XPP~jhbx93Thc5F<`N-%Uh+cE=5REOP=!z4nH
zmXJvlsg%(OSh~lT59cS1A=}hAU44>5umV~DS{D#{r3@2DFevL$@Sw4tUZsv_m{|g|
zcYB;D?6UDKJ-{>~Y>X46B;lIyQk#%#LMQ1eYJk!RtA9~Ys$wNVOh(fc_wgT&(O>f)
zD!dB3H_)(nId(DGoo@lj_&v^T;<<cX87HrRi7FD6Q@|W(vS9sDL&-in?PW`$DZ}*A
z8y);)yg5U(#;2a+x6_D8flUnQ$2~-czHD<bAHPPIB)bv(EQOesLbcCO0a*qpm@F0%
zY8u^DpMTLS6P~s7^zaOGUQN(aW|`j+_l&J7j`uV+<7cmBd=s8T=yDyrg05m)prOmI
zV!XW4->#j=lN0&%VVHI!gaTFVs#lh(+gq_PEl(G)z6dRyhdqD1T8JcbGRS1C+jKa~
zpsNCvih5BPnxiEP3EAXv9<HV38de>^WO-Ugwtvxo+dT=xlG~5E_f~ZzMLZ|rA}O=C
z71hM{wATt(o}q^bMIRd7x-y}8dXCBj^JR{p4)I3?Nv4AwOXD6b1DO0C4gH~f`T}I=
z(6z)A;m5mF*M7%ka$MHM@hEajmBK5$xC;((UJ_!j1G(iQP>j`5dQ=wfK(gZRX!H{d
zu7Ako<trQTbOs2AY33pyO!%^#TRx92=DP&lj&L#`E#*~T_`SX@6a_tULukQwPzS@3
z;m(J4_>#hQpNoNpU2WUOBxaebjz6^6RW>oqJjU&S3C6UPtK#rQhv)IRL1Z#+RbuSb
zML7A&V1{MMM9WiDkrq=-uN0?|z_R>tn}2@|xu5X1N{7IBO)<+VQHF&vAn}aW+c8Wd
z<hfCX5mZISfgKIeQV7h>J!|MnYK)-D%9Y(^@K3h6@Vlf4A9Sg81<ku*z=N+7$>UCX
zGFax=K~zr@QFisN@h5JaiP_dAB5~g;A1Ia9M|40C71~mirm#y%ZbS9L_^Dy0(0}>u
zBIFmQYZb#3{x~}UQ4CrjFv8tJ$Ln@w*za2T2<xlRbP$DihE=9kglJ(J2EQY)+AfW}
zB<N#yUhuWB1}NSTkk8MsXgf?V<P#FBQlDi5Us+hS$GO3u-6lic9@6anQ~V&D8sgk>
z2+8^4gTs8eC$Fg77{OM2G07R5<bRD>;_IaoxMhc<%4f~HrrTzG<xIkYBD^Mpg5U+6
z)AT_^^I0&IXm?WQL%Xt6Fxd&0miNQDf1l)FE{#7+*|7KYg*&T>i>Ha9+tChO-|BoX
zlSZ&p4^l{@&=#n1pxUzf8(p*_rDTOK9coNL(*W}UEcJBxlOfE!v~!s$kbf*a;}mO+
zh8ks9vi5U9ch<+V;T<QJZ<25WnzV<7#CzzR;(4+?C_r$n(a_Iu87QhY?;`jyO&7u7
z-ehM{ZC1X%jG`>UuJJ#dSU}fa5HThyNiIdTIzz@WW+Bo$u0oR(x-c{){CLk5+{5Tx
zTgA5CSiP{qCvaKORaGr>A%Ex?gCPY=HsMRhpr!g2oN>HQ=SIwrHi0<)^q|;5?LdX_
zY~NN+0fz_qz3r|kd?HM<Y-IpU6Bgm3=6MseB-yQ$pk8rJQiTtbZaJ?PrjVYnOZTYK
zt}@VTnbhUVo!ZoAdPH#yg|-xGn^?@@HYQVp;YE7!_i8W|LXmU=K!0QQ953o5tJ0*X
zEP!|LHf@oLImWl71H})U#()+HDoo0!ODMe8a$Wk_ZMyXQaaysB;gjy`D$}j_Tsj&C
z(HtZZ@t&OyVZbg-bl#NGb{zK=a<{)3o<ARW7G;BoJQY8nbI>`3hMYjfG@&E8iVz(y
zsUX_G?x!}XVZlUL%zvxxfF!F^DWePXf%1y%1!370*3S#&)M<8D<p&>@)DpLZn5mB_
zt&C9iLM2cU01IBvo_bxLhx-xx6FGb=X;p?*d)`J39tA&(J_z6_x}6IFHgNcOhH@br
ztyt{Q{xsiKCUb~koL}BX(lR_PXa99GjCn_jV-e-}1YWW$t$(4rtN&(xD@B+LO3{g`
zBFSJZbV?cmEf^-_GjR+nCD=6(Cm|@rSm;bWD3JB(G_4=;!V63Q5u!-$wHE7EB+(hx
zPJZiK5>}X{9Y_1-4}CsgSi-nM55Yh|pv(tl;G^Iah4zG&D&gtXmLVBl3CmEV!LT~?
zuBpX6oN0ztfPZ-UrlmwMY#?18$S@u6R?=%S7B!!+FY<I(F*rU$vA1Md<u>AZ*N}>C
zr>sCE(9P3ut<H}j{=qQEFzjMi%KFU&QRo!5#&R<<*$Q4PsV&*3t@h-uTyTCSR%)^N
zm?>BWw6GL(=yaFP6XlBa&=l>$|Kj7vbjbl8h$~!1J%7p&_K4KR&!~lPpFl3IHia0W
zjv4|KxTvY942(?g3W63<E{IGW;zrr6W%y4c^>C$<kO;5Mo1DCYCfMda5c%rx%lG9w
z-YE%`XU*FwVexg0ctI#W<O?m0*+&Uut4m>N3}qI(?1s?(i4?D@2Eq$`))49v!(x$`
zU1A4~cz?s7P>rB7_Z0rB9u*pR;AvNy%f52o3v3%v(WOccsf}b+Rg>-^ognca)+iDJ
zQo4b%<4Ied;kBhEL1oJ@U#*sXBhqG@fVg4FLQ94_%|?UdAWKE=pFq~Yjw+^zZi;dX
z#*)`ULk(H|I^L8vZd8V4HXsoiLO;W!kvlyr9)I&h%)hs6_cHkj5j)7RHer_orlJn}
zjZ`K?YPp8`nb%0o+U=++PH0ye$dB7GB)BOJk_|z@Kf2~?5djpxiJpfKm-hsp=e>jk
zu<I^{d%t9+j!vTS@wzxun8sVqyQejchZc5~g2dawopeWYw1OLa{styoEBHRWOS<;v
z{eMEL`I}$R^@N{e5KN$|x7yq~hWsQuJw;JAb3g+ki)+CyscHt4#UK=cMhsZt1=@X6
zl>n&l5i;<V(=|yff1}g2QExyiyD36PalG%6FuY%fKfrWgVdB1ms<CYPm?9t}IyMGW
z<VnV2+tt-h6ISo0zKd+;!d;5qT6)N~h=0I)1pyE&s=O^@6daih6YYMGN@&;;o*U4^
z!>3Sw<l7-C%^?dQ(_56QJq!NemTbD#|2^9}mtk`(jN61*)`B<FvvS(=G3Av$rDq?O
z!PK~nd9<EEQs<A!Pt!AZPsTaXr}7;xU2vIOGT10I=RTir$@9t&&kII9f7Uj&SAV<^
zgP)!m_!mC-%VpA!%aozvvv6^~lDl;X{@MI`;c4*G&bB<?;zt)<cy<oUJ?7Ii#ByHD
z=mXMaNz55AJIVXOxWFgj&pMOl#^aDTxbS=zeW6?8Ws13}+D5AxR%S2bhHO?iFO}$n
zV6s+CoJQ2Y@p&Zl%J)_;sh;J=XMdTYkFQ^?%lF+Sz`5fPw(QIb%Mb49H8@YNjX)tv
z;Dfk>KQ6!v9kLwo_6v1w_|q|;9r>P+yMIFNA~~v95)AD`Of0JbK`6#c8}O<QJyMNm
z^{id_f{GAj)0whWJxg0X<b^J=tUQR^k9@cj6Y=T%Pmvo+_PJ0vg5SRQuz#(BMYKzO
z=`lZLb0&(|wz7mng?Oo9eoLc#boIS_0wKCkc@5$sq5t&rI};vA+zuWV@|h8au<$b)
zLE4LJC}<67iLiZT=ejaY1{#zO$%|byDC{c7@#<B4>1n<kt0KG3&|=VK(hLFgzFDUH
zqwMGgm_1JmM__uI9f1?`)_-6-=!AmCLsJ=eHf*3G`CZHL6XCdVQA?Q_289iiAiHD&
zLjNHRS$N-<Vbq&1_hXq#VJI*1R$PuHwv+|wXrTh6f2dHJP$WC!Tj<T6SMsn--hpg;
z9-BZh4c;l%wokQn$*mTlOmGTH8;C4&rFlSq70;>X{Z$xOqm~<T-+#JzpBmH8MJQ5{
zIB5>WMX+q%QY|rs2)e{X8gjBb;MucH9`F@=V0bVbQN!U8nieWiM8*siHuz5Lp$11+
zZom_f4+GKMNnZ3Dce~xt%C=ikq>}dwSpvT{ziAc1q!R>t_)RUBn&CQsT?#D<|1Ug!
zwG~UMFeDwkmE{gso_{?Eix8Gke3jO%D8Wl^n6B0M!9zlm?0blOHOlPBWT;?<dz)5K
zMYV&V^De`e3PZ~KIxrUI$F_|OB7+BLfxvC*W<0pw)F3R4%7;}%ZXOxY$F8gk^d7)R
z;R;o-uMBy6^klH4d+<q|@N**=L2Sx+zhY;ME>mq+Bp>mS1%G;=6iAh?6i$aW6)q+_
zt+em5V}6Lf{FYhjw?y0_?`tv6Ej>?fxH2)FD!|t!93u;DqRn2B@7kf5w4!&}d<I40
zo}s>(VFfoR;0CKZmU8v^ae~>yyZnlFgn4dpcHXC#=RVo~{0@R`HC;h+-)`p*6p-si
zqtRPY8)W$!Xn&Tp(HPfQ*7Y%0Y*BozZ0L5wGY;~!;H-uvu?-nfhTsx<BKe|Dw8jgz
zGFMio2*$;<al!0D`S&TmU{_-G=i(&25xzT$+laol3uDg?r5aWcQbaG|%kAVeZ|0em
z?RR!(GD~195^PTrH!I)rE=shbieTjt3#zXevJvn*L@^TYRdOU;Ajprb;CpSeB#qIx
z)R5md6v+c&*tZb8LO`a~??Zqr|NbBOpZ^EoMp|u`0RaRPmnRJaD1S9JGd?~bb98cL
zVQmU{ob6rPj^jp>eXp<3^8&+R-pC}dSfIOI?dKUZupi(Z+gP+0SnvM>o03RXW~)vy
zPG*pj%4HjNxztoL?<XQooG^zz{rxwS{uRAF{PM@s|310lkp2nQ9mZkm;t<Vn`14;+
z|M_o+|4E;AW9VIo<A3SF%m1VY{^mn;o$cfCTmJrYfB5bHo<4tj`uo@ZV0<@(Dg6}>
z-+p~EFKrHHG>310JpFs$2lpR`Z~y%iyJ;9Em)@m6eEYA%@q=*sAaqllVs!rH13N#F
zUT_Hg%Lo3a(+92_Qj6YaAH?|yYo}<(>E(mr^ugHmw)eexX@6pz+qTx5kjCNi!TEt9
zy_6r!^zuaib#8l{Y#hgzZuD;cAoin))3n}(|GbPyjJ|hny&JF%=fF^fFLTG!h<i7V
z4Q~afBN*@m9ul+`yq`ZX-c7;y)d}>^^Y6#Lw_$LCZ~8PpF@-V4FgA?3J-^h{S!c49
zfCmaLXxNJ{YJV#|qG^R&0Im?!cCnMEI0{Da+=l79!Fe~tX?_0iYoRCbt{LVh(ocgm
z=G8%T#Tv=y!)C_<9uu@Viit8q%kGC?RWa%C+=Gpe*<SWj5Nw0<4m757VKifYDDfxB
z4u>mz;(40)e;kZYPYJr7?~ozd*ZUEzVBFyouyOvYWPgJgqNI&!xrl5(MF&PV|0+CI
z`JL8_uHgQ>;#?Po=wp5xpbd@pEqnqtg16!Mk>_s$AT{+fkaEw<L!GhHp$jn{(q-lj
z|NQyz!*BllEe+oojSYv>W;R0tbO&=pd%vzUnLW2OY{J|P7kgvO%W^l<@<#pX@$@3+
zA5!~ow|`>OV7VWf@xno|=|z5gL$fS^&>I^CE5n6(3->+@!Ap)#v@m2VCcnh-69}W+
z^c;LAs7=ujd1K4NMig&e8t?><-U_XDjBE1O?VV&L=G!1lgJ5|1tp?W*Y#iM(6*vL5
zahI^B5#JX#vgZ8?r|>HnUfe?nH2GnKwoS#rLw}nbZUnSFMJ7RM!Q{gmjlfWmt#{Gf
z7N?@gtUZ~b(uRvQ!7S_t+#w=g7P2VEX?*=sEv9zvxdcrn48FMK=zaLcW`|pWcADYV
zX_L0Xp#_0}o>vfe5Kc&LXy=zVUZ${vde;jaE8Oz{`hkZ84Lf#^0pKY+%VZe+Z1nhU
za)15kC0;(ftco2q43Z%cp{(LircqXfHMK0!WR<(vcHhG5=q?@b#f?yS!T1{inK~G%
z@<%n^2(+PvcL<NA_~kCLPc|~AiX*@V!CoscY;oJ?hkK4FAPj)30k2UsB-oV*7caCI
zSHQ`+jojCcFLaS*Cc|rrzEXY=X=m`<L4OgDvvF~oA$Xt|N%?X<Fi)>DSa8VYHydud
zFwOGsx-DW-3{oTC7ky%3_ydE0sN-+~=_Yt*V8tS#PknfdR-EDV#a(gRVoRBa?r=;3
z7!$=fwc>3n+s!$|syM4@M+-iyp`%4Hj0@*Of*Lln#6@!+CQ0BIUg;Pxp$}voDStd)
z^y20HKM=;5em;NFE!Yn}JCd=RCGW`5lfx|s5n_7&G(R!8)T#V<hZ6$hxcu2b<LY_b
zMTp6dYlw-y)7JvLjIRt|2{c@jISC4Hha$%d9=;OWp+HQ?OyBCvYO@Nze4R(#^wZ#{
zmqQN5nr#GaSU*2uhcWafzI*_AQ-AKV;*t^4yX>Tat^Cx37jC>PhCvXxhG&*&6P70C
z4hKz}0WW0B?d?pK0cGAjf&zA!MMr}vd|J{LO@+HN;}3?ZmpEbhKq+2vB15Ziuc5Dk
z5y?hp>qg->c#vXenPR{W9$2(b49__-*?9D&If$YyRiJl-R4dG>&vJw}41Wt%4$|W9
zG3NlYq`%D9RG(m~_b)J@f^tSfLKz>Ucmg*5)4YJ<m`>YKEzGqMg6%)g!|qb+K7v3@
zv3k%4g_Y+gE9i&b)b?LMKls2gWIXfn;a&J{eAr0F=#!nvdVWnAf(=1Hs@ny@wna}0
zS|n<tF$7h#A@ce)lD_yLG=IH(8rfhX!$C&t$lbGwj!+C>=~EwLmIn(VK({7_6SEt(
zPXH>!V+3*CZb8vo`+51U*bnBIQ@XxC313|d3r!6MkLUmu9(<Z+gijQn0|ZU5o5n-&
zbttlriohTm#lqJdz2KDPI|4~({J8HzCxSN;AE;d+=&k43_~RrW6Mt=9wj-B=WP|U*
z<i^ui3``bM@nl%dL;AG56`hAP+Oz<EXh)ogG>+X5<HP%spsN>}S(=1bcveF;810ka
zB~ufcq%@Xl%#M&TVd1^PM<n67KwIhjoa3>AYnMND`OBG4&ccJmPde|!M*v!p#=VOj
z$%Ayr3s3|<{8!0T8Gl|$e33v~m-@dVjDinFxOL%vqcJajf__~^Xj`$_H9@4FMP6ag
z@GL-{iKiEVN6v5FFrr6_7yHT13>V`jT+N%tZuulv&3uNN2F&=ds>laYET5J0ZS^|v
z_F{d!Tnn6u<!wCMAjyPg46N+ArD3y7%awWcrPjRiK6J6{o`2N1@}Zx(%K0nu=G7uU
z5{A^}(2@iwOgAp*)pR2edps{k@sG|DA-Za$+Vg@!ysPs*qk->BzfJ^Ety>@}TtXE#
zI>dI6j+sjb4N(%aW^*qzV~&c3Di8E|%qKGmMG3C>t)Nd>&zaH~S}Zm$%TR5MEQ(NV
z8$E4Euk!lgXMgey#hb!>AYHK$MZn7^U%cU8Qe=H&c|G1oNZ-+#o2@nrQbVXuCQwyG
zntA^=RyE|iE<%4n6x6Knt<kzJvg<P^0P=irtcL=h;AzH?uZZH`Ycv88&Pww*8%6Kr
z%6;UlQJE)@rtN7SzK>>SLiS^YZ%;46r<g>H84NH5f`9fb!qn|O<i$~<LxqYP4e}HR
zw<4W^SHKWa^f!_!(exR^!yWP~A)JAL0;Xk1{2C!<ri)0LLZl*6k+=vWo>25eBqZiV
z33Rle9|KK>rF;V)&_T`P{S1YVcq{r2T!^dVJB6-4JGL*Q%sKr{-*<728w{3l`xj4|
zRbJI4_kV_U{2LP&{#Le>gsy*MUH9WF@{WHxcc#K~2|)?^fR3A1XyftM&0Q+1J(^8a
zp#o1kQ!2C-+tiFV%1qiS>8!YeVbYmiFklz4IY`TcveRv>6j8nl<_XYdZMEtLBY`KX
zLLtg=lEr!2l2rJFo(e5>KJ$vE1oA1CxHJ!R1Ane$Kqt8IkM#Gc{8{Y7T=(pcxf<H{
zrx2!>A71{z_wvtwfBO9?c$1d9NoH{BOBbyhUHYEj6P!!Nam;@EJ^$@wJ8u&J`JR8l
ztG~>i|D7w#CP9sJ>9!%bE<wIzfuF#m>pOog#W4fO%V0IviX&d?Z9rJO@&z)(C>PJ*
zzJIKgqv;dPA)fH32vMJ&=ogqezI+h}n5P->UcL$@?;1JR)SE@^TT!4_QFRSNJa{%?
zLIUqdR>T2%nO7B975diOf{u+}g$x?HvRy^MlU63?Lj;OmWW^8x9>mY{bPQ?RxL(q8
zz2b7a&~J*9!Hdc=wuNCUf+JpJTr0v}MSuC5z17LB?ZN3T6O^HaaiBvLyLsswkDn>*
z<`tC`%po+t;-G1EQyHj-ufpQpBHsPp$!ir}CYsq=5i>@(^QM(Ab|D?W8Kfz-bnU-A
zfFEsX+>td?=pyqPe{IW3RJM*ktz`b(M%lw1O5)s9&b&gP33+D~d8mq&uPd^`D}Rzm
zM3j|6R$EjOr=SqX2*AZ7qBC3s<9Mi8fxX%a7wlc(8s`VfORe~@2#52vffXZ<6*;Lq
z=Rq?!i*~8pG`p_?4f7Qg`LW`KH27dX&CT7rytA>A5cnR2MPL{aLJg6XE?RFqma1?Q
z!s9*fc|eAPtmk~Fa*t{X`(ur^I)CSUfVwetu>j-H8z>@)<X@H30*^|9ubwi(Yz-Pq
z$&}IiCdM$Iz)~TQzymqnQ3rSWAjeYUBGHY7`FQV>UeroazwLqVTUogG0glDJ)z}oX
z#&NND9`5tGx_2sP{AltNik{6q7`Gn|LAgVaH?!axh0eORkZTdbq;qBQS$~b*sv?C&
zkIjhd*0m*<z|oau32(IEZl54@T&L9v-MqLoF9lPves_o}@!3=rViOe}D?S>F;0dmH
z!lQIJ>Abs)SGCkj8rM{i+Jl7yZ*}v$^iXOYRRCf|N7ILk?Zd@J+LC4AGf23jFJnzX
zI*2wDDOPkek8hl(Gs<jC27l_j!qVk&){0+@_a8_A*l}gg0F1YB=?uy{^#}0YA(|P!
zhYn4}LZN+D6<M>l6xxBslpF6=ne9O1vfJLPaME#w=UXNi%2eKE&Im>K#d{&q->0n1
z-Xu0R=Jm})jf-em6&mHV;EZO_j`msU)5}C~#<^83Jl?IrGT#-&V1E=vLn`WM@LsWZ
zl6F`DBH?=DQ9wmJO|Qm}W=OORWHmCQ9t>pdlE}A5_>aD!Veu$FPzyEvDx66oU#|>M
zz-$Y}*rOs+6_E*s$Odpl!nb%6=A@c_lH6bJJcY(|KK-c}nsAw3BIxeC&_X&;<g_mG
z7vv=$Lbyl~f7sUqc7ND`I;03<;Y97>>EY`l^0A{2X5B3a$GkJ?KFiN57GJ)t2*_jc
zxHLg8>^XE%pouDY41>=E?nFurB8>`s*YoW2yKzz$o}mhkfn44yOcyP%PnUL_O>^HQ
zJwr=rR+L)SqrBW{WKOSx7%cK`F-7(j<n-|BNVn9i=G~MP8-E9$%Cw+l#i7OLmLoU8
zM)ER3)h$I*%^r%xijaaQcvYx`@#SADiX+pCy_!x(ERe=iknY*vQAyG(nO_g==N5K^
zR|#8@WspF&!St*7e>7`J^VH(W?26=G<U66Iy)f_;-O;j&ql%pI<(ic9ia)%R8g~Ws
zYrv}*a+LS5Pk;C}9t+BSIk#auAD#8Nq&4qOe(#!5GP=$Em)lZQIZ%`);NyagbzZm9
zEa0P+75pb2N@3wYxU3cZsw*5}5s<Uf8vR_8n!q}4ct#Q3_Es^BwzuWwVJlvjW|t|R
zuoeEC`=nTH<clm&j-FCGJjHJ+nX6etoc2Cx26h#BQGeLU1Or!e<x)lNRYgB|^NUA*
zJJh6t+LW>bOO*Mis5g&+s)#F5d=)LMsxNZDgy!$r+bIHTK7O#f9yu#nD4(G?D6p(D
zonKh-x_Gzqxr#Kqwn7|$p2C7$;<6J34=+5gY4?*ziLorujK1o&VyySG6pJGC?_?>8
z+L#KzCV#ID&ePAKe+0o3o_!8WM^}`?K}0S*BxufWEBg)|R*KcNs#7FH7-+btxZ@gv
zd?8~Rcsqy23kp8cjqf672VYllW$)m6d*Eu<MdLeEyMDAa{gK_MVFdA{_&qY+9!rQ{
zQ4DOCY*T1#z|j?%C$hRXXlmi>!eZiYgxMsnW`CI$ScT7u7Gr%rkIAtRcUq!G&^Z6P
zYiEWCWW`0^{lTsTO<KC>Tx?@)S2(mEDvDWA@o=LICK(lu&xTy7?oNc$ptZ`66$Yv_
zq35<r1|I<L8sOc%g|}6PsA5{@O;@$-N-dmBbi7dWN_{60Mqw047JF1IH5tUHZ0s*u
z?SC*q9$vWUiQN;KWpxTM9bc~^;JfjI+>%vyTh*<*Ij-+!F~HZAX=fAx##@SK@Nl?-
zD*t(Y-C<1q?geiJT@?H(flt7mLt~?jFfPj;;A4M$CZ_CcFKQ&}l~1*^lc`VFZ-_Qm
z9TjyX=ds(*%Xh_7EyQf6LuVvnk!fnw^B~+dK7pIggWwtQ5GYr~i1W(BEzwZ@WCsx>
zw2OMYJHMB|9RoQ6-e;Hk9Royv%fJ5l^Wlfz{Q29{5waza@W<(gw8y`nf3V$P($?yH
zj3xwUj=wWqYH2#8{|w$I_!p1A?9>0H*Zt*~Tb_{bI1EP&IHd>2ct~$;(h(6)zdD5T
ze|~u~>2^N-_&xm?I+q5cAJ4xre&|A&Y+8{oUy}}uF1Qe^Em|}_cEOl`=!>`WQ}+Jz
z|M}COp3YtUzWnHpE&D_9HQpbaH)WIQ9n;VD^d;Hr9e+NC%!@vxUnW=_4(C25Z1l@h
zIREhdDI1REkL9Cw`M!LBU)s*+VtLIz>&HBkzdZf^^y^c9g5+t&&p)JzJ|TC5ko)On
zmqH14Sz6<iEZFhoSe$KtlUF`?Mjw0yADA!biIM#v4(N%`Y~u#@1GRzsVbKTu+k?1j
zWgQpn5XX>DS%o|Fp^9Goh26dL(wjQ#jELu55yGIwi7H^59%(>P%aV6e%!gx|j$sVF
ziLVc0fxICI6RFJ>I0(W7zUO9v<Y^F$73GIPlXVXgKkotuI|t5xc|Ns14ufE<cn|m<
z(l0x79B21Hv<#6fG@S^y<KXJ6hVzkK{>W;JFho?eSEl{DB8kjMEbvZUnhnRN-{Ho2
zMPk~<w#$(CA=&Z0g!&)}RpbcEU9R+G%JwcZrSC_#U!+a)p+#TGX1bg3xTfL-PjtLf
zgr1)OQvhjyZNbWa3IT2e8$_a?W#cOXttwGTUP=z_oUNDvZK`y*^a3AGuSh?k)0^k7
z5}~hnDe^>%Pi<7>w~gDcDC5g>`zxv`DQ4yIWxk;YMrJM+dD0@SEYY}Ec#LQ$UV%Fy
zc!xJJ`YKEf;MsnV%|sLO`F`MIoEDkG^TFdBUUCAH1L(7Vw?bGMcEo4HE7I`WLrYgN
z;;m@{iTGUwvsQ#C3iCu_j0>q^xhv9)S>up+N+*c&dMS;iVm2b;@gNJjI@}TqN<R$+
zCWJ5<ZZ&>B<Vw1+U#eJDl)<K5?AV<nQf`zn)nL}+P5Jnuh0^D$>%1}moI%>jv=veR
zUW#09<}7o6gKc<UzR2aCRvwdnw@0w2!ZPEP&lSa&8Y@bQ@_)CgC<*PX!V;isukfTa
zS$bF_#S9YPU}zN*_;^Kq2y`Haj^>^zlIukA#UW-kg($*UK-D6`*iYdKv5An5?HB6O
z_Q9A&Pi#~9CB-meYd(?#=}4leXPJ&<a~6dt9jUEG{<o&1heo|LS)W%8!R4@c4G_e3
zdG|>?ZStk%>uw}p3b}S|J|@{pl$8vi>nre18-7R>Sya56M~~;n7s*0HSZZ>|9z2)&
zAp;&JU(o{=K{Yq6N`^d?yP=WKC-P$P!l{~Rk{iib%1VEKB#08R+dG#&A_FLYET*3(
zP~9j`=C&-nw)&cUG_)e_xC0AsZd`<!Lj0?c+ZE+=-e4K=>>PwV=|I7|C&=BfXln)A
zA9ft>XHooH#Qc6R+Hi#tBGRZ4sfp}SbBgzS@qD3*eIwe<vbSohqz#!EvZ7jwsUJ{`
zhTk~6mq)LFXN>@?Uiqquv%QTx8(a()<kjOaK6K&H6$$h!cZp!!I6h_#1B@H^WT1Di
zzt3yGJ=kL4xr8*&k9VE!!CBVKiK8*dZ6(_tmmwnqBN*UH9>R_w>{UUU)1+y_*e!hk
z%=k_O%BGiGBLg=9ua}e~13G^j>Vx=`6^JFlag$jsMOC5QKxf_YQtUTn4Ds$b#lU8T
zP9?1f&`8E;6D`%`!NC%!d|nHmvH(xH{2~sSGzCxW+Sf(U=$E-mWv;Clsv<v`Vs(N0
zai`pvr+K5ok4!NpI8|+dp|<P*9RKEJ81xkWH9fE>TNH1Em3plrgynyh%1*mz>Oq-h
z{<hsdk+Z_Hw?o>%8%hW??&Dp1HyvGGE`ttORS5JV5LX;bCd*lnq13{sz~6<6>cGpe
zCrjK#kzfUnX7qU1ifN0xT#-D2l}VC`d{Ve0eAWr{R#n7dX}y(-j6cQN<$7+c$K<=e
z;(Vf&xfEZwqD&MIRBL}j5h7F;F2eWxT<Jx|ZW%m%FN`a?ANQGh3Imw<sD=SSe2((P
z7on4PkAQ1iuJhf9y#GL~um>}x<$C<<>Rg&GWY_bTnZBEjHpqB|zhW2Cn2g~H6{ZC-
zOhf9-)j%5C1v`#cw`542w;^xC441WKreynO*{46vj|@K8bbx=Yf7g7-nPYJ|KbmlL
z3?vMchNySf3hC(?8^*NOu8{g`pDc%IT6W&WC>R&`&hwF$9<k}AjT5yWVQ(%LOq|B)
znrHP&`}5vTYbg!$wbSmk=20W_(my^j4ldd&I6HJ{uLO5(&%V+Xe>rqa8s=*#|4LW#
zX$k)7XgN=dH`jlPpw}yWj-L;m8`B1lSAoO%h5fbMy#N%92^B4y@6!dGJDWD8B+hYD
ziozap-hAad8kF3&CZ1kY4_{m~K?{aP^~$L4vEKO1!0>tQ_>jPj>%r@$@f9@A)2c<R
z{6-J9UY01I45r95=b1=6!M}oVq{n2dh|6N3K6qY<7`}g4Z90h3+M$}Ro)uN$R%^?!
zlqr~EwGojRN1<RUD)`fuX2^@X<DPreb4e+Kk{mBOHB|KOMSv|V)>1{{In7?W>3NNr
zEISYz@U&w_G+q5pQNA7~v14vNeI3qrFcap%Mg>nF*DLI!xkweSZ`6;uKzK3%?O>f1
zba0RGT19_!M8@MYw5qkpBUQn^;niwHRJu0xPkfd^Y@{a)fximokkT_KGvGsz%m-gw
zaE1TE1Z~<fuSBo~Gu_}<@oG+r()qLiLxoTnWUZ}O*CO~eE=hojRB%mIEJcb2s!3Bp
z38Ec36&YbP$)>{drdW%NB}4Io2D{{n(vh!<QLldxE2W)WiV^N|jru&u4Ua!Q3y`Pf
z@L7wzt5D>?EWp<ev1~<+Ek)#4lPub1H09o}MlHP}&diJH!MCD=+?oXin#5UTt}I0g
zcZEL?Rvkp@^4Km@q`O1qFIsj!cY+KifEbjlJY<{aOQu}AVmXKa>9n5BC^8-j6bZko
z$#{P#tETK9VURiN=z5llg_9If;SDkDR?<{$s8^G>4^d=A@-EEB=c9RgYF0RLh*wmA
zclt)Phd0W8P~@n?E3aZ<(KR=CNT}(f+(9N<bV-GXj&@mzL|)sqjZ3t9=HNy;D6-Lo
z0$*(>Lm?l_Ym}_0Xh`6iG3%+3ipDjagnfUX&dZ8qa*?38tduxHIWT!|hx&|~qO0$u
zfO`eKlP=;ZbU)v}Yi|#kD?M!w$hMPI#Vs8(v>59Ly4#dK0mq6@cj1d{^IKCiQAOC8
z2S18ia|da|2b1Hda1Z2n@DK&S9WMsx7A6p+ThcfyiW9;7F8Eatvgoy;85`ogUV3Oc
z@%Je$_F&1Pyl@*`KV4I2j;{x?hpTD_RkaPo8;L+qMMPII4Vd@K(AXKj6-w%@u*3Ph
z9@@doLoAuKCX(rR_m~9>d+=T_T&j~+-6)u2MeA@(V33=~?tJ}&xrZY373`8PJI&vh
zEhz&XBzKp%$jw>kCe2eYR-{<dme48Fn1CI5o<DFgp$;<&K0saX&zEi~0~>!|z%VK<
zcufuY3bGrYS;*@VpqYA}=7T8?#;2zQyNy?Z)66r4LPfO0T6Q|fie>4EoAIeb_+o>u
z3;LXCbgGIV8y`N!$Bc-=DJygUH=$yR#|jTtgya%jp8aT#MY`g{!*uYiLa?;0s-h$(
z<UXAmyEw~eCoE49yKNG{yLV4G@Jx8U9Cx1Mtf{R6FI&CfTZQ+4-v%NtTD}r*s>rNK
zT;uWUeMT^8KUQniHW6gOu7KRZWF#jXcHxQ63>mz8J6AUS{vYY@{|73eed(700R$75
zXDS0Ke>grqAaitbWnpa!c%1EB(T?Oea(wTvsAmILCyF9P0fvE{o|${LF@Qh7zB}Lm
zfk1x0fHUCr{{v=sOFiUNM=K+lqN-<h_psQT+A2vD$qYtDM!L(8|NfK9|47q#`LBOI
z{O^O0m;Apl`pX=bYl_Lm%kO`E_|Jd2{7?S$I)}lBG=D#T@%8`YFZ?O^;IG3RpMU1h
ze;F=+|G$S%-yZ(_b-1|c8pD$RN|$ecdvM<`I=f}QeEa9azYfEg{_XPZ9}ns3CcgwX
z<xju;_a%Q2hUX8QzlNBmRD3c`;44#n{$Rci<1h{G`%k_6dAu%Zif;M-!Qh`i@YgiV
zE-lOVUw;bgC6*W$pNHu6gY9<5aY^G`eB*KbshA&knu_Oe+fSu54c>qM#&7H0E@4h7
z%=>p0=I0MWzWC%qem}22^$A@A-7dZc9QH7-zm;c348ycPyzqYU)jb$@eDRl2bnfcI
z?BW>qpFM>2ww9E~%NO%!dH!I!E`FG&@*)Y1?|)bD*6|a<2Z8ehJ_j0i=eCQ7!HsF$
zzpL?ONiEkg&cV&@?FSqe!3X@4SHnIA$xqoW1UQI_rGxGYzjHVwXmt6l3_l<oE405>
z3uj655o2YzmEkxs7rRXU%J;ik)-BnO!;-w<r{Jo^4+!rH#RJ9Y+AXyz5|(3C-qpO!
z#eX#((cHC*gm_yjM>n~p;o^AHFRzg&iuetF`L>UY#ynMCkP$yo@MN?L-4N#>@HK3&
zYF@@P&w^m|PDqEF1AABSm++K>0FOtPbTERr2;))o;BchibVC>ieh?nFZFCwZKTFm#
zAB*66p21Kl?h4{TxSkNSJQvfKvu9eu{(o~|{DB4$?|tP@g++pj=wm}Q*<F-ueE67C
z4ps#YP(0v6y=-@t4HjGnqV-%}LxBNcsOKjZ{05v@@Zxk(TMta4_#DE<Ts*G3!;rU`
zX-fOAq!FoB`#$^thABFt^K;JdXr$OMVO0IJ&Y+mlgdYSy#Yb+#_rV7jj6i7Y#edUS
z{QJQ86%sT2MoPaZJS62e%IJwFTzQNP<#WKh;)5g%Q<yh}_e;N91+<0NfP)41_i~!V
zBq0gm#d{1Ee?S;Mt)a!|-<k@d1;(85<>GF*MnCyj%m+-c!`pfUSLfrGj4=vHu<yf@
zJ<pXXf(~45{Q4Ae$udp@Ed&Mo41aI8oYiRr2T2i<!z+hBK_eb(FL;U|-aKs-3`!_L
zu*$;#nwM&1_Xn5Wez~&!org0$=n<O4$HR_z6L{*TF;<^Vylt;e64b)y9Pk;MCb;nJ
zvXq}9deKxp1d$*4oFk(G+Ri!Uupf2KDFHX!UEz?xZ^RM3+KS+wW)LPsqXftk+3%Nu
zE&~*QMR~iUlk5!$r}EefVitG}m}r8}f%jK*yZ8b5Of!UvqMcXtfQng-4-Q|}{c_F$
zHpH8kF2ah7U$G+2TH#1#$kiF<R_#D9pR$K>2gYa!{a~VtMie~a_S=x;mF`oSCh4Kn
z!gMk{eR!o7k1q|64l?1xBsuc)na3`G|0oWBrcF^J+Dv@K^@?^ABsgi^P0mEIJnL77
zmU))szzp#sJj|h7u%Rdlo@o?P0yI|mGzWhQVpY3qKr~eycBUwa=)59JvIr~Hm+YNa
zn41QFhLj^uGw+R+1TA_uZfKEaNbn4z$p}N$mnGQ?(+>RUo{v*BhJ_^pUEUzn8TA-{
zD_RzXC1mulD->4rY{y8oc(p#IVrPOd2VO&TQkTIsyLT=N2qONHpI7hDV(@-xO`o9>
zg(qTVYRyW(#*5DQgCxXpaC4_8Z|?&_g-v+G4Y7&gb0{Q;7+y-q(;BZC=8om5Rqx%F
zTJ0b-!uvQZGoy20hIa)4kb-}Dom=^T=rH(M0@&=T_<n%|Ctqp7=ine{;-hz4jf;=t
z{!dxfXWdPKOPRTXJG`R8g_oTvUOG&{om!DhOF6q#f$}(#7v$456^fNZm+J}(t7jTp
zmz0$PTb~IFdA`iP+*^dE!my#KyNMNT6|MJ~X;Y-McqO~t4y4F+p>HU{Q5)fZA;a8u
zm=M=6+KGqhgt|tRZU~ckq}r4g6c+5!K<@En19;v(OF725rxUyk_>6!d3gCAi`Z@Y|
z(a<`lMvz{UDuy>)y^?`ub(z%FEoM?cBL$l!nvF5FX&SXNMFha&vgPy2DyEnunX`k|
zyU2wIYNTN}q<LsdV$80Lk;g`Vryg-FO()udv<SDD6;)thZFd4wOa)P*#0SAz#@oK3
zsn@nAg*f^A%ME)XK7M)hQ*f;4^`uaD@HIJ~*AEsSpXRIJ4Z?~!{>eqlK$K1!zpfY0
z1LdYz6f48vQR*0~%q~5MKCVBN|1B(oK=hC8MEIg>I99#W<02p>TR0_u_!(bDce#$<
z<->`@6$vV=;O+x)lmc}cLh*YpzZC(+ls2F!y5lM*d8#PuT=y<WYw{dk2QMcd))ksJ
z)flFhcm#i{++$;&%>p0}XFOl5%yVCM0Je)|BqYDvq-|vcbHh3l^XeGl6!wQiA)Drf
zy?prq`Y8p8@3uW7Pkc9jiqtc_zb16C;#o0%SL`u)>8ge=%eu>?=%)O0B+7z8ov*Za
zx8-*xBsT)Lxa<*@R^lQISicD`(m|Hqs?J%8g4&AzmdW9IaFOU59ka?3@HY*c+5LUm
zhux`Fgk^S2fk_QXJlITtXItrnvtbPT!?u=Ctn(5iJ|^%MWwfAwo3C5r5Ahg(@pnZl
zcNCa{-!f=Fz(zn*tti6@C$cH6?n+e5TVW;|23V@j?f_9RIyGp)-&WsT!CpF7K$z)H
zQ?xhJ?Q+!O^>#e@Z`f7`((JsxtAh!xp}JmCzR5RhK|V6wV@oAGFx2D2O>Qa%QO2^<
zrmmKjYWy{j@s+|-`<LhHXo7^dJ5zvw9))gyc<tYp*FG;s6RovcJSP$k%KXvb#nI%2
z8*fQw4~yhb2z#j=74IsmH8@siUa8}q2;jxATkmP8T;?~kGpkVfK9-kcGXp3Rw)Nvz
z0bRIY=x2rv!f4MBzBiYiGXp|@;8!{FO4DA_u{yoW9IVa^w>^L&-yP^a3qSD1Kd%>0
zb3WRLESAoEwF=RDp^}{?tR5yO6g5RWRP0T4njHNssLmb*gh!ne+b|0+u2MiOJHH}@
z^_xgaZRkeeeR}&EOm}7z3w(ZWrx_{PY_FgR{TzIC0^eG}au@9Yc?s-)6$Zc8!`l*p
z(5$qjZN-_CRQFo?qhv&Op-{2Zp;eqh{s%j1pjj=nAFA4Ep!tpr9~70Zz5Tr_0Vfuf
z!4M5S%j|AT<C7qoKox9(_>wNeydQLOH(p8D;6$;%^NR|?6Hx%Gpq!{;qs&vv+Qf*u
zhboGP=v=6RWuk{fk%Fdw&Ho{^{_@-ULG(j(0aQCyLbNEyU*l%8kE{M51mcMT%eda5
zztb<QuHv)3d`Vtg#zlts4J|GB9Bq&0Qup8cvQjyp+WWG@q1dp~{kh$<FwwmEe~7_U
z7n!l4)=nWT<I`zpcJ7hwie=+XSyHFU%+Y93b`p?*+qMMQK~<Q4ycA8gS8K7~<o38X
z1*M~4Dfs=`&Ii>{*3Wm-=I!0+EtaqBQQ$Rtmh_NhDJm-I=jd_>;hQq?MvjoI>tQU+
zCtYdHdk<`aRq{NF<h@6D_USHrVRgZZXC|m+Qszo831I^-ml7Sns>)EloWTxUDsGqG
zmhQ4FRYCO9o;`bi$$SxpjKk*E#!KXA2|MDqEZGsmhM$HQz_5V<?Vr+UeI&!@^v-LE
zmke|H5FChn7(~W>mJ+}=FV`}npX%lMvuFbqk+6fiHGb#4Jw-)sdqNKy=t~A)y2zRk
z$6@#&JU3z3j6k&U%E&6Z5J1)o_^1kjU$4eA%v%!%MK@`GT8yUP2zkoJE+dFh0F2Od
zOm8fUKS)&9#qd`olkM()Z^lC^YzZaDgQd8(g0Ml+>s$h@Lpv>4h-lfYjAnAMf*tO<
z5PHGG3@>YiI_`srz{c84!(OI*XK%W^MByO97gQ=LvlO{(nzm3h3OGnVYEs=If>_II
z`vTDsTBi7a>fzR5XQ{5pqur-Dg`s%tpfpqU<h*M!EJC1}J>JfO?<b0?7JBQ8gl#yx
zczJc`T(0n|7afdbx67A0oeD^4)uqVa*^45cVYcJc{OrdhU~YHO#}{^eyiUoFa}?}w
zhGkZUgxEQ~0HWJ^0X%+P->w^$I4zQuK-Y}+&|+DCh9jN>p_z-%0~q%1d8P^^ACza3
zz1p9oAcW?<su1bpxIZFy%GpQ?wuDRYm{4DXOS@3tBWHA<6#xp0F~}+KG*(+-+d;$(
z-(W&f$bjTtiU#laDD{DTN2*bzpJQB;*+a%pA&p}aj4w?^?rFzFIL^OzE+7r3DkHon
zIJh5wLQw2H)%dKkIUZaR%xipG$d$~H_wv8J-j*Npn{NRvunDJvVxs-y_-5*cof&xA
z6tZz06o!1m8hpT{my}|xXb*@k#c-z<IzptuJ9qYwX^PaCB8Ohf@&iNh`d#ADJL*Xx
z({<5X9N&gO)<L?evV`>q^qbnN_Z2~`5Y&}_oLvMFcUnf;W4opUmBJXlhZo&lrd8p}
zt>n4WQiL{W)PImXx6PRFC|*&f;_hKI1AmGi5-9IBBq@8yt6F^qE6^nJ8I&c!6ywVu
zn-qOwVezsdabsA2L3`+8whm@D;giF$qCGYYZPa9i8MW;jeOqft5aFqL>j<D=3+Xn0
z<c4vihm!lJK{STs3Ct?@Hj9)onEW9DCS7@Zz8-Eb@L<ZP9%!BQ4^4gD#VtAfJ^l6L
zHj^K7-DcK<rW>xyQ@o$!kJnGvkSEq0Zq`oTGvgBTYrJ`SH(tXy-!|0?`L&OsyoQ@!
zw_ms9b9vFA`1AUeIE8T-Z)ly{-x`;H?MYG|;N))768W~qFz1~r{y6PoMo2FB+vDNw
z2l%(PP?FzEzU5nO!tEVTuffOVWpb<Be(NImQD$=Nr`I>{<_aP4*I1X_8>8hmJeeow
z;7fT__3SaG{ToKJE4&^r(lXESW=G4{$or{Z<{)@>IO)+N!k?;^$>elSS##Kb>gHf7
z2S?rxvJ_s`WZ5UjFf9$q9R;eQF}|ULDON8TdQ+Y$nN^qqL%>WMuOIasvUY%Qbm_Bh
z>Fk_OZ-VnQubq;e(qv_#h7x#7MKWXz6kQch)!858MAYhpPl`4a*1!A^mP>7llCkCW
zvOFijORjMNBK?GlF5(lIJu+^8qk4s+OtP}1Zl1Se5-tL?Q$5Qxb5%?~v1_%V!i7)N
z^9e#;S3vV`JX>IBM#^`K5=nw3Q^c^Jbejrl9D)GvDjHJpBB3_BZYV4iMKwjm4t%u`
zs`a+;lu4d>SrK$O;H&CkT8o$W!dFZC!*`hsqNG5Z5F5X9*iDE&4=SL45A3wa8wm4O
zy>N7C5fpz{5MJ>lha%GkC2@Q^a`QJR0+!2GVaVJ4*jXGX>b>l;V+trk1IXdiI!}IV
zTW=_`c!xRU*)X1kv~<Adjilg`Mzfm7UL6`ptv{6)?$wRU<r-4D<b$5S{KsD|Km5t>
ze}5Q#J_W`!ho@znE>qrrI$VBJ?(+LzAO5zp^sDb~TL3OL>EMV5hta+6X2bK{=dpPC
zmplYJ51Hb1OiyD{Jml~Qmg1@PF<m?b@S>)vA-vi<95EGEPl_^mI^Dv<(m%q2IxNWa
z<C3r-tROikE-*#K!nhE}Ay25}ydo}C-@Ws=@JgSuaUsTZjnfc+y(ljHAZB?FP3N6z
z8?tQxLY&5Qo4zNkt9Ul()JSHizr)iD@AL2?{3!CmT__Rb830-)&u425QHr9)7GL)(
zvubm<5-p1gc%ISgF-;U)O@|DtCQr@x>oP3B;0prn>PclikE$a9G>JhIOOf(MZB*NQ
zr0=QRl5d)B*OrujFEvou`Ovq^SLNbtG-5N?s47BJK4`hgpFRu8b54pTk+crdvQ;81
zQl!f>`3hS_ry_}Im`G%LE)8Xud9J?UBbYt1uE?|`4JR~d^`K&`co;`#o_lOE3e>RG
zc}{UoOOVvp+G&?%g`sWGU7>;C72tfL3TX%Uve3qj8XXTKYSA5^DDTmLTtu`tCYX6B
zEU9}H_H;VP<VQA$JDa`;4~Ey5@H_*xfB#^%A9j{C@0bSKrQW`5q5GzqR|Xc#jNqv`
zE7{r4A%o&KY{D&!WZ^Yn6*atFMSU7->44cM8oc8OrZ@xHIW6-qL}3-l*YhGgb3YKT
zqK59WOB3JwU2z2BPi%%(dy^dEE#rrTc)U%Up>+pDS(fyZVRJq^aMBnlWF9?qf0g)s
ziroyMIC>6Iac2!#c;=M%rRU8fp}L8;q5Hx@NCg+j>oG+q{zm*EiK&NmeQgT{<-EGn
zn0gFGu6ZE{Wgz_nop9}vq>Wo&Bb97e*Uo28cf7bI0Bgx_YfWJClJ~ZaR93)brv!mn
zN6UIPcsSw7C&j)f%BoZm+7Jbpe`R9nvOJ!2Q)v7SdK;n~7jIM{1D&$wJBIluL$5l^
zcI|B_C)|3_YFQRpO%I>z?ctM0mk=7hK}E*1%>!IUZeiI0FJYh^LKGCfXxuCCWmo*5
zM#&<W<A)9A&=F6e|KZ#9@JpJ`4&ebls@Y4G(m}t~DCteZA3FU0y6<Y?e~9RYvIf$!
zxP(^KAJrONRyJ^EYjlNSww?Djk2~R$^E+JSsahd!+EW!zI9Lj7==Dr{aPaa!*-uT2
zBt>e7E}?Q?#BafcBWlmoh2P>O50WBinXj>-3}jW0ia^=4=*9EA%uwN;19u0yvqKMQ
zm%_4+FLmM-QS<{E_U2Hqe`~zco8l;GNG91;T9%R>2}NL6w}{0;uz>;{z7*$-va5`n
z!P!e>DBGj(gAesQPsiUC{;3XT8AlPrB1xGn|0Lq1_(8;O4x&DRZCFO_CdP1`qA)K~
z`YUP*clsyn9GDJjv97Rawm@-l>jR-MbL2@AzWdNmV>YO;+J_fMfBS}l1mRJq9lft{
zT{G-NakQK6=&y@^GQ?ftLYnCoUrqPznW*>Dou9femQN`6MNGr+Y9$HjWH>B*4b8{0
z<^53RMv8)G9#ojM22xCs9xWb4MhufkUDZ@z=2H^r+RwETyiXHOShb{Rf5IPQ53&H|
zrGbX3XqjBVki>`2f58)CZG~Koik2Q4&K{mQSiS-4wvmsJY;Wk^CC7Zb6hW_Xv!v$J
z@A$@eI?1lMmoN2JB!YXWGz>G3@TVTXuG7@zGewn0q}%=QO<4>f6P+7}p@Q#R@p%Aa
z*hLm?Sg^&jUy$pCX?9T-PXztcwT?{n4xh27YnLtikcv(Yf2EC(Vnr#^!*u8Eqf&1&
zjWwL3yp^(H|6m%g@j6DCa#tj8;9Ev2YRUNuGk!_YJ);$lJ-n(!o2U>$!YMQ)5olS!
zedga=eeFa*&a#>VZoUwg@nh1X6PMvJ+OqJM2eCY$`CyJDr^aZ$nuG5nY*=!L1(3YV
zzz{F;l@7E7e-Pd-zX);Fy2#pFhQ^^*1A;%u+(MFz_wwO8DAQ-Q9(_$tHDBaUtN5;V
zblD=96<_VDX;t4l;nR+7F|^09Ou52IN9V_RcS6f<m39OhAEtOc25(Bjr%*qyiz>~7
zb7j)34d(C}Usuc?OP|3uJEo(Yi=nv+<S2Srs`H*!e}?{`{d%@C&=&IqJhU||Lg!QP
zhB|B7aZ2_It08G4nnl&=d}}qx2R5?9vIZY#CQ22Z1p=W(OMb69T~YeN*96;H6!+*<
zZfS~rZmWAcZAlNMQ3n*M06;G<$_@FGn2(Z4@Z>UK_~ctW><pWNH1?uvEMo3Z<7-Jx
z({^}0e_8-q)<YXAcY3_qgTxY|q_!;4COd}E#G3-iA!vkoLOSuu8;V&rE#4U`31o7E
z+8CNAR4i*>`0f-PB<7X{PloL?PwiErs2-qw1Pl|@iauX(y3?Bfb4l0^M|;bva=Il5
z-?d92u0NB>Qncr@w8B#80(j`BxCoCNcxF>{f1r`6<?XstDAaI#Lex-w1##J_ko&{a
zVi`1U7>}RWyp0{UF65i&@|dj$2X0si-@}Ue%xVk8ffW+5a5sYqPWS;`C?MPBWQDoB
z-0zp)=9IMRVWq2dB1(~`u>^A>;YC|_W<?r|u0b<AI4SZZ&?%2MzZA{5$~=fCnnb0<
ze<F&lJe&=SWUQd&m!)}-VTCFU-!T|}l;g5#*sI^<g9smRPp!jO@JVNiudpbdmg6>h
z@XN|HMVjX7r)ciBN5a|C$<i)4Uq0ZN=U)Q^;j5l3^K5ig1Aag>85I0pLKBY1EFD}5
zElnpNu)a&jlrFB3s0fztBB#Kq5Q!UVf8rI67lxX!9vF*{o%mJporqx(&ko}$0&-zd
zCsBV{>xHAvS=Gg9=w~R-?$YzOEmI*XwU7l#S<hd)2#xy>Ar~}7(u1#e=Y5?~QnJlw
zdrDC<ec)2#IUC+?jNg*&3NE{tpz%mtR18_s4Q+KPjaqrb&N6f{fQ&}JPk~;Q7uH3<
z&oCF;o4TyKrPwL=6e;jQj^gH5m##zuRR#N4VEk^E2t@-Zf46^X86*hW$MvrAzeUjl
zVj&)HXiY!)7}qBsy_>^OEVVD|UHO#b-Ms(jU*!mI*?JZ95L)9>I%pN@UqeVfBIN(<
z`+dQl6K-7Rb^fm>AEvhlczk=B<Xvk2gY^M-2iOhITI@NL1MR<TUzRlLaKmy<FF%kj
zE?#G0myY6lf7^xKTuc{N4%nydj@UjKdDdN@fO<KPgvSf#$Llow@a4u%YC|!jETw#Q
z3U<RH3tl_g-J4Zb;c+Ipttd06`w=wag-LQM;YA}o3e#nnWGn^I^j%q&q(RJ1lPq{r
z!x{j^Axh?(byS@&%}MhY$6J7%b6@wG7e15JR++U^7Z>r)pGyD=`mPX4ymR$`&wu|v
zJ&Vm=mjM9;6PH*<11EntH!?FmJ|J^+a%Ev{3V59DUE8kQ#+7~VujuCh>9DROfx!T>
zEctl?1Ni`r?O-4Wi1YuzRPokDNlU#~ad+|PSh3;sX*O9`?!9VX);8BJ{qt9o{xf)c
z{qXzc-xn9J>EB@8wU6U%h<zNcfBbU!$6v1hN>^`v=v)~3>BfKUk95Odqp|ijdhhaM
z{`OOM{p~-OAAY|4?R|GO{uaZS{x@8I{`F#tMr~^5=ie{?)pf!B_x0!hy9~E6#?htD
zbl0E%_nI#Z>xE(Popaj-AHW^{{dB?IVrtQQf4}e+TnKTx5K|jIn$g_v_yIM(_R89E
zu>E+y(1TueZfSpf=z24Z#T|aR!+19aBj^=;6r4od#yp83wULJCiVOX6!CG&EiGs%M
z(#Bw73|%qp<8;B_M%VSexPTvp8t2yow&5J;ZkTsTe@heSUEd$*6`Yb_z#Xu=c0enL
z9);%$ZU*?MxJ*fBJ2!;>@wA6-x?tQb#K8|mBls57I=_Dv@!FQ#eH?nhN|movYD91c
z6eeiicLFPnf&q3vEU%PHbK;9}z>&lK1MleGf;PIfyZvZ~zL$u&cgz0iQ%6E{f;ES;
z`)1x)=H^0g`ttRp-zi1Ot2yte4YR(`Zs?5dKfU4I&kyu%a7jUT(S}m*x_9f%H)F@^
zEeyl;HU@up{rgYXPrmu%w@YxtEe`$k1b;O#A%LsN@Zi^nZQpNPn>Kwh9%JqUGH=#C
zb<_Q+EAxlcg9puocuO*S*NpFk(-Y0jnos*^*2M^E&IiF>ck8IS-nyZeh#06i5s=~c
zXDPvb$I7G~h=La$K%$2Wknv!`Ec3*_eZNR*(~W=8kG-IMi0){`f^`&xOK3%Y?7%qm
zma0PVLFi1wD7=9X5XKkuFg09R_^#ncK_tT?03OMp&46VFJ-fJV(R%nXeEAi$l7Ztn
zgh-8-eLUVp1H|xr1xsC;^n{k~7v@Kq?iQVQagZQ-{@kax-SPX3)^;~pB|?U6yjy`x
zbm@P1?|VVxZ<g0!4E?Y>fWQlIE5b!bkHXVVzvu95xzlR9*@fev8{a*uJZ8Y-olG>O
zCH(Sh8w<RIFNh?-?hal8(3=6TdAWjJFBu0iV8H>3w83tnWa^-NIm;F7$6g{C0(w;W
z)(%GSe!%U+K*eZQ)1jV~1qvX1he!bJ;OKw2?jV~W;UGbs{4RZxWD?<hey*^M7fm7$
zbNG{-T^A}uZ-?L>cbB)O@&--ZMg>qs&%$d<+kW=licw;eh6gsZNxx%Q1q@p;K#}F5
zgc=niFTDpgNK6;ynaM;TO?DuQM_=%Th6_a-8!9#f6iocmVgo)@_hlp22xhSYc%FZX
zfY4T~z_7CEO$g!f^z!rm=nN#nUqiRxFX)WmbumN;@Q!FDa8>3W773KnB8S`>Qj2_V
zk|vwY)!S@x2Kl~E-%a-$#vFgYZEe<!%iupV#&2U`jq#(u4g0Z4P4VNHzK;72YC4N)
z8GWiKHr?`m^(H16RP1ErSmyzsP#%AYCJXBLZ_MR>rtMYJqNiu<Z|&vGE|X_qg0CEv
zkh`CUh!w{hD1P)@@q7QdFK)r&l7?^aQT!TedcC0e0iDzE>5)hI@I=I)X-lymg5d1Y
z{6sWZ@E(W&?K15m6q@E`u>!U*dC>ucGGqL%4WM-t)s&vii8on7EX|*SX@7serrDRC
zbUvN}zRgIXSJ?S@Ii_dU=EGQdCzAgW$uTI}k*tJMvYbsN;>x*U5m(S*Tw&~Q5G|{E
zKF|xhX%UQk>M`I{rN(>8c{mEkvBRm^7VvQ1H4WP^ke*fB6~P=8q0<n+()R0vfnK{K
z6THA%)lujIf81A$!fqn^_~3s<y}2^0_7wX}cPJo;kOsYXWx#0X(}SlOkwgw7yRUY~
z9Q-~vh*84c8j<5r6wjq<fDuW*oxeu*itIclNGLN<E{$`s*srGZ-t`GpNbJlIk3;oB
z9|jcTHh5WDqr-SbNoVcxF<N*Q`8+?xplcdo;<-Y&h2En0)YkYcY14l?A5pCQCV??v
zv>jB_?$1kQI3?wJ3{DVUQ(@IqH1xtiS4k{@%+OnblMy<ph#cjUb6eO5MA&Z!jgUP@
zhW*M%;pkKm_A7%>cc)k%S&RHGFa)k3ooZVV<)P;a<pW$QJUwus;P!#mktm08eO!YR
zSUZnqUYTC*^T9|#S$cmJ+}5Iq?_*)PFu_t$lwnsPH2TqrlogJRGZTYkM)_S#32h+7
z2usat1oKMyt&0T~QU|+8p6J7uXGFv@fb|4?H(O9L@bT6M6J&QDnnN+52Lp3jM4Mr}
zMB`Vy;|}GP%QSigcLoG&qJ=8s5e|wz8MZ`LH^oe}UCfotvIl?9se0Lm@HHqEeK$%@
zgpZgMMDQ+2ng!lLrNi$Bh&$n<c*mF?#HvYcr|n_9kq3sgR=EDKwF<5}kENhd>bsfu
znPy&W%|S4$VuW-w2tPoc7Yc{FAnRI1lA~fA3LLov*0&EJr3ES8yLxdCO=5OhGnYKi
zDfpyt{}%T0gFb&uMYA7aF7s*b7d*v>4WUCk#1v3&=tWrBxl`lKI#UM2E2=!+0z`L;
z$AkwH2TD}dBA)nMLCTwk)NIKW(HJdK#d%ea{4*75*n{rk#v9n(zd}q&J5Mx?Gkn|?
zZ!L!)88+^~5-KL#R~R*ZTxNIZ6O!(~tX6hvn}0i(Wa)pL-aDrKcK=UK@7;eh@ol=S
zbKUj#<zpAFAJ>m*0C@|fzixg=dn<ouZ$1Y#2j_1-W;ma|GwEZ(ARp3wAz$vNySsdo
zOTUcyF?PDU%RHU)hYy!%!u;`L`WSOMUR<t4)89f!C-(beq8V=K@xksIOb@;VV+LPz
zE!wW={PKTS$UmMwrm=opKl+>N)6|tuF(I{_&faBvsdMS0o!Z+vmOq)Uzm{E3-;LAr
z^1#e6&B!o+%#(Vbh~<ane67zbXZGH3xdv+&m$h34v908X%Reu_qFic&`BT%|)epv%
z5X`(=c3(fHLtuY@i_BYaVY3;2cA-NTdT^ohbmM=hyH=PMp0>rx(0ZQ)m>apw4&zxw
z$*L8=tCDY3gu&f9_U|}Rfv1#C%&HjrsfNo6`{XeQAR?`$Gb|1w09ne51OXi6rsWWT
z4P$=eGXj`D+Kd2f7_x>M`~1bCO4H>@2W1su7iDW>H)*RZG3}<7Z8Vc!o9<o|xQ%vF
ze^Y-GUHa3{A3j`M=;n_f(?^q)X>aB)lI~m8?fMuOT-J$x+%=fKm^8R4x|YBDbO=eI
z&m+vYgn8T_FXb=YqE5>vx<%oZZM&?Rb4im+(Mh-H@NyV#R`v5B-7w9LpFgH)E+%F9
zVL5l}^U7JiH(ajA+Qo9+)}d@GT!##7bhm%bO>8cA#bDNR&2i;i0Ww|?WSI8OOgw*|
z9Yx5{BHGHu<&N|zrbDiv4JZ*2V^IUc*`F7C{E2Zvg>?r8Tkw_)JuW`pM1~DsZ{<io
ztRkx-keJUAp^F>vW=@_+g5K5~z8bT74jEoepL|AFqn(uWgc*E>CP@>F^8w#yY~X(r
zgvo&=<7^6;kc!{H&Nv$l;`HqTi^kcuFvRJ*>p0B+|KT!QHGBqFW(XT9Nne;DPPoMu
zk4b0W&FXP)&<w+7A6dJWH{8AR%U@yo@i-6o<N9%dA>~uT0$0lR!e;C!dlnW5RCYeh
zNNIUghE&sdLq=5PL@d86=WBgjIkSKFhRZcryI8K(I+S%y>j2f*-xfHvy?q#ljNk%B
zG!b1u7MM2>%kjwUD4a@L=C+?2jHUR%ZnLV%E+KR)^1$+ELOPHJr!w(%uv!=)6se~5
zLd_JDEA;5oD-siHee2IG)pW4_&%t<Ty*R}RSEpVyEuZLD5zocP4m1gZe=UEdQq);C
zMHs#Jk0OkrIC(eAvRr1@_|&-r7`=t`Yr$>)TB2+fV+AqI@1g9{of>|bny`U!O%#;2
zi#nzaT#A9F$BLM^^kl&T@+rM=96v0L$3Cg3PO`F^%)EMrMMdJ{UD|^yVnZL4cU8#-
zqd~(_q8_Y@G8N)OXi`y#w={p2?>K)%#`0aRmc&>ts~oX2mWSdk<a68kOt|W@6(aaE
zZgqCQtEneu+<%8fr?}qEj|h5MVdEkhQ*x5O9OjT?SnY*o&1oil@zATH?h#)%i$A~e
zRQrm;=OEu}=p@rCvZj>iM>9!`uc(E$LxU_W%>rO_9Jnl=eTP$P>*0S&&{{BdMQaVT
z=gCE}^$2S)`qHaUS|MumN=)(Y8JV&;2o@W_{T2-J2f_QxAw@oBx@<v=_aq|hQ<Lq!
z<6ez!;YEiPu_}ll>FP)ok7_U{xK})-6VFCO!$_X}Tqdh`sr!(5l&=gYuW}#UTIIgN
z$c~hH3u+-n;=u;prCEQlam7lAI-g$&tl}NiOZ4IC@93gbyjfVWppXc|xd@IKJh^d;
z!WQ3vK7X0TrJ>BN$XU=cO2O<kTtBph{O04NAd$G<;h8_O;7yGIBy5CsE$+5S*MDaH
zA#8yaRrL7oDpXhreWzb6PezEkvs=(%UFX^@6yMy6qJMlLR6c*yO|f9zYxlQ4P2I;R
z05mNs2%gFY{gMJ|WENobe!iU%%_NO?iIeoP6Lb6U<|=-Z@}(Y;skNen4XisQ<75vg
zLT(or1dH_{a(P*tSQ$!$Z5{B{X;GKuSa7*YP4drsC46mnx6~G_6QQPItBB5<LV1=?
zC?049T0sN(r2K#0W98g<xzU8fP|q8Ri=*&m#^K8Y^-+tY^+Pn#4%xC_4o!56!vham
zDolv9v+!jSjJCkAZ)f9>z4^geU$Ths{-g$FNGfch(5%W6LBiT0$O=<Y-J;BP?#3W6
z!yG-R?}~&#sKFy3-Yv%$Xni9FK(QNEml<7gRWa5EANzmlIQfbaVl6__G1(5ygbgp?
zA|X7*2=q7elXWJ49CkhObwp`57#%1E!(A%0B#h@#Oe%m%9abTsi~r&(aI`m%_msfk
z=++Up6_u_<+Xs_T^R=whODr%T3-XCq03CEeGmJ`NJFvFQeG{=z$Sgo`D?%1780W(;
zIvt==5$k^fRgpwy$Xs(3-96Lr2Bi$)VvM$5U5s<b#+!|O=**GhQH9T0jYkc?2sHHK
zEiIb)HHUD<!GQZ?E)SW*u7S(r)TG$vby9oZe{uH+i-8^EP&x=~d60wds3^6jNO=jP
z{ppAkY|%K^iVhVXJe2Y2i*S#^pfmo&MEi#ot6+auM2hkDB9SfS3qjco`&a|~`W4F_
zZ@fGQV)^*>Y8BsHsKlAfeOLfN2%@O+6gl$rVz?B8qAChT=tb7^V83G8%U&5<Y<5Y-
zN*taiV%_FVPl^c*&*Eca_;kL2e=5YgUXWwOL6uHK5TzXN0VxVLZcY&+Ljf=4tRbW@
z;5UEoG3t5QB<c~lVw3|xBp)BwAVdxKO3{P{bt*J5%LCEUE?NW8cx(bqOf*_EKdwu1
zyrv6Z6tu;eln;4D>(PV^;d`)~+@|sF&GM{t-cK*?Q$R1wuzUM{8KLRM=tqHPQ#1aD
z#+`}|%#%-^KXzc^aUS2nQb{}aqR0jQ1*L!R1qg&5B{PM}_JfFUZx>X@C+5<8`A7Y|
zWfq~#VlF}gGO4_C*ooeC84u~H)LoF}6>eTlvEk4__}E0+NQwjZ2rxJJhQwhQEmzn{
z71^bl5ZJViH-3(Hbr)_NKTl;*;n(GZGI>V=f_cU+7hLbX3zE6gOIJ}WREZ;GL~MU}
zB3t3X^r2(+$cj8ZNM`#=Sj#FP|7)L;)@K?SvDNM*uoIS&lfc-Ca(-UuNq~o6bXq0O
zTBYrg2NgX7xg~h5@7yEf8y^*pA4L-tYto=97K7mvM)+tZnoCyGG5BrS@m@(uiRNX+
zTl-upPO-e-oHudtPGT6~sb~4G$nJlGkKzqkw9~Z$J)cR)Qej0qsJvvRFNpzh&nV9u
z{S-4A_>9go*=l)m-B*(@qENx9w`)y+uVi%cj#}P5)*?cWk6_~qZdS0S!A6i+CIT?~
zXet9R6>}<{RsZ#1kRHzq2lqRjysc<6uHe+6E$kIo6&@GqbeVIROcV{eiV=Ubbe?Mk
zBMWRpk5h+FD8+|y6efq;pczj!D{(CpM_sxSjV*HyWwi=+wmQ8OaU5ZBFv>vY)TVc7
zMeF>@3EL1`R8QA~#5fj^_XFv@JTkJ2PLwr*6mbQ64v*A>ytG3<bdOx>P1HB96=)(A
zQK^p#5)cu{gO9?_E*@bjvKxQvd5K?5e55c<;uz-N`Py9ZD4L2;Ht#!t!c($~<{ie3
ztIqq*C9A0QV9*p_HcjNKm9fdeiLXdmu5i8b`B<$f55Iw6Ks{?Eb|Ie|S4h)G%Z`nr
z>|ovuzQ8;YY#LX7<D+!jGSi%hZhOZ}M_UXlYEqn8I^a7$3URj3bGU!=;Il%S!2^c~
zhxDC9fg<_$EN{4oy9C!b7lp~}FdKZ7UYLw#-FLlBtr!!+yC5-`;{BXZwJD~Nzj}*k
zOM{C_stW`<dc2Ai1xfkLVV;IS4!;I7JhWQD$_Tti{6%KmDuNT<<5fYaqDXx~6BR-s
zcc{j~!3aJ@8%2xlhE9J0GDYE{WGfsaxf117RXDFSok5NBs-8xb%ma-U8TWKa2&~sc
zkrc<+>`o25m92+!!<Q#fWM1152ZZv(4b7MIIp<Mc>DPVavML!nA9*(#JtGfOQ%wYn
z+)5?<`VByeRvUUdp6g`Pi_pZm4ZJV$U}Qw;)T*eu3Z-v@fhd2vgWV=K(rGHK8(Z^r
z=W~Gtlc8aO5BWK|><9f#n&CLSfd)=+3*J1v%o)3~Q;jZW{3uXw(1#39jK_i#4n}~{
zbyx8VI^Qwgl9G$T)30<F3q%E>0Kem!ywXk5dSQODJlcE+@nJSWMeQch>;9xOzNU^r
zTe!lW|9%-qnn8aP4dCuOsHhb&BcCXH%vK>w-~A4$Dw#rB+ja3lf%jzaCwA!3ql2w*
zb|lSyp;&abf(k`3ckoz!P9D+7qT-$uZh30h->w4a(XhXR=(>cGK1%d3j2;q+8Chbe
z$VPpXat<O!I>}Td17zLZogd;L@kh(~NQQnR18z}bx<P*+k|HWRmlF5eqJhy2sN&7B
zsKCb|b|cY~Di}{7kAB&yvTT-YZbhYh&Mg|+!ihse!U{e;DD@QyGg?q>Dq7MMp<e~6
z=eb0WMWr4qI(txv%3gH73>EJ~k*tTX#;M4;EK2-*<mHsWqS36hy6(;PRymvca42?C
z(|GZ1+3J73LSe$^?(tf^MS(0>V*XT@@R{{m;rM9NqGHrdi@IwV2fz!wNkxx*Rk1SI
zcXObEIZ&q5cWbU0>rF36MNv=M&DR3(zaAqVN{!}=a1q?LqkGJ4ODCV}MHj=P{h79o
z3P23CD%9K%ve1;b6>Xea7Lg8%mu2+I>~wnE6EA;<FybI_L4{`H*#~)hHBXwrmqS9n
zrV5@H$c>;^>gv>-&r_{WJXOAIN_KJMqLA2KsvD#;fO#Mgd(lDb2bEOWt6g?}^x@0z
z$F~6E9wcvx08>~QUe9!SC>C?B@TAe>gI26F=|>d}OxP95Cg8z=<LZ^*NwP4MZ?_Nt
zp9X)*+iPGLFdt&L51)0t1l>L9>@JJC*PAR&y1Zlh9PQnwMSPt~-%pcRRoF&Fc5)dP
z*s;j9oi_;)UGm{YnqF?+^F}i`R6x#C*MpB+t6eA&w(HF!Y*!Ht1>ZK_F2kRg6ia6E
z$;W4s2{b9K%2S~6Lstw_Kc*y)*<WFqM45m8&^vkK=~cfOJ6>;L7_Mo@xa;44x_<J_
zAHQ8}A8y&so?d%<^+`CH^oP0r@yq4c2cn|5b1Me{Ge|^S;yXhw6c`BD!bvw<<&tjd
zdzy#&LmK|qhv;lhqw9BLgmn_nCD3{uehWSs@SrnLWDl>%PFGCOIaV&KlN^8e_yK=9
zFRCIJj`wI(R7R;Nz^$jFDh$jIqW?qyZ|qipM}x0-v%DT}Lo_~hPB2}3xg$lJKffXL
z6q06P55G*ijeWXjczj1i7#PpauNUow4SRZR$O_+-8jqLaPz}Sa%ZGtM%cWjbSN`Nz
z!v&8VCo%`n!C*RQ_<E9-6uCQ}hI4;*IfADePGPVqKPS9ls6mYZ81VkAy7sctK|GzJ
zh~rUYu2QWBFOdxgvnjvLh&=)H8@q0!x`(Ovd||v}@8PpdU#}h8Dncerq^f7ra1OjX
z6}&`zsb&dp&Yu~u?eI(kz@`|=Q<2NS*J>8YzGtau-h7}}>xU2WgOaR*(pi7eqSAoc
zgy(^;pa3%~BU~2ZLBfl6a*73=gIVDyr7371wIPCEcB8tdv)iCjr?vf=@k&it7+yzc
zS97Xqk++vO2I7^avn+YvA2#Rexo%|PKgSGQnpI+;*^N#q#38MEl*)>)fo6mnt+-|4
z_*lZ`%OrGoIcP%0DPIwfMMr;$VdgR3{6kkBub2`&8(IaA&!Km1hagY2s8+vgB53LR
zM=7j|84E4Mdjo!i3it!DrDAbvJXtMBRhlc@@5djhx-D%AFGm?2a|pIDN*_%-Ip{rY
z0Bw1Kv4fE#JJ_k{;^*B@GCv5tAYm8;FWXmKn>3BtqXftt(VLkn?*D(u5xx6w{`l<@
z{FvcDy#Bs?bi?)I`Z3;OYV(@@y7?jP`TSkD<;`>rp}YB*T{h`EpFX<r`r#6Sxq099
zE`RItO)mY?rpJtSx;y{r=MU-E{V;z_4ff;B4Y@+X{G*|}g)rLkF@w1UmmaonaIm*v
z%;3we4X*6`{MRu3*v)@q{kVQi8z<NEE}!Cu)N)$Pvb{9^^wCa_*gBRbAegSdmR(QZ
zjrn=gz|v_a&xoHtrZ$U-Sbtc|*Y><(W{ZZ4HQ2g1uiZL`btOMs{(1QoMK2qK3PW(&
z3)hDd9S(8XWPQ5Q_jkEwe*hPp(7u@#AdPa^H>b(8tCs>$;h2A}^%IJ)d+Z-pxR6Ck
z979HYbon=Sq&TKlMGk&NFECy}n&}Rcswk#L>1CxV(&F&J+GTHJlqhr_?bB?5J3Dp|
zMVde)Udx#$#2?P~S)^tBF@Fphe>fYnejKMSvLYXIdQCrRz)4qztTui6ZkTlCq>ndH
z;OuzUstbH@uDgFL-~6YYKcruW<-62u=(8&C&GMr#Y|4IpOc*y*P&6334L@vMi>B=S
z{MRu3*vupTxPDv|c=?pLsQ9wIxPgJ9WBqhbe=WP7{xc7%&j@55YM&8EISKhk#XN1#
zDQ2{2u$cR;YsDIELs(a{4uj<WCAmE}^Lz}FCp^6#`{sX6ji9P9WAVXpNZCS{96ZCG
z$&%KB&V|m6(lk6hur^B1cWzwe>-=$&ufYw|yXy-Pl`c>3cp<}r@4g^jgEyav*Whg_
zUW50mc#U(bS-i&dxb39mt}#6)NipM#=fw1!By)V+wHUpdq|;FJEr0jv5aQhIFx}!;
zDO>(>6;yxa6IX#&wtW|UWiMADSq>!0(RqlIu$>1!3EOf?(ii2dt<Ndv_ugW$5Np@U
z^;(Cpt!(9aFU>&C-YrDm8v_I?ykI@LFw%FtXB&qXo~JSLwi*0<NWN<f-l?v6aQiwz
zmgqz|^bZ1!UT88XpQp*ETvbH4>jmoK0|{(HF?D~e1sw#>m(T0i3Sx7*4Pm5ZIYP}t
zGyU$o&~W(%ys0m=Pz!xB=eG~f7+b-I#Ro^h+$JbyTBHlMu8Ah9%g6^i<LI4ZByTc8
zRmD0#dg*t#E+QPc$PT@G6wQ1qui7&jyVkh2tD!HX!^;p3)w)sCg%C3FNLlYS)U?jS
z+2wx?<TQf>Z=G)ulG4D|UcvPa5h1@3Ph}5Q)H!^3El*Zg!FbLGh42-iE2`w_CE!*N
z<0J4@Q8TeYNu<|Ol}Iy^Y_o#7el%docc2Vz-3AGwib2@2_hwg>k>^B!L1DZ{AHr(U
zICc@>kWH56s944!LWKTddFv*%oWCjhzy^QGg*=u~jFI{CGR9V@J9u6@G>fCCxWJPt
zvB+526yu^4LtdZ}5^5ZntxMa_POTmOLTRe_x*vKWNZ+xK9Q#xdqLi;%90VH<V;=}>
zaiKJx9*k#pq2;UWJ=oRrB(PdsYi`@cHPoe_hM}yRMf3iiO1-2w4n;5JHx^sV`+$G3
z4~C8@QVi^^C`;Ia9$Mr}k`<1inH^+Kziici2q>Bm6VY$fUI17NB!H+SlA<pX``2hw
zXGLizk$G~5bM)LM_?!btr}W(AZJ0e3mHLaUgn3XT@9-rrlIfB`eEld*&Ja3DlJ{lr
z!oLG5Bft=6h`{2o)*7#<f<yZQc{qPl5!l5a;d%Jg0&ARV+oKVlVif_5pBq#H*JF=3
z)w+gz%lC>0cr?>IpERp!&gD5mo5aSohzOuTq^jdzk0#<tv<uOX04B?9NeytrL3Amr
z*T~mdrw^F=_=kbEc=OWsa(V5e(RTI`0Y3jKynVlHI@682{aaBKQZEf20*8MeJJ4M?
zKwP%)1yKJB)8?kkD4Wp2@AF49<^(ol{gj54GjCHjXM&M*eM;BLnO|n?W)2c#<CNJI
z^1Z{jCbF5FN1KjEar%0gbKVjhn-axxGFtlbYFsyeNWUMKkE!j{Ud}limmiIGNddk;
zXLM7pu-P{``YEf}l)W40aSVUuFvew=`IcqyA1}o()5|a?o)u3_B5h7kE80#dYt3Z4
zchYuYW;ZE@k-r<K=S{C#PGp;go<HWfzR$|`%VPTOPb{XoY`a*NdpC;(ypLyH>$*fb
zV-rLkmWQnJ!mc{?c>Y_5(%j5jbOAle2w6t*3J-S5!@ds*ma;rIIzWFhK$ym|P?Yo0
zuvo!iyv$dJJXUk?yIRO=xu}Kd<E$2Z*R4zln>bCESH^@*?D`~eCP}pu(5atmV(=!)
z)2VvR9nQkucX8DSei8Y(*(7rp%7^JkSuF20LOLr=8O`Iq!7+ZO5%PDR4PpMvO}F%`
zMks!{Nzmeno2V_?E~J0*y_1{#E{3tnc|ZRkPO}qNjZjR=_QU(!-Jf@#<+9=XdfdBs
zU$^^E))lT(20rz|OsrOob-_FIs5j`sKwo&!-G^!=?V{T!dQ!1IvRg$}*IPG;oC|7%
z5GTv^7n)vML0kk=Jm@r;hMrQ<QPQqkUa_#Kp1BTpicjw4cd373!0nR)2W62ObX+tZ
z`C5hNc|^q(F9^S~iu7-ajq^pschm0OA(lYV;YU=B>QswSlVncC-JmBKDr~)a{3#V-
zFfbICXW8E234bhcl8+yu{SiDH0j}K#bA;$|$SNoAEdPASE#0eUozF#?0D|-R|D=EZ
zeF<GU$M(^MYd?R)v<uUaU3cr!grz0Pg1d`@3*+^VUoQXn%k^LBj$0o(Hy5(&uG=3j
zUjG`6wYSmxbi(~zbo~F@Pu=ym|6HQWXGEK=0P{yPv75PW<>*Q)v=EXxvru_i(=EJZ
z&aRwaw%g9+(M<>0I2}co(|dIDd3X9M{T1gAA1?iTw#{WWfcc}HXwIe|EFZT!)8FN@
zZCDu0ieA|5kX&@vE@$L&RCYNdZ{wfO$n(Oa*3-Yix@#YEQQSTb{30w9{Pi<-%tYTa
zZQ~tPS0A!h@Q#~{W;2Fv&2{FhH=`55vW@>A5ld=+mjM9;6PIIa11NtmHaR{%Aaitb
zWnpa!c%1EB+s@=Ra=xFZ=<5Kh<@o>v0X*ZGz23k;9>7U92)qHZd4C|3T9n9^zE%~*
z*54k_&f5M*`YE2OieDWmZzBEqlT7~#M%{k>`=|f?q}?t3-zt6cE)Ky3>2Ck{k5B*h
zPq+U`ZwGIMw!u#gm%o3c27huPsv*efD}y)kw*Kp1|8jeH@{hlL`tx7J?Qj40N!+4I
zUAyRSa_r|nKgrwpC$+i%kbX7&PE1`$CvVEnzm$HS9$IaeheHgv{Lk2D@mI!I_WGAX
zIk9Pae_FO3`*3>t#VE@@(!=rh^24K%N+GP7K4W9q-}rR=&hmeBcdSzCownoCvhDF0
zq*v2-jIO?uo{rziPbr%{ua-=`k6UnW=%UM=+>FT!c>gu&RQ@%w`K5Ind(XB#jLUIL
zJ5_(~p@-_1))m`(w&`Koth$G33#uOKUt0Hb@7Y5SccQvQ_3*W_gNNT)$nNpcMD5Gh
z3+jC6ar(Oo>*s$b-r00mKdBlm{nd{$*F3D@#9&2-ndPcAtbb|!+WPFT>CY_0M)71q
zxLG?`<!qu?sRt{ZHs13^TGaZs{%c~G>d7k7{-k4CbE|KEpMOlu@>`l^{>h6$2jPXk
zKk#y}HY$04Kco>S(W{2UV(Am<ksFLlpZWEZPotMIm~nqcwI7U*sj(j7_&+s13xktE
z-MmSEF=A{n{S?MNi{CSG&_2dn`8_MrAc8A9wsQPYjh`t-Xw}%r-^xj(Uw8AAe_dz)
z+o%7k_v7TDGOzCEUq1c$TiS6mI6KZL+<qD5;Bt_S^Sk}>_fP*Ug#7w1w_pDIQy6^I
z-g}$g{_=nCxAa13^g@6a_)`wO_zAqws1NmRdhzv_`y3^jqc?*#IyEe&D!xo@(;KCX
znU-=MxSU?-Ay^?*qK^DR==?%>84@`x!!Xl}I4GC4LWbpq@$<l=b5R>bc=2WK!=*Wx
zB&zcZdv9TfG+JpBF&wv0b03LxT;l8Xh0L9YU_^gn#N|_Fej!Irk!uU{4fFwD*!!q_
zT6dLJeqCLWTllDg_k`88F@H*l=t42`Fb`L$7?dws*m<pDNK@3ssP3fa(hK8cl&@Gs
zI1l6Ic_f}OLZ0XX(gL11>H}^do<>I^fiu5L0x1V=eLB$W@eX40L6nGl58SQA8-n`4
zpMrlR3fDc(f-Gv`(;0NkAJvA~=#JN_Vdf<%x<ZOJ^a14+6aW?dcuFU56(Kd?VHJ$7
zgZ0OYRf(T!LtZ4q%RZ{kRY7t5;o=Qpvn^f{w&4BpZ2)mVj=!FVOy@_%QnomSQ<G!j
ztyVW3M<<BEe5O#f4TRI{XF-EOBh+&X{`m~>4<>kj{^<!<<)?X7qV=I%m3b4>R4D3$
z84;ZeNo~0QBoc(4ezGI5Pa`ywb|CHaEGYmcv5*<n17n;UpDn6_ncj|~B0ZgT3Nw90
zg$bS~MO@tf`|BsE-TlYk(vQA?^+^p+I>ie8=MPC8CnZ6ts!wUeq)#YU3~zimZCyDJ
zIjJ0fPE3vDebT>us(#hYI!g6XKPxHK0Q{n+RD&HA8JVV0%_u#L<430n`%zn&R>6<T
zO1V7q@0F{VzgMpJ+I6`zd6cG{N8a0CC#6VCG@OXw{zKaP=UPn~o6nGcA$gUh=|+z*
z=*2hiLP+pJ{)|3_UdS(~MP#d1nkEQF8gWT~NY=~4hkTg7k$%JDZ#k*s6NAq`jvOv$
z)jX68l2p8ro=nL}-cFQfYo_yVqETD&r}uYKo_W~E%;_rV%;_qai7({+feLowo#Hbp
zxRJa~tU63;&cu+i7~1%3oPsZ=phCzzKK~e|Uf18utWkb3^G@0K%4NkMGdq^kn7Q_U
zKFNu@?^B=HyIhnk28y*?#6_{ng=8uAV-Z5dzAe%!?{FKNOCN@hVDj(NOfu3{h{9=-
zRDcGQFLz`ybyDhX4KM+kNg&YF>=qq6XDjS%V*wV$NcFEkZaIw)HEqCcLNwA*wZO)Z
zQU^37Z5^seBy?ZSqwGVaF|K{w*?P2p#JgZZsnS7Rub=XSw-D+`NS}nDA8Vlfv|LQP
z=afJi94h%kI{io{B+V@xYHsH1+>K8%-#UV+qQwHomkw~f*sNQr@+KBaE1yYV@0h9C
z2IpBb-;Vbrzm<JlvRM4H8&4hKhMrOuZaVuUzQTTtjYMow(?D3|S!|*uEc=Ilnk&l}
z)nUOmEMq<(ae8$qz{8Dl;Nugi+z`B2@O(ih!X>VZ*MOr2aTx;vY`hAdlxAW`ybTki
zctw2lYm3scEh2?Mw9F_#Xe*+nC=bx}f)}M!v`Peqt?ebNi^7SF5k={CHjaDf1SOf&
zTN&=5&<JGsr$w0IUxNzBXDcXw8R6lEy}bO$1*jcD7c*bTqFuz4&Bu$~{URKHF+Vy2
z23kO+99bzkD(fGL{SYDY11+k>wHhGn>O6vCvEwNT36bwDW_#)RG|dMmd?mgkkfRxz
z%3uQ=Vm2SEBApL5C>01B!Y6l#nMmf=N_SvOQT{x7Vn4pX;>WQ;s)k2@Dm!+7W`hax
zj6^<5ib}38)aU%IAe<bdU5^(9+3WZauj@>{&3lz7Q5px7whH#biL@#^Bpj)Hc9h*4
z#UZU#2;x)>D)cc>NV`G~NMXes3dJ0sLq8I0@I5|!LoC{+hNF#b&}l%I@FZrhIu3<A
z2vpda`5S~seT=Pz?<r}2uo9fqXCld-%tni};PjwD{9*+)5b^T;C%6Top9Y^6LU@?4
z;LH)6>B(#TsD!WSoOB#j`vHTxA)J6<ksVKpLq3q_5hE!bmN%p9E2gNjA4nv@o8GLw
z@Et_&46RA1%(#ros+H6Ll9Eta4X#y@mqY{Cq~lQeWxU#GM=?`>VCIGXYrYDIEH_s;
zUVH9g4iAgoh$slDKG?9qht^2Y@l)h<##u?4>EH?c)<8ad6kAeBWnx2qng-|z6HC}A
z<cU?DpI^aOX`ls@zwTF{Rmca>t_olD%aFOkL(T{A4Z)G9#n&92>U2703?cdH3iBzR
zIXb*CK!9SDZyD!*t9cL*BS}V!YjJ_%0E3;g)h3)G2lt%f4XNDS&A^@n*qogK+a<CL
z*@pO;wGjD1LkQc9#s?Y=;oMi)RQg4J@iF9+08BPeZHNLomxWx$PIo-Ho70Ur6XfHf
zgXoSOa)*luk12>p;p+0O-#BuopQ)!oy@t}7k9pZD1-5>F!M%l{cx;2<B_WV(moFX_
zTwSO*kQiMT3N&=THRSd8GXgiD8OYBh#j^sc&?<i}CZdYBL(7htlb>9~cHegNX+M#D
zj1awGGA4wFH+FWhtEb>~;TIQzry)x0VjJd9R)8Quydt?+s(2f07>o1SdvbC8<R5?g
z6#a0|fKDubJ0`Acnf7U}oc4ULi<WuEEBC*Xl+YP=StC9r$R#cSB-TF35Vu1$L0RiY
z>Za5q{TnTp)flHS&hh?V^KBgDIG!;<{{FLaqm;P6oBlDQEW1Cm_WpP4M>3e7(Umjf
zbFA!~L>mXCr6>3$`CLfDa<sflwn_JjqF@dD$!B$czK4@<%w}VwhRiW`_AwN&FS3@=
zvRb*vK||Iq--n9&fEGsx#c61mq{{J~5i~urg5rE-if^+)IY;=U=SMg}qj<+p{ZI;j
zD1|)oA(`qs>V8kWc*uxPW5P-?`$$#pDE*Cu;bM+c#ZilFki)l^<4CHG1x~TH$ajwS
z%K_tm>t7uc=P%G<d#0c9y%Fprz6ShyML7t*WxCqh>iF!KLfsD^@V(FtY{1XvXFKL;
z`$38dfIHYwI{S=*&NrMw1)Y|=#E+ism$24=Y)MrmNL5T5vZNsfplI$yM?O1X=WCqF
zEx5ED5-50_-0htfq~q~w=S4&8*j&nzg4RZV(w<G<AL%r2u(|cKS9c5`rNypQ6J%%C
z;F<I1!8bQ>3&u4VX8GQCi1lI6%mqd18mQ--t(q1+)=+PY4~se`-@@hX7rxctIR4&2
z%f}{M!{~0<IlD$yLtqZ+u(y_Sl>*<y#CN9iQ6x>Fs2~%TCL{xC+4~h)e+{9&XiXY_
zJn0BV(yrVn%OwfAJ#M_eZbo?hPO6Uui^wm=cX{wf)v+iFKVE?E5yT}&`_=aReTA)b
z%qV|#pv!p8-59MhULeSdb6FeO_YQM0c{#XYE@Q=WF`6@rIbL!x9KTo^zg`*CTA-bk
zADnxE9`}|3HvB%$+3#Le5#(GJAc>!UJ4XFH3DdlyiW+o_^Ai@XD>6m`cQ%LlH8}kc
zK{R+_`8Pc_RPgP0Nkc=JFJHdDCwT5y8PWWVB!9o4Ilh7NBR%gmT^Ub^Lu>gK6q#%v
zThHhi$e!%Nfqc>5P)ewy`LJJrYR4UXRiYdztgL6iFh9AUpVx=N{9aXxv$Uaq(QL_A
zhk`Yb5A2+u;?9SQ{HotqB-l5kKphw&NvP24cW~<R57t)&Wmlae<%~@y*tYh87lvOE
zpVslJiH7rly|_4lf?q5jvnM-7{$+uv6;}LSGQdCbKAn!?f3yORC2nYt)co_dW5FIi
zL&FpVJ|698ohi0fdqpV0_r#=sK`P%w3SPTn3rX(xD$tL{QvA9Y<&ymV)6B=~e1D{w
zgD<^tnz@a-G0lA4@i+CqErm`S)6CZi_H@35f^RJ)LaiUB=c6@#>hKkrz<*f(-W3V-
z4T`NnO9Fkpa31}%>ITsY*`s6JEL3J1c8Xta{6ni<LhS%97Q5^sANDnWT*bt;r$Y6a
zRvrCSfvE3US?v&w?x5$Mp7{eO1qBN`nM=;_?KymBGe5+z6<fa4(bO@i(0<N%H0d82
z`4-OIwbx*q<!5;Ckpmnq4Ag>oR*$8XWK6PU{NIM$Z4OeKD?5$+CZmx`J$}s&&R8YX
zy7F_B+)k5uPi&f`vc|7}P4s=pQVdaOU%r`VDfN&#6ndNZm%14p2+`ZeMIKis>HTGh
zdB{y%bZMD4q`DoMSw<#(C4^^wmugVfr?azY;`1A;yx*MRBykgSn%lfGVMsr@1iuLE
z$S30qYTWVxKGga<78vM=0z2MH*|EUV6~Y{QCHmcP`@!y&j=C6sGTMJPsFhzTp`V)6
zv4+AEAJr9cC$M$}zs?c6mJ;7Qel|RkR%MBQwR(d-1bqhV{QQ&In3V?rc24pj(KIU<
zkpd%uV8Bnu`(vKm;K$Dr{Ypk)ULM}Nz^~=Rx8igR4{h+TTwv?xU##_(Xq8xNjaKA|
ztpxW>J%o$MjfL)iXxY9Z{-VJEN%1mj+O3%ESVX>M`(##`^aP9A?>VciLeQ7jRIC>3
zoENF%HDEh66*)oqFph*B_lqg+TtUS$T(+a9ftG`U;z%moiG>MF&p#(EX}FVa%kp};
zt$-h80fhi5BZ1@>Zipx4mo?<uH9F?Iv+J5-z;v!Q%DMc1Eq>%e&)cx@hQLUR7nOiK
zSz5hgI?V+a5x(dGzq1#Fu~T*$Y+0nk{#E&O{9@(&(1mlQ`AMO-`0i4Ere;Tp%)aNf
z!K%uaKIe|L(qz<-9S7}h>~u`NrLIBuLo;tkDIp2u3YC@Sm!JuY2s^Ltw6MrJu>({|
z$j|ELpb12Oi(fw%1FkONfMAAexaetZ;4>k=T4u+ab~?_3=2s!zH`*~WysXP>(&tWK
z$V&=8yiH2txqD*xiSRwEQ1cP*73EZ}aLu!C*KKg*HRR>6i*@3AZC(^zQI^HLTsJA9
zNolnekz$=tbHtQLZ=8sdg5%gFATPOto+8R<K3a@_nE2tZY@ph3)<d&b$7EONyj_xP
zjsc!u@`ZlNMCYsxg*TrcnqSdxB054UBeZa>8C1{bVpUp(dwsrjPI~bcQ_`<&qHJ|f
zqw-$gq#G+5lG3lLmbr78=c+@J0Yw5<dksQwN5|nqKSt12D2Tz>DW$Av%vYj&(g{pa
zV<-B5P{~AUH#{yNk4mJGsrMEtsahUWN&AJYHV(~HBApp(3VD%(mQ?Rl*%|B`myR4k
z2_b->4CaVYM0J(p$G=eYKy5hO73JKp;awixDzAq81s2(s4Ueg|IlogyF+9p|D$%NF
zhG4X(5iYEvqBDI8uXONd<PkqKgqJF;O`36k6p8qz?Mxd%-Oj3|s&fPywoO|zC}-=>
z!PMN7^~q@7K>p2S4be9p@8IZISoMm)Dt5Vzj)<YBnFYEv**aE3@+!Y3FyF_`c1ty6
zOS5l^>zS7U4cvUy7D{D$f}xM{=o-?7x{b*6&EJuZiR~XLP56!o$mo2Q`km$V{1A$N
z8|tB4bgDz3&=n4Ae@nMbN5cB@ZSF%R{4rj?yt`ARsEU@9E%xnTKMOG4@2Bt`so)o_
z0xdssmgdW<7M`EOLLy&Uo(!7d*DuQqt&zH<U$|B5Tc;WdD^sEcXw}>rVlg^qPIjyq
z*GeW7Bp0N}@veW^6O^B8fUPI}4xR>o(_6<<>HHg2*(OqcM!|*mgK*$2J5c;RwT(9g
zG?xSu@_{5<#k>N=cFgJi;2Sd77_VcXXhWWR$LLOW22DfYE=eSlvZ`r?ASz7Ap5PUD
zjYM#D1O?1!;ujFZ%Uc&gdWz&!%r?32J<yQv4`E*#*HHMko3RcD2luOQ^25A;_d8Ke
zI;MW$v{ZH&_c@~@F<;|7jgHVDi0vlqbl`@PgJ>Qd?Sa)9Syh8#CyjTkyVQ`9#`YUQ
z;73YHt23n8xaeG^fGa4Gmc8?WVyGOA;v5*R@aT15m<0SxXutWO=gph%i32{?M!~L*
z1Cc7kydBL?9V;buynl&w6;B0!prHcvE`b3mQ6E7x^(&W7i!7-QT)s6KCOq?f9vzJ~
z{VrRjrE`)>Rrbv1M6iq>qf0bhR1%=y^<9@7Ap8oN4I~Ev0+jmf%iJJ3;pbpAc(eN5
zJ@<s<V9rk|nM8Sn@Ncn#$g}lsHWFe>Lu*Vm|6XpA=@?Y}vG{-#6-r8f0QrHR-`Va*
z!eun7t}@3v;$;4QoO3Xeu1;)7J7z2WG!a)>toYS<UnJs45le4sQ@NzH92?zMpR$o+
zdV|hC{zaM>)Zl4IHSbtQwqMX9-)sJ=avHQd;@Q>98OiA(xWl@W=PHn$yVkVl8N$y+
zz|pu+^0TAoIu<_Qqm~ALeU&dZ-V!HYL2>-+9$yuDP*sEBmjUc(<3i<bj-q6X`?%C#
z+@l<eYDwAl^M{m_E^XoCy!~L6^rp;_wDXG)lK!oCGK@p|>?k}RcHEEX$Bx(K<`+)Q
zEtEDP7JbOvhfKSXC~JN3^P{ZZOwX#NB*i+-WltV^n&<C^bR<N7<HO^g_`yV}x1eeB
ze3^Zs6BjpVF%hpe>G=-vJ`QOyYNQQM%e7G*wnNJNA<`6LaZfw$Vi}aPQs@oLA<qsz
zH(46X=<NpT`yq*FQQgqOog3<57D#4DG#l(rYVYIz#Q8faky_Xy*VI8&UhRS4$5q8+
zMW2Gi0b9Un!@kjfR-47jsl9SxW14&>LY&KWL!vcxxt=%(=@azYp(!tg(snbK9TD^G
za0DhjdK>|iWpD&|Xh@cA!QystZZa*Rt}ok50!9UEi;D~4`t!G#O{skT&rAErx7#F^
z&3Z`Z(=LUai~O^i88oR3BIu0*3qCa{JAKTXA>ONUte>2J%R9v+G1Gg$IqtVo1@RqQ
zdPua1Kh1mMopg2&K5wK4TNXfqz%mU?0}F`*$@OgCm5b#j$$U+L@-iV7SaN2M+m*LN
zz2ivOEHm6NZU(9*jXe}>wGfY0L0hp?8cYUbl_^%y9?o6MIG3nd$NZeW@6D7NtZ^Zf
z?RZsnv`WN(C`Q5>)%8)AO@y{ni)E+pqM@wI>g)h9Ldmdg7e?i(IBOT%k~%x>+?MGV
z)2mX->uv3nXY{14PGIz5u03fg*AWxis;DVP9)YH!Nkf|o+wh1g`k`Jr9z_|U7Fy;I
zRN3yBo(T1Rc0hpNvI~KpjFMYYKSNJOg<*3jWpkx}9!;WqSL2e&394LJL}k>GHX(}Q
zLYmd$qLhwq;|<>`Y1<gL?es$!Mvmc9W;&IV%6p17V**y5Pnv79W6C5H5ZfxD>5+V-
zFal*-=?0m!*IEeYSb>9+b6*?2tHXi0HFwY!eRt5dd~y}H)(9te>_CrL3t%&ha-p)x
zRw^NX%wua;ABiN<3iea7q1uWj0TC%%WhR)0bmA_p?s96OLke6-XwE|N{Wt`=JrE#G
ztU+;O#If7h9(Q!(p9si84+%wi`(!=$+fC|ly$@VaB6HEeag8~sq-dD?mN}%h3(Os1
ziL9xG2ufzN<vOlSV&P6RGgZ-jM$<^Zmv)MOUJ|~teIVm1pSz*xIw20yJZEuG4!WPw
z1ncK)OAhWEtqVL(_)E{WV9)hTbwVD>Z6hwXeM5u;&kfjO_9;9S=OWIvYs-C~eJwj6
zJNsG^TclaK$F<+V>kvz4Se^ih@Znh^$&L~nX61Q@TAwzwY7qXB%$ZgN>!)hw_iq?~
zj#;5<sSgEiiyo-Qg1`?8LoqA(q#tb-^vgc&9;t^t<OSOm!3J&^hp}zQZ_eaNRBbmG
zs>Rq5;DJ<tJkIZ9-uLHvVH^V+((*Hz->S5F6Rc=w{sc=06|%hKFn`_hnE9JjZIeLg
zWENwxzcqfgTD*w=k@A!&=kaKUXE~C87jwXk92JM)ws#kvcaEZ-5xV%jN(*Q0;5UQ{
z4|vSVpQ*rmsRP2i>>(X>8E0$3V8ycG(l_Qr-@u7U%nT}y=Gd|i0w>BSXLEen@Qgt=
zk^PXjb6siZAI`_9vnD1L{E?5g=K3WE^AQtb?H@ru$TBL23&n)slq>87UyfCO8!PS>
zi)ulSj|*kTQ1-_yWZvsw6Hv{&$)eG!C4opo1CgqvsfsuQ0}hcY9|pNy(-TChf|=bA
z<rg~|mX;X2NBdDn!;;GJaW<VbRrDdmL2$Tmf>7K_G{Ix{^oaiLh7c(Fl#jFZs+~u4
z$ah|Fd8BGd;E~wCBSwhfQFu~+ELg$}8EUQz3h)%gw3U#}<1px!twasoEnCYs7ug(4
zTCBK(4445luMIO}$AiExW#QyZj81QiM9<Hb>=P?j@>EzzIxpPji|-&npUMv*S9{Dd
zYKq`V{FTjCOFO3A5iwgz(#IK6r)XynWzJ6xGDj=3vzHVrPSP>&9?oiiInP9gXgfSE
zGX!H0J2v>{5q&m?Tt8j6;8w#Niwwh-7MN5R&0?G3kzv{Jm<~TT(4k3`z9lEh=_eC(
z)<*ZEL!-oUo~|n$X6a^R!XR>!AF^Y=hDK)ys}Sj8MG4aMF(Dcs=4fIjA)25DCG>+J
zW%?0Eoz>0OBNi>zEsu$R@k;|STA>EZB}6OSqWi7mI)+<Q+;YfOs@^kh8KNkz!D~|n
z0>Q}T3b~Fja=qd<12dBrK#Pr5m6+L^BnH;iSNV)cTqDbjAiV^;Bn?__hqr?xHCRl%
zVeHry7#@SZgvJCDP0j=;+qkMykGC{Fk8IW%Ahh0n>B1t~y}tQ>2^do>BxSqhuEZ8&
zol5HOVyt^|zvYhALafHRbqptB)KqY**@v?aGm9=Vt0Rl9auCKaAl(VcsM(L4mR*Oj
zgwK14y97^GW>{uV**(2z>Fc8Lm?2+*Jbof_?1g2++_%gL;F}Xzx3GzoNjT4NaOs1>
zCN`;)*<-g3?hKoMIJx=&IXiS`6Ddr0Hd()^d{(-(4YJH$X(QFm@8e^vpVu6x;Jn;F
z#t#-iU9f{Z4{|=Al4MkK@L5R<6k3jUm?8h#j%&&g!~6luvScjH%%Q|+N^+5QVbiq_
zk|9G3!rV{fVsJFzE_M7P0e6OYfIQ8`rdXcv;qS3lJZ-9f&FUNGb|fCy5!&p`Y$P_m
z&OO+q)YzgX9|4iiCzbA<D_VXN@&}jXxWN>V8c3n4ac3$N6S>rjm2YkM4#Dfs!IK-s
zysSrk%Ga7yHnUm4w@>*KX4vlf8Pm2DOR!YI5_jn$N3WkzR;|noli2tH5I88dxQ#st
zX}>{mJ530GOXtNg$Lu#WI~>ErCO$5fNvT;`xK&Geh)|lsWmhZu+64um#4yy2&Zsj+
zu(xJD9!&47wDOzKz{UpL9iw)+(f|F5olwpu9T!b^T}O&cHfr#*{$6YVKW`RAf$)QO
z34$dZbL-iJrn}$J51ZLCEhS0cn(393^HenRhZ3cKB?eauze55PkunCaW}RnU%u^>^
z{Vjf38XOCr*KBjdvnyZmgZ|*CUIIMEEV(&0ibdl|sL%P!?L=-85>Pr56Dzl`YI#iR
zEq3#SkJ6(@HYVlwtyxFK;0R$*S}ie|tj(B@OV>ZeZ~Z1a5DEvaW8V+kKJj6-!6?V2
z&B;oC>nf6Bo$L}Hvo_TEuvBU^3UB=GJ15)~!2M96czz~?B`*Um(Y^sq=AiFlg_zZI
z?u8-7FR-%Qigx-??zF@$kF|5;X8(!Ba~6@j4vuJ6jBgzefWr~l<phz{>T8}}`i#<h
ziSv(LoCuMeC3Y13CHC@7Tz7+S-|VO10QWwBHYg*i`%&`k153V*1vVD*(n4`(LVOd?
z%|);FY4|<umq~S9QUumfpHgeQUNR|Pvkos&Bcxu`h%U=8hD7Q)N}*VWKT@eJu_M#T
z%77BC`_Zy~69)l6uM_kOvc*=nQblM;-v<imnN|V=2)So4x8xUpVJ|H+<?IsByfOz-
zMaa9=_`f#Pvznz6TSaFSrJ?|g(?&9>xjxj6_V<z_)!03WLorF&u=sO|Mdg{KoGv!T
zb4*fIOLwRmHl^$Nko`Gp7prFY*YxNA0U7dst(O4-1QVC0ivuWsHZ?OoJ|J^+a%Ev{
z3V59DU0aXbI&yxWU(wG2Rx92qAP8Xl*!!H|0QmvVUJ#4}Wb^-lkP<18-TjTKD7Jd$
z*f_g}Mrz)QWYx!FUBqP!|NTjXf4r8L?>}Dt_eI%D_@9yL;_Nhd>#V>0^RF-e`7f9M
z310_iMrFL43$A~EgaUtZ*2=;9ajr&O;(!0~m&@|-&%eL?`7h(;@BjBQUc@ME_}7Yy
zbg|;Uy~O9`tx;xuJ52tP{~szU{|wd9>$&a9TsHJN{@$6YY<L^X=C^~>;<Eh{yHURh
zwUs4pY+$QSSy{fclg%v$+Ai<5zR3KuF_pY}RhQdZy?Hl(kN>JCSKUiJiS)ZjU$ik(
z^tRcnS5>*K)v~VmUm(}=5UBL|_m@9^3qO&AwwK@ItfZA^?J!v%2p;Ni{_^{emwz2c
z`RU&-zyJ5kG>pO-=i`rm|F28<VC4M44KDm#8M}VaI(;xwIIaBl;oJP->+iS=TEvBW
z)dl5Jg;Ion;cG${aNm|LsKJM7r)le(u~py1J@UlGAgA1^rGOp0^u|cJHSsyMZIzR@
zAXuVHAhMX8(Oc7Ies6}+PkNFCy?ib(NhifNiczIeNTvN$P}q#~2O$FOy^l+4w{Zb_
zYdrd3Q+Fq&?IgFV^!mY?Kq)~O;FmNGp;f4AE1+_J+hQ73Ilg5j=pigCZ&<S@tc&wE
znlyjE$yAl~a`Z)S6LCRZgEVt(P7l*)rK#%N_KMMC===UmLh|DhkeFbG*Cl^NWHBZJ
zjH44;2m<xtl0bdJRpkw;C!v%gEH3_D$dh69G+Cwh+lG{NU=+A*IBrNO&?&g7@B%?3
z#2>hS1c5b)-*)$*a(1}dHdj0Do?K9F8nlnX<o<r6$|furKBW%<MafAKB!<qrK^bRE
zv9aK)kS=vs3NMwAgkEJKqenRfF2!MZ+UUWX>561;bGKB`596d<JxS_oE;xuF1P9|I
z05obwV)dJVF|-Z*#$^5&B&UwlnCo0%32wcADw$gsd3uB#wJcZMr`#<7bndp{{GbB+
zR#h8%+$W6>uZ$9P!7(opDWy}P=RlO)1w7v05hO~cl`;tthU?ZEzb+C}s3-x2w}hp_
zU#G$%Vo&IU-zA+f<6y^z<!DUUd-~XNG^V67XF1j-_m|`6hUI7im=L;QIR>6L$nkoA
zISR2~(2MZOyEpmp8z@SO{wQj#6C-OV3lZdoQWan#K12r<nJ=j#sl1aU$nXoUyi2&E
z#tnF^OO%3GlnUZJZLzhWTo#xgOjuz`7YoLx55j9B^(I5ok;eqSZmchH{by7Hf}czv
zYxLxmxt^R`5s~)8n*^HVprl`T5F*fj{eosNH+!FlGR7cNQVo)WF^Y0xm!*GcK^Vep
z;A?Gzf-po7`T-x-1qm!&%fN)Lmm8g<E7zZ+uXV0)#(Jx@EBG@!{vrmAGzRQ*G-QTQ
z20$i>K5z$tnJ4NJP=`P&A<hYvK!|f<Q3AO(R35PD$`=4!I>FWSDNTg4!W!p)_UWNk
zjhu}28n-{GP_BPX1&o$~O;c2Lh=TZt`YpE+(Z1LFy=9XM_O@!mPHMlZYI7^wN8*P9
zp&_%N@s)*9j&e@j=X%$NIFpZ2fxiag+w1Y%%3&<I+1d%LouBrP4Kgf@dt|v?NaN@9
z!G=kmruGGvl>gy0V8VWI1nszg%BO*Vu#_*_9>3i06Xg&Z<l60`U>-u<6pu6uQi{lc
zeh95f=GMhJ&TGW7j)!vy4RGv6a8u5p(-b;zwJHuMMC=$~p}QXI#zvhMVeSa)IdP^t
z_!vQLZBkX<huxqE`ne=n2>2>2fkYdyG0qSa@MH)jDm;`TwvQRYSFl=tu`GhODM)Ms
zF)u%-ii8hK#1Sybx)N>#XFCg#lirk$>vG_+5E(Yxs(%bifzCqel4_TQtOq{^3sFMn
z%iFC90t->X4_Bpb4?Lmjz-pq1D~rw-^wZTvu^+~$b15;0Odq_k){J)+pC7|vy_nGT
zK41#W$eSDZ;)lt5J(j9}k9@Qbt8y~p&OV)dD5Gvf-klNxw6Q7!!dwX>ZjgfyA0{u|
z&CTQO2RL%v#%K1(QB|1ic?KtIEB(m2=fke^T5oN9ozmv^R_IXO{>brsz!L2Fzyr*>
z^)c+Y@kUd5yFyolcRg_Y0Zm8ZYPZCNjW;aak|LoQW*gQQy~=uj;4r+vhwsRkw}`9!
ztq5i8G`u}NWjP&?wa|`B#d3r?%S0E1R0Nm%ts|OL`$HBVvPp;<jP=@!8|imvKYv4Y
zLDs;gFWzgAim1DoCgnIxVGNVB^Wku$WsshCj`24u>kF!izkvAsmCwT=Ny>@x1*XEw
zq-x!Gg6zcWy{O86O(hUh1!oF%5mp0#Bb0QPg1~w)XDZjvSg?Tg;Nt=w*Os!d(1bJ~
z6F3eiTO1%eZ6B1>g;l}jb9=XdA)XfNi4@@gzO;ZFu>mc@USaNAF8K=SK)DWCCT;IN
z2+=^o<MqhzZ^I-a9*+snZyau{1(fPxQlrzP6$G(aztaPM!k$?0z-0}aK+LIO`M{Yi
zDKdEq%HtoKAd@`?9V&tJKA{6ec-Oq7+)#SDxrpvAyh*$ot`hzXCY7BYRA^lnRY83N
z?Fd$hNrbugW{`SSKDpJbP78nW!yT>BeF0n-UA509H;*+$_v<sG9gGrJ^(D>PEs>Kd
zC`^kPh4goS?ANa6OXjM^z)3@02X-8s$Oe9fr5;=@?6ZFZ>wqi}a#J{vW<f~<fy!nO
z_%kU{_}s2+1H<C-sNx)9Tb&|(FkWU0lM|G4Z*;d|AbdP<3_BfLi_gVQPd)AN72)~D
zU&(Ru>WF&2qeS8(Q#iGU;L8+R*#4OvOsh8$zKBJC0+`E>{4Cw&b$vF&JhJfTpnaIg
z`K2CoJbP&ojh!P7h%Z%m4ioVGCAu1h@6OGyWh|${Z&j=*pr`p|wBt)pp+KrZ#&-2I
zC_mc#Mw@XkW)gK}Mg*W^^mNs*k%JM!`KpuQWfXg^8jewEq_LDr6nK59eynVOa$&lw
zYLyFr-SM{Wg7Wcs9!l9=HO=KN)tK~nN#hMqkys`@N17KjioYufxmH#Zy=b_cptX}}
za`Qmex&Hq05A4AzAzqEQqRA?L!wfPnL^lQ2<F->uvhTe8u-fY0d?13BFl7tMF1qot
z6aaiKgxf|pdwfMFU#rz{7uZi8;sGKp5k_-=d?3=Gv%E2Cc>|N16_dZm^^51dAAUIH
zTAY1I>$uhb@K^G1fUxlr&e>Z7&O7sj&Y5^elho8g0&H(7ijtq;zMOs7;;Wmm7Ld=D
zAbI(xbx8M)-J<Of(t!u+YoDr*AYE(LSJ{-2S0%8y1&KG1E?XOTL&u{x=}O_w-SEPH
ze*zu%=cD75e6_B;<id=K?66nISaM~#!7!E7F8lg6NL*cz{;uodarD)2``l5j(@*;c
z!EnQkDk9>SWi`&TZ6)Q_4NW<u$d_-aga|N4PmVHjKEz`m^L`saw;)N5Ns1C=HEdk|
z`GBu}>vztn4yCg6GK1Do9S@})WjYprV0>AKZf&t-J9f4e1-5NCv9a~K9l7Y~w?sw&
zvRAmFpAp8v#c)S-zr7e}%%s8cup>zj+3^fQgHJY>!L))99m0>Bs7h}@sYz$e7dn;V
z?FKn!b!e+ZSU=MRzD&S404XVGw&e#+8a@_;g{Y-LdBH|<N`b1>Qq?p>Rj$#0lywEQ
z*8RGRuPhP&Yp{$!6V;#rl6l+e@GF1o9?#+MC)^14Tn&75%ZH?;#4QaB`Ce}g`paWV
zm}6=*Y@pB92SR*FGn%UI^x+4R(G<-@lmw<qtkKiI<3XNhB<$DItp@5Mp&JLRszN62
znDGu$u<^ZQ_O6>rP|k?eSs5~aEeLer2mT!{`&Oy>ZugFYjeo(w_WO9JcdL9_aW#k?
zuhXz*v7@c!8A`kcdk~85RC!Op;vYb*L9`HmH+qdnDY;I$_=Mt+uZN*^s}!KPbv6LQ
ztshiH92EHcQxLopg(r2k1L_$UfFDeY_+<%?7VTG+boS=ZMuSsIw)$y*wAj=0<#z+T
z?{}ERc0KI)F%7q+9UWHBAUoeNmG2S3R~#WXhEq(3`uV>fwAhS!ksiQ;Iyxo%@;UBd
zymN+oKPDDGtW8gwUpVV<4og023}M!>pEBDKyMjQamW_{e8mwm^JYkbP1^yFbfEdQh
zdkLe+!Cg}9zfhMSt%#|A^!AY?f@ZM8Uo$haDoh*6Cv*>8?;<U$^^!+tgIl~<f}uad
znB1^U7{0Ir)g!zvnwwAAL40%~643`}m5YR6f}kPm2IsFEx(zA#1{gJBSGU*CWd+~g
zLb=`ZLKL!UwA8nBGGW;YTXHz0%IfIl((%6Vscyp^b-?;Jv>G6P(?@44HVkhFw2(E{
z#%k%!k=xj=Q_B|H9dFHu5uc95{xEC8o4{oh#oz|tz&%sD_gt_KBSf)TLqlk;o`D&l
zwM1)FSZYLbDUyS$G4i4VC1+7hfe>ZUH95|=ys85OvVvmX+RqUSQdg|1FLt0CJLP!D
z+aNiSjm<P>Xy;ddNE~`?iwpoX@BRk`@2Ziy0zm!Xr5fMlhrfTH8R(3E+lH4tM44PT
zchGSBK{)TH4g7-zWxr@LXP9y|Tyf&7E52F`&Mmw=f*;tC>Tn2Q_7u_rhLvsb@1Z(c
zv3>oNK1B71*KVIy9nUB<6?>Joi+`DiwA_!o=sIXm#RuenB$-N5AvT0n?s%=urd7lC
zgqPQAD#3m1XTzy3xoUPahQ|H{d{&NiT_;#=z0rC{!(*fXY*-Wh%(_2T_z<idgP4sC
z#(Nt5bqvZ21%5;PYrefVG%$gA6!=sm;Sib_;alWkgQ{oRdGWEp2e7m67@U;maLb0>
z9a9-#h`<kjCGj8|>GFn?CT&Tc5`0=gZ}A3yROoo#aa}?82Bc8OM0}K<zdCVzV*p0!
z_ij2HOo8AfIbZ*E3S#Sr9U3n0AY6o0<f`THmGm)(u!k9E_PccNX}ZLokB$K{cZNX>
zh%5ax?|FCmk)OqMc@58g4Gn8WOkf%KV)(%vbydxOFYOS!bdl3IM`$(kOB0@Dj7}T)
z(i+Xx26m&pQ{lIA4fz^g#$1-^>HCXvB0ax`XBn+O);G#U%YsRkbt$LUkhDd+%9$8B
z){C-_@#W2El(T8Lv6M|@czvmUEd3HpwyIW6OTgKx3u?^4Y0KU!5sHoOQjI9QoaQ>0
zzvN7RE}fnO?Mo`9-&W+zl~$zR+OMW5_qCePJgRN>+d|~ZNv#Gvo7|9j=hGwMeghvy
z0Y0Pz+;^&Ss0579iz50;qJ2<UJc9_^)>l;cXvRG~wLo2!J?y)vLuaj@>N@CzD>d9H
zejdgL`2doxT{_+vB&yTUxL(mXKZGqCx9~%Mp)_2#!^Zj9ich$1Z_wTL48GIvK-KdQ
z#IK5<9f)mi)o^qnMQpBOBSYQ<)pbxY23Zg~_cv&WJLU`NX~B5#ZjyGh)6uhomIt>I
z>nDU*d~Ub{<e}10Ki$=-n4KV(e^rf@d?YPJrQ?HDL4LBMx!#2vW{RQbmV750>|i>7
zgN!O1J++#TLh)S8a0aQ0=H^9S$~Vp+&3OZ@6oXXP4Q(n?(m16ZLKm!R7-v;<f1J%`
zqgDq|Xs;WhI=zGvgVEMsQK=Ox(7>*B&0(d_QA6^Lnb=7oV2K95iiIXqSnh(7FyZGt
z)*g%0^{5y<?0lZIdqQg{@|_Q8`53={Uk)S~T9l7d_-R8R*>S8+{#gYfW5^aD5n%}{
z*<g<ppY>SGnFgy!cymgLS9cVZlVW2S${zdxIkb-jNTkh2l?j7CA8dV7L$VgO1wqHy
zKpg|rHypS)X+xrmNy2w*YrclFdB<ZuM7Jm8h5F?j^~*WxOw`GalH34bp`9duJDhb#
zzR=V5kAIgzTA(D$O023qL4gcihxl$*2R$ar#v2^O`<YPpG(3DiS#@Z(qaA}LvUAe4
zTr-ed<*JM@{1}@22%dbj*fCTSU!l*@`MJ^T`6s<+GrNbvwL0jO6rMm5q<7;g31JWg
z`6aQSG1MOuvtPBaJL^J;!Rpa}&Q@dF^z$wngmQxp6md%>mZO2cDr<IC@M{cst_ofl
zGh2pTwM5my3p2&>iYrQW46xIH$=OOttgY;KlmF|C^y`e&zCt^?*Yw;TJ#W8%d6PXb
zYfI1k03@9@=~&)y^oPel_944tCNy#+ODP6Fjq`nXE3B|`cHNq9y_u+gqAt1*Dts%b
zu-eS<#W!J!7;{r5E03*o|7bik@GsZohmbw?3(<Xwa7Bvko~8q5jDyY6#F$o!6E-Xx
zV3<VG^;hWwtRS$PhJziO>_R4zD5teD^sT_LqGz8&;idE`tK^x9Fgpf9>KH_kuk&sg
zU`O-zjy|*f?jX)cme|pMvK2!~c=ya#zMkUO&cFGlTo6<x8mxVxK|IY+uTmD1E@o)K
z4EQnK_}&9-C#eQ|j_&M|hW&KTmiSJc0?!CzctSQfTCl=OctfoYKei$qU_Zx+gO*sN
zEJY1D!Vf0lqan6q7%!gx`T&|bO!pa=_y`-}K$Pt0=w~2==duQW2r1aHy=X3_$AajO
zpHp{LXkC+%C-t-5#2^HI;G0}NC?gNaNRzKSZa{LBk=JOEZ<B+nsuUDf7iwr4tFCVS
zcXDmg5RhFn(ePD06ewBw!8`~_9<zqT8#LcCU+?t>Km1SY^eP#;e8kP*xv@L=K2B`9
z<6*EJnL28}aO3=cjl<Utlc*~wIJqINHi;zFr5Zeuzf1J~C<luwh#=oLfPad9R5lEL
z-n#c`&2V;Fo`y_`aOd#jy+VB%Nz+UVblERwJ2vd>Xmr_sr_)fDUo-dh3+l)hdh8I{
z&%MUv;~f5hl`r&qGV+eF1=(CS+~#!*+}#?QoM<W`!xmqE%@6_uaC$YWq?k+8#q$<b
zHuWt$*)Xg7gz30_`lY}Tc^EfVAL#Vb9_AqicJzA5fwmEnlOD{=F-LA(7VI=g>p}<p
zJ_%?EGLGr58g?X{V_LN3V*v~Ju(@YOf^KI-zNsc8AwPIiKa0AjO8t(hmoVJ>EeR9v
z!nSvWlQ~g;?CY{F{;uU;yrUy6EpMYCg^7XgY5jr;^fb@l+wD@W@Q*?Z{yh%cdKKR;
z!NVATOYJ0BdfQh~%HsNruWzTRN~$wgKli(a`>5x7t+DfPHPeI!nN-fI^(%I8hagKG
z4>!*=-fz&6_e(rX6JR8lz=n`1{oJe?&=*@V$zLUZ@a`Gsg=D+KG+QVTPwZ+GIgfOh
zy^CKGXHyRAWyzKEwMSr7L5d{*&#k(iH-0$F^-sHiF@x_H^P7Ju4cms(!9HVtu(-NU
z&JF=(H(Ml}E^uil#$#vu>bj_BcnQAk7Bqlk+>HeMyBmCg?a&1EMri%Qyw0emhM3<y
zlWoC&?Z)Qs(4`2w-SMH>6BXn=vjI1pX^?BwDc&&0)Q-wh))mQzjizqlTNoZx2+#y8
z+Xd>m2DK-s>+td6nYWFP%20ZGS_6KDQdku!Py#8TYEM00KZRLOyK;*3!d{aVt@`;n
z;Q_)VJNz(gII`+7nR5qs(lDWOdzg@a$H)eMkv&y{9Z!bv^vO>0+7Kw<sfH<Bhr5P|
z5+4fMo|1d)K?%63j8+fI9!JXzfKcbL5NB!}j|3U&8Sa&DGs_QH!FIRnn0=rD7V)!+
zv$GEzgcA>nGSPCBqA+UXJq6jaefvwjj1@)_$O~iC^WC`42zP*Tf?-<meg1dE0S%LX
zO>5wM$Z7bYCNMnU+c}*OK&9c@p`#ffU+eeO3!<(HHohj5pOBZm7EiffAmL<1^2_WP
z;BrUx&vAfypI+u4OnkF94ql?jPOhOU_PP>zwJSfyd{x_r(wtqg-A5`wbAlb|u|-`$
zpq@to7$<-<wN<Eg{?ty)8SI$K6nE->Q@2j-oIFV&YZ7KRI}u;a!;g^s%#4wHIqO@q
z0~|Eb`-qtVqEXfqTG;-HMp^Zn7|1^G*|_%f<wt%V?d3H*t6^TJW_}fxZEPd_V$ePS
z*5!w4&{2aXtQoY`+RFK@41cKU@;%gH;}4u&>JYK03cq%-GU@#CHoTb9)AtvDDf08{
zi<D#Bn(J37#bC@N%gUsbgHa|(^{Qnl1GE+*wzhRMzFf9mF`~fR(wJkZOpDi->c=A9
zkcUaBsuec$ChVxH3&MrxumxgeTW^IA#YT6jMigF7vCd`0Vj)<5juTLlDgC&nXs))V
z|JH?iwsL>#naxAn*1`9ef4uyE4cXL5m@B}>W|vd}8z+-_y}L;TF}&dkrNM`k_u<Zm
z5q<djc2&E~H%$8={dL#3ZM0W9aw{)XRhk#}S*pk*C$&s9E9`S!bPfAl%G*9^s{?W#
z?0DS}HSDuAc2Fre_6?0WO8S1WZk0k+A@2)5u<Lo}*DsPVPeLebR|%1So@WW60@sNX
z?Mim4B7^d2H)O`E0&j@?$<$0*SwAx~S2A>Er<v_#rmvh>g+mzlDjY(=xVYD^S}*KY
zm6d6|u;wedr1iqaD<P(nOiKgFf7<!?n_S4xiEUO@We!_4yRqY{i<x&<<49aSjdK<W
zY5cQDsA!XZTM;o=S`mDI>p(R*xwF+Y=3#Af-X;y^o?gp>?wp<TL4gnA%R%W8SHP5v
z)A`avYc~XGZjVS0ZNeJV);CCxy6Aq=fT>k_XeS0aT{lFP9@^PEGWNOBV<|BWqc+xP
z3Im54hR;dfSQoGvit=_W_rMw2%APLw$DDU*mkDe&IQzc8;mUx29h_A=+8&x!3~D#o
z-TQQv=y!|LjFz6`tk5x^(<yO^JF<X-`9UA$O3CNR{3|`Ucu9WYqXFH0kl_SYIrCHQ
zl88vNQ)WBx)BHdL#gM-t#BRr=$sG@!>{J5$YdD(7BgIYV7!sqw0t_W4?Pvww(eDzk
zT}n`sI;bGDIxZQ1z(|tY(6X6-0l>Zx!dGOZe1KJe=6-hLH2b<^$*mI+X&}<*-LTOg
zEZ)Ee^O)}F65h|uf`6nTrq4NO)5N#IYG@s5jM=6cj|%Q_c66%ehLmE5(fDYa4cX~5
zxRJ9x=Q;+Jqn)iuw)_o{n-r3w${7MhG5=nl5^UvBsm@@3tdmmFGL59n&d7%Opul^Q
zIdp4^(#n$&dP|Z}gJdKeeG9M+(##2W?HFb=Y2G*Jrm5v;$mi5O(<Fhi%_swgFe*Sl
z=x<*63PGko^0};fwNur89%DP`6hmmE&MEQ2_%3qrOvQFCV~5J<ne+jk1lVe(22XCN
z{yrfu2_Ln8U|MxFVSvVOFtQ{+?jj$Y&|tk*TzAb14)f0r9nI|dQGD=8fFCM@6jn|g
zOMKTa6x*Yea@Bks^M*ZkWNXmr!T=uZo6>{PtY`rvjw$6x86)4dQm*v|z6&I!X#}S=
zkz7B;AHH4fcdOLViN2?Q9^Yx39TNY8T?Ui1Nwn~P$85aT0L!5L5#N8KAyGRVVaXSj
zB^YEh_{y_$a`H3Goqo7KW=eq1Oz>RRFTzEG29cjtl@AX(&LBmV^(fD8zAn3C6b<aF
ziBJF@2Z~hKkaq{ilj>-F!1u{yA0)BcFvM%LFdDrb2Sqp*eas8lmSc3sOhp}oZ61q|
zS@}$VmRX|pM6sGgbca=S?Cw+V)ceQ4+V^A9ayG6nHXYN|OZ)667wV8KSFft5*frK)
z1H7<Zy{yd+aV2x1x_Y@BUBB!lJp!Nzd?CAxRGDa%-(T~mghk`Wt>N1T{Omii!%+{P
zw%92L*p~kdI$B8depc}f$#l>K8a^hR>|TF=^dA1f{`E@w$kOx_y(iOi^j}ocWw$#q
zswsI-N}nC{!b_jLC*_o#`NB)LdQYk`JN|{&HhE7fkv#<C%kZ~KPoY3`Qk<Vd>)vFq
z!{vA0X4k}`GVih*W7V+t+2yh5q@SvREPrY-|9(moc+Jmd_IaExRaIv8j<j{NX7;3i
zoShfTE}Gfv(p{=?nAi=So+5!%dJgTDbcw$!iMLi(61r%(oRqbb<@Bw?S?9XZYf{M}
z%lAzNW=?YBpy<E{?9yn_2jqe2_ss;Bp8IK)`D@Rqm?|8JvI~1rng^@Y<Oi!~|MECV
z99UHs9d}{X=T=yy#p(lJG(`4+lwuHnZcbQyOXE9C^|^Umo*H6~Z=8$p879dYNzmD0
zfG~bR8tH~a^8CXiJCSd{^k~hlz_gQ!TX!)VoOTQWiI?vgtCY`Z_!mR`ARaO=u4`Ne
zOF)j_tYW5yU^25run{8W=Liu+z#utLPhj~8T7_S%L4Cs8gujH*Gj`DnAX&kGnlNSt
zI!hG^*op9vLkq>X;YEJ>{u0%b%k%4t6k`Fe>_v(tf`u$=lR_4FZEaZ!Rbac+O(}Fa
zmh`7xB0uRwh1dM-#uRp`tjdWLcByRE$u;a!*+r*P+@*3HPAzelmT@{gQ^}|2NcEC9
z>BkirbFDSaw=UE(l>1xHW**vqHusHTmjc1Z&}C^Vb_645U~C9sCXCL3Vr?iQXpGaE
zVqX+pCu`zjT$Af@Gj(xN1(vDOtg=93U34Ebu2!XNU7QxtcIm1ivMx@W!C#gA1sR_c
zF$7+<@Z%ddXqVWDm$8<UzZm#H0JhQ5zLM{k)}XHKXL)djuO96-w90{h0MAqvH_?t@
zpNIW!&<MZ$Hh+*o-m1Xs{E_9r_A+a5!s?eWk9OK3#XV@)Q^eR<^BHLxYoC*c#$-t<
zu4#};6icq7IT-(>hxk4f=}dAED+E}n$%8tR8~l_tbQ25e)J0dQ10zh@R;VL{nH6zY
zEm5(KkmI1G@K<#D1$TOXT&49h-^G9fn$~tq6WI~Yo$cm(%(;lKgyTDCb(~q!1lj_J
zywlthf0Tr*Pc<$e1)e7bA87FZKO^D}jGsd~8Pa^Jjv4%ykiX-ODhH^XEbu!mYZNWw
zL~AN9621*kBl||5!BF@y;~wO^RSC&{mMA@?XTv$3ee2aQQ~XPRnSM%-j_y6rbiHZt
z(>^BJLXV#(+Df7R$J}ZpWe-h$lB$9MX|R%nq$edg()2`GzjT6cj!?=n6EF79fU^$g
z5Qf$vSq&p#Unl<}xxpJxP%6uXywf19Gr~P&fY|w%v`9%_$$al>eu$v2Q=*l(Vetwe
zrmF6e-14dtJBMq38uAQyc?Wr7!*jl7;h9+DoknQv7WAg0uR+5dCp%m@AF1-);~R3g
zvVrv(sag+4B{=3CdkO}5kQ>RPJiAdm5!^T|(GOnocT`WX*f01c_RQ$V6LBcZ6Y?%J
zB*JY7RR#TpI|izOp{v=DkRRszV1nK{E+%Q~ROpKxNt3025Y(>S9h)DihHndgLb_Hw
ziyZ?Yvd!Z$Anj(MelX12F^W7aj6-=j-jkQIN60nrXt=~=N8Q5`fuEP1PY@X2jz4n9
zFkqY-b_BKt<kv5m3B3FRs|wQgjF>ZgQ?aLFGJa6O1}9}Uyn_g!AvZ|JD1Gef-iG<$
z$Kg5;DAHhml(kvAg$=d(B^Ep*a$!e%EPUUB4;5@H?4CB&9q;96$0is`j;2L>s%aVD
z%>0DQX5wM4y45**f1<-2Efq#j<sJ;q#y9EV-^B2fXJ~eJ&oEQ%mj;cWz^3C8<)aOp
zRf7Zz%Ql2eWLHjWGg4v?@nba80=d!d%t*$fBrsQhDm2E45-C`HS_h(J;AI=;Z`MoE
zz>Z%N^Y%+B%TMpnGg=cnOd$I<jc<*QLr0%*aO)U75Mxrdny^82^3<q}4d{=Suc{1)
z%r{u)V+zQZdq$gWIVPN;k?5GfwWEH4pJJ2`&Hl)-&cZsHWtqPG$j>f@k<flzgJlV)
zm)H+~;RkD2E#cG>A3}RMhg6XBOPOOyXg_~<%WuUJcS8HQCTW+K;qUzP{l$neJ->!$
zu?ByLZ%hmvVJ2DDWoC(Qw5{6>G@3($`Ld7kWgLwzM`MIZ!;Pg(BE#!T_2U?<ECzk3
zs-44{g|1g!SVEx5xw5UdOSCk1sYc{uePeomilnmXInuqLP<T_3F;`ZRd~3Iwp4`W3
zBJ*grS#JwrG51oM3I)N~67m!Hpoq?td2$Rh+=LN6r%@|P^PDh^4D;?*nsS^l>!N1Y
z33D|g<2qp)Ed#2!ZiwoGX|$VtRsB60-(g5>{Q!n`@HUWtR_tgM#79JI0nyWEp%rR>
zlMXr27I)86=Beg<CnzuR06!-&Z=JAeB$R+kW447#M;p9`JDL*`=;1bCqQk-nI7mJ2
z3E)`3yoOT|<bKcq7-rw(Cj#VKaP`yKHds;ePrRs&hJ18+<i=_>md*(swQ+3s-h&xj
zokdt3;hKaA4#7PHcXto&1b2525ZtA4Ik+AyxFxtd1a~Jm2loVb9q!!K%&K?&JiX{&
z>aDNJz-9#LAuTfjO!niSI<d`?7HrY#Zw5tTAm$3uysM^OLF8EN*9Lv}>Gz*4b7=)q
z4+&`G&3L&D?l#DHea2CItnMP3QMx+=7#Kz459RSksth-m-rsP-KTwPKeGO4+0Y9um
zdRNfbDP7Wg9m2h3PHF@sCZY+&27x1)leRL5klxc8tA`&Y_g?mvl*I12v>y6)rmVFN
zKp80KSR*U_rN;PpT!wkNrs!0Gm~*8JYZbOm%SO}1Fwb}zTC?&a*ZXhaJa~Vio=FyZ
z^s!-!Y<%DRp2)rF2hG2~&+}fmFG<_iDD(r}BViRE_L8<&2S%n^8AMjdgptebB83x3
ztwUJeb5;=1F{tmhazjVHx#1q>;`CR>0P|(c@$kvX3sQHMFY}{cW07X{jCm!s3bRCg
zT6Z7w&egiiNsakOJtQIKFkJoBnk9xZXGUEi7-sv=JJK@10cWt*o7i}wQq;sB$1sxX
zfqY_u_>pLHLX$4MaL0MjjSW?csx9}j6AZ#o5QLQ2_4lHQ%-28<DmW%msV|;PXdIX)
z=x1+2&v$Ro)Bk+_YYfw@elHo~W#{Mpzo{?lRl6O|9UG<TCs1ipYDIKpY&G3oN;RS+
zWKpQFPEcRY&_nAfClaich}{#JC$o3fr`UwgbPDblnLM<$v*yxYA425baA|!Xr{0rW
zo@nuvjzl1Bb3|$6;WoWTq;D@rBCmVb-A9Y2w}n^E@BKlWH$V}>D+aAKg2=?!12^z|
z<@I>-=KpwkHAf1>&~l>oupTK3zC4f7y4uYX@Mg~a=e>*04aTo-j}Icb<9z+>1a@YR
zF9*PnS=PDh6EI);2s1=sk@WfUB*NRt!$2IRnYQcou?LmBkza8c+sgkB)()3|r|<UF
z<1b)fiv987vF~s}d%&5;S@(N&Ch)R}U`M;7xZq{5TH_JrF`0wd9f0`rf<ArVZ#S~=
zhi>G%Yyg+g;~ADv@@x@}g&nmc>vjlvil2~CP!(LwVdWIS)8ivXY1|yfy*x6J^v7gT
zyZApLf;Z=N(xs-(JA$!Es-Y(c%tjqG6o3!3l5G5skioCFt>k(=WZ^gE(qG!l=zF6w
zn+GLyX4`KMV0d$;TJKD|L+0Y`mmGLPHbknGVZk{$`-{2f@=Jgw{>KE=CyQWgrenWv
z;B-ZthU&xe_w<NsqDsRxbgsx2(g)pLDH^m1lfuMWBaX)F*Fay4SCwl)W+Snk2OwLY
zGF@y5zA4IKm5eY*EW8O;xf1cSWY$YUuBz<<oE;cKI^C2thP?rNCCef9BquR)zdy(O
z*AI;gvR4Tpj9XQijE=ox;`iKqklVqNqKim`A@qD^ARP4uJA^mr7#o*)Bh-dX#e-GN
zQisMaokP%_LDHA4P8Ii`B$t$}0E_6<GB0UBjCg!HDtbm%8k552bvUfLfZ2Nh73KAO
z8ZMMI{JLvz%V7Wx-;7@n^qkS(chM0G%`jJk6pyr`ft%|){fAmcrmpr|hfoJ=q;B?&
zdcvAHwY-~=RgX4(?^16Z4J;LbVJOuid1Ag`a|K<z2sY>@ixO7wdRko+$VIwOz%yKM
zU8^hDzJ5=O)7ma^(w~~EX;0_R^zv2PGM@{fT^hYWBs3AsxM4h}cJN{R&HOKTu)0_K
z2T$pmpifT?BVmBheKBGk8**SXDnv|OVQZ}^*A_~nV&ISpI~Xd9CT89>#<YERTKlL~
z&}XL+noq-C{}p=h4#p=F*hELnRv<w^LdRo=5}!s#r?Af^S-%+bS!$bqOmW~w`EXdf
za-~O0#!Jwi4Ntm5&+O#+cqfu;^gJQ*n(1U1>>9v7&@=IBF*&o*{g>?b7^Sn+`!#bS
zw)++RXX;pY5%{dbx}zbZ)BYJ5UJ27-%NvjRMf!k<xHIHCo7*rQAYiyz{&z3RvSxC8
z^Egd{q019Pb?-@R-(*cJyq%YXvo!J36almGuhTD$69vTL2HH<99Htm&P0u4ICHf1(
zt?5nSBex^qm35mT=X9gfA=?zxMB?OpZr1KPGwS1Y!gb4)<U}M}ept_tfoYjoUTb}f
z_7;O0BZngfcXOf=U{LdTwq5ZL19Q%raj~(T_D@%ubrZ(-$4`lVhA_IjF@Xqj!}T>p
zsLaDWuSq@$DHM~(uDFqGC4}7M4+04a_dMe*ab}r4Tt!Ldp=U!f&T<;Rv(ZrKg`H$6
zOOVCm3LH@&Nt^kF_^vCiro(IfNbbh=OgwZ;-{><H7RK&@!2>NfNp=C`#E;J(C|p`3
z;y1K1Eh0jKO9m#O16a<&WEe3|CA@BMYPAlK&Rt9m6!#}2gmJdEIOP5sOD&a#z|_d7
zr1Mf|a@Fw6Cw)oFbvK>ik=Xyl(6Q)826ut&L<bh>vM^U`k(V0NljaRHDB?j$z@~0b
zhmwOTKR?_7=tEVBS}>_9f(tIz+yz*Yp5fcQO^4jjl+^wBBRS5&9(~BK0#`Q3PU263
zxD(vKa&0;H=ee54!|jt3F-dO!5a8pF+Tmt~+mtqEHhlDX_gguUpI5xbCmiZ=v)eN@
zCn1j={`kbr=eC5;W8p<gbUQnLrhNR<yNR{zf61r;F^p9u4rGx-qXnM{JkWavy_?#%
zxn;3ag-cz31s`r~anPHyDnu8N`n<v@K3auE7kxxEPNWo*`N@DXA;J2cVl(N0D}b%4
z0dctG)xMOgz`eut$KjmL%tUy$A~9Bjw_aWW_YQvHcEWk$F$-pAL|f${teY2ob!2Z;
zUbcfC5alOX(u*%%I$+oP2{M4-jHaL)5kX54CS<J;YwRR=Ry3A<rNP}|w}tL=N$)LE
zF`;w5WDc)LN|idRBq_Wo!_ycxm3)RU9$iq2pUXPssDxZuykp7A{Zj%bbxOW^I9g4C
zY2Q2-SFYi?{T`NeJ`oxE;=oQOTQPSnIOBc-IIn=<N%3f-=avrhQz3_I=k=mFG{F6|
zco4%CTMj`qmuaO?X(H$@BONo@a{akkLn&Y_^{jU$4MWTpkD9ZyuvH1o!X%Jt$exQt
zOMYSWmF^VwYRY!4-9rWbW9O;~xj3R1E13vk_Bsj4IdU$MV7vEm!FFng1Pdb1Vu$H2
zU@G8Wo=2bloN~4O6<uh_#N|T=!gRn-5=?4MTOvIVv<TMBBrHqeR1)2&r31Rlr@jue
zPmZ$al3n$5`mS^>=h0DUz0j%+M>OUAk(LBh#1V|}`Pf)q+$J{ue_Y%c1L6PSV*hgF
zLKZs7&!CNkjW)pHh$V%5mW$A`;AtXY0Hk#D?xaA!%?DPU=_)QK;W2ai1q-~a`8f?;
z;4w#k5mbZ}<srWzYM>T<XrTF?r%B|DkiQ6D#h3E{C53jB&U0!~n4@)3^`n@s&o27s
zcFmJ%96sJNe{Hr&%>nv%#cDOA>hs0w;bg5xKA8riCf8&j#cihK?B}uB>t+CcIZzx{
z!d8(1)ofJ+>o4*y_Z(Vp=vZ~7C+lL-3BI-J^FSWd2#-1nCX#sm8FI~{n_hY}Y*~Vh
zy)D+WgdJQ@N*`_`+y8QLqKzHyKZD&jicYk@Il0|VS`}H%uFo-F{lFACYiyXC_<<xF
zA4*My<894))@{%2GKdD5tS`Hn0GJ*_x2=GKOuT>kBF3)D*EqaD`(50aPp@@Y<T6G3
z^mPJxP%{QZyBhzza`TWU{5K5}ezA@SdG-5Ar*q|{0FD-n4l_~_gE;~Ps)#AGSH|C9
zmIew43T+nJ_4A;8x{SSNq4l#I^>=3dwt4r{7DV@~L7oa*LhdR*b9;XP6LxvC8TWsD
zJUE^k?>lwcw}W)HB&G}9>;}txEwXA!_CRqbs-5kUX}&2=#|giG>ik54;WYA$(AEpm
zwA?g1o8U`Kg!e+Q(l=CARg1I#hsScoQ`<;nw9p^#J--@Kj{I_o9`>uQP(5uDT8!M#
z5x(meg*|%6=T-+qRgOqD032RD(TB~6jwKxSv5HI)o<HHE)mZU`I?wfh=?8YM>O3*h
zfpdk;WTDqjzcj_S8M7rIiZc>%wIQ69&=?|hg8pzu?;5gZ=x0IcJX37row8olUpg<f
zvBR20Jku5Ly?6+Jb+<Y+nIykf_k(<d-D<_MHC8F@2*k+*++pqtfe_Y@)_c<$n9_G_
zEzEP0>M6R+Ii=}pPb!`nH0v0X*l!Gvh(8Goi)M$PVC;?sr&%OB+mK=v95LzN%6xgd
zQ8zn3OJ{*x)2*A2sGSz(F-k{%PbG^$5W`6`MB=oGo`de3dlZ+*B^oI-MiHF69kJHo
z|30`L4+u)6Yr!u*1KjioT50O)g~G=^t7*up<N-r{ji3$!DRx|l=ABNRo<3A5bDS>a
zYXLsw&?vo$57iZ0rHH2iw<PrgF^ScT7r{rH>&U3tE7h&U!e|4=1qUCth)U0lu!T*Q
z*D$c+){e<^1~r4&UuyaC*Z`K@zL6@u)+<Hz=|I-7UWpN603jD;e`1jfqYMt(xrAi?
zSk<sj{swBr%+r+RqFR9N!^P5eG~vtU8H=Bl)ans4HfWzRH@$PNXSwjO=~Pu94|?~a
z)*}V0O79BwVUUsQjQl^r^Evnx$J@}=!_#4yqDH~#XopumYPeyso9SG$0UzI1Df_z8
zIU7}t{L=pdl^eIS(Uvu)w>0ukp_Y3@i3S*HwE`V_AL>*ZK6WAb<46ZI@_qMg*>{#D
zZb@nHM*R#P6MiCJ;ieZVa*PZ~F7W}!f1k)IcTAf&inC>pKizvO(p`7vk1zCPC-7!T
zj-k8H=FgGw{v*{)EUY%MQ_{O2$=Z^AVE~h%U*n(-XixK~B9M>Z@}T7+;&D$FQWDS{
zEF<|?%%0^g(gw>j0$4<|f|vf2zb5v-*lle-#7dD;bKB}4$srDI|H5=~Ltn}E{@l$=
z>nxGz6w82@&Ezkkd>@Q|V>KVS??$Raj&95v<5|`xK-eL){F7#)MbKs_QQ>bDyTa>d
zUO$~VK(cTQ8Q$jfBts@DC&#GcS~r>KNMII((}g@E+}WO6dxHHvhvv&y8lh$jI9oAx
zUoDN-=xXt4t!n6%7&DBQNaRL5h(OL(P<G@-bFo*Ky_Z~A6t8gfyT<PwmYlWvB7Q`T
z@PPw~pi6;B*~Dl)ax4K2vPmnZLA*nexTG!yh&r@~<De~;;}k;SuC(O$%H-UgF;SIg
z#9pZUL081QF10|=C`v3OWx#4>q>vw)cWF9$7z!%nnasD6(}Nf_v)f9Yr^Vaf(Oo`Y
z6r)>?j0|jtRR?3wHq?Lw`a#K)v<H61TJ|^+deqVhPGhBqmn(mTyuyU8b=khkAZDTh
zzs{IRKIvrdudfXIc=yE$zZMp8kR`{YF$YwLBN@K8Q7?-xCRS}uO_wsDz~Kj#vnQV~
zQ|7E~5a7DXGk!%8haKxv#oTCVNu4demBii~{7Y3~g}APqV#cH8KIQ39ePvbd<HXrR
zgigDzFd4#O48hDu`nXqk^?fF+T$Df_n0CH$tISRy<`xf*%L0>k5KtNoYp8ybj_)Y&
za`-v?KI}RoCI3%L^3tM_bJc}b<4PO1lMEE$Kftyh%O`gNntqhpN^QPySVIOxWAdWh
z8T!>XF|TII)w!^0a&k)+`(_LiWvjHrFX@78GwO>&e!JoCZI+0SS=PqM;OTh)8&#Xm
zP2@ZSHa0&xh1TkPHK-y5(nBN7oh_Wa{4)PyfY}v?ABZ_ahQ?(2SV*dA#+6Npdavuq
z=}B^fNonlN_`jn6@!OHx>=>#l1PujHw{Zn^nI=ABgfqj07!>UlK1Fjau*|~3hclOl
z7#IC)?pxOuwq;A4QrvyW{?jZ9V0Oh7iu?w~&(_fr-D8B0rYeWyOBQXzyr5ynHdGME
znJmZfwD=CZr(l$k#bW!~<-@*xVIDVU&9$3VJ*C0tAlm(FWm{qqI1~d7zh2fd-8uZd
zg^Vo_gqUCO8?)gP8`Ze$zA8qmUeB(POLDgieo6jtylO|+HDB4G=@4}puvHU1&lX)&
z&GXnv_m9NY-V|Z0G7<kwaCiz<cb39i&gfb#(HbPz50Z={xgkVC|JI;CfKQ+>kf1ZO
z$T|z`9qkVs%r@#cP2GG;*0gcH^wBzRk}!6@!BO!Jy+bodtz(dOlZEcHklJ&Lr1fD#
z5H=R8zMGj72OiG5RF{zyzGL+79sIjj{cuE-EvPK2$D_psuUfG*2lq&?H6We(4+pc^
z{vW6Y=R3?S53ZfaHv87c#p#v`>4WQ~V}ECtc8GxR%NK-!NxMDX1~7d)3<a=)ECSMi
z_oZ66b#iu}sXa{?nRxPHoL&rwRK=MfnWA)71<8Ne<WlYy@7|8|xVZN?Zm9{-e{4>;
zRepi5Y*{;rYRjtp?8&a2LTy*#@b@UvUm@D87=8^N%lF@nq!=M1E$Cae2@$Nhsvxt{
zjF_8-DO73_AqOHs)quk${}o{QV=zH@oV?WDoLd8;JG(V3K&RR4X7Riv&AS|FLKW}<
zF~HQXH6+~(E(FVEXu3A<h^){(6*t+;(m+^pkV_ToJ@KDy*yf`YRP@x+sHYhGqga)B
zt+<gK{<<=Ct+OI^>nBl;^+9S_uJ30~8f}UfW$TtohS56HM?4U;!EV4_Hv9X|97XHy
z@ft}0UEZNlw{!|`5iJv0JB1Li|1&0dnv!V-uYG$e7+E{5zyld@T{d#JcFo?5a7GG7
zYhx^X=M*ege^;0-U6EZ;Jh_GqVNzdDzoJxf?~p5e7D{Q@9!P$Yes-<IM4v(X!y{<e
zion~+wXM-1lG*9iZ3TRdC#g;Z{zR10x{Z+hb&@t8G>@N~U_QaF&zkcd|4NNJR@B#s
zA8)pFThCb^IxXt^=KYo0xTrN8FH3ndC5j~obBn(gcV4(Nb2&3Ot2HVr?vml`o;{X0
zyW2u%J&u5*Z#4U<<xza@*o>nBB-6Y<;bFA?19J1KcToM)pcx47|D-kNb=x-JlET1e
zj@x=PJyV#*_RH&7Ll%XYlxSXoX1lNe1WR%VU;GgAi_vXp?0q(8jPJWI)_VGd=^t|H
zZfWtr^*o_@cCH6}!9%U=G8van9Ql^JgrWT99KoliU{MMA{T*1}`5qFYNS0?<5*w~e
z#>9XivwwxiF0MdUC&PEKXUn{yp4l`VH78#7_gIK7zY)bPIkz2leoYrKhFq13yh(MH
z{EKo!XO0BRrd~<hU)>z?Eb;-Op((`9TDr9U&&<p>*%x#q429iic@|GPu?&8wJMk)+
zaQ)bWbsx*3Ge%Y5M(1|?ZLB;u)gS$j#I~>`-Cl{59Txy5sO6yA>TjzLaa_gc?XImE
z>xOjle?^lnsdL2TL}hG;aYrwFM5C+aM>aT|d*{*gQa|K*YkzqSI&cWvfhX=?YWzjF
z`fIQ$z=kB5=HZ0ioWKxP8K)Z6CwEn96gp?>93k<#93}7&cX4;sMp9=$jE-Rr8b;V#
zlVad&#!@h#Z4uFcB#J{={T$Wjn|VZ-DTpM>DHQB6;-8-F#z)GfP^rQbJV0t&Al$_$
zzSdm7Vj1X!v=XRN8^8}~Mz1tRaJRaD+)E%W17p5c8GN7O2XLP!LqNV$*tT0vF-;SF
zSCjo~rkT}Dou?SfEq&WC96UQ>Nr6HP#ZdxFvbX?vB>HOycW-da%QrR7M17+WHP~KP
z{%p|i62#E4QOSj1C!~&dgX%Yjxv;Vt@;w+)zwA=+MFhPMMhcxW#L$seIJQpD?)&-d
zI>J8`*}KCaWSP-z+jMwxEn2vQ3b~jLTvcpj7RU9v;Z8r}k|3C6^9S2AmEQF?$8nx-
z?oR-Vz|Hc6et_6_y5gTx$?LN)b)}kpM~%Nol&uv>ziHh2uZPsHlf#|n(=TN5j}fPj
zg}oSxe{3x5eUtP&{}eiF0X469)6fNaWGj$O8E>2oS%Sa&d<K5U2${Ob-C`Hc2a8wP
zI5Mf6eur}8X1mb^04PY3<XW5Rjec}U9G!RO%N&kOM5$Hf`+^<K<z7l|DH>{pEb^Ij
zWBw}B^p1v^RwYqUoEL3ikP(^!IpZTwWr$D|7zFnC4MPebdpqd~Khakg4MD9^%x&>g
ze)GF9c(saE=kj)%-p{_3lryGzyq~W7;L~W)^{Uf7nvJ`YhNt&AKCwGC??TJ*G)1Vl
zl)?N_FDnMbG}1)>Qh>tW2djhBU9g*t+xKN^lO?qoQrMsp78DjDrOn=7cpviH^Qvl)
z7cXZk8I}u3H9%v`7B2PgMy9md=^N<Tw>&TJ`0j&1O`<FO&GV+Ts?%)8WGuVp*-&DZ
zFa6WM1O-h$c7@nb+Qgie0!fSbUok>O+rWVzCt?cg#c+G6<Ot2WYs*o&O0Bfv>F2rf
zsMxD=@82+DWHH%drJu5|kn@pqn99oL%XC1yNZawiS+Pp;{(9^X1bYR+3A=Ysf;TRo
zH$(wkPC)~Z)GFcYGG7mFi$9Z(fY-&ot0`(jBqof*mUv0S4#IRzd~msHGaqe-Fz7>n
z(L3SzRwRQ03uJW_HR?(z4mxAMlDn8|SWL}&uPsRx52It4#tOo<_9pZSWC*rNDR&??
z7iR%iNjxtPQ|lSlYpJ(B-mA;%W@#f!?TZiO3Xr(lg{Q{(O~&|&o$a|_^#PfV@fD3p
z<9tj9$Dgl=5#_UZx%t|jY`%Y^Sr%v>f89gO2G4M??tj0ZqclabUEg5deqz-Jch-h9
zUon02U!@cN^sv0a4`<{J+jPoXd)Gi*VgU~rS3Pl=Sg};xeiQ6vqru)fWp%8+_FuoO
zMrF4TBb8knZA+TN&=)CHbhkb?`ZQYb!e@20XPjHjOBmE$5f^pE>gu#5jL6a(Z-v&L
zXa}L8|CXm&6mmQR&o~K<2)Yg(VVrJ~gsMmMn0v9aAj7?uA-rC8JVB5Cc%X#z_yG*y
z&U?;8zx4(1)jMR*c$;JL(tCaQ+q)BYZ{yV{5hHfOE5f6sAY+k_V}c)>itLEIdw3z5
zdxtDEm8#vZ5u(univ7(C(I4)}+nzC<-*D?D;$mKG5XtCaSy0L9NvnOd2{Ck*J5zZJ
zR8mqeQrA>L_Aa{0wvBJ_z#!$@hXKHGeK3f?bbfje)4KZZnH|;7;eK7O0(<?Un!IW9
zW~0K_A|{DoBNWhAMn9w^<aHs{0l~!V&#Wlw`N0LW*y+i^gHqc_POCjhqKVP<fml$j
zAwshOq4=<gWbsxR*uBP96Wr#_5*A$rh*kSH$>@;T9C{L|%LN7H>BoFJHS~gJnzlwj
z&f5;p>ASp}og1kr3^4uYjLi6lm7ms`W-Jq_Zez-tLDX{)?#O6aEb=J6vRhDS;NX0$
zU~^sp6<!6rnEV4ziRL9#8&nwAH&r*#1*DFIp4cNcGX4l`($OgdUHhw@M8MW*h<%MB
z{&uLT>cytSY4uA?{bU<6uV?H|DXSAeUKCP(qB?M3ek*L0GgMy|k-;Uwn9wm8k9&rW
zvu+Xn=`U2tw>2=o3J;cCFKEG61E=Sw2l3?&cfE#`^WqvhW%<4#k)~ggDFQLZpU29w
z6P+)Jcp1JHUnL4_g@1Y3M|{O~+|=*tKvj-jx=^H7ibUb^ZrApLCLL_>La5$gsiysc
zIEUsf{a*QGpqePpx{95f3%Z#UmSyKx)Fcp+$|S+6)ENz`5}GMna?${c4#407hpI^b
zPL7xPNHZT|OPJB9qI+=ZW()0YbQ7bH`Norj5{D}Es8qxC_U$;R+DvzFKU7yN+4RET
z1fwRp6f1;h;m7|YQ;FW&wR!!yO<s8fw|$Tu>vY+gbr$#<fYU4$k5HsT-#Db$DK2K!
z=wx1(E9|4H_T@OTl?ZPxLBaA7V2C1KWGtvS6fHZycEjL%jSSng7+_~)D4sRD%j|Vl
zsRxHI?4367B&ny%$U9@8p(C#}KgNlCO3@!=X00V4Kp2$j4`tbo>Ou6ooj%IbB@Mha
zo;R?Ii?{Gd#8t;B-<GrYi3)h@=vjYP<OhRb2Z~a8mbELU%7^3T%fD=>$p#C8lx|WU
z@PwB7DibI?*W7||{8YUZc0~~B@$I>Dpp@0?4LT;b9zw?<dn~a`5`>4FrK>GxwIwXt
z(yYtJ3H6O0#A2=2cW-I04*=cptmJ<oq1WhpdITpA$Ny!7t8tY4F8<Zk)Ad0UiV%+E
zz*<pH<s0Euo8P2tkc=?)`oN(#^z<YS>N*W;oCp+EHTNmPolLdjq{U6s{wQoK-jcVM
zfg*qzavJdZvIiKiHORl=SFBE`6Q$X*&z;7<TSgbV|GlOP6YsON)d1rW2+D7XB=_<S
zg~Wc3JMU#lFHbE`H*ZG5fbYY}qO<igTUh$5uE$1zH~WDn;mO~Qr`xBo?)buZVAcOA
z7hgn@cQWAmXvgubbM>9LkTQi_u)rt#vk?oYN6f?pa2;#_{Lc_nb)Uk!Wf<cbgu^H{
zQeni9Mo8#<b9rnppv-iFy)Za1d2!uyxBzC|u}>p_GrsYD`PIS{;HESkzoVjfgd~z-
z1Iy~U`lW=vt$|00G_+CES+3f1`ODu&Nj)}o0=TPCY1k$_PxGv0{uRrde~R$n9MOZ{
zks2{u$~H#@TKTFG#1ZQ?tL=qZw;R5%zu-`CjRcJsq>GJx06U4kCi+1qJu3B_W(I$k
zm-0=w(3YFNIA`bOvV$+vR*dsgn|seJfyANGNa!P_eF%dnEaO%=);(>=x-xz!s1pn{
zRBsG?>S1uK;rMaBO{i;FR$}FwYLaKa$NB?NgNH!hzq3=3D+SjEtAD9iKN)Wdz(ON1
z=W`_XHK1`m2j)8Z6DF9u-Ro{Aop1jhqkgRE2>UavoG`y%(n-lLKAMwf)f2aAwMXNj
zmu-?t!3k;kijTc<8oKC+rH~$%PDvAbfC%Zp5IEf8fQ&<qVcnMt>;%PJaVS<#2d%K<
z@$uIywgc(g&^A7(&YcM8TtUbb54K)hvJ>2lb+doO0I;UL?EJTVF?}h4%e#|llMXa&
z?zYIU&mK?i4qD$TG8C-r-i5eDBt2axuZLAk*xN(d;As3aZi}xMX4Cah&)$*b(6O+8
zOXu2<O=~?cJ790710Y>?pJ>e|#95Mwg13qhtwW`cy`(os#p~lLjh+3T?CURhe-}hJ
zW9Hce0Hr&W=*-Lk4<Hj+Bm+s-h&y6Tu5u@%-Or}A;n{kalRhsE!tAZ{ZWc1+r+A$q
zytFk3PM${kP8`ELVW@Q%`_2C-X!sLq62ro098Ns5EA{INM`MR%))EGJUzQ*K-Rpo2
z$xFsbdkZN^C^i}QN*gKJ$K^kqd6UwdlApOs0a@B}<OR)sjDdIn?v~KXv<YQ}ePsD6
z#1UwKxm|)1iTQa3VO{*3=M|JM@!rfuzeX@OyL%8pd1(M<kUA6W_B%U1tWGcEiJ@<+
z-0|F9H6Qge6wEAdsXeZ|1w8~3OXkIP*Ij}?kn~*fCbpl(Lo>1l1OQ7P54ZuGf)-fd
zwsz*^>wai+Qlup}$zmkb=F12Fl@3+{QnK@4SdroOoXOQY+D^oynMuU^II|2L%1;Am
zyvv}QWNapTwnbh<5!Ld>6jP}ao?`_66%i^ezj=9#7c@nlFo;l**|!I9VOI6_zf9w(
ztz8$yxoxmtY%lxFDjBY{yamDPG}1G`fVc$uqjDdIs}1wa070!h!VMkAm$HYgWjNcA
zQ1;VZcYl(g<}G~wA<olMpjmLl@l8S+z0Yjx2&Jc<5$7%>fWKqCs;YXvhb>MuI6Qwf
z{UFq&l)GTzJX{Q?*gO6wg@o4;pCCoYftmOvE#%&NV1dOSJf%#D@?wL<iqZ@)ii-<P
zlDjD~8b#sufD4k5IF`FvIqE#2@vJ;~T%4QMBIPy7R+-T*7dXyOj=8HmfQ%Sr<-|%g
zH_0`ds9WJBJ)u&;16U(HFEyqjlVepS!cSEk9x`x@+sGr=#2*tJuM_wGjGWWCNPTlz
zkWvL@U$6eq(XMf*g8Kd`GJ71rQ)3};M#I>aBw^vK(&9I*b2D1Kv#yPGW-7!Tr6ZcQ
zgk?tE4V#@Ci?14gQx`?eApremQ%p{lN&z+I5s-x=rlH{p|9WcW)$fXYxe@h>?@MEC
ztCIQKf-6$XJcT}3Z-GfniNw5%MrKYuzsG}+FrE3^KVj90H0v^d-W31{vSwH{<V?h+
zc)r6agp)hX{1J%PU)=Op9qsv|VE3v2eGkJ@$c5lOXQPWZx1V{x*`sux;ftMEW^Vrd
z>;wN`p`q~gfSkVn1I1tw(?j_FwD$e3m+wSwvM05RxSPJ|ht1Pa*N;D3e2_vq;962Y
zrBZ{h8U$Lfw&1sZbRv2Km(hCc<>lt*I^lJ*Syjb<`rNQ`tOA2gaAiIhiD;%P9QN;W
zUU&zJB9Jo9&X}ghdxo7y@B(voW8ZMSl}$+kq{`3LcGc0mJao^vuoJV&gR>;jk)*?X
z_+v7U<cVDxeGO7C4#n$8W7=m6;L@Xp9Jvn#w^Uh?QOq!)iLDZVBb4s14P_qzEI|B{
z5DI-{y<F)hM$k`_G*pEi31SLR#C3wk5>w7296REfz!pBw#Kc0(=JEO!S6>na>YS;Z
zUJUL5>~U;cL2?qh`DK)Ijiy(H&F|29b<!j`2&L<_a!R1rG{q%2`VyIB$QTXX?2r`<
zS0E)#isoz1K!XgtX|_0&-0U5d(mUdwA}Aeh6F0N{MJ`Q1kDA?1{}e$<RWbaiOD50j
zh--klSWwOpdcb3OiC*ZV({l>2q-i41y^6V{;<`I{HEhV*2gwY?CJEGHnGZlhdA;;1
zKQ-U+={Udhe`pD{!?XvvgjQWK0qhGs$(s6$3VdeC^eMo7sCFQODz-l$<Ca=k%TZn)
z`)8TPF5>Sz7Pq!WF^)uor~<2^F6biZ0;#a6G(?ARCp8p+r;2mbw&l;vY#FcY;<niD
z(EYdb`(MEwPcTP!;*YTwBm&q_2qo7H{F<;AHeppHaN=C8q3>ed;#!bWa{HhxDW`hP
zHb<ZD`d8p)*MFepvCD3daw|p<Oj}n#6<Yw?{WzFP-pX$<cI&5LVR4}D`ok0Z7Yj`?
zZJ|G#;QZE2hBtZ+g|QrF^SSQRl&1T+a_~nkpVH0`xX?BZ#q=M~<|Gy_%0<Ie{-nsz
zg2qLCcKmSmP^2`egsVoaYc<Gha{g!~mfeeG8{-1u_>{?dFO8n|M5-m^{gnz5a66>4
z5bp?~$6p{{8pp{^xq&ps0G^$(sbtxa_QW4Ug=y_2uMlv~5Vqaw=;Halo=4~&c)Sz)
z?a}Y>2=`rB>4>W`+ib(&%=C-4*MrjzN*frcEVyE3WMT!FQ|_1g>J0jcC222qc`%=Y
zrGPX%jWL1B1h|N<ND#OTj#RI?tc>hie6L$9JtKvS|3H)^FFxsg$62h^Eu)njgaJQL
zS=4s?AzU&JnFfvZZJu%>)}#EKK$bmc!_Yt)Z$kwKoR9A)MN?w*pw+VCo!MM4lznC*
zbqHG2+)M2|1RGx!kBO=;x$TL7(&l!u0h6ih37TKHlvqF;F1=)0qx6RAseIt@!5UoD
zRK8-WsN26G5(ff&jA9;;1?2;j&~+%?BlrDu>T;b|zp15gXDI@Ex!I2Blm<QotFj<r
z5gu_+mf`fA+egxfGI7@8t{@RE|EUi@wjY8i&_jcv_HV93uF)>%7&qtx<fr%spvoXR
zXZZ6-ur!htvFz|w%?)?9>l75s*P&ch&k>{;i=RCJvfL*F5_kijKj>ldt1Fn#_MK59
zad1gJer>Aajy6%5mV3x+J7g1-3E>$yw666F`M`vL+1=bL6iRJI-Y1C_p6sl~;8O;M
zj@<ho$<R%~wHRjQi1>PqGgOWN{LM+V|E}p#R=dx|I<Pco!lVKxY2`*PJMhGssSB|j
z3@Q9Vxp%fuT5;qhd5stOvAyQd>wso5rS#`0t{gQ+ofzMql1(2I(uh^*`<V6gAaR7@
zTSq5_gMI|sG{yBwCmp$vW?jMf^GncF)fxF)R1mA=`?Zg{H>WuB0C%GhK!lmtkvn{D
z%_eCc<-`c<U?}_ZJa+cUcGp=e3_l27?0!$AlGS+MZ9R=h5Cpy?aW)WaEO4b|Wqrx3
zFj<DT4MB|0FrW4!^r)_Josv`<7zmWx^CL#03sciL%7I-5<L1!F#dJM0L~=9K9Wr8A
zA-FRQ1Xji%k%9248Rg-D@xN+@2i3iQU=0bLz2jx~aF1O5FyRNj`qq#NrtBo5F*m7f
z@gFA|E6aS~rZ@3<Dx}aP6_BvV(@&WT;p}_}EkNUC`&1~ud*}n*<b4M{=cBp{LV;N!
zUeOtR4NAH{Vk7Ea6j&IdeD>-HhEmp@v)F9@dD9W{Vj(-}xP1r$+7X7@uW?EkciSKC
z&CzZ8N$(t1R+>SDy&%yJQM%w?y=0v*>^`dLwW$Vk;mBF@+8;-|+8&Rsl*T9f-QYIf
zTx}J%2S0Ofg|aDL4;t;-g_&OV#PRq}#gOO@u@`OC^-LYeENGl?={l2=XR%fx9XTno
z5*g-X>@_bIHU8TM{I>3v&=m#D$HT-F;}x90VtY6@x7cThG>(slQGWZuZjSJIA2ym}
zaT0{ET|-;B^pP)t1j!?Zb^rc{aQH-7XamWC(^j@`_0@SIYq_Re4Nc2f&9JW!`}1aX
z+SMhuQ)IKeLY=2AwV_K7#7>8&?@8zZZ~BxpgO=Cw>c&S;SXMoI&Oz>)aEYULsIG;X
zH!k(pTcY~gHUCZQapS=JCDmc>`*>2Ob7s_Q!AYxQ8+kOFm)P%p&RUInvguVYcpl~p
zKr(BmOTO@1`%S7a`Yv-AU(2b(H1y+TRu@JMlf5<(BxI0O6A;h)Cq~d_=cH`GVW~Vl
zp^1|f+QqhFrezcI^lzVS;wWRB6*`}R*mLLQOZr)2cb`Rn6)ok&8Zs%4SQd=~k8V%m
zlU8`p)r_<`jxD$Lus*%o>CD)J9tXh!Fg6dhssVG)#WeAC-fvV7pCO;>UyWpRE|MEZ
zy!J`y2t^f~i|7_)(Sfmx`IuS3oGJ4rJ^Kh^uY(!U**=qE%e<~mCdb}3)HkqwyImL<
z2WRK4xv1S?+w%c3RgAQ3qkSdQBiala;l+!`#?=2fh)*2bk>QD0#Rm?Hwd1m9^zx+h
z6W^y`NlCB?A3Z7kdx#c^w5rn|awa=qBUXvHBDIEDJvzNsx7Te7e)$7K32dmd<x~9m
zdt3bN!W$8vXyw~I+vFhI{%VL4OaCWHpOxKASf7>Z0-Xy~gl}G!bm`YH^l5(d-h@9i
zoG88ww=hn&nxz^nUyx&g9kY8px4)j@g!+#=k+5=2_VMXxD7m4IAk+qDkbV7}`haZ9
zOLEFziRt@~3qR-`MezH1;sPIlcMpUS*V*l#qqb06TeB~NQ4WNXb%M%9=lLPKTCv(4
zl~huWn-Np2UZRw+y*L}7Ql>PP;}pLfxT)bkYfcSW4dEUI+A}TUnEN@V=o4HjErgq+
z1tV;@&^(|-ghXl};uV<NQzsYgEj8#X?=*6U9Z1!&3F#+ehq@-Q2SP2SHbGNB*mrY?
z9)z<%v&SL7JkNxiFp*BQFpk*xDJ2f^ce_jcxtzITGDSw0jAHV)p<t9z#W}nyl?rN~
z@}lU$_T=rTRk3@}6y{I5w<@rUq4Vl7mWXO-CmV7xzT*LB*;B;nLqA#~Eg$Q^?%ZM`
zneskS>0B-8L0(EDfQ<Gf-ggEYw^lQIkF}nV<DC$az>OGUL9o2!LGv$cBl(<xtn^L1
z(C1<2(MBGrW~oge445DA5f6;o)4x#anDYtige(+k*9?R{9S>=AssGKRNGd;97p5EO
z^hL3rTq&0g(3~$<zqZHWvOj<|E|yckwT%O{%q>a4<R8-lHPTz!BYx9tTUz~k$1HDT
zznWJEe)ozMZK2TMoZpM?Y7MJK7c>}$>E~E0h$<1VwpQSGX<2L=$g8Dpa)V!e`t0IA
z=^Xg$l2U!Yr9?P=8VmAO;2#1labL%4XzX<1;^E5~?(B)S4=|YF#`b=Tm75c6D=rRZ
zu!kb5fb7`;WBv94hJCI-l-QCC_a#yEbA0rBz{Q-4_bE+T@HFc->zeaLv_j(%9yX|5
z?F(PZ`E<$UWU76Z4R?Ud#i{sr)1A<0LB$lshs?=JtW>RvjGxfl7nqn*^XquDXkfG7
z@q;G&7ho%N#~qU1yFX@~&8-oVebFz8Zjf;>w?;c4l0mL5F^?L9REmn-X3K!pB5A7t
zmo2t{RVcgsl_`PfB?+`*dwgV$WQofD^73H(_HehJwefs$GWNmFyZ-6rUj1>;@kH5*
z&m_8sH5#cWqmOl{=PcQ6Vw3g^+e05s#eww3!};zidL0m)nsd9qsRI`Nt-VJ7b$On%
z#9sj3-maoo18!EMqeE8XqjZ6tA@WcgY{c=d;Vkl&n)tu?tT!HrgG|D^%-1Yu{g1}q
z-xk0ByKr2M_i%E}1Z~^->5-b|jB5MjzEW<1uc^JS{AAJNuBr|t9`}su-j<|9imiJe
z=Nwrd0xJM*l(pNiJ-XZtBZZNL_c-V=o^n9sJ;`(r48DM>n7bwgWa|TdZ{Tg6nOpM;
zU0beJxhmjKDo8-O3efScgH#fPZbph;*dq$aWA~L){(RVAC%MZfHCV|HNc_#ZlBz{8
zIFCKchF4nJZ-pzgNYu}2QZatA;QI4Tv^J8oYCOvMlOfm;x0o?Wp}N9z%hdGX-5Fo|
z>c_|S7w1lkX|i=f5pZJDVBsC}5GHIq-(O4DhDp!z{X&XrX)p!*#ad>FFJ~%lh6wfS
zG3&ZI#GPd_Zay@Gx_K{J-8xQ7#L*(Nt%GtEXzSaEn7gQb=~!9YF6SvX=(x4-iKfY!
zjPD>_eQ^GJumz?21n`N2YL_Py`~Zw*R%ZC;wLmkMra`>97WWgu1NVriA1@|9jL~~f
zBECwJB4Xp*&9TK^yz}*JV$a6!dEcU*+=AO#6dgTSYmIqV)AYW4;=fb1VKm^P)qnq-
z8eEn*a1+H#PjRIz-LsJXRzZ6MF3V%DRtw(``!JCg5A=t@UakB2;1_8o6QHF2N$6zf
zbNbPmDS$8P^)?m_xu-NR*eaPiFKJ&h9$3sVv4(`Acvw}g^LWh^{=upc64r@zr;7W{
zNm@M7yW8g-UUw^0uBtFM(!Yo8!x3J(TwPCyG(n}nsib7ZjS^fiN#V*NpKlY)j>Ie&
z!hMuzP#8H>V;ihy(9EN^3W#;`>YYp>6ygT+S2*W7UR@(ZtS797xG{dQ&*o*Lgawu?
z;HZ$ui9B|!e$IXuSgydBx~J)fVM$lQKeS=B*NQ~Q-YVrii$zf2V3qnj$IAKzdy35Z
z<-w#LBm(j9ylBiKrpt6{`s8iLd!=@5(<osVAFsW)BTHnj#r}151K98Lew_6?tiQ9a
zcl-8D_(!SIkNvJmi!e6S{Y_5n3?`e5@kQz6)DqV94j#r%?p-w9&tY#WDUCC-mkaG|
zl|m_D479$LWp+|!SV^SU>C(^IwrN5kb<Fm|xaF`j1N#g*)*U%Sxy3)hIK%1~xcu@h
zuO!BlnX~~j^4eNFO~ABNUUZJBQB=<C-40?0jyMsq+q|PDoA_Xt{cde^k`*bZ%FhvQ
zJWZuUxi`%+Lq;{hd{8J|a+MCK;1bH=D1ie_Gx0{&`epN4gYJS}T*~1S!U<ujShppk
zGOfA+qbQ<sv`>{@H)s+=v7{@9b9V<!m14O(f+e7H%_3ii4US)j!2<@q+$Y%yBI&3%
z9+7kZ!HM3X|K+5CV~v#$d2XmS`7!HN32pI$fr=j;&bU9QwVPu@6`bj8(6jBIIP-5T
z@SHwIWcFjOFj6qf3k4I%hw=a)__xpzdPvV<vtSYKqC<=}B69I(UA9YHV=<&!O<%Pm
z@eVYzcn6v&(fKu9g^!xTP8?^7M6vi;ZxO%(vqNAA0hVoD@D{!6uSEoIjjfjRquD#A
z+rgn;XC2}};bmm{%z?W&Un(?@%sI|w@gSFapIJQI!4zXEuCWhy2COv|QN;I`wm;6u
zV>1ddmip3(1%+>ZH4T4fsr%{*f+O+C+W8#zmvF*4e*(Vv$$J1vNIP)66CK}R%Veiq
z=yLRv6EF$rJ=KmMor~%9#J-Al!s`63>Q41gHsTPIg=A50b7ZDIZwj;~jnedizB6`5
z*bbpHEKK`scn>+cyAN**-e1UCPDr1+`+BkQoQBshwOc5}YaCzl0?(N%C*j;-b5y?8
zC8lpz|0}|~?ClLCuZ~UZbGXZ|Y=631?XLth18br;%!kO^c+V~h?L%Ww`}}4`L3Ctl
zYk3d3xb{kVXl>9b9>Y{B8sqIWKCGNPSAKt%G|21+zO8|}u1FTQt>+eJDy9ocFO+1+
z*d&gs9#24jI(*Iz&b(E(h_}Qk)Kn7+VeYhRn`EREGOcHB$Wkudn;)EljWpZeXG;NE
zWLf$pXEbx!hMkU&W0a168f4eVxh6C@1El07&Ae%Lf%2Av-T|oAUOz-NI%U`2Ue2@C
z2d}DFbzWC!mJX{;kto5UEGMob89;Xt&YD30`}ybsF22?ZowfzX#pQCxt{Hx=Ktpvw
zf`Tv=ZqUe`r6vOgxkcEyZAynoL>wTjk<t{#dcfIY5%=zQ*1lHp3=C~Kkab4c$<^QE
z!~1I%fFl)rbatL7bvTx(jw&ehi(c61p5m`taI4XCNAUjW711?8Js&klx(3&qFw-K0
zr=Ds1P$NbzOLvf%{Q)=Uwxf|AkN2ww!&mus*44+Tqo50-EJgxFE8)AoAA`U;(+HPU
zQ#S@LmM+vxm_gbzV)3WVJ@h0^lRYRs)`sAjP|mH*%3y1g^FK8=-^4}>Od{)5M>S4*
zu>C%6b+Xm)$;a=qklgW*2>ihqeklJXfuV32c6cfm{W7VfHDlOWfP+0RQZ>vRG)UTe
zf#$Z*er&y%(voNF!q^IvI5Q96OrNUjo~kOXXB~ac-#7D8+z}LxTpbp|8*pNn)JpuK
zfhW3c7b&Pez@Moae}+^OqP-hyK}To6ianG}X;QOa6_-RxCo3@x-IjHI>~$W;Lm*e|
zn2DQ;asw)&i_5nXQg`F6G}(Dyg~C&$yd@0NEgB*}LmE7(WqO=G`#b<AGi?2)@A|4S
zZMtjXzCl({GUhfY0V095eVWx5&z2v9rS_X>MI;onIr3OTbP1W5;V(KaHDpX}u-e|{
zQ&QGHZt*`us*DeZF_Z?(sAHc%T3|ZUAD&Z;zs%;AGl+|Dyj7Ja__&o1f`gqBW}sdk
zDCQZ<J&iE+)W-L==vROSpyVUl4t>wHbD&T<S|`k<@)1~DHlkoZ)1hLGqvWID$xD))
z@!WS4&L8@g_UZ-V`jy9@k!VKqf>6Mk9mJU}G)VVqWQG^v-eK%CApsXf1^&usF)_Zh
zeWCX%+7%_E^}6vPjjZUY<2Q7zwYRc_^K+G6P5leL5VsYlQUzc~qGZc(H@?x9#UF=t
z!0=~e{0N5QO;Ka2Aww0pgC!VLy{%0&)ewvq=<#eS#*E~kE-l;#C+)My&cH@uXd+44
z5Bi<LY3|S6hEB>>;q+mqb_f|v6x_*i*R23aoZ_5K&e`;~@KO5OA&FbAA!HR!oeR}p
zSUsc>xB&h{Ne1v%8OLl<gf0kTCTd@Nr$h(Q8Nu<YO9sx4Yi=%nVLgDhwGbRZ4o>*2
z36BNMDV#Q}K8r*7SU@OPIS}eK<|d@WkhHieA;f$7+>us_Pk-`{v@Yu#4^v5%PI*Q(
zp|uhPQAJK}{E3Q%zaQml8a!Evy8qkM>&*4Zo9x>YU<<>B)capFS-1a=Ci(c-{vVqB
z{#Vw;Z&CZYKIosNp$-#tco2WH_w6>+E0nJ_6pWpT^&6>EW81Qs9J0H#R^8I9O|^A+
zAIpLe2PelYaros~cgv*+|6?EUwzHLsPEI@uyvwlaneqIVU^L+QWvl!3-}$@k(U~xU
zZU5*37&tLb!GGm=_nbeDO%atIqA9;!H5;Q(y-t#Li#*>fZk<1MlZ1yv3-3x~mWF(3
zyk6})zdzY4z9JnJdD=VZGX_!s7h$EVBjbqNZlRXac+Y&l!L0)kl2?C%wR_Tt+_$IA
zHTD*MfwQrz+&5P~A?JAIL32<csh^Ke!VDuI(bA#T<s36N$G8Q)V!WCO^Cl`i3AtGF
z6Q1<WvEnr*?XQkUpLLG>j>0b7$!-WCIKU`n7wmL?so*M|9rb&vA2fZaAh0^iC5&=@
zsPxY66^vD`&XySnGyjxF?sa!f)kk}DA*V~?97%pqYBh<z=H#ZHL$krbbRaAM5WN6g
zt*d=-BFJ%guX^1L|AuTMuZ~kmH(f7a_%5Acg+eQ<W!TZnwIS(7Ep3~>r^Xx~b_+fp
z-N1eN;o9sglB56ddesqTxcqmBE2qgRpfy7I>CqXTwVjb@Xmjq_1$J-<bC_KCOo=X+
z=iuJOH+HCwc<nH06V;P=uP&wc+wdfi%l!kM|KLwacSVhppyJn@gM+K2v028?O9QJf
zn<960pwgYq2)>T=WNo8iaQtP!WPs1(${5<$y+SjWdhBcTIPw?umL211x4eK&p74{l
zul!bbX5g-Dx`5Qp1)$Z4b7wb+6mD$y#PYkuHM>GE?wvH{vs1oYzdD898T}KGR(%QP
zMdpy(srg13QvHiCx84HhXllSb43ZH0=h1cXi%`WBDIaOCB}b)}R^#T&^Y%71&taD@
zvC{BkhuhIW?0wyV*X+zEvM&RR4t{TYm+JH>VMNBc*T=3G`7voo5dL!mza6AChx13A
zN~Z2$+&>q*3am~Ku^)NA)a)(*4x71;L1{4dFgb*Xd>V}93QspZ16r6{C5L#cLx3)n
z1Bu#^C7yy1U~B+omVqlWPT&1IqPin!da@?wg6j!6h!F$9pR^B#p!-8SE#l<ncweq~
zP3#c#v(A=lbk0f(0g3C^f$Q_&YOEhicA*~u`n)D`n*G=hBr9{+k*sh4BEx2WV@}+x
zY~QU)I?^H9+?wnMH&|m?C)GX@P}P~U1GqPC`lK|o*Zs4Xmkb-#{h(Ct$3^r2m>*7F
zt#c8=(&hJ~d!|g;`d@&+X(;BqUz-)-Cx$L@3%?UcrCL6cr`fr(XvAKLgh}I9d(OkJ
zAvP0&O<UOvYlzyeE%bSTE;q%lODGbt6BtW>VA~w6H?WD5r^`(Ns|8yb$!F)OHCBDI
zZ{Si(V#*YOb*anm4<BDH+<~zU%b6KWn4p{rl_P86)LyC9hnM?-nwhZn?-JqGRKDtn
z*4rH}YgbOvp)<)AJzE1%zH|a<zwA;)2Bxw&Ne)zadg(rSb{&ucaNk6K$6F)!!nEM9
zXV<!Ba6@i6rjCzYOTDp(KD3ZJF;{&_@60152+2cAWFBzeA^0R#2%VWeoY8m|9xjB>
z@4DhdYft3ELtfJrQ-vZGcN9!<VP%Z&kJGcHEV>dShEu}&7lAmcw-nxu|CI1c^VPMP
zh+YK2!)Fo?612H|pa~hi;(|I(k{mm72pmoq*d2Kxt(}L*cj5=N^SL)baI_Z;*U^h|
zN88ac<D!x-gNz6DH~$CtH!8Ra{32My_caZ#UzhDT#wo4W6n+RcNKmlDnB{~jwJSo5
z4YWjAc2m@e<?SG`b5fnus<Cj6XFhwgg@HYWkL`Z$(lurRY;m#FB%q(@2g3>r4xJf#
zJ#G+;fQ<)o(Lsp(q@5-HDjj?4Jy!_rJ-&GY{f54L_@9q(?V91^U}u8FI($?<cVw-;
z>71rr4pM!{u}Sn33Sk0b`0wet2dcKj>T*h*J0W>uDAhg!eAOn?V!4zeR2banZkjd~
zAT;X4+I)5ZHZMLpLPsc%Z{og>xJcI#83m~n1HOk`FQl*?@`Io5#m2P*Dcvh?2Ct=>
zMNarLv>0pH7U~P(8Izp3F~Y?EaCJ_>l|aoFo{1;ci9NBCiEZ1qolGV<;fZbAwryi#
z+qRwD`Ri8Qs{8Nfe%Q5Nde`b+>r=~Z8nS^GErJ;E<^hUNo|K(gqOZdyu~S}f4n^K6
z>L084%HXwlAFDtHMe-y?ch$sBW%Ce*pQPUrF+ru-@qxxAJR7~;lu=!#86U#*i-O*<
z(W85b{@UfyW_}M#pyeX!e`74av&SQYmWqzRS*;Hvytdg#%-y|Y#0lakr^!VSyCar^
z68kk?ylQ=8>h#>nWc@si7||%WRBHmH5rUPU-ei?1fSJQe+YBgWkMbto?ArjhrD%6X
zOF6Bhum<HyGdJV691h30cFjGD#}>m<)JR_kL3bjr-Tqi}kl8*NrWl@C7IDPI-X#>y
zw%&U!ty29Y30jH`QKwu}9_di4P<&RtKcWUB!5m>pu(tlYDShj9!b8{fQ`MO)s=PXn
z0hV9a18Yq1moyicqPw<D@Q-FRTy`DT^l@*A_-zo+&RqjgKl<-u1w7q=X(zxYey4hr
zZkOM?7Hv1wvYsTz>&u<DW#|}HVW_0a^Yz%_<W_9Nw7;#Gd_97|<hn-zP_nR!dhl@P
zxe*2pI0C@GdZ$L8>_h2Lyx)r8<C!t4Y%5-eShm455fc3tbb{)8An+&6jO8P`CLYM{
zMh02kFmuD$Z@-&tW(J<Wy-7M8%R(xc>|J4x)X4B2@s=l@h<mERWoG)X`CQV9AgY#J
zVUdIGpzwLn-S!}ra1@}B@pK`jOB4^z5(CM=f8W(ylXDG_U3&|Uqj2wNvgLv8-RKRl
zL2_!|qIJMe#55Ml$G9$EP~i@O^9vsooq`_Wtzm>HQu+}Q_30TY64ZBJjn>8xLmIH~
z@(u16iCt;cggFm|D5XI#^eV%;bUNC|&*kAf`|$K3G2edDkQ)36RGp^u)b+NaH|F|g
zkD>*>puWR~@z(NQdXM|em5IsYWBXj44Bc<pOytQ`vDuUTwnG8&2D8%>-Io!|Gzl8C
za_<_tq3ZFsUOgSMW23~@l@*eyuG(j*=tx<(r5V-~#(mfiNF;xm9lArC<I5EdSe|8c
z6|sT+ffj3e^S$4nnYw@$Nvzi}s3ebWpX@G~ilYR^-gyV*Zs%_#rLndATvY;7R=r_~
z-Mpwf3PO9Ig}+DSB5Sh>15h7NG!?X>J97q1M#OKf|7)GQ!hKeA$0!X0X6y8u8Jb*<
z!mmv=hGy72u-`CP^R>aR*<F0}I&JC^IB}b`d-L7Tv;?;U?t6U>a8?8<=&Nc_6+T`U
zUY%0@?iAVDzCmlT3L-E8F`L40B=6TiN6ndnZJ>G%6YY)f=w=Y!AR7vtW&|ii-x1|r
zhgjM|10$ph@!4=Vc7Sd2SZpL(y>m#oF7anKtkmpS9B{o6p#JDPDwEoQUYwo^8{~?s
zPYQ`@2b`q7`h|J}6b-#fs*8qAB8ZNBUgWkY!ESrr+OE7i?`(>yP@V#0u|q((Cp5j?
zk#jy8uuzYE>w~@?V|}NFVFRJ3#Rq*dbIlc1E=N4|hu3w$7si@3WB(HctoK8wTmFs~
z0!$JFbDS5NF_<3G&|!%XV-jr=M6lcrJNuN1e|^+Mhd<`uJk<zA&d@8p5}RUBPq!=L
zNsy9GEfv2~CTec!I-+FF^oLLNJ9Ts{wi*uh5zrF}pMGZu3+ZdNUD1UDq6Gooe%L#Q
zIEjFrGe?>p2ZS0x-K=i>s#;^(P=y-1&7+T$mpR5kU1_#GU_d`vk{)oAnK@DfGdeMH
z2xDIDK!?e^vD9p@r{k@BrRKs!BQK#I*nBQM*yDXl#=in52D!NX+#fBbT_Fl`7UGMd
zBvDtvWU7Q-Ow!if%hnwnfv+d9L?Yue5qT%Xu5HwBl}6D?4+1X1*U4iyA($>V?TV=6
zPeR+fF%UcPjYheq3K}Niw4XuP0h|-4%Doee8eo6kuE)L{`=>)#2%)*POG_ZdQ!(NM
zu5jO9?Cde0f-J*0CC_c!h*C(*5CjpONN+Cbq+P;vBUuKIaDpUW?!v?`I}-2wzgc^u
zENrPiX42pEuvfv*-{$HOq%9koY<3nd^Cab2+M-U9bl7S()HiP^=-TGN*N92F^n+(D
zaiZ2z;Ei?IhL_*Er6=il#<si_t8J{oU3NnD;QpQ~2c>MYJ@lA>)dJCH<c3W>$iA~-
z`+G;uinG_QiaZ6)nkvxi!67VLDm}oM-;n8uTJ0_{%;;N}aL#Ewb>Rs2L&)-7$@`k0
z3ynqET}A>uJau=67Ko$^@;BsR#fhEYZXAbo2Y)`#9F#ui?U_Th?XhkioeA`XryxoU
z*>Be!fo8b%)Pn*OF2DwoFu=0AOO}bwHd5;#8grx*r&tvrd<}@O{Pei)M9k_M$+*@@
z9LIcgw5TyWhbrMszH`Ai8$yh~v93KI)Um`NwxCfrF9vGPT19Wa;wf;%il4-Y2S&mc
zw5nqo+(-=T9P;c~gY`)Uz(H;day*6%kaCOAfGq34T)b}vi41OO>;bngR-X7Q{a9cV
zYkP1$&bhB)@KdZ7iqCax)bMaCE}ivdG#uc+)Yj_CM6nTc>&i?w7pV!PDXnDOG-5K?
zY!jIl0IbCx9I#vpeeesM@Q~8z6r34C{f<Yb=kSnYIg#J;?}9?~2e3;>5B~{EBflQ7
zL6FMX<8}EJRIqB?m26>tq3`;bf9cwQa+r%RyS_#7hF+*yrQyxTRe6#@1<U-Zf<0^=
z0<rhY{SC*8Og@LPR1h{I`P!x)*zVgW^LEmm9IMW=3I%TY>(@hxq-u?0rIj9fRMt1y
zZ-`N+e?E%Erd4VsfS+}JEFZ@rM3C32APF;O4jNjklOXKHmXUD$aaCWc8dqQF-!7^1
zMdT171`13_cC-OKCYp52hzPd!qxWLe77TIiy44lcN3CA#EYr}5BJR{NZp9<>dC(|}
zqRJAx*J=C>lZB>zyeuFDM>KuXxFhk=$21B3d+$dr<3Llz9+Ca*=7^d8_Lj&ikj6ts
zRgckfOCPjcIqfxbDf2QB3H26O7c&d19^}ZDwqqLsDH>PpL|sF09$$^2ZW>}^!pkzM
zto#-8xvikHPEAv-3X(o!R<!Y6tEi(5B!{1;yl@$JWv874ih4o*j2z!G)D%shY5t40
zJSjn|s-(L&*(xMDYZv)(#}0rRgs>MBq~khj72~@wls?`4PKBM37RN<gaWh@^O+&kJ
zK2l{I@Rw;OluA0B8J$9WQb?NkY135YOJ-L)Nom=+DyeXyC06h!8cLhIKUCZ{U_d7p
zsTQHyE2X9_bGyfE(|?TBv}J`)bzGlTFJYhu4I20Zs!@_!7<iW#Q6<3(Dm;l#Vl`&u
zg&o>Hrp(`k-z}a|u*w~dwM;P+fpgGgMqEkT469qM0r7fvp0O8ww~21rHcl46mG8A0
ze{&yHBX@Ap9<$!)B{;;iEwhqP@GOhYta%i(!_BJUI$Ym3_?5s`c55yS#a>|Xlk${Q
zh`=QHIKM9%ihHE|*L3e0NPF}rNeFv;2`2b4(YSF5uoNcFmC`zosO<biZa1^6!#eg$
zN6!OL&kRok)3^}yy`>&Dml`iOh|G>nD>srTe39dV{s(DXV}mmS6|9j)lO4y;4&Rj`
z?v11e1y(%(s*U!Qt=oB6+hWYRSUe?=l~lMZyU%&LtaW@^U1NU+#DB8?Ha%L4f4_ID
zY%1Tn4-vL(sHtPB8qD(p2WcE9%+%K;wm)CI@|a+9j$W@SlEuWd@5Dul9d;2_CyWHT
z=ve4A=G^sDEm;tjJ7A?Glp$>Uae6@g9-O)_&uM~#9tPZ&a(~7@zB{!;Ol;LL-85_!
zuss8_IJdK{9TWl&`Wva2Ss^J-R+9|3X<IRu8y--V$qx1tR=U?wxa=~^P(85KH$3B_
z)Mr)HJX{^aHz+9+6q0;BG^wyjTtktW5q&pmk*i(11|P3RtGtN<7ncmbu4+Iyr2_H$
zZ4$=J6CN`S6sZ-Oc!ZRN9f1DA!%1hdEBRhm;F@~=(>VYOG<0}AM%cw2jTmhXBpseo
zi7wa?a}B4J@2%3ITU0s9r{tK5b}8Jcj4D~<Z4m}a*ku%Agce3FFpB<(K`1v=yL_^=
zzVe_3k+s5~1k8Co+^1o|v69K6bCxwhd-l|?J<7ZUPz2?MK<d|Q#`TN+I<wm#WIkp`
za^J<46)KwtCGFBqpQyFOql-DF3z*yM6j6@fP$6{$AMSVco;@`Fl4dzX2t6#K%0Q0k
z(=b9p0E<1+FNilhi7fE2OPQb1h!Y|8S<;9rh=sJI9B5C(yHLX})<S@*tV#>fUh=PK
zLi)EcaueRv-B<q&NenCArx<(DKQO1X-`wl8w+k}~B&W;Akdv2fi<Vb{72s7Hsrd&N
zGUnNxww=1?c{~OFzz4Vf33Zb7mG;Z@rIM$>iOHmQOw8>mXynJ4{Ix<sq`s1yCFy${
z&Qvd($R{$&z(rr?zP&@5qR$bY5vC`H05ssj4mGRm2dBLV3Ff<5JD@M=J8^f&74BmD
z&fF&e#OnQIl70&*jUx%Bh&~il%biu)KYQRZ(Z%BYM>A<<v#cY`(5C&o2@0zZ6Qn%d
z1kB^bH&Ue}48sY&$!s5OQvfPlqW!rG_K3_CS4<nJ!qS4!v3g+Q;~9k;ST3~Lt&r4<
zk*yOwt&IZ`p0OV@PqeqqJNjC2M_xx}y4+}iR(%-k;E79hHO+;Cr_@Z8QKBm3#S*4B
z#1zyivu6TnJqCUu)EhjTVD{t8yZBAG?qhjCCvzc%APfq*hYZnNw}+&+C6Zng2D391
za3ozxxZ#wCQ+eud@^SGKMj1~AGl%S4|DR+xz=FrXAA>~C`}uM`yhZ5Uz5sfh^N{Yp
zJTrw6BFNB=C0<WH2oD-w8V}C+QdsSt8B2)%^V1PIN)}N(I}`L6%2R9BN;-t@wKB0E
z5FYUD8J@Mnp?!b*W|uLj`7!tjg~XOx%L8r;CBl`BZh-=w3BJ7pQM4z{{J<NmkM|of
zD9u?QY}#a}F~SnxE|8)19~XA^r3kMdF-I$2Tvk{vP}Md$x3?JI^W*WkhY)V@Mmf*x
zIiA!I#Ulk-)jxSm-GUYu14d1UlQ#mJ3q?dNK%<DjDET30WKgI|TJ#hPLLlf<jPFkX
z!-(J%v`gsLh<B1<U&nm8#ZN~IJZjml9yL(d-_dyy*~A^`z`})Gkqi*AMP0c>&;@xK
zp2@!^l-B<p$SwczbO%2<oT2l#oMn%?mPS;v_Z4xaJj_!;OE`OLG7P53FqPCh^0pMK
zA?elQ7XdIT!^rT)jR^TTC#U#;>`!tlIqZci!8$$KKLUlINX4TnWUD9vEH)-MR2%UP
zn%o7ei39FiEAeKS4?8zOL|z1HhoCFnBqEJy)tPp29fv(g)mZj!Xjj9T4)s~p?&RgJ
zX1Z&4oF^O|ir{=ZnPj1#9uKv<(mnb01zZLM4iLsRxm!BLv@HSsoLPCRohq}S%3l0-
zWh5MEE^GyMg(4DZtm)o9^3t_qunctptBBtCOQj_yk-(4s?<rLMxakRT>8z+_i$A-y
zx<lX5$B0~A)8F(OypE}66<rh7N}|EECCs2+DIO}BGZElwvGQPX&<gJZKGdq!0Dl3f
z_>ji2EQM6}yw^^3<PlqKgO{C;&?`-hot1c0f~W>ar}@2J7+7jtu?|M#J?qFZa=V-e
zE=7Z_#^kD~sqx<Gxfk>lG6DdnPJ_LxBJLBB#Y!qWu>K>U^(&g^Wgn6&XKRnGLB(tZ
z)_ELNIfs;19yF{FoNRhf-{tnlh(HK*rM17S7oWBML=ixAmt&`@Er$-tQUHGIs1pn0
zUfJH?j$+A>zI$5`KaV@*L*0#2IiQ^s4=-M1jgPd+0G)5ebK5a)Wl6$BgJNK<f@|3)
zmj1(HqyXQtOAF}&J1~eO<9GjU0WWG&?oKD)lc`-*6Hgv>#~T&04H0sLSquXRs3dx6
z8mN6d^3kOlf02?4M0Nu!iNI3`<Pc>_ZoGr5&Tb5isU!V`{YS*t-~t^U;DF%A5MtnQ
zJlJ2_*?XKs+|5JFq~lqRn?~OdmF;)3X|ZRgqAweZWN0yYfgOA$PY_4NDSV`I;Y*0P
z*}crZ$*_v_Icy0lum1e<^$*lKr;za+deFT!`42;Rk6#@Bal19ge<ha>dW|@X16*kE
z4@OBUMUJ^LLpK{PuOpHOU;5^@6$=@p@QcP!v<Gh{9o+6Pq}v}CKSQ7&n{T7lxrxeg
z$>rP}&YB19x(n&D2P6rtoU?Iu(D$`8;19P0-3#ck<l6G`fNL6qngSpO)sfn{!mSq@
z{6W7tY8_NDY<=8QgafMg08GfEJ!pxU#D8p(-_ypN{o!#B%-U*S{$?45nvxPxJ6A>$
zzLvkqMrkqH;mtkCuFE2MZh9x3lU2i_Q0t>9oG#P7{-(pYj9o@H^>bXp;F<h_+1qkG
z5mgVFo!LPYo_-60;Fkya2~KMEbNMB~z*tq?K~SWT&scnpc0GBCVTb_fT4=Tw<z(lg
z&YKe-sD3sHnGBqv%x)LFk&#G4HRs>o-oz51sCRoVq=N-9mr8Da4NL`-3_zk#f%Z0w
zNh3`U%uC9?*P>+NyA)T+LNXYrZ{QLv<Kjf*)mM-x-{IMhB=3VlAzbL$vS7!TE_+Yn
zNhXtRoEy1Bm=gdPY*uHEi<BxBOF@RD^|5nHNqwCRma)OgLDX#1+QZC|jwI;OIc~-I
zBK^D-$}Fadgc&0Ci%RBrLn7?dV^n=a&x^SLu4iMse1<IKhc1o+-5QQg5x37@*|1gD
zh<A1We8!Q5k~g54e^-ZKK@86h#Vqqlg}IXLih$;F2~?wn{Cw_J0vZ`O<qO%Z)!ZXw
zQy09@b)my%3nBiA0otx0E}WaZf-^%}ubya0{&xSdxxJCa_zM#@%+*28aOu>~uSrEG
zAP*<3v&s7WAwRw;C#_n$>-1$vP%4YrqodC(s4dJz=mGEa{!slL=&XV+Km2^?Ohl>v
z`3Xt_eeq8*+h6@>l*I+&U}0tXuQ68CK8KUnRdtCuc=<slx&hYl<w=$~1JpJ2ayvMd
z1~|bNzd@N2rqq~nm@reKDsQJTgIVIBHX~L9hhwg{;!Ae-@w@(LYVz0nQSsM@Nx$?b
zzx}y1yjQZ&?9M@SH|RAQ<o1&NZjISl$2SOC3cC9mLHNv5buO9{?q84g#{PU+t7d2h
zz3e^7gFaL{-#<aw^WiR?jSN~(4CIKsUwd=cSIyN!FE8Z?cJEe|sogGK?x~;ruKJ%-
zJR>WcPjlWEOeISMUfrimAbj_Xt|;EaYT@X)rT!Op*88T5kB76Wr=@DsE7zklRT<Ee
z`(OR5`;=~{y9Kt*6R+pCE3apF9{r8rC4zkYhm>waUOD|?g1e>M;gho)PuY3bLvGKF
zDc9$=JTd22)0b*PpNC|gp~}L>{;oAcMd5x%+7q^W>BA7C?H!~@xH&@lJ$g{d5dWN*
zET~Ap{>=V>giYD4(2;M}1IMPQ?i1ASw*H`U`Ox&KcDd+64GwO*=(u)%p`r%jh;C0E
z>)ce^l2TijId~{ox9mtCdqp~OTvBdbT6@)YJ8V+M{(P6)`}lvwzI9n+vYQ*09hqZ?
z|BBWBQ+%jR6@K9z@bRw4pVE+gb@wiX(wTW*_TXu}4oba0M8j%4w|=I83tj6rS-C!F
z{`c&BESG*)cc9sEdw=8%d)*70bA9i(qhgTi*xNtf<3%_B3vJtLLd7`$*P}ke3v{v`
zNFtNTi}~fMn6LvMbS!*q+tqVKsGz<XL3dk8&_O*EQc`Yty&kLV*7`gA`c?QmK~e7H
z;B9FMbkzjs);b9g1~LY`MQP;((r`CPP@m2-@N=*?jRahD(qmN3Fi-dGV4aSiAyw56
zaXgj5Zg@`{o{y0iHtKmR=nKMe1a<!b+&b${ck*o_u9HM{#0*a=(csO&UJ{X$oR@86
zS@X_N!(qom;F=a!s?IE<W7f4ZSm2Wch0||>^n<BJqBv15pf@RjpX0^^q@<d*ww$^n
zd@VE_G$WyfEl!>MmsVuP&NahlJsBEy30M6$h_BUq+o|^TDM=ZtPW-RC8GDd@nu4c~
za}^P%UT)IUc}UE7dfP`!gbkM!Q%BqLv3_%X`NE&R(&D%zT5U{L*x*|kAC&7J>FGdF
z@2Dn%T?2XOar{rsT66?c_1b92%IVrb|LT#fRz*gjW0vhL*kfsoNzBH0e7p_AvKA$d
zg1Y$p$78w(8D3XsS%3m(Y-n%{1Q_JzKn$(IMTG($U-aCCmkgQkwimP&MfJ+<Dp^<V
zPH$o3x7>4tA;Nfk8qH&98JCig8<hf(s>a{;hFioXMaQ-NyWaXAl{>1()(t&2Ziql>
zMBVa#<QpRd?dew>d-U5!_=M0JQO1xEiT7*m@Yc*OUK%-c+hYUSM8W|tTy|1wQ%}P{
z&-7*9<@GjnatC-0x(E~*lZeifL=nbH6P?dM9<EV|CRlASiGLnvxb{9Z_69gmEb4f<
zQ(e8Xl421-1<Ns|I%Z}RnqP@sx)C>Fob+pg<MJh+PN-Ayqy({qr01?hp^%Gz)jXBf
z;J{n&))~p3dH{ubPpm^e{Xd%p<Za2%rs66e?c?zlV#Z0hZx$PS{XZZV$A<Q=7*Qta
zj5kpe`{8zC9RuD~b>bE3k9-k8%V1Q6fF}sQo0?j1^M~;LHcaBN_Y)h+ewqfV3b0&4
zu{*<As{8QEdO6N_^J*ms-ZJ!jdFzza%S<-2wahEOJF(P2gVh;XvA$;+sXbjC@0xs{
z5o#AT(0tUhTg=~>rf5hUr@6((6B&56)XbPETOq>Rqzn44kLRDRN95!ni{cA8bol<~
z6xEE(*3>{Py_&i}g5x8!j9W9S(dQCKz3~w*uVl#Bda56321dI#;#~@vQB*@h2QPkV
zNSH4}dR1aK#IQpQ>L<>=Rn;(incKmNH9_>@u=Y<?=N&Jb11;Pht~jKvd{>FsNZFay
z!!~l1xR9?r4XV{WW;?ndpDS4u7UfeHgvMUjj@YF}#RQ0}Yai{XAc22-TXdxJ%Er7z
z;&)G1oC3;M)pZ|OTYS-UP&JeQVu)o)No`#^1P;Y%#nP_E0d)1(7@9%ui&I_fBN}Nx
zbF^4-cw!Cn&Mg*=56YJ&oQ%g~J=9@vgci7U@)XkPQ$Hq`5LX(IfZB0t(6?`d{!l2+
zSs@*_H+c68>7y!EFtsY%@CdwW4MiHcge=Zu;qRQxfH-yKorOnw$-bXA9g9D3uWM<S
zGrxzz;Ac6*&`0qWOucZPR$U=K3v*X~I=#sq&LoO7czydQzCWsp2^WWKOm^>ogSYKF
z#koqxz~-WP_-6GTMAlpmq<$>I`w3vgdF0E-Snj6_6Jfv%!H2D(;X+J&Vrhr~1keQc
zipEGAy!%i%ix!j1e<;T?V|D+CX0aiL)j^vmBg+84%gf0f+*7@Ge%a<IVZLE&NWCXa
z<Q{`npt1C_%V&J^#GVol(R^4<H*-a|BlsLVEu{3`)~Ol+NkO<FVbtCFHA#Q;o&M$2
zfAN>`psiYigx5nQe(*1;VJ_VYN5#htYRL%+3!7Hm7xkbH-~BCjMBa;Dz)phlY(vOr
zeIj_&nn5qG2cJnot@iU5GwbXW)t<u`r8LxL+_h408#;p5C}MQH01$v;+Ohv-0DF&A
z{lK;^IN}Hd@f*AXkdj$DI&g>J_K^93fH?)Vz=bVF-uBEY-^>>h3Auf?qt@56Cr4kc
zhu#O#!)cahh17pL|8&oYpIv=1{t?p99(@?ylr=Vn9ffPb)tz)zi&6r@55ca6w?26I
z1sl^pyyzc(<A1p$?$VcP8(QI+(2mZxa1^?+SM2$N?f^LC)hq#pMNBT3S;C~gV-b|I
zdI^qBs1vc4HAq6g<4Q<jGMna5CoEy^cQc+{9wgN0GRVpWG6ux2F>c)$Juh|I&wq0a
zHRGZLOXaT~sF9+WYV;UicGQ!NT962RAVw44GW6~0=W$8a?dq4i^OAh+jvi<4a;#az
z<<NA2OrpSb{1~W?#n2@`P>r=LJ5Av}Y+D0W<#ENBJL`4vYlF7Qis%Vbe;Up-3c+Sh
zKz|=$Hm%K$@5oL?*E0Ne%X#8?dCe_~QC$+Rgi^SM7`|VLuo*nV7;zUS1OecF&fo99
zo%Bp$>pjC^41h0tP#-SP*JC^nqn3qPs3_3~NiL1pq(=2~SMjUyjuiKK1IEztb13fm
z0!WESu1@T*P~7(eQ7prWvmaLr&^JF^LUY`VR)&*&0Py5_;Xl+Y9-QgY!>IW%RlvGQ
zg3cnxSQ_%&RlpQn3OcjPz#3?*H)}-Z$xKUt7V!)ygHvU>f!eVc5yTEHKVwd&Oo#bE
zHpC?8R%Bdhs=6hNNp6)5#CWi_l8W##Hfk)7PbEf}<rN(?VbQD|2K1rn-bGva#B!sU
z{?;Q496UJWe*`_E=;w!ub<Tc(q2_-bHbr&)B6i1jJ<=@7GTFNzB2R=St-U@t<G39q
z@FW)3gD!(HDlfTlzcj>FOkpJSatxINIkI|s{8_G~gxi7=oOkI@O9nKm$aMt~l_L*m
zpB48lIQ*Tb)`^VH4TPcopi~mhhS=2Rg78gN$08BCRoxmWIjbv;bydsj+6%jNR!j;r
zFgO-DT+lu*J=~i2H7_%<#+>|i3J6t-IS`>By`cHsC7-EMl=|@a9ZBZ);9rC;Xi`0R
zuMv%_`}U)QZDa{qhbjfZ8fNxNP&FX6Ntw;St2{c1f=n^kR!US|{kc@$&4JGe`B3uB
z<&SEEFvM1@SG!Y$_qR8-f<dFqA6-rZ>Ueu_fLkA4{b*=@O_3wLY+7q_xD<dTQF&(}
zp;}4LkYOKh8S|j_j0~dN{2^r)=pHs=Ke&{`*;l`Nmv_=-A$ZI9;U+2Z9%s=H!<0E&
zn!UXB!Vzus&bqH)6E5$IW?HnXk10CtHd_7`khtm=x@kE;ErkD~5OkErMG4<-n5nW7
zu3SDM^vNq1o1$4Pl8OGyRf-06CkgN(H3EU=PLMZHIMuyyzx?;k0?9fFq>obNDoQ^0
zYXME~N(7=*;OEYqAi^FdO&Rj_DtGn%%zkH|P!4!X;Ev?AO_h@?@d|@OqbiXllKYq<
z`r;g8TT9;r1uR>fXqGOD)h7LTaUKhpZL<o;Ypxh<?a6P-18Sr|ddJ@o2uzFUS15@s
zy-Q<8kPRUiO0g5*#GG2#plZqo((?LNSQ_-52eYr;Tp5b{)9*hH6~b*&0)*R{p4aVD
zWCC=9D!fDIs&Ft?_K20b>PS|dWXjCdkozFPfXbPZB_0Yfy{p*kRe3&?p*mO|Th|Au
zTwA-POfhve0SnHcp!E;<)_8-qj{Z~-Gt??YiP0<BcMRv7f}l4=&`rmr^2XTKk4(n<
zV9R~X9R0d5UFLx>2AUtmYnPptI4or)^TNW^baRYVBQcdBV5s<(*t7k1^9R*Eqg6aW
zk6G`j_|fA!j;nH-^@e${NmYh6Fu{(3S+tIo<7Owh)&8Tba!YL5z+7StdgxLdPewd_
zom#PTVFVb%?=5}cAbsSLod(9_+tJ<#aQ4D}n>E-Qi0D7#%;N~sQ6V<Un)e@qp-D&k
zzA7pVJ3F-A{J@2SRGnL>JHC>U2`NN@QDSNo+H`=YRE?q31^|<gA8I~*+xvY0b4wKk
zA=Q?_g9hc0Hd|UPU^Vs_AvR0}jq4y6>?Pm-#>8cCtlOO)<ng)g?@QMoypx4?xxlk(
zIP#Bbz2LA*>%4uN`27XK;1fHErc9R)Cd(U{QXOUIg}(VQPD5DlmoLpxWrb_n<m@!`
z(k-AL&Y<cE4e&_$@S=mgsoMGs7uS+&6~0xmW9>L6Xp>w}bqgrX{fb@!SSDNa=Lo^W
z%$}}dfrykrOMi6)-cDO=H8&Xe@SaUVD}N`NGPt_x>b7(UsRuFzvS3|5B-xvBC0G2=
z$}z}_2i5tFB0L$3#%-@me?#${X0FY}&-lHVN(o2BWga}zXHr$-Ixb#Lg8Aa{aM=V0
zHf^@<jGK8Uh1xKhKg2TY55O5UPOl42rKvzT))$Qig^!r5x3Xt#O|w|E?X@xTY>=@o
z(9_ChtlvBJv5Lm6F0fex8*fvwl3P&S7@!C<ycvOqxpL{Bg?Ch)`|U$r?-xtS6UqGE
zU;nbE=5rvB-~mvCp2-)yyq>_9y{qg`$DWY#Lp1)htG$&mlX*eu&91^;`mWEqERDe;
zPm^$vW@6!B;FL%3$-5RlBo6(T3Oka$T8(|bc>|J(fSK6C7;`GL{a2jkmF;95wY@vm
zKP`2!&x|iy?mh>(8|iuzp3VlxZ-$Ph?2ZAHT^@0lle|asn7=Vzc(Lw45kDjK_7o?8
zXwh}82gL>To#v*7W^+wmWV4X5^S5C))2Tn`%4oLvjDP<NQ5T&W(X`*vf>+VnRk(ds
zd%z@f*=|_VNt9HY#f?u@niiLUVP=VbCQuW+Tqjpu*NJWM+-T(%7@6x5N&Kg4D{3#G
z$F*UjiK;qh?|S%53PDo!_3!=UF^j!LTcv)%RQ1}VwpQow)wGJZK-*x12M)d5l4%wY
z4!K@qx*eq7IDg{kn*;D?miJtPp``-PGayZ0Smfi@z{Py3M2vzEM<<Y?!Na14xF|9^
zpXVQCDrp)V0pFefdM;q(;d}OPAKl(R+f^bx(_z@p$d-J!7a8;VgFu1(wB%Ptzh^(>
zll;6S<~!1rN7K$1^y45hLbr;VopgH8p%_hOqbtB!?MX}b$I<S;$R(ZAU{H*N8r<Lm
z*w#LDdo;nHY586Gt2P(=@OkkRUtLA4E}`gsPU-#K1WV%g!`o!iE^0n`b<t}+H^qH8
zDM&qi?oD)9KxN4BO6`3aFZ_t;QJ<XS@q@~#DTISjvN`(gK$9Q8%jWU1&1w_~zdfOj
zw%+wyMnXIOeBwmauwiir!+<`cF`TjPX*kn8sjqXAK&sw2QnyWG{>Ezuwp>4grsg8&
z)xJwf>^I`_AEmC2FNO&Uwd0-3otUOiUV7eLRQ-BGM`wL)?;n$*t(mjuSR>r&Cyn*r
zpOn+=NE4G|7Q*(3$(eHQ9*fXHulW11gB6$g4EwjuH|?(ESG)LBHM-4NCh?Kv=Y+Iy
zy6{}j9%-+3P5Q$a;6oM_2GOWk?S4ungCh&63Z0>1SM+5cLH!sZhrn~UknP4g?lZ$~
zhrc!!-8;zF&}l>|N<PJAEAapyTBLAQpMK~gQse|Xja^FdcNHNJ`nwmX*!jM8zakWn
zuQv3$akz<6u!U4?pwfhP?}Dgc*3Y>;N}L)w1&-J6=V93Oth0H&e|3KA;=nTm!G7`&
z7UMlGX>Vt)QjO)Ub#-L2_5AmXCgYdi!8YNx6FpH6N-`5Sk7VYyZuWVVU*9J|wjEmh
zpY#f)NA5dEemb5J9j$2))>?2T_WR-jKZMo8$9Y{QmXbT?^(>^WmqOLd?n|mVVZyxv
zWLSs~clMjzl^y*KpIo7xH&Z?;dYqzVbZPgWdFU%Ges@qZLGJM((q&2AlmDYhr<C^T
z7H9Tn3K$b@pLf=SS?d$-qkp{enyN6pkzny(tXB;6Me}}{c3*tZC5OaQezjInWAj@S
z6a$P_%WtGIyZUqw_NPoWJ6P83V>fGNxHz*4j;G}~KyitZY3E6$$W=_ut`Cw8Io<BS
z_35IVwV;es-el7<QE(6+&tRyjwChNy-*VgsmRHd|*6-Q~Vk5DQ6Y4ZX*^b#VI(7`+
zG)@ShfcIr*4gC_x0-3`Hau4E+)6`vcUqwLlTRHJfN=j#DLXY3KINf7mHPxnsJq`~8
zU&WpyK9=5<v!s84U677cZ%oc9cCkkA-_6%b7N5>ZflAJkCEVX;)FQ#QYL(E3f5r@I
z-3FQnp91U$`U#^D@+*bdN^`XfVXD9^6D__$G^h~C!@v`PToL8|v^@zW`R-)F-8jB7
zOvqY5$ncJMTT~%qeOGo*HWPvrf{KQaE?LkF{ccnC%a3?Wb>O(U03gxxqE;+VZEMgM
zWl{U*`*K9E1x1p%eRt^U5T!;-swey?XQ8`q?4&yckO(WAiIii<gg8J-c=#FXDSmqN
zRs7UdU?vj-#B)`HEFC!Re|R6JO#aV+m;2epr0Y#Ap%XGfpt}C&4<*9C|6HjnT6xHI
z!7E!}^Wmp#R{(?%yrc(2_K9&`u<yQf*-3*JJ$a{8vTqxSk{|M@B|LI}RfF&e7wd7%
zzM;4Fi&M=!4X(B^*zahUK8T2!GM4d)4l2hH1xjxLP!>AcaDCE+o$<r1e<q}+GuQo~
zq>n#dW?w>SYO+#RpMOa}GgEp8H*OzH4cM;$r*(&txI8?yoL>~O0)sSpWJ9oObj33d
z=;=-Uux1ZQy|Cx-W&mRe1;#V(U*ECE_ls11x8Aaq63|OSl|#IOB^XcGFnXfYOrE&(
zKu6H#fDmL>3kUT(hY`CJFJCy%vBT_53~$58tGU0Yb%Vg&qYJ|XQ9Qe*6Fp68JL$x1
zFvX~tfBEA{XA^Q+yVy_ivfZEmRSa!62nMIvBk&rYvHv|CL;yDEdgAZeAs(Nw_L5FS
z3-YXz?b;j)*!N4yD`#`LQA5nPkkD%!avm+f1zl&_V*Uz9c+4wrvf+%bqL{s?(t3MD
z+Q&clWZx(lANTU3S$^0EntuPVrl^+H>v|G%C>D$zgzk=Y)sk+2Omn7mE=b)@6szkr
zjAbaJ42v*~<c;`7e1Fn&Y)AxnObfKa+NFT0>l4*Mh8-vP$sxjh5$~E%gB~n3AfG8E
z0Yapl(O`0>@8NKDDXmmgm@emCCqqsPuM`{?z=1p(q{8!aZ6Ha3<+R7aDMj*|`%x2#
z<xvqBhY-^d=D~TZv?Ko$sj}m)0c?Sq$Z*nYBJ6j=;Urokx1JvqUjoX-W$(t?iiDUA
z;Usw+m4X_=Ar6LG?hJ*e8uE{=5pqAUFp!IgKrrEi3Q+0zTh4{@@47853>bVit#rws
z!H?*X=Z(L$K3k2Z!Z$el0@IfJFXo{h^|t9qxsrVN9~+oAri)%3Vm<74xtS(DvxRyb
zVl?W6(>gmJ46!9_7G~##jaV(g)B^3C;{g8BLK=;y>mdgi^%y^Cyh>a;<_y62oI&yf
zgH??r^0~ZI38pNA)z?(Fxuz2tVHZy2C;wV7QWpLF54_5b7H2Rl^_TvzOf|=bLd24|
z0h7I#(sf$^wci9rs;(j9=kfy_y^j>Nk^Ky-rY{>WpWwIPhFWn??>6c3+_sq?Go!!h
zI<^!Lp(B>8g9~pIi188s3d>=dWPl{@OH`NX68@9zYt(>vVT-p(kGy6!hP`(-({K;C
zafL#<$ge6;P+V83ST0^-t-t_}#zxS3=e!j8-m>qtmy%yN9F6fiKq%Z00!3dFehEL-
zr>!HFx+oJjhu)LQURt5qXUkMu#L>pvohrvd!iZH4z=MKSVYV>4WX#GM3c4p>J|WIG
za*%vi!a7ac^sAyYiiUQ?D40OpUC;k8EtsxKAuyrWn1)fa5jqGS!mv*^m-rp_#BBZJ
zBrerxB5Wbf6yJzFZd`#C|Ilo%g(HD?@j4fWU>5)TxEs8pU~sQB=4_jxDCGt;?9eW8
z80X8+@Q;FUj71qP2iQqKG>BJdO(BOWRnK+Cj$N4^SLrMutx!B8#}CZvMm3QBB+N=1
z?1Su}G9^HaWY)kLRypQzHVPf5-+PnGK*=D?Z1{ztRLUY?a6C5UJ=tcbMAD+*^*uRT
zC_i%=%XUWe!#%kRcpP4U#$t#rF3gezrHzY|G|^X<2EZNsZHvV%0g8XW`3wzW3gk!C
zs&RE5;o-@}^s#3~)e_7^VhU@vn0Vh1ApF+0uh1?dK*SGx3YMMwz=)T98<qi1-K_nI
zsGmJi(a`n+2uO$~s#|Q%k~tb?w*1^l1Du)Mxk?t{D8)0?;;3B*>h@w}BgvN#_BmS7
zdS_o;#$$kr&W&!yL5ih$sa3%RR@B>pJEes`hKzH3a^}v`!CfaNUC5Fl@_@CXF;c5l
z7~JzebK!2m<UME(s!8<1*}xR!?<Z6ouj+P|EG)WS5vqIn_=qoz6Q}lmzG@owXnP8=
z9}27ymT+<FpZdyv_k62OHI|q=9#X9cCosJ6c_D77JcQIv0qv25uRgIW*r)nH1i&8x
zO4k}l4M$?k<|i%WDSw?MRq17yI@<34W)^2<@Q1s{-Y|#4&s{TGyiky$v^(kRq75N-
zB!LeEh}lN%HR2XlT6ygr5*(!^c0LRRfMEq5v?-|4d&t1x+YPd^#Un5HE|rt-JBH_`
zCs(D;sj;a%fPyQB$a3CT)G_p-FketGp-q^qKWiqQjK@4|Ig^&WmZF*CR*!HibuA`t
zen$fuPjZj&h+zOtT+V%SrkBL1e&&B{5D**JFI;|$95}zO6nC<ijGxe|H8{pn7b`cx
zKO8kzb9B4)oU~ROIgGwMv?+5N>3e$Dr!kEqoAnP{f}kxA^Pj&>@p{*QpRY4bKs8$J
zCb(thv6I?hE+9l`<J1w{uwZsD`;PwAZsv(ieQG^)K5(;hlXYtPtFu>@!mLks`!>Si
zjf{BGqVX+S!mz$klh^MBU|E>w@;ZR*>G&N-&A7gN!26Z^@Mr}qq&SK8kQky33|-fA
z*H2670#s8L2K+MnQ^6-Qn(R{80-SF%bQcvZ(llBr<<YBx7GF!E;uw5UqVfw9C@;WQ
zK@FF`i|vwATK<FZ1nyCnvtNLXzCn7$q+FxRhs)zFVaCrY7#A6nyOQ6hE(U$p2q(CA
zbq~ipUGr6t>MG$vZ&d0Y>Qagxdu><@S5F5y3vyxWt7U_I%BbS-798Yl+td=3tqGEX
zEoC#rmK0ZQqS<wz@4FJj)Tze|GLWADwvx=oM_m}?O934bw`#eEEy^{NVypC%;AYTd
zj)kxJez>UO^s4j-Hz>_i>D|pqbxQP8DuE#U-eC;U{azWsSu4`!#4Y_ZDkBFmcdXUq
zK_!M^BDP*{{h5rv=L-s0W?-$+xM^M&CEcZ?uS?6qJZ~9>&wf-X&;61bClyhoGgdpF
z4f|7@z9P6xF*c~j67e7xkjj-1zA<6gG`^h&Okybx#HjzA8>qkEK>sGnv~os|bXnFk
zY<q$tRw<x99G89+Z0_!gZi}ME;4|-h4$}XvIA_J#C-OS#sxj?5S&&UIUc1T^?7A?!
zn7vuXzNfNP_?Z+`2Twnis_TRmrm25wK$tjZ+<1n6xYZ?1_!rVUID0H70*=7;UTxm+
zi}`cA-lj?HHUvE#uzc=V`indlvo{%rn>YD@XzE*_B;qjG@7lkc!jX;R>p>*75ulA*
ziCgwtNd88FP5I~@ZYSm1tA2sp6-N4fFM*nJ>VXTQ<wtKuUwF1)`GmPKtWCZU`ldO#
z>{9$``@@DgIhrW=v6YU{nE93Ev%dgy^bNBgMF0b`U9HvBX7+Eon70T_J&*^!?!0n_
zh~eF`wA#fl5rJLz4sr$}*^oih(V&+E0t1<BnRQ;IT6?B=veJ~RO7HRWR#BMpfh<l)
zL-rPEy2HI#%vc@8C?m6+3#4DCsr=?ubAE~aRnucfZ5Ex;smhn6AbZK(BAw#DSDj0K
zOot+aGKl6^WGUgJh?p=>>$0Od)LZ*jN7L)<J@L%O;RV9iWmq0cZtmrI${<&}5`2W-
zf@@?Hl!6Ur#^{8MvvD+y%OEN&bXUk??nspS?eLo@ur}@CgjwT=Ilb&SxcKc0<!m7?
zVO>wI)yVJae6WtZ0*Q*l%ozB#TzDp>1t}Bb`<ES|b$d_}dZfczmvjZ(r>FZEk8ehN
z@aYL8{mHE?$9lcuW#|ay>L7x#Kcu<}>J#c#67-ftqF!+$k8vGl+4PRM8~+gUUs!3l
zaVR0uGOl_?fV|ZtOi~?aHH2+BfJw9$txC}kZ+X2^J*VGkx@HTwQfjwr*R8(QbDOGO
zM_Qu65SuDORcQExsSc<o&<GEBEzaKX>wb$QmXI*ne@deBs>~!9??BaTk^-@{B7tWr
zMLEA+@j~tKrx#w43;(6+75vf5RWq)A&JjL?Z8>`twkGv#eEPnX?6f$<MC=s%Cj*zG
zzIRtien&Le?g|XbzdCI)@T)t@x{itvsZ&94_Yx8uazPf7G|BgoPk(+@-WN{Vcm<N0
zS<Njfn4E=8H)m1A8l+~8&y|9I?{TCdnEE%(%^t5AP6WAOj^;SZ1dRaCMRbeH!QpRy
z!-HF>i@+6U6MXCgl`x)~eMR3Hn$=jxY-f3EYn-moO5`f+f%WG&XzJ^ozjUD_<9}_!
zJERbl|1hT<|Gi&v&=TueU0renNgKW^ieAGw-F#DziEs{m{^~av;rsB(U&Di$iE7QI
zg+0nMUwZn8HPj-1CZ=fe?-Y0tjPrvW4nR&RSzl+(#a~{xC#~=7a-VK;<1xxEColRS
zuh*%6s-F4FpOn30<1Ek=^ya5L=Qh%$C_BO)%g~(L=kw9c%hlJ@{mt1w%qe!ZE|!wc
z80hwHshhVoxx5W)Z0qZFZLT}oIOFU7{Q;D<%P5<hL6ex>{rU9!h1iqlD<+uih|&G)
zR=DevQC2$Z@ZeDxZ;GFTe;`5FW#@7Hc&huEIJ$m({1Dmsfdiz=paexSsOVHCe?)lL
z8%*`=w#l#hcl(EN$L2!ZxV)ajO-vOggFQ)v-Pfw2UUlZI(j^e&ywf;59uDiz;E#1X
z?*I0Hv&Zw&fgOun#ow}>+~OuroY($(;C`cGrVJzK*{<KkhhV3b6`XQ+S0nQEP6+b$
zexUezeTz@uiviu@O)3B4J?hQ={J4jFw>4)|7q5z6EqvJBd$~%q*842fu{v_*L^Mu2
zo%;ushH0NV;||SFza>qf%<d8BWB4xrJT6?sEG_IbK3?FjPya=>{S<Xry*rBE#_?RT
zExR*Z^R~L(>>r)O5Vb|CWj5^>2)*H--uL#M2aut9JP5k=hr=Wv+?4}aEW{6!U1Y;{
z3A{7)ccMj)J~kCih@$VwWy8v&ag^?ucYW}U*<NIqagop}GIlty^~fVs!JnP}Vo+XD
zA)_I5_kR!XoAc6~nPN%eRjm<Jw;rlnnJ-f|Wk?}=#vxqv()cD>TqC3ela_SG*YWI#
zNTOg7YzIPMXX7}zzUUMEW;cBe&4KGt@qRx%w}-Ghh{;d<0efK-e6?P+EBHKN<k3wp
zxm~y$^dgFO2@7Oz(jL26Z=>~{MBtmWOA;|;jJrS)quHd7M%lJ%YHgWv+~i-VrQuI=
z1PY_u&N2D_>F_hV_Oi+49Z+7gR#70b?b9F_HUdS|Y_u0s`VJg(US9}pBhSR-%xpw0
zbo|Y0j3BJIaE-~_{=uZM)mzI9gYiBFB$5jq9tR6LW;n?H1(`MsJm3ShGv{^l4YqW=
zkB{p=H-5f#^L^x3)Y`!?wI636ar~tk#u^XJkQRmym!CU~233AO53om0P8{)jbN+bV
zn*d3E_A)o1GM|s_zLv_=!l9`$E}@T^ieJ4;g>OJj_^^{-p1##vcuaMX?~NH8GN;(}
zXSF`G0|&Ei#CzobZt<xnk7qH%eG_|j(#=0|%rLS7OA>dQO+nvvqj+`{h6iVelHhHi
zyL+b~Jg13)oia;{zl3#f?`SuaDwfo(d;~f83w>wL>V9WY9iYAc+eB)9aR^IZ=k_^G
z-=$1s{>;>KB!HbraGpluO8i5kYytj)m_x&lp$3*nKAi?q&vd}@*`afbY_b)$!@)-m
ztux4(bD-GcCKw(XQwFGseY5ZPg7yrq)nMYAajXI?+>zvON$4}7M4IGVCr{2EqXS7-
z*#*0_UE4*TAkUndjDAipWAbmiJch-waJ2BUup{1)9#;WXeZCsJv!q)~ncyyA4Rugz
z)g7&aPN*`d68E3a+Wk6`DMuN`eo{Yrv>fCS5(MX<BS`*i+vxiJ4t1e1DCV3_(L46d
zQrUZ%N$^LgJ=S<wQ$|`F`uF<LR(nwQy(L7x2LAW01Vf*?c)}#Zj`MRsOprE<w*)#1
zwGf5gt|g`$h@xs|N>rX6&;4$c9f*MQ3tOz{*#*1>YE#2drB|#wvMos};vZTd>1-V#
z-Ch<2LNKvv=N9}<lBG8MiH#4+@9FKJ{~=_5ya66e#e#C_Rc=U6#7DImatA~w>+0Hj
zrA>`P)<7eZizO=Rgl5PFFKkfO?$4(5eRzhoOJ}h{*=#D1!w*S4Vf-j~pR0|812F6u
zs0=HKBm#&L3#`F%G<z<*7UFE#5yk-6RXU`K7VpNp2K``Z-^VA=d1XSU((~>UG%4D?
zD1X_zy*jSgK(dpvOYypHeFa^=CqGz7a)G4okT=NCG;+r7(8sq>7T4#8tCn2PEWYTi
zkw7iH44K0^V^26k>aNIQJI{1(F!AFL&s05@!5JO;jmQUEN-xaaolmO7WHKx@*{od<
zl}g*f1QFpou+KNISf!r!1hs&z?PymD8JIl<z5UiPnYZ4+n4ps9WsqLfKU=TgqcBbF
zgagX`b+%^85phIyv>oI=Kv}?ik;%h|GCx<Dn`bL;S>wcyQk3LxP0KeUgmxtu$fbH=
zmeHCzZFi;U_xC_I^EMnm2G;|2?Pm;r-CKt_<T{3!QmXHUSfo9oKFJBWM1n=7RrGe4
zA(TLi5+DDP@7}XKcp(0!`w+831HI0hGjy_bfTojsWFzU<^R#+ES$Q7#kFq2{{fNPX
zi}OzW9nXEk>>g8~WS)u`c%H#*P0dghlt_YPNsFw+5*3FQ#~%b~0c30~FTXt(!Og09
zV#&woi&7=K+9V6Qz-p*7G~X^yy*(_gZ(^ADM$T(L(Q`IPfS^=<{a-fFX6UW*Z9Trw
zGC*ep))anpxk^+;7mmi64sjC*l6{sYY?BOWmia8foEgF5;2oqZDnEyr+7tqcm>sZi
z)asyRe7%ma_@jB1nK5-5;Y>6-5?|FWtZy5V3M#yuelofP<3Q?JOWQ$e#JM|e!gTnN
zMC}$ZPH*u#8j#JIP>_p?JYPzC6tTu2=lbO=S!`e)Nl-V>Yw6H$`eBpa!4uCABb3!D
z^Zew$gk4cS`Wep}JqnsII|;cR;GNM@Dk@QJaFe@^aPnZ9sD4<{b8Ng}>ZTgKkh(EI
zaosKzza|PteZ9pN$Jpuqr!q*x>mSN+ByqNCCP@~Cs32XPrls(8V9^;gGX@XF9gAr%
zoM1n<m(En;@V?w3S+g)vYE;cfVt)eh5NBnmI=3-mns<GJKTAVnLMISuvz@Y8yZgz~
zU*6<OR}Eo}c(Ap(?`l#kd1Jduj+3E24h_9kr|OC!t$^7dTUPOp#cCqp-{&G{<|@(F
z+w<eu2=tPb9*pPh`W66|Ps_EG&uA2Me-ztM(&vRk0@4EZ<MJ(63MIjW%HzJ*pyC9c
z*rvl}NlXXUKdn(bp=#tm=i~?$WeR;8j?AlF75f{63bSH^Nj7%1P@g9Su*?@O&2jad
z$)ONutt>&Zz0yLFTRTyW`EueDE>1d0K9iw41BFT>{+$<J5ye4(GVx$X0DlJdFfy#C
za00P9*JC4HxFDQ8q$IH09@r_o+Mki5erAhhFaEKlrJ#nJ)9upU48ku8c!nQ{y>5c0
znC{1n`zk}HT%6pTV4UP)w&jprlH4t3d6Dcx(j~|jncfVwxcjL|pV7y3zWj47T;yRZ
z22{*?j^a?gp*hc!6Kt7m$S1aw(m&3hHmlp{hyBVv!wEIm=YTzc=6F7SfH?{c#tREi
z*RP-!F27>|yAL19@+{sVr;i;L;XMVRs$45MZU%7I+Vp7}wvw_x<5jroZERfr>HG94
z=H4qFz>?$$r^~YhZgE5R$~a$JF2GDn0rKNw$oSYlB8E+Px%V>OExCPQL1+Clf_IaK
z&f^8VbMY1oI>-$A9{_wngTEDT@C}O4c-5W?*2wX-Ws15l5fva)d`k*(YdcjMLt{7&
zFHZZ%shfPsK;gVP;~xtgXd^1V{=hPM-DBN&TMXj6&lMP=eLKUG#_lR9-9_ZuNUF%<
zHK^}@<vCJZFU7xGK3b#=aSa)EOR^ry53mxuLm6PBO1g1c8?LWgm**<dfnpRI=kzdv
z$HMWAhCwDAKhof$trK`f;Xw?^m+nG6Iiaa8vulqg<ej{Da|9eau<5t%X{d_q<agC$
z3A_%-wo5NHo~b*uT+%YtO?wOBYw$b|UjYbzkAQrY9Y<*i8yeHcmD2HN`q&_SydA3;
zSvj?gf3_P$j5YYX;@txjB93>$ukpMl&tCGzV{O=^9(D_!aCYO03TauLBCCGvs%57g
zHtbw&SnKf<V*ZE_^FeoMbn)I@aE{HWi#COKpHWvd+fwujv6CCiIz3mT$j3)^6q_i2
z&a1Hl>cGG!;UT$r=yb;t%qCHUuuUiLsj^dfEW>isqBTraC)9Rt%%>qw`CRb6xk0ic
z$26qzS_VJ+k?YE_J@$5eMG3vSGe^qj9zd_|Kw3jT`*R1MSL3J14;~BeVKoNNyz&e(
zUc2~O?rl~tWdV8hP740Jq>&#o7jGJWL2Pf!r%CXpcmf%=M&r%ecz(mq$f%3Dg?IPm
zr!~)HD*D+fuq+=#&_T9ksRlhs6|b-dSl?{j%P9Jwc`OT;0N$C5_m(3npy#l9{QJvM
zry``X`X&#$FhVEahu=UAB{_WeaU4!V={hv{c=v#Y?|XM>wvjJ;m*swB{z-O!{dxGv
zT(OQDit^r8*~MGK@AQxuvP%4m!p}iV0r0EkJ3AOQ8oQI(JcB40)FLt-6WNBg%@SGZ
zaF5J0rZMS$TTBnlIj!dZip^!KjTNO|F>eDe-lIv*Loy*f>{&3c%p1DELHyah;ph^a
zwp6jDUiZji7k)RwQ`fN3#hp@rVRws@`P2rF#6|qb!_>#s&falzE`J$!=Z4Wow|$bD
zPYG{0XG&Ym@D(S1T8A-|zm;PPEL31ph-RSQxx@(lsM;VIEX--QC)A<cIo?*?G8X>X
zAxymZ(>YPzWKi+(@OIq%gtO~Tp%@Z7vQE)Y78axMLT&gBqE$}eumOjE9SOQ*qC*kz
z<vG%AvmIf_Q(Eh3s9xe@fiC?(`53yb>b}j&u(8{L%*S5jwBEa85l;x>&l$%}JAH{5
z|C=5JW@8@c8-+U}T$ac9*mRwuu-LBH@lb?d$-cn^vR&@elANMDa`K8lUb@Jawe%>v
zwQM}{n0C$`zNllHzBhV*%|wv|fQLG;X*ZlEcHUT)WNhQk+E{r{HzmTJ(QUdnQK<$r
z#lG9eCh|=-{Mba}UKcOZHZAyt?4(|0kZlV4R)4&4#lyJ&H`=bytCONu7Q)!i*W1nW
z=$ynM>oKXOLk;>mv@p4s-GeBkX|;Q(Jo5Oj7Rnsp6VipRdzl)4*)o?_n|uG^wuAer
z40B6EMOm>#?<S!=*dzLz7WRFY*(5xqn1e4GlA&c;^I5o-(uGMlJ;+zciMZ0_`tD#4
z8n_wO*yAjNU3*Q1&dV^%z-zbRsU%LB_Y!sU`=<iKin#V|0huD$Qt--X?^IO&^BFxw
z5i+f;=4%yX1`*qT*xPVATyIwfr}E7pp4LiZNDhf}!#+cY#!mMl?HWtT`Oe&YuS`12
zpzvLxfh5LRe6S9e2R;adJy`jM&TrNXSqAId%#hnC?JnyA51IJvJzoq0-?=QvYXi52
zRd`)82HPh`He)htM#CaC%Pu?$=kX4@5cnLtVoc4ze?xYEOmJ4q=yu&TAw?p2Sru{f
zkmW9h{iGFg21BtGALsG*Fp5kGpJTNvOoB%!^rSFyptBf;f%m-x8zLKMJcx*-fOtmX
zzlhu)6q!Uidv56P{l?HDAA>Z)$cp3Q-JW{%OOtF;exCBT9}p6rqGp34vA3|sn-8;~
z&J<!3TFjt-s0)HB2g4|Y#~(5@y!D!wrT)xaI?Fw*#M=*>(x)2`(LO<Tj*kk4=}w}%
zw#=#}c}O$HvL!&2X79qlO76<%yqP|H@}HLPeYxE3GUVh!IUNbTM6ielws=XVSsq>`
z+@pb=LcRgzxbRbha&E}^+2w)Z`!Ea}6e|N=qmSo*6<_4n^l?V#B+!coYod=+ChX;T
zubp-?5B70d)~DHtpqUKq;``gVTM&DggyoY!cEVaij_@&SRusKB=>)XGBO7IO6^PKV
zY?r?Ve<~hNK;@GnDaYrN>~gn;g+G?g(mc^>=aFG(&&GGd?BU|jm|<)4(ZXCO>_SC5
z7xBD*R~Iu)zHE&40KnZE?L3>_GmeY-0dU;-@j6_-tXX06spCwKD8g)H#QZvrl0HD$
zmz%uy5?bQ&oQHE)9Z4IY`q1@-xLc=8wyDoD4I%p1=NmtPL00I#E~CE;Q<}>$dH)D(
zmqS}q@nBga@U&}ftUw7+w8&ew^Ae;xVa7&(_cXqHs9`UZ+T+mYhKo-h*Hh&&xoPw5
z$Yi9l)TdqAUV%T&jZt@ZvT*wIG6cC=@Yp_X<9XHe*Y%t0<F-9E>-)Ifc5Zgb4<QX@
zWqoxA(mrk>p1!Na*W;&9At-9R>Gm7+*ZbDYg80Qz(RGezwPZ=`#>zxAC@{UmQ-D2x
zT*|LIxD0~N^IoxwLSO^GM8i~)Wq)ovn@&aF#2%FYyD#%W@uOWa56^5VVg<u;#yd%9
zM3$6%4?Er{voUaVbBm}-mN^jlP4#H*j>ALVkd1fu#x6#W9{_KMw=n>&q=GzI+!g@0
zol0Ru#Xq_slgrbun91dv9DO9<*OK&qrlPPUw5_?7%n_VVe#2PHuquJ?vuM}v!hgOV
z;qyGDETJA~k+_<i+ntRr<(C-#HY+(6!_DC(l3(U>&OypT*N3i`cb{%U`iiT#g*Yr%
z;g)G|<Le7axeB+WAunU9N2y2cS5@ttqlCkNtT$iIZEi)dJJM4gUsyHee4KKBdSS-6
z`B)#iKOeJpKKd~XWdnJ2A?bYd<LPCESF`!uaA%KFL?dgitU#@NkJui)Zhux^+^^rX
zqVFFqKYC0HV;Pet3RDz9oq7Gc1mCC8Mf;K_ORGaT8);ObNQK%__cFJ*>H$Bq;Rx+6
zz^A4aO4YV<>+QwAe7K$}`7-x^0$W5QTHT@6X1d(&Daq}FPn#8}>OkklP4;D4H6;bk
zpBnkSTm^|u_<DUy_XgfS%C2M78!I_dAXr6)(7ep`zMYTZo8k@s@XQkNd9qa;R)`;2
zZuQ2PS4G=OBz#xc_Cse_SUFBx#`4YsZEpIt;uo4u?N~&}z@LAR_5;0toxpng6GFz}
zA^V?O3KKgJB#QLCsFqjOKcb(~dWQ#zl26mF4vX)&V`<gIJLkZtkVmS#Pn2a#c%A}p
z>zn2z4(1Be4!RYEf~4#r2p28kTMHoB#qZRd5({5M3~5z$$Y;HO*dq8YHB#E?Bg2Z(
zKR_uIPX{(SuQYbB;_EVh_`xzv_h6O@j)|qozaj|X8%0}|K^b-=rOR7zBufYPjV|e1
z3EHuCl{DCpNxDSNm(XguQSBt+xD@>_A$4M?c7i3`bRM%&=qe+W?;~^-dQ8%aWJSaD
zwpKW@7N&R8Xo?_BN5!`cHqFyd{UpDl@cICnnTL!3JR(it;ty1R04tMtbl?#9RR811
zQ@yCgL7OSCtUw1UBw_5`#wgz_%Doe<q5$^Y8w<h(mPclg!-PN3xpTwsxwY-WEQ(kk
z-yf;XX#2eoU6>S<JfN&ak0MnI0cInYFC$|E0VJ2TA5EWjCVX8go!2t-$mo*GR0w!_
z^iuCZ%{?f>Rj^Hems2f6IcbVPLUr+;s1TgNh>{i@@d>vsHQhag9DL7HDD9!O<JjlZ
zaHpgJih>W|Ik3i(or>@2K*uVYH)5++(Vj0$bt+n|h$=uUlnJ3BOzig%l+qvW?zoGP
zlXK&mxuiXi`C<ZE>Sb6<fI%BC+o#pzh6V>+wvo35a1E({QiVK~_sQaWs_^_mk5<MI
zvGKfvp{_~dncP^9VVU&iXFDHi8MbwVqxfEmSL}ED-HkYo%P=kJR4u>RkhyC4=;GN4
z*q_hgC=bf|*ir96skR-C!L4=lTSy|TqmSV<RnB$v+xwR{G)^w8JxO3$nq}`kJ|<Bp
zziC<hk^Am{V|K2<NoJZ?!jgA8k-S3F_D<C03K$I)NsvH?PYyRYxQWt!dEM<EMCNck
zoC14*Fhj|eLTq-YzETwf*Vb1`)QyEN;8Q5u4He<=cKJp-5Hcc438vN>=WceA6f^n;
z-E_SxKZg(rr(_w%N_j6y#}~fg`3pPD@?9ek$7qRve|lIL@Zll9xzPF79-BQ~mBG6=
z%i7Z43E9Hg)5ap!oq!=!<c+fwVpm$8-vvY(3gKzk372sN1J>JY%VgJKT#V_iCT_fb
zQuE0Qzzar~&x<OmR75yVrmvxO<y%3)xJW+qO3pAYj_y7H6Qfn)&Q2s%ZQLPAB4`-n
z9off!jkk(Z^wkp;$uKWU1|##W=f$DI*&o$r@jLB7cxnh{4S8oq$d=i;q3}k!c#0a@
zkajRRGc>9*Y%r!6t0woMMk@wBvt*eNhB-BUz2XI6bW{l87u;4Ac@2@K{a!*g=-Fzx
z0JKR(M7sGl$o+7AA1sDMMhnT%CA2uRi;Wb2wOXPqWmPc%Uld#!c4Ac#R-DG0C3^>c
zP2mR)fe|dlL#sm%8PdHLnnrCMulT!D#zmBD{*EfZPMvN!ig$XqjqYb3udgr_fZ#^}
z-ev8z=vqUCWtjp%i!`xYbYf|rz-#_^>sdRLWhnsd;q=bG4^adyk{I-uCA>~grVD6)
zM5IvQk5Z@@gut=`cq+byf#Jq&$1E}#-)V}EV2gI7Z-c@@L{zCIs)c}l{n%EjpJS`E
zD_J<*em-ki%Y;hLdGO-4Wc9J@WYo)4T`W7v=wF`@b}UeIIYshQMT)n>PNqOFb}jo9
z$kb38%2yWid>R}QUSC4HI&1n8^a!$lAF@EFdcYK0n9p}pimY%1p!s7(I4hFmb&pey
zBmnV{Jf`oa7BI^&YY2PkWkcv@DOI+sZV<IJs%lC^;ZSuZ-jxYGpIdu@$wAiYa}iRx
z_$V++#&6b4S;)5*l$MvdB@8PFzRhm37wb3<aXAC;a*jw<m(|AxeRbLGD`sJTdkGtc
zG6P=Sfwa18@@}Y)>`{88=mu!lM}_SHTV-p*B3Vgb*vMD>w|Smauc<BN-Pm%bt?#GE
zFk7KHrklI)uo~kGyX^x`QCTZ4nb|zFbViT`cWp$cdjE)*&U;uknx*qic&zwRUOri2
zZh|1g$m!PZ!VZmkkLDKQvEUJZxV5OXAm5dDkgkB?_ON6@{ydbm=?c42;0p4qW4#_S
z&05Hmw?ya5>lQ+$oQIHue>Hwx>RNh`o(csllp>(WNr5qGl7#={c;cu__gFi6aZ1<F
zu%Q0UrJ*z86xP3=<`RCsEH&P(lcXG6z9Zfh#E<3Ar<NtiyKx9(QY}G$^|1|0&`qwz
zE<xU>A*z=kAIj(X`rvz&Gl>-HZ;N#hAqY_;b@kV|`;Nmr4yjC1-|&ruISpZQXYU>M
z8>x?N_(m4(HxkEbh#|eY1F>(;IG^*Q{^vIR(AzZHd=%+rv|U;9F*|uGS%{G*eU(>_
z7FeQayIN2?P)L26@Yzj&6+?PZSWqhScRx}&(O88pbL*rNJZ%<<NmT1VH|BcGo*yz%
ze<e-k+s#SJCTa?@gO;Q*1z8P=Xogk~cw`Qe7u8yJ`I9u-!`oV1z=|QOwBn_{&~cvc
zP(oWy9a=G_&}3`PokSqZk89f$9<3T04D*}4tSDDjH_qFho0*t@TNZ)yIF1L_8m$*E
zzT*XnhW7DrX2Dk3d@u<Io^h=8VO$++QA}rPv(}-Gk0-ShJt-{v_8ImQr4!&?1PL9u
z4MpQu-l>7M?GS}QE=!cQF!|2=eSO}Hx+qG(ZC>C+<N+?7|Hh}{ZF{zcLJ_swy;D(@
zqWu94jVu-1cHT#SZy=~?Ozxm4fsb8y$F@U_WrQG0WZ|HQ=dk%3420moL%lF>W4A?E
zZvLHkT?W|V+G4=cRo*Op*QH7ZD(ZMv*KP+pb}5CbZ{Apf9$ow#eEiv=qKH?>8*aFU
zwMiJ-LO8>B%Hdl<@I3*w-aX$ys&I6nWu&N5xdIM!A5r0dK2>#1xBH~{k|{;eB;31s
zmp(cxpqN+?m+=K@&@h)b=|b299|4u{d}*0s=d?TZh~0K}=+aGHvgOG9fElwfKj&RG
z-42{6wC#MK%kAQuHgpHy29noH7>09(L>6DGk4Yvr39sP%=ohF-FwiYH6t5PBO!V}*
zmnjOr>*!5?QKltcTu{oQvoMY*+XHj69m+|e{OV-T3dPd0g080SqNzb5NPcBdT%68(
zT5c>y8Y~?f6!I76?GEThMv8m~1d)6##-VHqz3y7_NOs=hdkt`9cyyWd>W)W*IgcuS
zcrVnKVf{JJAJXfhLh#$ARXa`SR?3nTn;dKH>}T6=G<SDfV-5R1(##@n6x@TPyq9aV
zOa#q~BkgP>6zwM3QdTg@UnL|Vmjn~2GCS$Y{1)<ShIYAj{ah7vAa5c<e+Q5WfP)BA
z$MCM;5owaZiK>Uf4xB)s@H>Al;Tq7fLbBjHSN}`-=l=m4uqQ{CL2U;Um-RpdCj>Y!
zI53n56n~#z(a!;_@J<Q{0_@Dr`Z>V@`2kMiAb<nJ`Tsyl-J(QF{T)?NY@M02$7>t2
z>fxPL_0^U7rs$tPY5Kq9%<V6K`|`hEY`D>Xy|K3##vz5I!|m_?@#WwC;r2iD>kz%N
zKE->(<zJ}5pR_Sa4=K^VQa}1O{qwJXzCHf%_kX{B`Nu!2+h70hi@NEkeY$BAZ}ea4
z`9Hr*e|~(m$}eA?HS<>!-12o8(=Gpxx-b8g207dNe%e!yj`n8X<Megk<Mg%c@jj#E
z@9m?nW<+17_WA2PBl<eE&tH$%Yl6D>?#HtC>Fd;c{`%;B`a1Q#{N1PPwR*hw=xo{J
z^nZ2gF@JsZIDMUZ%wLb^YlC^#doa&>52o%tI(=LJZyKQfLSxM5Fr7^B)1sz^VGMcb
zn{(AMs_7U){)_9l>t9s!U(+V#zotNM^|x{n+o?=@{G{=ID%D?HH?W?{v)-z2<!NoE
za=$<~`oG;_Z>CcJ#r39CQ+d`~{jI!;n}4a?DTNr%{w8mxQvb!3463O->#hD)asj^|
zVL!i#x7=uy9cNkQR}%Mj(pBq~SM4Xg`2<E?zm>daGvzz;+BAN!uFdS~zqs<fYAUF=
zvf=a(QRd?hM37&9|MHK&QDZj*Khl5F?e~fEETTsTXZ7v(zkT^9rF{73+wcGVC4UgV
za6ymL&%gisjec<7?myTePzR1~_430n_aEXg`k0cB%MV`Pe@N6-a?0A{uD<^=w+O_E
zl3TlSVID&n<y0{#H#gAEj$S*)*r=y8H!x;QCXUMw%FdHbimt}E{@~5rf&_H%s@Rb6
z{(~DvtB7s6<F4Q`@Zji}e7yhQX@4C~dx8$fTLoL7V`>;2ULNVey5B%gc&p%~(2>j6
zr@qZcZs`}7){Coko|RWb$>w;v<}vs<7)w0$__ld<|3TZqhvbq*zl6Z)43UkT3cSr-
zg)mYR;U)27I5Ay#f|vwLqBUMK2KVzi#xxR2XB;hF`Bx67thPkHK***cAAe)fU^y!}
zgR3@iEC@%=kIiFuwIb=^Y)G8Zp|C>-GLQcK_XDBo(l`W~U#f(w{hnJ7+KjisrwN#Q
zd&klBmkCFYesJDud+&pgg{Qx>fQy6itG0Q3oj1ZJ;!L_=Qx^U3HP2WIE4<MI-L%aN
zoZ{`DH({`TwDtb+sJ9fkJb&s<mLW&1MO}THDa$(JY%C~COz#~Ta|1Mr1;?hfFt)_c
zvPwB0ykpGDhItJ7Qy`2dWPue5fz1CK?~dJpuUAd9=?A*n6ERW`T11&;OVv)7-&*O?
z>S0u2GXXAH+AxF^>$dMpl;{S|z$>pv-}E@dX+h)u4va3J!{c^pJ%5m1?X)r5?)*Rt
zH-ypFAH2B9ycoJO&UhEsAM6a+NdKYDS36p!K}dMpkq%(_<#B7Z8B7c|nL<dX+=kRp
z;s84dx*vZg9BN{McG~U`*fflfbg;!QDT7Q}u(C#P4|Af=F^-xuK5Bv2;xk$%7T|13
zj3#(9@%SM_3msD|P=EQ%wVtg0<RTqW`xZ*m?t2sC^BtZDgK=ClkKcDy9itA3vG#8>
zcv2+XY^l@v=VQ#U@kxWkXV~8QnOM!&Jh7yLHacxj_=)Hnv!pg^42h%aLSc#EG)Dgr
zCO~$Wz~FK|iS%p?{t*~}z+9VoQZ_ngJ*O+VNkVKW!AcCWJby?HMA%v&H>G*BQ^@Mk
zV75Yg3$H>)h}l2`kO0LiueRNA4ywWG0jK*L8XRp&Pcwpeub?FsT0I(!W*v>2kT^>#
z6e-1w!GBo*osT*e2O{6z26LL&BEd7QlqZGhprf#ZN6508R|dH9&{GL8@ky0?VhSLQ
z_oO^Ry6~s&34h#Qw2~up(*X})btM8>K5Ik}X~@MPY{9$1)!;}*i}z8Ci@4_Y>KBOP
z#2zv%y^$Ev-}BPB9*B-WwE>nPq$B4jc!6R}fqxL&%y{_AdJYPKHx6&__xWriDNsI~
zfe5eCXG$*s9-PI<ui#6S)1u%ewv>|%3|_uK1a&ZEV}B`smG2InAYM5VhLx^UjscN!
z1LF5+OUk<&l9XX3&0r?g7>eb}W$~pFos{lnHFA^(`^&;Jtclv~EN1sX;utyl9}AOK
zn^hWMl6}r#nS-M-u%;yje-KAv0ulHge6-p84lN|&5DW-tAn%o%FD?*<9aUMphZwL~
zun@WDqJJSC=cfu?YETg1=E6M`8!1_Gs@g-jn1U^!{9@^aEKuKI<LYRNkjr|pfuuSo
zeGaEqin`l-Z(eKAfuqX<i!gY<z@pRfW;KL6B5VsqcY~c$4$B}sKrDc_zzR^v!TYZa
zDy%RTB<PAU8O>OS`Z^1cZ6G8MO;q6Pz$C|v)PD#rkbJ+#J9t{N6@+S3O*2+Azs;LP
zo34XqM66-2BLq^v<rUs>;%IMau#q|IM-x+rmNW#4jE^CUzHpSQ*v8Zl0aY>5=~P~@
z@z}ANDLRg(@`5uNe>LBq*pE;lypQfQ?`ZtSfE3z0At+>dD`V-iJL#%mDQ54h<8i$F
zHGfuxElQmNLXGOsu^ASHZ^LP^92J%ozWolKijzu>oX4IEs6Q72fHgyiXgZ!D2EOuz
zAY3T7)-?z!d>7^Vk-)_n^pf$0>=6wT5w>VprI-|PpoN&Q<QWqmB}hmPoa85nqq)Qe
zR2(tZQHGw2O4Iw$=hsH1K{@?(zE^?pxPMiQ7SIZXiBlY*^ke#0<)R9@L^|F?Ug}CY
zc!LQXiFLUpzo#+w0uYT^A9Ux*;mJ9NcMUeqDO(V%mWD1kMuX=y-%%BfO{}=Wj$rkm
zD;{RDDmyIY3NS=jEar<`HI>v6#}r}ZTOO1vwiU=@y0JY=j<Li+xpHgIInNUB$bZi{
zmRL^I_XN)!**@=rvcOtTz9diRfS9abm4J>;`-bRu*cF6#SPY{8DBd;Uh2n`Ly5(Ll
zJY81#iE8Ej!pj<{Q=IYC5Rld}#+{>A*O&~Nn&qMF4S~I_QSpL3sWM|c0y34^58k*a
zz+P_5UO41pZScn+VF+;%MAq^MwttRJBDvLCoZX1UC#<U?wh}gkGs!b3#mK$EEH4kA
zlS|?czwPg89TCTV@*G6Gs!sC4N*^Q}K#t1r^+B;34dg6OGm+c&dxq~d*o<G~nPY~s
z!_-G{@E4vI-e8WGj~QDhh<*<tHAlaHe@uC*j;tN6=ZyFkGqeV%4jm}s;(r7%0#qyx
zJ31b*0PSb+IH?R&UBNBsmx|vo-S-5sS6D(|V9m>d1bOP`hj+8d4VdCFDjDL%)^8px
z6dQ*cZrl}BKv@?~vsi<Ca5?34wD0qdkQFioZP2BCCTMStyJ|3h!9<r<$j^gJ#8Uns
zWf|mSi<i+eq+6aB2$9^8$A6i1Q=$nuUBS&z*@Wm-Q6#NnNeqZ8#9>(-0m>y6r7oy&
z`4JN=c{R^q3+OoSS2d-<4Suz*Q%3kVIGn_Yt!Fx)ygHOPsa9_E#7X^dRuH~7xN7?u
zB2GT_U^oW?XQgxcAwL(4Ri%SRo#NO}3`yaQgIS;QEZi$9u{G4QgMY4NaXu(4v~p6r
zW+^)_(yp0CT{$-q2Rf=HPm}=(T`rs}F9p&OuZdx&+|cxCV*6PNu*fBw-2Es%!G=xj
zM^GoDti0#ABgCq5$GT?N!X_t9R@s6Vy)bmvdcdng($CJ+vyLf-M&h~`*lz_DOflfU
zB(M+4?goc!$46i;@qeK73*f^=-Q<Q<RxzT=t$pAK=fSM7l+JzE(gmzs9$t!S1O5D5
zg%jkD^i@?9X#!{R{4M~#9qS7=ycQ|eWqG`xR}QgY4>l!+MACV$rYDyS$L0X#4s=nS
z3t!;{xOEI)5l77TbO-l)n?atB@M#h3VG&&GbsfBnrX0;r1%F$KQQ^C6Y8*!Mcy}=d
zFMFA-YU>W)W`jTYJY(^jiFSG%DQsrIelyXjA(_XEi^cqZ&8_dfj%o0>zfDZ{{vUt;
zHV)I}jsxkB(+14nVw}F25Mzk+DJez&l5T$?Vx*sfrrYxP8cFL6gC3Rj)1%n*ZF=U;
z&wu(0QCw1EAb$)re{po%h&rhIwLK|P));G2HIf~Sb1D*^UZ-T{si$J<c3IkAzSO@*
zx~KY9_d|;^x*Cy|GyU6ruIt>Uuhi~V&Y!-`Yn%Qw?Zvw8=}WmcxqY#T>p=BxKc-Zl
z%46!OSlWNRb%zJK=X48<y6<2vS65{nNAnzPR+6z|34b;KFQMgxsbUOX@*`WkOpG(M
zOF5tlaK7H}x2Yr9!Od?MuDb&{e}miniU>^P*}bCDZ$rMaxU}>YFFn6&)}Gw5DUT8U
zAuF_X4BR<sl;;IzUT!!!S@cGn=-ZG--O)nO5Hs*1uhr!_&L1(}_{p0TGvG`*?f_@f
zX$Lr`Z+{cflz>xD;x}vo=k$=TcQxRoZ<D;AK_@|=4d|SIuYl*=PX#=e5lg_Br&a>X
zyac-}u?C*BjnnwIx*vjrdfbfY>EAZEbNaZ&o%Ag)Px}q-oW9gs<hQtU8K>U!$As#$
zc}zSN3**C1W1c?FssiJgBkUj1Y9_L%3Hn*UKz~_K6-Q8&@GUC;l=>>1e9{q7R@yiX
zZnZIVk~6wp4xuBuZD6u;Y}65}!nj3_;fD8a$`y8-pA6lK>j`u$I*ns--!rT0RX9hX
zJk38A>^&JsS{a&IX|QsS&Piz9QaM&07=?l$8(yF2_pI9+ONXAk@(psM%<-L*7wbBc
zxqop-RW|Gqv5k8~Oy9O9Seu?9V*0v6#PqE|#B`lEh<N_Jf}L|e6+T@?tdQ(HwF>dh
zOR&olH;CB!JtC%WJ49^V6GTiOcZiszLSCNRB4X=mL_D{z_R>8;#Pfvev+*k;o)^YP
z#4eYaHmSI1rOC4jP1Z#K*U8Z2YK(#<)PEorwm{ID=NPJhJsSKx?488U-M>?8G)BEK
z>m<QC8<3~=hk0fXPU@o@Nk0mVMAmxwbmdVO;tSewb2}nGT*glv8reVu;;0LVE<09?
zl4rH|1l%vOUcP5ON42{ftmge5tNF0UYCi0+nvc)i<v#A+<$l3wK5cQD-(a-4eSd|R
zmXRuKHBYI+VDr@Nva}6G^KOsP=-UpXdHcj&K7HMRG;f!+*)2$;FZJHo9Y|XSs(0J%
zQQAE9R4k2;(t^tF^2end2U27LQUXiU9drO-V;_sFR4pKSgHf?BvouaY7}?Oc>{>(3
zb8*#gXqjLo*KtInync8?z@@xC1Ah|a@@Ls#UbsA_^9l&s@sZ;948<1LQ;=VtZx7-%
zgG<%~&hrJ(4}#5L^7@CY=pXpf%(<e?auX3|rYv=vWjktcqp;TD%OK(pl3~@Q5XwY|
zPXgh1&u_>Lzw-3+ewmJ+4!8FYls+dTuaI9Y#f{`hqueaI5GP3LjjYKl(ti`>mGGd!
z;#}%7PtpI`G6&zcvhW2FWeu?R6s_B6II+qwTUA~rMO?YBp@>Mw1XFp<6Y(RcRcg2k
z9Jf0h{D3#GFc6(r&Lk0+c7xQ`?`idh%7h)C?ZU6L%gc|+%>;<c$uk7u(aOCqCpmw)
ziGMK853hA;X?s_cC&#zEGJo2Y9g~%@P{qZdG31%qCck^2NDXmr6^8E`sm&{gQdVzi
ze*L;j>DMbNW^_!d`G6ty%pzlQI3q92B`&>)@fw1DJo_H+%`!P}hebzVESp^QWbIY;
z@~q%3jnOWJq2)JT9D9tBk=Stk;f?<vrBHXjH^3U6XpxH$=;^xPfq&ADG0C6BZGX&C
z7OyQj@>!m*LwUZA@Zf?Xy*;UuRk^7`W#aM;4JDlp81Es>2~!HExA)>EE8LM4hY4m%
zf^;_B`$(eVFm>D5UK}Rm8B2@91g}XA9yc@K7KgdRL?4<Bf%33XaT!(o5<o{sER;9$
zm7}{3xo(3sqe`PSMSrGdgE5X*uIrpJw*e?#;oHQ(1nM&4(>?iwHw-v~Rd86?vZe0p
z6_4CskYb7LEOPWL*8<=I<%&4V6nHZ73aKCsNU`5jY4UAvsDlCt9imZ42Ar3LYJV%-
zl72qKj+RSaVJdOfC(qW|Q^o2S+)x##2(Ad5Iq+KZAY06@Hh*-imfA5ona3Vp^fVS8
zLvD3*U`z1sb~I^p^k?_;Y&N`u(6Q28$1=n6OD%sfwPe1bVAs6hE*=KyS8ccFlb)AU
z3zNsy!Z18}FgHBHbC$>#MMu9cVCxt|F9)}9fryRDAzs7#TL=d5;?8+KPfqd>@A+H|
zRmFB*`8u$}6@Sf2{`^Cqkh<}Qc;(@O)S`yB5w1wIkSD8)<C_|cU+2O!SQ$j`TEw-X
zB<lswZ$Z0pMFzohG<Y$5{xKt>uwXk^jH3+N>-j#3*lNSmK`Ph)IUKAm`66A4mCA7i
zTDyd0oYGo&2n5GaLFFC3;VMoMVn#BvqWT+d9JJxdoqxKp2%J1&<3;6?yF4Jv0eDgA
z{6qkbC4!d=`Z2{1m&@OVx*$#QRYBQTNAooV$&2lZcpY*_wA{%iepIdF0zcD8e#!*G
zt`7AomhlRQIvhh@rTUx=*mJg|0kL%qguCL=4{=Og$J~gX{z7Qtf)J18*r-w<E{IZX
z&NCIbDSza(gfZZUUS$N|kH+9(KWh$suJBC6mbcH68t+n4qa!|eBjOGY0{enRZ+?}6
z?)NPkf^k5{>Kq(*!AVIa&lGH6fROcHU}(Cc8h^(`)3a)YW5uM3p+m<yP7UC%ACzl=
zq;j#&x+YaE5xKmVzZZ`N$8R9WUGVaVJC?Yu+<(f@wAryBORG_ihrfI-<$gsFSwpNC
zv<QmhpD@OQ#zkZi?DzcohtH&yC$n^Xps69w2wjq@1f=z^A&+zUa<2-i`G6H4nE0n(
z!H}N}Xz;SVOU&C4l`ei&;9b*^G52wK6QlMl4^8&Q`rr&BOpF&4$?~k?WT%qIRf*fh
z$$t?YE68E>j^z(LcMUPq{VKp$Q8lN5;wQPppa?64a%LhX5Db^Zxsaa*ymv9+$-9!f
z-{m<44Q?a(V}a*xyZouzlW%ALkQEoy*BM7yy1cGfN0qr>h(h%ZG`OU6jGQ*bRfQWO
z@qgwjG?j@*99f1fQt#^DV`W+J9Dnk3Lw|_;SYG*ai4H7#$=TXC@XVK*9t`l6@`D6&
zU}VGm1N|w`l8@N~wn$0sOAYz#a^Qymll&PW`GX7GLNr>B!~OlE;wWWhXteRv^W-d}
zK1L-fLsPX~#&0M?<MNE9WoT&AhM4qb2HY|<+J|8`{RWIDwqw~vDv<t17m5=p27fOw
zdI4CD_}_SS;eh)eZng0=bEE0vwO>^e=&;qj>XP`XR&CE*Roi-134ssEq|FStSJjMW
z2<l#Msl2QG;=<$x-v%`6!LD8bXFnC-mny)>;?glWuA>7EpVT?D$9xd+9NIgVnpZt4
z=^ew2z)Q5NY~B4#^ZknvvXHS>seegE`2~(>!g&%2Rklp+@@dH%mdYoqhf#&i1i0eK
zh9Nv~=-O5;oXm_r6pi7DmKYoiUNlx3CNEeL0W3C1SG2Xe?GeIsHN838aIK1lCvH`0
zy;a)UVY_lRJhy34FN$k*0X{dGN4gMGQZKnZKNdW<1WvcyM~KcH3DeOwU4PQL?TLFj
zHly>fJSE(4Q%!UO^OizzjLizH2TFOE>%eWqJZfubxh~w5x#_6sAR_am>!!;|w@WSJ
zFIlfFb|2{zo7Xxg69&=vUi!OSQDZ)pI2cV7=XOTSIC!I@D`l0Re;~%;M*HMc5_LPR
zV{<BTBJ1f{@#TkL<`%}fG=COj=sYV;nh7m&{bBcT_HKRNOlGM0rZ4MU?(24_c>}_b
zd>UQc)qIVE8;Qy9JVm?j%kt?OhjACUNZi>v`u>DFZ>O~A0Yq4|Upon~pHdb8q&d6s
z*_(9RA+mm;>3CBL<4*k|z^%vVcYHq3?KX6ZPfYFGb?bSu!A28GwSVE4xu+O(@Xu2J
zcC-C9x0o1*v5YfHVC;sSLM`T7O&c|uX!cQR`vZq9(4OP5mmz}J%I+c)_6zU1KAXqT
zBgtY$SCC{P>It16UO2dg3%A-1fylL5whaYOI%chITyb#B)xT%ZPx`2iK9+Ye?+P(?
zWBu+rJYl`R9ZrE*_<t(rmpMQ#59fd<hqyexVQ`Fmk+za#(Rv&aQ!1IzH!wIJBO^zh
zoHu2`&~UhygiQyRW$${P8LoJu)+g0>o(M+x16<Ap8*p^XBqy8+KX^ALyQ?U(m;71&
z7(!}EyK!eW+fNG*vS=X2*fG52Dcl`#prbW9o10C{q-s5B3x7N9XV1V8JHi483tq@?
zkszIK30+c~lINULZ#jCnwbs|cZ%=kgDjW96rMsc2qiJxJtBU+;=8X!;sAP9i@hv8x
zom%WhYmYXoCdO!`($3Dezwwyd5O=^#AR8HXBn=0LV?Z{a?XFIlv0Na7sAx|}*iE*8
za?AFr`jduk*ne)cOh-54VD;REyP3(7Fh0@Uo{U^Hw6%WzL<@mGF!a3r*k0c?mQ)SC
zSIwU^TwX~jXPt9bP1H8VCxsk#Dp1O7FD9GZ&iF1svPa6!o6u#nblbL+CYLQXU)`NX
zhX@LevA8~Vlm^KIj)A(8FA!2QR_37`&iaBLM;FX4a({!tWp!g*hD}30Y@-CES~k>U
zJE<~aGWKH!bw`A;9-Tp}I*^!7&Td+6l#1sqX9M@zior_f!&&5SHxan>2=$r<REtbX
z4eH7F<E<GLDSax`8^qaDVo>t|F3p6OeoRBY12#x5ec8~rUwVe0<B4okLmVF_%>vLd
z<P(YW`F{<qa@Iesd<tgp86>P1U;*^eO{Iz%h)=G`$nl#mT#dBWxbvmFb#Ru@P<B^{
zD8yQ`!~nI@h@D(DV<t}tk<=|uPzfUjYCkxMhRxMrkccI*u)9(Wp<qcUOiWkK!ya;B
zN&1FzA(%sgsN}-ZqgjHWrl5&^UbdW>zdJn`MSoy2v)^T*9EFC)Q~8*dhC-c2`&C?d
zBT;Iqmb#rD7+%Ny;6#k|esLs*(>Y+ZnD9?4Fyc5(?IHix(?_NQyqu3HVmx&i{N`?Q
zL`={ph>3X8qC5~SX?H&$j%+C#E;kdpDO)JUCOw#pvm{hwlfScsx*<b~Y)uCyN0t%I
zD1S8`+dr{2Q|=_f-ZA9UYOt6>`bSR8aUOy|FcIZWIp2?sy}HoZ^-~#_p|2ACeYCUa
zN}&nK#Q^rBOC6Q|m<VTDT6A=@ANcT41F6#=x<Zj>zhB@2x*ISQ0MP^<0x<))P1#Hl
z+&G2;jxH||C>6ES?FWJ9iUJ+5dmA0yfqyeZj$8PL2OZ_$JN7;y4k706cnEaZ@MeDF
z685UqN%=UO6eJ7r7Rs+CWQ~wLK^lf)>eUkAQ`BC*u`rqjO;sKXB^C(>%VW^?3btR(
z1I2Fe280cT2q)r6aujdI&d`i?c51Hs+uaWx2AUhG`A-Tgvb}uRVF6=ja*{o1^M7Wv
zJF)v_d}^c_7_lkI$Fv&L8?|4b)?i|pDXDIG!j!b^k3caFiuA8JdS9d%2dxIXv)eHg
z<9qB%3bn<C=ztDDTaE(yM+lKT+CZz8%I<QJ2=#6x<HRZ*9Qp#u&R`R>p+2S~L%r02
zyYy(snY*dcTJubS-0?#gCn1h{=zkb}h=Uto>}M`JMjJ^zJ;@~IuUsB@ibEge3qkvS
z82B#<yp%_fBJqe<2>17xQYNS45<j)v?gp>H5;tU$_l5(I#0o0RHi5|VRQx(?PFPqo
z0JKUuBqAoU7jk*mw;OX?UkXOC<(R}#iz7qP6Ry`Us-7b$M!&+N(FsmrOn-yVahgj*
zp?6Z*)e%i{THu|mTDo>f`AY+&G-gssW4&b@2c=c@bj4i8<aMOzoKXxL-y48LoO*>C
zAT=GD8Xy#sCs@gSvSOzUww1rF@E`LqtJNpSeG}wLOwiK%EH-90+`?|@jr}BcNA>bo
z;he<QUcMW80T7Ty_H$}<On-;$Y0~RRmDpwUZdT=d|BW%xK6`MK?e2ir93?o({fTg!
z#7w(m9(1DzjX``XaJ~R-U;>c4TkvK<dDY<4fm&Ec9E4aja@EP*Uvhh8Prf7XN^HsO
z=MBe`5*q{LJK~O$Zysd3qR(!g;g3=eKn|)tMv)1;RVd6y3g4Oj6Mt*tr~l+FHg&jx
ze#wD^hb@&E@UX>!GY2=8p*b)2qnGt>?Qu!uH#!-s&-j^f!1RGF`^_ClZmATq&YEMg
zOKC83ncsrIgh^<`facKa>AFg?(8`vv-DJ1CpCd8Z>FhUOhvr!9^f)x_^y8BH-Zcc)
z9$}tx&v*pre}l!k<bNpz;(Sj=)E({dk~^_(87t*R)2I2sePbB`9hOYL>7_qO%1znw
zL?MB1EfiwYlK-|2&Y+Qbn^%64#qU<EAZsZUnXqUW>IoXp{-}8Fhb$T<4)^P4pp%>1
zdWBue?H?VD19Gz@S_K5e+)(HOm%d!-l!qg~qjLe@G`U&wf`2$saVCoVK66#Yq&`)}
zQ>x;aV->IQMs&;bVF$v|P3#TCmmVAPYmc<THy0HB3T=}lY9^)?+NQ=j>&dPFHI0G{
z*t+EsW|ePrpZYpuTC#%IG582};Uh~C0y@GFPo-WV%9N+BiG7j%SR2ellLkgKIAS2v
zYY>al%E;2h4MlMd*9Bg`j<F2#_?QbkEpOW}8C1Urzm8!{kn}!-T3!^?vPxkyO=SP-
zyPzaF8vJ{<lhH*pHk??-ifsRd{`r4KD(IM(L2U;Umsel}Cx16IGBrLvAaitbWnpa!
zc%1EB+p6S9c73m}$Y;Z7;;s-FLsxaxJliz*1MG2wVGM5nKREInDKjFKtF%{Wr!wnw
z(KAC&>PT^qz4mQwdotypzu59WIk?k*{NvOAe)8#5{u7-)jcFQk8truY<L{sT{hv<%
zQ=SfEG(P6>?SI9~|0ys0#d;HM`6cD^ckJo>&%gcc^!_h@{Ql{$e>11w|L>DI*)f#1
ztQ$||Kjq8+_38ZY@4uFBTz(DS&A+-7F24>_J}v((pRfOKX=Lx$*WG^mVw&E*7<}`^
z^6UAF%dhhn%dh7zF28Q~H(Gb+>*rtBUqAoae0>b|bbtMya|7)!rH%Q`SjL{>c~IvU
z)0CE`Pa!l7mp}9-Eq{1z_xgus{xj?H@@EEpt@*8<qPT8h)xWoizxm?(v|svH&(=++
z+qbU^x$boP6KZuej^NhgxEb6$j`Nm0l~z_8@@5=2gS)nKefzq_*PXuk3A9>&>-<mI
zHShmYHh;_K-#-2ITY1?HA)S6ZABg#e2-7g7JjS=C%;~p(eEMf&+%Nxf`t83zO@k>D
zIp*^p|Ms7!@*ujm2jehW<9tk)2O-Q4qAMTr`TF47+k>ya;V!sP?iYL82S3hVbk?Tw
zC)<6%oqO+tA9DHZG+jGq{QSWAkf*BGxD7u)$bZ>{sVw8=!FzY(5KOr$W4Jc{1vHM^
zux}6YU~`Br#Os5!IhWCdAvl|JyPjeGVw~*c!?o981jE4(;BXF@fURA|tZ<yWn_`%<
zuiD6S8$OoHaH>|=ygev$?p(HE3ftYnjeK2(?wp^>5eG|b?=11##Z!dyd`#l}r84J}
z^?&wu9BG&)H#&P~3nx1nf3LSDPhoO*7Alk$ykBpU)t8nzOn!8!x<5jio0w9xrta;s
zNo??`n)DDs6PFdgeIbh`umGHS0^@Smr7%s&hs{yLX_^-`4KcW~b*_W^`gz$>-aDVh
z?IvKKwzo(5(0PMQaUS2V?`?##L7d6elz-1h<9oM>4Q7~3a<TcM|7AG{<*cRP{CYgA
z6HOn4dCqcK_|pEpIa{?ccgvJU$|X0(+mYV61Uim1e>eRyKPYF_O+MXjRqCdJuRxiB
zu4OzaY2L==#F;TyGyi27NcQE0BzObL1b*m(t?vtvu<>@g+FzG}j@FN3+MWTwjDIJ)
z9HU!ZF6%oLKEQ2^OB=CVBV)eZN99v?8tW<Rya|au*<}k`XM%IrwyoWq`}2+$$t5To
z<}JK_0Q-xk3U6&B`jGg+FTkCERs*$wM$IoD6w}iz0c@ViVVeXKi^Mb(So5*9<@U?@
ztQ>7WL92&n1j3C=cYRTpoMa=QaevTz(A!y5`!RV}37xAB6@w`~-o9P%a-f03DIDh&
zFQ>BHFSmcceU7j2h~Bq~rxgONKQ**vZUlrQ;l}wg|L%MqT`d~6CBPf3_U5NvvP&;H
z|MsqzpaTZ)E_CRjs6u0aEui^EijP=biKTU2b>;d+_hk`(&ZV>#Gz4bGuzwZmH&82B
zq(CrkDgzZX4(%utz~!*J_`-lw0<|uBt}fedWkTZ(dppc1Zp?$5(wn91x><fI3u0wq
zX`)+MsD#A@B)an+jN|qI(UsF7B$3R6*C5njkf7Q+Zy({3C(t*IDd|yT=!o_c)Ob+S
zXbjV`o64~$`qqw(*{dK4PJiANW&Fh0vU_lStA(?jaXJg)dV=44kCSa3FVo;s(W&g6
z8zGyqsO4A5brosl?U?*+&x+7;Q+8t|>lU+|4=xm$C1_)D2bIB3(XMQ4W%N0e8MC*G
zp3B6i)`5h2H7`{GCFLBL)p?5Lg<#{oV{qHsdHduc+XCNAb!Hd4#((6^7|flEXEkut
zDcHowjvEhSIUZA<a`r2rbZ24Fq{C0~<A_V+<wL>LhZ9WI<)o#u^FvrcjyqEY-}r_e
zpf}*=={N(hjrt4}pe<Ng*ekRg_*3WrhR<l7;90IWNl~VDY~5z}gtbiD*t)VeEE*u+
zIQ&$-r)_<=)|<giD}OY3rwz1F{H5C*gSv6JeeeJmSJM>7f>s2_U~!t+vzlhd>g2#V
zf!iJKQU2uM?OrX&IF00;@9Q~{U6$ordm0x_Vs<Muedh+Kw_?nK{nN-tS0VNp%araG
zOcJwTn>0Aaj)Ly?>^OdU;Yz`IhtmtU36hW)EUk<W7%C=fZhsB!D}jVgJ6^4C3+gTF
zo9z7=Zm+Y&gyfx>(%OV{2j3y#4SQvm3()7X1FK${<x^wP8piRCnQFC%V0YmpLdXP#
zH$+CFi(E7%ya>}AIW1lmU!EUg${||`hK1ka^#I&D#6VC`!Zkz^6pyf;->D9M;2{DJ
z@_5t)rNvKJcz+8Ed94E9CJ>Fooe04yv=Bg{r-v66cOq^B;g+WHYy}t(1ABN3M2O8<
z(5rGQ3*JCbj@Jui#*umwVXwXe%-{$&bW9lpa#J@1!t(+(3tD>P2k<Pw#^C^ISu8s}
zwN(tafe-@Tjx;8giO;+abzOg|(Oz5@z(u!!rkH}uaew9O(3leM(Wj6Q;g#QxT|z@^
zxTzJ*U(JJbFHz(6^6k(jWouhsTAGFp{(#h1L#zYn4l(vf>@6}hr3e?l{xUyEzRYMC
z1#@x)1lp&x#oF`_y9@W|qm;H9hRBq*20QS&4sD^q+q%{&WL6;bhBdSB9Bne`UP#bt
z<f2QiL4Rh@-n%jKO*EB!7z!4C3u(EcD*ttPd$8rlA?9<MYLSBHtkU+EKYss|{B(|F
zvFE6)a_mknmcO~AJ#MvMy?bdN+I{eYUzQ$&L`K|$6wd>>=|M2U`5VnJ`ga%k^=<P_
z_Vyc=4Y^G#n(x|kOxpHc3ms+17e~t_Mf8g|K7Sl}$I;evt?{nh4)L?kh9dHsetj1v
z=M;V$%I9`K>?5ppuVdm&_cBbMV&d$OmQb6gQLZNPKLE@s+AE>;kw;tMSGHH!$Ow-V
zue(Vcm&Y4q55VM#_LB}JsY4hciyF3M!Uqt=Z}=w(7xPZRUHiAUG))=IN=urdW{gyQ
zrhgj<q!#1$nx?C#nq6gH86&y(c{egN&B4h<cAXxtC4~D>7QzdNccx<XgkGtR)*oa)
zZe;f}l?}xKYT~tK(ZdL|jRw!~kOKL`akt>cg0qMZRXm`-w9oBz5L*)iFKS$580>Js
z>S2vTlp`L*!hkYKU~UuthW)R6u;401<bOLTD=%3hS2C6xO9<X{3*}8J(#0DA*m%+S
zab5{S<G{BWFF$w1&C0}!d*55r;JmHIeaWUZWpE(~GFo=}2chX)6k(?+)A?|0XglT8
z75LCFI;691+?C<(K^ijDD>DtjtCtT5Y*wUh{U<ni0dVpm(?05HkL#rN$AS~M6@Q@z
zw8QgUUo_bZU?kjFA}>M%jlO=lj4%c})tQ`%kd()G^#yM#@yVo-mQ%W<k;YjThcxDF
z1iq^d(}w6I)__LQ)yC(S^4;Bean$y`2gL>FHABxvTySj{;}eJJ(7T@|HpcTwgAhK-
zx5tZdgnduZZO^-1;VeSLrk5(KxPRYy9PlVjO9Yg8aJy5dK~ST?2bzItyeknV0EpD|
zeVG9;S)wB#aPKwKH2;M_K;_DwL%3LR*pc=|`%CqBCWJtJpE-&5^Bo=>`yn$L72%X(
z0&hJIpYIWP?!V#jl!%hRTWO&ei7xC`?I7D3ZzzgN-Wk~^0xp^$51uv{kAF>@xpt;l
zHR4-jrjUU=C@CQN69r6&as<C4Drh-n-f>7MbK*kCf}o;0g2hbrxkaJ^zL6a0mA{P8
zW@l1;2hd?tGVQFvCmV(Z8E{GdrdUE*F7L{o+$D}7i<4$7_7|`x_~0eK^w*qu6?df@
z@$NR>hTCxk@@cuyC8P-Fet)oJQr?*<;_l+LJ@_eqw5#zY!-sGPGmpFZ^lUx=L(i!O
z<s`o0;5h30N`;t1nAjD3EJ9#<OKuudIOV~Q!o05b)kU(|i#%krw8}ZV<XK(62L(@u
z)%i7(uN1E>y<82=kX`6{5s?%&?hiUID*ieTFpmYQi~=CQJGSt>EPo1K5QQRjd-i3(
zwBWWma(*ABNCO6B`m`*{m`+yH1QxWq$<w{^d#EFlc_012qilopg`#+s@`${{_Mmsu
zz}!<FCOpboAsRWhR^YWoj%<8DWa@9j4#ICanl$@C&|5}g`ca^_YV;pX?#DBwcGx`h
zm@xKER%22VO_s<@_<yL~+vF9(anQTBL*DW?6JbouW+^A|)DYw&g3kFHg_pUCQu?C@
zx?!c550HJyL<*h{MKMOJBNB_x8_>IYF(gHjLKfQeD1RR>TOPD`cai{VK$X8Ch&1Kt
zUY%y~E;&Nm&<u9?fr-}I=ro#W4Z|FsIuSa=dAe5^QV+WeV@X6iPL_W#TJN}!B)278
zD7YTzeuZvthE6Oyvmn2x+Om#7ejnc)c>uQEnV<A153iyvlsB~V224HDTuoMVn9rnW
zR)w%-UtC5*wgu~I&|K{ucpqlt@i?HvvZ=?d%qQOSlO;oib#g$*rN~o~DAF|ZHMu%q
z)&WTXiZ(7>m<pZ{c%Xlw?g^*l0A&sXv&V$7$tqdlY2P9^mjOw?u-W#Q&Gjl%9l-^m
z=#Rls_4HivZbls02tUP3=>yOoouPwauVTRsMYlGc?6c1`=aWQ8>bd4#l#mIwLFYs$
z#!h0xCeOd~z8S13@GJOKQ#8OU5vmCLa>MU9YB!}$@V1dV91DMa8SpUXH{$uR>|ct7
zzIoU0V4?rK^q7usOm3J=y6J(Gg+8PL-t*YL{3z8^<mU2e0YE;bg7+SAy<!x}$LB!7
zqFz^eb1~ys?#<O|a)%*iH;g?e;rim9WALT-7$j4!sIl)5qykV=ygfn;drBUcQVekW
zcIftesw3WX9gTk|<~Q)R6TR@|4pS)02He4ZP2VS)JTR|MjB!9PZj*=H(Z&I^!iu1m
zH!}4EIzBVEpd)el07^EQN2#_BYmR)GUAbLcFPB^9r`<=G*b#ApGn)CZMH%dE81J4*
z5d+83;V6})-M75LG(}$R5=geD2qkLX=V{!GXXNvOXqJDo4maNs)-s+^8R8b6RHnnU
zct~=dBKHS>V?)gLOsgZtI%sVVNhYit7deo5a#rk?M4$Q@9jV|@Q>1^;43(v0fqRsG
zy-cv3`qAis@$EqsR68o8N$OO|DEbrw``ouhc$Uo@(w=x+yyK97-pM0W(+3~PBP7Cd
zlTG@SxOjg`I35;0H`wu+B@tSBC6DTiG+H3-KjNu0{=A$GN939`x0bDr6px2HLKji6
z_r83V56MAu1TU9+AK)~&G=`kg{iSV82sD|Y43akN*L-p#ZMDLdRmB28ng%dv)8W%3
zczCiEdPc-?KnYTpmTD|Ys<v)E69mpLG@*)Qq%41&GY|mG$1MPcWf+}|+EH>#u~zyK
z<~Kf^f*0$McLP!w9br)7Wf&c5Zq2-c<%P1GZo9i3xy-a7STn3pu@3c1x|Vozo#Gb7
zG<<du3C2h3s&BbjSeSBw#vH5Wo2ZalW5zsmA{u~3O7lAl+F})xlJtTUzk^&vck<5G
z=}&(_`*eq)3;Gl3d<cvwc4f&5GY|NB_k2F{qnOH=i$(^g;!<(qJJiX%*HVIh8?QkJ
zqjSe0)kHhI1V5to!cN=k;jCzy9PWCAWo>__v<IIZ;j7ZLUG>I#2!ngQp9&g&50jl@
zJcY9H!~wqT%gfExI6IP+EEZiogf~0ei&B5f#u58`25IjB{nt^xDqXN*au!dg%fm`u
z{m|ozqUosgI2X2v*%)$9$Wz5Tb0GDlBCE~;*_<+0**QgMyA6J!_$Z=C0K{?OEAL=l
z;Zt(-Skn|ODKOS$Cm}<SU};rC270m%vBW`7I@B!rRAJh$$sel@K1IE|sUxt1hw*>V
z+aan}*tjowcbQ&2D|}(WxFFsy1#KKWugz1r02PIy9z&NRm87D!wUf(8RFz9+92D`D
z>@1HYN<!C^UW&{zJU?OwVA~>Nm*KBzvw%fMB)48L_3`GI2U*S(eO#}A5QOF!o9qzg
zeC=uSoH?d_*}b+o=A!ek=9to_3%`HDb(CA-Nz36bXSlq6{_1plwzKg|FsV(KyTVT8
za&xzzi$e<08CUt1`B&!2iRDPT7{=>^B}B4lIAsRbxi+Pdg691+R+gf7)!n+mjmc-X
zI+Nv{G^KL%SMqV){w$o!D=yh!{VGW6+)Nyc{8`;$<x(gEHh#_Abv_!?I9Y#5`{)fk
zmiZQ&hI0CX&sp#ao=n{SyvSxaC-~P95}(oN@gPx;+nEgOQ1$m$VpzEV@({~4HpUgk
zySHJ!%-4QV1fpNxWOthX&d1`iEutI8RVMMek$F`lBDdTeOTHfVv#a{6p2~I0<6=5{
zo+nD>v!6Riv|!_U(bVWm52AlC-Ioa<)8fs2RaTLt;?B8M@oXJHTH8^e{52yqUNac}
zHMM@;|8_vi4YpZ}LLF*bL<a{f&9;iexRK?p!xFmB##LJ!Ix;%xaOp#)1g*z`f#Nbu
zHl>%S48W)G@jMOuwV_D4^<`Ep!c0fD4GxZ|9Q3FXiA|W>Q%fYWq^f_K8KBKBNlD_@
zfnFL#Zxdf3h>zk%jVosVKerGf|0y24A3%a}Na~wj+%;b@0GD#&LGM1Q!)Dr%!$)RM
zXj1uUdxEAr4JuRc0UC!)JU7@@uke9Lzm%~}VBE=<!-DH^p%mUmc-Ah7eK<yjwmj(v
zO)<H3Fi?)yd}%jOM_hj&B<?vPk?g67eZ0*U?omZDe?^+o4%JuGMjg`Fq~poVPdwDv
zSBm~<gVm#q>$1Rv2eHG-*c)~RrH8ezivZAD0!bz01umgt-V8)1``B1^5^wS)lXz?E
zuCgSL<6-54sd(F42lNz~rC`uxV_cNShG*-;rcqAOG}S@;G8=!hOnH*5vl1$NoExJT
zzM{#|s@SW2LB~(ct)Rm&W$sv7QXVo@vh*#Bh~yq5DIW!P?o{JZalAe#lAy5<DdG@C
z3*P~R_t;H@@KnQ<l0w{`#2<_Tts|NMrX%pN0l%X4K!zi}nx&>?4BDXh#xdUmU4Xa4
z6TUAYQ#3-%nn8a!SZ%!I`5jQ-k2h!0HU!Na!`Cb-#Os-S5;q-Z-2wP<{vS;|!e8*3
z6dON_9etz-RvGR*z{vJNO&(0$!8>E;cNTxcVv{6ngl5y>QB%it@*oJ^U^xWYG=XG2
zyD3Z16m%~06sd|;kVFpb2KR1UCo+sTF4;@iH3@MR^bUV2mLJ!XNH{!-Cjy}Hu%10o
zF_Tb{G#2yd@+BpqM0ik{yCAtQpPCf2FBDJ|e<eFMO*R70z^_L|)FGf18M_ZjN7%_L
zDzbQXtU9fAAEF#V`dK>32D`!NvWgv_;`vcw8~kl4q5!a>ng}rJjxW-qP6sIiMx~`*
z<5!PHrO1Dp4MnkDZ9&zt;d~>CbD{@N4nZLYxJ18vo7=Djs)k9z{#p+(RYikwqzt_J
zJM`-V*tB_o@~Z)}$h&s_H0O5nVh-L6*=6gS3)+8O-j>jt1fPavCZFHF;ZCkBk(Aw}
zeRpZ!E<4j_V{OH5Vk3HR886E`5|SH6A8vXOjBtPc(l|tWMzZzWnq`%iPnAh3nsgQ~
z{ga|U=yEE&Tcjtf=!lSL-hYp9&=Dm<GzpD)vB0m?);<woP-jhlhO44sNw4V8PLV7N
zZ0Ad7DrNyFdVlz&7v4A95k1dRp~!qf&HYfP4aiK<dRY!fl-TMhM}br352!lyRDUY(
zsp5aFLDtQ^@?!|jNU9Bsl)Bf^dGH87dYEKK7zAHp8hSeU(+NMds}hnhnN&S%fXPmR
zeq=a_GOe}l)(scq_wiSl76QxnuAOVB73C|T>aVpB`}#g((~y%5WvGupW>1Y&;&miF
z4vg1iOVh-DJT2@KnMZcV5H;nv=@_Ed<WGO^2=&k_r_m9M4#_e2{j(8$%+ONfP;EF6
zy<{du-1{gFLJ`@QY#df}l^vXP+%i`vCcjE_gtl>LpI7u4AEC@`++;Fnl(N2Qs>4_b
zO$e}#G~f6K2_kw_Tyotwu5Jxc))9%8iq)u|>8?<WN2K|=b{>xy_vj#+bNEzBlBa)G
z=Q#k(bkL&FJbXu#gTiIjA*CNQ+^U;xgpTg$>`*Ylo3q@d>68aQ3jN&etBa(!m$-7)
zYaP8g_v+?*nttbH>0=5mSH%Z3jrQ=kcUbdjH?k&aEKIJW3l26p#G>xfUgRx4AsJlF
z<7Q3sBV4IRh(67fi38FyI*5RveUX1><2u08ctm`JVrs+zC5biDrg-8CO;RzD2;Wy3
zK$Dt-rf7!N1%Bj>YUuraiSPrMLp$(+$WhXq1E{L=HBuGr*6KX}glE#t$JP`XAG33L
zyLDWuflor%uzGHSkb(?{7*fs+7~vvU<9LS3Gb%5?Gm)$9yJLUk>LrDO)d7E!F+*5%
zfJ+agk*mp+)tcj8uWuj1siBCLX(Je4)q2K2B2?_nQb9vA$eT_V#vvVg!g42n{yv5m
zI9G}>0?+0AQe=4HHQ=7OU7D=nsqum@TIK2he19|t<e!Z*MKcGN_vFy|)gRw_&vTH_
z_2T*X0lp1I!s3pCBfVueWT=11U8+*h1(y`dTFZQUvR>(dibL)bp75-L!I>A*&tyLC
z$m)SQ2inzedSBCDgUuCuG&)pW^qAX@W_Fc%VY}TjjM4@-wJdc~6cvbzY4J<Ak1e#Z
z&hc!aaHV*K93BuJAkYz?9pexM`!^wb9kEbQw#b~kG5`isJVf`5s4{=oA=x5|bc7;X
ze>1xq(H=4^7nX7rimv*nGSKlkO}tU(0Qck%Rz?C(BE%Xz;Rc^2^D+*!=6LYA{36eq
z7paE4eFl5!cxN08A^+)4{iyC#O`wc=1r;#9a8h!paTLzW(-GqJz^79(i<1!<?CFZI
zJTemD;WoSEIA^s+iZp*;!VE)Lq-`*%x;`znD%wB+FRAYZFBDPq%RV0!Ut+Z*R|LAS
zH*neJ)LY|+ki%PGakU0qT!S^!;8HxB<<1`oRA9r+%f3Id;Zo&}jcl+!4t_GXU66)0
z*kA@*HpR^x9ueEXyMXa_<xdx%;tWkSpXXksf`+^i4DiX0>8F1d$AHH04n8O3!P{F|
zL1d%XRL%E!@nu9d&ooHO?9NRpn22(CUoOw1DBWf0W*>#y=XK(wcG|W@HaJlLc8BX=
zCsmlN5HwLr*Jrn7n|#giA4MOqrjwgD9P)Y5uvdH{4NqNi01SDmoB6pRcp}?<egEwY
z?vzon=@CHj)ntD=tOhg==m;$c^R&A(#-dm4*;hPGhs0mg#uzF(Y(!*IqB67H5u8#I
z?y>C5Y~MBJ>`$RcDme>x^YS7j-M4v$%R#rvvLONcg0bL4_FEOAE4t}4TUIWk<e?t4
zhw%aK?(_1gY?5_0Z|`E5z_1epK8kw#sS$7bXh#Gz&n|z%4cqC9?iEZo|4f<HW8!#f
zmN#8pjAt*P6P!A1Q8Z%iC?>3!XZ<n+PCJRzc=AO)^OR3q?p4k2ObIj<cgV1MyNinH
z@xE)BQ&LvbO|QZyKku)TXu{XO6BRJSp4|fyO=`u;OcK92RIIR?#OqH7ObHH|<gJV_
z%Z1>k3C@4~pzy218pLvl@CFV=b{IYg5kn0=SsdEO-~zIf%X?sdv>n>P+uq!mMiN-}
zsF>Tw5(IAEP2Rl~uY03hxZY7*Xoo)+Y@5tm!Li^h71`0gYx)B_($Ztr1XHxM!OZ2-
zu04>(b@*h5aeAlxxW29EtK)h0J4_OMm~w}=iib(EM_Bwt<TWzpacI9eqSD(>jx)Ip
z0mfDE6vFT-r>Uv+?e{WZ>Zi>_=Z{|f<TX8^H<7VrvD^^Sc>$}1t$zB~^3VSREmxP4
zmqBd@6PKTR1So$nI5|E(AaitbWnpa!c%1EBTaWCxaekj)(a!-a^L_z>0N!))bAko(
z12&F>U^hUV{||)f7A3N!uT@2H)ID<!oEXRIAz37gb-&1qNdNhhO#c;(y8QOX+yB04
zcS-+emA-fvhv0&Amw){2?ce|D@;~X<!CRqi@YjL!|44rW{v>r!a&XFw)5y#CpMU%7
z<@S$%{Qd3Ee-)R%|KFRq$Y7$mNFy%Fj}!mr+xYL>SEc3rReL#o)ymFahZrvT|I_s4
z|4fS<oqY}VIMyn8oiWOC#_{VoWBz)Zar`>Yn7{7B>!iBQZge^O_;s8;f4$8<ejR6@
z|8^5zXYGG=MsKSb)7Npv{B@c!eH~}aU-#klT5QZdeqGN#el2I;hBt^Cyf&6Ij$g+a
z^Vi#q<JWP<{B<AR;LOJDjbGQdH-0T|ZyVldx8RL-3*Kn&;Ppmcmj4<-uD_%;t|Oz6
zBP{MRf#RaeOJAHQ7QX(W(&{4b*IoWF|Cuy0|CxW-p6%{ixrsYauIGA*YJCQGpwxf3
z9AE{?)@=2+@`mm~5$k>2F8Cf4ad#>ccGRG3%_i2Tazn*CP_C~dQO-3c-+@y9;qnYB
zP_|~Pzm@Oo4wNey*ciM5rT)X^jaQ&-%~pRa3CcYvBaOQlv!+M)pj3aj5VIPTt=Xz?
zCAELN1LaE0?-1=qZ0|s+|8Swy6)0P?)!#}+<JK#z;JdP~iwbMzHN#i(pF5!I(F;3V
z16_YYtCn+(|4H=f_K!rSe);w7&)?G@s=>I+uOqRXg^4sch|8~ky#2Ef+W*Vt*Z+R=
zgOV~y2jkDb{>LT#V9fMGg2x*jmLKf&LwbJ_CZ;XUKYYLbpofsAjj<RJrV-kDYvVG)
zscD4LCd6V5nMX(^j7mbw{KMDl58r;h?N4s(&#J-s^hj*APocq5(*d|4*bt3hez0nS
z!9=OG-u*srUmER-O<H&TZilE%`o8Q1f@I?L2Qyr0ag6&Q*=Y%pwh&d=U&4y(4^n@o
z>rGTP;r89VyCKTx?E<a&Hhs57rCTfz<qO!ioPc%Ot0bo`1O772<ehZZdjhmyrV&a9
zuQcI~0$97@q|k^7tJ6V6<&|{%7Y;|DGskPsOE@cqF3$EBuyMRU1T8*8IKoeOo5)3a
zP5UUt#vC+JCP^*{Qo4Le;7!7tkg|WGFI)7}y7c8nUTk7HH}axxI2{Kez4hf`WeoLF
zC~a4FzCmBV?}Cs<44K3&FhEicVZgv4QjXCGuAu?Dn6SkTCSg?ALW}#w@fx>V3yEMF
ztBk!z)kkM(ydI)T@?CwOW}49^RMV!w91pgGe}LOL;Q;oqjB~@87&&WV(8Yfmh`nbf
zqXwmd90itLu<#<^^468o(M5E{TN1%luyne9CToU|$upuN;5$A-Hc7=y2C;?)aRc!T
z$XzqBb0$Wo2}>Z(Fs-nAc|J~;2N@rP74Z@_vw|ywiMmTOk4{ON>pAIsPG8jolnY7(
zO^^e$%g;guYgO@zGXY;QSNMNkpmYKl{<ptm3Zk{r&hO78^Zu+$Drg{}KOf8C3qzR0
zeybQo3^;R0LHN=r+y;`$*e?vNJSlN$+g@t#-TiqyV%K_9S)8&JwnOQQ&wDXbhFs24
zU#GR11%1myl7bsA!-&8`wEAjrtiL2pURpVbY0HV{E15uudKCU{x<7wjwj7w(mKn8H
zs<lNwm<%njGHkA$#43};s(EoE_Rq>E3=5-7P(dyC2L>_tdarl*^x$f|Y$lxQ`}Fc`
z0yBn{ki*dGkYe1CvcT63$pl+J<dY%@EhO_N2s2VlYYX9}k^2lEt?=bW?$jVfB0-jL
zv_}Y}if+)icQ7M0Ups%rnqg+uLR%FzL1i>y7v|{^2A|0US_G;Gcq0L+hEOlvS11x$
zOXwn!N>M^hp*B$tliEHHV={wuy>YtV^qIj7%7MO}8O+>{!3>m)L&D1&GgxkUpBW@w
z@4CNwpvb7El=7qdj`KWJ9D-E!F?5t4)GyOiRweutE6Hs`MMr=3bj)%5v_|5uN=u5V
zAq)3OoD@E+1Z<b~p<?29gm;6c!fU*nJqI&%C-hNS%L&saYb|RxJTKSqyh>SXS)3_r
z6;SWXT8SyuHkC|F$vPC`#xd*0>0m;%Yb3h2!DO==Sv$o_7m@^^AO{usmvs5Or16O>
zOyLv!fh|J}ch7$rh<40)F^W|@<AqT`zwwT6glzMLs2wy9=;Lg*Y;Ynz(E_x$b0~Oi
zpc@1VJu+zVlaF<x4U6XN6%01rIpw6VSG-{ebV_!#6ZWE>Y`%+`1{%O7h6qEDhTm{U
zcyYGT8$WTTJrzqdh_sb&Mg+gm^onEY!hBMBuBxff4;6oF5}|ndvvu&H3&&}(=YPW|
z$Ys1RR;AlRg2o|ud;P3KeA^ykapwix?4rl`t(8?iKi-C*kfuYVS(qOh%B&t@Rx{@r
zJDM-1{cLF79nBYCvIwe_b8C!em=-Wp&|9-_K~Oqv#@tM0%OMl2d&<ZmfhTn}kY|8U
zChc-EEjoW485W3oWN0@*_zW+{!so(JpBKUWaFdc3&M@1x#<UelQbapNobe+$piKRW
z-twMe4vftsi7oFGANrGf{|uKUvhP|zW{1l*cqB_`T?7H+G$H)450gM^7cmP>)lchs
zK_lVEvcvFgo%oi}lVKC#j^2GfP>4L^aIkJxO?-c}NTz@%2xmfZrrlQHV;VAIVf05p
z;b@0_f74Zi3Ujzu;NlJ2H^63yP~v32qZ1uCdq?iY9JuxF-W9g}jE|aUMLZI$0bcjE
z2Fx=mH$fM*O$xSIZ-?$~hf$I+OdnYspqT&%8k~?Gf$1KMK!O$rxO12of@~BxlnU+~
z=6`=2u!CqJ2Aj<pGkOv1AX?}gW3!ConL)G&Q=pXdoG^@X+<_>JIb@At0?}HIXmksv
z@Qf%7t?e8gRY1L;={nJpg)ipVBN?POe&gl8cOnNv5=S8Qvq=27F|ePSS+nIP_HpoI
ziYOsd&JJ2l)O3Eb<Ouae6ze51EHi#E|ABwLftz-hfO1CZeRyH^;9kV!V?RMcb9;Z7
z6hDD>gN`>#{W6g2Cy;}&THfa1WQEit52S^}1}3T8EE*Kb1tAdF`H8O=An!!UZ(z<G
z2%tuyXA9+&YbR(>-(J{dK%hS=ClkD2hQ*#3zhR7kjJsQ$=@EO!WUZaq#HWa_h30=g
zzC9QQ^x%8#S22U{(CQX*$uHaT?lzAzuKR?rSco268}$j1&LvUvgk9snvGQ>zdb9nw
zbuof=N1A}*2Lgs})Nv66o*LQS5SN;dDmpb582gae4DH?ADp-8<XOmxe8VFYSklvpe
z;s^vx`q>A<wtukA08DPw(M@+u;yZsv9kE9rW+lKoLTem#qj_ht+Mi`XlW<lG!fmii
zNp#Fx2N-omAWBCC4W1Mf5h2>{XQ5oLd#-@Uw+dn@n=gO!i4h_dUv~FBX{?4Camy)&
z!>^mjEFRS}I|Sh^TWvI7nZU9i!28rf7|oqit-b{vKD~n!@5AmM+4Oc6Cc%F{tT_FU
zo?61j72DkKMY5~c?On)2Q=+g_fsAFB6r-&OgA=z>1j|6C(N^kfZQ9!$mSeQ7Mw)h`
z?Hnn{G1_W3q&KYUGox5-jTl6{KWu`aqRdkFfptq0`p!)6vzPPvN#c!P9>#p_kZScT
z#`$$R7~zezhEgev9frcEzWje^6Mjio6L+s=dWX^V=ecl)*u@Booa}Rp^wtM2CU4oi
z9TL9~x!%q)j>#^>?GQbOQHc8B8(74g(#ByCDl7zhUYx=rw3=&|6i`!LB!!@Yf<oCr
z9sEcWu92OqD>RfW;fL!#G0lX(KlTz(-9q*@Y>D7TX~V+#d>8VoC)a-vlM$YuGD4s%
z2Mi}a!>Qgqoa)+GNY4ch?Zo;M`Z`})ec2Xjz88Vta^Yj;=Rp;NR=hiyTxRcwY&Ai)
zR|azNZfb;Ic#i_f-*SXsQfifT8zEFHNq#>&QN}oC&|byI1!|I%tp+{i>MsMiVs?6P
z`N+oBgbZQ37&))rAaZ}tIKmRS<KUgWMiDNHlhf{lnj`Z=Mh+izFh?ZhW;e!15qbGK
z0}Qz07ZU2FH8jMsv3CK<VZXTljvX+5N_glvs&sjhgm*BGsN98Lw_PI;wwV_8%Vqx*
z_E&zSlFFPccw-W)-F@BcR}b}jzQXs(%bW6@3G7^Nc9}K!13!Pn;)yjOy6G4s)u0Ls
zs!QWPplNeUi;nUHzl3AI5~|#^Kqy##7A5-??Q|!UD(V<s%|%WeDTr|JghE#5iW6n2
zWi0feQp-duT@<quFlXT<jaiB{9o#^2wo!`DFP>R-^mVD-?yaiaD)R-hsR_olpn4nE
z<{2ln4uf(DCCYzmWQQ-|-rDS`AgVMQ@T3@=O?T!Ao^_Z9%<ue(!`uidx?T<m$g6jG
zxiE@d(VIa{iK@#$rd`p;#WtDFhGAE%Myg%AqC-E-8|Boo5OR)qSQe+)6@^_4k_*&_
zn*FKtsP1Qcg>?1(*q0FJ0<f7^1sPo^Ti3F?S<PG>G}(XJs3o%#`_lBR#$Hmnmcg=5
zQva)%yEhi+!?f0$A<w`nk6Vn}FOCaeR7)>Jr4r|w+UzWglY(Ok^0l1vk@i>G5A_-J
z?0tn8A&!QI?WtkGhK|8?*=ekui)Jghgxs?oZx9BnQ6-ls+hUE2hE!2<LXE3|`;o@*
zrL;7PD?5K#EsHZdSrt$-x`r;J$YI8Du3X(qs9a`TGEnZjltY3Jxd}`lfc@F`71R|z
z^Pf1IGvV9`D25&>1E20CS94$Pg(5rJ#2w}Ree#%`lT(gD)RM#GigBX->9#bXQ$Y`Y
zDu1>tPGNE(5!$KzSpoH-7N}+}s8-y-*J-;-CdGfpth7r`UdmCi@c~VlD>S#0d&3DB
zt_JQ$4MUu1=^9Xx`+0FLxt|9f5sYL)-zi*snNWSrc9^?P6<9XfA%lB~Njc4?*c2@_
zDXU4X_%kLLWs#nTK=sH27}Qd9F^Olxl;Fogpd?fdccaKL=PS$4PlM(MFlhEjs`?yV
zG1z~Fc_1D<v&jYfWWU9%?)fMa(i3i#@5Up=1sOIHCS2c!%KHtg(IZ#ThWmM=js@En
zL@6hHBc8M20SEFiD+28KFCVdeGxFSt?-w=^Gogx2Pehwl#r<_zXsnvRTF(2ve={<-
zDYubjW=jXO_$eCgY{o3P^E^viJ@SC9t)+j!q;XrONrFURyqJq}t`3_MHNs_qkdL$5
zQTMA=`Jp02Te`M#<2O5c?7Ov*hM}YV!m`LR@nSvW=V88o`O{vtS)fpQMpWVnvGwr$
zK9>0YqefrxqwV-_l9~L<4?^wN1&>y$scegk*}{Gj*F*;w%jd_{Pe^>PdmbUZ+#G+q
zWEi`+H==|5t`0jU$&ClVB{@A4Q_oV#`jm7=T$)?*m`&`cVcUgC5^+#Ihe1frW}pq?
zAZkSd>&x3;rZub#rYv^bu|Z0|91CvuS84?8(xC?>)UdO<_(dDp6~g(+P#;U^JCN5t
z`RclNaa(3=C<h3=`Os+(6OtQh_`!eZ1Jt{{xsBUi;W#;&%p#{}+1NeZtZsqnL$fkX
zJ9(p6ZOiJB`;E(>$*ifopVwoZ)0+d2)3{9egi@2qEZ#RR<D?k^lL6mR!Is;|Zuyyn
z^9c>R(rdSU^PNeQ+KfU@t#~54ja4E6o!eLyGb%qxuSy1`<&ofdZ0BdwKiGfd2A0HA
z`^u)0W{OrQ_D`X5GGy{t3}jL{rE{OdGzY8mR5fzH^Ax0VO%>{l9qj7NNJUJOK4kBa
z?E_M|_m!sDjfLP$Y$fzPsNAH$Es}dCE{P%pd8mH{yYM$ZX_{?yz{m!@5?td6mbclq
zCu}R|*T!uXuVu#Ur#K3#C7yqXkt$e`DXGkmB{Y$0-C!;ZK_=Z<n0s`WBNg>yM%H@&
zA#skd_88i9y++znaL93qaV%uC&O{62okS~F%HMh_y!e;Q0ZkIN*J-mGI}8A-`Bu_1
z3t_AM>}qj1Rn{_MFbTg_KCh5A7=!W~$v5|l!>J%tOR~b4RNz**#~Xj(He<shgdEbJ
z-$EHHq^##OUTxw_dVAp1q}pI5<EbUd?S91Wdr`^`{+3u*fXGL6c!KzrvN$0UhZ2%-
z7x4Dr`$NwRuKmpCH**P}D5Ccp{=xTL9IgRhG9qsL#b*}m5_+1lbhpnVoT~zVFjm1U
zM{B?h@=+QiBBFYD=jeZjV_XPRm5LTm3|$Y_1ry|IbpqA1BBvG>bOnM^owY7Q8dt>%
zx9OPGVMyoUf6}q1)3Ld(Rj@*;KzOt&n>Vd9Dp(3BSs98Rh=cB~02xP6`vRUJmP*)E
z9IwH?#RhQURFF78ddZjh_%8u%kWcqdp$&WmAU_4I#F(AFe~5p4RtQH-Zo`l?_w>At
z-#<h?R9K?szXN!@&m`7ZBro@;%J-2IpGPStfxAy)Y45|XHF3rU@fl`gY_vWEyK3pU
zLq)5dd$4nwz+|_&Zr-l}H^`@O1nFmrVo$57$*k+zsvw&*_f+;H3NJ26PrGVqwM`eS
zUygNmb&$iLL*jqYvM|3{^aCLU3_xH+_F)wetgX9fw9UP}iqQ}u#f=P@L^G8!g-cUs
z^b(`{yDZWOxkdRDt4xDd3P`=~Xcwz?y6!M+Sn$DVl|z@?ZoWIa<UN+B{{<X!gTRBd
zI{YH}k}(t%;6+0A0|^KsgnW6Rt2y#Kqa02C4s(jp$FhGVK)M1cDSjmIvfu_a`;qWD
zIa^)8KfwEF<+2Qc7QfJrcaE4O|IW`ALc^BRZuLA6=c{hEEGEvkb`h0=vSADs>-s4L
z4Q2r-o<jK>X$1|G0UlNZ1t?Ha2a11;FS66#fh=pE^3`TGkM2m9DxG~ScfYUquvK%d
zi~9(o_~CzsSaC=%*jYp1_N9GJ#I4Nr)#6Z&raTZo#@_K{5F04Qm6P?*Y9E!DQB8GB
z4=s0okV6Iu1i2PJ;V8&SF?WuF4g$VFj?V>pY>=(GLD1n_Alc#<U)^bNd*ytFsD(Er
zv)HkqbDaHrL&{4lFB_CmO(V27Mz3>vKBB}%TbzG{B_-YH=>Isy0n3);_(bM(?UuyB
zFv&nx=cD3#8PUQwhGQJ<N0DiKq7vWPQ_)ayBfp*@0pXWZE*{h>arTDQ!UOxJIwY52
z)uCikYO8(~S)O6UA%rDdcoATl0}(cGe2yqjEH0r2KmomOvc4;Hxv@I%J?QTx50h+V
z@U4HzZ?r94<w)f=uHmRX6q5nAOBKsTeCGC4j>H$!8)WNeMqD*$6+o23(8AZlek2WN
z2-ko=@V)481Y5eL;X=t+X*WyKqiNg_%G@zfC?>R*o#2sgum>QH%NO|1pm042Sw~Th
zZ}O~IjxCirc3cC^K?I?y>`BLzIpYrbv)F%#h4%sNt<dUtOnfgT=sm2aNkC>!cw<xk
z2XBGT4EYW~zWsuo>(bL^Mbbsg$+iW&20TPaX^@*3A0jkUuq6lnMM3ehA!zu9S8-6z
zr!gA|eRK(kZ$d0zRMlabjqO;_p^!Nu6M<6w2?|XECh`SnK8rpUQdET=l58i?z;Ayd
z!7l#82VHX9$80ZgxrS0=)hB`>WOY<%pt1oGj;5>99GrZEGJAu2`Y=tFa%L~Q3_C<1
z_k__`>^RT|@><8dh>qzG`~ZEJa0^E?@Er^mJ9!7%fcW_Y{g_^ZeWqVvYESPf)O{gC
zf^@E9j1Ibwsmx~_f|DkVV(vVW0{(v>L*nnFBuu5`fY*RVE`E|ANt?2kGS%7I)JD+D
zjy6@E?m=ye=HMi0Q`HUb80+^FEux-_@GN|knWz%ukY}*GG?ikcX-`riv?TzE4hh(L
zb!vi&)greeE@9{EumL?<Qy?NKwu3JLoDyFJg`Wn)1>`tvsfaINHPd#Q3>$xRdy4Y0
zxZ6({&D7DM^_tH1o;ge%_3?hm=P&sRI{JG%3R3(Cep;X^DG!<N4m~}IvodzD4RyRE
z&IDdA11W>y<ZxCa_2Cpw9sShuwwSJC2Iq?^;~y#*q=CTx<T-SAGoPcMlAF7u{E?)^
zu~2<gm7H^p&#Xw&LN+=E_ws);H(>G@WIb@i8AiOPmR5O5neBo8S^W|nftu37C}_5x
zV=DGB@5)cx+X=R}?&<3!AKZgP>N9H5cC4I*Jmd#sge$3^osYneT&8*d>R>g#;>LGI
zLsbuIrtFMfej*{>xo1d6N@nS(Be!7tgL{VDKvOBSh&JqS=j@;3m*jsZ$~T12!AH$5
z!NRV`iSu^Z^=-}<nyO!p2~Ab78e3@MJ6^P#pi2L;QBXnw*&*Ffbm*8R(Gb!|qj5B|
z89&&uqcsFhH8(p<N{|*55t<#7afYk^y=t?Zp2Ye37V0v<zai&=Ula>Qyzq^lCBi9j
z<VC%2&Vw={_injC76*T&rKdQ4KbHHkWBLO7r1+_>>{PyH-}x?<NUH`D%*_q5pbIY?
zMcTB<oba6hVMV0e4HoS|DTKy<0EA!$eQV-ZKtK&lN!T+t6kA3=w`>fgjtxnD>{ynD
z9Pbm<F!PlQE?cwcS)l%ex{GJnBmp(;nKAu!I`rTZJ@6E(C)<B|%jF3j3-)ykTj(YO
zU_)W|poRUgK<frSHB@ZnUy1n)R@#aF^VnBC_5k-HG;{<IgfKYM%DrsVgHbQVy)a`T
z#amahC%+UWqsxi1bC;9P!Kc<uAs=i$<`UDel}v-R@{EXDJ~QSg4e`^W*y__6sVMx?
zfE~-mH(&{j&FFtvn!cZZxo4*QJGG>wl_Nn`OkDkfMEz)ay(lHM!I#QU8*EV7&-2~&
zNHe09imfcW?^MpJ!UniFzk+u|l5jtt8ehgHaVc6QmIf;^n`l5=DJ^X4o$ljU$=mvL
zcPjjlgsG&EH9OFs*xK+E+2onsUOSqoU$dBBPfKA#vRHpdOCb)#WY=Bnm^^bZ3hVVN
zpFNf3ol>Ljphj~rZuFhxdQuKOpU&Xohwy>m&g`v?6*w_@aE)WBcrXCA@_O@=PT2a?
zgT^%-cgRO;C}#0RQW!#mB(?@@*dbXo8BgaD%$U@`w~GlKJ00b@75$#tYl0uM#_z(@
zu^sg1$gO{qUukc|jBmu-+Jmz1eOL9cohv3(uUDd)QRQY&#`)mvHu^!0S39+NZB+q$
zQfN{=f<lVx5hYLY0ti>WXh03)H7l7!6_R#^0)kSNzrv=mM*TLybHyoA(McLN*9%#0
z6TkGo%nNFjPW4dLcs@UD(6%5G;oIN%kDVR#gh_u;$8MZ#j?kdJuw&gj(sy|5m_x&3
z=ieZ|LsrLn;QXWnnA`T6P6>XBN=L&O&8h;mvv;cV)6=SQwhNb(f7vrMt7A&x3mM06
z!dNsr*70NIXNl%mv^M(APkuVqY=V@_#MT{Nr-uoxlxn}uLk(5iPv|f50fGi-QC`n%
zgZzJhuaOjck}tXetkYS#CoKXQ8!AG4O7R$W#es%mk-2`8ND{9x;Q+V|EFFr^{qoxQ
zxpNq+`AJ+2nb8y(>!7t4XS~7g5PZWiss3{5!=Rd)uM(4ydaqnjL-QE6*^zG~?HD)E
zPy@bSpAFnfh|lm3r8*ug@76E1R!w|IB&>h6q3prRj<m!9$9yBxUOln>_vYM~^?VJW
zU!EN=0YP~+7^|he&S6*y2=!Rqo`CQrL(EM;NUvx}uksE8Y65~5I-Pyg_4&0tYZ&7T
zBhBEm<_Gbx-EbXq-mn=8sRVpws3GQ>oga95q0%nkl54iBAt&07Z=6x7v>tlARH=Uz
zYEUxV%?E3hHn>f(Gv$P;cpr|_bk7bY3W<8IY57C-!lhO4`B*-&Q#u|sgvmZp$>4Jn
zzG<x?vK4hP<fnh&Gi=CX;kO=ZRSiad8PhhF{~Gya{beldZLjjAmX|;Bzm>lHp8l<d
zk)ZkO7dfOQF6sBdgh>KbVlXDjmDYa@#u;;Ca%1?0z5JF&+w`mO*U>VJqtaixahAle
zuiw)D4%5GWdow~z|NcGwTaHq*m(v%M*r>Hp6;q}ANi5HrSS^|`X0TEQS%5cwyWfTp
zcG~7R#!lP+{jK_2tr8Ho@$;NokAT#xYcu})I@1ECwrP;MR6Eh`GVL<`Ydn9UF#UTx
z>*8e6m+JJUxvF!X7p-n&0<XHcX&cKe|MvD@Ne}{}jDp&OO$6aqJ7i&J^819EK5Fm%
z!fBNNKWNDvp@`;~bdQ6W>cTG&;=1tsU;(~Cp<fJMLrg%&zFY^Rze$FtPr~y~sXD_i
zKF_b_{!YivkH=$`*Cz_(Hq(EHo{<mzEE9ODeqMxzGB$jd5?|qB8wVO{`=4PHKcftJ
zLo6e|nn1tk_Jb4!MfjdleDGkkOMXxtKT02k;qjYib}W5LLk3dR;6bilHPPlbfOu-!
zKB_>)_ue)*zxY{shgww8e9G8EjNH0=5ptYP3ojFWL@Vt7ZlzCe!jyk+u1Vj}b?zk#
z{58<`1~X#6+FK3UOUG*bKTW|e7PI|Af+UGo@oUUKC`xle(E@%xFJy0+l%fd1r&iq|
z#mUuq8)pQiLcy0^#{o(%{L<x6aw*-yB2om#gW0sC_5lrXulP*Lw<b!i&JT5bwVVnQ
z#fdo;d~Y#7)`gwF(6MC~`$x(d`Dp|CRL1<O%1TGYyI(sQ{!|T3_}IC3B;H9h>GG{&
z{VK(`v>)WRPwICjPo+zzw^cF`)H+v^YoH~iDBvGR*)k<mKfIlZQ%CB3lG$pb<M)T+
zUHbm7=|BGuS8}$?mqBd@6NjOj1c#xU1-GG_2E)03GBGngJ|J^+a%Ev{3V59DUD=K!
zH<o?Ruh4S?4s&0C!2q@Tc^U<Dzq`jC3|u{E_x}UKkRl{9rBk|xL50%QZ5NDkMsmNr
zJiN=HKB)5V54!v(Idk~=>&ri0Y&euZ-q=G7c}gMaaQOYdU;gr^!{5u-DSBmnipPTI
z|0xB3e$dWmJ-KX-^-R&}!{tAJ{^{`QC%^yt^5akH@asQc)IsN5DhW9r^xV`hFX~u*
zDRlZv`Q7(lUVi*se$!3C=kiZFeEH=?uiZCu9bV<bm#;7Xp_I4(dHC|bFKNmlWLpNN
z4qyIuC?8x}J{XgeiTV7&`{M^c<&;yh?o#4^{aRH@PFZ{T;Fb^C+3fYD1Z>=g<A+eH
zazST({-91J?37g0DObJHpmA@O4`p$JS5@P28HX`W`?7L(+tBMcY*Je5c==%259&0#
z+DuyeXshYPBSihhD}`o}ugXQRQtI>4-Iz^^(Fn%z?lg2gSs!&U{?f>YrAR13>s%#&
zS)bVtuyyBIdB;^jvChX2ak56`kiz{E9V3TT)dO_d->%A3($F#T(*WI+t%}}X28cIX
ztu#Ush)E-H<%>Yv>uLA3VuDg#Pl?Zxaag)n^~iI&sDKU~hqf*3ZpR9)<G9kJXa%t{
zf#-o}u0&GODw7!F22pgM7Ws)v86T{Fpmo>=I*ssx)Ec1PoqSczf+VBK1@TEDKa$-U
za|B8;SwRV?u=w5S)k#e3<U?{v1Km&$9RrHf&_8_<0WFgjpal;ejHlrFg1Y9yGRMj&
zrvwYH^}4=ZX(QQi=G3V?nNSd|PWKT4{(ufWtWjVIdL!cVa~!02=F0M*5RVUkwM~!W
zsi>@x!v+}9NCQ?i63tlDU04DN4;(pt=(u-_EMy;3^6~!22cD4wkp^x9ZI5~v*m~px
zu_8Z-5XU`t65%-vK_ndDM<Al`;KmD8kKE`=^VN4)7bHRrZ`KGt!(PE@mua{HrncND
z;5a0*+oCl%K%`_oy<4gZRt4>U&FiX!2+PIQlm)Ndv?&W~fpG}rUl&inIpn8`h9+=f
zw;4fPz2c%PbR%vLx<c1&JlC#BFF6l1nl>6^&NyQ-MuZ}$xDj0PrdE*+q&7<7*+r7b
z+t+KoUk>i-fPTNMd5F4vlk7ncW)~ZIwy8>8nT1B`N_uGr+KceXEzzQXKB1FVW=Mi7
z2$2-h3>_yCL{d<E_OO&8oH`Kl;;K-0yCqQw<3d<r9JbZbr+UZPMxUP@8U;Gj=r*wG
zcc2Ztub>YKfh^u$4%Z1@|By8fgRC8lhaJ$C#~={wL(v_#<b2~$Z)l+wa776O<rgKO
zy{wcrZLvG{>~GaK8GqJ)Mwc3`t%SpReS3<aDWfhSGi7K~iL6Mk+W_=Itgw|mYgL_$
zG6vk0Y%n*)-=-ue(HzZD0h?t#!dBUb08ZMb2<jG`6#Y>sOd(8KWgC4X0v)~(sI};e
z9#&2?KI*VE(dw+jFgDPz08e6CosGQp(=Y&!L*~X5IR&sN4)lzF!O0R`OcDGt$_u>q
z{9PRzJ@@dFz~ByaSH}wlZ>-}Y9GayyUIJ)fs76QNARW7hmvCGd&cJ||4xh`w;2?zM
za8;jWC+rDa8Mj{b2F~P%MYM||bv8;YT5r*<jXH%DCVwRGHolI7mA>K*lwbaI!I+7^
z+(XRtaZxk{8EYMX9}{^x&g1~&53tUHDwYq$gH?%c_l@;`k7<AE8NzEmXhDUss&ED2
zp}tF`BLue)jAM0)4AFdKFCSHB!_r3io6qXDopNJ1rOYK#Tft!f=9>xpkVPO+5u3r;
z4Tfkw+z_5TQ0(@&1P(l=J8ZlB%^!{&xfDB08#~O^E|znDI!tEdDK^ePu1;;ZGLCZY
z*$Y6iE7mC&Q=6jX!aO`@rs$eUn|zpjN{6zy?J=#d{mJjYzF3_n7t+b#SY{(lN8{ru
zv+vu=sx7+eES=Wo*}On&iVQjXsy_9hnq*f83h*9l+O9M*yK7uPPzRJA=U~DnXLyeA
zsb%+N`;IGrC)mjqSxSv4*-y;QaA6+fY@<5u4CBl12)9OC_PjM<_GUmIa_?p;I%Kj1
z$F)6hN;ZF9sY#c0Z|6@2x@7T!d^i>|mcW`|UNJ3paEo@}Y<M&b41R|A4C{e`n1hd8
z#r^GFLm|=*W<}b3`VN12ALyDNXlmt6ZsXt^A5~(1KCRu2PBr&b{zk+f)dM4`A!;6O
z>Ab%ete))gY^!zzcUT%*6!Yr0E{6_tShi(N|6zF^F3m_$;DXWVRS%?xr3tAiH<XZI
zT=?}K3hTRfzJD)<{f+>@fjJWct=I!CWZN8gvWz^OQO?_o@jwP{ojo!aVDvYi{sFP4
zNH;WpX5kMEkWBiXL;1T$X7GYWU$=NgjypxO*FY`6$H8^Pi0t52g~>12DMzQ1jXYS#
z&2A6OdQkk&#_X^iGN|#{#`E*gF-9ZZMSNxkz2=Wfrx!)Fb!cjlrM3}KiLY0-f*nH5
zTh8k!!xXMk0gm=Ml_d}l+UquY8@B}jVy_T?3T+StsW#4RY=T+Ts495KCu7q6)?pTy
zdB4_`jv4rZ0178e%s2wGGTK{d6r!7(EHFTZXi!icM2mMs;_m2Un#$%r8Fi{jpo}`n
zm4k9I%#@2IWz=cQs(z!6TYJnJb#xIbxB3$=U65LJwDw0A&Z`+5Xc-W0FbnpVD60d1
znoD^m2R_Wb!?}3s)$CU;CzIOOT)KJBnV`>JzurA(LQxVf96fLBo@>i)*mJ&j&zWq`
zenWoCl>=y=25p5q4g%3}6dO;CFX><{rX8{T#@d78Z-tvaIFr027mZi4pO-dDJvwNK
zU6wcT4&+D~xU$cOFH~+0ABoMU8N!i&k86A+=Pa$@cxK{`q%S4~C+d~|olZF6qqSsV
zcOv&}2Ll!#uS%1G?O{;VX6coU&RH)BD&e)<Ho@LTxi&EEw1YYU>UTP1hrcCsNIS9=
z?ZQ07bCGmJL_z&Gj?q(=aod<uX?924hRBX98hHmBtq9sSNnZmKJNUF^8c}?IFZ`TM
zRY?n^z0M>G4dW9OQCiyZewHx-7zvFE9C{Cz`}kJ^ggDElK0Ab;&gMg#IWt6EH1%5{
z&K#_)6~gN&tMIA=;?U<XEjbOBvOVD^FzB5oN9k}ijw3UF6cME?7k%8DKLaCN{v8%K
z9AELR*UVBKfg~dA-1yI+^Nx;x8vEDHYwy5`kerjBcK&V&p|fbN9!1k5J99+BJCI;`
zTLwj&Cq53P%FG-xmQlL9nEMopi7cG8f%JSMcVtlrEd9!Q&p)s8>BD)LzTC6wD<(1q
z!h@10x`W7Uhx9Mr!8y>%Z9kr&b~GVL)BqF}2v+ZeZS-fU=&Yv2nSU04J?>7UbC~q%
z(f5hE)U;(||E=cC1VQ^&jhW1PuexkLsc+SkJ@vZ#PmM!0s~alYFmHSTzNRg=V$XdF
z1xRd@E|blqyJV{_xk0k}6Yq7JI>pKwJ1P6R^UvkS6mbj5D22yG|H|HIY7GB7&`5V6
zt;Y~*?jCf(kV412GQ(egY*GSJ=&INtQs_&KH4B4Fp_(E{_76XZZiF?PvFtk9P*w9p
z&LZZg+6n-tq=qCix@J5MOco6}taq42F}-w*MFjJa7ULpIJk>`>c*nS`8X0M*>>+vD
zd5o_cw0_@XuD<s;qmEST9R%^Y@5|%Ijp)}oN1o6Fq11D8e)%VVV36lpwhwAQ^uT~S
z?CX9I`^AkHWM!77q}O*4aM$Q0!5%u}ad}}+B_|%q!^58nBXg8d3EsZgVH9MEs-UXr
zAdz}^9-lR($1DquP6A)XE~JwDX5-UPWKnveywv727KObHbU}`MsS*Xl?Eb)+=;_Ci
z%8ySurk(c#-&Bx)#iWXSeH$I48(;h5J=o)HRwJJfsg-z0TV6@x!~Q$yX6`)wC<I`3
zeJ-OT(}h1?;DjL%((#PZ9*B*<1rGG}?LiU2$A;lK85l}Gl5mEO88K!lQGl7TMxx?j
z4vH-LHHUb6i`4sFuZ_%JBU2UNi5=hz4LqRfWhK7vmI`WrTAZ~P<;A)4Y`C}tll7EC
zuPy8PU3%w$4BDla&6%6KQr}XqUXIhN$@{~Fz|v|Cn|9H;v;W0y@0Sza>cwpvB)@Tr
z2!W8dy-ADwGV<Kn9Vf|Ca}&qCG{*Bpcf^lA70*G#6`khT@$BX}>d%pETmxS<g%@`C
z4&k<}fsK!UPL0F%xL15qI!w?L#cpo2Vek}l^;_jl6#lrJj1G4V@6e<ZSUYTEJbM7|
zD?+AKY}|kelPDUT7r5q_P}O?y_q>L1#04){K{#^y6<uEYKvNzM7R{-una`@+ifjU4
zv59J@ZQVHa5~&6)4V^tgzqr!7o0Hh($=EvS#jNjt6sdCNIG0{e%l%7NT!KI^O_2}Q
zm~+}=iW~)hQ*;9Z|NFJS?0q%la~SER1JdhiEF$;1>>fOA{EJ5e@38~5#%AKPf`)G_
z9~qn<;$;;%>1~Q`klqiy(yQ|v#UA^lx0IRU^7us6ecra9*ZYaGzRZRsv}qin?NcAB
zcy2g<622D>boW8hLKsc~tpw~%vZJ^3n-}~QbKr|rTLWUYz1O(QYpOVjcVJL~$XDG&
zP4M@;fv((bSq9q}+<7*V4y)L6or41{J#bF$#03kXeO@2$7-&H4P&VT<9q;Jucn^rK
ziq8`sshs#E<-FYUQqZnc_XtGu{XdI6@L{2UJtFsc>N7q-3z}kRK8@$j)q|LUL}Uyj
z=~v<T*^%Clj6ltK@4aL{@34d$Q$=Jeg)FE8Bj!3H7~$^Zail1{Lu8S}sF3FQ>0pT&
ze-)77udLO*$I~`G0mGZfAN0T>ALTaiU91k6#mCC<`BW&OykpJz^l&}`Z3pH#UUv6?
zNEwwWS#1Q@`;JGhAhp%D5bj5%BEtkex(z&uJcHHul0GLBlg2`W+UT&epGT;ZQ8r4n
z$v`e?kpZkmm>mf^+agk$ybqB9UgY`ZFCsF(M>4Fjur49HZ`9~-Ac-Be4B^)_Xi(Y_
zQy^qXIiWwZJ_G?3a|an}i$7=jtET0DW5e-GrZV$Sxw*Qzt$D=dPnZ{dR*kc!od<jR
zCLNn9qf=%L7yU-uFRuZf$}Z5c+4!6fyx{K_5ecOxt0W}`#*E_mg``M)l<6L(`8^)a
z5}i{{5<bMg%h4g$l4)<5iw1&|ZL#4^5)PdS*zq30IC|el8Lc-u=LV7vBR_F}N5Cr2
zU;HNB#Jq-+!RN-j$Ad4L9<BBdd9A?;%Itoy1Rb3@FnL&bbc&P-#?J$Jjd=!Y)VTC1
zvm?rL=AQeQw?FYbW0>}Go6>so9AG0kEO{&J+YG+oA?!vPkBu+k^``CJm=fMT%hLvK
z%K&&lhrgf_ML_NHk^r_6h%D(%f5*LEfAvN|p(r|On{n?RUmC+g1-Y@1&leNI!8NA?
z{yO5}XwT<B8(zoTi!|_ry~2)j-r@XI${Yw5`G@;HB1uGVbMQ<>_fqp@m@u3}3i;Co
z+NF3U@XUz2Zg!9T5?)1*3v}>i(TVN!l6M?a<6ds)A%B3k6WA^O6<cV@LUt*Be|pvX
zMg7^*x~mTR`pJ4*`XV?z;gk&Lm6KB5*f^PECep0I%pslLTM;qdG(}hCx3CWN@YlF7
z`D02|U7z{@W}ja#EJe^=F_I<aQP1LuC?m$PUA@uQ2x<GpbB(U!IOn=!*vc0Duk!Cd
zUTiod<)@-vN)Nxz|6Bh2_TqiMfBfb03%|9$|J%#|yttI-hmx{6lnI-hce+&LvYCu`
z*<F74Tk}IVDepp_e_EBl{nK*=rLjDZs3@PdvC^O9t#2E<{IIIFDu4T@Rb$>2h3IWj
zm{num+sQevn%}K|c&WB7fBUCZV}JS6;qPTRrs$RRN4=#E=l>~_{)2Wtf0y6S#vFeB
zDpK!1{-h4S{_~|&FljYE0&&vvTDe-!pT(g3@x~rv$jj=M&yVZXokw|_KCj0?^U`!V
zHU%dr)C{~c___Ifv>NqQc5|7;bbRU9igT<_h15FpFa~O1lvf7<)*XXH&s);*G)eX7
zAq@GWC2c=9Z+eGUo;nW7e{qOrWDE@|v2d8UsX$d#)b3sIH<DbfgPN7k&Y@%9un(K&
zI_1fV?#0A0>FT^E1I8^pD1B8FVcSs^Z?1$lWBxeWMr0u)+S<m(v@MAD9w+#aXS>Ix
zeRil<IzOZ%y^4<@7Cndp)siTV1Xl%(P{?qOeS_UT1DWMKui?NQf2-9IX-eBjc;of=
z9!)VYZ*C9J!spHLXUMpGGd}oL1`qh~r1~XF%$K-Bc+yk7<Q*{Qxl}K_la)u21F4w!
z#JNXBDGpQtB0AIVC`E=o2?iT%3#}2|bOt6qb>u!m{lkwu%HfRGY0Yken}p7k=<r?b
z^6>f}>;2tb?6f0&e^d|&uo!O~HQ>GH)fws(^w{)BKB>L6^)?nf42^ixkm!;34!%nl
z!Muy;wfPeaqLU8mH_rgiN58^HPxwXWvn6?R0Bsu@s1iq}UGW)15M<GbL66Fn+Lm@c
zFl3b{-X9q+E4pkn*j5x5CR*Bivn#`dHs0ksdYk^Y9jKh2f9ja)K$rZqk4ud12xsDB
zi+LN@4py-}jFG$KX(7P<pp1lpEH8T}=5*XBP)P2;oRSVt-X1St(W(0bY0XBmeeaw)
zf?X$#DRPtV#286%c*oMh3k45<cAzd2-DX;kB-~N-HK)V!4jUI)k%R+b42yncFX~}j
z<Bb>m!{6ibe`!P%C8FbVkAMa6K2(P#iGIg$Bst}{bfJz24%#l<!CJWqjW$$3BRMzr
zpaSC0VYo9Pm*%)P3p$*he0bi#$BE5iA5}$n`{X6&!;$Qi>-H>2!=_Cs{UgKhL>E$-
zFJE-M6wU5HtA961;zM7M#pc6tghM;h@!Zf@^?~OCfBQ(0$VA!gQ<34g==(Fpw-KMp
zv@fp&o@&&jz3d%s;N1-*GCL>_{^&*L?S~Me_vY{rY>$s(-_#OBI*=D(m-O3b`VV*m
z5Fd=+p&7=x_(vip+R)p<Tr`f%spCCF`mu35?GlyP8ss1yA<f;$)9>Qg28c8qD8Yv?
zbc6=dfAOH*&{hVevRk3lzvIZ?ZXEfWp}E|}_VxJu61*I5GaQ~C`9=cMx9>OV$dG)K
z-fT=QC_1@CfoS@CAj~usGeO1a1aN8cQ7b#MP(%}_WM_(lpTDmB5<mV`9X|fwv5=I#
zqGqPh2W=)7uFf21*ZA(m+Z;;EE*O79E2c7YfAhI@rOHYNOtv?OtaNhTxErM5!MmL7
zm9;F+A(`Ii8;Z$TmuCKq^E~>cgf4?9GI9Cv@%4#&HE<uN7<@RgB3vc_Hf7QZ2Xv0U
z+VJm}pZhXSYpxE;>jKLuttW3%3iW=l%V-MRC^DR`1*~YBkgs%OX(F3wu6?*gLzHFA
zf9A$<_<DGY>WD>dw5|8g8qZV2x2(yH{qwpecWyiQBFa~|<*JE}3Gu6>1RG6ASNP9O
zWkplPr2-cN{r-pBGY-d~L5EPoXi4$3dL$fVS5eFG_unleh(QM*udqs(W)r=sdW3}x
zuIH)}RLVth3B>Xvxg)St0tw)^P_xtpf5ZrcBUbZK+haP~K;6Y3(9~8lrP3|Z$$8FW
z0G*mSpl;5stCqD{CL6BOB$yegOSo%jbKOQGg*U8VH%ib82<Hk{g|->3vSAarCb&-T
zQE$;y;Wk7XvJq+2E3Ex%H4@_$vS7L^IS-w?y-a1B35Kz8a>Ff7P4U2?TEJTqf9`VF
zIMgI)<Zytv@ol;_T$?=jh58oCJi=?gnsi`qu}DL3gaH9Wh3J&s0Tp6w3ww*y+c1=j
z&lCiy;PS24CR0{B<*OiFIS4})VPF%%bm-RTSnhs#inGlzUkhkH-~Ucqw#aeNE^2>u
zohgEteYCmS=6($oD>rXf@6Dypf2Bx~TbuornD{b$<6XSExLnue*Q>NI3M=|b9F|7x
zR7R|<xzYe-EZ)R;74B2IWy&D6y%LD)Zt3&jt<FxH%YrQz&2pJ7mt188b*+&#ZnD<T
z#vs9bErNGrkc)unnS?Z!g{-D>(Hwc2od9(+D{fa#mkwMd&T2L3c+1gne`C2an#ym8
z%h}SGa?JV)U*6~!uB(|B9R%_M$AZMASrw=C)z#s;jdmfEy1Is3Pcg0w&B`}c9?l9L
zJZz<@%f+jE(2cs_a^WJM`K7PLD2A%8b7rqDO61zdbz>oMzu<Dg$zQ<2jR|YZBz1*b
zk7Jq5k*}o!IgS>-<NpV(1HHJpmqBd@J%2MkJ|J^+a%Ev{3V59DUE7W%H+FpQuc&7O
zTboRhnM}Yipt(rTUJT$5uvY>MtO3ja4>-F!vpYFGF%@xmid8*3k|0Pb<&D>1oH%j9
zX;}aKOIZI_(s=sMe?0u}L!3_QUwMqDd0Nh8Dq%YP`S*wa_?OfFtiPV;Jj7h)r+*7y
z{$;)3FCoV%oZ~d4$NT*Cx8d~1|2=&8^6=MRhf_%BDKG0E<@DwEhw%E;amX>BzWn3i
zUxy)ve>;8o?}rf1>rKO$AD{8%zfS8fd3^e%oY!}m^7??6AAZ>{iFppwm|uQLX}ct(
zxa9D9Nt(AGmT6kz`q3A!$RD46m{`y2|DED|c&+K_hv~eOG=(L+{4o6b^g}$)%UI_5
z^%+Clekj8n%CfxP>iMnmc^p&7Ym2|U)rb9cOG!hFuRoOShjCoWI4_r<fj@BBKX4qD
zsZ2y8e%zPVZU-WN`MIMWXJtt1Rm23z+m|n8eXrOu4XTb>-}l?iJ|3n))lt<C=nBV<
zf=!a18!?@iILu=Xmv4m^rg2+;hIM(%B_Db{PTS+xf11WXJOwxWu^IC+U2b1;y_~7F
z3^wp_Xia4#o?gHd!K>d#@acHA$;%@Aa(Jtpz)XN2h;Iddzhl}4{4fqFO!3=IQgu4K
z)i2wvmOPh|`_7$eovGRij*?GXf0TI$;jnog8*yG{V(B#u>f=Z(BQd4$m&4aRZnq^e
zS3G~<=PwMN%4x$>I;JqpTsV3B_DMr8QsXyKy$CUd{2lmK5Pv}k1ltO(K-BJ1y%lQq
z5campLl_Hx0chg>y6d75%VF2i(XGB(a~oKNjr<<|!*3P%bw6ykn%09^91cIkLzAQ>
z6Sq2c)KX^R1BYjv6VG`nsRX8P;U)qxsk|;3`c_Bd5OnJY#u@b#Y<D<84r4SH>S)jG
zlH4$<4i5u!9Iu+a1g4`9&cV+>bIpKrU?U#K?(r0V0-L0oozy9>Bktq?&>S}aM71!v
z2*4J`D-GPdkL&foz!{mJ!CM=ADR?XDY*qmW*jA`@@t0$MPv&|s){r3{p3^e@g?maK
zy!frafWy;GKOmsb;C9a;GI$N%N<W*)rxUodVM;~csPOxK-g<BzhA~eJTGR<MN2m%L
zi&{*7I4aBW(2tlb_<?wGQuDle1_BOUHe9sZ<7S6fz)=DLDFj&vwK$FvJk_Xef&#rd
znS?pjeh`)eS<ASyOz`V<&Is&Nc%3;8#)<}!LCZS}LwW9nI$tHzAb44nZ>6(O;|`zm
zl*W=<(2QsNR&HHK4hHuJJkH>Qp-wo+;c@+c8L&e>K8F{^b1HG1r>1t-Nevma;NU96
z4UVuA4HFJf94R9`T9`hmeGZ9GI2btEp9?&q!GNQ*5HZ~p65{iWd@7`-ZAEc~=k+I@
z*9B{sQoj5l)o942i7n$;<Ksi{rt@+8kYU|ZQz}H8$m4|Mp16UMc<?u^ko*Gp;{qao
zT;!@PATofpl#Au*@sJMspxg3+a-2lwrSw>(0gF3!xgUS{o<sH(8E~bLJtsNQ7e9T&
zh0!S)uQi73D{!JWyL@`bI0p?;!&-UaJ1*{0DTnhMQ!LeP6+iD+pToGE&bgG+I?dzh
zZ@-<s`Y(U}@sRR*VhoRD>*GDf)0o$P|0kcqqZs=4i_bq^yFWkd-y6$%j18|%7iRRs
z%l8gXw_acL`5)HzyYL2O9Uf`;>J8FBwqGgdG=@^QpW*0@P>_L_YdecnPy+@lsIy45
zzffn9W6VX~B^|{~H)SbwjRPjR;NB)ndNwYC!@Y4ZOY8iicK8vFut~?<e&I@gPhFNQ
zpwpkBPh7{v53h0P2dwu)B=k*>O}KS2Q%OalD%>RN&mm7?2z^q~4N6jkQ7LsWq@;Dd
z4~CHnuj)AxHw~}ihr=r%(12gAf1tipcUa=^6?#IF-h<R(xeBjdD}qANj(QwHPq%P9
zcwZU~94t%A4$E}p;CM#RHTf!kPl<!nGLSRutA>?dUTI*n2O$M!TF<S|1H$qAdE2uS
zL~}CZYmi2uqb!B9+EkD~%HjT<C4}pVnvRN5eRj0vl{Tg<Gy7*fdQe)$O$WpHJQ$Yq
zIL$fC#O58B?T0zeOCYjCVB;DN0($DR9Bud1edwUDOR}`%iH1^na)||hDB@#~O~Q6R
zuE@(kN$zxE1fB_gK@>xr4=N_)l{fzK(!Oz=!vSE8&%OKTj1W_dho_9cZr{FkVMr6P
z{Fw&?g%;;w-j5G3+r;3nffW0n_a2_&+IOkR<i?=s)G1Vib!16_qgq$z9SpIn5Bmr%
zkMX}yT6zk%JJfQ>M<j!PtP(<gJ+uT(lH?89AkC+ojWQJv((PH`S`L5E^JdzNEP5wP
z8Rk@s;I+nS$EERzu5Wsx>K?tmPbKX!rKN|k2R_^}XQwfIO{Fn$;cJ+PMiIeW2!+ZE
zG7#`ZfM4UZi&G$hD)06N+Ea(o9m1kL4*ow7>h<HZEE@6q%%InQzfe~5<KrPR!87=s
z=o!#@Pw5Xaz>v0u=1RN{gkKofJ5s?NMzxN!bj<|CxNxD=cNcfo(UG2PW603EY7+FE
zcI#pspOa7V@aS!bq+s?_7j!tDp5$Pk!Lu2@t}ZjtSqI%3@Rs>2oYzC+sJ<mQa`fqT
z%#m@VyA3&ox<hb(55e4z4;UTO&keRUkk&B-E)Dy)o_}?0_;COLu)9T!Ux2d9B0xC>
zR2`*+&!%+I2?nBdh+I_3T#r-{LkQ`psTdAyH@@QAY`1{{lOdC%YpHH%tgE*0!+UtY
z`sFmYIaI|`uCg>3!eFuj-*A|eH#Wymn{Mr9uyulOMMY6Zawc+GYJ`_&RZLoCi8xkU
zaCBVJ#cz3AcGEPMi7`5c{o&^cq@$uPPDL;Xhu%s*I5-kL7CBdw<r0}H0f{NNm_W1-
zG4e;ZF?I(50RfMfGj|7Jf6u>cKYX1RgyjTO>!#(<=Q3i#6<G0<LR6X_x8vg4ZCQXl
zD%9w8(aaN_17B&_$+ue;Q0QUe)};!CF5Yu=sngA*^$4J0d+9AG=YqIu{nuvIZ;Fh{
zL+4`sOePG9T*ts&V_d5eZFO)jFenXV^E3Sl#S*g2yGN+5$$e*5e}iq2+;>n%z;LY5
zB{X`xOXoWrQ}qp1N@Wg6&s=t7ra0UB%rKG=WIATh8iHza6h+Va;xK6yD$!LFdNmK7
z*=RdRSG0=krt==MYAHaY=Z`fO{-t!Tp0NiihRk(3T>D^HiBi#JrVMMFijFiKfJ<Cc
zse<a^o&?_oj{pu7e=fUEc$f3?JvuD56+OOIf)iv&9Mes7>5v?gFpQDAbfMBy25T)t
z1X2bHSAWNb6QWCmW<0k-WE*oWIf0ItDr*{qM;&YW85F^A^Mw7O7v$9C;cbGrwt}37
z^juwj<(E;12OM1WDT*{NU}>mw{V9;l`4=$@KphJDQS?MVe~18GH{Z&F)zcE@i%`+8
zs*3^n=@Bhil6%`|lY#YfB;H_8Q5dAn>IorkM}0QFm0rq6Pi)W=0(4EPObz!a1PbLH
zx6PrFQCWBA>Eo9>W+fWjBXPc&4q^RP<SxU+vrrs$?mdcna5PqLcR1b={4ywtWPbu`
zVXE<rPL}D~e<VcV;exoZb>+~!C*&3!%9l7@qd<%ffgIz|h{W@=%jr`1ttqpCDynV(
zy?SB;V#^F3-Eh_L(_Yo3ohD`;$`IBv({!P(?0%&WxX&M7cFDZrney!&jPtBAsLS;E
zjCf6h_m*5jT=x)j<mwFcrEWu_C+x}269&JvE6M5>e<rwTkkz&69x6BkRoiX42g<6n
zi|#>>zbnWn?*`~lL*}W+HBcvhdhW(LuN=bD^<7s>7H<mL-Igl6QpuAx*`i_a>eWaf
z<MA@tLRpvDnVBKT>VTs>xy96v({VG-)eS0jnK$;+?2+kqQ#X}1<#1yOH#sGd(m0WH
znI8$ve;I>PrRWS+qE<wqq^;?0o>cgsVzM~VGKC^N3+(6tYMq(U>k?iN3~(rNPM1*R
zZOx?gfM}0|E8JU-Ne%FLty2+l-x_iO9E%B#`-+mMG?qhR0Zbr*!l<~rORp=%loOM1
z<){o`#6A@jDyvHybG7d#6Q0{wuT*C0T1r(ee*`AOO9Mhj9_wvZ$&E-{2a!}JK*gNO
zMVL5AOZAN22M4bFvLnoau+w0zdQ<%D?p4ZxtmVbvUDmPV-Kb6KcqJcELrmb7+{{=G
zL+Ci!W7tRbiXg&xn4*RpW<LP^o!9y{2U9Klj}EvO0h6JsE@n=3^e!jP>v;dTi5!jJ
zfAzFVUBK2O4&+GA8pgED+Tfm*{q}DQ@NU`XcWSB8X34@84c18}B**7cY;RN*Sy4(*
zoPQgNG^9MEhvWXB){?gVxI_&z057bku$@J_X|-fW?Kupr`UOKhi&VeoEXg*<uYcZ?
zgJ&5eeXjX=DPgS^l?B$80HS-Pcek$Kf2tw+Sy%k?CM0u*^osR^W7knY@oBpvmU)~C
zF?@7!pk6}fD+jc23d;&}AOCm@5ArTz-%jaaJWnCbA-~z}*F*GrmW<2%reeZ!UOy$p
zQojED^^$3s)@kylDf2pg#+>FiIni(LmG|$@>sB!zA}-q&7UFsR;vpU}<Gg=Me;()g
z4V+tFYg|7v#5Y0px33lQen|{V3ghdP3!k=2rj*Cwtsk`TiQ5XXZqs3|4kKHL=<yS$
zWr)Kec(l<i(|K6Z6kq#fBZ1aSrd-wma~KxGHnHP8ge5k0V@}_0VfgK+OX|T@4($v3
z9gj!+^pD%859<OI-@?yr426jpe|B}Fthnm+mlw7vtS$MrNN0Ik?gsev)zpHIho3U;
zEj;FVJtMp+mCKzMmOY~xdiy(ii|FYGRYFl(zO6Z+a#tKJ@L(j@z}3PJG*oQdp$ZM<
zhY#Ds<GPin<G!rA6urA9`3Sz;aHQ?v?qMi*1sMyyuCZg<1?(uK+|u>`e^>-|Q&}aG
zIKv$m446`nJwwwx{cwCsrK#Z=epUE5ruay`cF_>_2;j@6|D17dbsmzvY#giDQXWa9
z?cuLHTnk}8zZtkpKT8fn;;BAI{CHo(KGnmIU#}Vu?R{j>%SBBqu9oxs=g1G;phX7h
za*lWP?CD_VU^wU8rE83%f2kZd;HcbPj_GssiKW<GgPuZHtK8BL+ES5LK7JXj66GZW
z^YFUmqpa`ig4Y^r2U8GF_vSMgEg&Mkk!Tr~d{C32@}St7Mz;)1piP8YBq79HQ}J(-
z7Ab{I1<UlvtYcN4AD%MO&wn4bFQ3-eibpd5m_s2$ag2t0;5A2Zf2*r+bvS&Vd1Bnw
z##PtQ^O@mhcqIolE?~^rLR0_~oydDQ9A2w{<^3B=8U&(nD7GECIYA=ipY$5NdU`T9
zsyQ<o{d6RoAlwa+Rsm(bNrY-3A>=&`Iey-+I)`yNopULt^*9($fBWt9)qnZ(k99=N
zWyLB_cUb?P&yW8SBTj$*{o(fuPd#3_KRfJWE0z^hhC{;LjDC2@0veufyuRe~mneS+
ziho;Vk3)9zp8MPu8fq(4Y6ygOh%y;iB+sM{Kkq~cHoE9m9LpOw>4>O7-6$iXqR9ps
zQCp%W7uJ+B0z6ZK{E(4j!LcrWSTY7N%mTUCt09BweK9N)^;^OH#>h-6(;=avL)h)6
z7B7ZWZD<7zr>$OTME3)fQ=IW}k+OWJGJoVRX^%PNx4a}pJLV<J6>w$vBPTx?d~T`O
z6Q})?C0cp`FHR*|kxbCL$1wndZD;&4&i(u+d!)!Tn(T5halNB-ff#i((L+ydo;R?x
zv0;!vM@8LO6#BSONU8#`I(oikH4#e@G}tD7e3hP2Z_v!iOr2gtsuAB&WjK1^JAYkd
zhqDRLF~Cr=gg0q^`kD<%=^}NRMB_ZT^)uU*qJlaG`TX2g%ehP;t+%@dJkXtg9ce{s
zIXMDY8FhNDCT^%&9|?wmdwi?uxN*xGFhls_V2d5sJ2xyp*WzE>_%MUvjh{OHTIZrF
z^yWvven+6Le|mMVG!wEz#}a6|6Mtc20U0j;8ge;)&UcRSJ;QgvjBPoYQg;I-b<!2U
zqu3M*`FSeoE<{f`fES0|AX+~E=_(^f9Xy7ea!}4Q9I4CTWfMJ4a6(aEx?0LmWyDdf
zU`TQB6F3`2L!0cYQR39w_OmUm?}v}@c^Xj24v;<4K`2tAm9MgvQMkAnrhg@^&^SIx
zn_o9YQ4>B4=VxX27=xw>KU_K3HQ{-GTU8UD$Lajl<5@*`j*rpdH!rVXkZIYQd;hW(
z0>v_`g49NrCP#(2UcHpUg^39k=vAcf!#~N00&yyOeyQ9d2E!9wr=e##b)eTADJ~4L
zU<^u^8sFsx?RYec5xo_RhJQLH;=wPMnI64_U5}i;s<O;uF>*V^GFUX<Wn!%k#2dpM
zlwinEML`}VT}=KQ7nvS{dr11}F;9evHg{wW->ndN!*}<&F8WEn^hdyCIh{)PgC++2
z>R8|js;dm97&0WhsYRTw&chK`=Fk#LQR#-CS#;i;i=F^x=nz=YtVL1$sM}Lfi#SH4
zkRi}bZuCm&XaH4Jqk$O+cWN<|HSJK=i`%!S5-<0YL9gUjUqv_3z;<YQ$y%LJg)rGK
zaUi~MhL?et^MVKA0YaD6g9n3ukI!10@tjH=)1gwc;h-bqPF<3TlPdKJLi*zFch<O8
zOt1nJP?De*yL7B{ptJsZA}#!KD1Ou<$GYpA!pBYNed4%lg*+P5FJwl}a|7#Phbfnh
z(vw?m>W5-DXvt|Lx-AHtg2yX{$czQOrh^Xmb>WObs_s|WfJ^nJSTx*!Q+mlEIgJ(v
zp$*#(l}L6iQ~tZ;BK3r4%=5?+C(f^=V#^$fHv=@nicm-I3IiwiQgVm@M<regRvN5G
z8Sw*^b*R_cY&=+S9GC1<j#(p6V^l|Ya#pOqsl(2I-KTHSay^~#`59q2Pcg-*v$Mic
zI5Q20Ge6`(b>CZ*2w>oUm^?kC<k~}?(kH)@FIIz5-d$7x)lpccr)+R?&^D!(XOLEQ
z(8RQq-cb<d=;vfVCr~|0QD?XsD~7d25wDe7Lwb|7CHN~sI0}=cVYkKCRUeMV<~_^`
z48@9Mt8fD^b){0jl!VM+9`V!6%$F@2*Z#b`uNrFM9c@~;97*|q1pkxCk`Kx*1zY7>
z-+1-GR;xOab7a5aGAakh4c_$d;S|$SE39;vP(52uPQ=s=Cp;rfj$H^LDP<b}jp9Qb
zW*RRW;8O#bvnbW=(Ax%ZcR+JfQVh${V28jf{6@oV9VZ;esBTv7mzKgcd!`C$_Xq_w
z1}ivo2i*|;r@6y_+dllff5+FEDWr=->X2YaF<`n(<=7#QqN0|WAd|Gm6UVSHX$l7W
zP&ohyDH^UCmJ4#ZYJ~%Tr!@{}rQuSw?z?o|f?IC)g20XCE%lr-J&j1OY_79%x<7|r
z>=3exa#*=XRds{v?Rcvc4^tgU)ePx^RA`4=fc#`9hDc_AlT`y(@vnzf1I(r~v@Se*
z8Z0(tDOX&!Tg`D^0^?Jx_n=&Sk_+@#=)kY`lkT3(=}IzF2u!z)byaxD$WPC1bflC$
z3z%Op593f-Ufw4v(}P5^Q-mQs%@I(@)-Sr*YZ$ko73Y*<W<U#-;X^gzO}%O1mt&tb
zow?OF$#GkM=7x2?=8~ygZS?Kqhy7k<nAU}(5S@tfp4yUHYp~IyC<3e~q^l!k5=IaE
z8frAlHt{_qe>#!xXd~Pu!N-wn(S_-bQm4j5P0A9>UjwC#20!fuRpWpJm=_AvbBJv&
z7ZBU^@($X9iH04&w~rqOH##K4>(VS;o2~<2N6hAbX$Pj4Au<g2cjlvxxq==(yL$Sn
z-c>LG(Gg-g2Ip>D20-5_J=OomPtSp1TnwZK+}QPr>u9uqwEQ>%2!Xm@E}dFts@8=z
z79M^IY1!T7^&~vcYS4}*NseBkkaD@lqK>d}f7)N&nf;ZH3jO4Go_<++^jiONIeOig
z)<Knjn!J{oOJk9sAH~1^E){7V$_-VXWAk+NHYAnwj%|qC_Bo4T%EZe+OkKd16p(sc
z1vUyu-U{{A&tNUB^C0@h<_8Ep<;(ElpSFjWdBsRG6Z*VM?o0Q$GAQizDv&+sOOoiR
z@~(Q+x4Dw55|>AQpS2CQQwUm2*Z=<S>!1Gx58RRC$+yvn2eb_W66lwQmIvj38LaFP
zCZ8D2c8PD^KzfA9U4EX@dIWp9x>+JC1E=|2TM5vXoa{b}vd+R^N1m0Ag~o~+N1o86
zk#VKDcL51CDu~Yqv+ptOdbq8Jtf(x_jq;)C%I_ok;>`1h-^Z>Q(RyhUve4rFME-}!
z*F>YYf~Gu-=S7S6BW)06b2LkT8zdOWPE*?Q4fHrNp5r|<3QUyg$U9ct+*qH#WjWiJ
z!c>&jxKF6X7t^{^6(Akg?abxtEd8aJOH5OZ4eT~u=9rG!V3M9cyL34>;mnQdBqCbk
zOMoI93)QB;8w&93RT)hQw85Y#rp$w&hWu2$BCgJ%?|{5Iz4A2}u_>m11uK@w<$dDm
zf|h*2ZL9>L4>g@camju11~ZC9NHFL|a!LM7BZ_9o%6({xB4K~<gF(HFpA1~a&E6UB
z+-&|Wj^@HU(S{c-(OeoT(pj@dCT1w+M({LcgUC=1lPPK<8|1Du=<L*aRIYz8ldi$a
zgqJSB)D!q{w7hp(KZ$IAUo=^mhFCSN?rad#4RGjJJOFhP2W7ImA`#2Gb=F02V==7l
z44&Sgi`E0yBj6>UF047zd8Zh-1n|ucv-W9(houhXfz8LByl(vin+$i(n-%rfRu=+~
zQz#yV-$4sh|45Zli1atW+W~xT!$ce*W#FCfcx*i)FvxqU@F84(-nLP3@jWt=e|Y?<
zL`Drb8M3f^2^MJ1&6`BSA*wfg8v2}$9v=(+;H`K}NM~ptiwWs-FD@P}DlH~T@W+iP
zcPO-Ga<{=EuM9Zy?AsaqlVMv(f5Axtn^!Z-OHcXQ(1kSKZ}34=l*%^ffb>Xf9^wrs
zjVCLz0FMq;*qo1ld(tJra4_U6D+B@uZ-ZR5Ge>VU(akqJzfo#77Qf-6n6G9Q4um?i
zWs&9vJ)%D(rsQ?(8mepg@6eEJUMiex`}Q=L|I*ULAt96zr91drslhVLgN%p-DP~72
zo&)ZbvKF0vA&FP!W*-X6cnBh!1|oMvJ_Ebci?1q+r{}<b-M|egrrq<YDI$Sq)q`}!
zy1iI2QKUc<+A1c*^SU}53+CZkIiKU)Bg<6e<oYtoYMmn;r^VQvcRACD(;C0oSvMpf
z(n2RiLc5{8?ovQEBE7odJjJ_l(zr}fq{qMR@Jd-SU#D**in-TXBHML#S~5D}CG@1E
zagI!CSZ(%yiin%8H!ZRo6{fmE#6&+svHV-fLQIRK5$(nph3IX8Olb6jGZ*xto(;MA
zyoq-MlF|$K4#bc$P!^{Rl#R}K63N#_KrC1@92yYuCAAw|GHF+A+`8~quo3Bu0~uv4
z(=yT}v>LA92X&tqZ7;`3K1>Q1Ul?29tBUcXgsxYAgi#J3l+#N=wJQZP<rO!~L8J>u
z<Hvs3?ln&_Z@IIeQBeLQe+a>=;`WTZD&`qoOg4H|93lx-g!{*aj`>Ayr%JOjgBN%!
z2t9eKjt^$h#2X)S<<04FuCjhT78xu|%dJAbLu_CAc7;C4(q5Z_E1c=+{D|H?L4>WL
zIna@RWs()k;NY!oD<RMi_*?4z(JN+kD;FhV8$EgkE8KY(7m?<-x)tvu-Qd;&y?c2s
zi`RY8T_`)|RgqnuRpIlRc;CN6LpQv<lrOc)b5@EF4>mg=zl9G+Xi>)2za#D^1j0PO
zhxdchXxd(F2QnzNY(C8mUcS8X!%o(!JJkw*Y4BO&6Atc_htUKGH2y+Ju7SqWi^ggu
z{~p=rdqtJ2upn&$0*}6m$hz|bMJx<nt+$c*{%Xyz^{}bnLI$@&2m<(2q=xyg2Znbe
zznl}e&qB$+CNgSBap5x&c2(C~lWtWk6Aj_&aDVIwKGJl#MYauR9IT7WZ-?}BZzvUi
zOqXTQqu%bcj2fN@qT{D4)70t8+`RVvK1&TW1YY6B11nEx@&T}JEF|TiI*GSEzG3=K
zWFu9au1Q_CRD2)`5>PzP1cxFW55Cg`N>P(kbtiaFSy3_M%CVOwRqCLJwIJ#N@nZQQ
zk6RZ;H$@X9c}j56Xb`y*{u0*3TPC=F4M~YmrlTk9Q51(On*Q)AFaA)j8GY14Y(wPa
zifN^E>uT0s;5or#V+?(@v_<s~I@^7x+NfVya)F{nS_5c;)ZblJ$r!>0G=yq-I3+=t
zvQe#RuBvElL1R*!s0r&e=(&9~#3kv6H`H{~a3ix}E1AH@D->6nhESB|`$A%Wj4#9{
zIvh&4DW<BLT{Z*aD%oZZUE!z^rK#>SGZ8Y^5OxnR6Fu}8)IbscuwF5zJeDQ$s7^Bn
zQSH5krAhG={R5gfw7nn?Pxv%LJ+rsYiia`}d%dLu)1<r;8f`JNm(94W#GayFpRYyB
zv(vQ2af5HSqE48HKYZc=gwXtd$)%y>nGDC3#|plHhfMvolP9xmRjiOb#OW}mKf*(v
zsH^78W?9T53LZr^6p1{t@+pJ?Rcz2N1puPSbpEaGv)<C<_v;nW<t`{|f9d(A@F<cu
z@EBowsChs@S3Ev1n9F&N#^<X#cHF%Xx6CDtu4vHEwWwT|rs4li%Tn2YQOAx%z9t1-
zL+nsvPW-z3VDQB>s0d{d3n5Ek;FD@cz~Qc>OCd2XTCYSz><|G0FR{QQ?h^t1+-8;x
zQ%D=qaADv~&-4QeO!!)8a8-uXke**DU*+nn%k_m7CwVl*D~S2(52F)`qeyE$Ksc$1
z0~+EzigaXOzN9GAcsQDW5;-jM(E3=*PWohqv$FrdS&ea(ib&&82zuQHBS9n}-ixo_
zsiXJ;#Io7>j#^fR@xo?{+$lBhD+i0gA0N6_ba(yTni76x)r3bRi}PSyrj+BenJe1_
zv_)%%UFpb!*@E3-26_a;rkVV6D0PdG9IbVfvDqT-t%14GTdHAyTDD?7l%jSS7L3>}
z0a|1n+?<`FJsN}&XZV2-kt)^^RLqFN;~km@6fD6qi4u%j1LQIsnWkG|V$EW$n&}V+
z7J|bN2&z))EMP@PYE8s8LSTBQ8Qu_E^JfI!(~_?a?CIAXksZf-_sW+3zL>M3rLbt}
z7m6K6XrsO|aIIQ@gSbJ$M?19OFegmfp>fEu=u<J@t+{4~4D8HHa~0X~gGjWE@tY__
z3CHfPeLm%)KIGBPkn9FE9NUlrL#HYzZf*li--c|Uyze3peEGt<edUQ|Vkby$@~R9z
z<w8#Y+TbDv0}LqO-MbuDUezPYMo7}gzv+qx*YImEw<kJ(pGKIr%*O>ZvXlL^ITtIY
zeHy#=iA&zQuuIsdrKmd8xA2;Bw6k`ac2$KKAOM2Mfu|i5#aW7(Gjx9(8WmAYNodIB
zQLF&1I7$@FLG|1c@6!VY5@S4KtJ0rk#a|&oqnG^yqt1I}Gxs@U@>#$QZlbiVu=B`P
zF;;pWN$|*j#<#BQ)Fex{rLDb1AWIl7-RYcF@oRcu@mBC$h9YgcRZ6Vkh|3?m`5+2y
zbPO@1V&Dvgt{SSs^2cjB6{8`-Il^IP04VF!`^eBUJO$80cR*Pu%^jV7-MuiGkyy>$
zCnjrXU4D8%K4m~UxMF=4cx=FLwG#_4LU}*JDW@`jA)yUMv3qu3RZ^MP(YKyC%ea$x
zzZqWJ$L*DqpO&es>JjhJL2tLEr+Dp#(NJNGwHK6CZ>rS&{F(bct7vGtgYyOf5Q)<W
zRxxnATh6dck~Ij{jQ>UuP{TsbN9;7+v-^g1wMnC%QtaD?+&unPJUr1ez`UD8j4&6O
zO84o1Ev?B0N&*O-fot9!yaB7y{?&L6!Wl)|Jz}d9y;-Xhg^uB-{hg?6f+)>zi11Y}
zOB8zA;tiK(nef`HM{DxZIa)2ilVys*o)KkU8mKzDEOWzIlFloyXmpQ6)1v8Nx9PFC
zco}4ZWsxpO)@dpva`AINthaJ=vT^Q-rQ<AM0nzzDR^yNNF%~7>h~!nWWmlAL+JFc(
zvm5z5noenjD1lQE6Y^#%4X+D<9Quwor5{YjAXlIym=|NV<??}-Z@E0{(w&!<xEvub
z!~HVZFORwjdGeqCE&u(06@{?-mqBd@6SqjC2iOdMGcYthJ|J^+a%Ev{3V59DU0aVF
z%WZz&Uop=C+^+it2m(ktlAjX@$PY+j3&F~Oo&OJn)zcSpraw)ww|90Vt$pkxRZkV`
z!eX(=uSk0`^xr>O`o9v~>A$`|{o~1}6a5pNKjl=1lCrI*fBw(YfBwtq@AP%Z(fC;M
zSaJD(3sv}&%_*Cqrr4Spa<HfM|Ni4Ir;Cz*{_W|{e=(=O{oj*0IiEs4rJ7H+QTpqX
z8C$1H=ReSIKYo4s^B4N1JAM7@lU;jFRf+c3?@#|~s3*pRLjSAhf5++X(bB)u^yl<%
zr?3C}^!e+#MSHSgNU_p?%5}@dPc7Rp)+&R4FUDHi2LJWHPwj&pKlq_UV_k8}2jc}D
zgXq{a7;jw^<ovl+Ylmv1k2NmMx=-VmK=hn(#;+ef&Q+WZG!vH{p&puSORdX?_~Bf`
z4KYMZt*u|&_@xde2bZbC%ZE6ANHmfdTw2P*=ea^DvAUIbn7bRY%btCRcB+xQ3puTS
zB*KSjripNMu45b_PffWTQe;aI%G4CiyR&S3pQn+Vfu<_v>N>gw2a=~L@yQXJ^wfZ}
zi-_YTL`{V{euzV&4NC0PF^dt+qIw)V79Dk0&56;Rmo^N(+K>Vp$GnAU=LEKc*#cVH
zoq%_3Ubk8}i;z6f)=VL=@y#DxiMI5AETHIA$UReqxE<5r-OW9GDCRJ;DTy8sj|FsB
zY!Ckmi=p35aL&UQK;wm*rmMS<IIh7ZrO9kDKJ^`OB=m<8e3oa=#liK1+O+wCNq$#t
zI>(*QB$Ln8=F`j26esI!x#X-e)KchNV=Od(aIO}bf=kg5sRq^Y;gY!`)d-e<x_`|P
zHuxHCxV`Xx+9H0ih4?y$%a!*-q9KRCKFr&Yj_qJp5f?t90is^Pkxx8yP20>L=&UO_
zcL)ua=LJbV(E47TIkbIjO3|?C{V;1FK4zP)<^IMH(PZHoAEsHXF_W&5J4Uh`_H<Mf
ze|3ah^9i0`L>$iv<i$@@Q$9F<+JgBdO9l6i;GmRPf72vpY1T>5S|w}6$_`w(sXn0^
zaBUHBJoGvrZ7FzadAqx=UMUneRw`|2kymmCj)U)Xn|cPQUUZ+Prsz+}*^U*23k9bH
zPy2lAg_KK;@dfN7xI`=zoZUQsNU7Sgp-Wv!as8J1GOZxZ2WgR4YRE=^chND0SMbx^
z-AWZq&xyweSnL%i-afJevA0R%Wph1ybw{?dbG46?!s3acLSa|pICb;tuI!KdU?$>p
z(9rF{b=3HvZVKM{QB!77y#Ag3I~r1oiIWB8`(#&neu}ZKe^`I;EPwy}^zA7T2Np+v
zv4L*s(d1&Ooot3&jH5e$J}Z6}#c{CFc{)&^c^liMtch<=HrXL1<49@=nl>g9vbEjK
zL=92S+86Dha!I+6;y`DVBwL!^Tk6HHc`<K%X=1ZbkfX8FidT0*(2-7TOun33Ud-C&
zjeuf7)CU?p%~g~{eIQl322u~i?|Ct6oi_rC1yQBl&boRUVkswo(sKN0x05BS-Oe@D
zznSuqqYK-3k(kVP3;Q2nN9^y<4e@pEt(n9ZRJ-vx2|svtB6((VfNGZgV?GovtcKQ2
zG^nS+$8h_@547$bU!Xa2vhd|0x8uJ@r-28!UjGwEzL;R7MZ@l5r61ng)VBfs%@j_%
z{$c@pg*gab2H@>~4C?%F<eY}_b-Pz2vpUo~xE^&n$g4Lw#*XVf*0j{O9Wf4fZEG%c
zk0yE{-=@(wi9(zp;_w;-_1F->wB!2`oLyd{G6fOtT09QK3~+z&JD3+&b+qPjG3mrq
zLg}%$U=at8imoN(`(VetRDZeWOXy6`qNC}B$12|FuqoDm-CT2raY#%%ycE+eygfj1
zD@dWkvH&L$Zz;$O=HPpTi*>L*&>S{>y_l53sO%;;INvyd6+eq&y5pN>;cUgM5m3w;
zc}=}@yoe@qqQx8@UhNz^OA9oqoxlpb<Dh@pF~Kze!J%Bg!WsaSyLyW*KemJEpn;95
zScJnvs>^(T*<;6lpY{ivc4XIqw+X#wiS>4VB@En;3Dw#<%Y1-+`5{uJ`2{DW3bei*
zh*Vk0`ROVd2AgWK=}Hs0;eYk+>iE8fQegipL>lNl@xK-Rp=;XVI0T{~@?N27cW&OL
z)#e;KP(AM4-G<SzmJZwwPaj4npvi)>3tNIU(8wWw2uT1rat~nZr9h_|dRUP!ddQnd
zj#q<byeUowcel<W)l-eKaYMPBcgS$Or7pY(CLz#!zGqAIpv3}R)O&zukQt!VM+1R0
zB=e>X&G%|ceF3}+nZb5@&Zrj`M_)HkCisE+Nf(Dbwa5EIp>zBa8A=xy>e0%K7?RTG
z=1jJK$4CNg3+j6fRvMvNe4P6n!&~lxBhf<&;GC#!n|R`Ppb&QO9Gb=*crL_@di(S(
zu*%JC>dlIVTX$>6CLc(uEZclVvWtmz4w$m61Ey)u#U(Sz`BK2%Bx!OfE^k<@xEWt8
zcV<>@OoQL49Qy#9>Vk@h0YVzESI{0PcTGxvU<Z2k0WSy~2<#Rb;enHdmk<vf@glzE
zLcasF0_#`3be^m!57T{i-FQ%L-39J~5GUpnAifHiqb$V@Sy9^}JDRpgvM@A5adi!*
zM7R63^jVZ<5>%0t&}Y%YcIn!}x2G_&RiJg{^g`=X^y0T`+1e_vy<IA3xiVy5Lzc9E
zyd4T1T~$(JrL1Mv!geXA_i7erZ%c!}*zvHTo3ZzCI(#135H35N-eDMfU>JRvQ;sfI
z+n9IIMzC|NYVIHc4a3mm2(c`B825}b_Kt*D0d9Z650Dul<^ZkK4#zY!aYGNgIC>m7
zl6ZMhmPb&YKzRn`ALj#4YbH;zxdKXm-aPMbDhnx=A=;SyuG(kqo(_viyZ3<4@O^4|
z_i1Q712fX%n=F)WYp;8Rd()E6lNQs7{&MyKOb5-4Nn5MNn-6K>hob%fHL`?0Wb|P-
zyEU&&Aw^&sHl%!@S7s##9|L0>CwvU7H%CJv*qjKh=g8B5eG|}NiY&!DUhtxS?!u;a
z_@mUueqmhZ4uw8@Y2OoN<QVx?mKHw^hp&G1L+^XGZOf*QPTJe$zU42V&<k7igda_=
zaNQ--@v=p_?nwCGUMRc`;F`~BU&!8yN7&Fcq4w6?;RUgJIp7Y2wDs@U@Ao?Uw)4dK
zp-xJ~a=dkWUR<V&dGKXd?NMoet9E|bjP3twXNmqHGQ5E3AMZisQ;#9q@uX1isX>bG
zfsb+VTzy!sUf$8P^x%|^gXO;P-C~zR4=?&3Q+G=yCAEt<dyMOvrSA4M6&Vh2uh6x6
z$J=3eal%GwxIH_A3VBn8OzOH9l11qys@`p2y+|xD^NL3w0{ZX~e1L9$0kJV1+ZwL0
zS>g^6{Rc=KkGy~ndiR)q<j^I7i9>H5bVNb7$6NZLAaMwn$FrMe1;^WLdR&Qm|DS%^
zaScek=UqdesKO^2I+?rT2E=N>k!`sK4xOmzwS}~62X=P!y%j?9E*^p0x_uD;q#Q~D
zE0rAxlObMiz$g;@1(OJWz0>uUPBevTh|@o$E1%!S$O{;U&>ka4P{2ipBZtZ^e0$R+
zWnRYB_yLnTiUi&{GeFpcm}1ygZv>0#A28u3rTQ=#`d-03s3-nGr_sdCpc0<hu%O(6
z+g&2%xM>8c8)At$x}`IqR!)PRT?}kY_ka{Y>-k6YK_5W_*|0T#=mh%b`z7k&5|pr@
z6=wKC3ri7(Qf(sD*Be83l2l_050Na1M>=IHD}I*6eh9flHx{!-K=Im03lTvo9$gNS
zpy?bno@21$*SvIXnzyiBD(Ly#{P3w>&}+XYo|5F2Le?&;zg^0yy&4R_hB5@VYy)?)
z(GDSUx6vcw6E3=cZGSO<0*;}eepB|Q(F*Vp2|u7%5Vit=b_->(!yS0udz%MCht+_}
z^BF*{uYEpYvzg79(Cp#ed|-xlJQ#4{<u<s3T+A^Ixtx8NHPb+9o;>wkUS?6--1IZU
z;|+234wp5g@d<s<2j_rSDRp=ieOQvaC@7FPtO1?u@B{3BE*v0|8Fsg5a4`;&d7;Lb
z>yP)F!h9|Q2-3A~t-*u)73O)uPfrdK1I;?R3IX~{^}RBHRb3<i+-oor9Aqp#HU)AV
zqyZTVVpHG%VN<Y1*~`4<<mj}RqZ{D99tU$_<oryIE*&9q&*pKj(A+$kCit8jGg`w3
zsxU_Xa=%P}?WWN42zK>3(yY~b<#bd8s>gtmJH+Vsi`UwCBi^AR|F^zVYCK7wE4>ea
zqR00f_T>BFp*Nja0sP)mjl99Uu0}S13V70C@O(&H4>LiL-|;euUWFcfje24G9&dLI
zT>o~v1CiH@27(W(yC79Db%<QiT@g)@A6y}IfOukmFBT?K-E-_;c7k>zX>w_zyE(3R
z)NWVMU|iXJ+$e(Qcln2e0Rdg^cliBpDJjR`Lm=h>M%dKjav<<X?{YctP4I!K5%d`l
zb|gB`zo6F7?~Xu7>TCRgper}u^r~<9v^oMC9vM)w%b6E?jwCn^J@GC_bhNp{bb~{J
zqDkz3V+Ij?Q@v1n8aPRZo)ZP?GIpg$iGUmQ4$d9<3}ARjJwOct89Z1i_@S#;(isfF
z9WOgVx_}Jw2uYmf5b&aJ-bLt72)s~l=n0FSo0UF!4nH`27CUvVFh`&eeKz*$HhDxK
z?7lo9+?0s-F8l!XJiUSf?U;DzP&b3x+zqIIsD|y}EW&rU_XxV9_v!7B{>L5D5btoP
z4i7)TSrjW$yI@`@`%a%H*L6KaP)8_wAy}P70q?`Ai(%-o>gqY{dzjvZj?%x`*pc%{
z4FJVT5X1s<SYh$6(<}8x*FQ?>gJ2?_c8)>I@Z%bIl~qqWW;mq&^&v)iMk#IzF*Uz`
zid4e)>mKZTAJ|c^d;X!aX{9+5fL_(v5!k!y{>u;V9Y&fRCXCL<FLpfS&IZV&h@ilb
zqQR6Uh60or>PS+0Y`^|Vg-8RExE&gG7e9~?7OUuiu<UyR5_;FJ3{lMg+oD>bhg+Y_
z4fX0CsMgwi28~UEu|sH)MH;BJ(msiQjpADREJ_10OZ0UtU0c{LU0e9}<N|fawNwq9
z9#taMmo~fjH7{LT<}GZOa(b@^F|B6EXMRj4>&y7c_p$Rpur9}UXz61@OW_?DW(<IF
zmhvnk)Id>hhET>g>(|ouHdNGy!IcRoqpm$3vDSp20xBBXlMWk$0wpFYhkGJ_Mb&RA
zFiuR56ouTY&(48r+yyBL4}JZ5><;VH5`j)nd>9WM2-y6oVuLw4SSOXf?M7X6Fi|;d
zJZXO^s8Nsegv24P@da`|5Aht?<Z&2@KfQJjz+a>l%`YED1}mh;ofBAhahR+=&+%~+
zgV_SI9%NR?dg?6HF9Y+EWS_TxA_O-d2<BbMEf$m#=<?Q+E=U_X35PpdR^=jc+77%K
z!sUKG)39_?vN0AmjyDa2c3d(YxK21*&~b@}js)hak;e}Yz~vb9yTETz4UBDus9DU1
zXs2lhehcP)`_h%^UXjMwuuPtHU)hRT)F5@`^NlUd0fBbpD1i=l=&*o)w+5V8L>;e6
zpE_j+4gkG?!o>AiSo9&_pwsz4WSSnAp-%5}pr05<fV;zt^ac0xJ@Lqo^N{aI`U9bQ
zYF8}}^X84|ar8ld9yDjdaX=TC+Lm!-j6xhrt}CFU@SQ_1l{#XLJPjO*cm%r@yUq#t
z>|TF>yi8`av>S_TpC`+IWamrn=@p!Jh>L|mhai9jA}J6~uun9Ew4o?oAv(K`A`!Vs
zA64lF^s7^!DRYbiaPQXp)UhW*AA(Z-zWz`zJRG4O_HvguANr+IYeqYw;GtMvm{0V%
zx*zj(&O-u}FmPSJr}Rt9bz7S@3>Q~O66glu@B{C`T|>xN{R0kv^}CrDUX289U7r|K
z58zYlcw*WUvo~PGKHP)wgIXokd(rgkA)4X<zI#X?__Sh2=*o|?s#;7kEj02?B0FAu
zbTJlJbow5CW?{R8aTlQ;8T)jjRLWu~DvBsj96#rb+46#j#GGmn**&5g_ks*_UA$`R
zSnq;W(>rkV5g3nuz^c70KV%D*=#y<3X^GCzSU-$`81oQfbqxZx6hDjNY6efW?G$lw
zZUhvwM!t>F4(VcTyrAi9qWiX$KVA!2!>s;x=>@gcM6?&wJe?vfzN4VF6pD72`rD;~
z+UsHDq8&<@x55<P@X<kXqR-|XC-;~*IcW0v19TUsZP2EFt(;&WyCN{!1sZpCG<3vZ
zjC1zV9ktJAudQzcta~v|nPitOCDjv=7;1K@wPT%ah~x(QU5lS(aTsC_Zj7?a+So2#
zn`jivkm)Fp1Y1sCI!#ER2!gzrH@!5mS;)z~nz&<#L+8wiIERkt#zhY-gn6GAmVH~4
zq#hCoWfu~EQCOlv*`;?m=$~8OBQ&R8b3Jfr^}T{Mb{`Ec(jt;vErR8LS5T*?S)xCl
zk2(@sI#j2qy^0TgXjZtjAuJ7I>)?kQaXt5F8O1df^08Ry;b5Ji4pS(y#$Z}hC#${8
z@PVLCJ#1JH>eK^AcMG=$>LdX-Z$veSeg~*?CHI4W0HzQM29u+zqXO;#&B0#5c&jKD
zDvUw<4!Qg-AeTp`8|MA(LtW-y9(38>rwUxXV{~Or)Ggc{n;kpppkv#%ZQJ&a&5k;@
zI<{?F9ox2Vp7-AG8+Y6>&iQk8{W)vbnzL%Is<|}ge3D}O@mQj(K<*l*)SfdQNoa{$
zkpjpskbQ4tI%e4?V>!_U^)k>INV$7-=<%ou<$gw92O~lBkYqm7UTylHUVGR^kQLD3
zjycRw+gCLLXskSq9-&TmG&3yhM+g3?#m^UEgvAzzi~<M#%v)!9-Lfy#V~}}vL^eMl
z?Bysp-6eC>i@AE8@iEfS$ah7h+CUR~=`(wD%ZAumsZhL#jS-{hR))^QTj=kI66wv+
z3}I}IX*;5SRhvjp90V)ogQLwm!zzE<{@c5408=*)^nT+LGetm`Q&j{})q~9wbQ=VF
zQ9)sH!V4jZS?CyGH&+iFOR=uZvfWT!rNJY%z1duFmeUXW_+EvNnHL)hHgp|w9j7fJ
z1jpNo>SI0Q*r^mxAQ<LA>tRYd0^eCEhY6dKwp!?PZYQ@PmKKf9YDKgI%5tnJd9?3V
z9>y{ZoY<x?GCK3Y%TzN`o|`SG$(sDyIj2!!gT;zA6nCx16sP(!L6$4G#)@wUYie3t
zr_~v0Pa~L}Yv2euCeytgnVop+L8h!7JI2esNgz@tj3N+q7iBR{es#`Nvka}s!n7)x
z)U{WuvY^~!VU6y5C>iy@0eqt*ix8O0C&5JllV8c0Nf{yY)cGjUAd*XD*gt0BY4;W}
z1Q?O|Lf8YO*(G$xu@Ar06xlm`aWuJ|VJtSHYkYOgNZuhYVwIdF>=WneUo49I!QWki
z;}zcLLH@<MZJE_C^Sx_0{lo|FMfjSZ{g2;NP{Ma%eLsB+C{u0o4(BQ*sA;5wmvoH*
z$aXZmKaFUPm<0~pJ0mF!hgZARGkpTe#1>Gf8%+)===sEdhjs-h<&XFq=bTb_@osE;
z7Wpa9uhJWdxJ3}bO3U~3_ZV1u1qe)~vN0dkdc50xKUNn4ye;HD_iG3vm#?x4RNHUV
zHb4Rk><hck!2`Q%LbYw>jOcLt7i!l4pQX(8&(=QpL*a5S%WS*Jl`bK{7-vs{KSgL{
z0$kO<yoXLAAm-3Kg$c@ShT1`cg|cxlJedso;e6Ojc7K=N2ge}uvKf3E|FSsozvgr$
z1Vb9no7!J09JyR(Crm`F&*-zsmlGNegjFA6tKdE8aTqy&0Gm)~L)E1*)e!y#km$%U
zN8{B6@3iW>hHh)M5+{V4V<Q>lA&f!{<Si>+|Lbb438L@BLH~oanI|_3W7Kc2OI=A$
z4+$3n8JK#kU_swI%zT|`sq4aq_meA#BvJlpSncrVF|1!de9h3l_WE~<U~v(5!;;*3
zuI3}!NQ9=#Lr&<P-$$Azx{fbv0LfoU-fh>Cgs1v>GqzyluB{P!ZQ`p}u_e?$a?Qn;
zJvZzxxWYj_3FUN2HJq@mL6gKIxqAJ-s`mC+E@!5%j7$4I1!>n&w<NR4U90f658`q2
zv5L&)PJ7CQt01i0^3}H2?IGRo%|z8SodzqSsA^=7R(q*($%PTCxaos107siOx*)Yc
z*Px8^U%|pnrKS@fvcV2v9RG$TvqdbhW}mb#QrW6Cnit6p!y}A{eo>c*q}9fWBSBl1
zC$fxdF4HF6Su)YK!FsMV*zdE5dzL3QwKrDlj2?Gj-xN-m!I&~jK%UAjwxI7H^dNK8
zE<NDkKgV4SV@|W%mJi_<0RB>a2c^^TW3$wk&i7xq-^Rwrlfh8P3csI$?LI(LIWSeb
z44?F(0B(<*R4D_+o=@1agAV?GC58RqR=PG!g0`pr_OBP~jqNBttPBMLBK+t#T6fX+
zx}PQTmodrAmJX;JJ|@qb7&FUjqh>z@Q8hJ%NvdpY0b*>s0_Fv=F;05=Sz6&;?1fze
z_2X;#XkYepDQuvWA==8si91gr8(J%NBsdQq1<~udh6wwZmdj3Pc?lFbnu;ULyRWB#
z5Es#)#q<euJy)pSmMU^BlBp3Na|L$jSP?S27uwXIYP$QreujPn#r&BIay@OL5gr!{
zH_T!XAkhm)JA+~P4!Rj0Js1R&jv@s@vQh3QK>`!U=MmhU7Z<)aMvQ_f*Gauq7*|FZ
zQO_h1ROMS=h(^TRc8=1(0Wuprys$zl+0vh-SGXhmSQvYYa4ZL3<mN<@Xhe=)2zmE%
z&2*H+8?dA^tx2y{&Pz~<zY1|#>N685Y`KmHya&5&fGWx2{SicXd1ScPFd64nYa^n6
z)u}jnl3wQUN)ay5X_FzuxdS~G++B2c(X?hyz2EhtdtHb>rmy8E@G86gTFUs2Vs^{H
z7e;cWo!ci7lTtgMk{r^*(ST)cV#Y&<_rWRBZy^^byqK<GZ-O*u`mCIecT~{fU@P7M
z2<GPH9FsJ@L(a+#ag`g!Bs4HO#{UGCGFBS*HAlmfcyATO-m;zW@vy95ztrhqJ2@I9
z{`#K_;4RC9-l;E?!xe?)+YSB`f)dmUu*nE^5;QZhc<XXM8yXVX{+o!DM;*G9l(T<U
zxtRGbN*IegJl)kA&zybTOuqC695LWUK*1;1M@!FW_RphwnUKz`uy!VcPED1WTyE!s
z2C4mV1<x*B;@f1yZs9NIl{o?*Sgs96VJt<i5~+AJzOkLgUfwL9?JpU&omEiS#{yL^
zzm3pRB5D?M3|v8VT=PHV7N`%(byv$T&`95AN&G2MtGLK)Wzd#5*A^<r3$%LIlFAUV
z<3IgC@{xVK8|f>`p@quC^xTHl%jw0w(uF`3%2y+gYy9X85zk3R$oPfX>KSU<x%x};
z-=lp`TUUisW<9`UFpz$yz_}!HE`qRTk7LPulu#|e+lt(89@{GT`$-Y1vu&}^YJCX3
z&xCoN`D6BL<o$&EKRTx>;B>B3;2`7;eEl?TFth`AW$l!K#-VL1)jh|{hqTzO%4q4=
zqp!(kLIb3TP7kx|m$%`Dsx%%5)O-SIMny03Ur3~!_{Tyul<TAo)&c}=!3I5C#DcL^
zssII_@64{{G<Oez)UeJheb~d~vA1e2!QZriOYOsjP77;aM!13!Sr)jUTB1tl5P!x{
zz88Tb<dVEHz29Z)Da$261VI}_Mv8~GdrPV11Ykb1VkjOBLunH^oHeG$a5eXVH~5)w
z3+KwLzWg1jlph319RzRxQ`t=MnSi7K82;bF=9duyhpkUl)vy^TPT4CsJ)E<Q+htue
z#M}2qHyqK%?^T}!^k`Vfd5pWtVG0TwD-A46e^N~g#C0elc4S@(jxPBuUep{9?g+ZF
zJ|0IxP~Uf>c?RM_f7H4bcYQ9+b$!kq14pMw9ksjzHQP4;q~#TPW`>ebElC>Rr%2|<
z10XlWm-X?clUa`wFm<QK`TlgOl*@{#H;nDXNW1L)a(#N7omBgxC(HNoDsk#RZCSzn
zelrAQ9Ys3rrZAhE)xn!SZ|y$yAP%zI1eOuZ&J!0KE6v^qW^3*xDv6^drE7h;GP4>y
z=bSzDAV>frcskm=e_;P|HzO(Ocf1=}BAE}9G5s?oj(3J)?msu^mTjT;4GUx(CDY^D
z&zk9GdGYhy@01$a?v(Br<t-XUpVlkdTSXj4B_TN}fk?@afj45NigT=#a>6Rdp_a*z
zazU@p_B2nJ)vQBA_pv_`;wP9F=03^MX2mO+hP($LF^8BP)0%+7uEX``vNyJ0d^S_J
z36IYQQ+Elscdxf|Q{+ZIsn>h5w6hPl;l4MKIi^<vL;X2s2&Bkc`T5bF2bhbwaG*0%
zF$MkzHH9hAbtJhnvt{xzEr#l$jdzaNh6b@zp7UHu4IOz+{2T`n26+Fb>mnX>9W~kR
zsG$M67a9qH4=V_hKUg6y=0b90evmdd7FWMA&8hy)b-nL9gFnA+niAP$VC7{tX5?pD
ztZm7)LcMpfYCn!L2}~EJm<Z2pi-_8{940oL)-Ie*UmGMNa|BuAaoN!35hB53Fr$XO
zoKoks&xYVp{*z|5cJAM@eGQBZW5;OKtw9IgnjK<hrgPMgRGiq!#?0+|CS!5f5!l1!
zvs$a_%9VB%QA4#qLNRwuVygWShH+v_YMt_3m<#O96(t_(JCEppw$e_Fn>^QJgSb!>
zc&chJS+P}S;6)rG*WIZxEByRuTKVf*X{Po}-_IN!TM*7_N%&4QV3N|s-COj`E$a;o
z_JE>0>>?;%iTjEY5T-L$lpy0w=KF;8L*NrCi+1K9Uhn@}sS$II5@HOW<nD};uZws#
zS!}a0I9zB&r+mmGx8OPw9<_8{jf!=f5zq=K7(godwD^ZgBukuQC01XNLi0TZtCGx`
zNKKT8%Eo)SNAfQm*U&C$Pty2;Iw&E4g-wfMaU7aymU?G)NU}O|ix(k}Rk19)IQLGY
zzH2DH%6)ODl_H@_zSujFah4apSRFal|5orXVev;ZZVjpnDlBSE<dK^nECSf$k{pcG
z)ke+gt}|CBUP}gR2FmiU6!P!b;%WstZWYOU0`auCPXBNr$hK$JdR+wTx1+WI^xGH`
zbJl}F+Ufw9iEZb_pdJVz9GVW(#Q~}|Or76slh|z&D&~AFpi9<PJLujBHtj7)Rn?xE
zlrkXsMw#@K^-SB{ZR-Arpazx)YXdkOwH4#0TCvX}tgdCf90*H}Dg{ttv!P@TaB}a1
ze-7_kCn`I7d#s?@VrOve0KXRie-C2U)Ry8#lIh%g7gI|B%~V-+C@I>NiD<_`&b5&}
zZtx_{hiUc3koDJK*5qWGYGdv)4p(br<<L{-b5_}RG*xbX=i;y0u!Y}hdNHO~5svk`
z5S~`7)@=U$?ZK|lE`;W-&kiCseJP1bCv%fh(lY$WBqjNK_SD}Y+Q}6_y9ROjqXP<-
zAk3{dI@vkZae@|Pxf{{u*pR#zL5P>JR%mB>*cY;?j|=lD8e!~N`T5=l{%zX)8~mFi
zwxjaVEX6gNa&~vs09y4EL}ey~8gH;+Z&RRC7VSXVgX5y}D>d2u4^g9z?JXuq9G(K}
zFago4C?mX4g*R_vX!bY&!bDMOR#Oi3urzSu66+6%nfSM-G;@Ijn@-}B<HuyohQbzp
ztu<JfZ?+Phsrze|B4tRTW5U#^LWeL-R@`|!UFUV5^@n@~JOp1|cy43vgj+xCcc$ed
zgmIK1$?KL7w32T3X_IU;x$Icws4(Dq=-7xoP9qgXot}6r{g*s}s0L_fw|s((`i5PE
z!q=m!V&d(i*^?vDp{+x7SsFUqH>W@dKP+@&DJR{c3B5V^{=`X0o5~|ccJl6PLU*C(
zi9Leb9HjLG1=F0#{?O!6ne26*4qiu8HevAK6*WS`nxAN^WYuQSI&?TL?Q&Oru)kmt
z9V3n}hs#L$oL#Q~khi#L$dWX>tKOJ|UNDxGPRg#&{MMnP4PNcN9TCHkH6t6Vrepk9
zA!_J7T(ZadqK+uz1Oohs=*5bd%ORb~gd!wzoNo?ld2_U}AMLacmg#LQ2}@;U5K<(=
z!qo#I1bVYO9&~)@ZZ_ktw@{%32+m83zH5CtS~4j!%l+lRHsVQTL!Aj7lAhIK8RA9d
zK)auI+{LPN`bA#L*wDXy%e{+#Gz4JK;{V8h&SC0_bpPa?N*_aqJd!kijZQ$j$9M_K
zy{yK{-H9Rh;QxN->_|IPI+Sp0!eM$8G_4PfW5?ilZMd<o<Y;BCZU9m5=hH_h^U1PH
zKUIg<Z7x;|gt7Rebh9yH5~Q&v#T`cC86)?uyCRvX3O5fU2)d1E+)TY>O<pAVirjsF
z6^oa#3{63rjq|eUlHC=Lm({9_AZ+S!R73&=yF6o=t5~zX{rOa(z)^4&;h;Z8+S+|_
z#p@(yvZc`L7KZPq=Em_#f4${XOEvpqitG5ws)_gv)C+Y6)UDEIO!07?jFrcENd-8Z
zgSDlino9|&9^(mRCn4ofSGr5!RJqLJaTN%uG!S9J;|@hPgr&PX>pOw)kUKi8py8e0
zMC?50F^`Pfcx<8c#-WXO41*$I=uGCjPs|bHh-=PnamjK!D@wyS;2J_B>90*6;sk`p
z@!kgkLiQv5sZAP!7@WON<KEI9t=<DMyx|x~qKW+2>K#!~XlB0)oFM7OF@nsE^5N=a
z2fohlfO4In&wZ`gL@_!>Y{2CVn-_AsRD4lLD!}Vl);O=ulE<)+h9JS|aM|V;`}6%u
z5Pqmn97uPHaq&+Yw9vL2;SL>tQ{PA9Qr=qvGAb`P8w>?cd4sM6fSed=J%k^gVQvB`
z(w4$3|LVm;kVra=#h@HO)&d83xrz2c6Qv}Nq?U6}`%n=@{cm$0*Ja|cJB<oECw2*Y
zhEm;zCJ;x2I|()J3naWdyw$^R&$o5uj10_>6JNZ8ob9_zPp{nV@RmqyYTmY`C}IVH
z&4`k7<-+zf8a?fiy1zq~pmIWcTVmt);47wA!mbF6zsFPCJ6uY7r|(f9@32}wzCLYV
zhtGX|HmC2Sc!zf<a-Fnv4-WhVm!c<yY8m#)96JO(wptlX3DMoM#7e3_HN5Z}CQBEN
zoc|;FurHE7LhIltZ_i~DD`MM22lNBoEV>YEO4dnLGg<c}yp#+T@VTgKkDZ^Wd2idm
z%liJ}$FW=b=g%eI3gedJo8xD~l#xq|ReRzNmhA9E(`l-ERxz>;4g5{{hZ~XH5v{D3
zbBK-|W|to>!_65$i<yS$B3mVz=j4eyO7HaJ+c?Dr2`kSG<EL%Sagqt25irMRG}mON
zgU<m6%4o36XkF8`BO5JK_4a|4?i;WEYBZO6#$GLmVa(&9&M@vf?1g0!BLiTvdhRXX
z_3BiG$y7Oc>s!D0&qCegYyar{o2bsZTG+q!!A;NF@vzIp`p(4aW3}e~V@M@7U}n#L
z@(}B8QK^gbWNus1!fuMw5fD8pQyB#9P{^d=Rp3_s&}fZKPj!iRNK^kQ9mA>yp)lHN
zSH*VFu+LsyC`+1-^usF#L#W*-nejuzi?h>CnvbeYagA!Y=?}!3DMd;@oeCstW&UU-
zE^$XPMpf9<f_eV>jA#9-F`HUcz<y1R38GiNf%9qnOy7|vw9gBdA%HZUv4wmAC5tpg
zcR}a&n{>eeaq!WbyEi(*BtYH@SD-GiAtqwL%VapS7LS9(XAtEG)5djjNu(#5%sz#_
z{(QL4m=#1wO<lPY`)DU5KTdv&@c>_aR~}b5pkr9aAep;B93QcX1nH_7inHB<=rspD
zI*`2@jNRhTSqwASAAswdhJj>_(jBR}o#!Nl1GAEzq>vgnH?LwFv7*Pagj#_n4ueZh
z)bUMR<sO2wCBMNhpA~LmledWh%^a&Ud88{rL8Vyk#16Y#R|}}>0R#<_s;9`($8){g
zR*>pHDo8lHyO?;Ak72bod8(zccw%sSp}X@c8Q0+X9ecl&4S{QSeH2{Yl>uyq80F+L
zeQJq5%KNl=?w0iGOW!@)u{tS5(s-8lu{vkJ8|p;7bfqkQ+9_Lp(6#uW)nSFr;L|Ia
zW*cS+3y0l>Iz3EhZTyP#ohE&68p+@FOjSvTMtLnYkd;tPYaI1oZhKO=a_8HZsze$W
zeku8aJ(zCpGC&R3z57Y&BY9ab{|iLLT@{08@%(zBQgy%-O|$T4%J7X-B$yx7?`*k2
zbwj-ucyfz!O2#DG$+sa~O$H{gGJe^!2|=&=v3h!?Cj>lKa-&=2*AIW8m`cxcUd^py
zb%ndBgf!$Zl?o7$>N1d#*N_OoB)E`>-h00}T8wf?2%xS9J&xV_yAZ@QWcxwesq^22
z>rv~Jy1-n|p<uXbUw$`U-(Khzvi(bjp6+jF{YfbjZDIxuq^;yF<-MAks}sv@e{-+V
z<!98bm)I`UJbtk{WDLio?CVQ#)CBsr^cLSdNh6+fwI?q&S3f_oUNYNG6G7tHQX^2w
zdLFrdHKGI2KiSd$aTNd2sNN;%(|pExuq3xmNoVa<;aP+n!PrUsWl?nc-kL@KSM+y_
zw@fYxWG}qh?-o9vuLnCtIu&EVznOnH;R(2+u9H4k3ShKobN$}ja<Jr?ztJ^oH*fXI
zsSvSd7>b9!0?j}vSQ$HwJEIVqHpx1tybRTmtp=Xv9kQg=LrSU`b<`9))+*LhSRu-!
z?^muaw(rq!oSQ}=aBr3gC|w=(Sz_=?^piMRT9kA<&bt3mD?WOsMCUM6jY&-nTM-IW
z?IMJ3oyPQ-29+>pv>Qv+$!2jm>+1{ZEvFps^jET+QKp1iY1c;4uQqFK$Lwf|GTJFc
zAORC?7e4b&^U#4C^UwpWKU{?(AE)A9dYl)g18E*kwQzcfI&F{YH)}SxBf|Dk(XVgB
zkxTkVLDh3S103nO-t9t+rA8ua;X}vX>~u+4LTL!pFp3VhtjAWbP=W{Dru}3Ev|*3B
zL3q{GT{q&TK-$wXiml-<b_^1mn#G84Y5<`-1bk5?RXgU~6>)2&QNbT}*|g8W8}wVL
z-xIJ6DKM&;?79$4pu#kBT-@rDv@B~9C3B<{r78vg_f~FJiu69De*vxI=Cr&jL@gKB
zX`mXx=BOiesapCd*nLH+zNH;MQkdr<q0FXgLCne2_lc4f3C-D4U<%K2`|%L?1Nkp7
z<y-RVuF0))?N6Pva*Z%8y}O8v&C)2DDTs;zDef7bV__!(uDLOdRnFnIAH4B%NEo~=
zk(@-2zxz<Ukdoe31fM<6DzJzI8eV7ick-58+vpL?$?bC@J0C##RvTQ<#z+N}9Nchx
z|G@2A8zH*x<}m4eb>?XJ&Wz*%D01E{5t|ipTW<&ZL0BZ;5Y$aC#zXwJ`++P_<Nr`t
zHSSYRPe4$#F2owoHv$1FJ&ke^-sN{YnUB;8F&hNM-06PQ8?sNc1#6|l@Jpv9a2aRg
z`bXASDf#lZm!km__`O_$&6OZ#JJ7tAfz(GH5Wg-dD4ZPg=!yVjyq1Snpu~W5DGLwo
zJ@v&m%vWtrfo{Qf@*<SB0PokF*o$I}6IZ_2him&R8L$Gy>jDX1GK?Ex+t1Z*Ltmzs
zbss?qcCn4`famAc?s!eVmS7!Qg{Wa1YfO;bd!cwV%oU11+!@-1O?T)Zx44DFaYqb5
z`*AkLIzJ0NP3yH}_pKTOD|koYp%>=O;M-*|T#Zb3=HXQ4!+7>wI|_RmFD2fP&NE{s
z5DyPRZa)xzDeow9w97;2IVH8_p}Tj>I3*#4HZ~WwZ;eT+QjmQrUi_VD2$Ge+OZlqX
z(8QTWT2(ej1X65CVLcsFb(S17YA%SrrwtB-4PN)AlXdWlvZ$E=`%EvL5>b%6_6|XM
zS1yR!M|&Y>wUgwBXr&UVe;${V7|2kIv4?UFAuP==&~!>C;lEUZfvel_5GCBb`tgjc
z8VCB;YVuE(P}OnVKF<0=G4?1GwYvapNtVTjCEQU4HMrC15M62rAjL?EZcw0De8@{E
zRshR1!~pM0{MG?HO@8{bykdyUTdB!*4!Mdo`XFRq49D)o2v2^U*Fcz9Skmx|SdS-@
zn;I?06<NIyw@T(G|JuQb#=mp5ki>FYokU`hb`5&S?c8E`;p7WW!6!O@BM7h}SohnC
z*rlD)nQjeIxY33SK%~Y`=Y93^^x2n0zhjKZZu47T57PnG+#%{ulT5f(9;d|+$M=%+
z0|;Eb0wXywhh7jefKP?&D*BZPI<P1d@ds~_RnK_vI4UBe?n4lL*yqq_ni{6+ZuO>L
zAO`hw{{G+%1oS@Go}C7@P3)(by1H)7HLJbrSsWBLX<gG5q710LJRk@Me~;FKj||Yf
zk0|*ZJr4m?c@CVwWBb@%gJIb7u0b`Qdq0pU%4OtA$BZUyS=uN(zrtICFn%>Kx!s`<
z5ioskkTY8|%Xk_(aNY3SzI$IQ$p~r%hm~0f3TV)vkV++v*)+zZ7XOePjylgES}0Zj
z1|DRoEZJk}+QM9P5*b~GVdi<vL?Y8K)hHv2<U1hVBxtB4J7uvWnsPk6)pal(k!qwK
z>gZ|r7-cE`b$zm|sm93TZ;j%Dke<aqS)krhlkR8l`BMO$V6`O8_=M=kts4vVh>n}g
zWU`P)E<9iN@wx&Dh7R*JDF&|%#Y6cn<Jp0VrpsDo3298wM!pK&yL)b$oSL~oKBZtZ
z5<bv>gEa3YY;M?qts>RS@^@OtNQ$GyhJoQ*h4T2~5k3!OX;5aRuFT`s7*j)riRVNu
zXYq69K3;`bzAZHAhWi?#>RtR&bn*~AF5NWSA*mXZNoM9Q3UNO1-CuL|jZ=SRS{2<6
zL<gvmqj5ho1ZwmwOc;m_Up!6Zw}QZcKdeAWUWbF@zdr)6!hO4Zhtm<Q0^hsgCCZL;
zjRI=bejfj!A}aofAOmGO!-f9FCM<z`o8Q%xi`AzO0{xu)Gmvo}u8%Wu&Z|v$yf(Fh
zwODW^%JLEPv`fkEzIdli?0UfHO`RCyWST39`*fk`H~E9)nf#3<-}GFZC+mxj)sI!6
z=9JB@k(lSOIh2~O73~gxsyyQK@PYywb}ZF(q3TR9SWiC~EAVKxR_D)fvarQw4^O5X
zB-caCch-!6v@9>Dnns&U5yyha&uYn--5*kA^GJzgEoVcLD215+s>l;8;FEGK{_CyR
zzzn*W=nfuZfTziT#3N@`O>389@5u_pg@^{kd^YxCsxEqdDT5L57ZM^Tto3=MXd~M9
zQ9}PGQCn_8{AjPQGP0-^0?J_~VzH`s_Rp7cGybivD9gZ$QzZe;)c>qY;a|HsO;#=L
zOEoVPY2qazc>LW}`@!e!4Kd(szSq#(!vmnCEH)U8NJDLB3W_PdYa&2HP!dD|)}^D*
zPTvp6<{?z@ubbB%H4xky)fwOBiI6EdNJdHU?S=VY2VP>L+^i)-M84@Z2s9UY0!*$7
zEoa7ql{W|OVx2UyiNy1PWYNFP(MYmsEU<Uyc+fm;b4;Pg_GWe`>C1(vLUzXJ9$XaD
zG(AV=Ea&31JmE&^nc#p^dD*I`!#XQ5u`vbJ;6&sPErbept5+7x;yYJtvk{$iZ4~D+
zl91Gj<JfYC8(F%u*HQ<3qwzI`1vGF@zRtzNan}|K%sS7UMYUJ|bF-_T0kNC>S}@Gq
z>;4ej7cqCq1SMu`LhzwQEcfvA1RsPA#C9r88rvuy^CXJuIV*tTT4~JaI%)f|i^{!b
z6N})v!=;qeYD8L{RJ#Bg@(`6J^G}meH0ne#2B{s5o_rp>>3Gm7xTCwoT-SrIHvlKV
zfN(-2DkU{94_j()Dj~DAN113;`IX%?9p&OWaGFhbwWPsw$5ftZ{|AdVR)1Ml4#xgS
zZz)132n7&ZtT{7zlNxl0QieAmlGy)vk@@y+<1_DphQj=$=D3#>Vd$SICwG9@!xwQl
zhUA=bGxsr^Ix9ZD$WOm$>_e`|-g)Ox!mmtA#25&yt+x<_KF8iAllqRtB`hL6{+~>(
z!k?0oIEmXs8P`BpN?veaW+Nmtfh`g-P%>Pt2QZn7j3bqUXjwY1iKaxVgem2NCKMR8
z=BehwIfzulSeJC@K;bsbCfG}oXU->5zI01MUpl@iOCa2<Urf{IEFtN9b)WsS0|{PZ
zaJ(I@w(pZblL@BTfG{s%$!B@smB%#gra~(gi?G=jdY78`mYS$-!7Zs+J9!3uvPt;s
z8EEXC^>O+w!PNR^_%ER+s9q7aHgUt=4@c_Xo5wRL5|7d^fhN;TfubT6&f^Y2lV5?w
z?HfqZh-i6E)}0lRC0n1>%7H%s|Bw0(&0RaFLeYy4qp+mqi{4#=9mmoB`~5KlUxw>X
z=~<*&O*0gE<T~hSzD+ToCTZ(b`yTN1bq#8!<t`tOg86Hwuvw<nc1|gF)feA-KZ{sC
z-97ipp7{!n`tPeB_KjFd^^02uDasTbg6Zn9R(s~-<9Ho1)f+vEfUlV#CpBx@4OfB_
zo+Pz*1_Z?W2wP7)c!1wSj0K5Hm(<-AZx6HuB{cIGSXpxJqo-$CFoujR0uWg4_|OfP
zeXX)wB0<L%-<Xemn(|MWr%}TMf`?5$Z8DD{cKWMkpve%2Kw#+Lm#{H%JaaY&-`BSM
zmL^1H`h_Q7G@e>3?PUvnbxWJUtb;e7znZuz`x;x+Csg<YTQyc`|016*;u7r%nZ)BC
zTWfeX3U6~;wc63km81*@&>|y)#Vg}kP}F{B6nYbyO&Da!c6ZuYmIV&VJ^&%%utWbr
zNSiTV9Cr6S9{(@s5Q!3Zh*V=2T_??W>1;=Wn|>Po^cXLE%}4Y2nsuM#ZUIjV$yF`G
z2#kPfJsttjE~v;R-DxN}i<*e8EY`Y3KFM2nbA$+R?c$*e_0MMj)^S6rq-Rq__Ei+(
zjl3RkFWl`}r{%{IC}-xDagPZK=2oTu%9EX&e9ywsmmnraz|3uU=X4ghO1>mG(v<EY
z=Tnus*{+$3`o{~P!>(hHfmA`tuK-zlvV<tfeC(kI*Q@P6@0>JCaMUg%8hk_DwkIuJ
z=v|d6I){WF8VC*mk1S@Pyu>BXHJyptU7L<;_|WBtf+l0b`M_-5zyvn@Q<`MnD(<nR
zU8DfFMU2kj&8Q&q)0E&ami}6{5XEp<*!9BLHFvG+x}S()si3<zphg{6_c;GB`eVCC
z^@zZzLsQUY7w-7CSf?NrA!ySl){|$oZC*jz4}Xf<L<(Mke^Mg-ok=-3hU5Y`nE#(U
zj;oWq!_l3e*}Y4!!lk$0)xnNFin*4cv6ms2*9(xFF_zC>LC1cRqFJ2csI1hkp1&~#
zrdo^=mvUZ{L=MbCiU6Mib6vlgLO<WGAG+*VagPY>&WJ*|3y@rR-)_4$KXx|}K855$
zzgm?1ilL(gfE<jEoVppyFi8wn;H{4H?fr9u7w~%BRdboPh2ovlJH9%%vlIEJ?~QCV
z-t&a?w!IqL1gMP$@!@s8@6sR+o|I@K-<)?L+;yj43t<07=<(DcD7p4;3`86W*4ND9
zH}&+4Q>y*7067|icowHTAAfAZM<ZBH#Ly@ZMnC|#qx@D9SD|?{@kT0zPI74Nyxza<
zr&Qk;dVpsnYq-<*nWs%Vr(@6~KklJA7ew1x`zg$oPGcuJuX!=oPx<;M&+vup4&wKB
zjh56T1`Z3<Mn3sW%^CPbOfwr3a7erh?Pc{7AMdMu9Q@~9XC@*zR!@c}@`>a1uIbHN
z?l%SCBRw&jZ0CC7)%)7)WyIm-{rdbB#{o|~F9s6BBJWw4?^!^Z%eb)KV4kFS*7$KF
z7}aIFTGj-&vuh>=PBsZ)|HisDkd;#N+Dg<U11r?!Z`@MTkN9S9Om9g@Y>|hnB|d^l
ziqE&#cJ0&>NIVuE3OrN<&R72ralFDYlqWV|hKa2*4$smiiZu6*J8kWdb19?N+8|=?
zMQD!S3lAHAIaLK}g|iVP!xRA?MpNIV@>b)MRZcLCAf&?KpERSj^Q33fJ3p;S&r^Dq
zIs6YNgS45i{;bQAqbcfDe{_4>f3DwwG0v6LZKX6<&82{0BTlxQ%k|H;h)6c_B9++z
zH`nb==B0|e6a_tAF9g_iU3}_j@QRwo#R7ld3x3NKG?{)KSN7|ytjx*>!Jb4HlajO$
zuMA~zVhY_-G=zO&ei&gF);xUnOJ(^<#9T%<Zb)WjqYZc5o6#%~itDW3_{e-~ZX-@x
z)*Z5GY|eTvQN&?B7#smCMu?Oq?+zIP^ysjTwwjaFQ;%$n^+L`oh0;`;TNWPmX_zyu
zB57iBLdCyh12QZe<|y0ZwNt+_8VL&e6dCXjZc5}DM@f%HK!hTV4rg!~feZ^$Xp{&P
zpC!aulstzwu<a~GjjA&toGKGt+BOPN@uXHWG7iUaypIn`|2@^6_|rp*X+dfaRE9s3
zB_PMg=`ANCQEt|fJ|j08&-8g`t!6KRo6xm4aF-mFke3<!`3~Abmf9ZPu))X1*gGcC
zf&g1VMi<(u+p=~wxbvYd)i@Li;WHCB5?Ba1-<KNO{wP7^D3Z@YWxMtaN$WnYB{%iw
z3T*t8d3U4=CM2Ua1adj(^*EXz$b!0|5y24z?fkOSPgt^`Rjov;n8uNBg`dNr#AY;g
zXhVK|1<k{zCShsqor&9#&|-*mbq)cY=ohC5vWE3=8o@RZvty56O5`cV=V&O$xGM~X
zHv2vt1^L{^3QtOJPd3XLK$eC-y7}e3J(>Eg7Rghrm>n)bfNV}bA5Ys65LrDGLDn{T
zHN*tbbg=f^^!Ir5NNZyba}?ip#4;Df!_>N(&N`f=x72xpaNR&|?AAjF?o;?Zo#J)1
zudY*qCaB_0?;J`q4T|jZ&|_-_3kj_Z!;*UhZ#fWR8vy!4WC@%e1|i3=w#*HyMVo!Q
z{OgciQ*N-(zbm$vL+VTNFDVGOrWLtN$<5l}UM{x#BohB%E@~BoVS)w<dWSXY71=OT
zHD+viHs)w!l2P!ESslj@AI6<XKB~h%jJ*fqc&MxdnmnZubi23F$I^ZM8gF?fkQVL4
zkso98ocIamQ1f6=ts91ls@>eJ#ynUczE(r$)59JOW3wXP=16rOP_*`#sSl~ijNB|@
z8|JCmqg^vPnd&h9z4VJYie<a3^{7b<iU8{D5%sLqn&QcYt5T`Uf5Qq^wqIqHkPFdw
zfJ77_k;pT4MU&yNA69;Kvj}3QeoGzcT_5GeWuS**L!Op-9Jb`g?w(5fl}#g&sDvre
z8lyjKIb#|w(^IY<U}mJMNKYFeE|V|Zjj^GWwmbU4kCr$yuO?HswhwJN$DFUH!_H1s
zhlTBX_pOX8SBS~|ut5O>e+`CinW)6>8YEP71k%w8KID;Y+Xg+3j?9hC&rnzcLdt<$
zz&+#z2Ve~_Q^Tx}o?M0_Y;#C|PLxqm+hpoO>arP0BAc29bnhQ5M%Yefv+sCUB2AB>
zgeNWv@?yvjmGubqF~k2UbN=l~D-hFbKI!zT<qs1Q5BbP3qTVJ`bDfrOl^%`r(k>N~
zm9fn6NF-693REHX`h3+Y!V-xAZ-7WiHaAvBtw--NRUZ7~pk55)!THp~AtIy!HBU4%
zE=v}k%|vMgOlW+~Nsq2?pX?8roYUsm-r@1wPUe7eaz+(K<jJQY(b@a#zJ3Dr2h}k~
zyA_n&4!*D!2|F%=n}$9~09ntq)BFiN9_WxslaU%L*z7xmjU5c#7?SIp+10m5@fq7A
z*qKcZo$lJCJuggEF+G3C-mlqEw#v#e{A>Lqj*1oFpDy0b3bv!px?y<*4Y%K0{OC5j
z(;s^G|2uTK=faPO)Pls$S4f)nZ;$i-aFDw{^fFeL5ZE(H-(3?3wBx61^)edknsS;%
zkF6wfzUF<VH7NrBaf&olGK~(4PfT$W<utt|kAwrs5ZH`^80R|H&E@IcH>X{0ma^@O
z=cxx&pVDnT!$2};fUK`_+1C{Tp>RXL3DCVe1E;K`Xm4puwwcsU6y(q2Y>Hg@93jg3
zUp^k$KvqG0_=x0aCp>uyaBY5c9n6pZar!U91!4}49f=t5(e=Oa==K;WcgNYwm0H@l
zxW<_gv}Jc0I*T7uoV*zTtkLcqG}6PZae(~jhQGZtA1T8N@%Bw$5PcrTvt_*poEmr3
zuagaiw%g%8OuCKiQ?2f&<XKx!&1$APnIROh2RuivR*Md~%Y+H;$Dwos9TP95*=9o9
zasjVT&J<0lzx`7V-B78&3^GLu-PKdX7#xY|rIOZ6hJzshS;hMv8ay4=r}THz5775X
znTuWuf@Q>-sIc$h@~k#$&N(r_C|1-+q7$N~l3ns0l6rR>KOUE9BX)xFfpi9U@cVvl
zb%Ck>lt}?^Ei$j(EVFgI{=tp7$Lp){@K&EsHUVFWF{!Z3P@MP4oj4p!8s!x!wj5VU
z!jTKLW^)};w8wNNxM7jkR0w~255y0_@tc49z@ITV>$&f|+ISWOP6Et36C1U5xBXGF
z1|GP2em(f_E?%E>Be!Q!DLU?Z@S;CL#V}8@B4=aosE2W12z(y)9)s}$K&B>^H!x-i
z_4h0V%3=j2z(rHSAw!eH>5GJD<*1}o*+f88wR2RBQR`utwVyA+TNp6_>2DfPEZ~2w
zgeWwj8tQ#ltt*rj<FMQ&!Qz7DwML263#Wox{i77epQR~Cm@YD)31M?(kw?j?s|w}K
zEGUL<uStfZxXeI?wU2yu<yYp!uvthMc)Wg6zNS#ggGsS<Z}r6t;7>!#;_?L8fWOO>
z*nSF3hz%LJYZ<80Z{~dhVES%X-@UfjG8@J`N^APrqJj{uX99ULcSR7>$<4Q-$x&y2
zOGh^vZp)IcIf!UYzmE*Qe>}$6LZV#Ltp>5*)G;)(d81uJWbntSocZjEvWW(HHQQed
zdTSI%ayt&xmI<%pg8mC+5}bs0KJhEEU+sXP)t0Rxz27sUdNtz&%o~5uhX1m<$WbA7
znx@{K$dJ5Nxrq2qX(W%-K{97CQV!#=N0lO2HEMqCC2Km)fy$pO$g^U_f=+=d=;JVy
zK}DYiYhpZ^$?$!TDc9c{J`>7OD%V(XWb&^)S^aPD$I-7qPPe_#`lIWBz&gEWlRxT+
zud0=i2Eump=O8cvrQ49b+#1bN%bA~V+XOyOVmcoRIq2(mv4n(cQ+$S=TQW`Q2=$xl
zHi*yA?x$wQ21(W$W>sSE?_cs*)(%=BhSv0Is@#HmoB}zMyUr}}Q}c2aO4ekI=AdVQ
ze6pV!$D-<$5E&*?$5NE%o^mn7ZU(+kMp7SVk^_awkqj0fFB+CFmybb`s`z0fY7+H@
zp?OHIT_COD$=*CNs$P^dY$2}Mn3YhO6J`GBPy($sP=jRE89H6TA0?VgYk^)M++n6$
zZg)$pK_|Xh^?5FYaV&P`>qR5KEO*z*D=16K+2WC-TF=9y(0M9L<kx&^OS(>M-R>SZ
z_;v@8G_(MV1F@WPNc8FzTG(wV3tb=97`LiweO#Jc@I3HZkBFC;tt6_$LMLeaiT-@T
zgPt<nUGdCK-FzClO(qE8lBsM-J|(79p%!r>h|j&%WkHK~!>yBI(^EGLwB;)7YccVI
z;!xvymGo{SBPv^rErok?saxyO!;k7NzQZey4Kg4Y(-m~hHlzA{g>YjKxwU`h%-rgv
zdhOa4EWf19nanG-&pBMXWuM|VUc(B*7ZA=N<+~U$hkWsgD#BNHdB<==X~nF%yCON&
zQ6uHS)c@g`4FodeyZD<?Uv1(KMf`lm$*4X~mC-RF>P(7$aHW{Z-*%M!43uW=^y;Jl
zjKOZQd5f#0<gM`!NzJZA)zT=2-D=sSoADfK0s3EbF9KQwQxLHEj+6hrw6QjVGv?xF
z;X%Tw!rd$^du)z(J#fp5KkUyn=}QQBmo6`NgD|R10z+|Zxx1pWi@ehgGrRY8==60_
zdq<gC@^}#Sui%3(k=I-2?Hfjp)!%?GKd@<9g&pO}OlQL4@(OBH>F>e8WzSfJ<Bq%f
zN-o(dXbKDc*ceGcjJ8>+^>D`NC#YqI9?1>l*0YLkFj-H*_u=vZM6{G(8oA>WAB@7L
zt_eTBlu}KEtcNV<Boc<bbMGmt2)-WlV>+p*QL4>GLe_o5ouBi`;0_h8?}I?VupG4E
zHpNQ4Mbxt6O|czsa8mW+m+9J=HH<0g@mYq#nD*}>YMeSw!JkFji3<wX0#^RVal;&(
zkQh7*r9uwHzB4ED(vPny#jbl}2^Nf^%K!e(=jVj<%)Oz6N`0^CoGMdtvS>hH`D7_p
z9nAPIhEx|#M2<)|P-`fPj{sSOo|EPNILCi9^=b-@Q+uL%Xo1dCSL{3cuwZHPZW&IA
zSR&K0>?t<p)!L3#(02%QSE{*9SaKt@UB3G|qefs)pgElg#~P0DY5)pU>^!WrrR|K%
z2HMMTu0Ow+TwiPfv_-SI-0JgM=+E`+Io0OTIP?&P>Wz)#L8}jN#A<fo;r-E|wSdFg
zafakXxH~qq{4v7xb0a#%vdtJ$DbIOs1ET?x<6DyF59OWQb#=GIFRE2V*jKdA(~_AB
z9II<orf$%D`-4oS_wm80A}-}Q&8$#Zy=QLCMFNbMMmd;NOYZe%(E0~DS;)qU^F|Ob
z8Jdi3>J`ISY#;)h=Dj9@nk#ZRZizwc|9cBbnc~K0FGX;4>+YaHvDC3FFTI+e*G24%
zKo{bCXlcp(?mf?4cAG~2j;0MXz&$_`o)@>zfxC$*Mb9+q$j7h=sfT;$td)V3m0dvU
zY|{{{%?tYy&Udy$A2h;?CA^VAOda)PVS3L9*;=^+tBPF+3kTj%8$SK-vGliahVv_N
zE#@pxzHInG{h>6kI;rc8#DJ;7^apm0ns)K`gvV)vjgME)mnLGja<ExI?bR!N$%F>0
zA}&u`Mbiy?^!o(6jpJPx&xMlu{+^;LNGCJqy-3+zP@!@<M3ycdUx%eb7apWsbW$Co
z>KQwr{FT!qIi@rZ=!+Kj=Uzj*7JGR0l);E|31*X-^*#-M@!mN;mcHGr*Zr#u(yV{8
z6|9gu>WPsrJMr&JTYpwp)1F(%9*YGHt`pi*bj~t^=l(`;Z<fIW!mrQ%%>jw~CrHD;
z%L{(*PaNTs_aWw1|Fe#79O6?6P{+D{8JmuPuNI{=AK_AIVSrW>ls$&er%I@M*2Jln
z6R+MU&$o^yYJI46z#Wz}@7%p%-<M4#V&7!{A=8V0eGj5)EVBdTgjV^xixO^qqv*~*
z7ek-V3;h($HKb*g7d3I-n&Sn8pL~=*5lJrB!+$+pfeKHmtsTt+85j#cTXqmi)^|Su
zwHJuV5}D1d?`)z>UkL38FR<xb_@@T)%F4w2E=9ftr1s2R_`vKhEbR3;CNOBnT)2=v
zmeg{XT)V;5^@{U2_M1VcvIYi2OAQad*oyncCNsVAW@~KpqDNdaErkC(2T>sQu>5>j
z?3D=nk~$wBJZbQoe<lM)(ElK)8vtgpxZjg`gPbwb1)+?}S%v{>y}p&x)s8Ld@O~fl
z>Y(SgvI9Jq$5_o|Zt^a?`oZ$1;@<@2*ulKrg|_SSBk%BHDnEgwnR!<0{8nwLSzgfK
zI<t)#?jz7H3Jy98sSBiZw`hkON1W%3fwLwhAYG9=xS>e>=4c`)h<a~C4b-p@F(r5K
zON~V%jg&;Od_nL2P06QJkI!xpw-9`;A>$1yM}y-5?qaE67U`N`&WN~2h-o9`P+Tzg
z|0lR$FmHpUm=L7NN9nLz!OQ-S4D*#kUB9~`2wz9IAvMF4-F?M-lyyyy%Lrk#-_SG*
zK90oQRuIi2a)InH6aGCv`){@n*_60DwHHQ0^mCV@;_-)|h0XZGpp_y<o?EaPHB``S
z(XX%;XU*x}11g(bl9yGu4g(#a@_N(-T|p9nWVa}N9?|D0JhS^CDw~V(g@$R2sv+Y8
zSXLfZIq|(1p&^8gg^j@%Ft!p=xe=@WpLM*{C~zdrBqL7cA6`CM@Kp$$4`wj?LW|i8
z^+IZyh7rl)J)xGU(RYx6(dNbDg}C8B*8G<~%y$oMIim!r%9msr-+mQt6-4cJSjcbI
zY1whBgHkEl4oV2Dk?Y~l_HGtaHZh^hOH7-w^)?17x|8*b4z8h06`uB$^KH2<9n|3Y
zKo2dsVuusif7A-iG84h53Tp5b>!iNNnaEiGtAs?1asHg3R`KEgpIlcEv$WR<_f{OM
zcsQJQhN6a_Y9E(Mwg2HE`nK*P6*gH={{kp)U&oVmDBdkuWbutxa-jzp5cY!krmG)+
zAP2W`duTe>72Y?Kss^TG0OZ|ndeqJ$0}CI4G4E<W*C0v^m%)@{n|q2+uE!hO4*iy>
zGq%(?yuElOxD+MdYaLwBy_*fYN@^-Y8eRV^UAi~beqCBmr6+Y@(^R2MExrCNKoH80
z;3a?q`%E$7YM)HMBVNh<^^ZhW1{J`J>u(ed3sm@%;30_O6tK(&0fS7+{iFm(X071n
zatM*=tpaw@{U{8GGGQX>6cvp^CyOF&LCnb@8sWj@jxO2#*+Ct`lh~gHSW=UIG#E5D
z{}*|kZ!Ie)ri*!To9{xJWVbgDrY=^g>hw*N|8v8B8EbmHeCr-HX#*{%I`^3Noy+3e
zG0gZ22{axKm-i?Se-MKqF?Cmupm~8JvRf{0hP`W^yC=k?HW5tr#D+UPk#n4Ah1eMc
zoth;REh9$~n=mK`wrm^;0M|!Ue@y{!#w&F{ofy8%%SKYwutJ-3rHsx~zK9n8OuE;0
zE^C<Br-+qtzV^+D?ri@_lDxFNt7%+Zl6CNTK<m`#6(#)k5WT3uIY<qBB+GXA1n{Ef
zMm|$?H-w;A3E5$1^@CI=#8F`z!2B+X*h)ujYx81U)Mn*Da@KUN75kuo3MY^xH3!Tq
zc_$6WJPc^ta^$*b;KG9`5BhNzD&{MgNu75O9M@(`S9T?UaHKLEe(iZ+XxLOO(kK-H
z(?-x0GjdW|;mPLCE?J(0<WW~=2b5H1O`?#DK-Mo2kCL74zvSQWkyC|mgpXPpFeCMl
zJ4=@N*QtpWFBaS$zvMQsBI>+%;~#mVb6K}u$4z__7q4os{wTKU#*O6nrewStw!wHg
z(`NGg3|!B`w8NO#8ap{Vni$x?n50a8Lec^3Z0!G!(O}gYyQ42(S6((Kb;=_w5*Vh}
znUAbKAs^vLC2~E+^28^kqOz1>P5Ne-a@lMB)VRBTwh~Gih3?5@9;d|1Ex8CFQYQC#
zzk5z#H<*0{6i@tm`k5y;n)UI_XZQI`SKKwHgq*=l8&bOc0?PtCB}o2~-1Z(f|9Hdj
zcv=1I@OgQ7IIOxUD8Hhe0j}@PtL*+FEo4n+cfPy7s{K-VYMN{M^oi^hE=?T$(fR&(
z%tlah?2kMnQJAkwAkM_|baOuYJ(x46qI%X!?Oq5-!=@swuf6l2QY|iqlo-}`AyhsE
z^{_Aq&h5ErbnXWRTTX>_s66I`PFmq8i|Tow-Yk0dbuLy+L3hni7|l_Iu<*<dE>842
zjPiGR>2@swV9r2ozR_%%v9s}9-F0i6H+hxO)ziqNCTphMYzb;fAlv-b{d@CMH33>J
zAunm@u!cGSDCQe${fPgJo}GYweLK)@ea_V7n7Yi~?Cb(c&4VIF(-YtYxiF5C2*8pA
zMTPh<j#7mzZrL?|c?MKs{*w>ceobf91+#FLk;Ac+JmprlW1{FAr?1at;dxn@t6ojZ
zTIeN3J!!&9G@`})H=U*%K`e}_A~GdTXYJUd_BD7&`)e>-2g4$1qAdBgA$R!R_%Yvy
zV{5?MEno-hr6dp;=iN@t?V~6W{-YwCJW1m~uPn)pTnz7Mageu^v*Qf?)na4km*|eC
ziBap=ptGP=S;h?>;&?#B70w`hW_AmBbbN6QWz?Hm_i$2{#UK3&2iI5sSCj3HLGS^N
zqbzdy-fp=b0$|%)0BIU~u=p!}s+DCH1_|9Qz(H$F*qk*ME2ZN><sI5AS;)!l8(x-b
zV8a8#j=T8XS^#^R+pMkI(g!0V^!cTD+mokjxXYNu!mMG}8^4veRw0zA?cX2BJnZs?
z6z}x5=;gfZ|ETb4xyHxF+-Z_b{)%eTW9?M(>dF}lxzeF5LEuGQ$eZO{x#|hH)i~y*
z0Gaz8(KAdZ;#@tgAt2c?ucwFih51VH4c%$D*t!Kr%fUfRF`T$fe4r1iMIxY*^TZ(t
z>xgCUIc-;cHffI(74mt-oJF7rw4U^xC}qFMZ@`mu+@ndh``nM!L<5{x#meI?OT>e%
zY&3tb9jkW69T;c+w!LNAvc%C<F0W%90H*7}MO8e<J)V{{8nd?fbFVS8J1q4WXBV*d
zV2v}*m4BAIxQ#0gTyVVvi8a;=gX#r-3}RENPQ@-PYgA-g)g6smzI+_i*;c7=lKv8e
z8Z>40_l;3ZkkR-mg|ie?KbKczVFi%IH2^sfa-1!buYc+d6^+BMQ`J=0={g#Y0mMw7
zl*yPo`SS6;?Fjw78s2DT`x4f^OLeT+`B_FWXw`1BO8uLFdWCiA5nYk=#mnTp%&c7V
zs(1bfR#o|>+;A{A^x?cSrj;L)dg$SjjncDtwk*_vRKWt9lKD1fe{P6RN-777w^7^V
zU?`;i`rK)x=YO?iNK#%IDWb;81!l1A*x$7K{ufv87+zTyZ4D-sO2tVfso1R8wrwXB
zRBW3&wr$%+#kOtRcG7w8{kos-{(qi*_Bm@}thvS*tKmu|?wGY31NXbJ3-0mUw2&Qc
zlf#VA{Z5FdZcA4yHgBqpw<eZdgX1ZMd8{ILW-u+IB%FfTA?FjjQKOmxIUNxoR&Fd_
zUff&Q_p%R#RCd=}PRcc$+qV~`jbp=}{xi(Rn>ssMF{|tMHrd=x3L_duEw$(%H=s@j
z-EZk~L5ki~cGrd$5-=NHfGdjNpb!o*=oWsnvTT<w503_g?ZhTuhj04S_iv3wE0g2=
z5Osi9e8(wGWYMA6V3y_Dw&?)=kmPQT0AXOvs$7l$qe2RTf~R2~?8utk%FNbTbny-w
zWl71Fx};fm!3Ktxo94v4R_{<O56Fd|>LDf&kzykvtj(Wrh3B!aRwR`6_!zUT&%p+d
z2`6vmZR;RRad66ZaTl)jX20>xgR2nN!2FI>^AMV!VBj9T;d!3`I~L7|ZFz(uj`IB&
zxmz=aSUL^0=e~=9PE^~bK1Y?<@mKwTRfhuB3YAQmc`Riz5iQ%w6lH8ZJ`hXLg)+=n
zwydE?$~^q-U<f9X<t~&s1yx?eSvqD;L%94nbqD&OS@oCn7D{_OIAz2FO1A-I-Gb^R
zBi*3Z*Tb2IgD}(*rN|iA6H=PRxl9FDPQubW9kY5x8Q*@|Vx!?*($u#F_CDGCy!PNb
zHC~hB;(GX)diHjOHZ!%=2RtHp`9vl&Q1c(tP>J(B^1)jkz_8fawn7~|(_bOa3;K86
zDkAjEe@XK+CZWcqqpHqm`RJRl;4AH_9JWQaMdxP{FC&5gfz;uHCs3%DWAD}x-dSVT
zQ>?+-_k9V2_GZ&Ju9Nt{xIr$r1;R{QlW{dAo6a?o{>%q$73owUkhzgdK8OLf3x#Nt
zmS-5?iE1MhIoj7Vdz~#sHOMgX?}k2@etmb-r|(+tvq4{4wcU5q=QeC%Epl@~r%i_a
z^Hq<w{G~VH#^(<f(OPAq#-Wh`?*<vwgs?qP2qq##{vX;GiALEF`jWK!*<k194jG6R
zwocd0D0|w3e01tzU@n~f`cQNjAn#&?Frtl2nOSjtWvR!1`am7lU|ykAmY1v_G6|SI
zx@uyt|9kM&4P<0nh)qiMYEil^c4wibaz47CHKSF<K$;09bO2jCRVJ`=dKAlIaRxHM
z@vpL<o|&i;eMRyiH!WFzq*<<G)a9GhWGzT(HUcSW-l7fAX;9`UOmOX6+y8G*N#D@7
zuT&^JtiNJtf3OW{X?pN;Rn30qo$$Yowz%2~)ZcPN-18ym7McR%`lr)<v~!C(g~yl)
z1`?GG`v@I{l78DRD(A#u7R#I#nfkTc_K8fLiOOPHv>*<D?Q?l`f=-v7Wp9$3?71el
z*??IAWC_aV1LN%_TYc(5khEk@r9410De)^F--eOn2|%_`z>h%*plZ=ga?#mw>Zh3W
zLpw)(z-g^F0~z#45oq92_xr*ZddOyIpIWiirfwcA$%r1B<9UpW1j~{VqDv@pJST45
zbo=uz>Yx9<4A$9o@JhvQA(LE8x*RdCO4c<4LB^cA#YbYcoe%nerV;0Tz+O}ad#}VL
z+oF&Hae;x8HF8`!bv>Rn{cjEvQ8Rs?OiHo}ED}YL5&HTZa4>N>Od>QUa-{T3g*k=;
z5JVtN5XLAn2X6lkcVG%<+)*8pSW7BdF<x73VlHC=Pig|&<gllU<PF}WL2vhNUa=Su
z7gS0MU*O4{uJvj&0r3!}bNKjawiBnCNv#rJ%&wVoIMG|871GUV@|VbgEgGV?tCxV0
zt%0+Ad0RUo$mf!4M4Kd+_mu3luvEVuaYW1dd1EMUnrF1fLg3OQV^_te`Fs+yNzW4y
zTBDGS2$_b!ZKC)u(m3&plrzg7ECCb#u3eRMjS#u(|0lpMbNHk1xuw&l^=8&})JWPK
z7Ch_i4?16y2elJu`=t{mb09=ZJ<NIkV(^!j!%|92{pOX@d&5U3<w^g;rrl~Qul(;`
zrQ9eF@|zdPe0xK5m*dJN@&VLuqR7LPo?|wdaomXuEMCw>Q+s7oz*ekiPG?z78N;b~
zM6rk>zJa%Pr>(?g(C2qw{)ktzSiBu6nD`|&e`=}Rie^nM-y}+WUkD@d&IC#zOZ{Jb
zw~1gOy>6vD6E;&MlhU##_IO>R|B~cVcO{5kL6Z=RiS{`D*8EN><|e=~w{#M(V(1%e
zAYTPIC4m@dj~6pg41!Z!)eRf8O$&H>N~ctpRJq=5@p)F<3DRc9oA{kjKtUF4H_QG=
zH1QYz)ywcQ6q_PxGciC#n+$53-g+(;bsTd+wnyAMyk(QJrfObGxw;Q!h<!nMHH?6i
zO+*+~dTH7knFE^@za+n9|7Ow8J&(c~AH1gm7;HzbZ;S!)LN=|bGL=&M3ygkF>Z(bE
zg;77V*?18HNB{PG%b!+<r$$@p3?^o^aq;=J$KcehHOg=bR%N1jubt;1wd)hgAJ$kR
zn1a3vDy(QK#KqcQD)PROK9h47LHLi`LA$vhROiR`6BS3oZ0|424di#~VAtp4Sn!H~
z{B;q^8t+Mfd1)%ji~>uJ0CdZjxM=S1l=Mb2ofOWp5iz`S<6z1+Ro_I=+--S^kViE}
zktu^o_I?z51hEP-^-GDO>!hI2GuBG3x{qJzFkI`QyBp!W?8&qWhe5$vPHb|{U&T`G
zYEy|#g-U0E+hINprkRS63FWQso9FjO?Gg7>j<OXn#o^f=AX$h)liun&KyE8D(M$^z
zIclC<c0BQAqS@IQqEMVF6FqpTppa@pJ~QPhQCLY<4K3cZ8j1{g9Kf7pVi{Y=t_@=&
zPGpGQyqC$0nSI_IePBf3M64Njx0D%(*X1ZyBYXoN+5KSA43#3uWSja?`;gCO#sK4i
zTN(;rd*(-Hl8UQd+SB!p$AH*K&lx08#*XVukM)N#drGg1!v9ZCtj~Q~>iaI8?cu7t
zu|j(ukmdfmU8^*B>FtKAgJJ9Q8KYYx`&)8Vyg|0PHuQd1F2iEl_Q>&axd-cOfV*9T
z$J;xUH?0-(ic{lt^mz79vgpvCj4JM~1K<ZmUtf|JffRumU^K={_yqZJO7Xd!c`naB
z_-GYnIazltAbn`e7RAO8M+l`cKl`5JBO(*{EFiZcLyz($+Q^7^?Vy2>Sp2Gdg3+^N
zZTR4l$Dv==Ug|yCh<|)gRvJ99G!Wf2;R6!vTjsb(Uh;D@s_s2>?<+3u@SLMQfQ7gs
zGIcq1e;TG_TKbD?EE@ZNsyeGB2`P3lWJ(>GHl2u<5K?sk#(%ce%eN&7qSJd$FqOh1
z%X(b*#%0(PzZYu58h2cXEugE41tkbCtzKUWD!T8r7j<rXd%k7FRU44g@IA#Q$?VLO
z<t1&Yv@FvHMqa*p#2=_(2Ty3L0CGEnG0<0IK1P-0wv{VQIpE#S8nzM!O-;-w>;>5L
z=BJkT96_jaD9|7W#P(F|(&R<ygiv;vN|L$ho#Q#+%!5;bDt8t<br<cG$F3yhvNgCr
z;s5g%V2Ph)%ooJc2)}>CNOe?LGo}826}Xy6rQN+@f0FYzAb|N=(wcWoIaduPz>RXQ
z5TShgq0;a?+Zw}2ncrTQZPA=-ElPD*mgSIkR%@LR?@vJ*mZ=Bbbk=HQ=5LGqmR6Ct
zHG1x8MWveRlS*SZIYR=|zxbwq@s6=>O{(_Mn`EVUwlnz`5G>#$bZP<>$p@+^`A8Qd
zd$z8m2*&b{fU%Wv-7U5xJ$*qp5BPkdhB&66Vi_8|5WAMYHZ-Z}zopB{TPnBg;TGoj
zF^i$bqCsr<Z-#Q+2gX<r5BMdE(x=gN-uK+skBxC}U!LEh)zH`(AgtP$&Z}j>!7=RQ
zF66YedA?iTKjhT>*0kt*sma5hahXH@eZX&wUw+Ma28=J;dYHah<y@Z{1ePJ<xnz4S
zJ>F$jj$UI+pGEwsmGiVo)S~i-FwiHlIMj=Es>VL6j(AmU(nyMv;?y|gk~3f26$?9)
z95~Eq8sF>8cU8+RvQ1*WFU0gI)5Xdos?WZ$gv!bD*jx}Ehm(hT<<!nX4IQb<fUYJG
zwhLKJ1Wd8G1cXKUdY0#NEvEjdjx*>j|Cmrum5v!jkngTjn1Vg0<`y|Isl?zgeJ{9V
zi@Y{9Vhj9dl7i+TI%U-c-X@PY@QELBJ&G}{Yxj%+JA7S;OkeklkQ!Zf0P~!Jd;M)E
z1k`;eg7Uu*8`*_dtht}*fTM=&=rmn{4;dH$Z1jlf{3i|@mdd~fqH7l{O{6Klgb7ep
z>G9*22S*4+%HIDchwNqi#iVix6D587l%hbv?CJ~t%dA_T$DB<1*tut-p~USz=;%D^
z^Hn*SGh2~L)`GRn`{!6QYMMhL?d6dQ_xEj?KDb5wpcKYSw<p+E=WQYNt9@W-%wKyb
z<pExQW-qR6HeemDW?8;YoTg#i`O9qr!<Jj^$K)w`y9qvvBv&C{Wx>AK-K<3LDonjY
zrLi9eZ_@Wk9LJ>Hx-s%b`LZ-t?Wk*hL|)A+F9-@XF{9m&eILuPD59Q=$X2?)gp17_
z4%rVZJZHPN^p%j6_lqK~eog>CRT0GKw?GO<v7i*iB_ls9T>B_LHU5qt#`IlvvFHax
z?^@;AW^J{;*M^|Rcvg^0dT*K3b<PBaQHBeJja-Sc&D&x3`ZQ$%lp_0S(Na;g-88;K
z?pUteF*w2lL6lnUebU+p)O{fk+PyxaRx-&A&^U#=6T>=(<Vt-u^Ok_squ_eV%4BhP
zi>C8G_J5AT#FNUFYAvOCiK;q*q*fr3(H+JFrIna2TI~V#gH@VU-$=Fk5ym)bh!x}3
zH&`CEA|mR*-D2I{iQb%8f~ET>+$-QEWB+J{_!5K#44hIN7#<-rW8|@-&9Q#Vp%Z|{
z3twFJ<sXc^)7#}fe>nw)F^6b+Cq8V6u$R%FI4N`*E?Q7gRri)5jjTC${E+KxH5bOR
zu{NIf*OUvWW(QGJ?j1Lb@6<;&wC#aa-^oUz?P=V_zbP5*kXV*V(WtPLMe?))m)8E{
zd<4vzah7Z#KBpbs2=dvg(QIRfy}g{81@QN%GXvDkn-tYYGUCAN=HJloiw5@nW-UA<
zH{bC1B=y#uf>MB=DD@lBV0*4HXtAk1vA(9V1X+Riwj4t_`W<ad(fxn251~uNFAI&3
z>;IYv!USGg4<K<JBoh=Fha>vDD7BAy{|`u3nQI#%vA;uMwl+nKZIqLz<O@t{uoh%*
z7{ozM)Qwo+1a>Hiopm}*bk>ifoYbCrzmw05nIerRozM9GP2gw3drH31==?k9W6=KV
zxmj1S&%xx)>0UpwsiRm|zC$s7XM@O@LZ=MzI6!eIu(Qz(y3w3u=&G)p;i~1wY#<@H
z+rNQ??XUL>_2~bHYLIl;p+ww1niS+-U>=J-7Hv-q0*r<5TqG_b_1WgXnIgf`W}#`_
ztMf2keOJaS7Uoxq4tR$~KaGsnRYU!?aSA8<j<1hc=RU+MpRlk!QzI$@KZw@_(kmjS
zCz~I-=hvxm*}2K4jL&G7=+svu0;b${&vNM<hzctfF_?j`xJ;H;^Baed<62=f_*Lr;
zrkqBy5r7QY2}_kNqtqF99cDh)&~~(6wzFJkrb}+(17*4p^rl4TX{NN3U>UE4+b+aJ
z-R2}LD!`*-`zHG<63rF^-gl>Dv-$ky;i9jCavF<z>id>G)>Rv6cvshK5}g<Xn3rg#
z7e?od?WH3xPGc&XSBGFV)#7fuNj)X;d9e$03lJy_d#$if^fQg&PUdTKVbYjn_wzzi
z_rEm_Qt6hH^!Ggoo+Eo1S!A(viJA{83!=vj^?evRQbt&k!QjdB;{<Ov>2(aCzqXad
z;h1Ch;`)_%Cs=>2fL_%Lfq>qd`m?uYeZ6L8)LG5xe8uxnM_kY9L<mdZ4L!r;d~nhU
zpdLuNhyFphEpQ^ow?;evwAIY&xHgW477u#TQ7_P9x2D_nyjOWouqHDq>t))n{n5a^
z#SmPeErQWJxX#GG8l&QoOc9hYV+rn7nf=TZ6V-;ViKU`poYjQF;kIk8C*jJ#bE|o~
z$nGHg->;(dB~RiAW9m-daDYmQEi42EbHEt|r@q^ntzhYz&i+eHP3l>abB+L2t#5Nh
z9x_d7LxR$d%9rm`$#A+)vONk-CNlZ<6~2k?x8&&-kv92gkDHV2_juCnp0e|2k6w%Y
zg33}{|8~)aa_UpT=GCwteTx5$!DWuAL?rB*Mx)kujY1gu+-uQk1Z?3k1uN5Uv#~XJ
zh~1rMU}L2rZ_K!D9n@3dV5n5Q)=pgoPURX5nK?&hP71LMl}Enw3cd0EPNGDG<OJv$
z8UDXx^VNyHM!1fwqU6(W@(w&8!am#w|N6gqdN&T|CR0z{z56KOuI3JWEW`qnXJ=WK
zVNAT-q$Co#JPN-mCSpHc<8lF^vdPaUyO+!1C&u?lQ+s%xkRv~d!_7~}m)ER`&zvGc
zHd9U5-mqJ|yB=9UV@9VZHF^2%EsX2)p>uXswkV5tq^`E7Rp>M1P_{Eu39(dAZu{+c
z^mtOC^e*YP2*}E%lcy-C^_TtRI)s4dmg@y0%8io{<>rkxa=F@`Z2*O4=KG^tuvlpp
z)Y_5m55K@UFyEfGqI<MBkN~0UvK4TxL4kD$!4hd5ZS!?Mj{bfS1pm>I(w%Kuf*UVa
zwLpMDJwuZx3CU2lo`mqzY7O3o36_Uo+1a3cARGt!I0vM%?+fUkfP`XE3<fnEBt`M>
z?_CTVun6&}6C4FC8|%f|m+A8zcW*c+u8&hY*EW11E{XWtoTS)CYzqX~c3n`BS)PoI
zA;seM>vl4LL@n#tlZeAg?fu1`qh<x2_;U2x*Zq&JO~|yDT;_A|0aq9}`f6At!i9s(
z;R=50#p>J3sB-q(Y|=d$wi_CSn)M*3*VQFCe$X|({{-woJGzn>)RTXJ<rS{)RNZZw
zg1yCl@=CCN3HRgdO|Mzs_ZU7t>|Q*e75vGV)tRdR|GbJ&uc!SzzbpCKPSl+M#Nm9(
zygWiecOYW~-GgVk6G~rDst`%^hwRi9$x86^<^LZ3w4j!n=AQ1|M@SLXhp41tr38$n
zpy8g*Y2+>ny!_Ooj;R)hBrn$Zn`1W-(96*fy9nXnKXXi_8Ezbt&i;9xbPKotxJgPU
z1O$iL1VR~0bHfeK(kh9lbgJB51ay_<aqB=B>zls^hl(&E3WvIKjh_oR2+Y1XjIeUi
zAyZz))xg{yiU$@bS6FpVA{~))kI;2%?4CXNP196DF2?1^Z*ZC>Imw%u7MPh(`xZ3s
zUWy<J)ss?{uPFr81<Z2@*BY%>_?Fw)12G~45vwt<sc?ZMC*w;|djjD!Ot27VLEmoS
zYELeo+nUI}#<b<i@UU~i(Ggemn&p;9gG-t#ntRo?Cj8o;0Smf*&cD_Qo%iszamLT5
zzLa?p;<4F^V3mAg-(Lx^L)bbLd#ODZCL&ZpuVZ3~q##Em(=e}EQ>cO>x;cJO0WUbz
zWP-qVHH_2HU7|c`zm=RSzb*`+t7bfeWD*GIpxL6;te)O(N3veY7vn+{SqrJXR&XU6
z=QF5zW<K`|-PHS*S*XfRt8+1U>T+1U=7tt}WgXYmxXFAg3+2;Qjl;#*c4pg^;;C;x
zf989qee?fiGbnAz9ip(u4$Swi0Xexr7$&Hq2cu`5WANh@MfSUpo-`9-3i$<MNO0HW
zUeHALkHV&3N+8!U&~Hi;I~&<tGaIr`I+}m3&$78FZddqRS%3CYl01}t-^ssFeqj^j
z%k=$n%xb*b!SODa8yLm^GVe-@X3mCy5LlRjXAJZketaCJ#7o?r!G_ud1*FUHQ*_c$
z#yNT6A&HLP%i)FU-p3u|`0KjKaQ*shWxhABWJ~`kyZR|`EZ6?i(;B}x^EPT%@9|RI
zoZZIacD?6>Uqb(TE3ZJ55H{O7h4mj=s>K_ZN{+U<t{*J)5*f62?n((*eX<Pk;I;gR
zUg;8R`${`xQ!<q*N;AuHe!zo3C10y^50XgId<l3i1FAE``CeKKKssa!y9sK7aFXET
zv_=7`y%}kq@}m!HxSRr(KWa)EYWE1IT}_TMW(grLnlH2MHf*W?CPMUkk?j_G3l9R+
zdne@aZxYrRFCheYp_c-jmvbhq`dnL6evtPg?A)@(B^^a2H2rjPKEMO(^%UWca}b?v
z{4c$gi+Wh}*7-PCvxGeY@o>DNUNZX#SSxer0cC>Zpi%)oEZdVwOy4Jn$RAE-mkvr@
zy=xG;PHUR}BQAmP0RPI!($-b2qi?iHctV3Iyv!<_Z#=g(Lie#ymp-h~cP8=e9I7>4
zIVz~2@G1DZ_RLeY7oa(nl@o91r&Ma1vQ4K=<3j9~R&dF;fdIFXVi7r2OO%EmeK#NN
z{I-OEsA0u1Hi?&$T>8+r4hA_`(9_J{=xDtYfFvcz<eYpmmf%gV-VJgWW6!fm9tXu(
z#*WhlhldUEQ^sn}Z`)X^!bNIV)b(jeYzO|owVd-PRwS22%)sF<xOVGd0d%y)Uzv01
z3X;E2@3C7^e+Cik1+JPGJ<K=|=#RitY}NFF?TqcpSrVZn+>+Ieju#m+PRJWb&yS~H
zfQrkHkgLbQwb@To)z|9HM)PM3Xw8^RQz?WsRIk+z_-y`QwX>6USyi1H537rD#3$Oj
zU6`zmfr-&iAOmhYFwBeVBn+wm9$|rBBJKqg>LH}%4HL;Hi{TpRj9(-Vi4`sSUyhS;
z0nB+Jo_4Up6^>P~g56YKxAui8*VecsaRd0o>hj{46|M{hjfR53wY-(VjKA><&mx5`
zhCujN0t7cQE<y5I40l(3ewwycr$JuBx!GU~7@X4~69U)WF*BHa8qR$Pb-vCwxG_=C
z*T@r2-b>A`$`E>6URvj3NZ#J40|?V#RBfwT)$0}97Z;X{Af$VQRUpX~|BPU<#AQ#6
zh95w;OfsQBXdmUyp8Z?e2QcxLrIuZ(jTQAJVwuGREn>(oylRB?xh$<#`Y9UKijzVy
z!7Zcf;Q(zmKV>~vUY&_Lrn2_y2DXAW8-gg7Pxd0z2^1K<N+Hr0O5?COB;*RERK3!~
zq5qrS!}M-gQKj@4P%MHjid^)<{Ppqw;RQ0LDxKF?z8b^wqg$K)`Hv0Llky+c?xt-r
zZEoD3K64Fm#n1ZxVYPDsl=cq9o40#6ChTE+$oaUuGSunpL5^l5v>J$(+>Bz{kOC<h
zXaNJwwM}0HmBiK`!~)!^niEuu-LEH$=^AYR!^^(xuqqj8GQqL@GkF<zaQ=|+oWFUs
za)bapRW6Eb*ZWfVv~V4Pa-lD8Yph-z;3m<|9W0(UIBccYbpwYq+N_!(sl#0esa8=-
zhGyLZ<3^o{8dI5t_wY<;GV&hosj_(1)5E%uT}(%Xqf<jnN;47aF43y@6p_nmDl)T6
zJC(gLW*Y4C7A~m?yTn6>d^oV=-f?RtsPcX&4T371qzksQn3!;EqGkIfhP__itjat`
zG!MA$s_#b&^T5!FcQ4+dT?1OGl5w0oE_>rL;K-rsNWXlVT#^)O_QPp^eYJD+Pj60C
zo)x>+u$YERMef6V75ltql+%H;_2&V@MNo--pU^a~_|3iVFk{|{xqi{F8@%L#)td|0
z9mP#nzbETyKQO<i0-WZ5pd;)7hzjVxf~Gyydf)>C@c_B@?XDTbNmqedq9!a-SEhtu
zlhExb<5-&0P_G7?I~D&&R01vrA5j?`3!3cV+ivPnHdfQKtl2%NY9Zo0(m5fllp3z9
zby^Re%oq{URR&-x1sd-+${$jwo$nV;7sUa?vWpfb?6-np*yc9ylzrGiQenx`U+i_m
z>g`B=EdawlIl0@4yC+AOHh%2>`Jv5I7*cm6X5rR#*>SGvaTtd+eoH$XcT4h*oQVE&
zvPoa@W3?1=P}PCjNqOrpRR`ldh#c|VKYFNbItDQd%EWLWY_-E7ehmK{S<AMr^s7CV
z4D5ylQx9WPC1?sTWC~-e_rhm2DEB0VNq6yvOn^uT733&K3VmDANrKo}u}Z1t(r_j|
z?)H!OK3t*oBRtbb9d}>B)pz+W<Hl0T>mX~4xk2ur8ohYbAY<|lIoO2x^UEE5m`dS&
z{?H7a!lrVUAv%#Ck5IU9hua!$?&H<QQK#kO4{#yQUq?ul_NGB0vs<HddrNCem60zG
z@4);?8lU5S0Fl!AC%HEsk7KKBJJEI3CNuxU`Y7}rQ%U|gh4^TGsa07toY~YbyVueq
zL1kQUt@ZP&dSA-nyCU5l$>pOzAZlT=AR8Oz*3T3|>-O9Y6dEflm{bVZaBAfT1*-m#
z8B-q=L9oMmNom{$c2$Gn?H@@HzhzsWLxHL9Ji~?~_WJIsgBY=K8x;ujG(-$IN%XcN
zgHDkzKRy<B$stsG-fMA8)uY{a3^LCDr*;I`Z>WYuc&lwpE=OvRX^b_ZCh=-*4dKVc
zK3!7UZEJlo`6Wyw_A2(<SZLxBX(|Y1ISxAylm=427>jnUkK^RC-B}Ixi*38W?+5L{
zfsV#BnJBwIn_y)#)~7c73xmu5GUr-En=7t1lpg0+<mXXKakN@GM}weq<!=ptyA%z7
z!3hrcuZY&<y(9c<D{wbn8~6%49Xm*(n%i)WB8U|>N30>f_@pf_K*=VdOV-hGdk(6x
zAJI_R)6homYYAGOzV_Y?_e2e#oJD+j{<IA*B4b`4^~{5ZO)?wODC_=SF7z-=zq-9+
z9Sx(BF2XaaOdRv3cMXDC%VLUDr#4ELitMezETSka=)$_90vjkUm4`zmPQE!%;TJr|
zR7>#tD@YMf4IywP^`isSzJE(xo|O`tkxS-WO?7=2lv7O*AB)esW9AhQVKMZJQ0&o?
z^seduW*O?i=`<p@OHEq<!)pZHBpQaB&2Vyq^V3Vy66*Zh`CoQQU(N6Qt7OX-c7Ew3
z#`q8k(Dw@RrtXZSa1)4Myi00qo-7lysdC3@<r|Z-TmZq~{ke+0!R9~iWdc{vuWpJ|
zvWB*|Q;+H5MAhPO#$BLVreaTBV~fDOH-XEpzyP02arFPt1i#kFp3*N<0pCuq$d3Ku
z^(-h)IS<g(I-woCkCyH44!2z5KO4)5D(sHITu;ThK+JjLYBO>?T#9tXq!nn(Nb?->
zpy7_FQpe)9EMY17sC9?5-&PiXsUD?O0LCpjDO`nS3xU7(OEW3aNqM+C9{H+R9+2rC
zB||J|+QjP!pzSGx90@hed9Dr?O!n_~?(O?;YX>!EcT7oiRL2ju^pwdO>z~X*=!xDB
zKZM6$7@4Zq{j+X;B>YhtS|?{}QZ~_7GUy5aoCNfCd&eS#BPKYl5lGc}fDPif;L>+T
z{mIJb?g!8^|MKjZGjj4YEnT%oq(M`yAMUIlpXu5OuGUd(o%s-zrAd+xlw8rLRi3wY
zWXh^Pwq@v~l~L=DRTE*sx7Rd?=s6w5s&nG%^nL!^Ih)KntwLY;1K}<zU3)RoX~|mQ
z+S#-KS>MAQ;JG!#QiUj<>~Oa-;?OSoER~dwF9fhFA*4*^!d&-+v`FnIko+e=LN^F6
z6Jp_%SKfiFmj4|gKR?OdP+h48!hq(wnYaJ8Pm;ix*BMr4_<BMSqhE!N`t~CT6XEXV
zk#JNY9E(sA-I*Ined4@}+=kBajGzIPHG2PnKZhnrx}a$gL#qI47bB?#1`6ZcoyG6j
z2B6sslM3)C874SQ4PPrT`Zg3Wd>EIww^fK0lghM3tbTto_|;~=aF7tqnUxAn)^=oY
z3@$~Q-^HYbv#WbAC1XeP+4r%m;}2Lck*=pmK~@tluhq-?&H8sbGKcJQ+VifI--DhS
zX!|c0WQD7rDN`HfYm@009T_^?#p|YHKsmXehetH$l=gvLbr+{3lKn8;%9DVKOlIAG
z5LCNw?|ch|?(43i9v>F&o8ef(IQ8M#7HN*ngRgq>e`5==sPB}+VC8$RE5uqGbd;{)
zBW(YPhG{OXT2pU&)rZ*dzKy5hXY%;#u&#7Ao}=R4bz9IiBR&=t>;QWWi_Pn9O)cxW
zZSjIlt1URqVndM>WYvMMtkgDO0ll=50<?9lcfy~nxo*PE15u!*)hus=)_pChHiWH?
z5A@a<(}p}0@Q1zHj3))TZaG~1<31W+f;||B74+dE_`ox6G*Rwf3Wqm~Z(o1pe}Gbm
zW=t$ix~YQG*lrjT*p)8!8ZQZ;Km3n0ebEFH1S&(pDD?waAdPHz%yLDm#C%_|s&mk3
zJfe-9(usKLidsB-T9A1>hgI`$Xk}v(fwf`#>#OXH^f3!`(z~^I>h6Q$(Hft-Ot{}T
zN;59ntfPO!Q<Ja#v}3BQ1)*fm=Hz0_*=>G;m?IdFSg!z9K%en9-srgT8KX5~e|PMD
zL%wo9R6h4^4A5VbEQKCoVrMX=nx89rBy&IIQql59=u(}(+|yT@2WbuCve?JAJY037
z7O+f4c%(DgMNTE{XP;^d(Kw~^u<M7`S9A#fT0|K&ftD|mTUeEl{dZ16o6}woq5(<g
z!Vp*KTmaAm(QaDqU;z0jj*5B|JQ2mVy3cCygdm$wm5zV$t_rVn;@Yt>{}*i@a5GHV
zX=BFGi2B`-XDlf`p<sVa2?y18ZygW9n$0seLjOfd3nPFtod@v*QXSSYHGV%9M<%O$
zNIwt#t45yRPdpdsRZCD^Zr)pnOc+{mr66k*>H{bJ$kq~$dE<D-iYL6Ye2b^NQX@Bk
z3)ug_wTHXJk)obNP}er1!_h8?<gG7=qMlG~O$VKw&A{T`ZR`G?fZD-1D><b*0jAPd
z|8g+7!tw5`XKyq3FD=76NS43Divb%WO*jJR-m%C|^y2EBPMB@M1WcMiCF?qC{mYeK
z_+#lY-KHL#V@B-Zi>7abSJZ+v6ku60r+^h<@<(IdfQh(@02GWs7RtajMB^8904R<U
ze%;&<+l7p9u*}n%t5;F(Pug@gsY4|+IH9>7{314X-8hz#*usV!Rw(1^FPX~re=-$2
z)5mrhM3au=tpK+dS!Jz1Wgl#G4^s-B{KdKKJV@u%cY%u0ud=X+xSxgK&r3AhnoMEs
zTdUY1EM7aAc$r&KMOGftwd<06TR7mP!5ezyQ?1K?-|@Wk5_yuEslLXDjC73uzcFGZ
zR%?vsqUsSlA4l6S>#n~b?s%M&jC6E(bSZHWKG^ufpJ3#TFADK)EyF63e^k<u)Ad!u
zl-p2MQNn~hmEI=tm_I3F**`8Hdp8jl@SZ;>mh`Vm!g!7x-UdH$J`NEEJFgdM*bKE`
zJ-d%-0nM!_5zai0GEJk~BHprHoln=NxAUu_s*~c9Tbk?7o$J+02yPf=`e<&iSFb08
zg1e$mF0a>5!7~dbjZ>=aRh`J^UgJCdM?4F(j2Y6@W53$>All6dl&RuxfgB1O&AGTL
z_W{gx^YrX?$bZ~UJ8g3Q`ZDkMUGn-*s1Mrh0C(LjAAZKik>Od#g+)a&;0*kz=<F#+
z4tKWg-wQtcPPq^QYu#uNe=ILx6_9H`z&FW)Tj{30&gMnR90`8MtA=I1)1AsZ^<p+!
zBso)~L<x`3P2Ap@BH6%%&aE1P!;`|l>}&IGU*+<)p<oL$$lLBJ-y)vQ-mXTtCiY?A
z1A4FNGT2SmU1jNCT5xnG;N~LH;&*9kM%Qus+%St!q5`H%^<vREM&)p1d-oLkUAhoV
zV)?c&D3f!V>!5M;`x(fL{NS^z#7qhXPtYak`wGM>)LZ}EC!%o-fS~ACGL03FY-<Zx
zi6>2BbpzMD?;EHISS$^fy(-QeY)J>az!)!ELMJcI1_FzG5>nXi#%{}*8%>BP59!8}
z(TTW%E1Kh4USSdZev(P<o%^oWs%czgM%eWdiE-5D`{6G5J|2McXkf>6s1C8zQFLVD
zg358;#(mN@`N`uve@>U3qha1lNy!aQ8!?36FE+9=>UzwfFUEOJ$+Hxb@HjjJBye0&
z`MJbSmMVV!m<nR?gB@Kr$Eg5pvP9NRaW2E`5SFgMdk9%gaSn-urIR!UoiaHygDV>%
z8A9VblsF>Y170^~3gAP^m)e{|7hVw)(d*%9;YXpxYX$ru|G=k#n!~h0!|&9aV#E=a
zO^%+wxFy1?1vem{f@UtdLYYkh5`Q&Ac(suQ2^gt<piS#}GonunCS{R923Q4laRry+
zp)c4T@>ZMuVFi+xOP_BaKyHmIAqH%J((^Yjz$=|Yu4BO8L@Nh-N8={oV;03Q8h~R4
zsNrEi^ghf^aqR{nEs*YOfve?J4ITL7$-P#q&zXJSqIr`ef>?mA$pvu(zE4h?!qElF
zA_cHw<@JN0is7YzxK!qa1gm$`V9ftS5UFKul**ChR$c-rs4>zPrbR^_tz>QUl&C5W
za|G+7$aGmt6-c|V_V%Ar*SFvxoe$WevW_16T^i}KOTy1BUb@e{Vcg{zi=9~F+si%v
zbMzn|%Nfsp4`b#&ZJO~9Kp>oPPfKYKhQd%{D$T;~Lrw23ydL0=>nr(Pl)x=$-ZQ(V
z21PR#vzx>r=g*z4tPT78F2t5y&mxPp67vv(sU2i^Dk6bHTB&>>{4k~^t$R^FcW9H|
z(oe`j{4%GYlcU)&wywD@NvuGGUtsJZ#?dyM7aMJx)fg&@Wu^(GfJxnpwy<4u)lVfY
zKlm~+Z`SFFGEgWfMZlT(uf^A98#yYqi9<LwLe<EC${MM>Oe|IweA(fnjY$?9nGaR!
z0ulmN+_PJQ<mvEHA~8Xw^Qw!qig*omwmM29FE$EB?R{kShx22V-xXz(@@*qRhIH$$
zPem(Flb+?`?>pT|Kno}xM39+FlYW2;>X6H7!i#Rg)8@@RmUS(Uh>}mMLB{Qda3RLq
zR;DmG3WbE&g73y*mJ&Q!sw|4`Vv5h59;OkQ&Vk2OKXl91g~6!-i7MyaC4_RPk)Qsa
zB=UCWwMBoTAO`C|b{#33>FjvWy9$J-!ol$Kh}X_)VQx(VV|p=U7;Shi2wNWyYt8|D
zJKS`A#R|{v{HSf<QHEyZH&!--Zu2p4?JtpBzTpON*6rIR?F_XuvmS03KLew7vhlz(
zSOp+PtDR};e+tAO5G}#cq{udPW#{iwz}g-4M$(y7LckjIwkqc|aw|7e(YcxMr1~7`
z4(?K~_2AV5?aTR_-zHNLu<4=wE=XJ#^vt-F{lXp5{D;l9+Xg3)uk;>1x_r9br_^(-
z$kOwWn(yZGn>OlxXe^ehRq+d78y-D(DblsVT1}Z}ooZlkBh>NGUX@h5>LzES6O;8;
z_mMSX>Hl!uMBs7Y!K7hCmW>?><5}VHkV@1koPgZ`5JFA`2wqtW>igD3BCkcS&BZg=
zCE-Vv$S29Pa|hfh_O4^ko2`^SG!%>{VtW~sN9tJYdL>O0Jw%5KZkl2_ZZk${r}Oh)
zTLxbe&U)ze1s0&*!hVYw2wJ|E>C&U8+>QMUzZaa^px7RGnxbPzF9#3kvgiNqK%U*<
zJ8fbO2#!8468GY+{04iFxq#Z=jwyznvNt6N4H;Yz`8`#HfhoX&QG|N6X&3@Go5PSh
zH6#q4Mn;M47y-*hY$Mz|9pJSsD`;Jl7%BW&3At&uN!(<%+4XmT`#h}#7i)@_No7UW
z@3GE(r7R4Qhok5HSgKfK)NfJ3nVHed5+cI{2+c90&7h9zOXx_Cw3zTuJx4lOd9W{D
zoonREHmjmpkURQm;mNSzv|aJiX~N#;-JnQ+wJ`rGwO`*H7IQG@N*PffLKeaFf$ZA<
zLqs<c^kmFCf|LP=U2j<d(|QR9!8fG8ip24Nik(Wapsh8PL7e`fHgW$xa`iW>p@OzH
zKx;I@MYd42oc+|K+{3w|?JU;_6Zb_I|Dxr`nYhurXO#NPU6m#n7!q5>-%@Dk5|5%o
zDf(m>l99+xhj#tc+)1pS%=cAqfc^GTon?rBqWfb!hog$IwhVL|GB|ZI50xP`=qV8k
z{Tv@#L^!ocLMm6vd76EGOYIqV!r!tVm^@-TJ|(cFSt&y_l|$SOCc6;D)$v5BnX%bg
zf))+})phB=oevAq<isC#)W|^K6uMjkBVNJ&Ys#&v?cJB+5-W6JfF(_}g`fKsO|GzN
zhjEdC(6$^^sDq`GXq~h}jJLi}_>wt~!l9bOc}84mlZctGPD659_j+=Opvd8XLG+Jq
zI>eWW)C9zfdn2v8J2bA?!h1Q{_#ETO46jO2*M=y^(U&h*(m%@6*2;%(=tfLg2l~mj
zr#akF6E4M6ZuOYB=;PeYEiMQM^-;W(T#$;M)arOuzM^QgKeClIIW;L9toY#V2iL*b
z_uSLj)ARV?k>v@4OgQH^Q_1LnZ(sNto!w-!B^p9WVzzBadat4*UNzcyBX*EMSz<3>
z=-o__f*5o1f#8pc;XCpFuB4=EThqNb3$*L=WZQAFLT0wa1Y?k4X}q(sTAzcJ!6UNE
zqyuc#kC3hB8xh0VE$!!~L5Ws_4WIJAzge<=?aEm2L=0GIHgjcH0n!|#?FeCD$^#Hx
z!M|MW5ZZH1E_$$$=xFo>>x0i?f0_HE!C%UeXhC1w;bd#C;d=@Web+b+a4@g>dFvZq
zqz-9x4E>nUsbxkbp<47tja*ETHYe(&C$=r2Z^=X*aa~qOA{Ek*XUe|VJ7CLQos#F@
zgdJpfhEBHO(Sm~&4V;6LD-XL#NxKXaA$6;0$4#<k&<wipo{HDyAlv(rj_|jZbK6f<
z83~dT%WBKX#+FK7jAXJU=;VgXSg6^!Rw&g6P$35^!+f?rHDphCfcpvS5u96zWsavr
zE^#3o5<rPAguRpa9zOijR(jpni`-7!z@1%Mvs(&b``hrY4WJ8@ex1Cu?zXI3w4DEJ
z?Q3Lhaf#4Dxb;sVdRz;7htthugGVGCbQcQ6Iw}iP{}@xN7%G+8X!}^o_lLx2P<>Rk
ziNvTW(JPxy!?M%5z$l?y9c*Xwd}452b?tQg7@4jY^#x1j^_nzz9Y5X*^Ou=%i2>bm
zgcCKr+5{>32h6EbP@$(JwID?YAB<Ru;i=%e;g~Nxt<niIwTLy6Ug2c+G1I2LZ<v})
zW`!p4*(1Rwt2!E<S7`{-AgaphoV7F*xzJn_Gtn0fZ_54S1!J-ek00Q(>lG$-xrWx0
z^<Q35WYG<F4T_gGFRHhwNcYP$RNdU2i?)kyg4rM622#jm;6h+Zwzr|=y;3O9_cSTX
zg*{l-@|ny%(FA{R-Yoi3u))BO&V6YBC+EsXjN>hQUX3R?oh#2r!3#bW*m#HOmjhWb
zqo+FvPA|Q5U(SD9ooA?Fqnab8_{w^1oe078{r=gctcsgluj(v{hSIjswq1Tr3P`EI
zntvoi0Bx#dC!o^naI``m7}J!GYNg_0eycC5_-#CbHxQ{LQ|CU0th`ItF&)rvfrM?B
zl$I+yKb-8{EZ1yYsJ}y~_ZTRTXU0Ad&n`9jT3kIClWFJ(QF)ftXFoTs#aG>Jw0YtN
zWa$X2QC}H`g10+3fWo|qL=azCZs%8isd}<2fGTFS7{<<0kY<U%i~$n{{R%LhAb*Y<
zP~^iLuY`=5QdyOnUG-D}r!z0Khf67L6s3V}f>$k>*lt2wnoqB-<!A(2^?uYHI}hs1
z(L@x#H&6adS2QV*mY-(IgLfu^<a7TliYb1y2FQt{u8|<~(fA`xe#^rC(-I(Or?u7M
z0LTyfQZ-AGdTT=NTSbM;2@8Tzn)P3m{vt2-ZP==oO1QZ=%e)Gt24?%SwsC(|ouS>z
zcwnq<xAYPQm{U8Wxc?yf9iuyE#j!=h9}_n<&*!c93d8oAmAT1!g!bbXQxN-^$<2mQ
zQLI9l(+L=E;;;LzW9zi6&F-HC%jvFtg1|kSA;;L{rrENU*wNe?5kfGIe}bDo0tnAJ
zBqcZz_DU9s1(1|Iur(h-5vj)d9hr-e1{8O9!)<!TjdyJ$_QmwG2op|q+TJ}X5*-Ek
z5A^$X@`Y~^Z1nGwl5B<^B2TaMzed$!>7#W_gAoxipDJSZ|LnzWhXqozC&Isy70@G(
zhzR2%ku=?)6Im#EYsiNlVEiwKsdbKFMp_jxS9NF%^u?glLKy$Zd&H0#)?}=Z=+kP5
zkm@|;C5P%rp7g0Ps1Zw;KDrMR3{srx!c5557IH!i^VDq1&8fF1KTpBWT@Rz{1w^5x
zMUAoSwOe}8!}uAp`BIv?HTfC>ocr?L$xomNhM{g}DUyzzY*Mg|E87?zxX}Oh<>^iX
z69xGqzexk_{*jC{LObN86y<er2&oqj6y;@O5DC`D!vShIoJnLlgeP$kR%97OmqY!d
z^E#xhJsQ~mlvC{=@e{&ttd*T8{VKLYC)P&RK_AZyWG(y;qd#UGdF2a$(~UBZw`3-9
z+IK?v#LlLwBmpinN!Pe{45WMomzG}$Ci@;+m==|@x5m{YyX}E(xL0Z=#Sjy;P>+WM
z;XW0bb}MuK==Hoj?Yru>oEBXq*<i@HN|$Iwp!67hKYmJg6(bFuDAM;=J1G@n#o3M9
zmt&%m@uss|QDpFgBa9UTDXW5@WiyUqn`|n}%FklZWr!uk2i0=LEQ@#tYLZI>#iX#!
zMi)o!-*0b!;cXQ_9%O|e{bS4AYyp#q2P<audlWRF(~VgC7oF&0i_D&hdb1eIVW0T5
z+fdM!fkh=VQHGuiZ3uM4FdW%L+e>ln{vHjJGf>yPgKT{tAUB`^MApdWD-;vMT*N}*
zqX~SK|0i`(6b60m-xqq=#LCsEUr#FFTBwT06HK_NrK#Q1XOE4gV4wW&3pPA!s_idK
z{O~sHT%5?p+^5U<b?f2&)<ar@cI_FC|9vt<%0E9$eQ)Sxy||)$<k^b@W2-@nC(uE)
zsTGt{AsZ_d0|!Jv%MY@$JDMTKCY;hdQ_e~~pS@MHg}GO_UpZ5yoW`2A{dODf5lI!p
zQr>FNzOyu!rNzb7<N0ynLl?b=L}=krRC(@l+%!5iw4J=){{s}dtSB?2%`@ZlO;(%9
zwYPDS`Jk)}$A=@XBExyg;olrft+1h%GuLWZc++{Zih;X@`?W<B!FV0Dlpn(<1^jw~
zcDB(L;ayc479Kj&5Xo2akpXSrp?QD#{Ss=nWfvQv#TGf>ADP~f^iyh-gO5!dG=$`7
z%Q%OgMO?kxt4ut{P$2&^8*R%-h!+}8TI>uXq#6FVfK{e-3Bv21L;uS*hr4*vFSiL+
zn0(>y4|ISOq<x8w3yt4~3XJrdU-=eHP4T}IIEUejBG&;1k(o%=(J7sF{J5;z<1ETK
z6<7YR3b=XPwIEdp{nZpwdfl`1H#D^U3%IOrVA$H|U|j#VT_}-9eXg3GdJ;rRoe<Ka
zl6g^;FzR>zjUfwIpA_76!E1=mvXEvcn_dB)klSQ+lwRg(O1Bn|R%h9**4MMB?)wGr
z98cvL9%6G2!K)cz|Cwj27LLHlan(Z+m}g+|8PNr`5LZ_rP6$EH$Zf!RbkO(&NiozA
z%)YBk&Wi8`A(+iiUVATY33LBd0ZVs67I`9Q0<X{91`i)Ep{2+KQ<$~qv!^|a40Qo|
zPt{bvUj#(=j#>tn@OCm}sFGfhvc<`gEIXF3yH;dKka}}5wir*CTBS+Pt_?$GlwFNY
zZRZZ0^jCvL&IfA09e9&r^KXR9vaD5G1`x2>D&K-3+30jiKSDI%wtoaadL6ngZT_&m
zSNG3htzM?wz<sRWE;X*h!?{qJdW8jWikM6E4X9ApV0C+9;Z!x#Sl14YsM)suF*KCY
zb8McUX?5IcuG4A^qOY3Ha}s>R+FqWH$AN5vvNZ=kCpKYX%aIj6HayYHG$g@oNQOnJ
zEuYca`5-G0FWsVI`w#QKJ|nmsxw0`uX$(+Y4C|z!mvWA0sxCjSTl<Bhy8wksI7>b0
zq2or>kq#~|hZx`b=i46<X|E>kyHF=YdAj}>H6z?GBe?9F@$Om~R;f3gm#0Qz9%gQA
zHjXAaknh(YaVa<3YXOgHoZ3~tP*$fHpOs=QwUs=dviEAFGSv6D!^U|(!l;Qc$AdZY
zfM<RF^rw-Xus(sr{gy*1av(&l!gW-l;wMQl<7&y%H}R2{tOm37Cs@x+h+~tsiy_|U
zijy#nLA2GDY^bFU{)7*Slqs8DEu5p?fbEcR($ge)M{UD=U+uYfsY|EHn?cgfN;mvk
z=!9~^^2#72lOR#78H6MC+cy}Jx+~rPxA}mTfwi6)bW$ciBssvu{{OQeSg+h`j_BZ(
zm0yJEixGPN76!7;&D|n1)y30wK?=ct|1HfE_)DH-DNh4f4i7pOet9xL_~HH&8bK2F
z%>Tk5zdoP+4nBp<X+EFd_W_+DohKdRBP0*ZT-g=vkLOL=&ui<X&+Q^Xn@~+y{a#=n
zXzs=frx%Cg2)FonGIo4^{cQL6c(@tVnHOH|ZteT*8*S=rKO&qXPPBb~c;DYln9=!g
zcz%dVVw3ydF({yQ<L8fibPWnOO>UX1j!TA#=ke}z>Mepp=Ttp{rF!4%fr(|#>|&If
zHfC{N5wu2@%(rIYwbk>~g|G)i%&=5)_HZllGgj^UJUhDmMpj_(O=y_)I|?Vs^cN0H
zGjKU9zb@$h-A68i@H8Hw;+$7EUE-RZP_PxT4A{O>x=m51zfp0ahZ3A2R5I@R^-)uG
zdaU75Fg3dCvr!_=8Q{!pAq8l}sh9=-5yd1UmkrXm<+80qznoue5pxDsB>jxx7gp{;
zTD#H9G9JcPu+;o#w9AJK{TmAQ>a}D;uoR@|W3>=G(PMX=ZML=jmdb@PlZ@`+{B9S7
zL|?6WN-hWdthR+chu!ygK8|EgMpuftqx47Ba;Dd@`aI$8GDXjgAkm~Lpr6n_7_DIC
zTTDftc+Qa*(GC@!C7*%rhL89A{rmp99-+Khl4hU#wHPB7emDXOK^eKK*bygQlLUsa
zp1*NqE1ez03t;9r@+8zZks<@;TJIWi;QHOVX&S?`fvV{Z1Pk9>VK9bVH&FH`!Ii5M
zsX$tgmYYZrR`N%;T-?;9k8T!ubyVVk56_K8=|&-W;YM?&<}hI5^>Z^6wG9W?;m&aI
zY26KzG@&7@2&D&RkRmrw84_=5Y~)p_@$Bz}Y%5F}Y*ieM%^n(vXnl%-Ty<jlI^d1w
z(1f^Xwvy}jF!E(B`}TDMEaGMP3|%*?DBoG%W0xXUH`r+x?9RnYN$Ut%*~qJ|q9>N-
zcv+t)*8Tci?KPm3S6Lgn`O%Zw9u?~9;Vggs`)*4}N%KYb43<(2y=tl&_n>cU*zNb8
zt_NxnL}obLhgH>C*EG8KM<CnF>9_9sedm8V_Bbxf;}pZeBBGmg#4bzB=uY9qG7bS_
zUp8Xg=(s3$uPb!qDqtWBf=u#?1=Z(Q%W&p~m%ba*t+znVBbP?#q5q)vCUqvfeNYiA
z)jNqK&&Kgod$%9z4C^;(6jad?*tH)sdq8Iu;vVK-nj!nZ+^TP^W_o!Ro(A%pFe1O^
z%JSW`OQ&z*wJ1@&sa)u;X2UZCGv_7pjTp^xe|I8jOoIc%KcXpXL`XKWU0o<kM4kyW
za8%mk4Y~o%tEIvPB;=}J<5;fLvA^7_NWbfRYR8h;f58>XocOV9eK9W*CZpM1bujas
z|HbQVNFzjBu8rn7i3y9h7u7HA#HwpB$b4TmSqfaUD-|1an7!_5H)R+J2Hjc=U!;oS
z-Tujyp~gC-6DC2HfqBZD*#Cw7P@dJB0MdHDJEqmTi`yp2O4LE?cjC9L!kgC4=?iNM
zDF|poX`8DLZhT7YWM77C!X8#3`wd<{h;J4OfiXSXFajtEekR1(pG>=d^}?_XvRg|!
zwNEA&#er{r?1%h)iXD*Y4$XF@Pd-hR+rrg%7yT;YzyICVEa?(z$EZLi>B4Q`19%KU
zHW)h~Y}ij9*%zErR?MOE5+<QnMd+9tVA5i<`HULhYp9xS)MYt-uany}A~po`i?vq$
zX(MY6P=e_*@mvt1&$q57l}09kKzumSB9&NYkFe&-4Ay5Ndc|j{t{d}aJ^+Ibthe~9
z^nY>nl|gZYU9(AWC%6Q62=1=I-QC^YVUPfU;O_1coZ#;6?(Xh-H{bhyb?e?ATeY<{
zvsJs#Oh0G(^y&W5E?J|b)OkwnVXZ{=Ta0+?TZ%YP?zoP0x)O4LxV^z8g^Jui0!fU4
zwd4DR$DIK@9gFrX$d5k{iXzxgihpnvxBY=_|8NX;e=Wq%LA{n6qe<UHEV79;|MRB4
zmD}W_KzIu~)MrRphhmqZ-$ea-w~4>*!uQ}?j%3y3q1wdUK4JY8X#NCxxLn^60QetD
zDQT+!2Bx*8#2M(@b1#J}d=>b)+z{0ec<$VMwX$|r4B7ldN^js~1!ME>n?y*=5!feO
zQ-JUlMo#plmjC|ym8d+v==)VB#99mi2lW~~l0ViuQx5zixjD+*YFV^2d=6Qbbwi}T
z5b<0#l6s&(av^`+be83h8^?p7iwqwrtm97L_Xy@}A=x#w%V*AtH)gM1j?of>-ppvL
zu*X5lLg(XWv(gPnai{HAl)PW7MTLvhD$rQl8qggMoltb(XlNWx^Dl1@rx?yH*HEV%
z+D&#Wj-FtjuYdkT(+ma=Mp0M<>!)6J9ina~Qu`HWS%XyX%rXq64`#dy7J}a_OgYH`
z)M;>@;I2<TVjskqVtRu~twXr#AAajsZNJT~EjAUq6sZeTB!8a3d3G~O-&?WEIOWmG
zq>$PmTXPoh2Mfj?eq^%qN?ePa%yl^^sJiVDT1dXkizC=S?9Giw$n5Ww!LX5a%H)l~
zQgt+0Qr0+E{mCs!*juwoDLc5?uY=$YAP=C=F{xpsLk`)_C1)a7co562l&(pga-fm;
zo$q#WLP}s)LGUE_(dP<QX4{*WTwRW5hui!KSHF8`K=4$dB^`$D4q#8yIr}Y@q52?n
zzVN3R8*zkiL7m1`fj2L;g@Y&u3WL|LS{yB)k7=`>ZV<Lz>=V)~CIe~Fh7Cgu0BMD{
zLYhI33a;z3k#Y!i51#%N1SdGmRbeZPKdcO@B+$<E^sqi5&4Z)TScpW1j5;jrRzj#S
zV0>#Rsppx9iy8c>nTaGUo%)a_shcASQqHs0$39d!L2pNlMHJEZa%J~>7bKJD%6W4s
zK7X(11nG5=g@}=T@WsLXq4qBUUV(7v!Xu-}hUCI^Ba#OD(^QHut(U%YTcZr@TW6T^
z4%R?wT}7^QNPC*g`~(ht_S$OIa%feN?VRR}B=&L{zVST*ZTLOJ%lHE{U0x0|+LsBq
zJ542CD+300$E_+E9gZpvJ4hqp^I!1?8kOZY%gWcJD)yk=NkiN_`3mI22b~8qHZviV
zfW2Kyz@g@ose)mI|4To*tE-&H^ON0;fa)a5+n3WFe`hpf0wiPR93u$p`l$x+o~t$g
z3oumBb<1~{r2*~4Pq2m^uC_ylS#mKM1zo}(rqnd4SPSxq4iz9}xpzM>Uxd{B4*s&#
zLyP%lTK(#M%!ysj%R&xl(KmqoIeC`|F5d*(ebYA^!&e~<vvsFtjom`M0be%3%L|P5
zxleQ5E8DYxS7j|xTjQ|}Dqd${SUd_w%7*NLidK28wj>yi&pll_HI?jwDl(BA^8F?b
zo-(dCoxQjrZrAJ!YjR4U^SoKkA<86`uli$Hvz^E9um8xG--&mCuJwewytGvUEVmb>
zV^vyNxq1?23E$%D{w6rU-glA^LWIm?c=Ctsi^*-4EWJ~!DMS>D@8*hu(=1nCJc+#L
zvR=<y&}ywzOmcn*mUvSsnnaE+jioF>t?o!mo}c<M|9v}dl;Us>FKe;Gio0Q@)p5m(
z{?~FY+HPED;leWj#x>;mBK;OO9qcZxS!3&$9#FG<#D0P(ge-IKj+VpSIvFN22u~!_
zE_t-2gyzyHr?++k+X!(%UjifLl5}lOrzc>E6{zJXkoFl`Lv$x3E$Wj9cXL*MR_-GB
ztpTDMYasj6y_wJf4m>-ly6Ej!70SWFbUpzIj2udl&)9=NN*4#@4EpXT<*v=Upud)t
z*KcK#n#61`s%4t#*|6gQ|1Reu4TWE<ws)SbnTx<A=ZWCEZY+e;5O}mzPCxum4d00-
zCB66sw&gq%oXR!Ezq;p1eX$TMu%01d&C7K*F~yf*7BX+7C@pW}1d~Oe_3x|{NkW_i
z(hmLNHX!|~;`vMJqno<r@L22Pj!PYsF**5bZBxsD;^|MtB6(l+r$3zYo+6^bvpk(E
zITK(W32#5B*NI{Se_wR}mOWV0Tk^PqgikLFEN0S+f;-<GmYxS+w=l6Uk|!%Pl<(b%
z6F01pNi}~n57$p`W{@6wq~i0UA~~;kvmcT$-vV9}3-dpIy}`iuaR0Pz4kLb37Oqz-
z+od!QvlI96A6O^~C@csu)2-k`X7`LLJ2}kd{bKr7Z+s<>_ag|;#NuV(vKMUpyekNu
z_LA0%BX~_=?mQP|3=>vpyFxGOXu`yXwdd44_$6TpV%nl)_PsWU9+=T=a@@rKmB<@a
z0Sj0LC1QeJPKh1Y?a!aU2ovusYo066)Jj)}v!pDyw5vZEQ`OA2C!iz||GgdvP{$g%
zUs0xtP#%ThzdMPUZap`=o{J)@XTX4G3r(m>|8ceiIX|tQrQOb{B!#NnrEb4isCw=0
zL_ROBGs5hz6JD1{Q5;aaStV1k3lXQ31!R=${kR`ir&rAb(T@K<Pq;3>JN<-BK;x0P
z-I=KmJy%IqZ=VQ4y96FFVZ#{|OOH%mJ{z^L?<M~|9RH+Z--{>n&5Ma&nD`6!$5iXw
z2HeHFuDhGs*AExCi|*zmnS$t4$)WAnl)@<=<pN!I`fms@4OktwvdTdHY@J>8A8vI1
zi<9p5YC~fcx%!Ud^Fa6%8C$Iq6NTj{z0gLBB~@12XRFan4aEWpP}}PSUt|=vZ9ueQ
zHL!#>Gp5`%*lavlTcs;pt&10dQ%nF?uuamE1?<7O^_G^yS_vX#Aqi~>Lb)kFFun*K
z2@~n!_#pPXI~@MXtR%2aVs*`QY77;$X717=d^<|`G{3^B_0S_6jUvpAB31Ml3@-0p
zeKM-<c|`O&O&1v~+Y)X<pP@5ZVV!c{UAT5<VDQ|dt5L^NB{-F@b^JAN&=OGo`*LG-
z;m};=rfan1OUjgrGwV_WGT=|ETXmq(T*4PC^jF1MLl10_$^jf;^@+aOgT377BB{@w
z!<JJdDi+C&l*L_@9QEM5EevdE<BYEGaIr&BF|Vn73&+KAGNV~Y;4rXIR?mc6m=y}D
zdj4(G<(O3^q$&k7^bC<RLpi53wKlauRnVo`>A1G7RJLDSqk#dzQQa#JEey@4{q4%t
zFaaBh@5_T}xip|!ybzXp&Diru);aC_TUE289cyGUajQJu_?ummWWjM!K;z~22zGJB
z;T}JWKkiHf-WqZI1ZI$NnRpBfZSVF^({CCyjnqx${ii!xuCZ?APtKFfRqqHTLsd0B
zDVc&tM6H&4i7z*0ax$G5QV@`?@YlL^Nb%jTOINIadM5!(e0<zM7r{>G+oRz3k=r-n
z=?}qB)Q&~(&6;o0bRp<4<1KC>Gqlmq`dO5tcI&SQsS|UWPl8wJ42Hw%6$z$UB!>ly
zv;OlW-)Iw(a+v+8-?}jh8O;Wd3?xVY;?}!Pj0-vp?Iq{@RzZ{mAv5*gX?Bc&F7oO+
z0NrgfzYcI*kpVTB;f#j<J;>bz%B-8jlkZv-U>p5Jw(>{UxWwRTC{fJa?~+kv=FtoN
zW>tF?mmn@kH%bHI?O|By%uaUYY?OsU9d!`{Q#AieW=iEmjhWjwi4>~}dtQ6G8kwDi
zlp%x#kywS;-SG-eO$L6Np2D53Gw3T|20j}fZFv#a?0I7D(HNc6E!Ka|(|^P%dU7>0
za_iXi=k~m~B;!zqwY(UC!Y#<&#1iU-8Mx%tePzSbM3QhCPz0k-@6_=LmaYGWm|gw6
z96T*P&^2py)jF84MazDLzcZ%Iw#7Yz#ey}mMmcNs<4$<A??mi)_1{t-bnmwUXhyqd
zBE!Rf??PV=%Je{pL&IsU1d?NtBXDEUcyPv|s!e00Zc=O7DbZ+zjuF2oRL7bmnCXo*
zdy<0ch<{a(;`&ZlF)q%mvdEf3bNG~G!iX$Cqev+?9zT|1z*9JKnX?&`K{mLN(;+1c
z5;_lq<*=C5OCt#mHA^-BXFv#ki$myVAD7&ZUs6a(NHroOmRE^4x9><_9tI-qv1uq@
z>!frZzY|oHt=UbjB^@1yjE=Ft<z?AECk^pmG0+AHwq&~tyR!J;?{F)fbtXp>X@Zuy
zl;C=0wfJ8xX77$?S9@sQTDJRjiHLk;Ev_SRwp+t-u~5<@id#zx@cdrIc^*gv9R4^^
zzjD%BEat}JTikz>g&;-p#%y?57yn4&*vddpCRu9%9_(f&I(EFyqAngU1HsMC9}7an
zzFEC;KA(FX=<!W(r?|C~shl4OQNFotF)o7a?ZBg4w}j<5;4_Q5S7*-AX4+sZnl<>d
zzGBSrGlK7E?A0p*r@LZ3`ysTlh~4ho<~HDG)aJI0K1mOn_3MR+_fLtH1Yi1;M~Fvy
z_7}%0eQ8UAYIpxZG`?Ff>Y3v$$b$b!;WREutNi(O>re5!G8Q<b1m7s@;<*AqV(oCw
zVf_@2pAM^)h`)`b@r^Ps5RvWDqW3z1XCgB9)zRi72GoRG`NY|khQ;kyaRi4yz8-OR
z^hC;;@?hFe=dWPAJ~#I0&&yqWY6B(MKEIppk%qTpH3s7GQ893qu&%TeXqopl;bRoU
z$rR-wtUz1{^<K*B@J>ij0Z-fwx)949jilw)chCh@&^pjZYRxxPBtiB1qlJa%g#!G9
z4`{U01Uh+Ol{t{?TI>S@%jI1M?6k&naLG2~k9sz)aM`DBgUf=EUJzC5Lkr)^g5Sj6
zCi$(Ujp0p`Yi^`IWZ}hcRL6`CXtmVKZW6h4lq0Rf!w=eOqAOWb9LK1<%6#dQKRFt7
z3*CHeG<l1tm&aW6T^~YI?$W9OZK~G>`)nJ=fCjv!;mQQKO#*P->AYs~GUe)z2iC9^
zAQ19JRrrkU{xQ1o!;{pxAiMhFAvv?%-Is8AO@91^?K%db;P&#DTCif-`qpxNiq7}G
z=CiR3d>iNsSsoDr<?aO*{Vnxd{TeD>H7CT`lQ#$0)qdXibAfxLar9@qWkT~nddLhc
zU@H@$3L(G3W~$e63*1eu)|=v#K8Pjw&1QLFJ&|$B8rSa~IxrA-u%J-5=XX-}$I^n9
z&?tMVV`+Npy5c|V?qI1<bcusNmU__&Rgsj4E9u=cEVY)cogUdx+wE>K{4$s@Ik=z7
z(qTu&d`+2LcbuCKI}a-BREC+23J3rr9a{P;<7-o;4-g8P{SOLCap|2$+`Xj4Lq#c=
z-dRbYr$dC;l*T_SdeM43DYZYpDJdTtiyZ}iJ^`!#SvVXj^9wgq!8>Csf`aWTSEScJ
z3g~vqe2-GghFTOntfc$m#Q#!B&T9l~rByw8{DwG-9&eYK`|GZAVshAoDO*djbiqPS
zF!xVkZmG(V$RS<#ipgYX5Th)IdK;0zE`3fF=8RT3gJl|f;0F}12&Qn-AGLqtRW{cD
zSG>9uNz#Jgb5VKe<fmLmFMzB+&qIMlNDys<?EZ!H2_RH%8YVvD(ot+Wy<&M@|7{#>
z5`$8I8J$b&BY%5g$NDDcxPQ4oK>y)Uy(RGBVT8oEOB7Umv(*6rPa}4SABB~|x5Lk9
z0|5se^8On*Kv@7z{7lf;#d|U0$Lq$(fE|6uODW<qLYLVy#lM8MA8I+OeWyqpzOApi
zRA=w@kN1^HEQ|Sd^FO-(cHlMmOzuE&lUCMA?7s>wUG*f{6{T7zGg}2G3y0~>PQFw-
zXA`fd*zX@tD<c`2)Rk^qC-W7XTZh#L@X4lIGt7nq%KV?czLOFob>UzN({9QVZ*Nvm
zT$Kod8_uoqU{c7EH*cn-+N4W1qGd$6W+Z%YB>ht5KA=xye8Bo9wOr({uIsuqyTyW{
zJWF-Jg(CZ9O+UhcuDW_>D!b+o?EB||qST*ac=02JIpAoB8eN(>NXMx15*e&OE^vUp
zE%x*Q<iFO5eA8>4Py>pxz7=f{=(TrXnL#C3<Zv`{U|pcT?GF5|_83e_L=ok6q^1?-
z<1&J+cT_KALfp_RcMH5xH6e;J?ac<GMfjH&29o}dC=*rM#eAz93h63x#;W-n!vAq)
zFZgu9e-Je5&J11@fG6h0k<6efuo6i3`-UG7nOJRfbyGgM<D{bDm6KqXyGxH%n%9+e
z;h(&m(G3Ykx+xzdGCo;!L@6xzPJ!t>?{W!1CJLrW1V@Z3Jp2LdzrwK3gye%oP^cQ}
zmL(|2&PhJamVJG&uoNZC;2se1h9IaCjjs4frvGBk{W=?&ei)~-Ft{X(6&Dxkvg8VQ
zXy%#Mhz*$ZND3|ykS{F_h%kHUa44gnBC6AHl<K=UxMd3ll&$cC$*GF2bcO83w&U0v
z<IZxNS=4j9`D28-+^XR;V!sK3{iS#=V`ZV(GiN1DvS?~eMNZMr%)6TYGENAYh9)D*
zVTHL^8juqw+KT+exmGfcqQ~OTGmr!H!Xs$2OyP8_JFC<D8e~v^XK|~G;L;@bR;`rK
zEh<bDCM#u2mKd4UFRzt=kAUz~_MePme&+<smCASioDWSwWr<co6pKgDN}g8+C!1Ss
zW>h_$;JG_19jsY)`roB`=%oz{4xZa*NqF^7oP|N*VYUSg<Xkis;Qj^80Qp;=)al;p
zXM3Q}jGImv-{z6S<I7i6+5A}U>%Pg?k=mil*DC#O737J`_U(R?<xd07tNCBtS3kZ}
z%gYJYI#)zH%IjNq=`T2>=5Bn%xNTW)tLRzITB=w)0fV1e?YsBtM0(RBnwTC=a<Y*j
zQN0;zxalFm=<tVft!b?RX{yAraBTijA0bN#*U!JSIXNzSl1ikAtM9sWOZS#dPY-E$
ztME?Vj0Ou+SW*sZOItiCt#~n47!jc{{~#TL!LJKqd+@6kH}g7luIT@1sH3CQGmhs^
zoxynxJgg%v`J##SL^)`XO{8i6sNg8*+#kGas(Bd!vn6DG4Mr6Ukhh_Y45st`%fB=C
zZ|5?f4n?+<+%gpDoxo1G+6U1qVbYcisq^=6F;mg_E)1AV*eOnC(x0A$ifN_T#~7$s
zVy1p6=-pCLz?~=jQ>mrA<0v=BYoNtd;(&7XJoc)k(NS#d1BZ2W4ik|DLBN?CoIaZD
zMDF+f=lU2?E&!2jn`JCxl}~f$;V5>NJO3QvVd-1b>{*qW=z<u;=G`?e=tg+UDL5==
z1BIA(v4F@Uze)MV@{%~t;nnuJZIh&@sb|H2_l7PzYLrMq|2^(9W++5s0sTRbR!ss>
z)-L8{b|zW1iNnQ#=7x=mO-nbcfnLct_{Dd6#It~t3Pjy-8M9DTkQuHLJO{T|eQ+f-
zhLi0a)@H3u9a?mjj|2-kC!_mYt>Cd8E)3%3f}Lb)79O#4TDlmYCd*`-*Pvh!C8J4Z
zhgJE0FP1Cm@-kzkAb{XRey3r)`fuJ~W7MMYan1LjSQ;*H83EPz%((x=Gfi^$ACv&f
z(#w%L%9a|<EzV1*J$xD#ck}WDy%5M1+2S0CcW!CGckhm~pA?;{TC~jm$zzF}IY=#<
z`%VZN-=iA$S8GOo!^fvom^y-AYj!VBE_$c%%l|bd$JJ!Py6R?o?+IrJdytb_LkMo*
z)<Dq$u&hFwhi4AS%Z0ov1ule~eJz0|?ADv*y3S-g+{HHBC>jVx;#uPI#I%8PGFenw
zw`L+QmDz<KKu>WnnSCl$x>fE>h1uNmFnP1>&_qzS>gl{alG8va;XIjw&Maa%DyfmC
zwHjlElO<sl8@b;ss|&xh)H>`Ks?Bx|cx)WiQ(-Sf0%1ODszOx2F_hV0egrT(Y>=YK
z=?yr{E4Y|HVO*!@3C0c1Vf>3E0}XE%I(oPThL3Z0j~Ds0q?ddcl8(rSZ=jNBC>-6G
zdoqjPn+?z#e1Z7cfnNegEc44z0s87Fj>WuMc4g}OYWC{au^OCrONT-zLR0fH+?aqS
zSvs4+rop;fE6or0gHtmM7l6@)?kQH#ytt2X&!I;ZX_-cr$B}rBHK8{nkFrC$0=~Ti
zIT<TJY987mpNT0aOd9H64h?ADoC%cWv(ccN4|(h{Zd}u+ymY`8S~GkUk<u%MmHhr|
zlxDw?`}6hJ7af~4Wt&2jtoz2X;NZr!;BN069h<|Z;1<!J*}TCNfO-r;yV34|59C>A
zOz^}^_AIHuO&jm+=LWD5KdR`#068Nj_+joi^x91fm=NAyk^*Pjhl>2JPhpl2Z#PX)
zE~C3w%XfV2w)k@_A%kC7{g}V``xyx2qkhjLDm`El41`ow;lRFM4e&|h5)n~s-mw%S
zLm*0dm&b}!?6MUK1n~X_9Jo^?lKZ)=c>Td2u}vM#P13hVrej=-;rpg)Hyno<360Yj
zH5fOL1F~Y#G%*wgI#F6x&vDYuy2I=yZfH>L8{;3El+>Q6izLQ#NL7h7%OCasF44<r
zE(wro!$Z2^32L}V3X@Y<84pd#TIISA?#4t8!QsLteRrx*1k`z<Ch>ApKPTq$5j7T8
zVq^!kX>F(;6_1DBm7lkm`GklgR_An}EqIs;*BBAgFEby<D8*rGLzC5MgH+S%M;G)d
zrcg2n(-27shf(w36@8W1_17lw7@<O`_m+dZ_;H#|9A|HvLlPr3uIbtyPWYe=dOF&4
zNEli%SHWZxIN0n3o#AK-Izths%d@-6xaVgbQ+jx{Vn+BdmKx-55u!6+33?O3YzZHR
zOzSwWYrjF|6?QkD{zwI{;@AZAtL8l<_;LE;U1oDmzT;<)<6^Xu<Ee7Mk9L4b|CuI?
z`R;&fhfj=bzI8TeYMsD9t4Z3#$XvVym#*#c7awqnjZ@0n+H*h51rO5$6F6&G*G*SL
zaN`k;P#`v0*yFulTQ~~Igp$K9r?YAXW>kO4;|*n+<{GUrcM-BQn1CDh*8sw_OgVC?
zTq)4OK-#7P^h3&D*ARdjsOzv`iU|i^mAO{NvXA0;zqMFJ_KDRKpU8uaM|M%WztUNg
zApkF}QiZ{Xiy*^cc$8x&T2}%~%?X3c2ZE#*Io>Ncjqd6Six{fqU)GK8%^PI4M7*;`
zhhxk9MdU$>#&1*$MLUF-Jt_D0dVje~e9o4W=JqLg@wPT47wORhmmU~5DoK4_^$TC6
zckg-Q?ju}ex4{Jd-BOc!%ACu%K`a%L00#MzAcZg8U;_I=we%j!#cw|8Y~Q>f?l%+z
zsGSXMSz;cBXDK?!OVgnWXu`^(_dC7t8k#R03-%)pk>_bhSBTIohilx0Si`L`sDy|1
zw7~=nZN{>GgBk;e7mm`<1PMX3ACBuAMBaNONMc<Gi|4bcV%puIP#6U8n)Ron04y}N
zld#_125uC);EP+Vma7LYQeP*Y`U2#ZIWoeMZn;~<<w6Nh?+ji6u4L5a(y>R+%_>=v
z6)GQc7|+prJ}(yCIbV1f{ivv@x0{{M+Ftda{%cF5Rj?**J18C7g`L4Rl&Ey^?+G{)
zx0lx=v%{O*GOvbKq7=!$XCg5$fua!zjn{_&?G!k2ztNy|%vLQgN1|Kzrp?+wH>)17
zu9r$o(%zTQ3#k=6c1{Cs`H_y%qscC6Jy|r}&a|M6p?BKdl|PX4r^~uij+K5p#<tlj
z;~ROfcO936wkJ&Q!x!r6^u4Xl4qX?G%l5(SEM3YzkyjNE)sK_Tl3TCqz$C^)lR(4R
z`3;F~ts(0w^9j%s^iuJX=F1_Rd-%YwCTa+yh$Vz>J1Wjp6ljv4pe+z#u$xEvA{c=`
zpaAL$59e!pNk#{qw!<kF)8L!IG{K~V54$^I_>KNpM+hMm0%mlcW(Bvh?>wq_8Tn%C
zedQ{S?KVO2xK*ld%lpoNC-3K?m%BP0wIj`*cdw(=02D)&3*U#zm$5E9JO7IgQ&6HM
zdRjjMg_XSUrK|JDo^NCOA@9(;(sxRpc~9JI2LoS~poojNtnunT1^awFxoqadkWZ44
zHF^A6*92I1l*P8AKJ+l+AjGbBB=jIcpcB(P{Mjm>OS~@OkT3{5)?9-SAtJo3p#Cz~
zrR1mdNJfFsxBtm}13^4VGXJ5-NIG&7v*7P<dr_SAO#gsFD4866!0~`M$yA0?g<0Y?
zRSDau-ymgpZ|$mHly#qP(V_Uo;gFw`I9A2i$qv6O&2!7i>n-ZrJ$u!QXc_|NC^B5P
z%^7Hpkl-u8wtSI!i7=tMCBMhn&;j%7`EDVaaNWDtO1wO{W0~x8<>|KT#j2hAz*pVl
zMdzV4o0gV0Z0HL+EnE3luI(|;<j<8Cz7o_gPq|&R1tWB}p$&XfPcv2{iwyX7e4bO@
z8k`1-{AW#SeQQQHbEvB%JV~q@-W4JZPse#VjP}g{czS|fArmCoA8behsSrntWe!c$
z00c#R3g-22kbGaf^<vygVwH+dL3+ZM{i&qE?u;rm%VXr>MPlmY{Loj_rN{UCES>jA
z(MyJU<7b#3rw>0*Y(hBNR913cNY)JvSbN!tw!rA#uDYO%C%2I%?feF7cIt<a?+PT-
zqN<Yt6tophPZ5W8+SS#M$nALrZIxACd2I$0EX^1}w?aJ52muL4g<Mt<-lPNM$WTN1
zh&Pb+k<mEl-|n44BaK*2Z{k3Gjm}WWwM<uEy8gG8<v-Jms)W=P>(EFwgBlq`cdf0S
zOsG*^^^A|<EE_!BuP@I_O6|_M=G@euRRIGF_UB%LY!m|*we<_FUtsLK?3A``dq;Nu
z1iC_Yc-wi0FKyb;8`iz_68CoT*{^)xwMoDBlOIvuAZ?6n(BsjxdlmMeiGJU)An)F`
zs8K`u(R?x@=>>^AeLh3UxZk*7BPdv*M~Z+qCdNbCZwZaWbia}HqNEh64|8gks|m2`
zJW|z`>Fde^BWkT1nF}?WT>@BChwb+b>_`Yjq%Qm)bwqnjf7dQ`QOcbf`{wJ&#D_I4
z`}<U;#E-OzB6TjqghgdyauV5_qrc!9ePUbO^0cvxXi~pkHR8|#Nsm3l7r}3oAKKr!
zzNVEnwuo5wi+JGZ5*s^_Unk4t@&gcg_2J{6EKLXl*raiyCaSXF9QVdNzAH6}l=bID
zGeU=ww-7Bk0$BfB_NWY!d`mZHtP#pASf_3O`N~@KFCLLeWe^wj4Z2jyLp1KVra5}x
zpT9$uH2U?o3UPAOZPe>lY!JPJd5x9eU<%T`3h55A@UxDY5zzz4b!<dpR8jx3l>Xg8
zoN17D!x8t|_#U;wjP{DS{}X>Y0ve}ppZe=K-KQj%sfd}y`$?^J_~FxP+5I-?E&uE4
zr&ZrMpFKF|s|)A4q?dPYQQk{m*7zx4JM3@I!DM#XJEfkIW3BAw;n@v1yn@RM68LYa
zrnKOwWKMu<6%AAYRkZA6%B$I*^&tFYY_Akhvw^ELL5#)Xqt>lAimL4}-nZbTUiy>M
z`dfV8Lpqj3J}D0dVkmt`Og2&ysfb-V5|pdzME;|gD#TH!8CeoBXuQr<JjJYZ*T?kp
zpdx8R8WURESCk<!0w$LbYm)-U`Gg*(J0abgz~4ZUC2diR_pj>#v)oNDx(?}t>GKeJ
zF*Ux&858N_B|C4<xqEN>q7}~`mXh}jT6ZFtR?KSd=?(y2eZq7jucFO-(`G(%!!INX
zTW}VxrQt;t)BC-+WA9A>vDCQ3Nc1rXmczlFyY4exrfukOJ()aP%3(vIlR9J$K|iPY
z#0#K%lF+CM$pwvH(&p8+oZXw|ijdd5WxOPuX<y0eJ$*Z?W-A?(=5yIMoS?jLN7*EM
zXA)Q1d=GLWdflHUY52AO#xPYV6H(geWo;=Um++0OS|&mgR6>uzrs_Jrd{LkQYcJ_4
zs9uA6cM|;5${A%son&4?06l8D#AmhrD-?LLqp5J*D@ZC)#K101_l~a7zAAK#2l=&(
zH-TstSPy@A9>HNak1nKT(-LS=V{eTolhWwKTY<oLMNQZ`XKGD?p#Q`kg1*>o!=At5
z9x8xY7z;_1ua?`j^z4PP>cRfQtFhxV`-kS1FC#+gE92?rt)A%A#>v~TCo_=JV`ogV
zd9Y7t7u`;z(Pn{j{bJR}Co(O4HR;enyU=LNRgTmIMQvr}OjvR@<&SjO^JmK62|*^=
z+fwVi|AAI*(M1nuIv$+r+uKSkq1`Y^pRa94;do5uNYQmOy>ZvWALobupK6sGlRdN{
zU-R)2=CXz&gr(Llo==yKs^9<xFo$_=PalXv+`qd?+%=~U$prJGa8A&41@=KGT+Iz1
zCK>NynU|UYi8PN`vJcScGfRDmwUFkw)<;Mz-j_YPG!Nl!<+<C`-{S<4)mo2xqJCd$
zL#TgYk3Px3R&${I>13&e<*l^N>s@t}Krd4k4yU$KQD(l0<~;7f4etjmM6_K)$TmUo
z?6|z>pmQx)jg=j{w$g5V<)V=5pFtYo^&?wWJ+Jt?$0?OXLITR)Llg~}8R1RnBd%tm
zY}&8x94!vwnO@4Sfe{7mgA?JLfj@|oT>r`&z=S5z5jli7dUV$w#E#xo2p?AT(i7ah
zKH^TaFEL{0>Zy28>qmSiwyWOz@daxnfPT{14a(QJR7-`p8zZ6P+uRu+e@*pZbgK~k
z$n3}GcJ;i?Bs&{uE`XJj<NuSouKd9riTF3~@8Rcs?E4w=^QjH@1PuHr)TngL*FiAp
z{SSYG`ev2yB@5?<Wn>p;kB^(3Ar-_Yy2cJM1yNz|uYxl`Ec3v}tHa|)AcENQ0<Kp$
z5fYX0S>(s-MGx@0as?coAh*@<^;K`~0YGslLAVS#l14%IeiWcO(DAXcb@R|e&{2}-
zDtwvpE-`Qca35079vk0Yy+rkN&=jm?MQ(gJhzH6@TIrB_e^eShZBB(u90ua^FA{ka
z$S@@#4M!5R`|>YH=cQ^e_kL5nl|guGa>kc-?qY6OmnKklCP%4!3VdPnwFe;vx#rGE
z2<9zOI01+&ElMqjM6o!Acy5{so3k`E0p-pst3GS5F;HGeV^^JZ`+#;ueRFUxN$(V6
zbFsO*>O4HpV-QLDyBzO)8gU0yQnlf^XA@&-s?$(@8yVbz;s@7c8$K4R1A9QX%$6$#
zM~m$D)^xR<WYo&jNGiSpqXpQcS|sdEn>1OlE7hoJ4bWYN?*h~QhVDifS%I{QGoJS+
z>C2iwRKbS@XiASzRu~K3ZeKPnV1n<O`{A20{>rMWaUd<*I!b?8Ma(%&^5|($UP4<a
zqFpULU;XW3oOc_*cZt6FZLuv4g~sd3`?8Z{>V#nxpGR!~gU)6aIS@c{RkARWWGpH)
z+@JASRY}PoTDLxPh3@U*bmOgk)i<A$m!cyWJxEbe6vWN=W2S@SNIaBymw!>_tQ^QH
zfx9u=#`Z*iYc^{UdmYDgW2ERH3w7c2CiT`;^7eLg=?U!sJ)8H0#d~LeU+49~5q+8*
zU!AESmoACQYncG|dl=A<8657wXBy*3wVlP))+9C=P0e<>u>yrJV~3bnlE}?OnFm;H
z49-X(5os?({%2!b9v+EorX=+ui%JCUyR?T|<T(#O#K-a=Gd27WWgL!&XiP(C$xW&r
z^S{XT?@G8HOe!9e&Zh``1v>)YB7wJ?tFY^dj)~(sYyi_$UTo*BPUbK-?W02W=0(L#
z&`0$?uDYSFX54Dp2T}^p7WXkQLnA1<qGid{0!b!v*00p?h`y6J84*h^?>PO=_AT&*
zB?ES8AinVn%{rz-Qn~f-zqBFb6MM)?qMRyT##|H<15^1<)T%2-t$*uW<D{DNr1byp
zd<9LyO#^#@d?mOJ*?Qc#cC!&$M~y-99LN0<YmFHQ_Nm!1-4Oe-EaVi^E*NzPtaPH9
zJqI0=(`O7ra5iNU?*SmrG*-{je6?I7nq@hCn^iB=@O#70OQ>oYM1Fy?uWFb&T%B|V
zrT7st?IV{1!D(VR+zi1uG^02TVge+XkppJRUw{Ur;YSww=H%L=BOU9va}T_$3Z<c_
zS=H%IrP}aj8E{3Q_;QXI4I3+kE$D~~;jEi);)Tt^h$!e}3gz@?3&HQQ2x(XQP+8oK
zI+rfO901V9#aVD2>=Q_#O;j`0HJ1v>$Nk$&Fc+^si&_*cnB-Z|FXV6B9|#)fI094}
zfTn~J+A-lYri^l#(BN@!7H{OX80+sP)sf+es#Q5Xe$e^9**Xr4`!kt8@2Z+N<gX<3
zlzp{SsrD{sI|Dh`{$o#@zCNp`5zTa&TbM387`D5m5utt@EWvZ9LJ~NNp;A2?vbqOa
ze6ry%j~NRKa81O(v<gX;eJBQ_QsgBEz*t(N9U~8Enx6v9Z@b3aI+kKHJ6|wVF_!SF
zKn-L|Tx|c1RL7Ns*$^v;NhNNkl6F%c{VgG@U}32H&u64EU<d?Alwf!0)=#*iv@8T9
zhu=A>Qw1MV5Pmfc;EX!!mum!m_NhAT$(+}($a&%_8Ot9Iu}>oN4@c*uF~{r#`hK0U
zG}Y7mZSM6oHP6|W46UFux6L&jlqti*%W3qX@m+C29rj3F{gJeL)4uY_DFw&DHPM=q
zH`Q*bUX6Y>#$@$Q=I?iHw{9B7#)%OmsbcwxbTZ!HwOOYmy2HaJ|1fDEF{fU-+YG7C
z#g%M+CnCPmtY^8QjjKO~zaabs06#IJM50sfd59N{-a2$dx*15ENETG_KG)e5;|xp9
zWM@&*vB9E5>Hg##VQ*4qkiH=$I_8jgDYXx&*97Ncu#lzX4aDKi{||@fmCTzc9+mRP
zd6=9{7g<5YJbk@7Wl?qc-4LIgUuR(Y(Q6vv@u_+Xjty%o@{x%B5(2OrpI}KaaM>%w
zICpiI_+)kGf`YH|Ic<sC6SJ9^TXq>C_*c%<lI^cf6mA^i@?bA6Wz)-W{P4oh`efPN
zVa~qR>ZA3<WumOb4AmX53zDa(D_;@J=<OL*5Y^^G4PUl?FY=+RAT1{Rl()k&|K6Zh
zE%OSlhkfrVG$H|85dQ+q7p|;mEpDf>pRcOW-G6f18kA(rZ<811!XXDfZ8UjC2;z>s
z|AC#g7e1=xM7t9U!l`NI@2*ulb*`vGTCG+K9j!ELEzDb;#u$8a^Bcx$W!fZ6QY8v_
z{ci(nR&-q$Pg`_vn;RBvO#J2?Pg_~*?sv-f4nc>%IsvNy+asi&b+iE%o?8j&N)&cn
z<J#tASOgzW9g=@zN{uV~3JUT|LlLclmAR=6A1BkPmtjiwaLAw6t%OE(=D)Qo!v%*t
zur=oKV&8CQ3v^t5%o!lK@aOf8YUUCbP$v(=dfAkx$+RGAOXfgH-`gaj9QlRe;b-gE
zC~WGZ3O}v_qvBH*F)g{+Uc96dNM~P`<%F62Roj05NTPQ5L=+2oA6Q(+*kVnbm&w6e
z0#gobgPu3SdrrD6OC#wS)wJ>NNHT=Fn)d(ikKJ*uLxWVJTN~+AU-qX}A;dh{;w`gm
zo!(c2Gjg9NyNL`VYHsNrMr;iXTF92)0Nk^ZM#XRX8c~Xkx@E(+HDDD)ucb`E1H065
zK||9&cOJ1;FC5FqAX%mYSyrp?dq1;kKN_eZJSYmkSg3w>85D$SkPukqn|0W8fRTrb
zwd!yh(4jGVgvHX?zWZV1<g%1(3cq<e8JWtJBd|z#tGlL<g^2q*@~<z~Sn}ht7QhB>
zdG$OV+E9!zWo%EqbB1jjo%NiWC3D3m{g#Q3jjb;>$cezz!C&5sN>S(^&X<suCL~e;
zuZzUhn6rDq(Dbz^4`2KU;m;E%=q5mb6WAvv@Cq_VW32Xkghuu#J!K}k?uh0KbATdn
zoYDA1)PuNwA&IP}=1b6o>+9Py3Up`N|0#wnjK0lTw?QiYBj;nQypq{u^<?Zf_*_5K
zqHw};j#%X`LU2FJWrc8-B(XlGQo!+bj+qe0vF<T4IV3AAWq<v_+{@OBNc|O}s@unX
zX#{nutp!TmpI-Q@^p^>drveY8x^`v<3^0qv^yWzf#c0U7{O6joqdN1i4ZvC21O)SB
zqvc%8JKUOM9^b|$xj!G0GDUK4IVO}4#Wxqz&#%{O4iE5>uJGaGkqtYWP(_MeQY&cU
zpCiXrw@Zko!R5&!A7|tB3U#q~CKU<C43m*!?Pp`y8r={%Hd*gGY=ULjKutI*s_Cfh
zZqpSXtyjh_1g-k6-3F^b7{F&y1-Er}a<ppP3jF&#Q$F7WuTL{SY9*Xi!MIqJs&Hm5
zb7o22yR<eP&%|D&LvlBy=V;cakv1hfE5BBGPP<vgnY@?Qil_=Bbyn<0>Lh*122^Jf
z{fNRIF077{TX#&`IYoiZ4n+pClP?AgWG>Ggo(v{u0U_W@T*3jd4?sIYVfn6-)V;8@
z!U>xtN-Ry>LZC#QKlrjbP70Zt?4ZQnKFFO`!wJ-irn{i(iZ@X!Lh$%j=4MS$r^41j
z`*R~F{sLi-_(6Cxp3^?jki!2PBMH*TYk(+hZoaDHzBS8|wK@<9mTHadvp8d1#=3fE
zi($&^AH_DP<SjIY2~bV(GfN}pC0@C(o{B&(CT^s+6G-L5Y0}$fhdOmoi0${qO5Kh<
z_Vx=Ci%yR0pl-PTFe;-lT)TC2_B_1G0BayP1x#d$1f@-qGuQ)3`dnIT3ngQ^rG`}t
zGI2@?iq-n9@&C)#(ZzOSYFqDdvQGBi<RtuuQ~;#+uEP|qmGk3%k2t9!Xqd&N{wG8k
z#96e4STxR0t!7yhGZi~C^>E7H;GL|=fZTx!T|Z`bG3_=z_8yJYX&sz5f~Awi+kA*4
z&GYb&;+Ox3`3ixqR}w1(e$5(0P84umYT;3Yeu9n+7kwh2jVBC=%KCAQD|uHQF%Jk1
zLkxe3FVnl0T}_p@-}+IpBsZPKO(s{~deuzY>}&t>7^sQ64CU|cCL5cXG*JZ#kBMr|
zq(QChL_pGgMN!B3jw4Gw3yWnt{eY8ma^-$s;ZJS`pLU#Y0JfSOrf(H=F~d0*$B)tG
zA3{MVN;*WKy<4_=#nC1!#rViz4gjvxbEq8)5@L0^Gf|V29!FC$d(Q1D%zWapX_^lM
zZAD@<iK&?VyUeV!`HFG~bMQl?Ya&&j3~47eW_G46b8+6SWGlisLqN~VX7C8%^j8Yn
znM7qAEz%?LAE`<-X8)+QJzh4tVCe!93oYYAZ@<RmSnMZE<^sTMzUc@BAT%0F{ra;&
zKTA_h+<rl(E4cU^Pj5_%*$e~ZP$RRTT@j){u9GP-gRbGMb}o;(bAR&7td(iP@-Y}p
z;Cwz-3`4x)H-ZDzWDtpK^bi8$w_F5nOo#{`F!zURn`4y9+M9YmpA-@EgSc8=OU@dK
zJ(!4IS<yw?Q429>@}w?nAd>#xkX<t&yo9Npa{j1#0J5*J@KFUBwGd@KHaOq2+{Hmi
zX*Ki)4+i^vZ*BkXEMUWjwPsH)-z|7*rZ;t(=US(Bfs)4edmee5toF0@^d9H^a%PB#
zRVlK~&*ObhBf)CFVeD&}@`=Z^3i#l9p$+hII-V&0hr49eNbL9|Ak#}^9*n;q;%U}c
zrb5IPUoj`U^>>8_sI3FS*aFVfdC|!Tj%m2y_*|PkMrxxmjZcm=)3HHVv@V7;)05fq
zR?aV8viqypr~<Y@g&gL3bQ`!SWI+%zS}S4Y%Hz!-)`RUD->N&&MfJK`L$7oFVlDXY
zImJQKE47qTX%-UbpsDlh(@N$+2lr*yKJ8xH%wLb*6iCngqLo~Hgj>_;x_4V6RXxI<
zapzI0LP*k6nmNF*M^l6yjcjW>!=9R%4`av9n{}1SRko$H{(0l_bd9+*i1%Sq)E|};
zcJ3HqXx=r9W<Rj@1+Vo!X52<CJA-dVPngfl9=5dHms$rXDGHW6FrGb7mPv;oR0B2G
za)gE}dd25u>4ptRVid5g{)fn0+6;~lbco==MW7;;DEfy;oc}>21Is{H(^=g@h?6MU
zqppqznx`_&mJPKVouj~JUFu-Wv+Gl(3uYxM#B+fmt!jG@RkdQPoE3+34E*Zm)my9)
zAP#m@>izB0Pdfq9tuY?yfXkmy@md?49c4Y!eJRbEB;YOQ4_eR<1(5{^UMfaGP0g8C
z+stKKiI_14ivU4x0o-@WDEF?=>fK+IR1KEG(Q(S)_o1CXp|)M^E?v9C(Vnyy<@KJ@
zusGmDkbceZLQA^4bZn$y=`_+MlSJ$s0fhMoBs6;h+zv0h(2}bv&|Zr$a_Bur&zBM2
z5?3$T2yksy2VkLYI7lb~q}v7oN^M{nmbDk1@j|l5R?X<wt)5<+s4ndm6GOUCm<d?l
zEXXXBj;44;HODLi?5@bpgJ1NW<C-w8JktUp;F311dX9<jaLR%PQ52X_s7&Jwfm4oO
zn*uhC3!;!7dVkiq18d|fxURj9MbhL>s}dP2pGc>drpR5y!1hSg1%<n~aHqS!wpMsW
zV7<)qgb=w}g5|mQm{)P0)gCj3^_kuVCqN!(=^b>72wlh6^h>nb7bbOzi#mt7(KjUQ
zQ3}S-Ya-e=I?1s#7p=I3bKC420wir#xU8jS7ip;aD`+y}*+J=Zn$s~sC{=jg`QBfw
zhJzxVR>sA~)9mobeDaVoqsDuUdetio_sed!!A__A%5`N<AO#y74=5F#?L*&KpuEpF
zEr*y1x|~o{t=e}d*eHE5>^Q^-hhbIKRvkSS?}KBGm#bPb9s1tW@Zu<kfCQDM;3t;`
z+rWbPeO&Mhx>W38SxWweD>&23&ZI!tm}OEV{3S>Hu(JpRu$poMTXTZbyEomCo*fpo
zg(+fr4Cz=t7YF`3*M8+FKlKFfiJw+1+nwloizrRHziv^BgFEMz*eiK{3-6naCpWw!
zuHCdJvU4F%j~1r=y4zGw146JDwOH{DFw|1*es5JrJRtPrRjU{&eTlR>iE(QE>=8<#
zMW0NOVf1U_&DnxZHrEG#C?J(>ydcwUAZG$0(a)C`T)2}-zXoGa5<XCgK3nQOM1(BW
zB)@iv#9||m?9R29!bH(LJu(zTI%w+tRk9^j1$CiS-|zH?mBRYHfEjUSSp;3BxyLA)
z>Kc<i%+QMOdRXz8k2o5>+A8aRyQvcx|A3lQ5p@Gw*|D^QlUKf6lil;{5nEFi+zV=2
zR(EAx*_&Wp$c=u|ky+0I`0e{4ekAc%Xl^hK(QHO+-|>2Xhe)a6_dNwUc^ut*#=n+X
zJ-$=<gc#S{YLru)1bhSI?L5+;S*Ydm!P+j*6|sc2>4j%%+J-eUp^xYdNy2&z&=@l5
zM6qY&7f$h`O`<`)mi;*wR8Ck3!}o*aLL`~^iLO^w`6SAxXFfE<4$iP_ep0*6Bf(mu
zEUDtka7wf+O<EZFhFBKSb>YN4;{tuVNC%nRTKEqobSerQ0EnWs@UY)x9Mzs%g?wv;
ziooM+Mu5YVBS0Iox%0+1J3Csf=+@#OOKBOQ)pn0pjeeZcvla1*V>`vtjp`JI_No8u
z1H+gDO+1^x&<-U;E(<;>J<*6rs1;X*?@MqbUuEm<Sds~|*7d>&f1?uCdRtsM4W2qB
zaij6gW>nQh8%VVi|FOEaVMEuvw-xU=3HS5Gx#0cCD*LfMwtkl1i^GVHJJ+!euLXB<
zEx_J^xEKMSmIL)6O^qXog{wJxN6Gg0j@1Hh4(p`T+@9CysqWW{Plv;z=kF_<_QB9Z
z&?jG8;9UEvoVQgn$X<Z;xd=isI5*Ns50;A)%(LLc7C?9Ohu6(Djwfa0%ey8Lm`FFF
z*$?LRskv(NO`3?>FJB6?y}%m45<1rr)W2}{i*$`CNt@%<7d;ARm%u5t4!sc#j{9b!
z_7tltc207lWY9%F#E+-|9*L|8BY!1%S!V+hspP6MaX{V}!~VMvxln0;b|ILE#k0mL
zctlOov4MXi7d-|(UyG{l_m0T?I+p+K>S(X;IL;LFkg`|)6o(_nWZlVta`{`2*pY!v
zFq+~YTa>FM>w%y293HorAh^=QxpLLLRCPWMZ42uilf+B&wd;e_tY7!tN@>3EdiM43
z&3W{l&}AHckBx#<l&^jlr9q(KE?FoX0QtKQ@A|)x+;oaer@K`3v~1v|alM#%MiA0?
z7-}WIeky&oA4#OZ_(^nECFQCN?&d5Y7&0<4zcz)%dtsMU0&%yWys_>K&f)p3?#o}E
zR^WVhiM3jQfZ{-rvN3rm`1Ja$p@4n_O_nq{#L6U^j4V6p>-bQe3o&|@f#Qh=Fr=^3
zH$F$p*P|)iL~t6hAk`PiklyCr!Je4C@n<4tD(O3}=T>iK0Yxi+OCE(1pC4`w&miyM
zahiMLFQ4@5a^l8X`C+8^8iS9?2MGSGRwM(LoGdKPwp|!?{C6yj(TK?dyZt2w{eFa|
zG}ZIu)0D}KxZ@KD^*=+N21&V%KxJm)h+u3eSo=^v1yV);Ubn$^G~Xgbh(NcjH`ill
z_V=4Q)+)yMK%~uGbUD-oN<oeq;=Ylac@>yr-@5Y6=?RSD)=PJU*l?ZOg5=CrT#i8p
zv4KjCbJUIXv!q1Bz%us%2I0r%be@H<Zy$cPU#csP_CsB69KXQ-)dFzLiD;X+&N!89
z)42N7RQqvn@tM&R&gvG|qjl*z-U-x`6~~jJe}RO}EKKbGudsO~lB~rBBy2uB_(Yd<
zj)DxHT$Y6jAB`k#NC3_YdHTwaY<bZvuTx(rlHmDpp4pF0Fri?xMisV8Om)XG%?~Kv
zR+``K0B_!p1A$jjw*wY8SRgkFBx>IG8vy_PMi2i(Rxe~zbjPq!S^GT@pnjFmN}5I%
z8XSY~Djm4f`?yLPFeCeTUFpgCVB&i}`@ruPGfIbx;tLW>@OnP!akt2z*7*?XczfO1
zn%Ec+Gl7z8%SR&sUhjyIye8?Q^iIU`@(`l<efeHbIF98$?jLsmf?08XH-!`Nj@PS=
zsN25&kt7cDjNED8r_EX5mZ;C%Q27Lk*XP%;*Un<d)p96ydepp^&+3plh@VCt$PPdl
zfjXljnAZ3CwO&E%lS1vDS}Tj5SF_Q_`sX)#@U9U2&T><W>-!m$?mOHSrBMiD%4QfZ
z<vxy*Cg#@7ULaoh{CvO5*Z4G1^X=kzLjw3`{izW8!yXP7{CEPuW*S{4M<GJ5lcz9c
zrumKg&52XN!FfjEnG>(72<l+^Iq42cZto%s|J{A^Rxfp2+`W$IgRFTq65m34Tx3i#
z%bhAi_n^EZk&gB>sRpB%Uv951>(A*#P?yDl%+iMDu$HdYBE8SNo-K)o-aY2wf@+ic
z{oh0kT6)m&iEluG1B1nkp0n`f_;O80ef;0nhAO@1a(*1ATg{}muPxG^q^9b(|9d>f
z8;nQ&^pS%-BOeMB1E#J{VtK1(lrMuT-%$)!04`dFEp@W`gU}V;dGxcxTPlA-UglHW
zTPu?{H%@I$oBfl3RN9gBQy3C6kXs?w|3|v-2^fKr^HHzFVpi2N+dmX7AOU5=9`}G-
zMbr)uSPNu01z(7&2I^7I*YKfXp<53(StwKOd&S*#(I*@V_3_9fG%8Sk8Mp2TfaxwQ
z#ObYps2K=q44(;9O8Gd`_6<=hau7+CyjV{UNvIS;a!8Xng!w%wJbS+5xs!U5O2fM7
z4S+>TpC?~1G<R6!Y%}`*2`uBxVrfGzdh&?9FvKx;OGsJjtE5n$%`6I~x1=N^tm&8O
zLdu#7`N>D<Inesq^}LT+j3Qr<&r=2aG|qi#3u@8B+~jkrt=>*-C`5+P6MMcML4^$h
zbLE@Uy%h$!$PZqWAUp!=Q8F$(59Ve6ejs<$d0zq&m;U>o<H4l*BxWQk0!3-$1;1se
zd?R<#_PW?um{d|@FTMO-iZx|i^jkc6EZPZ23l#sU43wEeE2{Eh-b(up6N^pp==NP@
zq$eL{CtQn+=|e<%J@@rZ(#eWf=~soz@<Sq00(!$Yu5J^paH3p$Y4L@b5Jq*pX+W|v
zZja(?6AHz{X<!zq;`C>gU4m|B7u-q<iA5-OpUeDQ#+ImzBw8+;2vf%c?_buFUFK?x
zl(X!ui>KCF(_Nke7&wuzvfhl=Q@-Y`HHBXe!I*NFJWVBxROjvP63;}tWG}1Q^Y(r)
z_wKM}J2f6`*9Y|KA53vgV``TY1_Q$;NJDs0e-C?4m5|ihk(;)B_FD44aNzYpwG+-a
z?|9@*bvuz49p=K}QvdotjD1sZFMsf5Y~#kZZQHi38{7HDwr$(CZQs~-Zk+7>{i}9s
z_id}@ZKk^Bp}VL1%=w%H5Ac@>A&*Uik@MMB6RU0sM8H-Lj$>bT8K4>ng+Xydz9z7N
zp@ZTa^Ki3Tyt4f5@~9pSjf%6W-YsL<S5?c!5enZXz{(LH%A$K*`rKN>rq&J+^{Q28
zVqfXS<W6jTM7OsP?ymiGvrb`~sK91HuMTK-wiFI@Q8wgp<TX<hY30A1hrCaWX7NW$
zj3rXVb>@qDo_Lj=LPu3KM80=OxJJ)<GE^ydu4WY?+mj4WX<n(<-X(8EW=`>RHb$IT
z6O%>UWO;4U6dw|r&9I1JjiCm3+v3rYhZf60nPP?)*FfWh+lKwZvai?bv)-lpvdxvK
zCpkx%^SnhEhT(wOXvIOm5su_Kk&W&%cHFo8ur(a0M`Hmu6h3ObVCqz{fVX;fAjagA
zcme))aLA6km6fyJt1Yd6eyD0^=}-`DG-r1#_cW3?Og82e;5`6eV#@`{5!Iq8bIUjg
z-+5DOx5xx%K<ChN*e^QD(9cW@$4%Vppyp_7Eth%LM8g)71B=?T`sc&0#m4qhwnJ=E
z@wyN9T8{`7K5OCXT3)&O^5;WK$67tzz2yrC<b62tx<70B2%4A03*a{wxwa6^!_ah&
zHd-y2+5_X9lae01R=)xwFi^X~6R=k?>Y_`K6{m6D4hNzS4ON{wua={kaBiiFY5e9Q
zJuj<~6?NU-o$O$C;56C=v}B$x!^VNayIhnEN!SSxU|!Di<4c?J;Lca85iMQEq)Ab>
zh<dx7%qoC)7wJlk*Ugs0WOtOg;J*VUCaev}kWeV~$Ak)!UUC4;8$&8@(>D(W*Wk{t
zZ~4{OE`-1X_YY-_TZkL&c((MX*ZEGXv#`vPCz=W2@5xSYknXc2Q9_qGUP1k(gstG)
zqWK(9%A?qrn7HVogoyoJ5Vb`h=gp|`JvXbj7pMg@oNs)3h}qK=h1ETZ{K?t-c9Tq-
zpon2v@yZBD`R{;hDAvz;<N$M$V5ldrDNp0CEsrKl*FrKpGqPzh$iD*#qHW(hvtTl)
z#MmZIAi-2=cq~{94s%jl2-KuSYB54O`~&WR4MPjU=&09MRmQjB)eaa){<Th(`J=%&
zy&XU7e_{gqa7?VkPT}_)1b{k^VEEOZ0>ne^)n~<FzCi%zsde;_#>f1an2sShWZ<qd
zg91|Vl5VJQEi8_b>UqfCT!d97Q}xh8Cz}<a#!`F@8Y#5}ZtCaL<zph0sW^+U7(T^+
zOd4}L7DqMX1QocpqKFV#x0v4<8e8o^@+0@H>>BGpT`L(|jh7r_ZkLqGq$uZdLMjz$
zdP6+6aex53&SyAd4>;sb2!1pU*x{Wn!Mpk}X3i4?Nv<rDt7c0DUX&Cafq8coA|QcL
zuCzO5N7EbF5#NuzL!4eE8wsIMyrgu~mhlVDnePou%!_2+LWr;Eq@bd5qgSO}u!QF&
zz(On=Ee>z^*AQPDz)Ti1ncpYvh(ZmuUY8l2;FtiWVMrk%%={gH<KA;1*F5`NT%!J$
zAJ+kCODE49pl9`ZW}IrdlR_*6_Kai}b*s?;OyY=c>vI()>B3m{dys$o;a{1xU*&z}
z5x%BX+6xAS{{W%osBcXw>x`CqgUOGn^^%p@3X89Wx|D)r$`2ixwNy{oj}kG!q)NwZ
zK_Z}9ph!8EiS79Jo$@NPwNYR4%Zn3IwbT$BWms%>Nz%E*;^Pgj5hX;=T?8WT-&qGu
zOv>0Np>dlWF`2-Y=sA{KG|+}axM4en0+S63UH|paO^u1M5e{T3c~G)n7w0=vnBsJt
z<0o(W!Xr2bg+_#gXhui!%Jqm`zrlFIP?G^`mT|YM!@y%MeBQ8*U#*(vxE5{8Q&Q;0
z8DiHS;by{2Scxb$(zzl)e-pH&Cf3`r4Q@k{Z|Hloe%Y_CHo_1`-=4IX{Jh#pCOG}u
zGjjKGjJ2sA0&C0WV{3;tT*cPXkcqFHT<sN#Q9D#YQx7S%n4m6yWxYCY;T<H`S5yKh
zg<=OMk?nX;s}QIhACtClfC7(^egawS&p?S+A67!XK`m>rPXe+T?|Ad`fCfiswqKfD
zO(%6m<TYA^6Rwg)i~jMn#FHQ96rP-&TXZv$$D$lTYvx`?3J`XYOgEWi5%o15j3z9?
z?}La(M{Mq1a%TJFk8nV@(Tq;_zEJ>>R7hq}EYCXb;qwP(W52+l(1}SDLG6Mtz_kK;
zXKZFIIwCT@kH?esRBMV%73^BWtFHvZPbm-iLAL%~`po??3+r7{zoYrL7%T2kI^3ZB
zoCfssQ^<sE>3pfBoy$RTdWiqRr_|DY4g{`x0IVIbf7lrGbWZ+FU%$Q<0sw>oF`|)$
z0x5uN8|n{}l4`TnK|iY7+vB41Gh7dDS{H3vjj>yl2_q9X0?t{SAxFb}yvAj8j-t5l
zb}Dy}(E=QA<!p8g5i!9WeByRBYIF*VU5MzSY-@$rsnRz);qHHgsZ;6@agL6J4>i>9
z$&dIT`FiKINf6CJ1M#vx8UW$2@?ZT~ALl^>zmww%1*4eQ41dJ<Lh;8g>C){_gs|nM
z&)(R0D(~gr(iT@6oCqK%5Ft7JDzS2J^O*?n1C&{oK}4GTA~v95hkR)fP3Z-kZ09-T
zekpT`u?2S()|qM}U~B#4S;pm>Vwh#DIUnjk7O0_wz_m!EN>}Z2=zz<CG&eXygUbj1
zK-}W=w{Xx6M$bakq6bZ`bY)dsQ4Nri)SN!z+BGI+O;gy+v2iO?bP3{TBkBYF{rbo%
zg&-YmP$Lyk;D$n60$A}G@(y1+g)p0<5IYetBlvU?tVB<%uHdv6F_q=tv*>p?1{@Dc
z`)Bs;q{ah42Gj>gR{-eaLeF7I*V!Y^wA}#L`&n>1y0P7n7x-e1bm+dwol2CLzBsT;
zPHBSe<4R_?jiZ+j-GQ7+f+-j*nn$h(7m;fk8CK{1ri={NeDfJ7;-|=P14~m;HvSnY
zR}M*r>A#?d5Xew}SQZ$A*Ke1VfIGd%Rd_kT{{H<V!Ug1*G!8K1M11Ym&tU<J6a54$
z0zTFW_hH3Gfpo4TtXWm^Wws1;XuyQCP1!xuKw%c*XQ8Mt(rDl2^d4tvn%WLm9K8-b
z+U7m<uYu7_2}{S2M<cR9;}trP=+@-0=n2t)#b${9C+lylJy#?1W_#D8N1&qi*Zl^O
zjT{^yB??_-%o-5rFr^Sc$1nkfE;sNA=d*SmtuC8GajaNCyo1d!5g4;7scM%^R_V!X
zGEe@n1au4^J}aCH!enxGOYXiV`sx)TMdqDr#ZOC$J-Lm`q=0O&*CrJ}^egQc7P0O#
zHp9|xUw>0rFrFo<<ij{Lmnkb&7GGNR0gN90fz1Xcw*ug&j5GbJoOL}_+#dX0yQO|c
zUiF2`61|kg+O9k}g?jR^$F%u5>Wvd2x~y4!EVm_O1P}G=#rrnD=yVjGPey{}O!9%?
zYeyCu&ri9cj7h6R>tAoafRvz}Gmu{UpWgi4&MA3Ot(Nx1#leYPMfbmp%xZ(6Wq%4V
z3-ZNkilFW?D(%^%@|;7wGc(1NyvQ9oaccm{Z6j|WoN%*Mk{q`QAcgd_mM^g^%D0Bs
zcRPDu`~K&|^w_og=ki!n`0lq;$L|W?6vP7@DTG2RLF&;c_qOFSmz<+ZbBF|QzQIQy
zSVxdq-JP&*s<-m|DqLLjC!G`?9QH0iip4;p-H@Av;Mv=sC1eLYqq%Y~%wKeK2ysH{
zS0KOzzt^QCUcemjUqiRR9$w0DKE;M7o|tk}+b23~SSvL3)7$a6Rf)<#&RK5pFu=No
zdXne<Ws7hDF1Cu}{C?1$vOswge%rL;K3#_yYkQI8#4mw7LO-~IQ13LV$J=i}L)gLo
z6L#FD#bc0fxK%NG<c77joZilMOJ)E^8eAnt7>?(4l)lkb;t8nPW`C;6ThR&9P>4Uu
z(>5~67yRm1?pzqht7EvUUv^6ofe$>MT761>kwFaSkkrsGVK(h=OL5R~^=C!kw&NF3
zSSB-}a%gU?tsOFi!c*6=Yg|#lOrF~9t4()$%E5}*tAIW=Q*XEuar?#Yg&j>+I8Jeu
z^SPH5v=aN_HoN?di!xfcg;5)~CwpdF&fc!BY@7ya2*7<p+l%y70Jg%c&Q>C96Wdrq
zUCT9K*;00PUaujQAHBrUf!!KILG0gG*BVwMTxQ9yvr#}I@OxyV;4BW1(wM6C?~WOu
z13ocm^1HE)8yc$NDlX+A^}p<i`hNHW=Hi$4jB!p(Al3YTI<(bB9=;7Rde0esNPy_C
z=V~7HNgRFbb-JUR9zq96>Xe+g4uI;cp0eW>kHfgcS3=CmHc;4|8gMhgyrW;|xQ@R_
zU79LdR#qJVg!3sVGm&h{+CVJ#ReW(F-Gdx&hI{7ap&ZB@!D(6MTeP1}dBi2TpZg?M
z;Ox_sJ2ORIU~xfr&c~Y@+wFv>v?w8HCjP-lWrngD+Us7V14p^D>jhd8jQz5N*f-CA
zEmx!c@B=KKWB~C_K0!d&VP3V!Ab5oWg>-=E`6&vZDWO?9>;RXjy~9KfzG3RMd2|0r
zUA1@A6Ei}R^5`RV-4?qqT%Xpd(ZW@^bE|d@A%Nid?O#bt%SQF&D8nc)xMt-?-RC-&
z0twX=Y2cnFAmZ>bth1y3dgH?hytM@l^zPQJI!ULKGz4Sv<fK5(wFQV@y;S^gJ-le_
zYWx9cZ*Nqrm}%&L6ndU6%O#!kFu)k1qOxWQW;YPj@7&3D@un-p`Uw+0LoB4gx10V;
zsz)MO8lW}4KsuZ7C5*C?etjafadv~M4@Y^*om|fI?7jAwhhldSfq5k8FeoAcm4rSA
zrDuKct-&P8S6=E)-Wg82>^Zl>rx9G(FbF`@z+;j`C3PF5uAU{@&&VbF!AK`GNlI7G
zc#+X@2UcX!Y*As98m+R_GM$f7$#37PL|H)=u?0_6i`2H+v1o<*za0ft%SWehhOZX^
zvE0UC!=2@K&K0e9e^l{QG=u_RO71M%W2$23%4c79CSJPt-&o&Z&A%RMjS@8Zg*pI`
zn5KPv?$VzKx<V_FQ-ASTJQ#1y$5b@-t-+4J2M7#rpc_Dm$n}>YcPI-UA|Ru>fpIb~
z(%&GCNvl-Is&cKY=Y3u<dgS$Jp$abex+;Ch@qGLHuuFrZ7glspY{Yzye&tt2(}{i4
zc)$`nVm5_vfl^L9Z9azGR9bdQM^^#ZG(D{$IkK{UQAwWd|2}*b&(pa&-HY5M77Yrd
z2BipcIxx1_TXX1wKYYmilE$pdLW5k5=SdZW`jPu5mgSiLldtE-ZSv{mX~*;`YGeN2
z&~uF>C(fT6`9ICKc8<=gtcdD;3Xz7qQ^NJ$TEDY(`X3-g_pZ_bpEdagI1WSanc@c$
z15_usOlz+*9DnufIY(7N!ce{1lkvziUEB{%Joj*RxJ}0{eIFIV$Xt}n@Hyjd6s<fg
z_H_SMyO26h$=3CD{IOw#%M2gGQgC-$W^(?ShLj?`tA47WoT-xzPN)A@`Ttcv!#G}s
zOfAls3_0Og&&N#yM<al#F8JyGpGD^`TrAA{v72nbx>8}V3^8B_vDbYqJ4jYXfQP)+
z^!>vNIg5;$m<786<6b)p&(q`Lh^xa8em(4SJWO4hSqT2o)t4dJ1t33c^v_2%#S{e9
z8@X;}jqT=49FB{|)Gj`ju%^|opVTv9Ew>AiCpC!lPi7;t;};<BD>sH6OD*Tyzzm*L
zr@nDLC&OxIbt=zVE8Xw3F&IFXbwxj|mrfeqZDhq0|BR)^a~tNqK+&SahDPPf9SpBq
zPxr&T-B;AZd)lTC_Lw8wv$@Bvxg!tH=U!k{=$2KP87lK3lz0PCK3fOfX^7%}`ian)
zF&lxCyfPaalLDYEONI@}!E`?`zaXm_$!w2koXcIB$U0)*AZpznYTc8TH=pV;1MXtm
zo@J%IR%6G<N0gyU;-J<l*}(eZR=a2Ko6=lJb)53|C9X8*KU+drawEIcg5j5~NP-d;
z7QuWTX9DkykL5d4vWZmVh3(!pV34I*JiNR1nxafJlmb{OS%DtO7NcMdAO7mjW4&ck
zl`H0?V$bG^)0<mO6c<~lwShk`tk~mj2Xv3;Vf1WtE;!?k`im^r(}j~V)ja6k|B<k!
zpqIi}egx-Xr8=teFOC$60%<0aYtClV5nEG|D@E_{CVoObKfRCo!bb=sbc54;aN#|8
z5^9f|TLP5xTA75JxXoKq?INB9=%vt%+1+{$B;hzoLaMM$7lZdi#tA0o<Rp6As4rLo
zR}G9oR<Rd*K#N{kkpM<yd(|bl$lSA`k2ZQL(<f%DsQ6}C+`Q2V216|#4NuuL9k<Vi
z4Pmy*D|sz_1h6Glr_GLbq@9dk*=f3m`+J=FmjM1<5r$zNua$p<Mh}B97MrWMX3HV?
zgV+=_Qs=$}+m5LXA}eViy+2al|JIeza?otyfkX0QTxG$Fk$lfCYYvR!;8G<-z&b<T
z<1Hc~_?MtEdG{;9+-bTdOO6mZ<883vqk~i*cPJloiw$v|c~<GLyUzMH04jJ*OQdZU
z)Bui&5ALo7mSBf9N0qUkUpyV-bQTkM$47p;C-CLDZdoRJd-poDU2@8Dr`fpvX~pC$
z_L5s58qWNY*qU!iD#SjoNC+5GS}9Zsuv*XkYaQ~LFwXs4z4|+;6BoZqb3>sAbx;hd
z@n$^m%t%PLCtHA-1}0{b;TaYt#dsT%3;;Rd8qbLr6D*qU8c#eyBN57KQb$Jcl<xyF
zN7<TgH?x=JU;AwoclCGAAX=bhV)Qn9W@tJJ$4a7_#+MXA7>?LNYZg5nD2hkv4V;P<
zv!y!0CPUDL*qnY17iVaxIQM_%;JGOB=ZB%~s)_Pq#XAnrVk5LL?s<Sq9|H2COaZAU
z4z;1>rVdgjyS@!ZaMB3v;wuX^Q&&rI1%_|1EGmu%#i1H%*n}-QBo-sJc_Op3SQ|%<
zckr8DePLC14cCy&tlgGuW6F!FJx$i|w03u-2<%=byDss9iuL3n=W$U)@WRcy-<KHQ
zx@I)xu#-2KQ$Db02r_pMyv*<!P5?y;r+r`<Lx<3_AYG_IB<Aclc%&X3DD9a+*OYYh
z<=3omt-Hut_$*jQH;dCL^VG5S-?~RdGwQ9@xI%=P%Xa0l{gjun*XKo9s2VgVW2v9>
zmq=HdZT`|7Q!40l>h-`sU%aqkj!!PFH26C<NFhg!E=Fc|-fz*D_V8Q3Q~?-A9qIZz
zlT>K{90&c50;L;5a&@oz00eP;0*7+?^mZQsLXi-z@=CBzYNOV&AE4#Fs!uL?;+lif
zBf(-`l-{zg==FQWUII<SUxyHQuHm`eV8C0h#G3odK**>kXlI4noK~w+F<uCB-nSm>
zQqa5Vj^qunN)mIW5Vt;-Cx9d!@ceONH-0<9Je+l8?AnSKVYs?;m*oYeh5;VgUQ)Hu
z7-vLSG>G=fu98`TKOHa$FU10GIaPaH02|8_h6kZY5(~S7SST}waR15ey@EEiF`M=I
z6&X0VC$#P34H}+Jd!mtN(Wm;)tqU<t3b9R2nS?u1Vx!73dk*%NaX<iD`5*TufY2?q
z3m6@LHn=w@EPKDNu{DbBOA?B?(R{!IwCO+3qB?F|MH|*c>!UknJ4TN|JhZU%Nl$^+
z6(LMT{M|^wo?HaXufN^<g92k8mEqV?Ht>z0Ppx%@3zZz&JFryWgUG5^e(ua39RkUh
zLt#n?4U33Hx>;57Y5?=SSOxp+r+Dg6STm%K0%%We7tv0_q$G)ASD&l>7|)R&8QaQ9
z?H6T~k*JWtaS>*0UXzcBXGO;Wo6^Z~^>AQ3ctb{uP~Ayk5S^fG=fq#ILq)@jXs0e2
z@RspgW5RYY=j$E1yvRH)eYIVo>u$>Kk}#JC9U{udLCb`nLV(Ud#!6NxnV>ii3Aoxk
zY~Q@!6)2*m64xg-k&J(4=o;l+;Z%@igwnB@Mu`MS@bCofk>&3yfpwfp$qd{-?R@)+
z*<E?d>1Y2Pul=1fv#-lO65EZIGzX9L!Y!SA>eG=W8wS5~d)MO56tDQwuWv^B1wV~U
zaa)%p0VCf-|IZaesQ4^nhe6{Mif`T0<*w{TryOKZX#lDY;`!=V)kxhLYb0AThP0Yu
z`#N_raYsB8qTLyH#KP=b+c8G3?y1Mi253R#GJ``2*}DX7c~sHUQ6uuNfFmU@#eSQ4
za4&M(<T3DU@8zCKXV3339aG9H4;vgsWY#zcA(?mLw+?B|+`$FatAASNKLE9k>b#dH
zshTeOk9f{Gg@1f2*AJq$V-cYuq9A|HSbR`|Q{^l)6f5h*YtUWWT<8K|&o4G|CO*IS
zA4ZsS`ZU5aC~hz|CN|cjY*Z`&ep8(dh!Bt!*~dnJzmFiwAE+ZB$8Q43TY9dgn(Zc)
zvaV9Dt_D-62W8VF-wJLu*UCxU($5c`q#wy0{O|8S+khKg-lLyD*Dx;nF*J-r#J-=$
z8+!ovCyxQ&tdSGZOdLn<H^uH<4m|zO$Jx-3N$-y%_vgcISDe93?~f6H8xs(1G|{)X
zKQ-rm!dvca<rc=!xBcarIT+T5+xvMrn_dLl6v2LUY4GhhuJQSGi0&T!2EFs~7(%cP
zo20`~Y{hP+MIVPeeHh}RtNf7Ue9Cih81lxsF`;nsuufD!G4m$`6C-VH-^HkFXp?Ni
z6WJ%!;FfWRZUBn^^DzwY9DDYF^ZxePxqmM_UYBLCj=p>Uw9jO4w?KQ!fcWSY*0KYJ
z%78d403$EuV2E<RcZR?Vk%`jBtA95(BG;4`+0l4elo-L3jInnmuQ1k+CnC#_E(2u%
zdqXg?9czJHyDZVX{idgf&xV>~=(SJV%iMQ%Wr(aO-)#`MCnF8mH;jTesFCypMvN`J
z|F$|H2(hCQw+6nn_|u@e@>g$htD*g~Xir$}G6519PJd>CcP<SBjDe`r-(3XgR>#*X
zb@GTwcD0+ghe>N7)|!jwEaZ)>LY*T+%mL+TbZ@Tgr+%`OY?>-W>#ozwIYa{wdQ?W`
z;VlZRna&N=R*?iSI25I77PK1TKA#?wrY(8B-&V2$D=Klua<{IyO9B_%7pKwT;nudq
z&cHs?1lIm^Ziz*Y>u-6NNkX!pa!%JG86oU(9kYv3<K>!di$uv+9sl&i$IHcR0#tc0
zD}^=@4FjSlWv+^u2?=Fcdk6V&88C1$1Jq=_L9YnbFU9~k-Nw#e6IBGoLcGg1nGj@v
z%tek~j6%##>wtAHWJ7$pgfYL~H$hn+hD+6caH`RS!Ple2L`LvOttcmZaoMJP*SW)-
zr-2M%{&eE2!~IMDurymF*6tgR+{_Sv*hbmctSI#mlokgg<5<9XQk$&@7wrcWx2TJ_
zu(y(&9JmZXSH_j$XC=c_oF^YaYB!K>M=2D!3t6Fl;t<4zOluuk0M!sxVi!E>w^!!W
z0Uvj2l4FQ7Dm#8CA{_rM*yHt$8%<2cSTv}7yX$>%;3e^`Qw`KC3bEY(I0!i@SdgWz
z$SJJQSr(xi>nUw=cPfF^w2e$|l60i>XKzE&p<)Yw6uCf%{khM{gy(teNQwyNV1pzc
zpFji@=D!%=)_Q<Ab`g>)=VOUw&*@Q^3ZHA*K!7SZzaw?TX*($t>~E0fj=ew*La;YX
z1BGXUBtbj}ohz!nuii)s7LkQBPz@1Ap-Xx8nW$A&cy3#-?r9_U;dTEV(1^IfjVT)u
z4M_kXQ$+X5FQ6A5)r~qO2#AMJAPVexMX-EZ+@bi=tcNpuJ1)Gmos-0|=XWvs{$Y_{
zNWsNlNqgbqt&}L>!Df69OX788k0a>^W(H=6`dQ+?l>Rh(j7EzVHV2AxIfLRNAo&fI
zGVju$r$EHY*C5AT6K>1S6bFA47cB&NyB7hd?ta13k(fu@`!asAo*3>Lzb`wVJ}@a^
zm2I;=a-P&E^xW&q`&$TF^rziU`BGL^??h?nCPWE%GY--y^~8PrueVue|5q+lJjN1P
z{L2j<Q<u5=-LLJ_k0o_zExgoP_|(3!B9bo80O2QgaA<=dcj$-Al+h5MP0*d|`G3TM
zU^nQP@BGp0sMBMG?#TOol^e7q^F8rmPc6-g%Z)pGBFSZ`H$2?zE_G^6XbW>8%1n;Z
z{4{6)`0WAp_N$aB;k=Ls?<<r+&WTbGA)fS<Olvk=idji71gBM70&z`P7#BPOi++$%
z_i9?XD;ws<SY!@qD(x+gI4p5-hI$3SS#eQljbK=onAzI`q>8dwUH;?r`P6w8gh<*a
zmzX`;*rE0S_YnkV(ySVu12H+yx%E0=fz)YoKV2d3cMW6iFli0ssfy28au_mKi@i+&
zAq2JUid6=9ll2$G`T_3r7I>IZF+8y{Heq<7jr^$9)s!4nfIMjCZx6aN*b)^02R7?I
z_--Ls!<$tkjd4@OIyEytRZYAXYG`O0BGuf=845mpHZ)YHClq{NcIbQ#KBAH$9-xER
z+DOn%+QLD8*f=RAl*+Lmhw>kfbxBCV#4V<9wSdNY*2Ycg?Dq|mIuCL#B^x3{kf$&Q
zLHNKdEw(<pCU+#O=;qRrVn{GxmJTzZ9VfAu2s<>D;<magUYS9}4C|DY0%nUe&uTYX
zND{cL4|EE32MZeVrx_vl#D;Gc#rz&fx0!(?=B4gF%CCf(*{t3v7y&D>piT>>hG9fY
zyl2fs_ABA(O?i<5k?}2_TlJDyTUe|=nCN#p`6NN5a+SP~zoq%omFYfU%=gO}-iMQW
zE}etMqd9W>pM&Srqp0srDCnao8#I#F@zPoPFM{MF73g!hN=$ZZ!ZbL_e+O_Xn2u*~
z6J-Ji7Vw!`{%qn-C$3Bk)ty3;+Fs4EsVBDRz$u8;^l?Fr;s@nK5yE`FeR0QVse!$G
zhAc51J+g*bXdi{}T(JiO;GM-C=2)%$wm&<Pn&wy)e)W0YY%>cSh6xau>m|p(RKWZB
zscVrkL}t*~Mnghp9a7pu-73GkL7wUypgcNygvRG0BIbcxIBox7kb~8%QR_NcYh3U+
z%<aI>>q~{E0JliBnaL{~@zJ)A;9sAB$!)Rq2Ds4kQhE&dtXSUyEEfE<2L3qt^phB(
z*~5$tXG$W+(c{E9M+i@;L4Rwd$8OL$$gCRVkq@Xo<b@-W`t1X?B4>MkMw~4Vc@_)w
z_*FH=(k1FS)P_Hxy-CuxsQN|<Duf(rv1o=6%W5V>O_L#yV9}_cdHr^K<%`2ukSqzP
zFHb`YK*m<M531|~On*N_^>j-yisQtiend9VF=L7*nA&JA&O5%hLkHwN+>YrJTESSO
z#_z7K5*pkJtE-pwW&aGUz3&2gKA!1uvLpoN9Jw^xOhMga@AtWqeADBr@8$%)w7-`v
z2Cgi4PV;^#c)XR3p!$(@CF2r+Z7>}nHx)aC^?iH1o>24wei~hw8z%7OCL@Vu1UT>(
zvtO2;`k5IKXO#T-=QIGfXa_a=7%Rs-d1Qa50t7}(h+!wqCaB}tT&B=43;pfQ4q8vk
z#v-O3zn;=~XX@tcA><`2k{nmS6ke*ro!+c{2&ClWy8jq@2=7;G0^?3PcM^+;Xo@uy
zBIk<n3CoE9JZaed9YrE#f6-nYts1mJN5aW`sQ6uk3nzEg78zqf^G7AT)U$<)k7&~u
zeNf-GaQ?$a2;dc2z&LabH5~c*?<O@+Pf&5tyt(dl)q2Zus&7M*gx)Yo2=+vsN35el
zLot1J8}wAHYQg#80n2rwCa}Gl$XeP6Gq+>l0#C+(5+4L<gON2a6b9KYIE4|qrYCi#
z%Up9p0uY-s`%wIlEbMZ#AmeK}XKb_KlHZlD;78yjyJNx)^aKQgp>SgDuAWJ?MAuL!
zT?qL(-QYY5qnQU?vS+{nMA>}{Wb$<@uBmlgG?~MZSbY{bnp$X82WdjD;HZ+GA@m3E
z5sR<@H(U74d7WR4Bn)UZNkZMtC4~=40%EP0qOvZW8ZC_w27f{D+CC_bZR7a4aLA-o
z+qCY=3#Ni3k|Zr$Exnpv1L0l91si4=tL5`8u_t&Z8*2~B(fy54U9?P$6Lg{#c=~nF
zc7y<)L6<SNaT726A+&zjkJN6yD=tU7aJBe=9d3X7jk}$JJGCrw4<1{rGERGWh9RXU
z=u`hm#7r~+{^keBk;6>1I6cs#95OL|Mb$dIzb37M_^&38T=KK)ig+KD#lf(Kp1NQ}
zo|FPpJe4)P3P1^%u!IiJ>V=USD|;^4B}Aun^KA5F{xKAgZdba$OsK$fqegl^p+@@w
zNl-xn?U0b!?(M-(+2f5jlLPy-?1Vz?Rp(6fbnjwcIMrOGW|6hr@qwT{J9x485eVAZ
zCv$&hP&Ta`PR<nO!oxmAolpApF?&1RadvH%E|uAt<d7q>7eZ7#;Zp0c20!DWA7*e~
zr8s>T@cVi+8gyr&K7h*v?z9n6{m!rfe`h|$unb$uaJ7m>-yU4%;fLESG{71QAyS9B
zOzyjoiRsR6)JQrnJd=5<)WS0-*(6bWWr-R5Un55vdys}6liOies6|OT^@@6Z2sEbE
zmx}UYEu%LXuU(!GXFpqi^NF?y=Ic?z#P{J0QV(Ahax*l-kge|z*wdmRj5-<vdRL`r
za1<b%8`bKC-|5A3;Rwd1gVX~*|H=f#+Bt9L_k28^p6$qiZWVvDE*1{l)%xx++RabN
zcg*NZifoodvb#c;*d-IK_ji_XHN$fuf*uU>l3!hQI<gc9!QBylWwnBuitSZW3H|v(
z2dELW6~m+riW@updIJI`ogAnKgb1ss{`Bu!J^bLGHjf4+9(MPQ<g{+Td>DD_aBJ-1
zrj2>QAHz!O_0i|zo|busm5cYtTVN6{p23e1zg=*{Z$!b*ELgIx`hR;uiGlK5^_}Qd
zf9`pwMjcfpSw2wbFGb9<_Up6lgdRZ0-XaU>Rb<t?b<1@nUwhRs>JhjDT7XNa$j#yD
zjTDpE2;G9+u&<|V#%Wildd4ECi>9J9@;lnPIS-l8jr2G&;BW3DvYMw_3$8)s{&fA4
zxzdg)d)m_wnc?T=<_RS4w6Ejl$AfU<^YG$ABtbv*4K|3`EySSpf|ytUM&fUXk8?wK
zA&N--bxAU!N}=m6R+lyb=q>C-M33zDg=f;lPQNck-T<cZ^=gbnkpyuW9mdJ7_Ay8V
zwpyQ=*M|6Y?Si^u@|tMt^La<kVk!Q_G!U+nOhknZy4G0`kZtZB+dFBQvtnXNBI=ee
ziUlXqo$PC=Nq#K)d}bCms8{@?m`eV3%x=AT^&9E1+fh6A0s0so5KErfNA=L7HZRHY
z3Qr^Z5KZ{h+3k#6L~H3a2xr?K$oe-3*jfwKORE_d|Mb!eY1^q`2X6YqUm}1`bP365
zE5*D_JtkdZ?oK$!tS>?EzbQ`$(<od<jR~%YB166DPDw;kr{U8T)ZPFQjeWRT2}V$a
z013_YSOo~1y5SMvqwP8dg4|T)bXt`I&Qta1H-kLN$zYBqbc7S5jxu4)+?!wBDq~RG
zct9FSoWksWsb;<09<P7vw%iX{2D<=9#B!gacV_+qU(L_iUYKeFg-^r0gZ@wQf#G46
zTk}InHRM}b3`znMU6b-rtHL1~m~N3ZN%AjkN5%R5R+Aq<U&K2aqOQ_7l?yG+fy1x@
zN(Jf6<LcV*GTk30Aw-m+oEM8bLjjMPuui<jr=hg)U?18gE#l}kg?oYHF7IrRx?3Rr
zRFe&iA3ewuw3s=z-~nHVRl`@8AkWyxGg?~z!R`_m?F9lKqk0SCQGn-zMg8JY8hoHi
z6I}M~@-P%IRZoDp{@QBR+}x~_<3BPIHizC#@A7;nPv65lJ!^ww?PR1K2sSC?15_2#
zPl#zykYg_iROHj$CT~t1<zzr**=&=8=U|#2AWnSo*O{!DX{(G*1O(Jl-A!+hiosoy
z9=cSI2}6yESE5Lu7it#iHy+*%br|DF7>DWGLP`k$O~#siT%f#SPq(0{gTd7z7%^PD
zEiVmSsLayG57#qabR#m;&!ktHJ1>+8i1TjD@V#AHBTZmfCe}HqtHu5!SgQa1^byST
zPuXxV^Rv<h+S4UFTK%%jbuaxre_m3I$q1^51c9QK4jul+ZqOk+Y4SMBdj67+LTRQs
zZQKn2>yQ8Kdpa8P3mI$l(>%)!QvUjgE(^LU;yzn*aG-o`X!JOr&c=;4c8L3SCt{i0
z#Z`90si#Y?q(t5qS!LfK>QaMuC}cXxyYI6ZW5m1feT?GU^BHZvmYHZ|qqyi&ZN^(s
zI*B7yE$vX$&GJe>tOk4Vrs8@E{q&skDo!N8`a<gqlV~1~QI)3i-i-OxVY=&H5Rnj!
z<7jgbZFXPoJR21X9{23<uzaX%F(R|`p(3vFcTypYIs718E>b5S#6P!B!$gHLCAfo&
z6wAvgztok=erGb~mUkFGLv_tOV9KH%J*t$BS=z4vf0Y5fYHy-T2@+-Ff24$0Ch=qd
zgqg~(H|Fk0mcX_m{jQHt>R*ar3;i!OVn82(cRBP;G%GadBQ)5BLd16FNF~0+*(8VN
zlg!Lk=DY9ZQ!V35F4QG{shhf3?rFxUH<u*5YGXZ}D=ipKKkYpXI^)|oUFaqPeg4hy
zT^x@Ukmql9a+Lx2zN36OmB*ZKNI_|UY!U7@SOFO9KJ++x`>e;z&Fc`~>H6mIsT)|C
zf^+!eAY;F-a7vQONimk6I^4P(1v#|&sQY94S8@Bu4wy)Xi=5#ibY#|}-1~_VmuDO?
zVO{&qcDR>Rf&)=8;Aj8hhD)6eF6;4g?qmYYsKTPqS5Ts^*swNB6Ib=5^GP^>kM#r&
z=t0%G>y&jN@C=_>enFk!jT~ow`h!&t8MIk|suw(4QM+ukGZO}5YGvugQ?vWKi>1*a
ze~ta|qK!!+=dPu0C@l4zTR1+bEECL{BCAY87HAG^m%Y^ie`|I)*62r{1BLlQ1)dz7
zH-{83v3eV&*}ZLJXNJ63S8EgCnifH~#62=GMYOv41Vl3$H50$6;EHCOBOvabIh`uq
z3fA<W*|0U`-{t;T?0K4UGHh7|X;AZnW42&4uUPVKLYIv_oa?U=3ECqS)2g;infxNn
z1h^FXJtkDUIf)m7tqzD><9tnLmtJDXYZmKz-KXpV-uEGTe(sPeXE!mPm1i8rkl{Z%
zFOe%Elkk#Zw_c(ELVe0kU;hKIvk!K&y*ay(cQIegU^Nc$yZ)I9$w`H`mmeVBWFnt7
zyk;m^5PT*^dS*_xe}Ez(2OBFr7Y7>~7vVp2k)Dl>ot=Xzjjj!fEzPSHijI=WjE$3v
zgN4JKlZ%C!!^p^-iG#(=h|$#4h=ZBQl%18+n91CXnUgb32n$9Smyv^>otcaC|BlMa
z#YO+`QFhM%f|^tOf5uBw(t{Cd`)Gr51BW4G=47X5VqxZFYIE#?@&^NOF>}E%$eP(%
zxL7g~GI21n{y$<+$KIYks%n{MT<%qDDV5d1(oR)Q6)**jVWh!yVuVDbM5Ywz!sEI1
z!6k#g*g>Jz!6RWd>FLaokV6Jw2*q*m2EaK?J@|hAiKeTmiIwhB-~e5&dC76EN(^`V
zG2i*<=>zE7<#e9r9)I*cUhmQgViFaLe1(gh(`@6>xWBUd1t>OS6P+v^)A8Xg<^6tR
z5uSDNxVf>?>PzgJd*u}NfV*m>)md0&{u{!`A#8#;;N#;yck%q<qxZ--tsoqpwY<H(
zfbzf%K&<{k-sJSKNkfqJ!GE{NKX#$JytIkA#REhsUeQ2FO>t|uJ^SD~=K~Y1{0<g=
zX{*t*&0wc^a}73*?SId*<)fov$&-&34mW^)<rKBFP#TzeFF%eFF8eOihBO`8g|yH6
z!07<A&+2;~a`f(6`4!oPw161LKR|vgyT1dKp8R{A<<C%I?B_6eQ?TA!Atg)X1EVtJ
z5<o#1&}CG?A7F|T`urwSGE`(sGD~=G{OdhD%8)-{7it@n27=|04TX5qR_%G>OYP#x
z3Mc8t$#YjCOMAVcbP^DlGy$uSHN5krme=!<1;-FK;HG>VGKOF{-q6sMXv-6~K((wz
zMEnpnhjoQSb|lSi9)7SjsG_XHxa2dtGXRbLR|MAL&6v>On)yt_9;9}RAzhB&2MC3v
zLUFN=T7=N?Xa<mr$pv_#SU?sG^VMPAzxEVNWIj1E6qL|k=qnFnEd8TIVjS#`awTGH
z;G{uxK@9vM($y>pnkM@)K4`8H%jt`NnP<Nw*AV0Ru7v*0f??hS(m@?z?L5dR`~X4Z
zEuh6j{tvE6Gt`7}*TYALy25U_JN$R=f`kUOd9cnC)aKx>=%Nsk@*MCtM-5PK{}<C}
zk?%_z#L9dh)gi5AOBgQLJ0t(RP<3R#Ly_+(#+~s@CHxHrTw$s}xNEazpzgU6pP!IY
zZXow~@RXr)2xd;S_z@vX4k2|bApqCbrhn}}C6`9b?Qq)gX%B`w#Mf^bIW@=^PBDZc
zobf%dI{?iV0Q}ly^2Z<7Z#6uY>Jc%<PV|@RsslwQ7%z@uPrz!0AEftkISc^y{Tr#$
z_y_D00tcw7deA}<&Z=L9q6=drel(+CE?<4$cm5K8z6)-7*ay+Oz^F!c7GOYFtfWKu
zupm-J#2lD9h)h$1)u7q0B(gW8i_%PMi9iHOcHgI*`JTTRegnSB3Sq_%<ED<pzcJSn
z=fw$qb|unOu7_XR?BbMW*bOD-e5yqAg!9vN7hZ#!Ce-sw7<o9ZpXw=GWNpurxls_Y
zn+QfoC!WA!@AnDZBlaWY31F8lTFhiYi<s7g?miVPYCF*^!zRN_%a+SrP7+EcJo(En
zZ&v{e8AK7n(0+x^dx*}2w!y`|l<XGcukjDyUEn_Nv2V|PN{acx_xfWhML_@UE9Iq*
z*ZX)mB}t=O<NIxLfF@3N15olIJt-jq@HvcIyUSZRZS$J_S=jw41Dv|0^1k-h-R`zH
zk6r(1v%T)KojQ@j;drVsXmgvn(0{2+p-FwA)#)^Kbl0$u@Yb=Gc`PgqiGjt|eSW<B
zZCy!2bCNPgM?;sP!rNupZMpnA@jhRkM<sKkKu$_LNE^?^m1<(0X8Nh}EZ;qM=)hHd
zRY#`k0@fm<Mm<fd5#W`hKdUaOEz?y-$GH!JR1f<XBz*CAMRQ}pj`EpRX%eIIV-kg#
z-{PHa{;8Sy>auqf?j7reC%Z4cA8oIhm%M{^qlZ$+*b;xZCQdZZOi;SpYetuz14`PF
zt*fMZMK9<oLSTlLb*6=|0>PEhl#Rb77IUGxrR`%05$+k=GQgW|Ca2a|GX^s&&95>{
zv9($MoWq;W_E(ffy;KeQGkz5Yhs;U8vl^cRTw6My`owR?j?hmFlZoFGF!h+KjFkI4
z)Q~x^u@|9Ug2ydeN-BWBf$8ZJkhML|^eTcz!n&kbX47Q2L`Yaq!4gbT=Rl>U=My4|
zhrdf&u?X|0>;O)1Je6O3r(oCCIL66LMS<h;NCR-7EZNM5aJ46fvNh4qG*x4e>QzRg
zlIFQ0aN_#h6`#Oqg3R)Cx2imB@_eX+{<P!s(3qb1%?3dWQhW#lCqn*OVqswpKl!6p
z_=WM6AT%FFWLTF3_@I*$jY|GNc}{nm38>5L%X!Nr{s4tOBQfAN87X>P(@DI=aBYp%
zpeGne$BrT_)hyn|R$<ukmNhLsg;n+}p;MtQixN`Q>&9gnJo5=QOyqqnElx|;S=#4m
zFfj<dA{h2{;`J;%e6i#3LaEV-{L*S$`7G6CI2lq#oY(1qf>v&srnZ(1V7;h@aTU?#
z!jNilB|s3IHO_E0yn@71fPLUjRSGvuH+O}h2RXqp4GTzyk`%Z;Ziz#WB6V}L)|FL~
zwh(9z`m^4NyasIlU+$7$3>4_;kX))jf0-eM5?~;eIzVUDVYoTxlp27dlNpB&?x!2!
zxVgM#bYMMm&A_`}z)Fj?nskfY(6o8=Eo5|9ssWTP3nPXRjGB}!|KyUU9CY_|TfnwM
zAsWj{3wDa^(>BTW>X*)~0!*^#Z0VcER>ZjwJ_1;i6Q|=m%KV*;!)N|%a__@V7q)2q
zR)Yw4-Qiw!y%eOV#^xhWL2`MDJ>OO#MsFR0S=8R_p|#9jS-eqJg-}!MyLZRfSBjz~
zQ~|(jnPj8*3<gkm_{WX?d0ra3*&icb%nY!uh^+PC;#uhSs&bFm=$byp)L%Tfwr}yE
z6}M^>?L9l$C}#8aJbP+uK{_Qx+71dp!K`0y3#13_FEm$BJT%0yAQ(N;yLpBF_mig`
zLXm~t3D+JFQnF!YWf!Vck6*QMaJ+AKZUZ2i6x*^3amt0c`*N_pR~^z9g&V(869PN4
zIghX2tLYiGM884B=E_G<Tk}rXI85Nxha=sLG-UE`^9KLGbqbo34qILX7AAeArNeWv
zM~;{25XsMgC98r>Wn`a}F~s$VQh!)E0k(aj2eUr3C09rvOFRXxYeB-Lx3I6W4h7U3
zGHFNBsxH&zPXt3dk0-$bQNgmYHzNIAirfBkh^brN7!y4|2NTw)DOUhuruMuOxrc)O
zC1{Z{G$pDKDCOj#3;rEc6i7UMXzT3XBR@~gvSEAA%=Qd?KmX-CuI{X8ILVG#V3!sw
zW*x7eBU~4#noq#@Woe_|0uOe5?Ei25&=!kjDFmB`EKK2}CDY&ndIC-%V-!JL#P!&-
z!F!UG=4?iKfsPQ463z4+|4{~i9XF3)O^eFcP!TnS1iw}SLUn^SeMr+p?l1OnIbsRJ
zH+rg1^;1nYXD-8y_@O!k-2$xy$!>!94xf!zxq;C%>%ZZi-myz7(%T>d;{~*X^HO`<
zv`S~%(gIn>S5x1aIQZ04N40GN3kB!erVXy3jPM}U42z*qgW$oqD55<OS70VFfR&P=
zdt-Uv-bhhk2CpoVIxR^iL10yb*ehfwFo`0@?kuft)q?%rW6m_ql~yJRfYBB)>q>1e
z&Gg!t?kJyJ@43VUrc>`-;|7GDt|4csf^$`nJLm38<p%1MorUt<^{f_rkLck)0}wN~
z3FYcSXOZnqHGWJ~tBLbb#B|A`K{`b5QOSl&`S1@mAuzDRLoTk#F%dx*|G5ct1Eut5
z$q7n>3)Pg8JRwiZiH$1_n=cInBd_MFsp>!`iRYhGYiWV!5%uLQ)&Q#2(}7&9Z6k9b
zOF_HPuXRrygzCbZ%{7%pwfhrYfN55C51v8y&@+DfaZ|yAk_6~uhf3x`G~hcK&Q61h
zca1<@Wy-!;K`QTWuy`U>T?K&iYW1&^d-HbY|4`igaFuf-$<ZfFIbZs_vy6k9;yp~U
zT<A!MoH+<i5)HXCV*(f<uVw4($R`XWZ5ENhCBfh9{Mh!KExDN@nOwrt56%{tf?q20
zWi<DpZr~qkk}_QkZ|REIp0kXS9WK;Rq`EP0y0@h>GwNfFNw|9lktJO?P|xj(_FB1U
zQ%B-0W`^T!h4OV}g;PSR)&Eo^JqivswU>mv6KRh|2k2HtngYfYfhEOZb0bTsN8-`S
zSqLE<THh;9crljIMZOt~^&+c`3CBgM?loz}QDr@8jT9|C+!g;qoRD%uDCyQiswbdc
z0UfHYB40d5mo;Oj3sN&*lQyNQdJceG0*?t~w#I+$m4qs`HSb7!Fa>88^GjlwOY29K
zAZHT?zZ0=?tOAbj1tp&)i!&>$G<qjU@rBPDNCgNxrtjX{HOp7T5zkB_4qD*e;zkn(
zt-x+qjk+&^7|uNd!^0HU7z)X#!!Rf#Aql)viNF>#m7(^pfVXnR6+n}t7_k)QA<u~B
zLNzf$K)|j^z_`9}O8>6>?O2u1q^Qj}!q8CQrv7`Piv-x_@^e(1RdO_|HPB7C#z?bZ
zi{R7pbKDp%I#`VGbCfDI(9PZ<b1VB8sdZ^v&(NoIGkqQT8x3o$Gs@e*RwHF2^%yl%
z@i;72Au&>_+Sks=CSfCc9|fD3H5_W%cP4#<a)~E*;4{YGFuRXoP4POCSxnx*eO|7a
za)d!M_5z4PKm0o2ZBL_kAL(%G(=>mKDrxm=7(PKejed+8Ni@jLaZsg|zKaThmOG%m
z<aaDxVfYn}G5k;P*CkS7#3#xi+wL5tY~*94!qLxBx>_e2_Y&jL_%xzp)|pH0V7S`T
zSiDn27F$38m%u94N|v=O+)dDkB|63mmxEm-*%%<oL^R5vJwm?#qBye7q!e>+Vm#7r
z*@ua9j4_kJbP&jtROo~eP1a+%7!{p?e{2sm2UW#phG{*dE3P3~+M7Ce^!u597JYJi
z)OV<%z)z%xUPY&B67Barv8uI$m0sXw;ayBW;Tnt!ju*CX5GTp-oUAKd*2Hq9UNlW|
zM-1RC)F>w0mD`gy`1bEAr*xR=ccpS&sc`_t?tY6}l0Btv_aL6W>Yw_2KcvGhU7nk6
z)DiS#uiM&MfdS$(Vfv}*>S}_c^)6lTp78)&1PO*Mt2ACt+yJFxoVZRT&tf`G4(4(j
zSIVLy0)P=1B#(d=IHE~BQh>{+6`B~fMhJiy=>Y(JP2Dl2<cBp%Qt*Q=d<NwOvyHfB
z)C^x+G_MnaFXp|F#Q4B{A%y>gq#b!9j93JJhSZ6wAl^1KE`<4meJyzD$mC=1p8yJU
zO1j+xx*dZLh8YGFit!gue2lUf9>^d-{N`nF8fe;9Fb;UNY{9J=k`HKJqrk5j_6{Hr
zjW3b4Am5C$E%7l1yzA8rz8&xvc$QyN?Bp+KH$|}X6@-2i@n=#x=oM;_evTYwFGBw_
z_WLj2s2EOk9!C;46NYa-)B#!}1SW$fF&ml>a*o(4>|TgHuQ-Lhtk<qrl~3<M%>k-q
zD4bxDL772UwZ`8a7x@=Du8m$<UV?zH*7wX(*(M=pL1(+ycaE7pt1+wX&9Y{|irgaI
zns1%Ls>V6ryYu^t@D<TB(T4~>i!7@PwmeoZTuX3jFg}#;pK^}UA+<Y!&du|d&!2&n
zANN}CpSW6)(Itl-3!k}SHo35>iRMp$gDvAV>$WvF)Y|z^7i<E@h4p9N!7d;GzMc|I
zjH?B+N|lJ4W2k+=gIP{1YjKgKepvf{IJ<hfd>l$hy8bYLpvfV~r`~$@s<w8+x$~~<
zs^pS@H6?|OO;t6X<4Nti3glo{m_0eRlsJq<96fKUu>MK0C1>qiQ960ncDa)U309IB
zI<vd^th@e<S1<)D4mbivVGPir9-w4oT^NvnqU`ur6jRD<oNlXMR9w`|?Bu8s8sw?4
zY^XYCqutH&95u`FDws;iqqDshxoo`4tL)0F{_owIPWGjB<KqmU#n83qeOueF_9gxa
zZO#RyHO-kmH7AYJ90v3$19X1X9h%*<6oxwK%-`qV*QGZf>Lm&Wtu6rRm%1u@{D>@l
z)`H$`l(F1gP9A3^@y$Z3rAB0NwFj(HL=Owm%_JgRBP<6Rp99V8EHa=N6US!LwFBzY
z+1g9*8^@hhj~eT;qzMm@QxmHt8K-wd$fL&xg0|{0M-Ld{z8ZN@k87Yg(LE+R{1PsI
zGGy)QM5oa~q83gjn%@9g^UWNd&N{lSgY1TqbFUW!ptttV%Fl^+I!@qIJkIbkW1S!J
zH<35m0IfLw{fBmq1OzO3D>iI>K`Sk-Qd)oOnC48<B(^`lCynI~uOCjP9?ZMHn6m&{
zz3}!u(eBEb569N8bax!u#R3yACc%r$WBQVF^<p@fDXcjYBNhPRp$BvFPw(LE$}jHD
z*Sr12Nz^fOlH-4j5|uGruoy+e#hm^e8|x!hatMMBKRqpxXT(!r-_4|IaS2vpJ`(rj
z)*9%_jU6L+k`K6i%ck<33;Bj<oGK-LMwy_R^qk`l$?wR9hqAh~evtWllpnR)^gbY`
zM#94;N1|??L_|PAXPVUO6ei;y@HPyI=Fsc^0(?M&zleC8l}VH;6~+yiE6(kEWsmpc
zWo=h}`}8Nvec879^0_X%-8Hwo-o{)Wl)pUJc@kHC^%q=u>ZJVi*H3)3a>YkSp187V
z)fJ$#59llhGD1+KQ>)Wz1wH3RdTL#nX&{CqY$B>{z@a!1XR+n-e_IU4=w`+pxevcD
zv*l7(PjX0p%&zD0I_2Eu2yqo)TX87bsndq>ZZi`biwQum)+}<MB%F<>!)feNf}l#A
z&SX)WA_yX_T*XZWuUN5bT1#c^!2Bcmcm8(!-4|CjKfCn|v-y48>wa)c@%;Ja#piRH
zr*xlO)%W@<>jn)0f4soM0>GP!L}w_^#m1V=`f<s;J6s>&Bp7j4SRS!qz@>_$cFX}^
z6HSDjIfR=IoUJg{PWTG6!34)e*X(t9pWQ6qywG>4vFRPx;T_W-{MCw8yY9?tURl)J
zDDAELeBfiO=2mp<Z;BG4j@{k==IX@pSe2g9+dZu&`7c?nf4uT~DI@yb=~cv~fxIQ)
z(JJ7%7DW+ig(%Q_jF~VM=Vlbv6Jo&%h#7zhfDvG@0xNhICRYN=Ft^Gp|1aO&%vK!d
zl@nNw$LjD2vGR{NO}>QF-e<ix7hjW_n@dBJ=1!2868^LUf3g9m6-iFh*qE58C=nrb
zyqR-{sz-4Me~?n+%e;j@0j_|+!hsxiI%Ya|URu9h_MPp0tE}wZrp7HZ?!GT?W75W4
zHpcf?b3z4sxbwAp4t%-+IH4P#o6%LV)E%WOV7`#A%YRZC6h0IKO%?oklz=h_AHqyY
zNl{UP6d&Ra5qO2BFrbO@Aso&=4%9z7Qqg)<)`;eSe*<QCB0?&+$cT8R*w%O$qtlLF
z`}hSZr_WcaLSkz-RP~?f-0;zZE6?3q#TXa3+uCP!O^TgV&Gc;f+vO))RO-KJbgM7i
zkx`b?^UnSQf9{)m;JZ&Z-M)0=w1pX2?Nyn;!(6J{r;&idof@8D*kMy4Jj((ZStIc$
zjLnzEf5rIT=T2bm+zmZ=0CLU}{tYC8c1}fOod(Akbq<FlV~9Hq1rBN&2`_NCcqVYJ
z(Se1fQH3aK8a6QDB)G)mXlhDK$(DEf3)hyG?{RJW?14j{tuO7LJ7a17_V>D1t>|^n
zXw5V`7v+3h)}B$Bo?4OF!M{=d$lChb+iXcafA_X*IN93t^oI8ROYKSBJLj+d&Ac0D
z=5@7IPO6z1XNW6qV3W#cXO>PH6O~hzJ-eLBt$?0qSZ=1UfZTYH+bCU9^f$u5P&LX{
z)Clx<IADVO7#od|0e{ADB_KFI2yV4~d_(H9=PLz$+`J7<o1g3GyYj%wbNi}%-!!;e
zf7=T?^FVNH(UxnMpKMmCu4#3v-`SNuH>Ky|zDGaVF!#XsAh;!)f`S{#Be-7h<I&(_
zBSTg0fH%L@pPPQkx8LgH+5M!mVBS0mTkwC%4uJ0wp-2F)CyJ7kq;u=T*#IxHNRmPY
zIm+*0iUnkCVB+vk(w7K(P2u!XskyH1f64hh?O*PG@2l*k6;qwj^7|thP06gqi!zgo
z3X^Bd%1ORFsqn&qnvIJmCr_O+VXFMpNFbvBE{fm5pFt`VhRn{85H<|-mS@~5R!ym+
zf&$gEvT$Lm2D7OQ<TNUl%U$C8YKeS;;qXRA@X1TGR;yMkSyYR0qkM=zbA1-me~fDq
zmaa%j>RT2q9|Juf0{i$8>;o`CZUvg5QHO`e#-g||wcCuC5sRjNINWOCA{Ae(XuDPM
z!*&Ob33_B{2%pE}aB_Bg@tn1@w|#fm_aV+XwX1vMj>q2IvpjuO8-M!HJJmbuLbRcC
zcK7ahv4icct*)8ldsW`PY(Y*{f2tB2)`7lWqVh35i(*)}#;6&Nt_dVtqY)t2L@aI`
zjkDC#s8TU&bNy;z`rL#4u9J&f&aC-Z{%}vjaf}Z4TyAf#I?TOMxNWHS;mf__ZSu|W
z(r<C)pAO@QH<#z8-%Okgya#^pYp9=(0L(^#ahrJcsJPBa;4w0}FrLO9e-qHauX#a!
z=%(C?-}($!Juknw=(#%{-|@+Z%ol%?pLv2m{g{0Ahl7{eZx(+~&qesn0DK*aaq0z)
z27^y>Yq5I71Zn&xi4<)dbMrJ?;=78!kxfhle_EFRMV5D=AS{;Dni`_PL0A;j&mrM2
z<cn;P?<@SRY$Q;2`G)z-e<uQ;t%M#c96ln1b;t6W(e!|m9A<Nn%K@*g2*JvH!p!Qu
z_Q)UPe?2gWYyZ0X<HoL;$C`GX?<qgBt6;%+`71Wtr?saX!xjJe8Lk-09Dgk#b<;<`
z-uvO^5Eae{oQ3ZU@<q+Eybf58`JeG6c=4U`TfP_MH*pR#6K6B)e|*2<Py1eGrUhW(
zuW25qe+GjJQ;vYMhkZjhhvabd?EY@Kimo#u{VB+eRV1B+b>X7|C~N^W7pE?;Smq?<
z)MetFHJ9Y75DjKjAxZ9~e8cr4XFgvXpr6DU1Bn$Zqc(7S$mkQ$QX~mVAxb{D704?2
z3VA@@x}6+CoGRiyf4E*|nC>RuU*RZijyeba&es>znS6lFBg1Jp4~rC-%8BTim`eWi
zjS}VG-q7^|slTF8tTR-nkHnnXpk>_AMm60Sq{fORuwnuN(>O?zMhUZ$JfLATYWXXC
z7&i!b1wJf)#H$&Nyo=kI^!W3ozIs4*kZZbL!kj8R^;pu4e_es|zX3SIi7qmFO}GvY
zuL&MLPdPl`i&pS~!vYz;A+Pn_uHgiM1!TLJjVeaq863@374F$x<O6ozcy89toimwJ
zN<1LC`Z?s>CMD-Ku<j^cGs-qe?laCF&{A$x(#;TU<v*`EDqlZ&Qoeq)=02SB&DS{V
zz8mk(J+$rie?z6mUfurqT;{_k<*!~}y7YA%_0%W0^7-fG<9~ke!*%OEeDE`@UiYCw
z1Chm3a85nsfpF4LjYenCGj82ztHabuG7h4yykrVwV$5!A#@yuXe;C*S5`X#5&iVaC
z>-p0^yxaWr9rJwGh*6fOw$5F)SUD^BYjV~o@XBBje+dwnIF;GVYsrD%Cf+!BXeem$
z1pJRrK6hXvZkBuHA5~i6A2HxD`McL9$?I_OKVX95Ba49tp=b<>a~jlPVS2s66bgRK
zpdOvLljMj~0w&NX1-U`u1=D&Svs=nG731Ub5&5ylfg}5y+8^4nmp|QnZh!mz-B#ar
zCc}4;e{f|@S9^Co(d#CN3DMxI(m=0`Mih}eK1Sfi#j$QZrx|5sIFN>oWWmr+WtHsZ
zC(bK6p5dame0Qwuo*h%WuPiTHIH6=~W!Cy-h3h|hz<qI5d&fZa<f;kNHa4z&v<~0D
z?WOLB#5in8Eg4^wl3PA2aZF+R-uCU!w`FI3f0vYEo0&Xuc0qD>@59svlR!^M9j_vJ
zr;25{5zjozlQCE2H|1Wg0@^9e$g*O;$3f4Vs4W?v4c9Pk!ze8`kqqC0sAE!6FcaUj
zL;m4y`H%9y;_UtRblx_VKYg?O*FW5a$N$J4zq$39dyDQ}#co#qjU1mveH757VZcqf
ze;I`)A}dnoS}|BCslfRxIaEF_8*v^ES6QrrAc`s+sg%DrAByVRm7Kh@FPiP7^dj;v
zlL2lLWGe=B^f)#&Dc%UMLj&5NB+3AvO=S}etcoNp;qh$rbT&6!=`gwBsx$H)`O(*e
zh$s`wnjo!u6`bR4obg+AWTc7Xjo}gMe|NF%T~&C5iBrYI>7FOVuqdiw>7v-!rX`JI
zd=OS|emt(dr^9CNSlkfHX5GACUa+LYmbv$?bT&S4{yG|Cz(+H@PR(I0@zLB*eYA$8
zROEyCI{AQn46al7Q+YD3!&9IRE|;^JB;WhY_slE4?-_&75##|!VzC;$f?i+|e+XQ~
zxVZp(1Lr4F$5!SxoB>eG^4qc*SFnvt!_Do!^Gq5`{Afm?&eRaAS8*IqWTaN|15;K|
zd$N_f#mcR^@e=cbuZ|n*o5fswgZ&Feuip$KvF)aOhAsCOEAL4dq=fNoD_ef^I9ny3
z*+cBO4(w?Pw+8C|@laugscbe~e|&g2(&^ls)*X#h%BwV`oKq^ys7RBPI9v_n<l~Xl
z7?NVFyhF=omi+14cc-Y++qW%jd!*s|^>d9?mA@(PaD9l!tli&RRnWSNTl326zUT+0
zmW?ZWr0>L&8X=>;Dph(XEys5c$F)`zO<BDZ=o<j~P6-j<1IHnoGa?GPe<QW-uy9cf
z)wy{tI$Et7enmmP9Ey2Bl?iqpW&+npY8Xi+nJ_6n1H?_V<4Y=DpZq}InJ<@}>)&`+
za%9#QjJ~4D!8G62v|^<YA>W_BDWR}M{)7DIf02FL>vJ~>5x%7bw|7_{`{(0_4jrcQ
zZuDPeKZM#O4s0|O2#H3+f0YSOnL}Uv{47&4KoNfU%MH8#_Sott^BamcO|Muoanh2q
zMf;129*pRdU%P<W4JqQ)I9uuct5)1QJ1bSbk(@|m1^BpCz>8>w7bdOSh}=4@C<-cf
zc*K}73i{E!;1d{=F^tsP(OIc9lcA!^1u_(=0Yez(w_knzQpE<Bf2b8qIP=RXA#wB9
zkKNqGw%^g=?v21U9E(Mqm|T)-*<64-|Lf{Ksinz3+;@MF6AE3ez=vqa)Inp-f`Bwe
zoqJ3`duZvP6v=VesxTpvCX;r;qG-?^YbwL^JbYz?FO9!v>(UcV)z54_BK!93_<F##
zMuU&xw1r&nx{n{*f4_BKa`M$A`zHD9E12K@fqTQOCDT#R*RpE_5uy?JAA!d>T5yN!
zv76OW>mwY=qggDlAUpRbaX<j7Sgm|bzIfzF%V3}D-qdobD%&{)tJ%JryV$;cRaJW*
zoe>vyMHe=AY7tnIAV+XLaNabOk4jOBGb%yvbXtVGyrd*Fe>OV0C|u=EN1;K#m!$;4
z*B~Gg3KHPZIl0tya)--l9BqwM(N{N;JyB7WDa6tuI9niiIWSeBsPMr15+XVL`Imp&
zvLUUgq^Q1Y>4kk_RiPg5e0t278y{t-MUSzSPI__Zto)pOx#y9ZjJCN4Cb=f|9jL3Q
zuCA%6mLne9f7fwGT*QJbXKj-Gh<n4)2DO%bIK@_zcIpk54;vp96&HHo!B>8NKB;u#
zgp7!BGaUKFY{ilV9q_kciNf;%@KZ-XAIB1&k45g#7_FP*!^1TrHaTLC%3B|jVJdHX
zh#S15V~yk5)))4jYL_q8H#ROwmM?<sy<C02IJr2XfA*QXeTmGS>o?RszRveO;2}1!
z4-kJOM9|+AjL&jfR&X;^#P86^Xf=fg>v3Q(z9e6Ka8_&UtiqNSu8HKU_;h|<?Ti_<
zb@_<#Z<Zq{EF+2~(J*4HPJjYH5gY**9(?_g6Q}{$QRRNo#FaMNjHKyxIHUY{K}(^6
zMve&8e}1dg6n1b=-AL+uvR$>bE}voy^6RgFFAQ0n;bFipC=hgNK^qbRrmPi|%mCuV
zC?}Sy1R)jWmR8`z88!&V_3|wIK7_^>w-bK(iu1SRC)bU~HL}^a3%|NpK17&B@!?C9
zSNdld<i=X11|o?E;SA28Jf-VY1)$G~XuLBze>QHMjSCOAYQTD}D)(3cQjZv|QZvxZ
z#S|S31BxsK+6nkL=w?MzVMoCY^JiatS$?OguCG(RIId)JZA+4T@rxu=Lf0ne#-pj`
z%xAgYm)}=}{Lla7yU5&Gu`Gv5n`_z&8c<PFS02<epf8f>S*YOV4G;oM8V&lXp4~zc
zf2D&ppZtS-asI+RofPr7rQ1g^zIZZ-C*Z>#031qP5pPgIU7;JPD`>d;JFoHu?t#+1
zZ){on>OJ#r|MAI3e%O8UMtWyeWk*_CXH{Phld<Rb_m!31_xnB1V`k@0S$=-`{bgnM
zFJG~*g!s+@@Fk}J?-+=`;M2ndx5?nvf9VqvR62KLL`)3&d3+1THOOeC_z{+?lmIvU
z)|WNB@Wt|TTPjyq#Y532U%cip#MkwOksz1UQd`uJ(#iFb`1YdgyFF=!ZG6pmd74mi
zPfA(Jk0j15yT82r*FB1V2O3uajlmdfa7Ti34TBi00(*xT{Ij@&P2k-m;^P@pe;^8G
z<$?;67m35}i_KRFA&y^feBp~_XK&m1V7l6j8J}F!mdv#8>{+r5jPu<IwMm7|Bm(^l
zW^Z3qxc9$KGv^C-wA)DNdE$wH?y~EsZp1i4KsTsrs8l0tQ#2!*r3%W7D26e5T6lD5
zZp4%o^;z=8&r?FJZMSi~JSTt5fAjG(d*=Dhb4_RR7Uc!v{4u~Wf#i&au*4{iv&5*}
zI!^bqieuPe(0T(DW+Vd;0@Vh4Z0WxpSo1{ff=lyUbH&b{#k*#F_h$DC?Tyv@%4W`z
zI$9U)DZ^#%M=Il`n@QQ(j@XpE)Z~VZiynStLh8SdOC4u3PskddSi4#Af5B-$TP|Ow
zRAGj&kjO}5C@2w91!%hfSsTghZNZ>R(f}ztA7@39w?Yv9*JUnB%ebem{m}*Y9;tsB
z=gH^id=wG-NmSg7f4ZA7Z|%JL^{2j1o%w+4A+Qnfp%CZ64x>W^H_L^Ef$$Z_68xPA
zk4g_mRVduSFO!VpmTfCqe}AG4XVf(<T;d=ud2b##`cro^ANYEyqh|uY3z1y<PQXQf
z-%<%kkKs_-K%qikTtL-;iI0K$0pq9SI-LLeut-kLMu)$T^W{3O$+vydri|?MlbFpn
z4pNxl?SxkW<^)22WP-pNlHx#RCK$AVSgpJgAr*==T%s_5L#a_ne~%&9xZFCG#U`pW
zs(714-5?Li=WzPgkTK!Bnh7z5avof<T@@XM)m((xuoFAv7x6CXSC8xz#hnLskCQiZ
zO|og?-W`c?&0W=@%oyK)#BJGOPuRI{BK`&_#YhWhzaQw-k#{#50qO{>R_nBGp74O?
zGQncPOv8f?BE$~)e*xU^!DZYa@5h_v$G^HNA7-X7lKdOo?)%X9D!xtLs_+$Tnea7^
z=&}$O8^WP6rck#Y38Qq`6gVyAEfMAL&j9%tm;X*{fUqk>8ZYA6a-zd?a_Ph}bEH#p
zHck%<1GevupI$I7rzw?Lb0d89!{s{RdtRNhASajNhi~>Nf51On+X%F_(f+Kq$tJZ8
z`_#=l89|O=3uHB;J;j{;;x%6-frHP>Y0N>vKx-RtQEB8=eU?eW=PzFt4A-m_R~7dG
zvrn)hJqmjktM&b%0v1r(!m$@<A{GfEma;*j%)Yp$W!;HyS?AZq3D(HiDp#f1Y+t-G
z75V*W4U>p}f5&cQR1g^uQ-H`At(gQXV@I<9jS8*B&45pPGL3qjchWOp4RD(|N7sA}
zYXr15jjYfzg0e!P51(R>GY{SRJ9ZV@h);d?849jZ{n8rMs5LR{S$v4rw1#Ie->)NY
z?BS4bM&;LZHW%M-Ait(xHpH2u)conFIgcMMoqGH2f19#tP6hkfb@Y9ABvh_ilhG(}
z{n|+S;(zShnN%jA1}bYJ{T(yVVb_HxT6FS%P{`Lt_4(74Cyver98Z)CcW%K$-kWK$
zUT@<2wNXJlN_`pp2LMu#cD6e-Y;r-u<#4-I`~1(3QF-E6(NE5UQ7b;q3~))1A*u&C
zJ*|7ge*<}T@aMVKvTc>~ww0G}n^(E5jJevoJ3oJS@2WjBX6zv{_kSw1;yh$0GKZ|l
z#1xa)8_2}%rSgYbL%0iS4Lh1c$LFvy!Ex@|sPVE<<6n*%pEokDHV%&`Dsad?Ap;HP
zZ(u7le-nNoe}g&lXF$j4|A5y({}@7nK88H=e^{W;AT@e1&}UIPdM(iBAoKlepwFYR
zI4sZ?pr0J*8_+~tr1U`n^>{;|4}J>o4D<!0#&-w$V`0q$fqpFX4+Z*hu-=Piq7`T*
z>O*d{7<Hj;v>NiQOrVG~3#x&U4!F;QH63U<^r}${+<T!{0ee=UB{1Gbcg;X+;NA^m
ze{MQIo<ds<JA2V&sLj#<{$jdf4QfTHuxkbCp`$C{>O#u^QYZA5!x~b{tq9=k4PZ?A
z1u6<))iTtMvH)H>y{4equx=iFPZ?exT%9t!{+G@ZoU4Nwa)QN_7RxBue;;1(q{=ya
z;cSGTE9ps6DXe91C!Fbm`FW@am7)0nBP+=B`Os^pya_@qr>lDa(=yP;)%3m?;8szt
z0sj9DQ`G>Omu&0^JAXAeK0Y9GbaG{3Z3=jtU6RjkgD?!n?>t40-Jv1`T2=`mL7)<c
z{n5HT08LDXGy)3rz}qj_tW}2u==V9FV<+}yRaB;(nE!5jb%KdCt<e_7{%RGlGhABZ
z1%l~TO)KG7b@kx+&U~833A)NOy_Y16`5!JiPIhLSO!sGa@_+m{tHHMB!Zu&><oI+Q
zh9Bs_OpJSJ$}}`C(@Q<P)*Ub(ZQDw_cstEo=ee)=oCjb6IiPA(uVEZ&1-3R9@DlEx
zlqE;^q#hXkFCOg3c5c*nZE^X*E$3Y9(}jdU3Xez;(T>Rd7K$a(o?;nCiYZGTBV{2{
z84!`LERba3NPqC)fK&)1w=GggM75NZlhY1m_CWaq$s4(r*WTj4PVXl}W$}nQCNEzz
zQ3~-)Vu=(KB<6HB<O@lRsJV#59f^AqCDkf(YBeO0j-lWr%C%OiZn>#tqHbfLuGYE<
zz_G)tUoO2haGT7b9~Rg0{sILJyvqt@Ze(+Ga%Ev{3b!Wi2xA5TH<ya^2pxZSd{kB1
z@Hw|l&15p^b!KvzggB5ksgy9OBoIi441|zILTG^r(n~0z42X155nWJ1QJ4TiL{<ew
zv7l~OS6y~pU3X=5U3K4G%-s2&bMB<T^6vM3zwh_`_2tf)d+PH%=jrF(`2}HwkOp-j
z79}rs&RN{;S^Z~(LX`+HPcDCITsS8$d5#yMf~C;jvaoT*V(x(c8H8{ctTHX=Xm0#I
z;4dE`6!A2S$IM;0bVbRdvtcgILWs+nJ9kc_-wl2b%>5q92xzv5Po!Oj`V}Y{Z3|Ym
zjteON5}~Nq5Q=xVE^b@+hwvja5K;gP|NYI&mYT*-7<B`o@Dnh<zj=RQ<Kon_@gWHD
zivb^p2<<G&Q})(>Fx!9J4@wP?4SyfLbM3##{gdT!6+a&K{6ckD*#u1iF-ZP{b;^f4
z08@1w#?w@XDWqY4SVwx`dk+dhvk?y~^(YBF23TM6-vl@@cN1MDGnpV?iAD$6WVDsH
zqBL$FS}#0-TKQk14t#$VZDs0EC6pX)E^@$F8)HCK%s%LgKnIy`P%!C(@&c4OQ0kzJ
zg0dOPQYf>0<85?)1j_ZbJIS40ij0a;Xc_MhT(P1Xyc(_L-$ge#CloWZe+KO@&<$oB
zlsIo42X$^Vx}iu#Hv|DnHd@QQ@4NpE#+p$(&}ra*1@v48Ni=_>816|Va4SKg`_WY9
z2s%z^hPw^$m$MtZ{Y)0B1bp?}=jbf^E98W`lUs+JOfRghMMmyRbe7@KQw;Cj&85-$
zS;bs*mh=N|GXE@;C2S$Ae;@Yw5i-HpF%~pWu%R$68O3u9V%S#zA41vO9DEz@`IIL<
z-uw7h0A(c<Bbk50MWI#PF`OZsKrPHKPyzd2sEn=w-jhBKdGD|b(Sx+_21<oup?mo|
zI?Inos|dgG>nIBPOBoN!hxJqV+bB=4pi#mYWCq@+Q@-D)2!HoVL>5#I!wNIb`#s3w
z0^Hw)y8yBpGa!e13((a~?nD;D3zY@PjQbJzM)-c8B7A>=>ZvT&-CaNi{{;R&4EN`u
z{E2%9Eg6)<y@lu*xq~e3Dj*9gGja!AVnRWlt!S;{AX*GEti%gIx0_HU>jGXPR0&pD
ziD#lnC=vJvl*_z@BB4aU++3DHr(ur=@ozx3*{GapLuF8=U_m1KpC&|sEM@rwL&<?M
z21*)7th9f6$YKFUHGvOf3BDroO`v}l<pT84LUhkJUOFiAA=n86@X31a6zXJ`fu7F;
zz1fDQbC029xUb`OgY6km0CxfOYd32BpTZ+{LtF;+S_lOZKLWeZA`bl%+GCIjY7tQL
zL+g+ir{F5)3iCSi5%aN$F{w-%Q;;db6l01t#hHI>rZJ`h(^Av3=Ga(6Y_R0@dc0oB
z2tR=G6s)bhXKkP<%oIh}rkb+vvle@Q@P6jK=KZPHDJ4kA^R?%%w?4h~!L8rix^(Np
zt@F3sx1PIo^wtx%_TQR&YxM8>K7I4kf8sx)Ki%s&|BwFuKi#)|(xZnSIk<I8_vTF-
zH*|lkU$=J6>QyUOEMNBE(oW}+#T|<lE|@>BeQsOpoR;RM#)jGTv+8EfaMVtpR#RP7
zQC>E6O6lZDCB+kqMjG{M)hOJnQRj>KbJU|pp<cBHs+!TGuv^G?D`=;?%xZGmD{9S?
zD{Bi2BF$z;q-b{A-JGS6l*SfU^T2=uK)`=0SPLK~SBaA=X4IMrT@7>)daCbg$>Ujr
zW4@Z3$*-<;7g?b-tUZyo2b;zB43`WHizYWJcez@65o>{ddt@)B6+VB519svN-Az`}
zEY{9}xxGrHHCH#}LrptS!={M<(bT6$O;DPri+$Kvn^EgFHMBa4VK!ncZu+U}L+O9w
z3c23kHZ_|}ZowipmDjq=ZrmV7`r4JXz%kqy=`xFElf%*Hy&6Ski)MhupuAoYZ>#9F
z<84(lY5|qow5_`K9D|wshCD~_2pFsFGa<K~_A;cGbdrXNG|*%Wk~zmH>HNq(J92l?
zQI2-db~EgP_Q{i8u!HtB_c3yxUPgZuM-agX10$R~Vjq~zL7!6Y>yl@W^vzbnh@OnR
zfEbM2bWr{SE`en1YTmB2tL$3Fj{#Ybu5-|H8MI%8(RnTQ!;!rJvyyiA;jUhlJ+hBN
zs`Sn5f|;bRYp@R}C)0)j0(|nuYle1EGo$vr76E+v4Kwn{-{?_=z06drIHZ5p6}2F}
z!d^Vp+5oCenyjVJ1ZwTJSJjfa4UwSppxp(dM-lBZ)rxZ>MMrN?kZW;auU?-&*_989
z47x@YthZ5!Yp}Xxl_QEK>c@bZvX+u&v8Vy2h+sDGDS@u$X{H8uQ-c+%CVi2sh-gJ4
znT<kv8P?K^ISbA~IlwnT>sEh@bMo98F>i2W0-7L?2xLSd=DBf*%=JRC&=l70Y8IP7
z1MTItZIP{xMu6?Mi;Zqh%!};hP#)Mz7=|qs_M)j)*xO{#!7^+4OfXWy43o=MVCuDV
zagEK5q+MVJyLb79#DW6HuoZ<Sm)qXh+yFBQ9dt5SB6JptjiwghGHibrI9DY?b;b;`
zrg}!LOWPv0h`?dH-PH)&jx;qpB3+JV%5hi^q@mHH_#yA)b50Dgc}sIEe1TasHHb}e
z2eHn3``Yg9XoXqB`@~5E9lc|EcTExtTVMt$jV*2#G|p^lamXrz%BkP@ZzthllT08}
z3f!e1JJ7<u7Bt}Fa<_lo-JCnvEFz@=xRxmEikpignpbOf&x>>~a99VYG`hQ*OfHjN
z93zr1x_BZf4Q?JPUCoWeISEAfpkoqrm};9qmjPf=gKI$JU>O%Th{?UkdKXA=skj<Y
zGZwNPcUQTo!C`7>fL^d3bEL`5!`;-{NR*4X-Ew(9<>33_*64q#g0+YkP^4P{5umkk
zj%WsN?IuPmbDz-20d=UV){P=vF45)2K%%7xCIk35w-8rCZtz)b6&vS(5D7k0;~cuS
z2*{<}A<!ZVMY98@Fc!*7U>tahCi2zn0&R590&C+f0WO2fl<fkqH47Xr7uP(k0m6bw
zZz?iTQ8$7n6DEI@kd^}g$rDu;G7;9(Pn>(9wRe`nGSovq9aed=l0pT_Dr?>415*_A
z1C=FKHxrr#gJko#68r~81x1+0TS|bvcF?LwvfAWks%w4Xq3cV?(#QdU$;+UJx?K_$
z%>(pmWO`+!0{v*|M`dv<Eg)z&2Q<jT3bLIcC4f2*Ew6uJDY^0npbn@^z7e{S2491-
z%%OXd!=Z_|Pe>FRMN%UByswmlk8BW0aX1KiB}GJ5P|z+JFkzQK2JgoTA13*uA)gYu
zh2h<5`cY7t$(Xz){%*$mxCd1EIA`|#5uG8s-0HJRpWV%gbkB8ITjW)O&x4!5qk`vd
zuAte*Ot60j(X0SJ2HOX#GP$d)5Jc$Sw#r<cBzp&<mAFVmMW92z3JO7PBo<@xg}}7L
zVmAZL!J2rEL0Bnfk()})>SeG3yghM7dOs~VdRKEpiyWwd%P1>y97&A?Drgmz?K0w;
zs%!a3&Oucs&b{2~(_;C1nRRe{Ik8E_04J4X%r$>F$Ww63W!;GLeJ`^r@4L#S{GTCH
z`lRVr(J|tU;*|dx6)Ov9k}R%Cj0|~_>?bA>n|8T~YwMk*BNnQS3xIwDkd_TZX8WiF
z-mC#q$_Z*E?V(LDHw7U_7Mn!_1A3TyRaR{c4C;ZJtC8|7`1E<blx}&p%mkoYZISid
zH|&2~Eo<j;s{?99q%^>kB2s*or14p)_8zbA124-|b@!k+2#f@JaS$SD^<pjLz+5B`
z7~@QOVAmMR&p03z+O9FZSP|!&z>^7#WsJ+E8Swwa{l5UG4n&hn<Z#{F;a&^!09pIp
ze?)n2uOIF9N!f4kPC9+&pw4$|@=5+eVv~Q0C_o~}ckOkb&!OqWFvid>Vv56i!wByc
z11_P%I<R(tZ>`j%eQWROt*%`Qy@XTONhEP&xbtylQX&cKC^n+w9adkWyOv0IBL%n7
zYBIG$o|TUw+k!yZPC}K5%vQ!xC+C8Mr@gU}`XPFZ34>g!l4Qql0uc2kJPwVM4?};V
z@0<ZKfV0$&i_CVwxuVbe=O~Blsu&3JP^w)flRf~3TqXk?G~C^ky}mJ#_CXXE;(W8n
z4!XfO<#~j9E#sP81xz3(GIds@nw;_m4p@h*|7qAn)`OSoLvzIyX2Od;R4=ZCbRl1K
zn@n}!6d~02p(#-gmkUCwOC+bMX|;dyHyOlzC^?Gc2PBsnoF5$pXSLxS+9;xUjeXwJ
zQRLt>gm=Rr-sOOo)La9I`%v3`(Gr!zGiAkt58X>2f@mztgm7^_+^#y;3^*>rU<^U;
zqldJ0Q4R_P2--&ovU^vJTUoQxu`H|1_+XaTxHRjuu`}bQ(V5{jF3C7;T%3RDHFl(X
zjf-sc#)USoaY5Q?<NP$QabBv|*q+>GoSW=5wk11_t;vPPIVoOaOUg}Sb4r=9DXHGr
znB+A!B$gRxC!RLeCwh&u5;Kf-qrJwNqw0+_MtO~nQEkRrYrS#0b)RvX)oZMIz-z2d
zs5e$6oHkY_c#Rb!yNu-{y~cksxKEAu8mGj0jinZ^ak8b$ILTr+mW=Qki$$+-V(e*S
zQLNWk7+Y^FFz++wo4v+7<4t3((QC9DPa7wgyv7_;n{j-M*ElZPYaAQpG>(b#8ndIy
zjG6Xp8TH0ATbVH>*=kG}S!Ns=92s60A353>2PiDMi14}*5h+G7+-QG{4fh(&#x|n~
zpc<pXLh53|qKwg@USm{<*BF@^Zk!pG6_PnKg49AuEjT<U#5*G}#ZVKFqOUPH^bWsN
zZ4IBw)o2}@!=GEveZ#T-UR{kQRb8V<6>9KoRHJjK9fIRM;TwTLjt;aQokiauP7m=j
zRawKPGBrvE<M3zJGv9wOtRAs;JCFPDZg;hHa-YImIoYi$pXtWi+?Fcx4F?yuu+5EX
zX3VVZ#dw#a`=N(Wblzn5?yA~zEP^WJvP^zOZ7;{}a^!U)E3#Uxop7gB(y&^6z4A96
zb|KQFWngTmQ(kJ7dxtmg(}M>pcg=!E7!rbzhQEkHNa2c65JG?6zd*T7?ox<Xg8pEr
ze}xb_fli@=a2-b*;W`bqCFn`?Fggi6H_$@lLXV;OXcu}MtwK+uhwvD*8G4RF|JSG+
zt-!_by$X7c0G#u5bvN3L9t9Xr0}MB;JC2^EkX8YF85+6og^{OVY!x~NSkIzOXeT-Z
z(3hYtv=#6_j-G!(Yta_810A6CGk|XeT8FlweSmW%%pzm^0bY-Aja|j7QII!_Il}e~
zdvx{yDyG*790gYaUWA{*ui#Jd-xw_u%QP|DnAg}awvv5}{X3`QmT~WM5})Y1)(A==
zM{o(R3;$HaC~_2=6(<yz6}OaHWvp_Ba+~rkrKFmwa;blAsruC;)s^bw>YuCsp^4CB
zz*P=c6I>UxNSmeItbI*;$8U|_1;3AU23@gkhVGQ^WB)M!dH#L=f6-^@7wM1c-wKEc
zC=J*d;Qnu~Pw#&j5WUp@53VSBB^vU4S2bL%aIN^a%Qfsee4pzrdVLI6zo9=cF|Y})
zje&dr53YYBfu{m52EGp02mf~$B2Uy0djE(wgAK6AABEV}7%LQh8Yjaz!FW;wY-^H|
zQ?SU|*t85=YDjR9AjZbw!i9-%eo|mdEi6p672t!M>CU;Lv15x0Crm&T=2rGNbCSYT
zApJ!icX2F%ml|<16`-*qYlecy#<g3RSWCNwzvzGY8>1%$@u<~%Tgc?!Mj8}~B2hfD
zp;&vs$f(3vKWBv2AfU)dE#e8V)Fk~osS~WJ?+};+q@|~2gvJWNK_Rx(jP$fP3l?$U
ze=~+3KKS^-$9F%v_mPUy(u(TJ3bv&GS9@9O`~!y%KECJBo<qKF{_Sr*`slmwKKkgJ
z<tKkno_zM%lP69!-I)Y5L;r{0efQx<->f)s^5p50r%#+DZznpuxA`~uo5+Ha(Kuwa
zhbv+-S!77|SH|%g4H_Myaq8916vUD}5Ef@Ag=QN<v&kl6Fi@(%IXKg%!wM|M>liUM
z5vQj?Pa;EZfjUOsKqjVJ3C)4gIHqI46E%M)H{yetMPVmQb4s!0_s`q+o$uWF?vkmy
zTav2NX7+?n?HGGx^R}1srKe^tsVrT)q@BMxd1v#+3zMW}_LI$<KdqL2-#gZkQg?2{
zyhF>f(&n$8)UvCz|A*1Fi>5yK&<s0gon2GfHMMZV^fK~B7^6z*3KIh|)+6<KKaPKh
z7c?a>Edpp4fW`<MD#odCW$u>NC->~l-7x!!)-AbA%1La;v8!H^l7DzgdQ-a9wE{;%
z&PU+o06aCo3n1_qCy$b>z>**}R)`r9ut_zJw}nJtMxEQ;_C&*m+`J8qPquaEGPWM+
zRq2n**W*~6`P4By4v$#BTKb)ImB4>=Fk3h^_<tRWwCj15f>Uc)Kg?(~g0c&tBv41n
zch(Zh2P!l;KG2fMv&@b-ydy%|^8L~0kDvIvv@HsE#|uGHXXn{?=|u-_kq$d>Vf@)n
z{1BzP4Sm6l<X!=N)m>1lRJ?$aY_<R!fHeo31H=Gxx;enc?8JwqmhDmtKD>XO4cR8u
z;uG8ODZ0K&`X^om{#=c;=lL!SWPzC^r&vODj6%#|GVww`LuRgdP4Gyw`s>h=<2@zi
zz0VaRSqAuHCXZPRTBq!#D?tM3=HN>FH~jJb{qh`Y-{{XkpZYwj(h#jnPRSf*%?Aro
zY(+)3l!Cd#Y#5W6$b3j`SaW{?tQRZM1Q3V{42t>CbL(lw%wHr{K<&NFdz-U@&g+p0
z=`Th5@y=l0kLowE%^*gH0T1Y}fnYW8K?b71hV(QhPK*^8&YH2bZ^N-)wa@<LnP+}I
zxBs)89ZQz%n2_V@>~xK1J~=0Sd2P-)T=Df^aK-cIrL(u+k^Z)I3)X+%d=vX`-!6R%
zw89aKc@JpuL&0{nMy(dKoD*rO2TM%?QJBR5VnRCXkK?h8dG9D@S!2e?p6Pg}i_?y+
znP@SMHg8#iQvlW+gg6oWPc#a(Yt#nb8OcONVFC=ip^a=P0jJ{}*bO0G5ud}@sNE8S
z4K{OPe;(et@W9l4E82gL);Pv&f5Nf#wfS|&JEUvOS3B@Si=ORiS+l7)Z*fZLsQNQ2
zmcH@oLg`fn;ddSIFaq!<BBR}(=c1y((Ty0zI|H>oPJ*Mb8M2AK5?sMDPT*^NdJLu>
zEfEr`bXzL*2x2VEiO+$75caR7+v?7oUH-$%ORvwE`RkS&=bC?C*tmD!^5fI@ub<kr
zIIFt+i@mpQag9y8XBw0t7xu1yt;1qHJlgi8YxaYgyNcFN?^tQdvN&^QyhCL@3iz{t
ze+l$8gitDkfX-vg7!;h7ky%a%1q&c1AW{Rs&@zJrm`ssyiCgg7qn`0h-*dl}HZdHF
zm4PYY(s*1YJ%@j*cCx?gx8hGT9aD;8M><5$2C9pjfj7}0Uo#Tz0TJQhAt6SDlrfQ<
z(_cA^JAj57Ug|x(@o@x%6$m!T=3vHl;Nz7Wzdz-CEx+XbrjDLj=db4MPp-~le&e}h
ziCe+0oAb){gC9OPa^#UwX%qJ>+WTaXHj_DXNSde&pgezA3iKp{tYT3L;ejC_At5A0
z5M%tDegZGkV*q+64+7J2Sdc<!a3UtkuCNU$4ES~i(^y2r6&w`9EVa}g`s~Tkb7L*D
zlP~|OUZF8IY@gZna{J=<9-e=pdlJ6A?diSyTJ~4Qm#<=$Z0`T?=~*iE!+zSM(pS%=
zRwU1T{h@zHK3-mV^joRtjC=Qqs&%<}+m;pq|7L;AMgji>6lhoR48snZ2jQ0)gO3Wv
zIF_mH|BQXl^DG~8sO!#KVEM$Z6JVc4(8_Tr!mhK1DKj`E>iwKa$hXmeq0j}wjbVHn
z8y>V+U&u|wNm$3wz!if-sR=Q~pl(w(meoH}yZnFGyC45>$+TV7B`YT`xqj`)Q-_Y1
z?wmcMZbJbcx9niax~Zkh3J&mZmp{J5(cK(xU9h)h_4$TbXIIZTu)s31b^FYY$18s9
zS-fY@vXYM45q@#Ama&_b%qwl5Y%)!mH)-Bt*-w4NS%%~mVDQO}2e}Q?BUyKYbnK9I
z89;w^2V*hFPu@j{tXqi;XR$aAeg33%k!Wd2e(~4!f;OhnRk!}9?VayGwBSN_iDc-0
zX4n4K0~H`Rc4Bw`M^DevsCWDM{{#m=mt2uD_w}8Re6phQ*xzvNnX`LNRIba*+txV|
z4drKC6U~S8mxBEjPM;UQ*N+F>&!^w(+u46B#bd`77v$tn*trmUx&St@Wy7T)ox+Lv
zE;R{^*#!Dv47w}%tJ4{>a!u=kM~dq3f|T@vg7lPvuS1J_dP>TA&lEG?4kBQX(fdbs
z9MvBy@uo(jC?;r}+CbLFYa2-}siF+?r<kGwUD7ep_%6(*n92E5XO7&ms`;^rV=8}N
zS$6f8;}%WMD~jmNOG_y%Oi9bb2h++sTe5Oz*5%IaNENqOGhXhQwQ1q_tQtp-S^D{1
zIqEX+MBx&D0p+4Hlwc1mDJ=~NwB)c(RbgQ?&uhC9(;<*YyaVwA=p<PtwH43`hG>OI
z-HWUYA)zd>UY{~BBg9yaWIzUvq-lS_Wa0=K`$pJOIRlonw?N_zbXd4#t=;69wMe6i
z+c*F4$@#B#J5HnqVP;BZ{><dZq;K74rEgzs*n`90TJ;A<?MIuwl}=q;{(GGJ=5O%i
zpZ@suy!xdJmD=d4(QWI;Fdxl+e$TW8lgirOdv?ov%VP}ELQA}6!Q}Sd1uuVN-L6G%
zO1FF7k^XQXBX*-D>3LlJ^;KN(^`>6w1?jQwHD?~iyvncXu>3ne-jBZmnY#h9CO<#c
z0RDn!oC;P+rA7?|Ox{eAcx+Q)Hj#lmRl#zzE_g1Uf0h~dD3c|%pB5scRO-+W<r)0G
zl+0hbQ^2(0n}*8T$b^c*Fv)+0NUnSX{L&ThOMnUTWw1z<GB7YI3Pl@~&Pc=zc~Tnp
z0?j5aSdM+NmoW#LsrR(vaBP+xjCcbd!NBC)H8UIbSFio!VM%oghrPV-?92T)`PHK(
z$F}hopT1tRwKhQQU%tCz>*d*O{<@WG7kM7`eDdhVs$~;syjcr=?`?moxB5#c9CSjj
z8q8*5Nd`_6n0sU!5~@hVZ1&2lTZ=nCf41ql%5wM0-$}nZFzY<#Pj<XpRZ!H!r&m4k
z>5e|>+x_P7{V~xm;L0zK<G>pWM<whwB?0e&AAAMy1J3V&SuZfo0A4vPkK#mgfEkoX
z0hyB(2iQz7{epD*JE?yYzwkSpclP`y&!r#U!{BF`KmV8Xd=G!|m~{2q>#(687vcxx
zybf@%{{S2s6mHiFDiwx!;8bJfkozMUP5?<>X<`4-|8q9cvxb@N`3VCD#e-7(e$Quj
z!%`9J9)Lwb4M2j-%LfTNPf;+lJjVct=gR{!pZP4{vzgFhhRuHm`LWI@UNxK+Yz`P?
z^8lAgARQ0_P?(Lqo!=e&qx8nn^SJ8kRllvzt$20rdGFR`cdj?@8Y7)%B+uCRxQn>r
z%g=D-i=z|vi>dpizrS!v`u1R`9=|fU7d~o$FG`l>HNbw%-^CZQ8^~yE@NMIxPI=I&
zQ!F~g^m@wRIJkd@>F~k9PMSAspU0rWlpDz@BsaNnisZ})d+Vh2cpg3LXfME7M?q3|
zn8OZBSYSG+xF)qU(lp7MRiAZwW{<R9r`@C0jG8x#KXYgH_6v>yy16d^mX5?{mQm_B
z-fuYN^k``ov4Ro~t`^%c_r;r@Zx5e3mAzstKK+L0GV_1NPS17NLVWIqJp3!qmI2xR
z2yl6%y9oPWkql4Xi8=VjDP}wD<`0K_a|N=WP!whN*Jy(=r_`w#XQ*CD7Y$N@MX+2#
z2hd;(kdtx|vy-J@B`0u4`tf@T{Oda>IDu74{=6<>*^c7=7XIRocJ7rslh_lvn;x{@
z`Q9h134nhukmwzwRRwBb!>WM|XUiKN!Ub6f$ZNuD{hujWC4b~qHbTJ&{8QXJDQh1p
z>F)ysS>lERcD9Vf1)`Hz;4Bj$pJjBcGlW;&bCyZOK5gWN4l{a&XeEDT+Q~c5obvQk
z?Z=}(`w%BQ`s31hzdd>C!?}O`@zlrjnNLniU%h{^V8IO>a`G0gymDDO`}t+*Z~OOS
z{be`_PuMGchh#s%wZi_i5SL+x{wkG5r)8X);g*G|Gi1OGhygroQ_gakA^^jW-}cE<
z=T6~8uRXc*#rn(q#ZTUy)w90DbCtii$MfvCt&8_QEXTmL($jRWA>e&M>ti7>bBf4F
zUQK^C{0{NDzD)}XIQPX0|9R(4S9jyu@1)QDBK`gY11?A(zm+IGf+sQmnF|Aaco+EK
zkHS#2U8gh{v|3$&Klm%1a`>TWSON-kng=*SVgplk;j5+9+os?>uS<_f@1MdOe)Hw|
zljr%1j*Aa1eY_#U)4?=(j_?=vdEVQ*>%e~+*%!2f|Ht5$l0cvJdK5HjWVpbMh-RHy
zPBqM`urJjeI%PmTksZhi6mpEG$!-k8;SFCtQMG?f(&P`8Ejm<|_vq$XyBboK|6==t
zZ&an1_14#KD9C+y*@g@CxO?NJ27OG(F=P7Jj;WL9R3(|qS~k}_*y9*w*=rt^*;0Qv
zrM1kO)c%M}s{wda1w2xa++M-5+>i(Mc`Qio&CK@GQW}>lW$>nh2kE*OK+hwn4e2ih
zsu-tkn3faQBbpF(LULLYz(=g@e@XgQ`uz0u*S4Gng#A+=|N9Oc_Yd|=|CGybHJ<Hc
zFHpGT$Enw;KLUDG47emGBhy3VM4o>i*l-LJN}g<R*FE2z_I!5^PYX6jsMQg%!MIv}
zs?a}v%)F+=#OC>9*;fE&3_^-RfSCXpiB1_hg7r^`(F0t6pBBi65CS`qjn}b632cEe
zY-kQkyd9}9nSqKzY2|6@Q@>CMGK?l5)KB{2w6v!8D{XLqPT=){p?+9#78`$bVS)aF
zA}CV-6(NQF;DMScWBvWdlujGfp8$l-Pjpn5$Hmvw&KS+^=wFmnH@!?uS+HyZyC3Kj
zVDE=$3;|!v@ERqD)x;Nbcl%->R7El;aKwkMN)JjM&*MKyV}FVl;*JZ_IA$|M$veyy
z&kM{%&%{BVt^~MB@CI6eMIe7<1>@v=Y?b$JBaQ&unDMy#k`#VQ3cJjF$b8bj!Sg1Q
z#BP;!Wh%far12W8UBPiYk&RN0{Upf^u*pw1=y}l0751yxK#!7rqyILW(8V1&)b*qM
z?C-dAg_%!vPWL<s`2vPqnQD$NX<+6{WASzA6D&$sgge{rgvt1A(iMOFFW)+(VChps
z`hX_XOrMjPZLr`I{JJ#eGXLeae*rtOw_m!+c6*EEXIu=DQ-X9e+ugsM-7ei+P5eZ?
z_cr@BHv>hZkw~-~6c&pnCNL0bG)_+K3`Gk0QLB6;m!A-XKxl{`JkpJ@WDXra;NXFM
z4~dzQ*Irs_QYN-+n%#f$xC4VUf4Zt;+TkMGq*rip&&?Cg`n{LA8Sbl|(4*rj5{h;$
zeA=y4=I?T*#;%LY@LW?Umo2EDar7wlWoN;sbP7S>Yeyi9Jtzb@gVjz$pwZ~Baq?Vf
zs8TWbh>3hzsTm3i8}TKE0N>*bQ2{arpAwA+pJLZ27}e-go8N!^VevaVHujA6i(P@g
zSiW<->*Ax2J|YB3tMk{1lUk+Eq(8kNZEP&sCj@z}%zE)*)qB6a_5Lq^4Ki^8@Ah(a
zz&rgVe;^_h4W2If!Sn82&ditkGOhdnu&(<r2Pz*;Nlo39?R;c%$)1JNcV=g94O(^Q
zr8hjQ%;7tNOih0;?dZPJYzf~V6(jp}z{jNnA3|k51gM>Q<kYB*MnT~W3<?XA(GTYX
zAIk*j4dkIos4bCZMpSh1sTt!jl^RHkNq_&lf4)0?W4%esDUWXnR~Tn+n&95M<I<yt
z9tpxxI1J*7IdMvgaX~D;^sn28Q_7QEH?GJ0?ABLrzx99dAYFmLhfv7+!8#%Z0jcyF
zXP8fW=rKf&Gtt;Q$OKt`4CKXv!kox3H9K$2^Jv)1C+9vjt?F3Ek*_u`|8P(D5r3ut
zk6pplt@+)7wyST&S@v3DH{5x?7qdIJojKfepi1^}tWGdOqyrx(@EC^*&Oj}8vTADO
zgd5q^z{Gz5F+KAxu?RpB^N94#@oU#A4=<k3KGGUnGivrs9KgQbKZbq1JhR00TxE!E
zlO}NWrgC!bGD<;Q5?2rLZ33E%M%zPTwRXEn$j(kkKoOy#MS%)uGV&krtu{Hxz7D~b
zP(WX#WRh*m-}HG14mAfW=<5qHHeObfvGk=3XYqdpMk}W36B6iq;6<c{fB(T>HZ8S|
z&o7)dzv=Sk=&>0=c*R>WBR{>C2zh4wq_nH&UzR?Q{<`hFW8Bi}mnJP5d+_4&6|0sz
zSFe$RezK=+Z&*-y+PIkyh&>(4dTM!<Fh4wgQU23cm63T?Q(VBo-50NI%xs&Ommiuq
zBj0~9i(RmybM@-=s}`>SexC(jm<xIsLHHekoc`fzC&vc{s)p=v$Oh#{b|hn!AJq|8
zTf_01*!C@xH}^W8Ub|t{o(adn+>%CC#EvOTsCMu4WH2vp-!|*QM$fB&g+Wh&Gn>o*
zfxc(cU*goP;AE(1-=z^(3>f~N3fCO3Nf>`SHo=;m%@zOH#}(tp(z7x%GBUH$L07%I
zr63ARkD^GF4T{hRaEOovM!*FQJr$PE5rM-VqgZXFQAYd7g6iY;&HmX|8I2U=uimQG
zl(umH`cc#JaH*m(E1hDbew*-W1nk0qO!hzn@CptY8l|B2^8@o$3v#vracG#+$|QdQ
zPCj+uYJpJ%S480juSyf~hc~3P-OmU?{U40%92L=O#G9p2o}G+hl|;NF#f7H{LG=6t
zR*BW}`N>Q&`Dr~p19OCHV5{+Hq&+k$dW3}w3^c32Qq2lygaD~bxLQ7U&@3n*bkOAo
z$eKqgK7U3|2%%KKA#lTd&GUUvcP@W<a`!W~Ia3yH9t*BSWo}thwDx42D&q=Q_tT$w
zQkmDgyZg?29%o*6EE_wccZ25&SNwSP)RD7h&z^+_`IQUw1ry!!7o5BfTz!B_h3?j^
zdq|>mFpYh6TvX}z|6+2lVt`7+U?C{ObQl;b7D}psiin7Sprm3lcIT=*y7szu7uelv
zcVb{CcA<XX=Uyh@^ZVoH>$UqDX3l-?6DQv1ea@Y+kKSkXA~UV|p+?dhhp+A{suVdl
zf5h30X$}3#+)_W=<n+gc;enGbdfi`W_{XvFstXs6SB~&>SIt>gMze8Q!iOpU)rxu{
zjr?@et|GoRDe7W=;M4v8{If40sQIa*{eM2r_X_*`EB$5ppf9z~e>;2q$=N-*LoWZ9
z@mq32?ltyhxxF#fk`5W1%f*j8x8~yU<KC)s_m>u?etesjEXi&;sL}DtTbj<<yWHCC
z-$v8*S%wckj-~8bnX*yaFS5(|&(&6}+1TX7t|RBB8WM)Q%q?oWv+?sv&p+6&m^LZQ
zuE4%tJAJDc7q6_HvuH=WcEO;%m$p6|dVR-vuW11zkE@oZNv^$Ec<6pdn`%ildlghm
z`t5W4{vU;XKQ42#yPvTkw`2D|Dx6kSyjycmr7M2#uH<MBL=Vp}{8(Ag{&eBl(65&k
z?K<=3!wlD^4aVJ%K9Se0LwAomt@ld$_gnDs=z;t=r<HrOlMWQU4o}(tZBNU)y$V(j
z7<>CCHRv~}@n`aE^%48j`5wo<PTHmO)+u}&zddy8iW_TL{r2X?>%y#Oc+Gi!wn@LH
z_B$Wu9X~(o-iq9o9iw@jn`DS#^|@;9htpQ3jte`I`0MpYMbW2_rXlmDF5CRD$*#=-
zx1;ag8q&MfugAxuqH=3~xaGd#`_C0mp4N}A*|cl^uExWny5By;H(mSl!NclL+MabB
z7`MDqMnT&gef%3;wUjs0-6H=6q_%Spzv%V$-lKhI7e1Nt$ZpZO`}QvDzf`Q(ig)jC
z(0cq?$Fux@oBya(J*7-;`Po-&Ta9ROc>Bp`xpSWH=~t!stm~sQR<L;At827h9gn}g
zdvK?B`hgtH(5`tq%5047RVT8C{9C<IQT8u9b&=<K{qf+xz_|M(+}v{bDox&{M&3T$
zc}u0-oB^3l0@p_#=r?20&W9(qt~wsRC+f_e#S33|e`z?E(kK0K(ZWw<+`j(`@sRk8
zw^=h{g4_4|WvADf_m!P#;e0%(z0K48HbG$xw?{6!w|I8njAM&Gk6slPw&Ya2+qW%M
z?~n6nGx1UVQAH!)+>aP_wO;EnYnv_&`_WrbbLqHom#15waLsYcau|8O%<x^ut94xX
zsmp;2Eet&mJumZT=G(mu3_pu**7^RdS5L366~`y!H~ziWkm<1LQLBGG1udGBeO&g^
z_H>8(W5);1>pbiJ^9pOHPaC$`N4j_Q`i_0N4$G~3zW>xI{Uc``Ia8+gnnneO&adfp
z&*}Z0w)GC~D%WtX(~jAmKUV4gJNRI1_Q^vPqi61pKHN8XckO`%cYWJySLAJyd39WE
zP?dH6Qgri!TXy8>6`LKsX2$+8NOdvBqw(n(f5uq-3iPoZ|Ge<v0I%rBo*(va`&#bI
z!XLv5CpK8oiq-n?ZAkm63%2c1uhG@+(<=GgnZ29SHt#tb+5gk>&>2@{>kO3_Wo&M>
z{MnPa?Um_nv%j>lT~Xy=^TAzhpGCGG@q3%??Tf#M9XCAKb?VONg>f(Jx9o5Z|1$f7
zY>aYnvnES^>qi)t@44^pa%OD>gNLk<clYrJo}FwrX2icIPONyaQ5DdmO@*oN&s{ls
z^h%AdAMQT?VR-Xrk>{bQ+fSx)4R=KSLihfq^%EDULMm0bTJ7?wmOp}8j=QR^)41b`
zV=<%k4R#+6adWMuHMBR>en0eL%aztCeLa=@#JUqleQ^DF@xz>6eIEu}Ee%;3H`wcy
z{|LWHL)T=@4y*8_u=$s>)i3Pzt$wNJ$@X(sRbEgh*?DY6*>zUa@72p`-@+lQ)1TM2
zt47awl3ycwOVxW7Ci@O>@M}EbVZ)qvKgZk;2y&SIHs;15YyN3c<M^9{%lMzQHYjSS
zMy?xmc+H##W2@_`_IWn`(6a0?=hn=9I<e2Wgl$XiFDNTt`PYw$7c1Q!p02jul<*v=
zchjtdDxOo6*@Jg4xU#eFz{{_uMNNDDZCvh^!!B>?#3xO;eDlh+n==>8Pt1$&`=m<I
z#y``Z_#Jo|e8uMH#yX?-P0o0}t-{?8^WI*XxlLuTcH8`4%Ig~)7rsb2d0M&Yy|&Fb
z?{8B)>NPtNuvI%ClC_NOQ+L?h=PTYijSg8I<+}8Gr5>zt#IHry4&IiQ@mjn;?@O0?
z`S-_04BT|Uqe=76?*G2H=A`)0``eVTb4%tsw8~zjz;C6rs8g^~cQT`+`dYuTU!?<2
z{!!(ob%maa$z?MQ%I3>5H`!!My8fIjl{7iO_wYRj$F(DUI=&dP^52gOht=Lt`BnMl
zm%p~{+xUmP&$ZJ%0|S;+FZW%sWYqPGtF}3vn2~bkuLJXMU%owi_R~)57BBg`@r)ZI
zzsx9-e~houHu;ae-TwIVO|R+;XT7Mr@a$LiAi36r4haVCa+3?^$5nml>w3+w$>CbG
z=8ErL^$mC5BOWimt{ipekLfj!rN3!-XVH&qF3r!)TJrPR1;_8vs?NcNoc;cF2EKPG
zjEr71O7HvaMWfR#-hO@IGWpolP3M+dH$5C~Ka+d<^+n@3<6k~*++cC7x1X-cLksHc
zZ#*IM>)1_hRvFUoFG7M3JXzQFNKsaZ--{Mg3>P~*YW;e(%~}5dkMK_Zr?$@vR)0J*
zYMA4h`D1Fe+`y|3@3ZUoc=O7#XUF{NyW88one~@l7oPrGP{(Wgip^W?rj5!-wmq1#
zO6k_RQ-kVV2QD4AJ+JIW&GtVeJ6iRxe&+euUsc@C1-c&}`y)7nd#xFn_s6ZkK4n**
z`sg&J{^3`OuWmh>?CjU;?6YBA@1~?=ou601XX~m#9Tp`zEdK5K%BsrAA8*Gtv-9&^
z*`(vY)$9*0N?mVr{J-Gp-u{=Z@MWnh|J*R{{i^{x!=C>=E;#y+p}Xhg-?kcB@3Ggi
z@;`mIj*6O{*Pss9*qU89!d0?W$fPQ@UM|PicI%{ag-oqt)4Vx*>x{6lELldnj6L|u
z`Q^nn<g%T4|G}B*F&z`*6EfL@Hr(Hqe;2*69+%UO3$c7Jq#f70l1?V^QK?lDtxm@F
zx8ph(lq!|n{C(gWnO@=NCn;{hAH48&#E?|y>qCC$OIy#ZZOxZ!S@_2&{G#>DKdffz
zhK#&#RrptnS>=4&Yy2-Z^`BDX&#jIBx^`-3NLZ7}wVPzEUE6QN$^pHv2HyFYUcdk4
zHOJ?pYvq=s=l&amz1M9_@|?VAcWybu$Gl2~?{$j<8((gI>tVs|5l^#<_P-sG;y$T*
zh}(#%gKurytJv0bNyg{OvxYkCd$HowvH2_F-zL`e&Yn3jPa3$mTVHN~Rcy*~>l4$1
zI!O=g|EOA-A9(cJ6Z`9d{=V8?ehs_a`k<Vx&;IW6q<58@7Z&EMZ*CiMV5IHeO$H6U
z_FuDih6XisL35%T@6hcU{_fd|nkPF{Ta(`Y+O##&iRW(|opktQ_gzg5uFXE~P5iXA
zDEmRBCjrk}ubp&#HGbl>THE>V*WR69nLn~h#Y>YiM_+HSF!%SoJ4ZU)y#46kdh74#
z&)J=Kl{l6iwQ}{M;|b%=1<(ARIJ&~~D&K8hEUSC<Vx!ZlV+WTTmh{-ZpjDp}uUa~-
zvYH&c@QEyCVU>`1wJzKqJG8aemoV+XQ1@?M?AB^GpO`6^5(^_vU22`vC(*f2o$Buu
zeLQW>wzza(bE)OfrU4T)?Q{0{f6M&iy|Q!FzdrG+?u|bin4sidJDqB2<M6r+b7<Dq
zu&&0ao)vs9B@UhPX64(<RhQj1xGc_a_|Z0D$k;Y5%C>l;|6XS2ud*ZN{o*DrDl<K-
z<AymgyKQ#POVt0A)}3+j$iV`a5raPb+!HZyoLlI#>fggYMlZYm%yB5oFFLrT;^uDB
zP8XI|&F}Y5)miPA@sATjG8c4Nyy{tC(-~o9&QEY$UUAu6>%V+<SDyamV%ue>+%M!k
zZ*SOs0No}2_v|nJsQz*P<SkPiel(ftx2sONuHMkiF@>!=rgaP5l6B$D=p|Vm=k^}l
zVUw>b)8oxQ2mU><iaoRGux+U3=!hwMPUBJLo(*c9F2Ai;%~zwN6Ko$I{=0ByLd~~!
z&0~GGI)x@4o#4U-Zr<eDF0j?|fREt^;}&I?@oWEPOCy6jzUp^g4L`qS@9YZ?`33w|
zpN`%7{<+;v+qxZgtaJ*!>XrDj=a4=>H-38l=|E)jz1eBaa@__$zwCQ<pX$fMZNAwv
z8jhPAH7~W|Y55%W4gZgx4T6^K-ET8Lsm1Ft*;D=6KYboDbkr}$S|k3>uDXBt#9!n5
zS{@kp^Rwh<{kvtee^=OU@bkYnGH8E?13}IGo8I|%(*^g#p4tfcBLDUK+MO?ZdDF$3
z2Y<_&1w{X|#N&3;GVTZ3H(!?0DzE#;w;$VnY%+CK^YM8HDxdAS?B&D-9{6&Tldo3n
z+g|lo;Dzj0o2_20uKQ1cZc&Rl=P!r6dfX)DWzvoE|4rOnv)j0<p3lRpWdux|^<$Rd
zt>2ihUyFVZ`}KS6)8A89oNxNi_bY>(UuJvQ9Pk~Hvv}!(Gbd`@7$TjJk?yf^Op`Nr
zkBt~J?C<jrmM=Y0<p0at5H)xC<h8XrNB?qPy6KnwvthTNE%LcFx7^v^q1!(nm~(Ew
zyVss&&3@Kznr-D-_x0AHJ9|k^7wxxQe(Olxbvcfc&n6hgA8z9lYv=RfN7SSlGc@-G
zyw4eUW&8AsWePUDahr18Z^OH(BQozlV}E_hS=v6K`7D>lS7TVw0QbPvkqZNAy=l7N
zrE=@+Mfc(>g!yD_QOr-1^~&0EbKSlvK0X1>*0pUrVSL-^_??^a!x~rJ9j1*8Y8#)W
z%eZ9IDroWDk&6RsFTZLyGI~_-jU%TztaS|ue6Vh|%U?PAr76Mxom%_*&Z5=(ihR0W
zyT4=m*lDd2pN?#(c`|v;w-<@ql#xoq*8CousxRO8sNJ#~k{90FZHBcT^R`#Oi;AwJ
zR~;GfGh%VDZ|8QyBnFrFo$eHDK3u;}Tvoe&?VoB_|5WsJT;Q_5!S=sK{TJeV#xQlq
z%?ca#?yhs{!^3&&3TCc~+kL_@V_xk~y;J61*)Xe-$D4O=U2?nTx!luc*1q-JaZ0(0
zcmMi1euYc6<H)`IjqYo{jvFyDx=OvktT#VT=AWFm>-e1~2@aozwsE@i<4l*UVSk@I
z-6Fl-!}XPO7VN8I^B`u^hDHhNx)x6T_g<g3hZpzWYViJ?Y+cx7^soN90TUa>jI&GH
zpq#dGK&4F`j$a-AICzDRbn=GL+qTtTrq9@IP<#Jfwb`I`%g#Q0vwrI#>$ky2Zp^Wb
zO}i0VrF-)2{<Gx&g-mG~;=1|3^?&#6^W3xB?@GS9=A)fgDtDKCJaK1)+r5O<x!qN_
zkE>^0J@jjC&heXp{l6LBXbPSsyiN^xxq020YTi3e=bn9V@ldl)!xZv7*WE5-rdJ*B
zf5hf`!kKGc&(CHr+xPri#`=W~ll>y1gB`9uIkq5W-#NF5Zzg+1hc`<cRjFl``#?!X
z{HO4dH;12kH7$G0oJnQ4Ez2a=&J3@YUh#lqEyp^aIyk2tkk9Ip6;v_FW#|;c&Cd19
zpD0r2yv<+H@YA$%pEf@H=V7nA4<Foa9O%CJ>)E~s${T7KI>m0)+>ynsz7?ys*;uK1
zcwFox?|TE}*Ist{t_e>)5MXz?ym#3jYd^ey->LCzuWAF|e%ZQdL7Bg<Mn^u+>tGf3
zV)n{giZz{AT)OV?>dl!`x+-_x&vjr~{WQ4&hRqu?w@yjFvisd5>HZfj3KA5K6L&t8
zj(yv2;Nb7=UU=0Xc)VXySoovM&8EGr(%XKQr*6;QA6^q`UWxmDB(ZJo?<-xK7maJ;
zW<Tyuk3L-F)^q2J&Pd+J{A?9^EWOIA{U=}D`yBPuEoi>u3TgJjcZaSNTnInM#YL?8
zul44@R?lj&WJ9@&Pk;OsJ*3Hf#g(oON9&(G6!N*?#)kOO1Hb*fx((Zs$E7zb+|XrK
zzccfa?kKu#8FKmS$|~wrU-bPK->q=q^1XSL=S(`r#rj8fslMl0-+_%6RmqA@d7*H2
zU9)wSbW6ypfb5iqy#Cnj$H^1a8@t}j>lJr>e7{yrLb`lz7++>at2>59`P-)C#xL$T
zam%gTV-d+)d_H^}bn|so&y-b1F3vw|J!|fxgB|L=ajl}AI#@Y>)Et+m;e8tD&+T0H
zylX^2n=#q()5kp7`)TQ(f~B5~?>728W$%jt;lq{3nw@IqRCA%v3A<Bv?W*KO_tiJa
zxbw4Gw+ci2n-rdZ6}IC|c44mX3Gco24Br*q;|8zHiR#{e`qRf*Pao&j5A}^5p_N_i
zy-zuN){!S?W<7l1a{A4kS-t^N`v&HY8MoW8<Jy~r)BL-?_o;sG=+Rf1NA_;$=JHwh
z(q_xPF|q%=op?O9%KZLr+j6)6J2)$?>6JUtU1~MjaG}!BDV<kmj9<I<_PV$OgIevM
zyJx{^g<GN_CUo=MZ#M19-=2MQ-`)1l7jOIaPMhC=8?s{j``TN=3!2y1RqO7+2d!S!
z3_rU5rt7Rae}%ZGzc*}7N?+*kcyRv2zEPSwzlS%{KT1g()YUV#Uze*^XFpbd(th6s
z$BZF2d#xRQ)UiU<=CTcCW|XNt>&wft9mlKJfB7(Vu}e4U`Ub%@=NOXMj|2a0T+wse
zr*@$;rqx_^TKU7nKB?m7u49{Pt{<*lP|KdXaC&Wxt#ilqncX;g#jP&$oZD+2*ILtA
zKjg*AqeZR$oL;}}INQ+^ldcVF-!CtJ@BAU#-go}?>Al;GRjY~`Kibi9arO5jmo$HM
zqgvTf{R(mx<~IL*tN)1deK)LKx^-#RE5qq%m&1|!+IC5hy6pV+V$sl5hwgj(eZQQS
zW8*ev*|nYPZ-gxQoL;4HLvZSu<NghATTRIM@u^wpr~!HMd-u9_{`&qx`wc6Cy96(b
zyzzU?Kf%AhWORPLckRvov77$QuK)4YzddKwyt6yxdU(SR?89w+;l1)xXJxi_ol-Qf
z{Ef2m^6gd{9_`9lkbUOliQJHtwUTzdy)n$Y;c4eipIVm9sX6SsVfFRg8VNqLoIan8
z=<qV%UK3w*ksCfJ<I7*%*K*6hYQip!i%kk!yL|n8$DuPu3^44yeK-Ey?v)Sw7yQ~6
zfBej>)2m*1zUf|R{GNXPDg7@rx#RGy(6hqe{oVa8Kl%_+b${RV5W|PAnwyQ!c6hY>
z=FFS2;SKiOdpz&SwjT{Y3^~@cSzG6I-8WpF_G`?vg4G?S^-j&rJb33><)e2;tlx9q
z_Qk+%!|S)*biCR9b^Wv6hRpr){l%AS9baX9S<u=4+{6>NpT>OX6jkfMii@#d+OJs`
zvII;~(!i^JE%{1(mGd#tMNU68kK+#*I=6DPiQEto?%8c$&uMw5-+a2YZZD2_Q(FBy
z$|1enYuHrJ&CcE9{Bu(}mwU9C$A?}`2G4sn$c|?-y&Kls)#pv{x6DmN(KWlcy$GM{
zYqjfKgOOcVo|~1Ef9l#0r@p&x?w<Vc)#v09_MNr`+#FiPU*9En<BC77&sww1`%<ds
z)=v(G7g_Ny({7zzbYxN3!MwJvSC?BqI+r`V!@5N))1vo|=^O0+&*jrLX%)U4>#}`V
zTEN1?&-ei|-e-h5E;!y!J%A-Gjaz8wd7=Hdrt`KOI=g&*kE0PbS9>38f2Ym$%^eQf
z46JY`{@~lzIo<91N@F@7^ciHEv~)@^-+y|+%H3uBl&u`U8u};2_N}}jafN2&{(`|-
z52y6%bWvdynK60%*7f@JjmPKLyzw?9IHASS+%T8u*q^KWKizXkedNPW-R^rwKCp`&
z23MUCQhr*OssHJ$n|xf@_TJy4AKMn*a`@2TcUha5;niK<93493TBH0`HJ<yOvHoXl
zVP&tqzlL>v^YOFy&h@?CD84u7>fwK_$RR&{>Y13m?rxnfIOviKU;58Kx^Q{K{LT-1
z+kU=aD5Guk*(vXLcdlO<R(TS~S5wQ>Qn^f{kf>EUsY<VA<9c!)c`nhMw-xgn$2DLH
zy|`donMSIRDexmz3YAPM!>?3nn4uwO&u(fse@~@aBUQ<ia;-$8mrM03wNfroYGqQ5
zTCdkiw76EUR%lerV=@=Ymc($CT~vChT&vPa<O;P^p;u^h8i_`ulFD@oxssiX;kr60
z@mpAOEiNyfmihBMZEtR5`KEfMRHo1>G!l%1pUqNeG!i*}^h%*q$+Sv|R-?q5dc7`+
z_iY`Qkty*_kL&9b(`9gH|HPreEG>+0URNPis&pDGNr^mJt45lv#kAxa1zxGtQk71w
zSF&ZXoP_;~=l-=(>m)KsDDT@wE>Y>(nP@JB&9LVyxoY&dT%}T~BywD(Rx6Ym9TtrN
z)N&158q4+YRLJprUOKfBtI=wua+OT3k|@-2sZy=bt0ii^0`F;68a8wV7cC50Lyh%g
z3*`!nL0Q!qoFnVij|+8H;-|cnGPPVMF>Qki_fTR#*_nP^l&e`lj>D0uwMv~%ViK`x
z&4sc2Lmcm7mQ$#eQjJU{Q<%l}C2>&}5=xmIzbU5CTMQI3g6mmdhlOagICF(cfnAfS
zv=RlTrPN}ESSC(bsZlCvUZL!Fe~x!G%PFA<8vHJq(n5|V=c$r`vCwMu3X4Hi;4|bp
zC7qaQP)sqbcu?UKRT`)s6hf!ht1%6g5;vFWHSF0C+<eh^tXLt3nrn1gwL~e0<|~yd
z+(RjsDsUid@c^vYEP-Q{%JphFre~C}PvN4Rq0uTV3Hpm~q=MedbP|PJFU5ZfhH_}M
zSwNwZOVxUv!a{&c<$Ai9Mo=p8i)v6Fy=ep$a~O@u_SlJ?lIvAaBdr=!gl_6I8YrQH
zv>fx+v7%J2hlPj|tJSDrZWbcd#&Dt7OxU7UrGzq>##70aQk7Chi#Lt;CXMUi47<dd
zwb&opJ((WAMu#7L)2o#lIqUDqg*H&gVK~?|e4v5i>g77<utEXt!+n(45?HQEr%<uG
z>0Ebrxtb15BU3^~tAu&sQsF|qN}<##+3HDLsFxC(r%?*Oe5cS$;SaP}rxIJP!89=>
z^h%>sXyjUUE`#ggE|+T|B-23?VfIiy88|LE&R?UYD_NUNy0KYENk6P7Q>bubv(Uaw
zF3Js7s>ckK*nJqGMgdPGkwZc7%X><lmf_cNqg*j-Qc)O&61#^_RB8!!L<OVLDA<;P
z@Pg|Hb1PVKJ+2z7l*=V~Ds>o3qt?pdhM*Nn=)1+WTG)$T2bEyngP?6@5f#<~zo7@8
zW|UYy2q&yn<G>XfwMNivxk|4f|Au|iDfDvYmc?~<(Zcg6aF7ygJgFv@N>||+WopK<
zXb>e#L9WJb!f9g5@Y{g!oLIhAF4wc_gCU~P!5%O;**Dgwl+&*VLUrVNy+XlY>QVL8
z3I*L(tB2Eq*OkfORp8dJMm-{k20Epe=@evbJzUi~?3PL;Q%Nu(EKCKzfPjFgAXjQx
z%up`IMJ<<0b!t8CsD^KW6NlCzQjnr+*}b9I9SaFEFr^&FV3LR&h9gvACom12Rw7qp
zVKOyz4cnlC>T0mEE5k4qvy2*}=ymuBLkp2k!$|~MEz@8KI2Q#b1&=0CDYSS`r&BY@
z-&`DPID+F`;oPNa6-@)45c?>Hn}HtVJuT$0N%5{qtO{#{bB0gBG)TRaSd|(Ktl(n8
z*!{a)IkrT`Rj?3N>hw~TU`%G=plnzqHW%>;Dyl?y(c|WrBHV%w8_Z5Zz*RxNAt{_K
zxjs=r=++8_0w&Ya01<dG1aQHT;B4VUp&_Qr*lq(hQm(@&GOQO-8HNuXAgeN7$Kd!v
zy<qjQX04uLEzV!AQPc5~dFl}Xg$wm?8;E-|Q@F6XFZs%@bl?gd`5qt#1tKy6HQA9`
zufZ=-@~Loj!$x6a;oph{F>TCHkAPy9TRMvCK`yXZ1fdnT)FIHDL`nquz%CKJQ!&{*
zm$96K73;Brt85Ez21{21Y7~P56$?iA@|43K)HJRol7NBBv~sAUQC833N?}GOuz?@#
zgg1k_TZq7chO#?jxJqtXfqN$pCC60NgbIL!aDXbfa0PkpFm}+B<DHC12qy|_Li7@G
zkQ{I+avayg1+GVgO2AXV698xy5|<$1N<ZrfeTC-Y1*muxOhFAWAUIue*<oz)cx*7@
z2n+>59Dz?ORq9l@LWQ-HA62oV<6&*2@Hz^yP-)mBR0>9b(<R@_nofW-G)n-mKwb1O
zYNLdf^<2V*)kkQ64r+u!p#EeR@P4!kSc`;Wkqp0WidGcPl?6=XLR<+dYW46k5+!*X
zg+_r3u)A7#NhRAg5dqgMVuXWc0r@0s6G2eyfgCf3vjOH&0fA!URT!3H42%Sr0m?@X
z5Y-SJVm9m(ch>6xiwK(ba6?ojJJLZ{q1{>?jE-zr2SdWB6wmDQwoc|6TESKzDd1sD
z7ZXM3LvVph6rvIZg)lcv1qY*3YIX4F3MqvqEgT&VMi02ng8O0plctJ+Bb6<lM!?88
zA6yDm0T6+$lPbz&dR^YJX`I%|m3CXEMJ$8^0+y5$+%g?4!PV~U02HhEEHN{>rKnow
zgA%aVs~NbZc%UR^Rxq<1VX^uMfNDT-(gi_3NLZ(pYPA5(7KblDv3oPQN)}_vq45Cm
z8l0_hP!_TjfdtAUqx1kFO(9ii1^-~OIUoV4ObK5|m@$mqoyBoZN<?l%E)_fv_Fkuu
z!Hp2$ktvvOf39mi0x3H9J193!K||R9jsu}e2TcHykO84+m@volf6-RsQ*w52gEIJW
z{H86&gCB*xBldXA$9+fc7mfrmO^;HRfY0bOp%S<k@&)8dDYHqlfboEJ3HEB#z|eXv
zp?mVs1bfpK!6!7HL&y_1QsH-c@hO5aVl-hQ_&N&QEM^X@3%Cn#Pw*PpV70JZ(M#hh
z)@%Ys@|lZCAu>Zw30w;JB_({Jw$MIUVdwhrl`4$_#%>-{MWX{ALZ^g)L1Uhq%k^}H
z8%K~=D(RPpwFqw-9TGjDZ=gPGZ@@C#c5yzkHe?8J{`d&d73hY*9<C(Muhg(35c5*V
zaIQK6dva_F(m6p-6__LJ6{BMWM0=H1%bGAQ%3V(3M8Iq~1wa9SFobbjiC;J-w6`5X
zZZbd)#10Ma25<wY2p1>^bk{(ufJ=Pl!E%v;5%8cHA@cxWCe$bcaMRF*Y$aq6xnYf>
za|8ND5Ci6hZ`SGbI1@VYo+LtX8?K8`tWGXCG2>;da3NB`CJVT=Y<(ZT7i~!;d-yFW
zkTv{{`3jv(L$W>U!PCi+*ohHBp`aU5VyRTa93@)pG=hSXu*CoubG%T%lW9<@HHHfW
z$>!^D0zdzT3Yo=}v}C!SQcWSMK&;bRD6R7sj(3I&q&bmGQe#)~LW8@hfL{fb4Q1b3
zVlco&sa!)jwi2^~)<K_);f59v=R(ewGClxaqrIy!Hq=_HC&ljJrbGfnJ4r5+j1~bN
z!(mf&G8`<8(!D;`3$%>0F$<G#28e<qG0VaNI<td|Io^&?41Qyplp2_X5SWggTLPTj
zVFKq5bE9|%mn^_xQ4UK4iJ_N4p_gzDEO`kR<cc_gqme-lRcX>vN{pb?2;l(5Q2frU
z(NfOZjdC~@R)8g#Lp9lz3Q$rlEP-uU%JFVux<gqDv=wQG5_ySWCL%zFvW9wLn}N9r
z>f+#`#%el91V0(#E~ypfRGj$0tdPl=h0IaOLI_4xLdcx8SqL@x2ccU-$&$dl&|bjU
z028q=0^1sLxjm2t;!mws4xejMb8_g&g~6f-)`87bl0n($on6jNxAHJwV%Br>C8XyN
z4i(}JYc>uir!lKM@+p-NT48*l7#=DJjm3rl;$ziX6(E8|dI9Pq(G}quhAD6mN&s1$
ziADmf02>7~%2|nJnozo$@GZOw0*ips5tP{4^)P@lD}i-H?~XhQXG(a3unycM>=F2j
z3?-BqykID1IYRwVNGMgY81q|)(I}L<0=~lEBLqv#>!T|vpvzgoDmW>#2=*JW1A7DK
zZj$M_n&O0M80Zj?Jn}6Ik)34Z&3o{?orN3%4U!n#r1>_^ll5Q2wRgr2AW^i;EsCMO
zMnh8xL-q-a)KlIJG!I!|H0*+j1QJ1x=q`{K01K(qY9cU94wzmcLg-Zt(+;a|LQ7^@
zB~%H%8|;)>7ETJonQX~Sc_F0%EW#}qmS`!WL|o7z9e`PwMC9vBh^XM@0K<uCF^S-m
zF$ys=Iz%jr-$;ve;QoYF>Vd@A-A!DWm&tb^S`e5;)`AE`VIRnak{n9r1z)gW1BDPI
zhM)%k0{{VG+=#xokP>+vxy_(0TxfmF1ObS^C6NNe8$iJji?I?+5r+kXQK;F}joe<M
z15!QJ7z!v7o=gMFM_k3FfT@5B2s^L{vOXF;e-qZECOU;&E35^Rq5Rdz7b1oQuK}_v
z4CTw!7A8<k+k%Ur>=Vfvjt~hZ5iDR9up-btggRw9Ez$vO5jb85!_P^fc*y?D!dM#R
zzd%cJHIg_b>`9K5!Lk5TfT<K(ftYMyp+ppY;L)@=I#av_A%gedc|;IOQ}qz0N|do)
zpasoS7121N--WGonpgsYH{uVNFgRlw!91K45EHmN1QA!Z=^*Fl3F8GOflq}aMfwSV
zgGplBabiGzGzxesxUeO;FkQFp9AA9&w8!9nz*8XAL0(Cq9fv~JYo7<R^Yw#!2Rgzb
zLGR&FOj)j30SH;wC)3p6KJWw(0f53QC2)ogc^85tbP}1KHqUPd*V@Vj_tRpY0!TtM
z178GEhNx!1Q<@^Y8Sx^b@nJuaQ6k^O)Ief_*ul(ty22C%m{Vd9BzIzLYQ6(OaZMiA
z#z_l3Qv#X+QAl;zCJBP3fax@h--!gum_>pf2Wg=LHKjqs(8G|Ci5<We2nZF*3q%0I
z6ypHMQF5ojfC9zGe(VI%q((s2A@7Hgz?<SuaL~{ILbWPZ;}Eu8wudWMM+dG#X?ESP
zQOZ4Gf)X`0jv%&zz1~IK28<AgN4^R!Q3pdIItlPVre_ro!<&J%gR2BJB&aTUQi88!
zOGss*#DZcYp0NDg*iTFjIRR~hDL$((JJKRKOFD*SF5Ju6xaeTsl$8;BEj}2K{Sd>Y
ztboMM0!1NVrXWwCk|2j%2J8zetC($K-H&6ji}q5wgDn++uH|^fWSbq`i;0;;%-d$p
z**cxTNHg{Uk(uUC*)2FQlnKo9A957V7|aav11OaWJ0}C{4#$n4DN@WT3gSdJGU<NY
zv^dkoS-~%;!8l?x=(7&sS;72H!k;Nsh%X?LBw!B+yb-1X2?;2T^b&`J>|F+T3IzcZ
zXOy5S0>~Mp2xbYBiL!1@gn$XRO|BL83|1CS9vTHGs#Sx2Aw>#h$p^VgPPmr}Q3OdF
zc^WWBNUeaoK(?~C3pqD3`VOGKq=3Ef?xviP!lxG2q9BcnG6^89fNzr{g)j?1$wGxn
zhb!~|E|o|*1ab22a3UgyB?DarU5he{&^BpwGR)sXgw~k1^f1@h3MC&TH+m}hD3Frq
zAPTSrl@lld3x5R;nGiNoM)MUYPa(6%PFP%lqm6P#=p+TSNDfWaG}7+S`s5IS)?t&t
z$2fm@7C3D+p?bs;BjzVPk8(0fke`KHA#*Rz2}r@=c_`W;R=^_x6rl=+6agkLl-x+Q
zQR9FHQaHexkWe8<k|3RgQsN?ZrGx;^MS}zl^D+rQrJ?k2MOtVkP8V?rp%ESdmP?d~
zo-{O+1uOyvBT5#0w9+ESz)XbV7inovC*$W}Ly((-do&ftSl&t82gj}^01p*|!2(#~
zjtFyDH8K#{DJ~qD4)O^d+!{g$)JsdbzEL7?`6+G|vH+NZ5(PzaDug{zHo{TBN9wS6
zEqix~YsRKu;zC@Yj@T~pSRjT-p|C1k04@^ALWmdd!wx>+DzK%s_;O5fnd|ClE>YmB
z;%m)yFY~o6Z*z@YQ__?B#KvSwQ_|yo6Ek`b@Wo`2HRHFMfL>Vj8(d4~qy$EUm&2*3
zkhGXW5-YsIsada^oHcuRnG15l%_s*%v@<4wh*knwz&v(ZH)2aW^VQgdD_l4kkSM7D
z$U+E&7cMD!;Uee4T3+SC%%WyBE+LxpfUB2tjSH)WR0=aAmR#IImVATL(Cj$2{2CYR
zg!#)*a)e(%utfzF3Me`urD=9Htj%?<w^>q2^Ta*_9|_K=SW=iAe}fBiG>u6KAAkvb
zn1vusjh(o`h1!A}f%V{g$v$y{aG0ZRiF+3b!WDcEDtWL&%p5KiCyfh0T>tO+PHV*1
zV3J#0kohVlLZ}852j!ZktL}2`*yUSXs9B8IFp)Dii$MXF*&*oxh|yBefx5%PD&=g}
z9Vnmt4j1S`=_NP?@^Daay^{E4I5w>e7nD{$OwNYgyTf%gUqyulAWtGV%~##!{x(aP
zE1qTv%qy6M=X32`fPUys1fT%vKu?mpf?EP^P_ydyIjwlW-}AX(N6I!esLT;mpqNRu
z2e^8vW^M{EBjvMUOYd>f7ILUw!#MysSjY*7+vh$G*F2s%rkKXV+4gq<tBvr2oKMJa
zDVIeuN06F0;HKVuv$Cnmet8WFxH%wjjk025OXqEpmFU=^>zt2hO2;2?o$R!5F#?+h
z$N+7n^JN_y@h#c?Aig|He#nK`nne`wHYhV_NkYwp1xN}w8+Pq6*OW=TdCnO*I019=
zjEMM%r$R!Z0$NnDv_00sow@RTGgSkW>|H0mgI#eqfpG4{O3CosGwPgMoJSel>D^QA
zPiJFs)huk%ML}4YN<~!WWiqXbT*;qokq^(=!qKCgg0W3HDUJ<usQ@O8@~Mz0zLhX_
zJ0Md;G&)u60bYS~V4I?NKUV88Spn!j6iO*Bnv938&;vZN2ah<F=oSUDIr|v;Y`(xW
zS5y(r7c>(0&+vq7$27QUq9tVo1NVE%g}SO?9l#ubPXN_0M?JtEkq$aA(Q5Xt1K)_<
ze9A?#jX%LzAVWsEiA>3)0c`zC%vEq!)1Glb_TVbuZAqalpcEkGq87XyXHc2Ro^#Rm
zuq@DCGVpz7RDiY^7Tl6oib3JtbHVcg(IUlw5d%qyZ6Q?qg9-h9#Ysie82f^YhUYU%
zBCmqsg2TqP8zmKN<X!ZGw0nu5L<Alj2|^L2{D4aY&On$0=*!umHZZuyFVU8Ozfl82
zJV35gOspY&fhPe0ohGBuRfez17QEs*I4aacPg3K83bq1178rvH_zE`aEvIDi*Ia}v
zML@Ch#%z+*G$15<Eanv_V^?2up$OnceK$E~S~`*=X7w6E>2J7*TIixc<|nic!D$Oc
zV$71=|HLUs3Cgi*Z@CBukyaMM8YT_u96S)^{p__1uVLHYa=n}_vVAnjP(upRAu;2d
zo67sL9)(<&+T_1bv{6Wa-vD#yG}Hk3pl88U37H_PY6W53xjd`zj_YD4I2B57g{UE*
zIyNgpwD59l)jQ5M&+!9S)5_gU?ufnx_HDjI^eu9dkEn(I0h%7NEVGLQHC`=@SFrZ)
zxz3Ja(H^-KvURE_Ae;$BN(IY*gnfJR9w$-Jn#a$?A<6<C!H)phA_=AJ3(XMhP(H*)
ze&mLOAEfk_4A)HHX<#PEGW1MVh}hie6F0&cn4%b}(Uin;2NDh{=&_b>;1q2?bFr{5
zAVK7)Waq}3G&nYqD`ppWS~q0-K6CMQRMi(LQ1TW?8<B7~`NpZ|F5#_N<`*v3RwzIc
zDo4E+r2tf@8NSg+&D>kSvDW#@b*^oKpT+_bMRiKFkv32cg%aV?7QB?5{L1xmq`V0Q
zP-18?p4fpTR2<o%ia5>GZ(On~RhLkcq@93Ur-UC71Ih=Q20-t@8|+w}@7w@43T$M}
zh<3oEz?K5FEwF=#0HPPU^_>f`H`RK8m5rq&kmfAtBPSPCH|q!2&Ba91VcM_}6&wyR
zBLJF6UxhuhFXCdH39adc8j!hPhUzsamy@+LVh4-3Uf`k;UInrPUJEZ#Eh8EY#R!52
z3?bW>_5De<2T&x`0<cKq7Q<kmc+A6>m*)K9`qZE#2LlSR8cRiGSf-hq2z%P}i|gtL
z$^xDZ89Syc<kAwP&FJ?ij#Ywf2LI+_L<=bnyU-7KQz7gMF|Zu_`J1be7iq=Uv|=rq
z@a50}g;<KTNhqL*@wfOQqmAH-Aa?K*l|85+05X`CXk^={Fb@Z$7U3ez0$K$(0+%H2
zo=E{<Ma(K6XW?hXJI~$BH>rn0G2#@GBEq{Ud{IgPyb831<^Y5laTBc+d?Wj~)C_6r
zkj#XX0RkpZjZ5`GHCD&0toZ;}tdX>unnAENI^^n<oDsJKri;#0!?MfrQ4Y{yN*O2|
z83CAJkL-}I=wr&Udgb^Yus%Y#*lVGzfFzs<6GRp4wrG8)%JJdORQsYnDjXxu16@<V
z&Z0$X*+Cz8aTt6h_N)Ql!h)|NnoOzEVhhd5t!SRg;w>ywf$!l0kB;&mHiQyKsx4D{
z2UXNCUr|X{RN$lSM0=qw7%DG<F_eQ*_yM~OsK|$TfEh*tMPUYNiMAI?s-S~ZfTAi8
zy!DdTkS%P(S7BGn@g0ikdTPzUS-{s&JDkYF<4A<t+9k!r$0x^0V^jM3_KC@i$%xC$
zV2iBzI487hfol*H2(b?l9*syMgH9KEvNjywr<Pzp<VVS-P?iP%1#`@4%FBxpE5`@H
z@~HocV3|25QGhx&!7?FZTE^p`%%bL`q=YE+(S^lS;=_Onh%KQ!%-mCfgJbT#h{{5?
zR<<%9;v}%qLcBFYC$O-fAy_9bOw*iH3g~H1Wj@Hwe2p1BiPzBmSjb(jE$eT?hgk@k
zp_7H60Pq`C;oAzGIQDQrsLdg$qFDnIK(<UwxQt1{c}4l&$uY4>tm7xniRFLgIzSU(
z>7voYhYB6Ptf?Mh5gy#Gc6?l>Pex`;dS+Z7-?V{=u}Q)ozVV5f2?Klk^i595%4<@M
z_qDP{)<liFDi-k3=>5l3<)ba2GO@d2@&R=+Vuwb|yBc3hh=F!6Uc^9w>4m7!A;4ah
z<<-`iDTAe1iAjk}@|o+(dfD-u9hEXbcfq%#mWkC;iZA%gZnk^`h<Nfu^eJ2dtVZbD
z08t_qlLfQx*oNm=6+1q}8PSFaO5*Ba`S1fUS;Sf>nL_l}v=KI`1Cx_|(&N$wq8B-X
z9kk<TI1pwM*mWp974OKR0f3~er8hJ~aH}aDczd?B1|JG2h}Dar5qFV;m4hMS&d5mt
z8qrNslaFzvhF0nmBo+?=Lk18awoR~QIz&hT&sx>ugIuYT7cC{AlBleLerXE82qSdp
zrSixw?82XXB}e!Gv5yhu1w={|g^~FYL=+%ZTYEkXZL^4KLS+g*7z8T<k_Zq%XA3r5
zVL<OeiE&x1(4G%<p&kNCB`LecKA`mylOdc)%<rhjh;x%1_;5Gy>0;d)O94Iu4FZrW
zLPc~7iXN$fBj4SViZAHb61jc6ptz0hYE)XtJ&Ujr<sxxtVRNrL;;3QrL_iYb4J3%r
zNqoIfE&>T4hL$WRK8RIw<10DAIaBM7$P1z1gqkM#W{?B|j<xR_6C2k%B_&DlQf*UG
z;ILY!#AZ;e=xB>m6YT^U71#urALXRQ!ST2=Uq5e-8!xe9y{hwEC6kOX7D6D&A`BAm
z4F;1)#QzC{EZc<-x7V5iA#orgoGuQ8YF5XU4@bMFG5D!y!2mx1m!{w+0FtAwd{>Jg
zN7xb`95lE&$jJ+FRIzUGP~n~UCgMI3h6H5=poVFJX{WX)Glo>;NcbdI;4kW)q$mcS
z8CZcjjwuSG_9YijX}g4vWPcCh`D!3IiCcwzzzpz2yV<Z<yazu5y-vVgR6r6)7qNw(
zm<*!jb87RGSmT!9%z*cyK!SNdTTr7#jHc;V?GFdlJ1!<&IJdX~>~3v7!G$tMba;VG
zBrVp75rzN|kfo@1Q|j<>Lg*5;jV2-XMpEb!`-lJ`d|2bUe0U9W5sXw?NuEs0iaenJ
zx9~BW)_~_ZQ}AO;8vuO`t;Y{`qbDS&Q<@Sn<ZK}45KKX)il8n>7{5NB<^)Biyc|y3
z49Q86kz)l_1<3eNpO16}XcW3#07O8ih!tF5M)XY(^c9YLjwc@=v@kkYcy>5k4bld{
zB&ZUrj(n0&8jzBe9M>m4PRisBc>BE3-h}K3t=Sn>5@rV@7aE1wlrmW9)dqZ&9g*7L
zmI!kJS>mY&*gJ6<Lcm}%y!gM7tC&azlrXU@Dpz3+gi%GC6yoN~hP)+%V2+!X41$?*
z=xxCunB%3TY%$vq<^%uq|HC%aXLeFP*nyY@;!G)H5_vAMlFL$M@VbJp*(Bw=xu{?R
zA_OxvtD${XOpq9XO&09ScXKABL<As|nbb{aohzmv#3L&7<@+Lw0S_QFJQCTV1yvvh
z1hHunJahotFXJZ(u3pqnbKQeny_VvHp#E&8obQZ6TyfrRStlhAuh-2@!!jBv_^_JA
zSvzq8P(ZN7MBlR8j}U-PDEKIVZ{m{3se?}ejsqY@PQ+T4MM5j=L#mSRUK2`6hGId#
z!lSddBxI-JdqU+!1WgZ3m|7ggt}x&lLFIR=_y{K<O&3+3Y*nD*#frVC^5JT}M=eSf
zg{nNTHx!Q=-%*TVGB@1qhngQ~XU^-Xq=udhwC5tP*RtIjzD{1l#!zc_O5MahZgWa+
zk~Y$XJ2iYSgfQyPL}40^895g6Oi(s3JG6-deHxSdL@gf+Qm;7C5P%_Shv3N8HRbip
zQOBn^7z?_@Nr|MW_?!`2+M4&yDF7dGUI(2bM@;<@#QY#hB}XAtc8LrSy=Y-Yz9Ji}
z=R3o!DA)<y9RLb4a?H(`!H8xxtqG4d1Zb8Js-S-WcgQE<n2j!-G*H8uHswPFS8r=d
z@ClxYn2Qp8cE2efX=}<Hpi|IRdbn(U3t0NdW_)KmQv<I+(hC8Kb!>?^V(-U~fO<pa
z1@$&J{ZZ4HK-I7<e!Kw=8reIrxurIW-K3&}Zp5;h^SvFYO<!n45>gtW7Dh#Ip;qI^
z6fIyVKsc4{2<KB>)fj4!Zn8U%K(H*8@zp8Jqzm4SC5`3reQ!ueHF~t4<C2^x(0hW=
zoR)m9qsgBF1|n*qrxcCZwDD|YZ}?$CgKR}Be!MFcW8l`wSSWmfH>EVR7-EQMH0w{^
zEstya|M0A6W))GO=vjq~uTg8hJ8M{$=POd$ML8q<s+^r}&1c(b=qLp}L3JO;i?ors
zd*CdLII{{{?$38ceIKk3HAD&wE-K=fl+hK6`Xt;6@HYshd1E7<88D+K23n5>KB$aP
z2tob^{_#&6pO^uCd@>XJ$0a8Yh+`q0K%Nt(qSRPyUMC(>sYNrR2%lNYZ=f)Q+1a<}
zdkgh(TZ;b3&#3MXpNGAbv(yU4MVxKVcXd($0t=mkh_Ile^r&r%I9tY+wdTEGIMxiP
zIu7br3<2;tb-$vWfCUC(ESCTTDGL5*m7{Gy1QMQ>$qC|BVrG3NfRC<aZq+tFFM`G!
zklYPeN=H7~*4!0LNCat#npLZW@sYw;X3|c4A2dthwBZb?n}whlai6BtnYq|NSb*%W
zI`Kh{A`qr}3#d!6m@mR$!67iob992_1oDA($pfLH1wzy8A1T_44X<YZSe#Ne4MGHi
z?Skef64YGn1^cC9RjkBXO?CD-h!3}vgG!5~R<j%q%Y`is=GzH9AdX@Wh}peTbH9+D
zlY8|mpP=rS&@b;w1fOUn$UBSjW(RAMH#%5hGyV(#8rL`CE3sGI`1Wi@Pu`Y&4dFYo
z+1>fRY;7nXY*C8ABX3B)0d3N%^BR-~>a&C}zHME+E7r~|3NeHh(YTF*xMg-J;Eal$
z`QRF2RfR$uQEv$FctTOcEno$D6<274bOx!H&|V;ZDr`!hE<76d0Q=|zfM=5}Vs~_C
zh-PjcyiQE<t-JEU=-(|)N^u^>hHA0sug-bR`3NP44PC)QSP0^@(b7ilU#R_)AY2Yr
z2vWjJ3~BD)u#`-_&3Q1N2)<n%)9wfsER^lZt->qN^IHU=b!^rH`1o@XIE97Xcz-0!
z@Hgbkpq+Rn^m>Cb5`0;ye6k$X%*ru+cLXo<W#&gQjhC@rp?nAStvla_6|F~?0G>4v
zLcB%06*UJ64PwDw04M@MvZ)tn<HbGrfa0o-&>v_t7@?|TEZ0<It)uur%Wfr<YLHF~
z1i#sLAd5oZoXWDY|0;?PcCo1Sm{v>!pix!L4*Bqng!@1{ds>K^S7|BQidE~45FHZD
zqmF}=UMwLQRhLK@^RQv8S}#7xNd$1hLz1SXm`DWR3v;Hw8Imqyb%!#2v)`b{e?U>F
z#Vkr7wZdcg?iRA>Y{q#~ADE@AjLi(?9hrS^T0a~xI$|*{O%yBwRpl+ll`%n~uJq<Z
z&>I2_CiZILfhiQF(9nu3n_z~}*k9twEqUt*xjw#Mn}D1?{CXDrh)b@EP^Y6NIq~5^
z;b}S~Sm0O4mM~M{iK@M^(3AoVN~|_<JcmwVWGX@r2fm;TL<6B7HPTl!x1j?`8OQgq
z1s#aA4o!J5Sb!X0HMV#Xyy&htKG*_(n0w<z{DF9$SHCZR#mbrj9D<Ral}X^W95E@>
zn+PH)flsla>H%;!Iv`|GJoA{r)nY{ne06I)1%%WMo4+f8_pnBOjJ|n9>Kci>0z&|U
zqppE&(?njv6{kEXUJp*>l^kdkIDYhju<ePwmz9Fa;(2G*xF7Gri-;OAM#(-T^7ZVM
z^rX7PHzKkdz^7O-BKDkJ=!f&m>c`u1U@hpWH1WNLoJgWVt=M1vcuy-$P9k5U3|1yw
z;F`qS+L)hZqV=2`&bhN5Nqlt<OF?Y}-8XDd5+BF`uLF`|YuTA3zK*qN%Ab??y4FC%
zLPLID?PR{Tl{HkCxDy@g*q`^d#)B|anN+fD`U@2aG~TEbY;%9!i$lsthm2ZkLGg!x
zRS2jx2k;HCO#+7xZl~P<{<*a=P_iW{yqC2Ino$5aox*!_6wJk@^q=^UGv!cBn#wn@
zn0s_8giU!Eo0$q>6Jf;;<4?9~63FXsseC<7Wc$EmFwZnxCSX0vN?14i$x|{z03Fz1
z8vX{)OH3No{IHM0mlBx1jV~>gcVL@`^5x4>+Q1H`Vg5!^jnz%(y^0@#B3NR)cwlh9
zj6Sl6ZY(AP7Z;A_ZLPJf)ve<@C$$sa;)n+lA4=<r5m^6$h?ld{c}ZDt<ZL(I;)KUb
zsS3&5G9XcI5a4cP2K0|=#CZ4}xmoLhv|HfmM516c<T$EH5j~<}+v!iLD$)tb*&`aI
zW(Mx#o=IA4%uranOx~MW(*(xi16F1nUggp&LpokPBVnRw&`E(_{^|oEymTPI@{crx
znLZhOO%4y76?f0Br3sl56;^o=-_RQHf*vzhu;zm>f$X7tg|amFv_ZVL1N;R-w%W99
ztvdvENeNaav*1Cz17|9;vgHtVG^I(#O*VaP1WEHC3yV8j*j0#I<ACW|FjQi*aNh!2
zORFs2gF^~mynTJMAO>g;E|N46VsHbLYr+i_;WObZd<P3lqNIRa)Lh|D)a!+(I@pQ9
zyf<PX1y{nq#+k|05sB%VPN_O!A;S5yvO{=@6ZMr)BZgTtqg6)d#6Vq|D0wmkC{#6s
z_h9v*Gi)BN;Y1WlwCbTDSjnZ~_}~XVVEMzK5{-tE2;2re45wmihSMnzgTBT3r*`g?
z+%1;H3={R&mdzwtQ%#!f8Vb8GaaQal{<Ib!Ys3TEuEWSm1g45Q^jYvQ>;w8|(2q*Z
z3o(QFnyk+-{7;zj{$aetx|jvjF?&pcBYKV=?vu0j!(m`zT1`mIxJenoy1x3pfoW`+
z0TUF4c{Ci$`kajg)*6AS8Vh02oe?DzD-D0L3u7U-9&#0m>q-@~p_@-f;@v;9X*v`w
zK>)GjY}hFBKeW*kmNwqMOI(|FiD|K^;{DAA{+q<jNx4xxH7;{tvVW{X5Vz2xh6c>#
zNH#1Y-oPWVBML@%sDaJIC%^=NFW@)K_w688v{c3=hZhe7OexyyVTe1Mb93W;<?22W
z5g8i)072fYp&t#rH!@13%&6zqAIW=T8|e8*RyY!SCG<~_qOsbeuq%RF>^6$8D;$f^
z9Kt5x187ch4+z^mibp|9;Mj!&e}<2-hXSZpGw0FtDfRDBJA<5c!rxBxtZ_-jj~v*c
zcf4|F5VIP^J2;4?A0$V{wG4_$5BG1?l^q(*J6em?W3;#!FqSjXWq={*T`&sE<!v*&
zX%k~R2!n|V@@h1U$lQ`*6xFxu77?e*7|cAzLX{RnF|6BXwC>hNrXNIaIXW6Wlxgs;
z{aUwAZJCxPTmhRP-i*|I=ooCCsf@_h<4@M`2gkE}V-Si=Ed{LFSbT6d1Ff3bW1+Kx
z|K5yO2rTd*Vqm!m8IFh|w4Nc~t~8GRG*({OmeFWZtUK0dL9NGOnB`-jyo2zH1HS|Q
z7YE3e&}GC25zUIHYRBU^b5gLvtdz)3E!*}<7FNjEI7EH9f1)-bxLyAcc3}cGB4GrE
zOB#>i#OFH5&7By}dsPsdLRf<d&;X%UB0z)g6X;Cg+jK%f+PJwxW4p8pP-r`_nG<np
z0Qcg9rPCnIWLdbw$q8hu&;_(GVx2GPgM>l&p#DT&;%ss-a?|Fg#RdnqN|YtgEbFoe
zNU;e9$WNqKs4Uo8XJn*AWTq!}6z>Vupq@nqE0~C(f6>rxli(ve!Krg5WXfhtLeRit
zAVQf`!`e;a8#$U=tBlKuO^l0(4~!S2*%=yZJjOy8MIaDbO}0$L!TdD|2Lqo_h3%Nc
zcjAas5kXO<$v6%wDdMR~5NDew0qjLg<~?db%Pqj2n8N`?&792lFo1VNcY;hN86e?>
z7YJ5(NU_v=Xg$Fo^v@^<G=->B>OD}&=p!pBhekP6b4tF4ZU_2qB>Xd&2h`&+U42PG
zH1ShDR^noKB(xZodJp5F0idKDu&G{F>ODAKaFZ5t1{uEP1udYZ2SlQYjKe|@a>xX<
zr3cg^DbbXYLsuR85=vf+z>NnlO1_6@rIm&fv%w>;z(b`6#FHj?+`Z(*C`HltZj=}h
zY$<9zCEr7w0*zDpJ;=f7(?5gpJn<H$Q%Vq1`JapNv@zN=O57MU6g??c>OE{~=^LZ_
z91l@g$~n<<%Xl2P#G3%>Xp&%~rtx+LH2he~<I7qwrBbH=iiEPYl5+F}Na_1)6(G(3
zM-IWM^n3XB3Gu#W{e%}mA+NL`qEM+*00%;)?oyLM<*IncO&d<n1e9JkT2N7fx40Ji
ziN;{r|LiyjemuTlAxLt<_l1>sPlLB9p`?Gt8{<7H+?IL|xS+(1@l6MKwpD2;wf$gr
z@ij%IFUD5_{qK8tEVq;#Dhc?4n36Zf6SQc{EA<{K4aK`^(odxA^juXbL8R)Xjs(w!
zft4#Q2lB1dkpM-Z%JM&Qu*nkd8Bo2K5j9%!#?<&#>fDhmVE;?YfpaLm3rMTcZ&7MI
zJ<hn)d+0XN>J9(%CYlpVzXzCAdO)OJB^@2k6NGJPD?yDGuCvs5DASqb48>tV1JdSy
z&J$f%U=K^K1kZ+*wg?0qbPkk~qf$-j9R&G-YIKS549E#!PbJ?(4>@R<((fUcEWI;O
z%hHY$YzhdsQrDu=MtKkYGg%2`)JlnG$v44p{m<Fq*-m5~iof{QJoqdXU$35jP@De)
DTrJad

delta 257327
zcmY&;Q*b2;ux)JHwrxyo+qUiOBs;ckYhq8#iET}6+xNVWTlH>Le{@yjtGid%s+HMJ
z7gR=<sLRC4!pp|X#=^nH&Pvb1Lj9l7!Z9m2nTwmaTaeI*^Rcn8{eLM*k^BHoHX$Jr
zH+NSH69+i&+$;UfnQcDQUL&O>JBpAi+yaWwCC?jI#Oh)2PXf9}Y}k(dtGCgU+TqV}
z+du0et;kmsJo&f@Cj`{KDz7gYcmN2l$;ph(U8h5=Pb);moe|ECLhrY+0!P5>$US##
z-40#TKt<FQ+3djMa<kz(aUbC4$`$%;%*e6t{kQJ-{cMgdN1efA4Av*0w<;7}?H+mS
z?R)V`i+I^|U$({n{Xs#?^S54Bw}CWcLGM=JZ;ZEHhJtV3MaQ_{V)Cu$vjljk+Hr7`
zWiFikcIa0#JQ%x{iH4Pc@JV*>Rv~N6yvSmXeXR;`H8jNm%m<8~WDmfE3eP~sG<Zw$
zbCO`6f<%uJxJw*HWbxUd1Er}0hpo2RU+_T6gS;zt`=k;b!K%U%VOBONE~AME*fBR5
zti4T*H);DXSea@L<H2(?7NKX*?8uSywBcoMoL`v?`Sw;Z7aKj6=x@WZ$Uxt9wd`tY
zeT66|b?;JE>>G78Nl!pr9&H1^h`-Q*0jJ?bh}-3Rs{GfO(mLiT<UNPvxM;Pob{uBH
zFIz-B;b6}L)U9&`1TKW79c)}@3OOKVM%h9&n4aJiO}Nvlv3%^FVRnn{tgM||y^ra$
zZUoBqS9)*_%5U7r422yx4flIv<3UXB4$c7t-GcVaRh;pWLM1@$A6t08%aWZpuyC#B
z((M`l7c^QXIQ%#M&zul><u>sQX3FF4okIUFslGiAzn_aM_S|TlyoUil@jA?E+&#2j
z5c>fKb(5gpcx4DAP3K+M4Hfx*@c3CP^1|>bE&M?+@InmG_Cz93(1_8Pg^iK-<&|G+
z;*XdvuL9UkI+}o!rtB4UW?2g7f0}mF&koyu{i@M`^_mO)1go|YVa?yUheSUz45YQT
z<X9SK{Py8q-=PKGT7x9~p#ynl!nbHzg7XB6OTVY=|8zKs`_SND+;aNyP_k_gWoh~S
zQm_Q4T;tJ>rfOB{Mk@WNn{pn;IAH4IV+pOIGvvyH4&?`w3<R3aJ*16^irF2Z9xG|T
zdpyxDjTHv}^lm`|KeXpVq~qucoXk1>yGk$38c2|2^1KgDp-)jTp%BLA6e^7q#OZwD
z@O=po7`88_rwMuf5grqZ^*I?AM-tX2jccPUCjb3n7+UPN^B7)4IPHR)Q7fGMe&`Cb
z)2L+*Y4QYE<?bv6%rJa*DP_7@SaFmG`*e}68muu0O*I8Lz`-KHm30a=#-2ebiXAHz
z!8eD^rklt<)eO%SBjt6}QK})_+HAeZEZQ6M9ekM^S9dMqzHcAMWCNKaI{s<+rgJHb
zmQPg9Vii$|r+zRXW!vJOpZmH9pTD5fId`6Cmt+I1ELYR~%d^yiZTUCnkyAi5)Yxm0
zSeXM6<EkbUt#0j&|NPjpS}w+_$2bN^524|i*AG8Mszx2^?jsSH%<mMge1PqZJtChA
zC8S9V{~aOM+^}|+X1Qs!2;`iR;|*>-DVU5oMIUYPgr##Uyu^(_gr&+HGA*kPUFk7C
z2#E&7k0X~b_{tBAfx=fNvziZv6aAK4K%p3kV^&*32LDjUdU3^<@*s<w2aTF3<vvt@
zcR*{-V@<P!Z4LmfW{{^;d9<jpz>v@5m2ODEp)|<C^(ti}+(;H8f1$-I^zq<gc3Oe}
zqTbZdy`EcvONC|{9Oo~{Q#IRxNi3m<_uvEI29Y_neSnac-O?zYv6?`oSDqYJ@*R5y
z8t<vKxY>?DOw<*V?H-dtnA;>}_MW(EZ!z_mokVx->s+T{5PV{<tROvDCXt7_pN@k0
zn(*_w1a7&M$FexWHu*1SSGu8+_vxt=ahd+)T3hY8uO)UJ){!&^OTGMDlHQ}3+-yLf
zh<~PD6}B)e2j~ZHxzDciFHAv^{g8=ye{8&GwmWa!<%ohH?+(6Szgzic6R2zn2G0$u
zFRxo&oVtWoKx4LeFMWHRs(V2NUdK3htzSn{C!>y=ANvPwmWipg?#l*Y?cABrkb4)?
z4yAENY+pc>*&samu6^-ut2TIRJe2^!4EykQHQQgY&|K3z?L;tle)ifNHEKzN2YOgZ
z#&lY_X<~~1lA&@p8cnWet;e3(*D&yEOI(J4<G5;+9KsDRhq7C|YY8?Es_f_`4%6~G
z%ViL*&+7NW0enxt)Vw9lvk!CVq_GLRcVX4t0{aXk0(-Pcm+5X$dWhI))%XDvwMC*s
zZaUStMd3_qBGKj9qCpcne0MO8vSv)R<BQ=J+aEp=hnubQbvI*A5sj<(M~eYnhCj3G
zdCyxFrhSfis|x476&C*0LDDYD%9q1>A2^_xFk{=SF}2a+e`F7WUe}}#SUcpA5d`ME
zaMx9VeEMyz)8$TGTN%V=RoQ@8N%Q}<u<k6HIw$7kz+7ym)txi%v}e{Pmn}~v8kyls
zpFWQ|;12PRnntee)6q%v>h{rS8ZLWMod)oJv^qK(227|iejWTeNe{_NU?`Jgjr5C6
zAF5kKwnLb}W6qr5Jq=@&j%f;N-#(~*21l!I`8GDoRs;tVY*HH~o)KW>F!eQ|hK@FK
zUk7VbyTM5c+2$aMSA(3L2-f2y3RlZb8poMKWlnt6(;Hvr1u5m*16X@KcNm=!N*jq&
zkS0g=NV|Lvf?y%Nl5)LVbn3AYg;TfeEP{pAHpKZR%1Lw;gejlCL?e(!NOqh;;9tl@
za*(OWP8?mSAfyx;<peaWnu)oraObv@0BG{>-NhOuMTYAt*AX2rw`+NM%Y>X1HQRm}
zIOJ0Y{5d}4&;IR9S9|Wypd;;#<1L)Sx}8W2M>mbr@F(@*%CaoQtZfHL*QIOrY>4N=
zHUZu5BTZ0|d=_q)?eVO4fG6vFH9OZo>$PQ;r;OFXwQF+t>j>Z>51kDrxNta?*O$i^
zSV2{R>|6Y~dwN;J!Jfp^2*Kym1py5$0AsucYK{#4=m9QqHmfq3RfIak+G6&KbP^Mq
z*exb9-cK&xW`pqUg@iMWKbEG^g<O5<4`ZvfC`ZxfckpXfpAkZm$)8vQR>wB<(CdT(
zY)eR@CZeTYf)?PaxV~L9{}s!7rvtqIvLAF05Eih_FLkiB`NkNH@^!cHx!Lo>qYma7
zY*}BUvhjhH*zv++v<vm5CqN+p>#MOq`?DO1=L=X#=WTj#nR0T<nzGdJ%D<U7fT94)
z0iw)eoi1aY9veS(VpSe&7bU@uF%k2$2?>G%zAR#GJ^+{R^RE}fRu|s?XlEZsnw>m7
zJ$hqre%^=ux6OoQ|FBQ6Z<pKb-lo#ockMN|AC?pTts3gs(h{~hR5kB&I9v@lUD6S}
z?V6GAI)bczyxcsyORKopJ|d>?6WQbuZ>X}FX=`&2wC1FP@~GDOY)mA%0gszEYdb;a
z8NM678U+ZH`#xz@n6z&ny)=V%@!h7)B7WC&T|B+!1N`2Yty(qfWoze4A8IS*2$)IC
z|3L|$t=+SCDAd(7jL)DRO<8pa3{tJvOQ>%ABwl*K<3^ibBpO0iT^?zP|5pC4CBJ`}
zoPJ*}4R`6%JR(ZF_7+)L9s8&kpsTRD*k<#Jp#{wT_`|cr<nGyga@<e-8W@{&c?R<#
zBoV5kJ4vn|nlh{8x?i}sh!^$k(+U%uVCHtfERQ{PSBF7YUIT?2No7}kO@ZjgByoC%
z`^EPRd3abQ0v7C9UO+(-s*g|8pE0cYmxuq=1H#FhUsqf=Z?DbVi7lh4Yw5NR99*IB
zlL25AbY4j>A3unh&gZOu4ib*FdgO~i7sa`hEUL}al2(&3N^GiG%@J{dXeKq8_#`vS
zn9|trS37;RXhvNDULV)BZd}&TO|I#@Ap<`;G4RYe#+Y_#ky09SuV;%5go+-727xiR
zAYxoXY}bUjeMUO$+(J9t5rLS2Q84{Y;toJwjBWbn+3?9s&hZyoJaL`kNP&2I?ifWD
zJbYEG+YI>^?i$<CU$VMN11brN8zL`>epQXw;+u265Hk&VDV^?05{U!-X7bKZ+jYw{
z5DvTMbpiK5^;8cC&FT<ikWJZEvovh5022wyPf~<mBp?ys+PVD=@v#C75q5zxMnr&r
zp>zt|Z~2c$px5>;pmweYXzru(E)ZO8+FCM6JV&uXo!|lB8@(X>B!3CWz3|NYQwy4P
zL0TEoHJ~e7H1<z8!&)S>2uugTy=Zn7PG2<tIesyb@}S7wdo;A$I}ZNB0v$ezF-L2W
zo^%6pehX6fnzzyGftw1&P*SL*AwB?j{ol%C_h&VLVQdGKZ))4-*=03AhXz?Gdo~QZ
zEt{A!tja1qJoi7%<7dX(#llc}c<B`2N4Cm|#<fRcyz9YL_ucx8ht&*a%jr_<Tnf(j
z>X~Mq?&IBHxnv|V^(L>*uG(3XP-*q3(e8iv#pn<_p@dFDoY<WijWTg9V^ILV9}v{)
z)9UP1Z^sRCFu0NXQ82B%6uF><UIR1na~U-%gbigCH7H~~6m~SNm>OiSVWK&KYN@_Y
zy4(rOC$^hlf5t;PMRkhx(mQY>Xq)aN;xXj+BoEOSiw_&>YFrbtp!@Cl*a|CW4wJbl
z9-eU7hX=}OYOK{za|ARMQuqK<7$s?E;OaFY7<@($45XAf=?s6s0)*5^bVTI%Z~JV0
zE7x27MLtr6Fgl|P{U`ZTfAgm_(KJxj(zSoW`=o>Pr;XEU&#a_QR^Us5xUw0!b>0bC
zdnJ+2k=!_G#Z63Jp~$y|p_wRu2aEPocBCVCKqOuKH?LB#<>=9shtYuZ73_hi5?YkM
ztG`SV`Rww3h@K_uEPn3m5;Yt?6kI5w4yP3<mETKy(7;_ZKs`7;Q`!BrTNt&jl(}3J
z=%Qy0HBNZ@p{fb-Z2i;5IJo!=q{G0nl<&se4a<$Vp-1KsndIvxL`Yl`w|Aqg9r%ut
z14>@U(U?aB9FUtEr7Qq)8q)@Si<nCI0e#FIfQYYTZ>(ua?r5Anf<%^7f3W0w)(xa@
zRTnvSJYCQ>znnpu#hX&cLucBwOhy@Jw#5kzjf0ZqRomJ^3no!XO9#F5eoo)L8K?(~
zA-{V%Tg?NLDG^ogeQm-7ToWA{8b}BY$sijJG>1jJT1!<G4{ZQ)2|0c0%1y?<9N<Yd
z2mvEcnF$|<4Aiol>NX^{`<`sj)lN3AbqQYUzb<g@a)~nKI8pq~;d$^N7siR8hxq<g
zx-eM_JJqU96lHKEZ4V`9M9xv&TB6P;Mt*^05i~{SfbsPvV;LTMt*0&veB)Z!x1j!u
ze9G$F#mH*k>L@_`byUp>6vqcY<&yJnq`z7x++arys#AC6<jy((yIR|qjqGDYdtS%>
zJOs25^7-y^H;>LhbYciNser<UFW%>1%aK*oHoFn*p`X8Uv#va7m~qJ`<6v&{<z%oU
zd1g`e;B(`vw}s~2prZPUlX=YGU}!g(>d|rwiQ%hK0T}<`uUcY<sT>(%f9_Oge`iRY
zaR*4-+luNhIi=VnA~@>(hrJ`78&O$eAU3-6?x$RE*3nRquC5mg{QjQq!mrCLg$o;H
zMr!ujs<2Xv(FTkNBuGs*bcpK2O;BBlGkR*m49PGwRB{9;@?NqLlQbbengSCwT&goN
zh?FkaIZObh6?7<5xy$2t_uc^~t_UUMhw~R%;0F0+i~>jHFs+mim9?5K<S=oRD^g-_
zZ)Uk1v)IZpHn}1Ue0oH+t1bv0WY!yv>ja1lGh<}d(lQ-MdV&O9O0QLmZ^kF0cVcrK
zWlA^#nrgdbTW1-W(`ZGn_SBkkrKC^2;SPGMD-B@&7ffx+4Oj%%FeAcJBb9|J)9L`)
z14lVIZE~+S3W@4*KLs*RQlX!0HxDm8d@7kMk9svH#{%k5h=#hh$^!6FwO4>NEwuPu
z+8)@%<d8)GZF!?E^kZ$GoRM3k(M8L}rIqk&*amV@rU3fXSQ;BFNYxm4I1E}g48sL3
z;tF8HqvHQX!WG3zFieA&y2nlCqeEFrYNZhz)*ogXHR(*(K$ar31QJ_ZZ6XqNDR4-I
ziN`fUdzM_*EqQHz22GRvuq@5zpBHzFkw(CqwxGqeV!|bW{C0R@LH|qNm4gwn0z;y-
z=alV66}}54Ma`;s*z$W&Ri?zjc%78~A_`#G1lBhQU%A9MBe0H^9eXq-K&R#ND`$h$
zQ1dW@zg|*5cVT5QF0j*U2~mbrx)^1*P<Xdd@Z(|j`?Fd2=V!6tCSCaX1Th&@U24Yh
z{Xt3@kENSvzh|ugu!Q-)X}gxf|66c5`+r@LAGI%^b-0r<5AG!=aQDh33NA<|D&-w@
zTPg4Mr<|t0(FzWft&>;cp1}o--&Qd{>-&JV*Z*94#%}<4cFg=^iZVJs7%OXY9J(|n
zfR7zB27bzn32f}3m};6_H-AyRFmYlCM;|Hp<$6$?sh$8C8#xz6Kvw)2arn}2y_n4u
zs;{6S$u(BlCd51#`C2({j+`(kdcpoxQ^Vtz-Cbreg^0nm_c5`bUgtrY3v7}hY{8jE
z)PuxMjhTk%nP{E=ZEs<0r1kQ|`Pe`N;G$~Cj2$(50Fi_0=*i8`%rt9x8PUqE48X;P
zlXG#@bu{oi@ng=&gwN;KwyWutf~W6!K0~W<fo;S5i@JufHsetLU&B7U^AJ|s+ypJk
z@e(~j+#ZFKz?}_ebk^_a&f6ABiUpLZiRFP(i(Y9Q=I6iQ`F{{rH8!Mu7vdoA0lF-o
z3RcVi9(~?Dn)P_04Ofeci9Di!(`hN<v@6{W%E5%AVwwr>(QQWN92v5kVEchQ_1-p%
z?WE#MIp1`Th%dOh(MHUidP&KD<rdW6mCVzOFtP*?y;c3Ul91!LQRVuOkvz&Y^79_i
zYV<YBaGG;A&onAA`i|fuPH98v^qWY%vmAC{dsb}?Gd}q}(@%ZwE#wqZN!{R|#51#C
z+<@ZXlr_8vD(8PX(aoBub5Ri(M{`@UCNiSeL*B{UPq2?%rkk5bZ2u%YWO*q$noE?;
z{v-u{5qrArNu|`%@dG%x{|{Yhuo+D;h8j>%e`*Dk^{HoI3Ey7V5!_^W1-F+mP8_)Z
z0XA3s>0%#qQ+H`9Znm;oWiu^P)$rUQQ_SsH2hsw*j3;+pog)CB&$k881xQCf^KV1B
z>9iF-E)lzcz}Jrgq#q`w3SK<ohtJRbBjO2tc;U7C6PxGp!vn9t&vAmlubZJUW@O<&
zE@=F6jEws}|JVCTU{CzHd^WOCpx<jV>(1BF?U51kisAr{-IPlt^N&C(wTn+6o6=4e
z<&nD&%KZaSfVbV8n|YNxWq=+7;A<w-x2NAQuW9Blkf0)j5&N<U9AX_jc>t<ok%eB=
z!|i?2;(wxDJ&DNABCFyGQ2bfDDu{tDSoJAwd2L$Hd4M_Vz8uXmzI?7fieR~jP8CZ(
zS%-aw{S6}o?^^*qOK`=I4^066P3L?3sy#3;pT3&WzhKvK=;Md?dN_y=fH~1}@=0Z2
z+MzbeJ8Kxe0LBJt)b7yi`hF#L_<|D;fOj9YDBE6J3L<x37TfJG$n;#UGjF2T&gRUz
z>@=%fe@eE|N~jS+!LPv0eh$59F}ln=)eo8#LVq@KL)QrjO~=Wu_w=f)_cHb8EIYJB
zG>4?nY*uDMR>L!YoV|tuZ0;;Q=i$-`8D%2ggV00eRHyw7EeC=RGQQ4+-qgl(%uD><
z+zNVOP&83jsYAm``3;TSLd*lBX(ROI*4|TBs)?c{5E{<MSG&;b$h!-=8HUVA7=UBm
zIW_QBGdIwTCYX1sB^vnlGC%q}Jb~bJp<@~ckl49@qP^@^eZ<WGdE#tuix3%A@|+_i
zDrYVCsWRoqEF@D4Q(LpkgomVGFpKc#SV@`=Oi0~r-rGti6`5^9GoJaBkzn6-6%T{6
zqaB$L&ZA)u<E}RGp1m{Md00Ey#fBkDm@BuFZ&uTRh7&$p!7pEQ(vw{u`U=|>Pr*u6
zE8)&$#|J*>0lc(;B0O+1l2~a{%aC)T;+J<d3!Grm{sd4)2ngEj4;%4S6j@<+FYnZm
zgkWlz8;mU!{|b~yL3no9sV1sA7I+b80Y3=B!mgV{k?u=kkSWjnRAY#sazWavg#|*0
zD6*8YF*%bON#se|eZzN({is#5Qks6o?AuVwb91fVNjIMWjS}jPMV@L-y)nTEGNgNw
zThO>NmY8pt#BeH^adZk4<zMK*D^Sth7(2*;(3D$VVuQC*7(nU3lDUfKPEOr)SkMww
zkej;)A7?*xgHhP{N+O!gCK(Cq=`eQP1Ioq414#c7V>O2ek{4Ljp=j%?l&Urg2DD2^
z9jcw5FcuI%9OE9^!bG~(>21j6V-kluCI`|ZK}fV*vGjm3hlpK0lGO^xZipUefc${L
z4RN`VW}?Z22o24_J&0;>$u?d#6osoD#yAp0Wm=+Mdof-ED6S=}Oyp_9Z@=cM?g<9!
zoD=N}mY<ehew}uL^2~=K9H{Tx_5vj4@9CR9p-^>zCVieTDzeZ0QNlCM!NcV7+H%gt
zKdyRU&dE<*tk1g`uI+)FTeko0)kz3yofy-_zYU|olxv=2X(h7z0qJht0rQaT;*q}e
zlc>41Id*U$<7r|E($QZ#%Rp}PI$(Bpv@5nVujIv5@rx}rEjW-=+))8f+3r2IXe?<Z
zvA6+1mxals@>rsP+>OtHy5hobqa9Vhgp#r+X#$3rz{V#}!W2Tej!UJSFfWoM60U(k
zMdBxhK{dxSd1F(uKft;ZrU_oW$#*FZljoC<=MZV?Z4%*y(Zyjin3}M<2@4Q+i6Hza
zI{lf02VF-SCp%5slI2)%*NZ4D%K9Tb$Fv3*6BuNzr3T@|{zi`}x3+8{@5goI>vrs>
z2-EvMV^F%+zjQ+7WFxs%mM!ndEGHxRUC&H6R^DNr(6n@NKrJv-&f!!C+_WIfwNTsg
zUs{#>=(Gcgv1W3k+q6hNIZ^HN$(oF~?mXm?z~7ura?_bQjK14$WPZxY==8tLpKJoi
zSLq)Se(Wn`iV6^`*)mQ47Z7-!Df73UU}`T&Ve{NMrp;PKra`akr*0CFL$QIfo6#;>
zi-6>T+2YprzB3W(?$b$H-dnza*+u2BJ}d3`IELwGC6N?Cc4niUe%(=1^I9V(lVcb)
zNVEm2qmlmDb0-NC5JxcF%ha$KqXC-g{JH2E6<;qAM)XbcoywzhM;hu$!JfB=_pX76
z16pbk<KQUPB)v`K7>?qhFTdT380OOq4TUOltpZ*~g#C2dZiS5W*xj;wj!y>A_t?Cy
zdizasy%Em3H%lwHRkC<^P8mMsgW*~EGa#)n?uM@q-hY4QVqQYRCw!8rmIEj-4}RkW
z&VpiN8xOHkj)#qxE@E#Dl*`x-uQ1n%ZEA?V+1IwN{%*{GZ5(xg^YrBvt8&N@&E9u~
zv*_%uWj3VjSj27KpF!;pma3j>jQ@RoW0|6k-<eiq=+F24>@Xj+isHk_&t`gxLgTdR
zX5r6}p<1kYRsgAF8nGU-;0kEJ{pOO&OQ)Tg&E0&mO(A$9(6U`iLzj=-IaX+<^%JYV
z^oS9Ls%t-x4s)6xP&3RQKe?DBJSMv`?sQ^=+2A^dF(|dcmmqqiNBnE%t@oZuv%-eI
zH+*%ps-6k2-YIun^Sfj=0-|Y`Mo={UqYV{6I+*9_v*{7ut2KzL0SmCQ63p}x-87XL
zka8t)e`}e!EdxR8!m^ZMAv45yNArvf%6riad)j<<sJOpLSQ^lPb4A&nwS=QiE(y|x
zDqeLmgc?H;d=_;tn8X^!K8OtXiOErX{QI<x`s)+_*6ubGs>S#1R0KyvN=m@X{C>_j
zbJYt6fbckL-<&WbKM&Xxyr=Hu$m{EmDma%2e(XGCxI4U@0DTyw4r^-M3wvyYXo`FL
zR85(*v&YJ1$Oc~BR`>HL3H3!*#GV}%cqKnq;%NHs;xy*NI7<vhVy|>N?oC>V6;R8M
z1f4+^v*hG)R$FH-HnvAgrjT)$WXV?I=x`O6(-M0-*QgJcX975DAH_2IcE+1IMtI)5
zBijpPGn;;u9q1|)oLWRgfR5@%YEM)7gJUv%Q7Cn}K5VF$4{7wHqY9+$pq@@0rz78y
zM&g`~jwofE25GpyHeBY(`=aknS1|VDBi?}yH~6E46e~$V_~mpP2z92^>4uu%GE~*V
z{D#JuJ5<Z!hXat$wa)RQJ@(brv9TS)r!%I;1^*4`R`L2x{maXLuV~-EkA^n=2}8r)
z;UYcy{4ZBSb}zBsXBUhqqYb>NiSy)x0O1a4X$7A;H^r3A&ngTMwFG2D)ZAW|Uy?UE
z{|+fSCIS75g#bg2ak=Iwr7*SCG%r8?7L`cu&KZh`#1IfggGC?#^lHd(hPL_KQXwNm
z6Z1d8laTrj5+%<Txp$T!2`w|=n-*v?dw{#(_M~#S#sGQDe|R{J6e!GM&MMiIl`Vbv
z3W=0G-Kh((3x{ApETZv--ioXXleTwH{VgHb%CY$S#o{nZz{gi3C7h!RcWz(I`m~h8
zNvRav<`;lEr(8;gnWmdO3F{ih36reC*h{ceOS2J}8PZcPaUFwaG@-jA@^|~y!)fWh
zZhh0Q$#i<4deiCeX@JVk&7U)lN|-g08|07U{>||*<wxHliH@m=>3i00BP7Uny7%u_
zx;0<Hr)%AzGyHf^^;q3<nGn?Vzu6-3e=Vr~v>*cJ=FGBot=G9X#;M#GNhC;XxE4v%
zpPvxcPYgeSwmaFo`$<rQNh5#mIbaR&SP}Pb#Z`nFx{@m$krEEfKjt}fCCxZ++fajv
zapMp8sYDAWxZUe@h?=Eq(E&uI+F?6so9RYOB`}hb^~mIYvcL<>^UFB_j>=P*gZ(P*
z|9I@c8bW+baE4tA$M=_KdVoKt4;e;?dzV8oRr*F&9_2mZgJ(TeUU&UVs&&Y#=ODCz
z;3jC?X-gE+8ky_#WXR;>E2mJQvdcREh7$TeJHyE>ZW$a-!7Ws)(#+>rEF7+sHoKX~
zH7(vyh5fw7Xphe`mVgoMj<LnS4qEdY)oH-QgBNu8;Jm=b@5;x3z2K60H(ZGz{8McY
z3GCy|Db+(<@*QHI-BZr4`_@Z&ZuCPp-ctm<OCC*uCGcbqem;t5e<VcPAQ*Vy<hxJ=
z1*_g`yuZK5HE1buJYkU^s_C7W75Sv%6FrC~1Sa;TQL9eUPVusXlmcPzk7LA@3^ssQ
zRbETwQ6SI&vB2VqB`)+{?eOdtU1$?;0nv$#PNwuyPp7=1YuB2Lk+@y7eV$<63uo-@
z4#|P&xZkc&Tho$Rgbs}QWrP>)zRF_N8VwO#iH8RR^pPw(!HVH}k}mxGZ|BqFC`K+x
zUqO9-fBjYKMt-I7PVQuF{^WgzhXugbmCLF3)M`NumzlVk!T*Ez0R}6d#t*wzXL9H0
z9Dy?=o>H3cdM^@h-<@?1H8tAOX_9-KZI^Sgc&N0H_n=~tj7d$AD|PmY1x3<5-~c(-
z6#F3_&kmgK7<sIrNt;7g>_O-|evnrnh^XIXx3<`i@M**=^s-V4db}sVN*$p7S6p*k
zMRPBd=~}%RZY<DivtWaIUw3%=&#nYn9TVz1mTHSc<Q$_@NNFj5)7=15!#ET&Q&HF;
z^};<Wki3H;GNuqbSBlq{B85sc!d^-$Z>YSgqWK5=N)ClD8drmm@22-`gfI#wS_Ukd
z)m5Nzz_0Qqi-<I4k=Rikp$)KWu?@V@s}6e+6JuF+DR>K#>BWDoc)<5zO4bwS*sTPa
z7b?d6(f2XwGmF}0j2&CmS*-1@%9z+x`HG_wfQDe-ktOWOc#QPg?Q(MWg+LbIw<lCN
z+O~8S?877u3e6zYSl6=mm^X3A9o42fu?wicGnhxEX9cOWE$_d9?*-Vy0b^m*O8m^M
zv4BM)rBnB*dsZWt?)fwG@?*gjprV61@t+G@v)8l>rv6ZL+h8i}x)(hk@%+A>_g~?=
zrm`$IybG6xGuR8|+l$k)h=E#%L`E)|iXn6METVd6guGyct*WPFocx5I?Y2GPp0b=H
zn)B0=TAObhm$;Fu;($0Oi%&ibQ1Ausc9ayDpTpL&5ihJmJ980pr+#gWF4s8IlW|ZY
z2MO*+l+CVA6<V20EM32QNJYox@*~WqeA;13xmMeA^*d;5Bh?+PMB54evBtF%WZI>g
zhDMeq4Su}vtxAXR7n0bb@nm&|`le>*<}?&R|L1YN+b={^YD%<B%;~bd;W#jF{7g>1
zp#QLTYe!1Ps)KN~JGC#p?;HB)87>g$#TVhl2ioq%2Zj;~%Gw^;3#I}Oc#=igqP>u*
zjP;YZUNSv0PVLxH#+FTGVWQj4a_!!SDj@!&?M73<Cg&2{K~gO?Z^MA1Zrh_oQc0z6
zrmpS-?Q}wclSKOT{=3MtPza7tN@D)cJ+xaVd7p`|d0IHZzyp#tBZFO9wzPIq(4+<2
zn0DFpFTW1igD4Hzu-|L801M+J)eh87raBLuU1!_(l&l-94Yr#t2MEqFi%<<m*dl=v
zT}+9!=xKzW4Tilqn<dMCjVg<<CAw~)8o&7>#OiNi9u>%m#Ef8yRsMyP5udj=^S^wu
z1p3Ea*H+%*Ga5^!jGV)ijGMBj6+X4fV1G+hp1vLra&*We@?^+30;bh#dev>DFAC*h
z3^?xs-8Jl5{xDq=3mECiX>U1nTT--aQXq8Z*n}R1d1e5@<2yr@>UoQLh$?$!ddmx`
zKXZMw;K<*y=al$Q%iRgf=3L27q`Tr(l#4uNRvB`rTJ^(xcgjQEjv1}%6fT0txCB$`
z2qDi}JaRxw_>RK#0flD<m$JP1L=NU*!C+p8dkJ>Fg6ZR`|756~GkV-yB@(F(hIzf>
z2neukposqbJz-};D_wj2i3CDyLdGN|pCo^2xx4jU_9?=0OI~+`Ap;CSUdEK;N-wQf
zQ+wci<R+-Rbk#iTTd!uwuYpCV_mJKdmyX42w8k`-nTSs0wkrD6MPCGUD=t$sj+b2%
zVu#{)zQ#QI#R=5u)=)%_2PfoN>$r`$9%{DFu8d!GvP@UX3Ogz{*#`w35gSF<-mHfV
zyNxWFN9~RyO80K(|9Hnd)*9^u@|@#x|H<Wej&TPT8T~*u&v(;h{F(ye1Mu+j{9iI?
zJ)V-+F<`d7V-||4HUJa>++bVd!M+3((C=N2Xf_(O`GcI<XdQKA9vS^NM`xXr)1U+M
zMHWtl!b3VK)gR{lfm#LtSwaMO8=L&;wSFo5(JLd~86o8%UOsr~>-`)P7W|IrCG5uB
zfD-1M`T-O|0Tu>N2fR5w$cYaM06!0A-?tx5%s-!2cdu7JhQmYBCPZwJ5%*?&06$#e
zS>)Df<kpr4F+%e|p5a^RAC=uFVVh7ngBv4l0ryAWYsH*&>`bXeTfFH_Uk+cM_;ezo
zILp-AMeBv}^Q(%ArGj}4z`;;s-($mGPb#LGFo0|2Yi_8q;L-WVP)(0<zxV33!IA%a
zCd>zFRFge3|5|r(sLNvrA@=?wa5Msuon_$4$Jk%{0px2&Hh=|qcIJsV8ZpJ$utNA~
zwp~rk0*;ToV(i~hT+Ds1@{MO?_7&=zgU838Y$S-K=r+$tE|6PECG;(y?7WK5`K=Qe
z2LMX_0UbR<UvJNIfY$zEShW7ICIb)^k{wyjxm<Ap6(@aItbNiWXcW+SL*#{J4N%)V
z9A1vr=QkCdxb6<c!cw^Pei+!V2THa<O8RTD-P3{7AT<RRRT~1?ke&)RI<G50#f4rX
zcTEszpyO$eV|H0%`O9YtXAk#m{ElZJfW7hHrsV(isObVqZGuu^{=xlq`R4c4TpQ7z
z5V||>r@5LVGWKOMz59^v!g3nEb5X7XSbfX~kmYT78s%%?=WclP1#H@QQ5dT@%`S#_
z`fLJmYjciOCQG`*G|@BLoj3aFJ$eH)_ky1wO4C1JV~tH2TiAQodTY0m{I(@IO472o
z)S92rSqztFUn4laK7%nnGmMPB-|&C8;Ym{j5^|?P9{NZH#ciOAe>@R0|B!`x{=C0F
z^%-rU*hh{+zpvN-yk!W?f)RpZX6Vj>@q^lBq|bsW0V;gXU0GN&QRgltxm9cp8j}o;
zNh60!sx$X5nugQc$n4~ljQS|P7j$h-W+Ps0OiZjy-8Y<%D==AODYgY>Z!&yf*gFa%
zRgOIKerW-l+^kF@2Wj=Zs(Q<O;7Fsa!$5?YC&^@PR+AYrZ1}Fy;4!1X-}mM4Le}JJ
zn(kE@0E?ug$&%?<qvdtd{qBs_mS=Pmr&sZ*>4#%;lh+t%oRJgsIxcy_)PWSOC6-~S
zXOsXLw7s(Dogzvei~teljw|JLiRTu#dG*WrqJZ9p5ggAjcT+4JE1A)j?T1Ol*eA9G
zl+dWI{n7_Y65RZkQhBDNmN3-`yVjh8nnz?;fU@W!lj@>yR7K*>d$hyT)Tt_hDyoob
z7?iVGi2Di|EtRS)ljc5zmXFG>Qs%UUd5M-Wf~09YRi#JUnyB77@?%d;1kVzZ$JM3S
zQxsw#V#&Pileu7B0ZK<hI*-}4@$eQoDF@>}Fl|Fz9`4DIboU_j!AjXui+t#Qt_W~%
zfC!DHezGkL`3$WnLI?UfmaK2`AR{gQ#x&e+=O$+0_5H^NdE@Z}nuP`o`LobA`P^t2
zUS>i1$&QTG7t+xccbb+V99QsWl~H<rD%jqQr9tm5_|@#>nk;mEwr)@(Kh+M1E5lh-
zgLTbRxz@9eYMIU#W^cqO0$AU6^;`cZAUN~W;SsO|q$Vd{f(VKw?`1IJ+3(keTCh3T
zfuld99_BJaNg($K3KjkI|ExyLUe03CX5^koZ0+Q&fhN0xke04$b#kf+zjg<*6XNH(
znJ|kZ;uD~{!nDZLZZMKuaN_20S0`S%!=yLJQ`9B0;#KUY$33?lt%f?u5YzhsT7F-~
z&J@ge>2FkJ2(rzFGtxnd>yrPq=H2Bdy(l?hg(Y;6i<FQPvFRqEm%JEQ!==ffv>b=4
z0%>}=9M&=yYMGp<F5*kW+$5#vXkD-V`^60t-Dp1W7qNf?k38awmn>>?su`CwIlzNk
zbjn~S5~TnXf;3WQb9E*PBmk@vKyOu6X&vQHY6JjV91<jTj&4&t4BNZTO_Yb9^Uc#Z
zQ(;NDOYJNj+3`&0xW7D~x+<(;Z_LAk*dtVPAU)rFqnB(Yu9ko+A>>>sJ&Ojpl{X}X
zZltNb>uB0O{f!^4rjQZLF?N~es15HGGhH*>08%D80q=-iBZ+RyKC7h(*kq;)nsSu5
z8889PC;S@3Hau85@HA02VYi~f=MkK`n6UtM?eXHj5^<5lvcI=I(&sw2xE{Qjuv9>)
z-`LFUP{OndluH5M$ryQWTrAj}3#S6i4wLQgD25b3_z9G?yi<Tw*c;G=>_iUB-u5jC
zO^v^0xV|je51jrY)*YMy#D#r!*7A`AxW(6+y|$4D42z*A0emQG;tvv*Nw7cHa$XTe
z7b(BDLoYGUs&bM7&Q$#h2mJ{APz(X!wS!^3w|RIo3S#m^{cIofOcDw_toHnuJgpHC
z|K>I$;+Ov&M<-k#WBEx@3r(HeT%LO0`VVan3i^M;?!vY9pSZ#R7XM|UJo_5|uo09D
z49Nv~M3K>cu7SCar|QN3qHpbo=n~>(iagW#)oyF86zoU^27L;}Su4F@dJWM|;H#P1
zZF()9H`TR3nhO64i4-3MeU&(G90P?@X6icDh%;@&S=*U%X16-NJ!;m}wauF_f<%O$
z_ZAa3zRzxT2082wfS4{RMIRS3Z_U{YO==&C+B$miNZo?LKQ_x|8@H<rPW>qFoApE*
zhiMsZ6!T|rv(h&oTe-@>(u0<Swho?nqtJbLx=qQ{cMN;b{U@T`Y77QUR9r|^A<$QD
zO{t*cFF18kZzHkHogJD)L8S9*D-RH2jF&m0F{^$4;N0>BoE1?{w9=cz!m+eDH?Rw%
zK;{YDTTKhKbO`4k`*)i0#eQUxN+x#1%@02swv&f!QN~kQsv)R^Gn3iliJg8W&Egpe
z&t{0_BHvEv8bq6~kmkXpBNb^C5aUhlCOHUHh@ylFa1ne!Cqy@GAo(Kw&~lhKen^%Y
zqvGW?->f16W|4b)A78;oJNDP*_IaoaxsWa-GYG(DEDGdM(?cnxAJ8^6qCw%{-ARAF
z5W2paG$gpX?1+=(VXc!s;zHj0Gc!fhFeEKbP!1C?i0z+y9;^Qgyhh=1Fqho$iG+$;
z41b&>C@>;iFht>Vu($_5`hI;r!Mt8+*^Ydh>)G1^;JSJ#hQV>k2E;6Ii<UbF86t5E
zBF;>GK*d06A+jU$4Fd%`i6rM2{3Z{7mDv9$o71{bkDnBIaLDX(f8%B0<dW_bGloa5
zvhmCY5BjGd%}+>`3fT?O5=Z2TFd*!C`DE6ERG|@_MR&7O91x;F4Od2}_932xk%^Tn
z(5xW_aH$UP1-tv*FqBUByN)V*Smqy8Dwee(+1UGkK<dV)+;ZPe|FLy+qWoO29;~`@
zP6aJ{*033T@4F+4GfXg}C;2WeshP0~Bw`#R52KQ=k9eddiG;{Hc&fyIUu3ML?i)Er
zz`KWGG(;AR?>kPRcSH_hvZ-f$N7UpuCI$`wng`;|KjNELOBMc#s;S&4QW;w>T?}AZ
zw&~YNpX1}i&UA>>@5bct(q;gi^Bb0~W-Q96#Rhqsq)w{E7))FY5e%I$UNK!<@-16*
z{2i2XrV~s5NqQy<d7_DK1~FEjG#*W#obp&BjnZyW4^~KLplaQTsLyDdSS-9{g$acM
zMsXjSKF?b_WOT@MOhy}An`HR|s-3%BT}tKl%q${DYilX}?b|g^xMJekHyJu7l^mP>
zxu7+e5Y;trt0U;_`9E2hstKxfc7Bgb95va|w;yy>nn!OeDK_Y<mzn4k<`}3mkv|BC
z>+zBFtVKvehd%x*1y3LUcNxl|%pw^H@HMj9Y}DVg!u|(@JM*y#qlWbvEsukjI@`hG
z{X}?goJ1mvix;#^+&{6kzo$i4yq^6QO~YT8@wf88K_&oLzbT(mWVmF1^$cvs=ecHl
zx|>b8Nu#V`i1lhe;}R(nT2dqT#(N7H7R9X^G?8iWG37eL0@wG4X=*L7#3dvFxOWqZ
zAv~>q`0=x2DXnjx-QA)oMOy#N9LK_RNz)pN9bzF{tHZA`Y&|GT=Qsbh{%v3LWuq`s
zE;=fMBcOsbP!|seLGlevF6smBv)ChaMb9L&8qPXq)(ke`#Bn|Phc1p=x3N)c$F|ve
z&sYoU*l-=gQ88$`iCVZFU>Ujr$VxYWn0W_-s${mm)!~7K6T{q4ocD_%1*Z~%9`9Jj
zW9@BsdYq}W4RYQZKEYVrsjcGy8l<X*OC^(=<*2#IuKx+a)jxgNVoy1nG-z=&j#?5P
zt>tFuT@pxFaq3SIYS{M~e}w3X;HmaS?=WlQUVUX%%oO-;ELl&rcb#AXlGhe<jfxxl
zdIzkh)qA|aXYoP&jc<km;j!eic!fzF;qguMIN6LjX7D>cCUaM_R5Uir#-rgDuNhm}
zp00FNWPCP5Hoj5tC=V~fO@DCsY@PT)TZ(++?9AeYxWm%QTD)+zfy<~&;)@_AkElr$
z#^f_mwhq}pa_!`=`uz2P<Yud__`;_8A$;^tLu=l%a~8AiB9u<j4&EG@o?J_ZUek~<
zo0{;fMS=a6I(`)WYRP`nmi3rZ)r}U}V)+j33FYNql6AFB-4PjWxlR<v&&k?la%oLD
zard$@@ZaM03f*3pTQwN*bQV<@#ricqNp=dF>faVwNfaN$t!oN^*OknI4Cb~dH*TyN
zUBwn;GRDFUo5&WDyN8%id`Uv=167seh1kxo={Q~s_bFe2+DP9SVksk&jd{e95F`f>
zA8xMpR9iGtZ6ypgI!m%)PnIRriXxF~(+vNRYxJu0fihOvXmCbMilmO{f)Ft1ZKPWw
zIsybpH$8j-Z8md2Oa{4@VwJmuQoS+n(O8p*|D7(U0CrP8iLsUXM4ct<I?hFB>B(j2
z<rekP%p^f0=0{d@HT|^$e_m^&nfhN+6UB|Sr?l~+9zXl3s>EiFq>9)DbWpi}<aTCb
zH1Q>7icd!>&ZZauKQx82d)&;r;350oq_XY}O7kQ8XS6qfLZoxyl~VM^&Kpzi=9nWK
zcgKj@r64%<I8W$E?_Ge&xn$O$LN3qKf2WeJT+pRtG}1oTSF-TkyjLe_vHQrh%;u)$
z{#l=^<H%?4C~xa84Z+-;HBY)uJ6+a69Ai!9!d?WIwV|*x%eaHO<pb@)fZ`=c<<L!>
z9yj07lLi}L%w01XRPbZ3);LYG5<k1WaZ7TEqkt`gG&?s<=<GQ9f{B;DnO1u~s}I|=
zG+N{Wk*cuJ;Qn%hjd!KyzcZuTRrFk<0qdoobjytr&*~`Vv>SV7^u)ScvkyB~z1QjN
zKJqTk-k~J{4xzE>I=1l#N<+-nIi&jPjnUWMA4v%?-v997h&?1jq|Y)Wj2D`r>Kt(z
z7b+BW+~%V7R{s`_<4G7Zqn-)upMzhOozm95Y0}q4E^;y|;x}D3@n#uxRmQ`w=V^R@
z&OR)gEEdry%xfTZ%oUt&H>!yj;Guv@JXpIsV*CRFTE&}L#UKrznevwWWJ{VPjF*o!
zgvA2rEEZqrhO5pfF8ae8u=~6KNkHvBs@m18*#R@o@4#83?Y(`wMY@40Tk{wnlY{2|
z)nM{PFQv9o>K(K|8asO0;S58SQjiJ~K=|*Ey{|u$$s5WHq}6>ub&u;w?O!MXxob_t
z*`vA|**>?keS-9Vab-N|C{P_&#w@0e!jUupgZ(LQrtp78$)2QF4&j|U?z8)C8CTux
z*Z!_5?m0{-TVivg`36e0=lE;h%|Wk!@=iO4W={j~nc?)AEa}l5R3urCzjj_$4yU;%
z^k!?u^*9Ay;yl6%CVBq*($tf*m`N`fWV7$O&PF(=bc3Tdn@u}nHr*nGyBFE(-zZ@K
zt;*$R&RV4itI@>*cZpmYmt^9js0m#~JeUbYtBvzyc5wpY7khQ|t6zig(Y_{NB@B@G
zYP-j;<|S0$JAr{upQS>%-GmD1On}<!%{s>qO5L>#I0bdjDC+OHDMlndt7JSz|K<H6
zx4_wiIeeF+-ucGIWc`Fi^#<DV3vxPukBKH~A*V9Djdr83$I!!CK|TQ~y{W5cI%)Pf
z%;_PEagy7Lg^ymRQpORJlK|gd2BmOk$=9#r!X$4!m5M*r8~wl_?z<Pels7qGcIeo0
z{TGdANuye$cs(C4OwUh~y9Ax;=6ldvY0HQX-K8oAp5k-IcC^4}4pQ=^^SL%)<;s<C
z(%su#i7Tst7OVnczBol(WjQQXOW=sjpyQUS`w^@2*GgCF^Xz`vnJHT%D#7*BRe1wz
z4TtUaZEi&u96Hp%QMs|Ff8f=<XHpX}o#Q?>W5ga`Whl~${Ab7*b(L)W`@(PeWpwS>
zGkZ_cC$@6(9mC=w@7T`&04Wn-FwSANbQwOKtw=T4U@@clXyI7Drq{)AK947oS&pCo
z4~3aSbOs4q$Qle#2020B3#L4JPbb&nmKC6enMNSyBi{M~P7~|go137}7DbliIEPGQ
zgHoLxuj<MeBx4yGgmu-Cx6aIk?igljt)scTQ*A<oe^Hn(z(_A&t*HeFw+7QE1zw5H
z!~{(mr@0#N^fIv(>bpPxJ+)EFJ-SIk1YIdze$wP^3F6+rV2p8wpX)3F^2#+stz3>P
zxQZf~&^LapSq;{?eC}3XMZTI+jWOV;&gGZ&-2E}ntU8Xm({$2ujTMMdl+yc8YbA5)
z@%uio-6@`SZeqoZAv3ML{~wqY7^p}F%>h^gD1OHJ0hktGGAQ?;<5Y>z)PKbLPT(K%
zCGnff{VKemUBH#-q~l-c8s}Tx<qp2<=-+>}oG>q9NQ$Vx=&?=q1&d(qIIiZkLBE@(
z$i2bFh=P{eRkJd>zqPg@3Wk5LleTK>4OR(*9*7hi<Xy%q!#ryjrA#1Yj$qM#cFjHf
z_Y}9~@egJJgvB`f(X}d{l=Mp(Ut`|oU+JZiY%a>w{-{17c)`2p|63oL=l6$kUNjRc
z@#4&D0GkS1iB!j1hpmA%gn#s*$60sBA=i};F6Rkf9sn;ObLRbbP3AR!rH$gyiw^&`
z%cp;9&u0n*$CLJFfqu~!V(+am+tL1o_I)upz+Wp55ONNF=ui@RD}Rq8b#kC?t&ye^
zin)ijics~eq*}w|A3isOsy2Oq@eCW}<Zs|qXG^5`d<d~a>57xfPIOH<a<%%$LM&SU
ztMr9&3*-v1*Jm4oUn_P5>2sp274{Xjz3=)osKz7~T>o(+UZYLo&(Lcw*PlPrpvaT~
zTA>&~K&>kBof%mPb<lMg!lO55EFOH<33EDy4Q*u<`Gc32)>%Fcoy8EXf!{)U_T&fY
zbu7in5D*#G?OL4Op6p%>3y)Hl-#Mg7mBXKTU_5Hk(5j~f^yjIf3=;Q@D-&v!YLo<~
z%5&Iji~8h6M6dg-p%HesY3u`glRjb0I@+ohfUJMr5=)~0hx0VlDVAG8yQ5^khkF>8
z#2jKwJGv?swxL9|7B>ull;H3EHtKv8*Qk-MS{EzPk~Z3^tuQAZG`z7r7t*LcmFDxh
zXS6Eb!dL_5@ZvSd#x=H^^><7d>W|ax5Jl&m`bY2I9e#uOSsui|uGI~Vpg3e&_XQAB
zK<!}6;KxO4fKmM#`X^zWBHSWIP=ETSRV7GZqO0DcMvhWE^W3bnopIij=Vxo#6h|KP
z0jn-SCcS-V!k$xXf;oMhRgmy$<G#|Z{EF^Bt<-ZweH}s<HU-e;r|WH0jla7wZ`WAQ
zIM^?F8VqLvv_jmynB|zRTgJK~hQlh<fXmF-gs9X#9ASXoXd)ROdQ6B>PF61+n`cSZ
zdXnETH`-bhS0Bu;6nxgRIMzmPUyqz*b^Lh@VMdrb^)VkJ;>kO!zf9yq$adE><*o(u
zfRd6ATE!af1uDDK@!3UN(SuPJGxO{jtv_axIdevxC7yweJaZhPC|aKfgew%gfCE3H
zCT4ldz+L}#q!*seDmN<}#^)U_hYR}3DP%z)6858}zY{4j>d=4|&2Y=Fqcm^HP1W@h
z8!_D?TAUG2GpLb(Rvl-O^*G2`M+DX5)yB@lIO_-Xz&UT$P(?mf<7@aLJGBq!41HEM
zgB{Ehcb1`6vq}v|Hv9k&0=U}%fYW7=%GA=OwCd%npPIb2#63)4^5YhNFu_N6A$ap`
zNfqCgsgg{feG`Hfy9u<2C(D^%{_?&y6Hh|+@3>xtxBH$OPQyR!o3)gVs@$}3FNpXN
zzPUzTx4LY$W>*o^9nJj4f*9_esr=6ton?>#t~C(bRN#RghCaj-@0r>MfYFID;r$)k
z%p+IW6XIaG8{!Uk1y;ja<6ZTWBU9dt7!khDq3ss|m=nKRO`x3@@aGHZaLy$aW_HO5
zfwoK2E$}FRuVQT5n-4iJ$>Dj4jy<tYl_jxue96XbO91?~InRTeNL`=;;W*CXo9{XO
z0}QDiGuprpyFj_}-C<iFK&lZKC@H^zd@>I0oUhN{6#`rDjDTYgVTGi}lZKPC6cm`+
zHwrJcsucKhC9$xX<x>APcAsQ;e)E`Q$sYwKNWyNN%NZb;$#PFF=mx}{?X!RZx{P+*
zW#tJ8eT)7+cx^4{VmBlIN>qv6uB?)>#aaH`V`i3}=_@fwLje8{RcF;yXVbM?9D+kw
zxQF2G!5xCTyGw9_!yOzJ?(XjLKyY_=cXxN+c@Or%SJl<OpsTBUUUQ5|421m<RAfcn
zov$oAk)&bKw5`;NEJ+}&NXYf&;%L;_@O{?E@U1wY`Q-P>kRZ}Y(C=Zd*Nwy}j<)tZ
zyfJsQE+D=ion_0*@)>guH;MNcxWiFu%oBexllyPZL~fncwH@`C;q+emzhS!9<m6A!
zXM&b9HL`X|v2S5njNcevm;i&d({HKT^FcAvf0*_fIXQS|H>yH-d($KN<a?6by+63G
zoA58?Hm|sS_@~tuy$ky55k1EpwdGIEY&Pb~4jc>R4jeVy*D5{M#xqpib}f=rP9fjN
zGU|Le1RWLb?y<a$TnupAU(C!O%Ld0T=9fUN$;o4D7pP6^W_H<!0)V5JT;kg(*t2;M
zJTX5t55`JG=Czx&SsOf;K4pPW4FNUM^__P*^b2u#dRY#`f%e=Joxj6*JAd@S*@H4H
z|J#x!vFHvnpZq<20ZY|lC48P1oxf>|T8}4Bk7<!QB|_0XtxeTEy)x&Y->{AtwP0sT
z@Kpoa`rOT*O<+}C7*Gfo{4(+8h?(({9JY8u{8eGW1m~hspS9M5Kav9VmY%9R^-usw
zUObVW8+2c{rRq`zQ>-0J&pkh4*8S6FjfQ(y2Cj2Q!z>o-EwF?6D14x0V>gceF<!%|
zmkH4+e-L7@zczo32eIGBAnZ#vy?2gMdz2(<xM!xI{K@a<CcyIh%Ob@<)r`J+AauWV
zKk;uJ8tZ;*Gl_Ne)&fn2VboHn#xCsgUiDgSA~f_c4rBP1%GmqS$xrZXw3%}0=%D!L
zTssB7TC@hc_Pz1X`}yiD)jhudex^>`W+qt4g}uqt4z6+7mgknM4KdMJbEGZSDMUt9
zH?BYIPYTgkhXOMA)v$#i+&u}aPPLd-ouIy)^2{Z~06<uDkPI4;@bFtxKmXiTW1Ywz
z!6<SHqB@w_od6@tKsyWw4Ul)*d~{X5U@%!Keb3^W7x=#Umj<V@bV*wB&reBl&A&)r
zS$g}mDQvl1dT#S=7+1KY#ci0><aP^qy^`9a4IA)mQ~-5h0zu3_8&r@-H2n}4ZMaDW
z6d67yyKLOy)z!Rlg%^BmLD!~}jE5g*GQ_;fe9I>|hhjC*lFu}RMAFbz@Sjt!dUR#C
z!e7&U(#Y3-AuzN)`Wz2e_cdOXD{s2(&gtlFE++tU>blBpN*JyQdrP@&+K87VdIlST
z`x(5IJHQk2u(&z_ufWzs4RXhiL8i;e#;V+Jf!Stv5hW%9>U*ypA6>#c3Z$28{us|c
zx9xvJ-_ib;1%&N+;Xe{JbVVb1HG<0Z3t?+VaefEJ3vPQpT&{>JT8P~XiTl38x}x%u
zc&%%$I;Ki~WkfvY`Afnj`iWs5Y!`mg;p#qTE(Qn^fjeU{P>^6tlg=Ip=(G%BhtS3j
zHy5wfPa5+_jyV+2+UQ}tq@F^=+M^CsK=uhau(+ZLv})CzMFRn<*DOou#09Jee`4?B
zHvun}5eAm#xgakoF89}%=*`cUo5tDh@+2#VRBRP^D5p9w!=$*MFd;PY;8b1zIQI^L
z4G>2efo+NK_H%(@k_xYt>Uhm?&YW=8ozcFHFk#B69ka3fh-9(iqshDha&KM3sB>3}
z#A73kZRejOM7`ZYcXt5JP@#0Rmx<E77-gixGDOfF{<XsfpO_ETHyH2Eu`3pt;aY>F
zD5|`Hq574d*Xjw<(H8IG4EjB)RZUS!1xV-3v5i1GMs51fbTRYs@S0A&{>dsD^{ax=
zP+9#9oATK7){>}?)5=Dmi)zd5#X$MeGi*xwg_OQHaNT|46&(MlTHC>*6XJt{5{y4d
zojXoKcmrY;xZe5|?TS|KOVCwxq=(=1h<DGKt!%ujO}uoXd6)KlTm_1GWfp$0Wl(cn
znpow$PGHcexUSZH&eEtsvA&Y=a)aRH9C=w9Y(OBGz6J6HKhY@qJcN=}FQIq=PLBVZ
zkLyLBaXR^A8%$3^{?)(|2SfQoJgz*x{6K<!hD>k35hf&^_=NAtO7a}yb*|v)$85Fm
zZb!;r=g0i+i-lG$pXpRg_Ib&~_(><Xdwki+|9%-CUHtaR{4z_J><qqT&GP*moCV%S
zkAa)&!ym{3K*95K&nmEo^sy6vYaxho;gsI_!Jgs!-dQ{;DENMV>fki{Bl!Dgyu9G&
z&7M9!iXCEcHsJNLXp~X}@V>tpC>)<rcJ5u?RttU}9^dq~ebn?dJ-sEYq8aG|Qj7!4
zZMqnIEjym&4#b1Qus8-QQm3HZrUFO(2Lh5R+b3rL-#j^K2TZa+V(hzaMVmEZ+bC^?
z--feB`)9zBphTvq`VN$x1*A;Mq^Ka?`tGXeR^twAv!d8-_Qr~%!Fo{y{)R|S@S0Y5
zg~qKy1KomDT*AL1|M1jZ<MzCsH0;Y<-C#ntll9ly=TAEotgt<NW_k9&9{YW#>dp^h
zTPz0lV0IG}2^_e$DEw~GQAqU_j>fNJ@&^+um#x0|Kf@I>+A}8|k`&$Ugm@swZ7>v9
zg^MRAlzY>|pU}NP>iJoapFME$X1)dzmfRpV<z4+MPEIqv=;_e@J4h7r-NQlL$uJ}i
z#nz*IZOoU7n8QcnaD%vnZxa?8mW#LE;i?kg^K@Q1?^nJ}Bzvv<U`Ff3C1;kIuN32C
zDWDV$Zh^7?x;T8bZvlB0J`4BSVUl6bODrrO)GVe!J%+pz@x(P41M3gXjq_y1u<~Uz
zR(x|dG#=n@<5t|fAqa<}A}7?XWHU%ZhJn9^5{u-*H^qCvz}pKDvc}B<hAfWJXA^)C
z3FJk}_qO>Qrk^#I*91MVP{m)?c#f@%5$?BBE3_w#!d{&dB<bhf#fCAQ+B&wJh}*+U
zxl=<YeD2*z>rwoSJ$8t&zmyPnR+(gx49l^!t+#^w14ps*@=jSDF3x(-4)7rUD4F&t
zed{$ZKQtR#M9^Ok`CV`Whu%w(I?oG4)Ag7RUpDV-1$L<nU0A|25-lewK0}K0YTgqs
z(awGdd~~6CVJILVpg+mMoP(BhAFuY8nzg(LH#@zxt3w4IS1H_YtzkyxVDJq#%DLrN
zlh6-o`kx-4Xxwl{havdQhQ$ByvlWJArt?9*mD%2L29jz{yhY{wiN*bUC4&fv@YOGn
zcI;Jt&&q#O3K2Az=@ND<zu})*nhA!2G`iA=m}?uWXv}qS5Pl6n`6`n2c#qi=>;E9R
zx2`PG=7`G`s?jk*VPyc>Y56VZ%3(T->_eU3+n1#8ya?e}R61nZ&3>;UE-AaXN84nG
z%ena%I0-(n;$+h3xN@Ayb?PM`<T*24Kb`;YD)HbS$6iO3j9E+=d6YI1((II6-VnDT
zBX6n|jgjMT-~3c@A>^B8m}SWqlZPn5d24U!I$6%l9r0r)hy%kf?M^-%S@N_}2n^UL
zS67gJa0XAz0z*n#13?<9=3yyf;qA8Zd&7=k@g7O9RgragzwJxMi%Un~B6vI~dzNpp
zk^&R<OXCg8PY33q;Av!2mTS}R-1Y3C6$_HfVPH}0O95|LsN&2JW$c~`2!x$n;l;0)
zc-?+>N09-RDEO>Pa45T`5=AFs8!^)t5`-5)Sh1O*0SNtay^MvCZf5y(hJ2+mVCX)X
zV8{8^tl9Sks%O6KuQy;o<IflKQXwqGi$<0&5{Pb0nR|vuq5+Dv(BX*bUtbC$8eLXm
zZcq`k5)0gQ=UUzLtb%>Mug;i}9ic9xf%yUgpj0IBl!$+ee8S&c54|ms*JBG*+x9K*
z>#0FWHeh-9H-yZpiY1h@9+Z&Eqy?B_#37Czp#8VkBO-`o8ipqU*gZXcKkpwbM}$H_
zFn4{U@xZ#xcq~o^-p`9?xi;TEPUD@AS<{a1Rv#R>-`ze^8goVkcVXErV7#=Bo*!=$
zZV(ibnGSDV{1PYhpuW#y_3V#6y*=MOQgNXsZyr9q{ch4dRPd<NyI?PRdNcd52i{{o
zecyX!R#~!qF0zdP{ZHD7L-Zt;$*moAmdpS&qY9nK(I0z*6~qq2BW~^=)o)SH(bXig
zg~O+V`!jYOc}+5ejJB<1?MI9xgNF}b$?)C%vTId-;DhyXXa76nWisSKq0QU9iCyDa
z%xZR$o?ENc@_0XVf~b?%g42~9Q$ytKX7<PP-RSI9Thc8M(d0Yyb=zZ@w|<XFfd_3P
zGFSKY;*<ye@VkA~?dS%duY};(7QA3Coo@nO;b_Ue9$DcHBnW+WLd(8s3FP9v0s<3!
zI@<D$i)QJ_$!|sfl70`Txo0Z6dvW|v&{wafwnoucZ?&}UpKA!(+35bwnyD&@`SWnx
z_hpak^>`Mz`vt7MNYe1FmfUdC=pzr+&!H4OFP}BvOwY_GjP27E)Td6}n|RvY?=x|w
zt86&3$(yY*xmLIjjqfB@*QO4f>Imp4eHx38>NmfeO?x%+V!!LM>qQKmlU4UNwo9ZR
z-|e~+zwgoYvPTWAb(2`e^Z1GglK#gJ#4fLlc1-}stK(h6)4O$g1v%K)8*EwsMW16y
zwDP}^gm(6|Ubu^`2Vo4|8Y2f}UedjlZ`t2^)9H_z(el*hT?-XJwX@c*{`~7O!mi9m
ze5Lu`k>TlmNqfUW>Nm_x2RX^zdu(^uwp$!#Bp~sPs>Vrbx<K*+_VT2yR~05@Q)rgo
z5uyo@3)v#QbtXyPfi<sY6u<qN!P;hEMBfCuksn3HKCMb^N@@GTi(xDkVR(*7I6^q;
zE$3N08zR7UHNhwVmj_`Js#=JS9@vCtEQ707V1V8siMEZDk%nv#v*6L~S^*U}OCN^&
zZ6#&fghriB&b&7oDSxI!M&0wpB};Ei4j~i}cb{72rkwu~6(XLu4nYZ4=ME?)zg}an
zSb$&t6_ZXG*BP`>KrwKA66O_FNv?Qsh>|dUL6YTSTAWe{5m+DcWtTk5SOag28}R`#
z2pUZQyA71>2^)#05E}d@pq~_6bWM$E`}9Lva>w-Kr(J}7BiZb6OkrtaIuBYAvr`S=
zeBowPLI7p?Qi|mR`)IfFrKfcl*|Dy0vIr#uA-Zgy$p|9fH-T4@0*`)V_g4aTnQ54n
z&)P-D!U!6oBc8V~aSdKe_LokbP#tBlkSp?yRm-bl(v2k=X_^dK!HNLxy^!`A^eE0N
z*3d!8Cmz%4HeQ1QS<jmBfGNu@5(6nfaeLptQAEs<?`Lj#43(G*y1U)oQ5*DB!4(=8
z%NOhDC~8G*@fI<vO6gaB?96$~?U__K_joLZz&Zuw!@M4yLCGpN%rbFHYt-n-qKlE`
z{RT((j!d(aux;Y;;*nZV`32n#yqhtsi84&6&o3VQzmD5wwwP&=oK!JmL|wPQoMk}i
z6!F(u)^Y^UdC6N0u~{r9Nmicgo=gX3Ty9Q65BO&E4;%xc8=k>6vMcYpJAs-gC2GaL
ziZOM=8lqyuPt(86@<%Azeg&4PU-YL&SV2)#q|=8k$Q~YZh9zxeH&ft1hfm#RLKZ1L
z19s~zv=qcJU0%#Ot17;Vh~El8GDl}^!-N|KF~4<(2I_i%Q?l4?CeuwRdhOx5UvL%E
zN_1i9x1Jxgd2>V7q*K}sh?n^KKiG3EZ1wyXZ(`pd7L#}Mo(jILAyhK;*e8G{owXt8
zcCTslFT?3K`;XmZgQ~?<Tehkkn^7lFHCHgopRXH&&VI?}*MtsvLCm)SSRHi=T=7SP
zzp&nYEwoOcO{&OHT3D>=;2*(u0d9guPrgJnTzdvPHBHG9TPuFBQXmlP?ux_*R=E_7
z-aN!t!YMR6U5kM1Vj8SE%%&E2hLF~d5Cr^Z$7=7ckWD17Ir!pJlq*I{+4;lY77XiN
zR~{aT4rzmhOZqX8%1;)6m+B2B%hCZkXmm3Q>$#riNz4Cz>n2c`O`H9`Dpc;Tow$;A
ze@l@3Hy%kDSLy_e>!T5Az_>2kKY93d?<sP8>VDwc%*Dj9bQDh9_EC+~u8Uz$EqNFA
z!zurCp$Yvk8~DRh%7bo{$C@vZC<=?n$J?NLixCqKt#|uT$#@^YAH`tD-n|fpz$uMw
z<fuYdI1D!oQ+x@`z=;&Kf!D!WA>xxdbi^|_z0L9Ws}m9=!6}%I*k0BSu8?8xeeJ;N
z=R^s(MdYUc+2JL_DF?H6VAQB698F3hf#sTqgLbS_&v%F?T_egwTwMYOjhs}yVYK?Z
zefr|hxI1A*^MDArJLT-A*Ha<`X9LioO~HbwTm4>&X|1G!yd=zl@JVNNUP&o9$Kqe+
z4=v@`1km)zvZhTgzzaaXHddHOSebPPJgRY!>iL>YBw?R)he$ZDc*#F)PU$-z+uFpB
z*?z$u`>9}J$;Y6EH$-yO_5i#C-nGPDK%+Y$8uQo5_94JBH&vF$Lnb9lnBad%z*S+T
zulT2jRca%E(IHyTAb6RAh)-9NY`(0Cvyyf*RCN_bwsr0zu$Z1Va}T^lRNS-p=bn!g
zG@;v}<-gby<BC))Xc|kX{jA$f>3_zUb<|tFfbTCgr{;Z^5HcU^f-I0_8ghJn@~8D&
zso;2|_!%e$Su#A2_2cE_!AJKtJwEm(HyC9HheuzHldQQ%a7APzu$x6IQ0_+`J~?8@
z2$Nky8`W&H#42FNCW@BC;8zMq=b~lX(1d;SX!-<axPbGn>Z5Tsr2QJiTc!I&@+GGf
zYoI6Tn%^XF-3mWJ9-)tOTda59y|Q$$-~U9rUIEkrj1Z<cEGOhekQUKKr3|8Vq?ft7
z%P|f)Thk$rJlz`{34^Ry8hQE3h#-WpWx+DbQrgHY^=cJDeAlAh3s-hnH&-jv{i;3t
z{<29sUHQY98JbJj#htTzuFlVwgmITF>Qjc9;eO|jBl*tH-Q(o-zu|O^1M3SmIBS=>
zkieUutpe;x;I8XIc)(G*YmxAh@U2r7$<zhJjo#{z(97J^c0tU5|J-*?(@b+=q9WV7
z70`E)YL&G}=0?zbe2|J2i55=N9NA1Mp-xeeU*_0Vwv3Dj)=Lmo#sJpL-!v^mV-7KE
zK94V1y~it2{{&pYW;svz?s=6el!9yDRDgs|&^Vro)HHqzw<Tte&#3DK$PwH2-YR~r
zx{rV6il6)W-!km}$xB~GZ6Idf8_Y@pUhX{|6xml%{khDlMxeF9_!l3}{A?j4ccVk(
ziO5dkt&+4n^uksAnp`}H0+(Nvxp$?aL+bah>NECugDI?_l5fTib5<-kqP1M2fXD{%
zczBpUzC^@xot(=bFQy=2f3jWX^An$X+b^JxZ8t9gmZ2zEJFTt&R6T7<lCTjAf`4};
z^$aE}QMCos=H+Pdz5KLAx;AxgE-#G>Z4T^~^Fz*vpWX@roEiVk6#i(A+A-L5IE34#
zaWD+(0d(H^pUdY=Xbp>)V(<eBFl)#X5<_W+cff_e;L)3kf*#*JCchD9l^H^Q$7VP3
z?w-HZj@YJ~Z8UCmW?aX+2~~IXNZlBAc;oXu?P@SMU#f(;AvZP>CImZ;UXwF!;-{*+
z^RcvF5+YHsRv|pmn`z(=(fR?ZjNJvRzJe~wV3r>#`xcsGTceyfx7Tznz`tVumdQ3(
ztfRN7amAF)w~>n~sdHALYdEwH8X8vl*1V5Pxo-<Iv%M;#&-6C1hY=T>gAtXqQIFp9
zFrE+E16)?Z$U*T)h_;+opphJze7Nd#9d?>4q#nA9<uE?UECUi&ELG2DECCzc#iPu^
zqX%qS<k3+y+r%L2MU+Y>z$}HM6xUe_Pe@n;mUjP??V9nw_GQu@1IO7TL21#J6){q^
zEcNJfk?RX3|JfR^=rWciDXyfSv_l2XmsZuFDn3y(46p#Max#jalUwH7-=}<k3ei)W
zEBWXFer-7BXMX$_Q4cepp{d+(Cz_t<cJT)Bi=N9S*{IPLZenpepfm;MN2g{YbTIe+
zJc|iFrzAdO)l&Y+FZejM=pAs4dUReEq=LmChZJ+ho9;lS(U$|778(>N;yeCRPMU|8
zzlvCQLns}vn`#TyYfJQa7v7d3S?a;j;eK#|D6TF4TExs!%cBJAaSudppm6JH@zjyO
z)_yTX2+aNtuV!Hl4VaNo_xxmAo1dplb!e5cZKXwpr77a&uoA2J)f{&B?J-^?cT!$v
zY>HWXq3=&0o3`a3b7ah+1fGN<2oK(sT}%d+nfLKma+zQrg7yBVhe5aC^1+N|Z%lG>
zvCP`l4s;S^G;w0<@vvd43A_@&oLF<YTcn`luI$)fMvVD^3gE^Ms_Z8;8bV$jY@v;*
zCIvEQZ^9m@DpN$ZHugb6xWzusdc3dN)9zV<D2t_E7lIoSQFSX_??=^rR80q>9K4dd
z1#xW)4G|y+PKNOrv%}(JpnnhJg4w&ZNkH*Wg(cqswTUS0+>-T{@lT-ao^aybJfP2T
zcl4pX-HT`N0%!tFweE)5c8hzUL<5N$(59@@0HudX(v#;gjNS5f$&Hp^kz$fays+?<
z|Af^GX`Tl?u5>+b>20o_7H!H|ppE{n9?Zd;oNNlJ^o`hMzVxaqPTAAbF;cWv+fCNi
zOUZ4!EPl5<zZ6-dhz_aDPsLWhxMoY4cPdz~U_0n^08SS#l&WBP8rk8XFmqJa&-56t
zSkuO~(R%cr;af(-D6;2(Ks6`d1fu~(E?&JA?kM-0_jGY<U0A)Dg!mC%U;9WZ>#_Cn
z#TN|y=o{&FkJ&;6Nxv^fuHP~x-8U7<CzNu+xkHC=5?hjEyp{Nqa(k#<q^PrGavdPu
zD0rM70KXG-V%6x?y1>LE$5jNi;Qd~Zw)WKRu$Lw3j${3B`?UpRP-}mcchgmY{*THd
zo+R$2L3<`NxqqLwB9E{4Tylbe;b|7aQ&1+7$2{%3ar21L6z>OZFUcZOJ&Ydt(s?7A
z<z~vsbZ&ODamN_(EPT>*^=!55y)2X}(D~vgz-6>GGpH^)SbP92&a%waRX<1izko)X
zAXPr*4>=z6hZ?Ip%h&`H?y*0OWYWHhPkH;ax3_hrW4Fe#U|ZyDmradY+y32|T87XA
z((j>eRW1l8zqb=_ixU3sHdV(AzV_BUJTuo(H;V3+K0!Od5wWnCKG76?Axc(*S#$S;
z0jA*|xXmO`Y)E=$bZy}&Vok)QKK6SzK);cC>WEM$ZRUEM+i3-#Y66p{$ogb`D9p|7
zYRV3uXUT{*)n&1oV}3dLqG3OvdvEV!n>v@s%}D2Rtfb46_n>l=FW~qRwcr-f-xjz;
zb-(Y2oFWKJ$|=!DOmeDXy<%Zl6WGWh09-)<?rVtJpmlCeb60sHywbcG@BDVF$M3zL
zO&>K+?!sdJet8@NrcP#%W;LoQP!csqZC+V)ODC}jGz3$7zwvIH`XtE9HDO<o#Yx5d
zbYr1{{BvNRO%+Q}vM`QRmC1!!p5;70SsK-NXE;d6*eYhd7AYq43CSYs?p(`qfh6Nf
z*Ps>xM_sj&)&PVBx9gH`{rR3(Jy<IBqHsmI5z9)TAaP{+(LjU}GwTuxIFMx;qWWB6
z*Y?y3nN(1hrp`o=)NQtc&|bXZQ>rG|74DFtL*~b)0PLd$2FtD*OVrLqsBwKT2fvxN
ztnEpa<a|JU|NgoEui5AllqMBYAUG#eHADo97&{I<aTh(YaUiBYs(&-ZjJm97ifS}w
zFlLH%>JTnSi0Ri`2YbWd_C<T`cE@yQUg8xuV);}v93*;ns^z0<W$Bacj9o|)p~7vA
z4xdT^zv{9tZymO7%VXm1;eQyGr&FTO`rFkfxrvj|3a#Wn^;Z5s!!{!F0+49EH(Yhz
zn5o9Nsy6%I>Ro7aMQD4ga$Y5kR@WOxSopVT_2y_{`xJ4Ty%=TCZU1r?Z&$_jP?wE*
z(STA5r%Dk|^B)zjri>ji?qo*w*X5DlktZcDJgblST2mC}{iSd&Y4&UacfDnsc5fcK
zYj8lI+T7rf+(($K2~D&F0LpCHR*JQR$3vLFWKEuIBa9OU)_Eev<5+MV|JuY(0<+U+
z%w_EQbj7nHHa!mpx}B+P^U9+kUqE5A^v^HD5jD|tUY2vW`73D4ovICrH}dG5x~`gw
z!P8a)O;z6;0l#r^ijmFsilQ-#29q?3E;Bq%tvBmD3926_J~146!0LV>LjIgHHKifs
z=!WvICs%rBQ5GH^w0Xr_Y?;PeBZ&z0Z8Uc3e(AHJ0WMG7b^2))UjtZ0l6rc{5KCjU
zkMG%+6i!UEN7Jn58=N73jKo*|-o$Z}+*Ij$EVYIj1ivEk_#H(Sh8R@%UmCeD3t~ZZ
z+%)u+1~o~=bS62*1091~duR|S{tQ!&eQYqEO@8jOx$bC6i7<G%;EhsUl<mQIojS<Y
zw_9tGF#-aIaq`Kp#?5oYsRq-QGe7nw(t69`NB__=vP3V?sh$it;~qXIvQe63S|OVe
zFs{|4>eQ{%!}R*<G7X2D66!Brc=%M?S{tZ$CoJxk<6RFx13<IfOVb!0anvTN%*S`P
z)2%^`^Z^35fat&4cizLe>w9nIQZg5{EMp!h?RknF*AUx(DU>;z<YxqMaonliH0f*^
zvqIYFUKd9%BJEP`RK~{V&9%pC%+Mnomt-CFX=jgM;~PBtf8>2+jvSMFZj{BI=reYV
zba>i*80&SM1B`z6QFv$e3k0mx=*5dM!or76G*QS`@B+{4F~x}DKcApknO5IfW{1)6
zX~lnle(sKvhLzw-!?-Fo*I=;(hmJBnzjw5uO8vpc(1@Cm-!e&%^JuA@k<`ZDC(tw2
zf{7C7*f}GU8sGjZv>lcuXqy~BtP*}0r4XjV9Co360&t=F@?u=OtV)hMSj~M@W+j`~
z^pG&G?~(aTra+)<=2r?e(+l>XW9Nxc<7ueI$(c7v?mp7-E+%H^TPm*9;fQ~{GLmCC
znCu%-RPuHm=G-Q-fS!K`W1C1WMGf2MLe`J9GxQ`UDZB8U>?iV(p2w?49SQp>O=(zt
z?;j9V0SeVkAN|2F?v=j&2!laJy^eR-R=5P5vO&N2Rz{(SrT{5X?A|#*;Awo(y8C(7
zt<vmKNjK{IUo7#BT3w7Z2dRQ6c$>5Y3-2%O%eQr6NniMw=^_Uy73Bilzzydrwt7x;
z<XBdoJ9)M)AFQ9Mi0$OVs5Gi1BKG>3h5n{KfY8UPmy|G0u9O!PGg`lR4LzgRKHx!Q
z(}9I7;PtQo?~RLwj229Fw{wMnBDtW50<I>o(U54D;m6X}g-{R^K<<mLJgQ(`J9ibO
zTeTC9mEK@7{qnZ*R-}fY5=XYQZg1T@hrH;KE+!KMi7K60H4yOlIb&Q~x4c39<;&_H
zAd4R%+%U>ZFq0BPUs?wYa#idi6W$Vvm9;w};GA2|B|G!!2XAPdAYYz#X*Pv)P@thr
zL2U=w5I0nSOU%VViMzeD<Xq7aN4>2cXL}jB=#e7S|H*ZTv*Xbp6MGX=d9QtmAmub`
zGpJ>gsHXG3BIawY;S*FuEEq}lC=yKv5OLx&hbFm}S%AQfHHXpUl{m+cwraWf9K`nA
z5&r5TlM=#jvl}=+pVt~NYx3O23mmaJ)IWrNX&z#kH-4*EmtIhKcJ*KGZG8hjUePpg
z^ODSt-lqHlf(o$e=b4l4Q`RR)s7V(inHZhW8-$ap{mg$7L|$W#u8=tQWB20#JOgUV
zN5<6d>a)+Uh!P28O@Ucb+Ok=b+Fk1A7QexUYq(sDDSFh|3IXi&LdYh?F7@J&>;mLe
z#{pOC-?e2P&Cc)^@(w)o?#LCXpQe6mzj~RQy=Jbbj$tm%^arv~=5Mxz7`K+tYX0u?
zS7r_V1+xZM5Op0C5lf=g{kUQd{0yC?Ue0kZ){j=CKnpb56uCl#Ocm?7WcWn|W$FQE
zHT?XzHpy_R`#T5GBl>_h&>^^1##gkM2#jvs8>0$es;I4rFK?-2SZP~yYei%$!b-0G
z6`M-s59Ys88?8~H^9L54=(?$1P>WH`8{*|vFd?z;)GDTwOi2MvaJNpJD(V0Thh11`
zyasnbwD^$a7%K0Eziz~<tx-;5JO-8##5hERj}4{#{Q4h3^6ZZSmyy>*!T+BP(6za`
z4;VeiorVZL$=tnn9)7+HCX25tC&QvZ|I^^HaQ@$DcQtBPBF<+~<H*Bro7vtJQ<Hwn
zF8Q4=0PX?0&4eKQ0qXP}FjT=T9r-nHH86~<tlYc?t<XGY%z8=n&xOZ4DDeKA{__*O
z@eh99z3PPLBAos7|2^oK(!wpqM)>)*xGng3{v>!jYlqy9<j4mA*DoZ;NWd*w%f!R=
zT|(#Q8VT^)*;~vM()l?@5_uWSTnOx3k5<Fqt{fOjIKSNtZg0MBw7(5rj{+q69fUk4
z#U?n$e6A`EgTROP+W{Bw;fk=18;Md3zm$(R<3%|Bk15r&Vtw71srhmkY;tI9AMxY&
z*(gAyK+?A#3B24c&W7vyN}U6ppwpJE4y%F3(OLD5bp5?mF80If7RKO>CCh62rPlob
zUv|f|Dv~Cd?4qhiBZLh-K?KK(Gpzhey$3%d!K>`Ufsi@a%l0h-!3;s%S&Ar@V8?b6
zBR&9~$EN*@6_Gy4{g;MXm#Gz+6-Uha?IcN*-o3X|;K)-DFl<Zr_c+fXIq<#Xlq>gm
ze;<8&t-Z9x&Di>BDTdXG(Zd(4A{($@=TUddH3LT?lI`Q5RYqC4L-vx=&SVE8r`i-T
zAEW&kkUHimxn;Or<#nfS+0eVqpx@{gmzZK7z>MO*z2AthD_C>wJri;^w1tCh2i<<*
z)5!J<fS&k)PuGS9W~p5+t4is~?z-9`)<;D#;lYt$i!$kD#`eiJo`t;g5Ez|7y<_yE
zYr~j&=(Azr_0V(FKj<YGpR192Zf210zoYNAO=p_1ge@k23;s1BnvjuSL*fvUQ+hAx
zFFdwsoiWhJG;eHum{ko`{537(1&{Um^@=wgAhHWGJB^Bu+@<a^Yx+GcjX{*^-YQHA
zacS9)+Vcgkdp|On<}7F99%>Nrk?)W17MXA_YAgp-R^5NH!PCXJ@Ez&8f-n01*xPlq
zu5-*%!D4}RV9`_wEzrVTo!IMi%aZG6&uQp}b?d5xFCqgM6zgwh)%|GeHVjKqq)T*S
zK<0W>&ouj&sXR#X4~l=gy5Z8!-$}GbLM0(w2n}fcd`l@()1Gjgm2kSPy_sMR^LHiI
zQQ6={L-=ViE7ZIr0r&g>Oj3(iE5~#)cg5P$DJ}s6)Un%BWNbpG=kefGM%n+~v>wG}
zJv+#bUh@>_k%6gv!@+Hs8M&*8F0i-=ko|InTlp`832)u`+n>aWw!WPL!%W$P(o__?
zseb)8@%(_$SS@3|J|8xFermes747zGFS36>sR&BC)=u6Jw68pONC08W42z)%$q<jS
zd&g1#=qvCKCVlt*DA1`P@ph#!;gZ>i{R**_6oA0e{>BWLIFzdV6U|V;G$=U&oKsDn
z#BLbIb&e=3({4NhobCpA9hjC)l+Kt~8>lNk6&;_Xe}zD?kg@rcvz3q2zP-)zofKum
z2|~WMLkL}+1lOWBxje%@nxJiHTvv5%3P~neq9tJ;pdQMmzcV`fpIyi#ZJYX9E487v
zP<zk^p~<Y|lwP@_-saCJ7@d3v1T+QY!5SGu6SQqMM@r13&570X%}ameNG;%BN3eE(
zUv=f_8M{x!_74OwjSFMhmO{0C%h5KH^NEAz6J(VA0Z&=mlO7*p6)yF)trbIEj2A{e
z@tw~=#i!+@9a!f9MX=#xj2z+ia~bXmP9RZ79oG}h=jjqaE`7}MoiR257x@r_-Drs4
zCKc4D(ArDS1p|Dq9Cwqg1lV^By<f1yoJ@0F#9IhRIN~r~OfBlNbX0;3MbRBjT!m|F
zyW{;qVJnsqLLl4F4ByBMCIL7(rfdn;lp%+hS{|p%iaZi5Xw8?o!Ib@Ba)hb!u<gFH
zp!2VP5U=-8bsBXPuNHg(?JUr1cLpoj!Xwpo89{JRp+u{^0|gqYz&L9U6`}&9Kjo5M
zZ|)Nh*0Q9yE_$T#wsn-g!^jPhUk01+nw!zrZi2Ar*{ZACh1p+kR&fd*oYkwbGQxG;
zZbttwVvKL`fvVolnsTCPNsW24F%s$6U0mm(w=n~?ujbzF266WQTb=y3gpT;k;i0ja
zz1E)p@Z-8Ili!F};nEA(ldNT<Vla%h+k4<Cwwr}?j^8qNYyEAK1%E$}rcRFc1oSKL
zT=q#qXvg-qhZ7A4xJV%>!U(?QJH+isZ-gVP4AcneG~sV|BQ!Fu*|Q(?Z{`?iV63SB
za+O0bwTRVNV&nS)#8B-V!*0dirgKF+<@`8xpPWR-*`-t+Zym6ECe#>r32ucOd#WiL
zf>)-`PQ10f=ec^Ae`(T3$_U%H&9IH(W`<LLXfHJSPj)oY<2Ooo?Lp#WZn)WF!9XI~
zyR6!TK`d8wkw;WdObem56GYJR0BmcT9gJ~w@;>#)f)=?Lpb;tS#q(U(Gyj}2Ei^v%
z=iFr2CaerI^kjx^5*@^ti%5`JT+iUOxa^CcM`1o*q;EMu2trXKKDtd&FvkSn=v?av
zXV+x06|&T8{?bj#S;5u9%3a~~T#3=&KkuE~BLH&+JqxuMe*^zXo@{@L0)EEcp~UOc
zdI#PSRW>gJ*72mNy=lcty;5wKo5AuG;HvN`19VspI&Yi$itw|Su`hr4NC-!ByX>#n
zO@=hYt}i+8{SYj)8ga!h_eOjU3Y1c*Vv5eKh&v|DEkqtng6tKTdWus-Bk+)!Vf`QI
zd&bU*cFLHib4B_h;XJ?rI<XU7NQR-*F9bA+mM;;&_BQHsBKm}o5acW?g>NJ}+pKtj
zEEy(7>5xt!hC+!4`3%M_Gy&b$<7bvB3cX-9_FQP55|6g*+zSkQalt=Gj=#N&r|vBV
zA5N*A<$>8py|zA-47Z5Y&Zi>1eYN+RHqhx47bW9c<u95qdY=O=7poe3M4v7fvO$NK
z{+M?FBoS9-%)oASdI*-f7iT(xSCFN=1?)75G~M4YJo|*ydbJrXNBG_XwsylVMs4Sq
zBzU#rRZW^aZ=A8OIpZtV(`XWqOlaTxW$QC09pm~vR^n8j0<#clehb`!i(qbOlElxT
zeymAzZArtq_!E3e0Tbf9#v}*UM8FsaUk5QDlA;f|zatrpc7EPpy^^`dC$;`GufY@L
zIS4UrdW-c<-_m7`GI?07?zf*c7c6bf0$yJN8~?X$Han4Hu5l+5;`yIq9?5V%;R&>K
z+$L)ivIVxGYB)!J-6`xq`x36v;ct$6xbtIevB8Pe7tSlf0*1C{?$BNrDK?@S4cH;Q
zWjEP4%{P3hiv3T{XOk(Quz0GRx;0psm@kw0yPw;4I&#SNwQ|II#P(BLqrm}5vUoUu
zL4HX*Cb=>AFIewGU|}e}(CmX_+?l_Q?FEO->=QEAm%?2%@^FIE{sp#vOW><eoYX~d
zmxdCAg}sN9jh92qD217&72%O`KM<w=GO%lb$m_X{MgGXvxs&5KAY%t47!5n5YR$E7
z^7>TvOo}<{(B%yvxNS7t^)uE(a|f`OCNX|A!e8YxM8emZBO00N?^oMug`F&17blM8
zuTpzAiOOZPo}_9>v6FpPkbiBMrl6-s6kuv2j}#Nrrg3Qy=Ws;C^oxMf1-!*wg2N37
z(Li)H8an&_f0cbf56ole35(j-c1r)IvOv=f5YyEudn^Q)yJDX!H{1NHE8ri<P~VvJ
z%UE4)d#7c#y7^d`d>6jrrw#8CA`iqTr_-z7aHm(>rVJeP+PM9L46il$Y`9OnkM%H!
zZyPl6jQ-o?#u#!SmrGIXD=<uw_!U|~+uuHmwZ|I;UuL*|`jv8mIlD)hEVc{!$A%KT
z+Y9NSvJuAdz>Ig><4-2*!ji3rzQ;=XwO5$Ioej@lV2|A<Z9cTe=U?maAa-9)KSc4#
z1LBNTw2+)NvVV3Uhe#0%J)NNj1f!Ydx~B>Wd$riUyg`e;pwpEZ8DQ&Z<R*|y+u>0G
z<HjUFf{Tf1JiJ@AVv{IO+FL*^XiY3=5F9-~?(T1sbwy1i&vVJR`<vl@W`KjE;K6Xa
zOJ}`}o<Bib67)xNdirkL_|>5{_OGed3o_=#(Ws_M9BLklI2c4UzDsa;9KlKu@5f_b
z<KmIgu!FPv4o?oj3Fsvjcn~B{<a#Rt5SK)GsoP%E)2j4XD;8?8TwV&LM4EEV*ZPUe
zsO*fbm+gpDM2qen7T{djL%o9tMHhoM9L#qU#L+W3V`mfnZP~e|&?L27WqFwiOSp5(
z>_mZfSttwnayvPcXg8ahF*oraxZ=w(U}^j|jkC-GBK1E~K+}dhmLi72Z23(-9;Pj{
zR^(U-6|`0>#mza!N4~wKrT`diPDHH}(IReWkq#P*c~ykvp(IpQ+|-|}4pKMvj$tG4
zN9n&QEsx2qvbijo3IJU&rEXC&LJKcbJvtiJkIL{jSdZzDtt#U_k_QeyBG(*L8h=f0
zB`<f+r;$)^;Or<s%MGoE<x<vj4C)TNpL|INb)(D2C^v=Vg{p^TnTJT+yTum98><{3
zl@GOf&-eOfl#vi*QQ~hxn%s!EtA=zIV#7O8)NCJ@mD|rw2WB``(kEtTEnXBx#`b7T
zA%8`5@^t@Q;8mu6Yc~RpgjO)qR<7Hb+HoF@O*i}oc;MxpB$1bzqsbYIOLc#3qgCyB
zf~o=S$6Af+%N2jamfEF}iaxt6p*T()tEPHzM&j)$53C$w4JBPQRlohTT!=d;?T=pu
z4Yv=uiO6^vZPB#kn{h~je(a8N&>VsQcN&fh#G}PO8Z3L%mqyuFwtP4VuijR@t^z!#
z&OdE{jm)<Vj(k&>^g*Vk!V;$(YPqgKSOU6syF#rlNjkbG1-^uy9>771?nO<5y9bk$
zE5$d`x9X>yArTi}eyE*SIj+R&>dj3Js9NT~Q7nZeL}0>1xq|aX9GhD5-|@-XaZ4PV
zuOOHA%4Uad1-DV3nfm+DwYZj&KbGZ@v^@j;-#UrPl!a}jm;Jtvys6Bk4+^REB~lZM
zBbA?o6Ef#MOFp=QyV5cRmh>hw66q5r6$!C4HB%>;D%|zjR-bjn)AV%6P=yqXgc%)|
z!~8>VvKH%Ke-`v<CRs{Ew^ZYv?$Y<?A;0r#f%7<vda8$Q0&ee|k4S{C0xhz8ccuZ*
zz5{wJ655xv+t-l}(U3&r-<2m=UohZqG(c{;qA^Tnve5R2Q|`juk}cPIduLmxv{h$B
zy7mgXmo1jwA)bqqe~Sd`2sk20v#>fPi&mY#T+@O5&f{zmBT=|p$Zy5eAK~N}y!ABY
z-*}BU!^*XaVAZ$(%j?%PU^H=}?aKs`N-)?bIxkjI$)L1)$uB=lHT)?V^jsMK*8Zg<
zTu}h^SCqInDZ#}@AP!oHR;jvC^;k`5?++qEtEEjj8+;Ey`{RamMZD3oN-L_$Qh8fd
zuI*ZgEl<g#U*b{N5s#41j7SmAPn(p6?4*iat$ofcOswB@M9@mbI(mX-%+mqri+8#0
z!Z%ZuUv!k|pgHRbjv4={rkkChhKhK^n%vrUfK~gLeQW7Wd09u=Ky0CYQiJM*^g@k{
z<m_pp_xcn4ew~_9_g{NSY>9@z{DgdwfL<rritcaKx!8<BJ3)p?@S%3-vV6#dR3G{5
zT*+axtv3``CVV&B4w+(AD8?a1Vu(&&?#nPLrWE%>xMy2yTe1K#^baTj^JEWVXffcl
z^W*vUI(_r)d376RIgaCM@EQJVlmU}q!GnDM@-wa+!bFCz1ut+@oHBv7LG^^A(8>3%
z;kj;rdZ;kyh%4WDK8rKx&L`MEaBFZDy?q0863Vt@P73<U2?kFTb{`Fn+DDMIpi`!+
z@12^=_)Wv&_&11$4-7Kme)YNjX9gSD06wZ6K2~Q7%MFrA-b?pqx#|X&V$u{!@+@ai
zi?h$4$(B!-Yk5P)!UYNpC^ZSAk_9N!&yz))-mdOrPzG-nZ<JaEm`Ju3|K2uh>i;+S
z!ZNwX6taodN&Lb_p}^+*OeS}S*Gv$&Hp$eAC0#Q*gI{dg9aTNJ^DDjWx*I@x*`m7g
zdyeQ}sUzuw^x6Ho+T`~xWV_|7c_;k&F09*7Cy(SBYBE$@(L?m2D$exLbFtxZESLFP
zqVKi}!Dwnn3{)c*&7M<YHq1+N(90q>$Q-=U*9c!LwDHfIHD``Q2xA1b>HMG24LiaB
z_@*~!xCK5e+s!W^6Z()ZTN@w=5oT6zgZD-|PA1}s`p=70J6H-kO+IjS`t_x3+uJl*
zux^DM83S~lX!ThoMb3ta)TWYb-g|xQ*5s%koAS5z{NJlm%GH}GS3pVx^rOdVk&ZvL
zu6<PYcyRh0$12|2a$2J<m6(#Rs?@#vD-j7+?jcndme7iUPEDQ29|E8oF80V``3Wpk
zF0C4u94E?aL1!+MPD{kt-ZeN&H=}TLckrx4e#fC3&NscILI8TU-F=`NdAeEq09#9g
zwLH92?T`FoQ^Uox>ZRyp*e^iD-|)d2Tk;4S+j0@aL8Xv<t7vtpmLdY1Xx<UC<j(E_
z?isx@@`g?jJ`d^$bU<&^(=T^%d|xliV_Jze4mnbc&T_*AFuJ%=mQ;iznHs&Dcp8fh
zA*RAHjFLW6;Xf)=LX3~tR9GWK$5{BdIJYYhowB!bU@}Dar(1*!s2t3?R3A>%>MS-A
z$y$Uz=GjI^Vo<O6qWe2j1MUx-6mRNZ@)JSn*wOI}GrJm;OJEeId2M#YWajb#;Xzf?
zyzQnr?@8H2{HM~#r8?+)Zl;<hl*>6ND}ho5&88qlc!vPFQUr>mx&+PdA2T?;#wPBR
zN!`KSH&%o$j*C>HEr$C_vqsAKWhU%h`OPZCP&S|HZ|Pf{F>Wmf$*`Xbh0@%AvXXT_
z!bK9I=F~rRW<{q(^YzmzCd-4joHX0u5R6;fUMaFTpJ#4<bHy<Q>9%r`#Q*v}A`Lfn
z5Bf*L2vUIQX*b662XA-7O>@cUIhsw-I+DG~p@}Isr=YQgIaaHsgZUC$b7Lo|Zj7&c
zO4F?32!=KP^{N3Bp_sL+@X1}|(9{59Q8uOGI<>+<2YuV$mo#todh&}VXe4_(-N4kf
zI}Nf%x{*Wg5VOAjoY8LzpkXhwNZkhWDnY-1CC8?0@oRgG+t*>sUXVnnRK7$3Wu4?W
z&BkT_Z4m84q$StrMp<PXr>XG}*qWxuSBM4QclS!4xE(5s1FFVzznpgBfs@b9fkiV$
zBf9r#Do9d;Vyb%WyT2oufCUP41i_POj$3u-q)jLPvhh}PAp2yrTjoW#*1}j=KFiR*
zp6{&W{BO|TaCfAMd!k6s)P&P!3#@vU7<?ecp5$Rh29h_vL32UcCu37U^8jvh@Yhsy
z=rV!3Mf1w4pcNFC1tO+?UyT9u%P1A(U+PDyGhm2F(+JLKWjSI(dcTpwhASGRtAtUe
zotU30SAA7JdN7f`sUfNdE8tw(n|K;^9Ct#ukxY*?H`=!$EE9i~d2C$kQPi$$d;MTx
zg>8db=<qu6YYENLMOtCactDGm_dKr@-Yn^P)%8_u0&#K!)e3r3NhHUS<Z`9;^ytP3
z&!wwOBnQW@X~&RNYr-G75L*EDgHcr#UO$*$YljgGL+8$(KiH}+tFyKb-ovPnjg#Gr
z?;+a$Pd=xyj2u<wv{Kddjb?#y(b<HbYV#fC@N4B*;ZqC9EYCeh8z2Cq=d!wiIt~w|
znOI#Xw~oDxbf@3l$L3UUyZR(KkP&vA6PP*>GTXdhbXT1+NhJ2(35<jI(`XnLX9c+q
zXWYNH>Jyv4*zqir?xK8v^`uN#g9%hqu=|)%O4+!et$yL0ac``}k^SBXZbM<yT}(=i
zJ5M*u{@@18uDXk$fnV=hw`9rqBoQQXO+Vl;;iN_9T6Kc%?uZBm>KE){UUahQL#(u2
zH~Oh@ah@h_W0N|JXJrVetOa{EbQw~(BWD>VPa+=<+cOuG@eg#0*LBA8B@POKml5tJ
zOZ%;}sls;5wMzb135~b=DHf{~``kAIz2V~TPwDyltPC4#0ImN<)zuGQ0T(-20=^9x
z)I*$yMyE$8Mdk<dpSUi9y4}tH9XG}G{kV`;S`wW|ulAM<h<jb=n+-qN4iBfa?4Byo
z$GhiWAjrnU6&NQX!EAEmcVB1k@E`EdZU{}>JnCK;#oUkY#!5Zl`x-{|q=6oFm+}kb
zs6{^qKS_tt3*eOhYmCw6Rh^yxFOPQ3+7>T~6;`E!lN@uG8cS9j7Fd}<_HcAtbB^|8
zq%l*B+Z8Vk25+<@)HL^Nmr3yzFUz>`SF^;M!5c$oxsHVvm2c9FEcQ~kj*S;r_b#KF
z_wX&1Y#r}<2Klh#l<wR|zOdjRC{X4QRs83VdV!%|4unPxxqAnzH(+}d&@OScX-9@i
zFBW}-O|phY-UX6f<r|{X@CUF$3&0F}U-iRkJTb{m6*1gO!{{*2q6mOBoRt$MieYhS
z1A9nqZ2McVyQ^y`AZeAmIn-*gXz)uY<zT;ux*n;T22N9?BTl9pGq5Hh_aot-#nDMi
zcF;<+10od(u1+)(O`{wqx1?NrA5Zi`SxLPX3^!FGvC#iP81VMhfjItR#Tv-fS*A}X
zcy;18+=02-n2O*x!Kh9)*jSdB7O~BBSTt*(4<XIp=%u43t+KHfsEM7H%g<|HSW_U3
z73*$dY_phBozB7gq)-LBo}BqZ?$nAD-m3A}fTFtGvS1IX^TPB!JqU@4Ca;Irc&W0W
zbVae6(w-!52)w745<Mw-dpB3%u!CM*0&#g4X^m!|@SZcI6r!Qu-;-x!cNL>JE7=?%
zTYnUXh(UB-hZ)xP*M=b3@^P#?(nZlU9|^W&MLt+WAZd|WOKBRtyTOW|LwUNXD87aS
znDx+#m1V@lN>0R-q=u)wJXg$CQgOM@#B!+4ahnn63%WQQbUQyMb1p1Chg^1zD{Cq=
z`4`!~3%RAwP;F^mA2WK#+WOjnDa#NDZnq>IZ7xV{pG=(yK^J~+sKj{?O}qUN>pe~|
zR%3AkT1puR2X5Vx!b5qB!REh0A3cw)j{5|Q>X+ibhu`$ry1cu{W&Y?O?jx=$BT}8`
zM7O7a;s;^q^|KppFo~L2ys1-{Huj(%-g;WXv!T_RE~H5n?XH_()1P&FwL6r`YyZwS
zi~?2mviJ$x5x3snqa6@~r!+i|e;Bx?WhYnBKoe0s#xxC$YaLOJt1zn<XwD{0(afg&
zA@WESbYRIvWkVDY(z|3zzNCRB0J6K8X&K$+P@WO%2(q<?PBC&)JyQ<?Xix`=?Z3DZ
zRKpafS|A32Ekhd4Tw*|@GhexORYI=%;q-9se#{=Jf`mB*yus0U7(puPM-X-*{aDc;
z;tGUe*w&}%tZ<k9kdWgooghOi9X0Wv@<S#(9IlQ@)AE{G<gS|(f7~t|WVceUJbzs9
z4Qi?A!0P|?>~2K7gzQ8S)35jbzM&SY72h<lyEqtOcym(ga?(!>x!7}UN<l^9dLA}`
ziFfwui)#DwE;y6@32(9<5t6(_3(XI({NIdkI%<tO&ik^u<PiF=`v34vRQQP12Z7D*
zE}yRT3n-*BNUq1vuG-c@)?+74ykRUg+sQFw=F>FVpIF1l5)u+EqcNW!@uQzov+mE;
zfWZIo&E&UE=9f{zWE=2s|L7&)^D+rEzbSm&@q~1TumhdG*AKuA&IgwF)uK^Uwczbx
zCvtM<=jLn(lLGL;r@Q77X*3KJjwW~VH&^3iuCp3+yxkrfgc!+wx<21T7rXq9H}Frt
zDK_|cjT1!ZJ%yhz5S3M-6-cGLN~G!VWi|+LOo4m6FW&gz(@$m>Z}fgQys9R7viTpk
zxqr$994w;s{3fKr`F{YDKy1JANZc;*VZHW}(lmJg^@Hs>#&JpGya=uVA25vTZ{>Fo
z!!YeX2)ti>b-z7GjEm2cVE^L3z1^?7`Y^jVhW%#`VZE&-<?-^xn_6B!n68T-=Bd0$
zLgV{+eUO-^(=<(jCxj2;*mnrW-MQ`JVQ^y__wQ<ao4kL^b&PoxxwQX)hEEQMy~jd;
zgQ!?K=&tZPheJ}1Zdl^}?c%$F4+zH!?PS%$SzfnY^RY7A%J7an7rRXU%GbME)~(u)
z!;-w<r{Jo^4+!t-xAo#nm{ST(qbpi!V-QTADS)vm?`mG=;u_Dz+#Sns0Cza_<oK>W
zgKJcyo7{iWaB;lpm)FP>g?xh{33fR69QbzOOl*tWqjUSOw!}ETdV_B->eH8f^fl&1
z@`k>C5YyrAP~KS;rvUnbzl2{2x&*%`^U(+bBluJB!Qn{3jfutp;d$Ffr*ZPLWI^-6
z2rlRu43*-pARvTm3SrB0K|Kwt`B#fKKZs@EAku&5hHA3ADB1k*Ij0<~3LT(;z{h(0
zjc0nW;5rbk=kgi~5CCJnXky8}0Vfu`IDH^pPfVgP6~aamJg>XMkk`~SrTtgZ2vw_n
zAASJClxWUX-=OE5;n_&BVZx~TVVyxSqX|C<eu|IWhVO$9E*ODqt8HG!G|vJi0N*Zu
z(t&?t1u-mSX84Vieo=Tx%5O}IgkdVrk)eDJcvpOogkcI(l<<D(cdLN5@EUNi;Qn4t
zlb9qdA-s5x!Qu}H!-qAr`21T_!L-1bGrnEi4cF)=AB*{bxomh_&*18O{E|^djYnb#
zDIgBugAQD6{Q4A;$ud#{Ed&Mq3~#rb)oFhekO7KS$e*AQk+l~*MG$YER)`04HxR7y
zFn}he4C#Hv{?5ah9`p#!;^SdQya_yY(-^DICf>GJCkbldlMeU{O%q)Bc3H|#5xr=x
z9)igCe9n<k0d41;a@dbL=ahgO?yhi1;5XukUTsBiPcsM;qEY0D>>p5HB4|<_Pk5IZ
zF9QsJ1<Y)S$kr04^4JSv7I+PqX@bvz_g8eg_yODWDHT){?YyD~RLp98aQL+DmvauV
zA>O@o5msFMZq^D%DnqW$Fu7_6dik6^j5{z!L+A$+T{NQL5x3ulB(HRz$}~w2sTQV_
z>FLAglz4n;cyurn8S$CNE`a|i4yH{~Bic-VDrJCdH$jS%*4^Yx6w9-Ib!eGqNe;{q
zFT%qd$^{#$qTrcEAtiw76?mG1KLxR>-8CSZst!9-ltgr1k|kM$mF!FQ&MVAKgFi#c
zk*AsW#!7+~y&E^QNHZjO2GL{$pCC8P5i8OT{OO*LQ#6LHL=ly!rpFtEI-?$AMa!ap
zu!M{rc7?)<p6wW^7O&Q)BoIL2Ylu$jGPq{<&Se2X#9#9B>IbwKykA<=XQ)KsiCCFh
zvl6iJqBH&=32_|U-08{N`+!hk6CQCxY-0Ev3JD^HmlE={#%qSTV|i-Td$*-lI|z;N
zJ`M%3bPmk$t{?zX@K3k7m5&aCpCy2Q&902^7f5jO)fRjX4uU2=dbbt1_&DzWlx2Zd
z?;;mb=4!9Vg}`45*_q;{!xWrdu0T<}KubBhl!5X%k{9Gdof==5BGUGY0D`cxdZw{;
zNm(hd^_j4c=gaKty+vp$3>%tym{`$P()yU0HbqK{SF+pfK#E)!`i3GLwGkeFGR$p<
z32~vDop_i|sB2W|hA^2&s!eG@VZj~^<euL)fY<G_lw+KGI>F0;&j=Wz0DkwOpQDc%
z4Xtx(1nD)YVtB*VD;a23mq}gSV<rVOQm|Q~*%(usrcpanL;x%<TRyL>Vv0$UIXh^*
zi_CbSMjD1gnuoR|#_Y-%yO<4s8Aet^(}}hqEy68kMHLuW+nvA^Q$ds{@j<Yb@wRX1
z>b31jAx=L3a>Jg8k6#}B6dWshJt@>3d`-^B^@GL7m-#AqgRo+be{#_>5T(<`&+EnW
zK)ERv#mX>vlsbkgvr7-6kLyq6e+$bX5dC925x(dej#cmUxClte7ETF&e#W=aU9O{d
z`EVj}MS=<|xcfjHr9hpAQ2de0Z$&^cr41;G?zqZHo+`@Xa~qcKU69t~IlK;DPCl$F
zG;gXgOfB&U{#3cg#ypz^Kpf6^zF3*(zU%;O7tcsYez!^6$_VC$btdN3F~lkC4~arH
z%?o?^@&WWy3KHLKdq$pr_-+)bXLy56=wijQV*IYyWAf5f4WE{Emr2o0`R7QK1%o<Y
zY47gK?@UN;1a5KJBP^}NMHsMt6JDf)EWK5ovlIoj75^=h!}Z`I(KR||l_lVB8a7|~
z$FvW7P^$>b?3e<R8j^UZQb57B(g|n781{#4EumQFB}jZs;4R93XhAn$x5gjhG5+H3
zidOC@Fa^J5(0+i8fTmheh7(R?Q(E1XsF=6HOf(FzRGmElqF{7t(1X9NzPW<EbgqCf
z)19VhZ>HPjsKx8;c=F${uMVWyd3{$06Iw%cy`p@R@798RWV*+eN_b$X$A_ETR1Bhw
zWv5MDEiKjfYaru0D~0zj&(+Zc32%3%00BJ;-Tv^}e=M(kUW_JMYqfYzBpj6aqrr=#
z$qP5$lFS|!$)T`vTXnM}v(Xlp(K7=Z0+x}N?lS`@6881uR{>qPVCZLt4Z>*85WYE=
zC^Q2?f1tdb;*_Snq+@k@mpNFS8E$(3MZP=GV-|kki+@}%p5}bC5m_vq`DzuS_d+E*
zOISTjPAF=Mc&ON$>NGj}Sx}ul3J8xnDYju2UR<SsSayCz3hOtKl-kgZ!29(5YqYgz
zHte>J_ja0*lFjxCn$XX|S10hT6)bnr4v?3?e_mnOngVn|AT%p&X<Kn7CDpx_{wNud
zT_{v6b!Zi*kpIDs8faDv?T4y%8fd;F!v{s>Yj1z=O2COlWiUiT&oaB)()c8ZCQt=i
zAiku_Fdqk<Jd9ToHaJo2@BE^I@I(~ADkvwa*eLUqvNkcI?xBj}AvzbTV43J4QKX=0
zfAfC`tv~&?eh~c-T>#aNl@Kk;@z=Q7?Bl9G2!VK_z%s6P=<oCktE>2IFJF?^mT{3G
zenU$OK1bW5xzywLzN}Qvr}n<=a40tHbboI5EKD?S{vTp6)kS7(sI^lF%lLHKnVoxN
zyJFdRQ<l`JGIKOql$``*;I=IRc2E^2e=kLo?bTZBH@Q9TO+o1>SPFi>w(~(Xl=bu7
zw0V0sdW+>NdlYz$o+UjbS&E8E`Z>BBLinakypba$>v|Xq^GR1)^WFoSV3j<NB6;r-
zo_%`AURYhQ;+Y9*nUuNGOG4Pd%cVreuc|VXFK4g=mx|lvx21<HOH~lPv}ey=e==W$
zA>**Qweb=;TEdR_ElYO9u;Hg61~6=3K>MdOS|7>qIlc2*;w8geJ_H9M9|n<epQQw_
z&C9in=%;$Q{w&%+MI`LtZjIl0Z%<K?+n&&a2Kti0moBm<#Bmrt2+vIzHX{&iyfU(i
zE(DPE0zRrj;Mc1$4fEE7LD5Z`e-@)DI6|JXvC9Zz6aXVM9n%}j;tvwlbus)E$z;2`
z-<$D}3R^<S@n9*gtsrbr^g5S7>(EXM79v_UE2EhltYC+`E`(n2FvH7Qp^p0?BCxSG
z)3BE*-`SfkFHty%@CB8M$}B}Lo2D%kjRFqRkD64sh#=N-YhNHbLdz6ie?8nf>@3w4
zd9=qgr!W+c9h7FOo}70rhD8W8v&Y+6@cl$l)k1H5k+2PC7cZ|4oy!$|^`e83>~{H5
zr&9qbt-2KXJ9|;YGt73JnxB221kC*|`uxVOkJl;ragKr=&alkNkPthk7eI7dFM#LI
z>)Un15~oG766l)I9$GBRe{jTeAT)FFaR9^KJ<n8u<b(1|vRC_)6ok;cR}~_C9QQ}$
zK{*>q!Ip3d9uw+oaA_Cnd*qBBvjRY2F$OsWp2lh`Y&(dU;TudS3K@{xOVQvRAEn;0
z??^R@^mB}BGJDAQDWq{sg7KxP$UW_t2*>$b=K|7jsxrcRfrI-Ye+0$OQ;p9mo8!SH
z!Mw(|g<Q!Dc`yIl?Y8`w-+T*bflW9S6cg<q$2U_q?99N^rjU*6pfKbc*5Cssy`&Ul
zMSDPWDTX_>&=DdH-np}fOjD%B6gl)-mLC|3*B=s(K2T2znXZf8;`lZMvJTQ!l_jh{
zpx@M9y{`yjg`lqFf9xWNc+fJ^9@{k?s1(NVJ-p~1GOY?%ZY9s1mLjx4qyB^BxoyUT
zNAZd>6?YG#8TeEDkU)92AxYUoUe)R|Sb-*y&!8*;rWjxT*reza3yYTxi5tWE3)({$
zvvn}L37;H}745NMXrm@8%&2YO=-XODf(TE|TSou|TS&Jde>aRHJ(S!(4Wcn5PheKL
zw^^i&!Q>AKFzL$M^Yw6hfd^AQ^+4;aziI00E^f);@8z#=x0(Ey>o&6<G~IArUgG^6
zzrB9ChCH$6aJP2yo*9>zU*p}=yYU*v`M#-M$gh12<u%-V+kV}W&*epf;*aZB;uOYV
zyrXsQe`{Q}e<w+KfRnpROXS-c!<=`j`0ccd86mmg?~jM~AK>5GLP>rv`Ihgs3HNtA
z-GYzH%j90U{k@CeN14g7pKfp7%@so8udyz<?~In)@MNBxgD>S#)w9Q#_HP)?u5deE
zq-CDt-Hw*8k@r)-%t7$%aMGhkgg;d+lga6vvgWYWf6c*E4vxGXWGTF=$+Az5VOkoJ
zI|@`qV|+sgQ><Px^rk#hGOI8JhJcwiUO(zNWbFXq=+bB1(%Ctm-UR1qUOOc_rOC=f
z4JGiFie$(bD7q@1s<S`FiKx{HpA>B<tbh3-ESK68C1cC$WqD45mt5llMEVI8UBo9a
zdt}^3fAtDQnPg>2-8^r{BwPe&r+SuY=Bk)}V%KUzg$tjk=M#jyu7Kv>c(%aMjFj&d
zC6WY7rifub={6PAI0OOSRWzjHMM7<M-B4I4ifW3A9r$V?RO@ZwDU&?&vLfhmz*p77
zv=%S#g|C+Ohwm~OL`i`*AvS*Ju$vHl9#lXdf7oe}HxTBndg18OA}Ic@AiUy94n?L7
zO5*r-<mPWs1T2@W!jQN7v9mZ()O*=w#}rV829U#tb)J0Nw%$-=@dM_NXTx|F($WE+
zH<E%&8qI1Rdv$0awf<CIxK}qWmupDrk`H?R@*jV>eDf#2|NUw7`4kw_9A1`jx=eZN
ze{lItxy$c=efrzZ(yzX|Z2`F0q=O?K97cEB&4$;z&tviSFL?-d9x}!2m|n)Dc*x-y
zEX7mnW4d?>;6+VSLwL1!IASWSo)l&Bbh?FyrGJD4by$$;$0cDwSV3}7Twscdg>fN{
zL!MB{c|}~PzWd;D;YOdbaUsTZjnfdle<&_|BWC##n$A1bHe}lXggA}qK7CJESMhAn
zsgcZ3e}|_R-sj;(_)+AAyHFy=GXS(qp3l}Aq7+4oExztoX4U5IC0Z60@I0f}W11+q
znhqIOO`e+X*JW6M!50MD)sxD49#uyIXcB`amLlbi+NieqNIz1!CEqmNt}Q8Fe`=tx
z^Pz8-ugb;QXvAi&QB{Pde9&@}KYbRG=bRKxB556@WvfJ3q)3-%@)fp<PDK*aFp<dg
zTpG$Q^IUzyM=*P2U6E-?8ct}^>OsX=@i30gJongS6sTdV^PJ+GmLRFGwbL%k3PanV
zyFvrOE5P|g719pyWuc85H98*DBBDD!QQo5gxrk_QOfd6MSW@>Y?CErn$&YLhcQ$<y
z9t^jadp!fSe}8ATA9j{CKQIlnOTB&CLib%YuM8}f8NpL?R<g67Lk7j)u?e>@l7-iR
zRn+iy74>PTr2}T4Xz-3BnBoj%=d{ef5QSAFU(bv1%;P}3iW+*zE=_#zcf}EiKd~8F
z?M-rsw~X%+;_)_ZhSnVrWm(cshRylxz)54Ika_gbe^ug-DRwi2;^;X<#ho=|;h9t3
zm!3C|gz6^VhVBy!Ar)L8ug4Uf_#5$uB&HtL^|dV+l=JFAW9l&&x#oo+l!5dQbi%bu
zk~VIAja0H>T|1vW-SOg<0IVgytu=wkOWxZyQdt3$oe~6Q9WCqG;NgTPpA`F|D63LM
zXhRfWf0l`*%kp^AO`-8S=xvB{T)a_*40Otx?-=Hv487_s+qJi$oN(_!t7TbaH9dT;
zw}($2T|#L11{E34HV<$axrJp1yo7;v2vJb@qH(XlmtFCL8YPQhjvqFdLq|M?{)cbZ
z!!Kz%JA?=LsAex!N(cQ`qog+tf9UZ0>%Oane<PwB${I+^;u2a_e^hI9S=qput<e>R
z*>>LBJnn=~&hK!Qr)q_`X-`!=;b1ASq1Q9*!NJS_WIr`6k`$>Sx`fJo5x)f&j;K9T
z7k-PEJV=V5WxmFSGLTh0DgtHGq8HEeGDC%X4%{8+&JI1KT?)%OzSN0VM9~ju*qcMa
zf3ERPZ;GR&A(>=XX<15kBou*N-69qX!3GL+_)?rR%C0hQ24^pkp=^)B4?fiMJRN^m
z_@_FUWgJBeizH>T{F8{2;s+7CIf(iMwqY5yn;64&io(1|>943M-07dNb6`5C#k#_x
z*#gDItq+94%#kNe`0hhLjoF~WY9C%4f9)Fz5`;&ccJ#i+b<MC7#nEoMqrWcx#SnLi
z3u&fXd^J6`XQJLqcYf)@SU#cL7cmXP%}Nr|$#7Ws8k+ZI%lod(jT8mXJg6{h4WyVN
zJz6}9j2I@7x~i$b%%>#KwV!Jx_?RY~uxd%s{)9iq9%KQ^O9Ks6(K5M!A&C#4e}gB)
z+6uWE6)in9oIN~quzUm7Z6hBc+1}8-OOE+=DS}?(W=YMb-|>y{bdp_hFJJ1dNCfv#
zX&7c6;ZHq(UZ<(cXNoG1NVogpo3a=}COS6`Lj~Wt;^P3uu!}6(uwaX4zaZBO)9j)w
zo(TG>YaN;D9X?}E*DhQ3Ar+k*e@Yu6#fnm-hw0ASN2T6m8f!R5c`IeZ{=qa}<8_QO
z<*rEHz_*N4)ROZRX8e+(dqyi9dw5leHc=shgi~lpBG9sc$IQRC`r3(roMkl!+<YM}
z<Hw{&CoaQdv}NHh4`O*h^UfSePL0ugH3#2E*s$af3m|!!fgxVxD;;PFe;~YFei7oT
zb&<8V42?sr1_XbQxrHPb@8!dHP^QmpJ^GrQYQD&yR`Ff!=(0sHE8gs?X;t43!lxbE
zVrY+HnR11bj?Rzs?u3@zD(wh1K1}g?4BnK4PoaKX7gd@E=gOp68_eM|zOI-(mOg`R
zc1%Y(7ejLu$WipLROdade+>OW`}J&Ppe^PJcxY=_gwChn4RzME<CN?bRzuQ8G>fX!
z`POQX4{T(IWeq;gOq41*3j{)omi%6Ix}x-juL-uZDDKgz+|m^L+*bE?+L9hhqYfxi
z0f63KlpFFVF&`z9;K^me@X5D$*cmnjY3xPUSj60+#@CXXrtR>0f3yI!tcNyK?(}%I
z2Z<#_No`r8O?C{Si8lq3L(mBGgmmJQHx#pMTD&t>63FBRwJ|hLs94s%@ZBjoNX#t@
zo($V(p4zKKQ9VHW2pA@)6@9+obf-1{=aR4;j`o&S<#bCBzH664Tz@8$rD)G*X@#ZG
z1@O>MaS<Ll@XV&@e?TKs%iDFQP^jVfgs7qV3gWU;A@{qd#WHBzFdjd#c^f-yUC1}l
z<uO|i4&1O3zK0d_nbj7G11ltA;cf;KobUs>P(ZfL$qI9Mx!*6p%_(Ws!%A1_M3f>=
zV+rO&!i%=<%!)J^U4v$La8l$+pi>@iekq!9m3a_PG>J-ye?=5qc{m#u$yh<lFH7?v
z!wOXzzGE={EXQTjuvfpy2N6Eto?3^m;FHc2Utv)^Eyr#2;FpzYiZspDPtn|MkA$<O
zlcim9zI?zj&%Xu;!dE?6=Go|~2K<0%GAQ`HgeDx1Svt5BTAEHkVEvGeDP3G6Q4uWP
zMNWZJArd##f5a;sFAOzdJuns@JMpXHI}yVoo*l+h1mwb^PNM#@)(c0Sv#N{J(9cku
z-KFPmTc$!(Y9R}fvYx+o5gPX&LM~{Eqz7N`&igu}q-2}V_LQPz`oN{eb2hx)7{4Xk
z6<l^PLF19Qs2H-M8`|np8nyC<on`1^02z(`m;${j7p;qcpJ6VxH+5NeOR-b#DN^8r
z9L3EympMfPRRw!rVEkd1lSKn4fA9a)GDr}#kLz9Ke~Y3A#6mpY(3*boF|JQOdN+rm
zSZbfvyYeZ=yLtc5Kg$u`vh^zHA+*M&bkHi)-$F<}BIN(<>wUqV6K-7Rb^fm>AExgQ
z@c8{{l6R^757r0V9bh-SYO&`~4z&NYeOc0|!wt(dz5PJCxOkm~T{?>Ie{C0bb1_|9
zIbb(8J+@Cqo^{t3pkB@+;qk)x@j4CPe7Uic+EC0WODUh7g59vlg4d3A_hyw<c$`UY
zE6U92egutpVUnCmc+p6Y!gLuX8B0MleOHzxX%Ms1BnzI@um(VJh?4nc9aSexbJG09
z@fKj`+}FM4h0i3lRc7tf7e)Nw&m{l_eOCx2esJ}F&wu|v7;vqqm(WH7I)6DdF)=<q
zAaitbWnpa!c%1EB+pgrcm3=>7QO^Nf5yhJX3<hYoyZt<YfqXzu>|oFi5a<7aA$6%D
z?Ot7bQM*`mjyn!)9jPSVxfl0kZF3sZKi`@3ugQ(4PrttW`^AP+`oACTDTetxg&3yO
zZ~u7t`(IA~N>9(x57tj{d4KWpM|$DAV8-!0J7@D}{`%u^`sF__-~aUT*N?-=xO4Dx
z`rmZ=>E{<y6gsA2e){$0zlOov|33Zne=pN{4q>*bGQ;Vo|2^dg)Ba$Z++gkHf%D)E
z_i=e(&mooQoVz}F4<7iiJP4@_7tCy~Z+wpm-)l9F^EAf!`XGW@4S#kkd>W#e=Hd;v
zy<wc4y%E$3ehPLXE@SOPpUOy0w8ewCJs3x4ya|HB$E}RXgy4sw+vnwhJI{8Au6Tey
zg$n1#1D0VesIFgUNj#?xbT-BVwSryZ4R`}qcbw1&qEF$zf|CJ$Dr{XcjDwwgyxr}7
zSRNRA_F-~UQ3!qom4D7pMLf3Ubf2dv7^!ker9uR6z|92pd$nQtS<t}Y`)x_t)F-ZJ
z2W&Z<Kk$v=Jt$+?s~hKWiczw~ec0wtOcn9L3dS7v?z?qjnX~oL#BzDkYf5qF)$Dgv
zhS?Xiodz?;-@owTryKIt+a#ceF#1yN+7J87XEV;Hv!ABZd4Kly^tT^Rzq|9>FE8Fs
z=P<?P3+`k>LI5X|;la;0%f7z27j0tE9%HTzGV@-iVR=7QWxYr>xKWG`=d@>6#kfJ(
zJ;9tu^ZPoQeK36L^GPt*?cS;(j&_QYEd~ls1Z4R6S?=I&VE3d7M8O9)AkobM$apYe
zmbK&Gf82IzGk?s%%~4Q3M0d1c!7>WMB{U*G44@r)L)EbHLFi1wC_I4>5XKMmFf|-m
zxYqEeAd=w`0FPwQWWaj{-MhGK(RjGoe|ZUxl7{0xgh-9w`*^&I8i?Wf4wi=0=?N`e
zAFQ7;!#P-I!z4lU{JBqWy5seX#<uFL5+TDfKI}jy*nf1qcTrIIyKNcFK2FsE1U`UM
z5e_=~6z+C<ox`(bCDp3lh3%jVuRc{CGvM(~wl$<7{PMC51zy4rL_0wB2EPN)lL3!;
zIf6r!v;!%yU;{<cpc*KdI4BoqIf8MHlAXb$PnD~7GJ^F1rw;=agV|MwdRi8^0pT}9
z8&CyD=YM?$jR_J?64c4h(mU-;BD~M{71r^hPUK<Ec9N4!EjtX`)PiEYVMsdYG{2&C
zgBS=-2))Bm50&vFfpVACMxSmmo}u-3xE+-?E~}Q>k!Qmh0h&ADwt;2|54jr@+~`Qd
zADa#y$1CX#AJDae0F#%{in{VHTOY4t((5bp!++j#sgAOOAl^#E1U+~02$ndq(jLGw
zkZ4EtGdr(R<0b34!$}fDXpxFSbn5004_{GziFUv0Tp?Q`qY-S%43tZKxfwd<t^8<X
zLKPBoD8e&Xyolz!%vXU&A@p9_BExt=N&8mtCu!V^yf=oTYMe%xxUUdyp{FSJvk^(E
zV}A$Pva7~4&PN0*KS|(89Zke8`c{5dhFwyQ$7BVHe0U5|)TPUma+Nw#qO+<E61>`m
zMkfvWJ>G??hmJsm{VHgL^prB}SAGiX5JlLpR25dISQjL7w^S;O-UvpJc8G#t2BSzl
z?Io{D=eH$1P;mM{?MRTrI6Lj$9IT#4(|`J}=b?7cCMh$5!)Yzj%YQ+6s^JEsxRqgj
zGF1A}?k+O%b<8<O(^~<;JLtJWD@ZZILY^!1$U^TQe(K^43yA|WY!9LdLva4fJtFc2
z#c~3!%^r@kyl2NjHzpGV$eqW1nm~%y65_%kUZU|Uo^gjf0A&)r!NVDXHPJv#qko`q
z+14k+mPqTS=r2%t`N%YT@SLjWBLbH}Dd>k;aw5Ft?<#_Ksg)bNgF=U&4-j|4Pw|E^
zJ&4uffJp1ZcqLCI4BcD|2ygns+A28eJeGn=sc&lDd#ZV{HV471h89BkiLeIWKt6g0
z`>7%A8h@J7^h1Fym%w^^OmT`oMSq9lG|XK+zlSb9JH7qO?`IU$^w8_9FF$C*R8;#h
z>arMiJjJ^Wp+h{x6mZ|r^ROD%O3mldnquK<iacHeL|2N(g#3;LQ5nBwVPMqbJg(=3
zCxZ=#bjc0g7#)IA8bm#^&oqc(2daw;@1S@8O878sJkeCn@P1dkwj6?FSbw+$L)hRN
zC{n!3lo~&5y*tH(q~n*xN+q`W)w#vj=cwp8&A02na#VDEXNiioS?2oFuiIsar_cMP
zKL?X0P5SHXrZl(mJ$KH%knW|6kl}o~mmY_NK|ZDT{Mor7E^m+dC7XU3(r4yzc{_h>
zS}#7m1moAs&*?JcQ0lNf3x6h_y-z3h>t|9;&gt`htO`sYK6_&(S5z&GLs9wdub6+l
zT&A{u-Y-+3F?C(}m6%ITXYaDSxLmGPzEmvccZPT>tDf%7%lC4_reW!kX}!#ydhLkq
zhh=~5-z$6eT5vfAdlk2_+Zu5h$xko;eEAuLpBo(Io>o_!j4dIU`G2s@zBs2+<8>98
z_u#=rXZVK)19}j_gTc{-qw0>rIQld#_Bi@$CqOcZt#=s9A|g&`0A7tz@gfX9?`{8v
z6BVM#X*z<2rax41*`S|11_4CW0(6AMK?EQRd66K1gA4*30vP?ASA0eQ>*bUY!04we
zq2`!xWKo*tL3+H%pnohPCYJ@5JB?vjq}3wuE@F8MW|3>l+nWF%lO)gLZz*C-f4cSJ
z(~I@PdignBnk-DCS#KoSw~O2TGuGQI6Wv@Dm~Jc*+!R&I_kQ1mB+%Cu=2!gM?$0mf
zFXv61mS3DVfm@b6Uqo|J$$7yM@l-U!4Z~?^V7|yb<JQa6#edfh$v4VA+rLxx?zO;j
z9QLY}<Fz;8GO}%mU`#M;ux9k7Krs7x=D1L902faL6_z=((gIz3M-eLY@UpUDdm~+i
zbhs6i0e3<~lhr|C_UFYMe_}k)pw)p+7Q6<7_PF8QmUuFQ&1fe<_|EKGR)YgE9~(kb
zPx0zadS>y{nt#Jpv(4R{VbyXqWK=bei;&J(!3`TEnb(88TX4Y!UFKB<kP%Ai`W@uV
ztFj<0cQ-gRuR4W<0P?+48tLV~pI#PiM!x)<F8vjaj3+aN1+R?7XVRH>*LD;InrYhg
zBA2S=33sjh_E%hfJg*J@ykBlGr2LB6;7VDZxd5B8W`AZ=hm@5!tJY-w)R^Ja(%vzn
zsj?%s-<AEff3ED=Yr*9h>{TqsYH!Lurfq;KVYL-bT~{B5Av1V@5lui3kmltb#Bw|`
zI|`@LlsVU3gRvCv&~0`xIV5C0iY%}ES&(+1!68gMOKA_~gPtKw(Zx(Ls6vn2rXe7)
z)uw(=B7e<;?2HHfp!NI{8%&&fUbK9GUxObP?=#TF`TeaB+37hA5T3=(hFhM+a69?1
z?qxX%f^n&G2QYe%-B0m6_2#{66@3IDRn@Vm(n<_JrzGs4ToXB?Ro=$5f=kiCw85`;
zUr#<bo4za<Kt7Zgw&VM)@DP)T8YCl&Jv{l~8-G2;q9XZz74BdQpU@lR`zldjG-x<V
z(1S%$4!FJvO&Zc9l*;mo>qn$4uVS<$%5oXAX{9Xp#VX`u+W81L%t~-$3lPB{?|1m~
zO-$V}(*7GPdWh-m@t#1><t{GTW4veS_j@pg9K&i)8ZGzGKrdNPdF9solvJQyXfqm!
zlYd1zlQN{8C(V}$oGNtbm613dTenp_eHQ{xo^(o`vR{Pz66|f|OS;>cLZse;%j*4l
z09)Ez`Hs-XTkO;b0TT~qc+z3oD&N4~2Proj=xFFZ!BhgY+O&b@x;Gv1G5xxtGWW5|
zmfzudb8>^~izdK^8b=(?_RRiG#HMkt*niE6uN$ck`Lscp6b>RFo)a7jBOZP!LL(Ue
zCQ9F1A<|>?7^0Rlo_6ykO}HZSF1`ERDWmc+s=OYd)g6+nykBEFvMZe(gM<ZMrg>L{
z6QYFbSQ`fwdwl#0ZI$oh?xlLVzEfHvnJSBCriWqWie5grvuFlto~=p7H8yt8$bZYI
z58!~v2tcYnK`n$tp$%LDko1r5EU0=Dh0T2-9UtNIRqa4wI>Oig+R`J^B#fmpX&w%p
z-?0*pPI`dZZzbp9nl6bZSR&%9lTd0^acSmA=95_?<VW*KKh&)Hm0&I&=<sgTJ(LG}
znPBitL}g%$GC%0F4{(D!F%(8nsDJ7)Gd`!<4PurCqu^Sr`8<Z`rf@{-){rTM_e$b*
zHc+(iwquw#UNKPQJ~%@tagNzLWcE4{=&XFip!%mDGh%DTg~~=NQt^lyc#s5D#1-Cr
zx)dQSYi|0^(}Wv($s-!PiJ=c1og4$JG@g?K5$=8s0SIt&KpT+k%p}ur9e>OJQK3#c
z$Mo~0GL*$%DaMiU>j0}E^i+GA80*X4d9Th*LX&!1ky{)xNh*d-D#i%vc?|Jd6Wl<a
zDw8%9HtYbr^BV0u-@w#O8+&;@b^}c?tnLjRp$M+|;ij)Y?_(s}-(}3=$I@cUPOChD
zfFyTU1xQig$#Xi%_YPP;sDDr8r>-9NP6JNWb6Un2k`E;7;Goup)(Hw#Xud=s2e(|0
z(256Z<_8w0YNn~{aUSKpT@g}jP_FZthkA6$D|2;&4f*hH`&K&Zdyhozu`qy*E$ol{
zMOA`O(NP>5xgjDHDQ&+H$RR>&VSc3^`ZyIRBAe<%6$#Cb2mtZftABXXKAM}4j|-*2
zm#VS1M?Tfw9*(`U)naEtsI$>b+r^uQ^zw~rW*|Ivn3B0S(K$t1wq%jlUe)hCGCUqz
zhC&rr2M?~w(>Ml+5=J!TDubQKBeODx@+JfX^31qBu+ceR@>Yq0qpEhm>LLiV(O!xm
z&@}B3i1wz&y+RWZ9)FA;l93!L#_+ujB9DWRzr>wyy+?TA*$~fAe#(qM&r|L){f_~a
z7dP(-+aZf>gX;=UkxLtUdW-s_dJx(n9Dj<=psNVpHIqe(EcumEgZE>CHa6Z-i#G}0
zNrxvwSel$&ha^tDmvnHPBfwfnIPwNqdrpH(LwFsXf4)Jo(SK!N_f9>9N<(O$$UY=f
zWU=<v2JHO6NRb8|S{L!fhavJRzekFehPbRpMxDq)MXG$tioL5CDxwGu@F{?|(TXf%
zBB`e7n<w&fsR%P@J_%tEwv4m_ZONP8r3g^C8~IVYY|3{czCVaFcmjW@U*i3YJ80yw
zGZw91Z#b7B`hPE;7fg{%r=fu~HwCY3Xz<~LS>~Z)hUZ~{W$+t-o=C@l2}*8Q2Hg4}
z7FMJn-MEd0^dzK{=Om~v&$fUWxI{YiSy8X(N-6~2P|3Rh!qRz?&IT=kqSQIIctqT&
zn8>Wd;*rr@45D}uB#0YWb9k7(^}7g{1%J~j*F${sQh$M_P{D8T$7nr;6}EHf5k)m*
zFzS(A2qH5&K2zozDQjShyPY29uk38L_>_o)PzL6Z&uw>?RMmd3f({j>o}R~e14TPc
z^wScl++cR4QCoMWLz!jgl~G8EPQR5?^J85Kp{hy5W+rkbS2V8@6s4&LcG&diBH2F3
zib<=X?tev$@-#&7JzR=p_I42|f+B|lZ^M=0kT^&LC>=W1g~#%BdC5F9;Z1|e?iido
zXuWD+3FR~K>3Jr+6^&?5g$uz7)u0-qS<`q&_JfwQvK<Y4adP+-2YUx!a++89u`x_~
z;Don$HL#Q_CL5$fDB&hY`(-J*j4SFWdQ3M+@qZ=~6!uu;4ehps;b;R@xS}zrb8zF`
z_$qmz(Zk7{=FY%!P2@=-BRYG|*hbNKRHUD@dJS_1K=mbk&f$~Vl&6+qmbh_LHu7OM
zdP*LVQfyQ5h=9?!)1<$B1(2fFhMta(H8SeCXX0Qw-j;aKGomzV@$TfB8D#jN13h!F
zy?^W*=`@wbjZH3I*<8?J87mfem!G4<e$d{e>5juIXkZ6-aL3`x!18S;rkZWY_)#F<
zpbZ(G7>_w89P|Ja4Q*8hT%hY4^EnB*;2piBhajO*=Vx4(B~7QWIk?tq)=as#d2~CM
z`B!8N&5kKs?)M_cRFpAj3ODHUKW^<vJ%4C|0i1mY1+^k(<b#=x=_+LG`QIQF5lrw%
zy)Hf|@Rkhz#11Wbw6hiFzv5E}in7ffj4UZnDc-YL)MbH#JpGkkZp!ZNmJfCNt0;$#
zy8RtQ*Cmv6;YcD+*)~&}$XZYn?`4L19wSCN!c?>e2#M!gGfIkJVHkQQmhRw)^nXyQ
zYE74Kk>0oR1&5#N5Js=*P{pfb^%zdsFEtRJK>GZ$Qqf7QR5UrvV>7q)FyhdVP{yPu
z+x7MOsteJkq9#od`Zb_>o=NnWSL!j=p&l$yGK^liC-F8E$#}@pyztr8p@Z2iE2jt+
z%{w`{eRo+^c1(3R<U6UUym(!@x_^dj$vpZxNG~D_?}yce$>kqv5`JWAaM(UtwW#QI
z(<9*;#sTmFuTp`LetcFgkr!lH#y54~J=K9Sp<a!-rmr_WAiVJA&3ruo|JzaGq0s1N
zZcqtmn#@jT&d0ISM|<A8n9i@<L)Xy&h@n)4k{d!6NaGIskT2t*$q*GY3xDx?Iz8@*
z=OK(ZNL<h$*?9IrUSG|VCeVr=oB){Td4b#rdO5Bh8uR&3?GsOvFYA)ZZ(QUOE6dRa
z<3RM1&>a*~Wv!~{{NVhT*T-vsaS92GCwrk3f1t_ZSQh7_%q4XDpcd<q^rMOjCTt32
z1MpzOt00uAFf^er$=pz0Z-3?)J`9xC*FZO5-o>zXpS4kf?(TGUmwDamb(SVw-Z6QO
z=I-4*z8;yNkteZg(2a`p<T5U>W1ef3H3<=2^6o{NR&L(%Ml(1xK+cDb2k*DmI#42P
z=ff>**We8WR~xUF;ZID8S+w}z<42MS^ho&AK!L_LUC~Ybn2<cCe}9D;5@q&7XXS;b
zrG7T!d^+b`ooU9{)8BqP{qD|hzr2jmpR=BQnNKclPA2_fPQU%*<>wn)Me*h(9R!RZ
z5pju&@^M073p?FhQo9dJ-BUlT7peJQZ=xM@7+tK|2y-MpmO$%m*e&>Az=Os>kv_a3
zI$be9M=e#BrvCsP7k||d3&&eD8Zx6aq~F$)Q4I>_8{U5+fEO<`@ih4Qu<qCMc?!l&
zgJg%Nxhphv{``c{6G)ngJ>1sqV~FXU>Gm59ZeTn+zn-@jR_y7OAxnHyN<4lShhi8`
zUEU20YA$KVO2s&s7A|;XIFT8E4m#68#n+vrq{!TPH=I+&2!B3QaSEMH`99$lLmhGq
zyp;sQGLA=)x=J+{yku`U7)|*)J@!P<Z@y67!_a#^G2XFtcrVr0TgSGFkVzA%>ghDB
z1#72)mx#~PEaA=hGXu5?&vXE6imp5ju?&2oX3^evFA>eF5A<^V@J@bkCu^W|R@A6;
zpf=%o;2S8w%zw@Zmp5@Q;YE9Jhy@*k*<dK8DQIt%A%S0+ZFYlSbaWdO>a?_fq`y)Z
z7KXRs+SQ$ET4e3zm4SF<=_pIy_J`HEdZrth`_C~2mu8k2sCJ`63b9M89;LG4GSKu;
zqXoBYJ3bb$`J99f&x0mpobnC+ShSZIW*+0!KXm5thJP;6)1fu+_#9em6@q-IMzwjZ
ziJ+w&Z-uZbMlAH$-aGIkG{7H-Eftef<Id_qs?uHHemnk1#ciomcphPN%pll9DSb5T
z<e>Gm1GMD{#twRpRIpRg#Lt_bWOfjGK>Rcb7TZ@$n>3BttpLdE(L1Nx*MDV?-uljO
zzr1)iXMZ?gPQPxKqdk4zFU@%w()8EaO=-^Od&AjfN#=dJ2-##a%_cn#c0PT2@!sUe
z(dN5Te#xd^j`=fVSnj1i-FlIJ9jEm&6&UBUopOeR^+(fi_I@7A&rIg*ZTeVU;544S
zF_SB+HrcZB>tA;Hv0dBxdA}UbHdCOLU$JRk`hPT-WqH=+%W?U{rDE2ncZPT>tDf%7
z`Fl&lY*>24t(U3Hq9gVn7X5YkUeU8f!NnL{s<@8b-iUo9KfV0(<!9u*Y!E8+-exOY
zc3-}t!zpZ&ET$(hUiY=}d+@*t^_yt`QY)vrI8CNqy%2x~!*r{iP=ww6cr(L=%v0hR
zGJoQ|%U{`%;+R+!8Tb{gz<2;@raMfkq8J*b7nQ0=i^Dr>m$eN+BG7rXPqPJ9dTcN9
zG=WIGl`~I>KkOLumX`6ydg(I$uw%&bab9j@L7p&bdb~)$EGu0Sk*PZA-n7WdMIK*3
zfgR_oRNdf%wZm2TPU+8ay-2_I+r3n*kAGQ|N3;FNPZwdof5y*ORB$aY3>W-xsah~)
z<=4OL@?*2M`15|b3GnhOeiQL!c|L;yH!fAaRLpOvp{%-J!NuAzpHax#T%S=$*%A8>
zi~hQNujtvL;9?9eRV>Ep(v*Ev+ptKkW7@yhV(yPca>u9U)Wtp2ld3_T#XHF%p??ca
zbMP$tNVc>dv@Udvl%@jehSpJf&a?Br&#srtKI_xIme+$TwkmJelSZ+Zc{hAvoAu88
zVVm`CEVo(j+`i3*rPO7c4e4{26Vr4G={spRGp_hfNZ(2Oo(olp!P&e+E~l%#Zu#Et
zn-G>_m)&-~Tz1>?m-|LlesSN>%73!2TVGkreUmI3vhAg7GnY+wZTzz7mff=bu<X74
zdu2agOD+avuVOiFds8kW+<5*=J&~h%i!Jb-0UIlPFgo;Lrr-F;77icWPjckxGr9H9
ze3cx$kzMm3_jST7(Frq-Hyn?iG&q!x+vG#A8a&?h9Cz^n1(u;0O4frOf`8}F=VfgJ
z(K%g)(DSlvq2?i)UOP|fKHq^y^+^-A&?j|%`tS_04g6TVvlNVVg4;}w@WI|W(nNV0
zdFN;B&2x<OO-8V)nD<9791rJ7ge@28rK?ZTOt|taK6Co*PN}mi{(L&bO#V>r8%0?N
zArp_3^_HQgwjTB_uP~<>C4YEreGeCv4!ZXS?std?`HA>YHep4X!@Jw^<aG@U=)98%
zpAottYo1;}ZUa$10$&X|6g#9ydMjCqG(F2MS}+@D1BSc;WpL_t2pCm#%9gF0DoZ2J
zkpP{<cnd#-)uMJ(9^sH(mgcP3+95)OcDR-9x=U{7S4Ah-A=r?|GJlFbGk;zN*#>b3
z&ufQzaTX;TxKm~p8B3d@pOm5t3{*lwi36i|Y5mzlbBRAGZ55vfM9(GZ8}^Z7p9X@I
za;b$$FyS!vfv^@QPUGpqc%~P6f0eC+D!(Uz)!d$gd)!PzL;9(o$~;;$5AZ{&m=xQg
zXr+8*zP7v#7~5cI-+v-SN8g4tg+1t^MYbeaA_<!5L1y$bWBBqw8A;|8O`;-tMb#U?
zID#EOlp;yd7K!a^w5qcq)ssj)S>YT#vk5-uKoTlFb9o=8Peq~rl$kLPZpjtC<hNux
zg%F=lN|Qr`4w~d`*_9i(M`;BZA`KB(414bJhO9WWJ&=bp4S$YZ{1KjqUp=tKLv?#J
z!c)vDfbnyO%;0)#5)aj`;o9=G;sGAbJkJNwYN~U2&d@HtaXmZ&Xb`Dt_}8P2xDyRS
za5I3(GF?&!+;9+G%JMhzdDrO!rat~*pe>%fw7y)P3uzvvc#9C9UkdL(Zj;Uob2Wb(
zl0@o-#Y5om!+!v(3mb^j7(PKN0AcuCj*LpfA5On+moW#jnb9p_So4_ggq3h4Jzv7L
zQti@BzjBh8F)Wc?etFmJ0c|G7)28E5SZ>=j_ASA&C0HyKk#C-i9oCEV`+2)eWzS}b
zJ)5^5&EpypTzqG?OYE?zi=5pOWo*jY&1*ZRvKjN%%zymK*7(ma<u9kW2A-8)oTfEE
ztt@+*cM_ALlJl^Jyp_#J_vYn$xsh`YWLuj)o29RdUfF+HcHiZTWmgwvm&0<YW;uYD
z_UvQb7D#8t1d*rhBl~_a?lSdw{M&%S+{}CQ0DZ~`Sx52+Ph*b9E}8^WTRzr1K+!>%
z#<FlL=YPFnv4F#Pna>t^EC=B?v5?1d6ASC*A{N{*Y>Wuk?KC~!m=mtst{cX6r>ZvS
zRL?Ci__~#+UvKfl%VzI}uuBBDZTY#_wCAoA5bKZfwp>eubXHm-o9DW~Is8E)<a>W;
z!ur>=yb^bbQ2uh?LCY`hTWwkPbyqGbx$oa)Gk>;yer@C;5!R+J5~1vr{f9;0UA|ZJ
za#3(G9+xT><92DvKEiFnzzu0dWR|Pmvfu;y)I0QGq95F-?oF|hX3_a~a#As0vfa0;
zA&zzu85h)uAs)Q1KWTVv1CbF7@u0(GI$BC4N6EZ1Z63OMiAMF*b+}S|a4$bg6&-Hx
z<bOCQ^VFdIqH)XjtUUK4E^b&L{KzWO!6_EbCl#-{-PuE|fuh5YC_B|dHAY>6ITdGv
z-p<gV>(%2=X>fyquDCqwc7-S0vA{{*e}uM2@N5J)mmiD~qT3<Mq+DtKd6!$dR`)ue
ziy{F8=kxzb|NQ&K5A)f@VErkk)7ubY=6`KW7pce6nB<*%2-c<L{o6lY{{ENKztSt`
z=m)!Iwi`~DKWsRC7tA=GXP1e?eifbn|N7%_`sF__Aqjwl=&~AMxlA)9^NrbIBk4*v
z!p2Ny*JEeC<u?K|J8q<3>E7i~9_(_G4f!lOZ^!r4kmbO;+)96i_2Sb@Tn@K$R(}F4
zm&Po7XZZ*F<^HBI!^Tr~`F_5&(wSXrVutxbe0Hg_8McFR(X#a3#-z6Q!Fo_$M<>-F
z{ojxF6hqFG8^gp8#Ma4QKWL{JaCQraV*#z3Pue?z$HfJ+YecWb4W^!(sU^|)bpCWP
z^J|~|7`(H+Cgpc&9?fQ9c3&?|o_`<VaupZux;Vu3MqKFaMzcO&CtO^J@O*Bhxy;OH
zSC-N|+-94@(O%T(#%xnP=Gn3Eyf0T{Ru+}N8@Gv5esA0+SW)nJQQ4F=wA+*|8)3JZ
zy*2yOwFf>wWJ(T8Be%JM6*3k*7{CMkDadn&ls*=fAywhTBpw$2yP~OzI)5DOa|Aup
zcrMZonOvTfOywKb$RoH$o|Ap9!3m?o2};vH3r<mybA0J|jL#Q{C8L2gQZyB-=s>;<
z+A|Hi?90Nd%3eH{U>7IkyHoN@o*IP@62Y`3cM8iE#Rtpm-PMvhmLsf+q~v+&XlFgx
ziJMhhq|kR4{PPwJ+ZoZh#ec4yuNK<w^=d=+ZuO?|%f0Os;8w?*kdK}AYF=J_bm9Wh
zcSH2*%QG$b+@Acf{x>`Pg!S@sx{L+3&&Q^z!2i3Clil(oj8&P&t*I2oP*gA9T!yY}
zhgr@Y3q$#O=@vJq@~3Y13o1YAb`PSm0`BT<R94n6@5NKqqO=jNjelJjyO$nVSjx+;
zNjJ*g+rLxx^R>uwME2Ubvi|#+Hd?YXYtaVvT~|}~59m|q0d$0dEabONXSY41(%cAf
zwe%M|K|fC@sUPEV7GD<jdbzA@vz^PQa$#f#k?b#5uAuB5vbs`~i!Fv_j{0(4#<))7
zZSBT+U*Y3q_Z2=)Zh!am$T!BxZ@wUx&x}*pokofR)A43^FS%4L-`jjQE=?GxX<ysx
z<+8TRU+znz{NlcL%CfJktf=I^9Lr{;6}vWYS=DQ^mt|dcNM8CypIx?xqIZj(q!@?G
zrc;d9Wp~;~w$W=bPUlA~?zgEH$@6KNhhRm!0aTd0Uy;O8h=0gggWo=6!P2rf6bskm
zS>#g~K=%sd^Z!s)1{@~n(4%*h=)sJ3%v)<rb-b3*5Nf7(SZWBXg7#PuJDJSTrbqax
znHXA>w5l}V%F~<7Cfq!!;dJMG0uHQk<97!=S2Y}U)IhJtyPePqX5PPCG3|<GXYsNd
zH=T~a_~vn=;eT->lEoFj%yX(I^|Go99pyxHF`B{iFtD9wnuZdgi|L{Vi7y>m-W{G)
z^vOKq;i35a%EhZRWDm1sfmpMnfWi7<_L9Q`W=DdZ0(nQFb{*05$WoK`j;g=q@h5_R
zQ`m#JJ0$XMh*ZZ`UEWgxo(}cWy*ESz@OZIDBH13%DSv8g<&RCpek|L?u~3Kx_hm&o
zW?qQ!)?r1y7<#2OXeks!2s&`XedDIo;HGQ{70}Cd{ydb=l}|psBOjfLrQ`pW$~b*%
z8iL90t+zV`>Faoir`nQ_+gPQUXj}k?whH#bhO{1bBsg*${B9^)U&?99(?&NO@;QYz
z2FcVu#(x#4NW%S4tns>%R`Uv-26PD}@iB^O5i<yG`4hN9Jx15UTS^+V1P9MEG7>?>
zU_KaV2cZT}{mH)plM(YaErjqC$*wimn%*qoPdbY1<JgHC!U;OzF%SKq<q;z(J6)dS
zy{~8@Ox@97AbMtKEkb3Z)6b?-gX^(~Lz01Ok$*TG<E6gV*&tC<;Kd8=*ZdI>X>NKL
zUNy&XcMqGR8|L8<JvR@n(MI=BS|fh%m+AK^6`LrwT?Rd2APJxO7i;DDcnbbVL+3(!
zELs)ua94v4ALvEIJT$j41n>>ck?0Lbk$o>hC6W3Rw;Ty?3=l+_N>%707(k46GMQgX
zl^Zed7{`>1JLEpeDJye#Gq6X1ZDUCIe>`r4DVHm013P~)I5$2%AaitbWnpa!c%1EB
z*{&Qpa(&lV)U$!f;l2QdftFgDXB!Rp1IFVqj2QzS|3Bc!s$9s-Je3hl-nv(6S?(Tn
zRdEXjgC|z%o1#B|(Dbk5%<a#A|Mb6~Y`D??dt+}g<ROKm!|fk``SkDqbo(Frc8FeC
zpW?mY@*jWH;13~XGbDZQWr$AS)_?umpKhB^{_)pOfBciW{q_Gosav)t+(M2wJ&yCA
zpY(0~Lv0>^p`X%kl2JDu^v%TSNA&mmhu-?-!y%{J{LeUM@t=ZTj>mWL-ZJa5C4D%y
zoIgArKihQg#pj}z@x!r~<-?=#bB+fsbF5mPjjw-|^5Nc%vuihxPse_iPY-55zsmXE
zHu|b9eLA+CKjm!wqot0HT84SsLk{yG#Cea;)bukQ%=|O8`_Vd&qtEsuj3l@@x9M&(
zLiMASN=Kh<MtE%1EvQXz<p7)CESq`o(XRKAg^J!M&Zs)CezNe`!AIN9?_7S%rtYfh
zy#9a5atyW~-Otq0d2w1c1C9ssX42aI{e<oYtUsw5E#sB_jDLvr9)BT@`~2IdKYpX1
zxFL9=7#)b;MmArhUp6k^e*62Uf2O^P|8o27zd!lG7^gi6KXv=<KW_Ae`+WZ*(Q!&n
zS-XCbrZ0@4iNw5oq3rz&J0ul#%Ig;{+`oT_gEGn~y?*{}Y7l6Oj#zE}!kcLblE%TS
z;){eP73VKP$d-irGN}M-K$O3EjF?S|(J*HFb((Ed%J{%oIQ+s}Fe~>3tz4r8{xZ!f
z`<RlC=j-rarWQ1?voT(vuJ;p@<V0Ut#~A!EU9AV}Bk{9mjE)9@8-hoFFkGOnT+q4T
zI5!P{uAR+Z7h~l67jDQ_MOVzKf!om-cyA%|$`=SvEu2+J_K*yN-60Wuu@0K=@j*A`
zbRl)c$F}CUSnxZh$rm)OLSWhQu)(e{H=r@#7UHg;m_c1t^2cS**xOQ6>%gHE<c4z7
zeGcc`03{aQ^pbgVii`!qSwZUNc~(YcU&<wa)<L&~DV8tF%hqVlo|kgT_<~j}F<PEy
z*7aO*I~)U_XZS@)tE7v;k<5@Uuo{E*>YVKOaKgcn46g*13k=?cB#}#oC$jIs)n9*O
zV8W1QOb9P;h+80(gI{2}pxY3GCU_eH;E90_l%#TLErxhgSF~4yHu*OAG%B;+-nGhq
z`V+$VISx9J8cO??Z;qssrhS^UhUa@-w48U`e47YG%uX5xLylHbF(if@m2-mjGeM*(
zj&^>i7N~V~4oG=2TmHA&FVq;9F|P6PzwX;O$#FjP&##Zan=nd=$9MOC+$hT)pLzfI
zZy!fCm_F0&gJ?<pn<nz$x;z-G3k<}6lgqs0$-;8wDQv*+@ScRaCp<fHxhy}Q@}rIx
z*ipxnV<Sv<7F?_(FAFY~0v7EozQQ0+Bh9QqIYM>_c&owPK<p-G>94;`T?I?`l8eW)
z)hxAFtjb|hiIqPL#pTMB+-6fst5VUyH@%ocs~s#ghn`*iR0@A8g);W3XeGaY1;x6b
zR}baD4n8E8$`zK3RjG2ULs%(h@2Sec!6!ChVYs9x3<rUf9OTID<<M%3Pt`@kTcs_E
zT?iOM%FVE1{R`jS^69?44vTw&C=MzCa&H6+1(XzNz^@1+;|+vI9kZy|GF@$Lb$z0<
zc9D0l;R7D7t}Ki4V<5hEFk^{-eQec!R89x+4o*e_nyy#ca7?F{6m+@a6e{Qy<h^D%
zWhv<LF&dC9)Egi;kn>@=z+@Nzgr&L19HoZNigOW``I;woOM$jS0|k$?NXDMS7Od;>
z)y|72s1q@k{*{f^oKmyt`#qiJ4K}xa_G-CZPi}dFun1d|#dxV<9ddJj12TJcG|bAq
z?-1+5pc%34;3eF1%~o9sQaoKKP8y8Waw^JoEJ)sd;ad%k;~yQgVEfi9_8gg0@ZfNP
z(Bvl%%wb*j-iLGQHkg>?&U877<S7&tWWv&fWgsm_zbIjO=T>Y#gfwaJq$3!K`J}{T
zsysS;dz{ltz-zyo>V3g~BJzvLT^{mT$;Cs1rwQT!u}4sSo?2L1x=TO^uzaLHNZ1O`
zIKqlWed|CMW79B3t2m=%aV|^4<?MgZFc&wILmK8nNMcZ<IkQ-!`T}^p!MgRBSRPD>
z)Fz#;Q4U8NLj9qgRUVxC0zK|S2H42QxMshr92esFcsztW+Fg8qo;ybUJPFf;I8kif
zZg7js6BhcpI?ntPEO2M%Fuw+;A7Y3GFRYlio+u9eB9B@ew~&lt`TjA%GxU*S`3KqI
zS0wrS1<lC~l<(<zuldSFMjTp8Ur=O<eQZ6WW8m?GNW7ouhZ3IW|GH>C>=&TgaR=Wj
zQH~W>)-zyO>?>@4$m>I4ehpU(i&mu#jb}@KbtqT^`@q4GIkzWV#QyAS_j5>BG`5Bm
zs1rjZ3l);Q{s2y0`NjHHLD|*dNI4Vp3AU|Cm1{Y)ZP1AO#iz-Y>z?<4n7BBA0)GQf
z0X&}K82L8~M6IymkCFl2&veq@E9@8kheH(*ZfKCy^7~eQ94guKK*JOSIUen3ohi1~
zMw1w1$0iL}9YP$u_KGcJx!<cmKi-j&*TpDF^8KfoyBL0^nSY0A=8m?zEzNx0@ek^M
z3o}6))6CZe_H@3b;@o;pgjzpLFGp+g)ZtfT0{?FPd#^~KZ%}L<A_?^M!gci1svATr
zJRTk6W}z~F)38%wgTh<o@AJSj)D9rA;NZw?Du;dYKvcOs6{^oz9eqV0>c_0Cc8W$1
z&~s1E{E3r-g@yB6az<{?kvp5^A%?Bk@=YC09g_<E=NXTZ{$Y`CfhYeU0Fv8g<ryAw
z<N&7&1GQkD)wZ;f&LmsL|J$;=w{wu%RM}}fZ#p}FZOpbeKLqEEGAre$D7k|s)1G)*
zr12vbpTDq=DQh)kWn=lxv`TFU8c^AN;vWq|M7BBlEs;mckltU0n5Vf($brbbW7Yl4
z+%hvAD<M3ccWnmaBi)@vlQ@6lO^mxcoFi_0QWO0r%A|q*76^VZj-#B7Ur^&#4)CGY
z-?6}dKt~iP7HKaju=EOHj=d7{WJq~|o|m{+I_hG`X#c~YR(Yv}eri(38VXN*RIi9T
zfwe2-b&kZfl;q~|tKpHnDobLEdW${;eFozE{EOL`l?MP0&hjAfG%Fa90waN7z>mBJ
zK*Jt3WQl&|Bd~n>?t;9QliZ5aF+8-vzw!cqTR%_My!u6ko~Qz@LtIb*D#1Nd4<Qky
zvCthY+pmbfXfQx>yo?rV|E%<NeB+8O+ZVISbYxi6zUQp63PHcTreZ~`YhENClxwZ2
zC<)4kaU|lnU(9jW3M!W2vK>7Qyc`r1M^fQVEKFc}{xxaI!<~FvR?y391@b5hC<Iu4
z83`=Ea6>$)ysV+zuF)~yU0l}`1Ey=WQLg20$s-qfzJ`T21V&oCQ3=S4rPVv8)5xon
zTtec^CvW;C;&yzBtHGAVy6oR7pH5z^Tpqe`tu#L?^cLE<8ZtFIN@P}6(5nm7U%b{z
zlTkx<9JITM(=p|ix(3}3t-K+nge8!FD^ymRUy@}I5e{CxY2lG|;sB_!ke`jsK@*4<
zzkV(zTs^`8!Hm>!(bL)>KZNpXnH^u+>9`J_UxoGFXvfI#vM#Tq?k-@+mlS^ZFe!=G
z-ieVX!uPB~El0esD5vrY*Sz?3-3CWqLtc)!SSNnh=8d8&%CeX**G)=jQd(_)RpwYH
z%oH)D=$oLj=HNJS3CLHdek@VO^U-3&BoBWT1J#DR9-6&6Cc8rC?UH134)FYvFZ9dI
zbiw;nc=P3<`4#^X(=k#Rp@nPBpnAR*Z-@+!`h4q}?BXrvq+faBZ1YH?3bZjgj1>)8
z=~q?Dd2l_i)h3bwMFN&ymL$!8fr@@~9B#&OibtWO2Iuc7WkqAT65W$eV2YYJ(TB?>
z+J<3EKpB^4r)l&SE~#3cb4hchO6~K|%q2Rwq2`b`a?rBsof<!ZeHZA;QJfG02+ClN
z7)MlBIezj7MNia*(_Jwk47;-{<69HWF!vy0+p^&~*ET;RY_b}*@|(+lv?jYDIU9M5
z3#+KunLkxDHpMIQNFEv@OBJ?`R-6?v-+eo2Be>gHwG4HRK*P3K?*<cm-5pHLy;z@&
z=M9v<Ox6&6)A0?Cj)hfU5m+TIx6u(X^fa?Tx29OfYDiv{*94aPxW#U%hHPo^OL0B(
zGN6H5uG&JW%ug^3(VsnkL)uWc5t+W_JJK<+{XM0L+z|l}y8K9eXL&t8h2oBTI1ioL
zlsJ5a!`eTj+omI9efc(xp$UJu%n6T`m*sAFhYJnzs{-@=aSGqD3V!h_(8?ocdA_WQ
z@bVlM7W?w@WY7w~epy!Nowg<a!mSd&I@M5EnG-F*tLD}ai_tNEbFyQ_xK=h{A-U}4
zc-P<U4Jywyz}Ay~7f*xftz)Tl`HQMz6RA9-;DzslNZ_qFQ2b+R8y^(Vyd;=V4kX1Y
z<||Na$DHnWej!7Q@j3>IHsrZ?jP4X?&@=?@vP3c~tD08`qQZpY1-=5Wu^6t7pnw@o
z@&aO*ymb+zXGku8YCGHHe)K>?xj#hwXk0_#-)_b_930%QzR6GX-gly$bWHugX{q8c
z?rTOzX1>P9G&(|qAhw%`(}5dG4x)8*v<FsqWK|7HoHX9C?ovZan%HjyfgdX+t<I1Z
z<DzSo0$#z1yzHGfD26K0D6WCw3Xi@H46}frHSI4S^n7`L^JC(G_q9=otK&eV3Ndd-
z^Hax4Ngdx`Vm-xE0cfZIeU!ieL)^y@P5sKH^CC;C3s-JUh6&GdpGQZdO~1!hdFh<2
zQk6aPIT0+A$LKOm7nKC)_k7n&E)aPI%?6f(00ByU@ndcfoyc>r8oXKk-ky8Haxmwo
zluW9;LgcT1SV833`ZgO2u~C1Gspdb*OEMjUir*I>u%bd)2_Qf5^GCM(v2YoWtE<fM
zjyPGqAJ-g=tfvzj(vHPSKTpI}7Atu*-Zv6)tcax#YEyYhX*n^vt-A7=V|s(mKlwwN
zFQ~!OkZRtsj%>f6MY-4ft;%We-iQ}hFBc@I$EZ$!>rP&)Kz8j})1G&TJQo2+<3h<V
zj-KmS_&|<Y8uV4U*!Yk*`4t=|f9~<ELJz8HF!C~h9c^5w+|5~(Z1EnK8C=-Pv80xi
z?KpL0v<|d|+jYmm8y#JlBk89vQX>7^9%L9N>UI>Kn;nlM`td%mErOX^80%6l#?bQ^
zns$SKIBWgl*R8DHEzg^!B*nVSWly#vP3sQ>T?yI6wB3_9xUB6SH0?fLR!@8q@(wK$
z^IAurA29EBN{dm0Hr)HY>ad^Ed_EK{As6qo;~|zw1+SIe!5sGL;OB0Z#yUs8gZgnG
z5v{5hTBK`3BTNFx4aBp_AEfqf_a{&N7-F@5v`4NqKsM1Ff#5Aw@mx_?kU3xrxNJB!
z+G@90Ic+o{?M#!;L`Vp8-H<VRx+>R`2c;uHuLGWnS{dtiYdH`x-%e-X=%einpe%zk
zz*9rAY!4Rq#JP=c1lDiuk$f@9`{La~NPhVaiy2jZ{AbE;kL^B(Wk(JjA`v9asmQ;7
zn(2I!#-Nhj>93%x!T5V;(GB@glw<93s_v9YVAA(-ciZoU3OaUT;i1tc{xa=J3_AED
z^t=-uVo?AY0*f@T3@jr~1lO~DHzAjsq~})(Ow<HeV8xlE!)~G<>K#Y2W?A9x+|D@F
z(cDvUtQO|+CRwizDue0dym18;{ps3&t<F=0nsv_4`TNn#n8CY{QrS*cRL2@(Ml~`P
zbrD8YmKg1z6wATbMMGa#)j7anjEZ6VA)J|u;;cjLE9xAy3;RRASYC}W(e6v9JmV+p
zEn(5kT6^-;Tt-Y;Z?fgwcnqG(j;406Ya?T-9EX~8GLCY}EW9jXsIuKTKQU^5iydHq
zxIZooesV_dS^Ww>Ig^Inr8HYB?Pw7_dKs6^PEg~*B5Fn*v<X=i@6oIV7h`M=J7@S_
zN85+E?U$d@FrFAGXVR@q8t*0E%ml2WoHf^G=bXtXM77sJ=_9@6Fa~FO9R^LxYb}K5
zP=S-1^H>>vXv0akH4o61ba&8ywsg6QTkllR2WFrx)&kfJqg<$Kigii|^Tf*4dm>3h
z!G1b6)LPLZAR-lO%nZwrrPF22LryJx$bk!l<~(HI_d}rj3jy-P8WT4L9EY9h@jx~H
zg@G*WKqxBuC-gjScUOn&eUO3@J=Y9O$%s%%(NLcX|1XWOMAzKH1SOMy)pDKJF0b&Q
znY$O!ea6#Rz%OQsegb~Ad?3rJ{A@$PbwL==G8bX6%(<V%1S{uaGY%dbkp<o*a>|RX
z*HbN1OR&R)eYE9%YzS}Qr2$(^{)DHpT;;iL?Yixgo8<st&u$hv6ST;%CH(<bhd6qM
z<OD`kOwV#i4iw<DD9&4dUVYlmn?c15j|=SyKHkfi-@8Z>dqUZ89$U|;3w`VfV;$g{
zC>(1-B(-Qu%P+@Fd!`ij5ENqngBY%1^d+_&fAG^yGHSQCP#4C={|LkZJlygzrfq+&
z4CXPI;jTnVPQ5ooy9r7(o_a!}gPBxw(W$Q*o}c;_tB-etIww1SnB?4h7Z)qVTO53(
zE6qH!y^P`QjReIMUZY1nA%*=*h1Xr7Xk>&ZzE?33ydUD0OW~D{&+um+%+5>A58=ZO
zbiX}Nb=FRB2+MZ%^bEGxw@A7SCf_Zu>ky1HsI#68?`yj&mRDl<$%I%C8M=Yzi!*qa
zN!8vSpuJgsNwwU6;y<kABbW!zikYK=GQl+y3cJ9UQ+gV&Cd))Y&hs0>_%UF8vwgzH
z8$3bMc_$^zSv5T8&d|V}hSX8@uuF)z)5J9B9XT&>r%7&hG^`zVv>Yulc3T5cN6V3!
z<KH~pE>(0P#5{1iaDh<5YP7&}|MQ6R{gw+jN>j|Ub*lA$aM-lGXdycsRm1bc5gQJN
zQ)<`<OpbL*xyd?J&=O!Lj@61#j24Tn$7M>y?rgJKyIf>(azv+mfB}SoF>f0^CXVxf
zJ<T#HxSWIC*?*p2CX26YCFG@O54s`3w!@DgHJ?firDs#iI%$ryp@a1>N3G3-!batX
z6(n0F5j9JHvvt#;ph*pa#u~TZMvi@kRLIF?Sy1vyw1@SB2IqW>xgbPraJ3`GY!0A)
zO0^VbbDNC+(vA&;?3dkSauM?1+K$11xq$&4arlmrICq^UbZnjN#(>VK`SM(eoF;kZ
zG+_<BOY=CeMMDEJL{Erku_6SS`J4k?Omk4Mhyz`JGJ{dJmYhOw;HZv1p8S$AVcC$u
zg}*d#p;u<`LJssQ%xc{_t8-Kp==X81GW9V7k0D%=ny_|d8~|EeUV!U|7S{)AXZ+=8
z`Bv?8COX5>(cxcdZ{|CJ4vQ}HdF&FaLb|cu&+Y&&T0ly?UE<Ia7~O(;LUV#?B3I&z
zeO`2brR@`o&*PHq1P5B*tqf@v=RV%z9sF_(A4Rj}mBSVd&X8g|8{eKhOnG39P>b<x
zoxz3RGLyn$%8~5A<76(9s^7_6g&&MPK$;N}Op^zgC~nhOcjsftIKm>!8CVw2**QDw
z-z&*vXJC1?I7ch7{uS-a>3#dT<#c#W^7w&&`j#O$r^Az``0%zBQ@e6Hf}Y)XqP=;X
zj+DBej-^WzXI<L*q{~#3HV)nW9$#AhoZUEI=FPoZavwh$LL8BKlArmMAG4Vw#a33}
z@NxE2rrp|1YN1fWqkR?`DCSn_R8X{p=~?ZU^SKPcvQMZ%J+cmpsd3P`rlV(nPw-rS
zAQ<3jmSRvWN#rp1T<N`Us-1N-e9n<z5C>9=^QV!(_&SZ?NqO-_<va%R9&ac;dX76^
zQDvX-d`MYN8Uz8kffZAl50=6)d22ga@5+WBA;$bUWD28**Y&I~IZR16b2|cl_{==z
zhW)Nzu~=(0g*a75;vrr1=)ZHuoAoe%!(20Y`~r?&E#6EgAsu(v?Vt&RbWxq3nB#`-
z;KT@VNz9YwaqL5sEL*i)61C>iQ+=XaX9IaT1P7nwG}Mi*Xfbqvq+2sx54LymSlK5u
zq=}(+$1q!IoPNKOB%Hg+=1IRT>By1E&J2%wI@Jcq(_2w2hdkVtAz0{|Tkj@+wA|x{
zaoDX^XdEF;YvNZ)YEscmpGuUL$XTo60Sj<M${2KdS9vO8Ub^AxzU0MYaP;;}v)vUh
zu1_V8*@Lrs6W}o>vt_&CRi03v(u~`g+z}Emc4j6~3SQOnoYh+bR0$u^N84k}O2eD;
zgR03fLYl0ZVk(83F<qCgcPd_g*{3+J2?v{FACK5R@op8oIM=0r<QA1wWW_G|Dd?qa
zXy?n)82WhcRzJAmUIE-s6^iF~!d&#>35kyFXH(UOibBF7H;?)aV-KR7w4z-+l{+n=
z$76{bz1x3gjhjUzuaje%71M|I`s3(AanV0ywfZ_QkGe7TD8GF>#D$1|$4O#G*I!~U
zed6*Ma{FdK4F|aKu|XMe-OtKw?^u~_tb?(bmllq@60%EYZmLan%)=kkeo3n96zN~i
z`jT1`?UerbR&;n1HA34(jp#y#G2qc=wPlCjQ$;LwAk+EEKvw;)mZeYZ{)b*C=ob`=
zt!@>C(3E}*6w)(G1O^I!O7CE4WiB~kUs??+_$gkwJRBS$9}46D($G$7mZ4*ngEO2O
z05A+2$)x5oP6yiGn_Q{RA4wdJNy?|ypR*EGW|9iF*cdG_NmVV?scP7ico);+&sm0G
zXojPLr=9-L3ZA?)0d&*AatY!H5qTgql$6iwPn}=rTKBi^t$lufSGuBB69EVq5nF2p
z^&v|@HLKs1_nyWMIm8j?1i<j1R=rbDLQGyd?aFOG2F=&UhNaJ~PSd0F_I)_3X1s57
zGFBf%#O`JVQ~S>a-iQDmNdZr2jS#?;Nl`SEBY;N*hp`WdX}E5AZX9mOh#e8YtQN0h
zaGX+U4&AM2dPPHjPwC(yv1a0wtTiong_mC+H>S4Z4XDRr%jbHvm``;;#6HhU#;J5(
zEe;tGJ9=-YntSc+=zU3LQ5`LRv_F^~Tk>Ol5ke(mN0NC9S}rDc?yK-gFJ4*EW=tr`
z+WsiYo=0Shi#&^8Q4&LR^w^X*Tj?iU`IvCUsug%xP$T7kxY&VRqP5nBu!s*%5tmob
zkefMRImPqLH=E5=zV``%jvM;H@6Nuk_%z)qQxB5rK4m+5D$-k$&7Jlu__C7vK4Yy(
z^Kd^GljGE%w!@Cy_!8aqF6LAAxxkr_f^)Hu&rtnE0$S{4l;_@{I{*qvakBNB8|!;z
z-pQ*@W2p^)jR#`7$}fQT^I6-)B4@^a%V&_qSOaDXiAjr9)Nk_`BbF^6pBBH!fk*{s
zTMZHN?j`AyvdK2|x$(!+#W6fw=&K0hsB+OBOTDcUhhxf4;;avDZn1R&`==R&kWCo;
z5n1?!XT=OAf4#uY+5jOeTR!^>YYa1#P`cOlOd(W%LYI1m)Q6W;$EjK_qhrL<lCJLw
zj_odPjt-jhpf}B~7({~dOE_ae=|zl2r)lpP{ESOhifeLWM13BCFyX89%_nd$UU5<2
z;u_-MJb5MRuYg<eUDWGgD*P-dyoykE?*$QJvRjRgjnAwZI&6#mQS{PU-SRw9t}T(@
z4YN^yN%X9wPQ#|vUg2@0-#m|3T-lVqP)4h|+DsbMXmg2-cir(5@iS#I38U(X_*r`7
zl$<I}ALxDh<(!Ts{FB{Xc?T^t7-KO8&|Yb;cgSH3Y|qKWo#%1?1zb5E<Fk0>s4GnN
zc?WX{b&=!c;1LTrw~p~OPlr1N?Wnu+mE-+?fGx!PffqR2))k#NwX;<2IdnmI+lAvV
z&~`WvhzkdAVBL};p@^8_jS<p8okdz6$>D=L<{5Eq+Fzl9lZKDSFY`T3$XdH7rDD0l
zHN0pH$_$**5lyP|VTv#2kPtigkX+Kc+wb5!e?xsi(IBQTK5LMQXu6mt<vM(sIyJw4
zCPjyUZqEZXe#co~P*-vWlFL`Q42L8sH!2mF3bRQyx=)O|6Z3n~Rm>$2vxQ`;vdAGf
z$PYqEccU4i7fYs+e^em?7R4tL9(RGmSZG5UkO^D|yjvn5JMSEn)P-F^_SyRuo<O{{
zXe+`2^4kI)#0InoXN9G2$?_G_f%iIp6q&rU`$mWc5+3uTe7+5vh-5q_ynJwYupXe)
z4cV&bSR4egSwHOoVNZPVK(>ZMAmP-&K5%DCisZyWd2+Q03fXJWp}LShCUoFj-nA?#
z50uM0M|Ahgn<c9um&kW;GTFJo(&(<}3fdcZDp++*BFufZgIrg6j!RgbvFet8h6Ah7
z@daEpUCW>|szDt0cQ2|wRd!hWn=EU4A}>Xgl2_WKgZQ=Wewn!|MUs^Ix^Uv)MmESZ
zeCt7O5$pa9q63ORC{5u)nlDNo2y{zv(BG30MK0~qK8yYU7MH3@jErOTlG_L4W$|V5
z0^{71={77xjt8z`r)#|UzS!x1U9~;AA$<1uTcdKaSIqMrZzMS~g<E?GzGNC<{nrRz
z>Q5d;uI@KLy#0OtJ5lj(%ir&wx<^GTm(o~5QjHbv-KcwwZ``>s;()vNmi|sn|4dEI
z_<fA`kKNeL-ZSv2CqgCn563vZ>2K6v>cNfUx;)sV!u*LF-~aSk*PVHPO+d%HycyV=
z!D}5;HA(t#y!K+X9B-$Uj;-uOfxmsKe(XjlN84R>OVjf{g?b9(9LF1L?5vpX_!F(-
zty&X(n8!{ZYxeg>4_eUQN4ghuntxjobm_DteldY^qn61|n>;UQ+4Dbt`Y%GM0B0JA
zTSxEc6dk`}2QxEd%p`(HiZtBG<+=Z2iP_zK!2~a~byEqebsFE7AwVvT@Yu-1CpUP?
zty>K~!G8B5ULdj-VN@pvBn`I9U2sdq-t_su(x3kacL#`%m-vVSJAW`XGd?~bb98cL
zVQmU{ob6rPj@(FceebWRX9G(!uS^1l0ZAk6vyB1#0kUTohQ@%`{|`9H;w?*k#5l<)
zvU^4|gF$t%nD>l48J830*5-fzV)Flzx3{mqzx?lui?{q=u<q8yzDco*>GqHRdijrk
zy8Tan+H|3HA$8-6%YPsFg}-z$+9sxUEasp8+TQ;5e=i?@efj4v?alZmhCct3ZomHa
zV%ADcYrAm!_4k*5X<Hxu_4ez3zoe#*v3I#O?d{k9yyXYs{vb4c>Qi!ldEou@hViZs
zW_=LMTvSTFb#8qljt{z~wXJW>`u#`rLYf{}+b7%gYZdpBVt;<aN7JuGwQhXin$&hC
z^_w@ksT<aM6HF9T4*Q3Sf|bL5z&hxm!gY6GV*RJ-jhI)4_iNps`|-iB`i#%T38n+C
z5%>mLBNc-SI|wW9r@?i$?PH39dHMpzD%k0bWMT~M=7E#6%Gmh&AjV_`J>M)6mqI64
zx@g$(zWFddFn^|Tp)<a-g07>E_|H>&ySB9<N@|C7ppF<b7ZqA#C8Ox(_0x9NrEW8d
zyjX(6JFlOvx48;ItMIrhHcPfck`qX>V$%E633|v&WK_9KHsmL-7S;8g=XzeeQOE|n
zIg4bn0ktZHB-m28=buok_@fi<XVlz6{^W7opO5fq9)EUkeY@Qt+nwVhyRMRDVMa0R
zuvN!Iax&j-&d<L};9Bn|xK?rE`pwW6053^~MTEZi!yCQ<H;-uOw~z^M!}cy>T@zyR
zX^XxP7>1aM7qOr2t8tv|XajkyZl@fM$fqyU8z#dX-*=Lp^APXDH0*uoQnBJuQNOgH
zS#U^>oqrTtkX5m9`TGG}3-nO&!rI@@FW>Yo3#?#XpTMmYuh<`Foay)g<IlqFb}mjG
zc(NV4+nNowt+=tlp3|2mUW%T9%8G>*3>fwTH_$`!ti|xk(f#AaAQL7$%+VYYH0*c=
z5rXBV3?3^8(INbZawz4Dn>AnPR*JV9l$gb(t$#Sej!jA-g6J~=;{c?jz?cvzLf`}0
zwc_nVScqCGlovFTa}E^c?nU)YmTNJ1$-3GC1ix*SUUT8-Lixv64kxNY17zoI>+`Qt
zAdh<}wS+nfw9!vl4LrK#A?fzS^?leMs|p1hzX?T3m}6=*sP5qPfe>HfgB9te@B?U#
zKz}n>p#w%(qu9^ZNbc_tYw%07R&B$qM2Q+rsEb6{4;NJ+ldd}iFp+{yCgNlWx+9>R
zvon-~LJI;N_yC?ea5>UeCE3syY9^>);|&ZD0iAJYRJ5(~W5sF^70qc_vv}+leYz44
zT3st9YBP#1B>@(H2WpLSLg2yrX7n1*Qh#!tV)%r|A+Lv#HEVl-;@W8dhHF2lia2=S
z^S2;q6NNW*iKVtM&YfWZd}mt3Prr;0Y~z!&UHtCSCWBMK%y3H2qV@yXNT1&o@LumS
zi~V|F9kd36zsy3Vjv{QT7<Q4sE-I(hautfBtx?}?1mh{LLv+u1C@J&UbaC^Bo_`3c
zI7ATkthl<sRf4>e_=^Ze#Hb%|!JXo~Ltpc1?iFybU`Hw{Ip(-j%sQOItsD(OFzc`m
znb#D&Qf;+tJkqJ~o`LX$9(FrH&o)DhkgQFD<$#ob_TyYuYNHw4;`fmxf@ZM6pJ!nf
zU7j{CagEqR*Skn7df(Vkz%BQAet)$ww!bwYrCSyz?)LA0y*+&MkH5X-_B5?CQyKPV
zV$<c%L$JVadvzDD&efZFKwZj5q1l{^pXPS8V+pxA_Yb)hI~B#Q>C$6Gz9qnD*Y4`}
zc65k@iUQkj;km785QU-|E%ncz7AYF?eS9n7kSdGUMV?_V#P<eRiJ}jpo_`M5|AJNn
z6#D3nMZ<6&zS>!19iq1>9I?i#PAz?GD_YHd&|YXTgnAwb8a__Vido7yiNg)Hz+I``
zyB6#tSj~$DJW+TxKv<+_iQ(<zEBcT?h+y+U*NumBXKp@^<aks|AjJ07`GmG#=2e{q
zP&5+vR=q$hIJ#z0eX-~z#DBiYXKL9=L%8evyt5~0mljBzTOC~xOg`^wPVcP}sXGAF
z4;s~Ymmhxro-kJYF2(QxE_;YFSvYslar{X*k5(x2=vwB(;zXA`KJuB@gU|tvm%4IQ
zm^iWNidT!lxrN3f_&}tIfKwQHi3S=9AJ~sCpbp*+rRc@>`NQ;JP=Ajk-|df;;vGe%
zVt3oKi#O&WE%);bT?hTCct9>XQ$;F7>~=>-OIDb*>9MNVp3r!`D8dBT&!#z4Q_&e3
z#~1LT9P7GH@Y?!8?TU`aNC8-}CiL98-xqxdR*pf;MuTxpr$62;mp|}%+f{|XH*_#T
z%HWDo6yXrrF~WP~VSk6JEB(B9EbtEe>_y^-ucLx?1I{3flu&d}=cy!~<RiVcaLP_w
zQKSSvRxnz;A|4e6o-3{^7~X&s>Ua>JrROhh9A5~)m@ig4md*-SAZR4#^<SqTHa+Z6
zVZ4KI5so6Omcu6LV*z1LbI#N=x@)>F(euH>fZ8=Zm|pr^!+-j}!Sqso^N+v1*eq9u
zJs)qs&!1hoeaoM7BlADq_)ToaD)J8+pOSIom!a{4de-)B<D>Us{L&Af)9vd^mP^C)
z?p}Z!-gEi4b|}f->lyy`)2FX5gX!n~`CI;M2k(#N8`lk<1-;#t<vQO47kppV>$=bc
zW0KjnarpAP-ha3*PTd{eiqkNBdntZA7^Av8A4Rb~<<_KFHo^D9XFC?Qwl=i+wYIwz
zJ<4D9W108A%s5<r`kcppJ4(}Ui{YFLErx!rznG@Et;K}Sy;^7g>&xF?enXZigU$=v
zyTyTLJvZ#U^Sj<<JiQ8N>(PTR;6ZD^1M>?iszYylLVs^0^g!qzlowB9^0rOID7-i4
z9!)Kfs<MZ+MIE|p{i)1BCz#Z5qoDqPcSAT911K`PC|V4rQJ10dxS(;K!j{G@JQYfX
zxgAzcL+dll?G?IPP4XSR3zg<2h%buP9P{p06;~G#V{^fc3}q8k*FnV?6hY|TU!ftU
z>2uHVV1GPlo0M606eBzEw8LZl1d7FL=?+kYilTm6HK-WHl^l%jD&l&fl24?iD0F<V
zC@4>MG}pUuBlH9HoV#Be7uZ1tgS5l#e7I8&Wh5#Xq<D3%-pot+yI_!|S9CClHH~$T
z6|E{#Q9o^LS~HOJ@%=1b-S4Nb?x)X3VSKDe8h`W>2gO0|+QTT-Vg(u4O|hC*`W!VR
z@61Feg@A8V#8uqKq|eLUND?Oed9Ss{n7W?D(IYa8%fi;TBNBt;eCGizkMZd^2%cJ$
z$0>Z;5IF3ZtCPR0AY=^10vts6Mzl286Y;Yi<D9ARiiDO^318h&R4(Gi2$DU>Z?&T5
zGJnSnQQU_pM!I50iRPoogu%}Tt#7JG)<Sy_C~^ZS64X~*xR|sdp`Ek5@!otDcXP#S
zK18=C<c0bf9Q89e>P*y0vm{plSm-B7(^)IZ1x?>S-j*R+pd!yotg1ahfeb^3_%N%3
z5fj_WD+0vzT&Oi258qB!9hvW_B55L>lYg$p%peMtD>B0H9GX0XCyy2tshW6&KBMys
z*6+n9y=6DMr^2<8bjq3}7!ss+W0i!EM8STVL{OW{_dY$=usiF<nI`%+j$UKy^mB#=
z<GRM@5$W!Q1V#h@@UGug!H2nJtP0+QFnWeP)Fjoxo6ryaH4h`DNU&3Z$!Vn|)_+#&
zS@M70k$&Eh>Q|^@c#Y=v(6oO4j3#?x))vkD03w~X=vrQJ^@rC$`jV}f2~EsoX-$**
zcC>fb!is3e(5=zxO`?kO)qPM=O$QZy7~xB*!W0ANrk%Vz*0=T9cx2$;FUb#~c+{il
zKIL#lifv8TfiwC+i!{?tE2T3rFMk{0m?YBm7wH3{5r~_Liyb}e#!f@xI`3VOZw1DS
zp1y}dqx31O<jO>tibP0?B#OMwyP|`N?(K>(vwAj&Gm<4LdbVOH32o23^7WLscHZ(W
zF%T4QRCxPBhj^KzUZE@&8D?Z;20W)5A3Z<^NmclBsEbP(_KS12#5Wogcz*_s;R)H`
zWMqZK;SIGqJhvk3pkCm_K~F4EmZFLr;RloO$q?HyjMue-kX_!)e2NhtVIxdLNwcG$
zfe@}04G>b$++MPf(qkn0?Z>IPF4yiw$&>WFH!%o-4|tc$CuQUjIcf5`;|e4v>3NA3
zd7m6qRH2}Vexrt#iR!}Yzkic!Q-*-jl8J^_^+=#(5eM@mBzepm5^vDi%KW(3E8_4!
zEYs_3Zt{^ZgKN1v_!uX8+;KPPKqf`)7p|P&IJ|aPG`dEDlPh?&MMF{;)!>c%O``W_
z1y~d$f_!WMe~W%rHVi&*-P`nLI6Ey*MW#f!b9la2s4o*~nq@?ndVe|Fv16yA)204S
z7on`!wlm7oBX#5tJ(?o>S~Dh(bNCA@f9Ponaz)sJd@d`jd5Xl{wbbN7R|%W9`0R!d
z^SbT);#4VdmndJKx2TI#+w!NFXLWyI6t|CF3LG<c<2$bpbbG0H2N{SRlfUOcTL+R!
z4;I~=9&93L>>C@q+<(BdKLoM_8OQWj6+05nv5al`7-0bqn>8~MsNE5HS4}vCJb9Cz
zN8P2TzGCVn4EKJS4wKa7ZQluQ=E7s&Z_DC$EpK>7S6W%##vr1Jf#GR-WCEJ*8NA=F
z#DsqoTJUxp+ItmSm*8cL-%>jXmVO+oXzj*)#_QW<s*>W)rGFQGS7DF3HfoK|!&N;d
zGRPF>tXe<0gB3`Y6fZYdI`3EL$n_Er%MLJ6NMHqJie8vi1^S{Dll&@ywr89dk`9Nd
z_D~Ss*j;PpJknXN-O@dAw&b#2yg5t0`mjisPmwA9b1hEO;)k<b|7jO67VvtU-@H*8
z)(xkFzGJ>KUVq(-vqQkMn?4dwKX7F?#$$K;!d#?DFTwk6K?gX-Hqv#w<O_5_6Vw}_
z^$YVlqmn8(zcrI>!R<!NcNkKH!|r%!cA<h?GaGQlod$(Qoe~XmOzr5RWL=43*ktM!
z-ox;qLO^z~(jidSI@F$^uEW=dE3J*s%20ZGS_3{qDSs?VM3f*(sH&;Q(^Hsf`jtyg
zFB~;ljFn!T6Yd~PvcuD`VP@51XU;3QQ-%rqxQ7XO8zT)OHC2L&H$!;)q?5c>5CvT7
zn8F6!RWM4tD`<O4?y)B&;3_g&Jt=#fEHeN?oyRE7T-zQY8PcSC<$Y#(!U{UvPBHsH
z1uWvTihtAD2M)rCC$UV_T%{y}I;12)wsdU&RxcAxu!7-*9QAw{*BNvNC?^;mD?a9b
z=Qt2yvd%2T`B2jER1+8;@P1Aw5U5m`9TeRFd9B~21|n4j8?OoF6Y|n)@f7=l2q!yH
zT&5zy<&Nr~34nT=QReUL_@*}wUZTiPuA(S<U4NN*wY$^~`Ks0jTX%L#hmRD1<^(^|
zV~e_gK$=$p$P*x%+JdT`pW2?BLB&+2xKSU}8ntutlz}Ygce4}mY95{;`O1uudpYZC
zvjZG-(R+`X0S2e6KG(4RZ*a;gzZr<^vz#5)p1b`%f6kcfTmI~tah-<ot2~TZ1l;m3
z8h@WMV7>p)HbbNGx1sUT`)J2+P5#67x39U3*m&P|@m@xoU+rA}b(ah4ZI|xf<}do`
z)7KYk=Fi_=Y<?qe&E=`hC5O=4ZDBUIA-IrF^`d5*8yt*DZrjY^%lp>b^eD@=sn5e(
z^H_X)DSqsH<GMU4MX@gA*5n;kG{MFEIe%|~p|G{JuFJ2r-L2?R{<0s+y!Y6palq!!
z!vt)HY5H+FqI0q3_^(YUXKQY6IkR)u)^+gp<?k=QA)h(}a|Pt)&Zz=cNoMEu-t{gY
z!z-R}9z2-xKD_dvMGrpzxTsy>o2R|8>9OhSHrji8kXFgK;%$!h*}6eS_U=B_6o2h=
z`RYRZyghGq(pG2W+{E^=A}Q^&4Y6?(IrevB%qZ#gxNe<8MWN^m9@uHx{PdWFxf8<0
zxSSBv=kbJaS?UZE-EGCG8w6CEcEc=qU6u`ld<vzIb}@~@tlJ877yD7{%|hRGW;q;k
zVawr=UmO<q^3?mgxOLmYyuXX)hktX)`@0w~4lzHSX;Vk$Kg0O@^<0=gPhztuYL>7?
zwW~NTnmEhuq92o#pZYl-2~+>aBcT|Z>9@ro&V?2OzBZtkoVl^ZG|t^x=e+JT7+d;y
z7N|>h=79qb%%_8=$FKtW$vK@rJ-qLle4582r-u)D4f>cWPLJ}{{iFe1?SJXvJJZ<y
zu_Ec|;k)?C8GG&Naet$4S|8$&M_^xoLk+{n>AZ<u#%74+?O5)CGqjbOA@|3EcV)%|
zS`ALy`zuTaG&!s9WP4~-F@)V@cW*OPLeGj*jh3znR#436bP7+gq6j#cAM{zFl)Oyl
zO?q(gisHiC0Gj(G#|f-*=6_S}iUv{Ur%VU%%i=(c#F4*(VplO~vf`zaP9?yb;bcdi
zh&Mrz5~IQc3?(L2^a59myTof(LTXZy3PP{rtpI36=Qi|g<_!R}K?s}3MEL*<f@VFx
zahZSJvE<g%Aj&{w=XPnM-x=S)JByfB3<=kBv*52Z!t^-@eVTY5tbdByp~jeY&3G2M
z$Jy*u*HTK+G#c-1vmrm7iZF6Ia!!#{PIk8z`SMplZV@F#kuwAy#k^f#Lbmd(RA-Ru
zWUFZDTTy0b<imXMz`MvDx;8~=5y=RnB}J&g5(!6t1lSrI#)P}E&9gaa-dE`6rSFfB
zueYzcCK;4%#s$!Y)_;NVgYo7?tPm6mqL|B~RXauP=P{0rpE!ip(K&@Lj1Q56cPcu#
zjHb%aO!@$C0<@Z`B9a@bzfZ_Z!lM>ER*EhR(D@BAOY*#nJUEfTdhgh9%>oYdcLzl`
zd!EGy-voH73=yrIIhOcNkBaSCO1WY_jzz;ByRud2bRmHUZGR~}$Yv!Yj5wy06J?Bi
z(@MEo3%m*>6=?*MSrW<VDgLl^RnMxV7(}lbpT`Gn)0Ft{%or@vCdufJX}nee%b@=e
zAHPwNs2%ojD;Hf9IAm1B%F{VH`3!TXU+#~&65u-%yqD=QTvTWf`K+ouJW!lLi7M+^
zk>9*7TaiTr$A4-f6oC7Im<lWM?qEJCMehSXCX>EM;;><e*JLyr>VbpFweQm)TXT(8
z%v7XEwt0*pvxu48W{LK_#A_0bJ1k1ExtH41^*ONi<Cwf1o$EK7jtuqkX^E3d&QPIV
z#jEYEv;HDN=uod1mw>p9aFK?3bql-xrj-N(V2VpVxPKxOtxNlB{uEj?p0|eg5BRh1
zM1`v!zHQMd2WZd#3LPyRbUm;5iex&-fQGLLCx_P`wZlI-zTVk1inKIDPfnkQ_(f;C
zCG0MR)QnZ+A1ncSxm!bEpU+?ROE6ywF@JVr^rUN-z`qp2@SeLlXO;-T{AK>zO`q}$
zW02zTIe*ul!V+~j{w~EOG;u8~bxRoIw&IkQkjJ%=sV_Qm|1-AZ@B3*4zAc~oDa>$N
zRM$=ciQ8)PSuzJNZkyQIDbR7-kNo8r5jhp-#zAt^=Un%8Z06r?2XQHMJK&oJY$s=F
z>~<QLZY^_O89nK2GoSP8SvX6S?*bJ&@BoK4Mt}4GMPjCXcY%A$Q@@=3OUtF$DqoG3
zQ1<n04qmxFuRwo~GtZO6z^mfbrFsmnmOK}9ETmau;n#}9v5?j@rn@ID{%(w45w6$f
zbGejij(5^UI1LZU8OhLTIv|W=kY>6fp*(+yq!aq;rAey}36|Yh(z1(bkg7-piI?vg
ztACUiG`xX`C-boL;(Ek)@C_*Ot5wZXDyA@=2x)+d^XCC7nqXJLp46p@iYd62+$YyM
zQ85KSVi$i$G;yI~8bDnJI`<;N#Ke?A-9j-mG8lyU)7O_lO?m(P?ZujQ1GB=-nmdz)
z-IivJ-Qc#RW^3FA<4w)9#&7#F{h96zP=9_Jg>TE}30D<G^%DXss_hrFRy47nkX_M_
z{tf}Be)eu0r8IpWMtwUt(~pZ`oJ%dod~HHGLvwq}*_^w!&V42QQU>B}Zn6!9ID!ls
z7#l*E30XQ2=Y|u4#$j4#4ve+wVvU>`IM*NgP3q*V%OcZFvr2)+;?=Yd8W+-KT7M_!
z&EUiIP?1<C=R=bo-u(#~uVD^>CKsOPxI)WBCt$|fPJS`)KmgXE=x52tr&XwJ^*j*H
zh}n}_MT=Yr@J>}o6W<B^^l<zQ>fxtf#s@Z^w=T=NbYwZu(PkCFSbB-`WVbC5|3Sr`
z5^`h>cci}U%h;2ra<fb-uD-F(Y=4%VqFWe$(?fD!igYsGG&2NPN0Wm(eb;1!bB9a4
zp`cFj>QX&snq1Hy3w4YMqayC1CMni21N)yf>0z9H!W|8hnw}dk1{~1ERxw?qBAh!r
z-1k_J5wC>f1GN-qRy2WegG1hE4vIfYV%AHY3`7L<A`*fM9)L5LcOZ|B=znG?i>*55
z_`ikxiaToCLD$(0ewSsBk}*%zru35G+uZ6YM*0ka!gI$xDTu2$B=tN}G*8cpdpvFR
zs+cL>D5IzJPz>|AG6bh0Ui;Y5mRo$?(Y8I*|Cn1%r0kKMpQ555F%4Fdi1ehQfErDd
z^;0MK!ya0@&B%-6G~lemIe&x{J0kC41nkQsV4`sNkOWF)dmrAuv9SxLdrAj!5VB~I
zilUSGC~KZ7=yN}fRf>7>8gNV%%@u{`6>scZu4Ty6cYDYaJD~HLg)6bf8)a%#Bfn9M
zIjFF4(zN9~Qsu+sD{{Hg!1|1otq0i&jz!6yf<c}XPV%e>Z^SEtD}RS?=)p^VM`?mZ
zJrYbDp`j-eF{R}R`4=h@;#N>r!MI^X!Wu|nO+!MS?)zY(-jW|vv~>#fMKfwr3c(ob
z!?JnC8r~QDgtV=A78MB*Y4>;xNYy;l57NCI8<D5cIc$yNnzEGcA?w~zVZ@}__wb3p
z=V#{!1oGVRJ%<7V@_*IPOl%d%PcNwnH2#5A1;_Rb?it=y>{3j|lM7Y^E7R}}B7lk<
zA&P8$w7IupK6pN^^MIlZMx`)ox3Hs@UV_0h7z`Etv9P@bUn*!XY)zkPMZ28r+5{=(
zWLmUKUCVek^An8C!pmG?)j4~AqRX5tC5EPQ50bR;E<L;@hJR0@;pyg{;ijsW4vkM_
zqqszQw1Km0h+yHi4r8Zbcb)g4m2eR8T+K2<H<`^$<SZ%zb6bT*+e;XO-G`+k&SqJ*
zV*YBqlmzUUT+9r1^peZ+X&y9Ln`pW~+M33D<6{cx6E1FwEP@!5(rUsA)ybvojTPum
zmbYq4jLbW%^M9BE%4JQ~*_vy@85#-2M6QbZ1wPd%56%9_oM(9*jc1v={eJ)4_WeL3
z;ZwViW%a$gQ-$RpEVNpEZ|`(sKG~5{!H!>=nR?78H_|WMf7{+^%6#%8QA50cng5<Y
zeSHb0oj!ldpUp!4FnkjR;)u}OZCPPF@q>?Ly?KlV;(v*e3Sw#F@a51OzwJ#hVe0Pi
zR+xt2+so$1!y$hseb^M6zYKSNh)omnmvQ)P$HL~;=5M?4wcDmg`O9=0dpmv_hAK{<
zhjCv<X#8d~jB8<=A>Y=!nVz+cn~7X|v(9=Qg~ixP8wwNzxh3oe@W2U!Dd)-YB;7<X
zX-=oMd4HP=!VEUgd$)`!6NFj5>UV=M7kecegc-cesN%6AX$)rY-59HyUK`_A1QM+u
zz|am_1Npn6qE`@)i0A`CGiIR{YRfJ;*6&8jT<Xqug7Ok~@Z)sM$Ie983f_Q9W7<PS
z(Fd=>Msq?UJzNJ&c(`!_&Zi!G12{&QS8*$X(ti&+0K+Vtd_q9pgG*0mTj52?-*{0S
z6?y6Ao`>jNyA4iI)W*@_y$3V7$dVNDo|;gWAf4@{0W`E1fyf$Iq^pBGkC5|)&Nlrl
zqm<q)zijSSap$8%i}Ef5LcaI-l&!<C5i$Hq#QCZ9R3($Nk|9Vx=dnJfM=8|H=c!Q$
z2Y*VQKBYn@tmS^Ux3Ko9d(1>rxS3(@YMobSE_qTT48)uAt9ALR+r3&Z>y_p=a{Zh;
zd{dE_-pKpLJPy(s-UwjQD?F0X4%ADb`K$$MZFptsNVZXD)(NCmXz`}o<r@81yFiCT
zLwBCBiuGwjK7{29wBjO6%Q1Y9I@?cEc7J!il&?ZBIgTc!6mQ9eq5<WU;{D?6$GND~
z#(aEiysjboKyjQEx;Qo`5$+&L^26VR#cFhy$A4B3R|?YLmOL7)BrRXvKkJuhY+8*T
z@@efKD-x^GLmql-QWDBiKCq8hj?#h1dtyL__@kZ2PBFTd4-i7aoWE`;#yg)uT7Ufq
zaYs6Zn@ewn9*o72T^Ns@7soWfycULcYQ=gq5!@)Wnl#+N<Tx<;LopY833jXnXva#x
z@=>(&ibtkM^qVX-CvO1Q0!?km8N%jL^QK~;DW5T&ms@aK>#-I5AhHNnLQ4Wo%Dqe7
z3C`F#e8?<q9y^1Rx8hi!<3c{qu76O`<+nW`eJR*S^m4aWNC0S~;%&Y>12t`Ns_<PE
zMJNT4h(j}YP{@dQu`Aq+A*7-0V7PK<isI=%6v-R(;&duphG9rD;$zXY$RgQJK|I^;
zLc9u!ic?~Fc@;9PXFLPS@zfxS8e~4zC9M_3bzd6Ba)$1v;*1vYw5MbwqkpIvAVsS&
zD_o%HqAreuQgl-0GhZE}jxVsBjIZEHu|Uv`?a!4?M8>467mfYSASUl*#yhg%FfTnA
zi)jVn=t5>c!tdX>Gc&;P<XZR|Ml<F@+;R%Ho}O#EB0N!~Sh+IeL<P8|RnWMoiX7{r
zi(A)9qIDGozaIS3^fG}cKz|euB~#EGV?2EiBsn~c)KiRA@VlJAHT@*KCUe-=)Oqs#
zpxKNt%^Wf&@?cSsSNRNHN(=$$vD(vGOWmvoI2Za`YMj`;dVFQhkyam=Y}$LBo5ExX
zQjVdmgOLsgm2-cLC<nyaOZyhV-a$kKz1C`d&iDQFyF4<JtN6N9$$w~uWSf|#)!tLV
z4BI!;u76`+yBlrWHvVxxie1IqENIPRD=+oEcK2x?9A@%zh;9>@NfQekG-4mh+ACe9
zu1!loL+vVcW{F54S84I){wn=YyGorib3g;XN}Y>KK!aqJUK-GFsgGy{AuD34KZTl(
zuEVs`DCQZ=Ln=8&&VS%teVZzYYm<`FUSoQQslp*gQ8xx}Ni-dZzKKJoChnGWb`^n8
ziX!t2GHy**Y6y=Ya)A%{z=-E>D@|vICmBselrnk&cFziz>pbwwm2pTzZ63@`B|BWa
zh<=?n`<#(%?u^8}Z-toSS;?9&URY0}3oW$QydeeoC!7*qf`8SebgJJ9U!-FgpvX*o
zh6s=tuwF|x_sSGPD-NIi4^_@{rthVol7YWI?s5Y@$B#yqxR<s<o^jcE+ac}yno`#`
z=B|NSW}noPy0Ge62Uc1_QChqjcXd$9MTWLp1h>%3tQCn_UqV{+tjo(4$!Yjab)}1O
z#nn_VWllw`r+;FGf{KKUde<OLRQfiRQ;MXbikC^5_kt*`o}&Ih(|xlh5y2U5_=-Lf
zw3Vtt&|G?P69JcPOyeKSS6T#Qt(nsnLbqI<Q+S<S*M%D=jT<#)!-kD*HEe9#jdu9N
z*s*Qfjcx0V?WD1H{P#Qk57)KM=Ui*fG42ta?j528`?qW*w*DmOlienxl5+ZWgtC+L
zChh5Xku?MFC*qRRohnBPS{m8=fMzJgnW<Az(4wUTcRx@8A)8u}`SvolQ<j?f1e-z7
zy$$M4P&v$WR|{-Up6+rTdA2woLe5rf4$6|X`bI%|N|~`LdNleNSe%=D5RW@Jew&dX
zYBO~iLY-wOaj-YXu$zw!6XCIDA%VeYfJ?d^%=>FcxMPwiJ;NLJhZ@y?pn_Fg35V(*
zF4+_Zu_M4&egDsjrF*GyvbdzGMu|T0{mTuin4V>d)%S)wCS}{Tl<rfXUz#?f;OPyk
zIkNXwtz^{%6ZKfLkr2qQwPmF*VE3l2*7;nO;F0_LmQlii74}7t+w_c|!8mjU=$jBZ
zE^LI2KFbYDR+n0)F!po;gPvz??>2OHInhbcR4pHE*{{8sM(1VkYbF)V%d<w&Bigx_
z{ubl3tr`5M+s(qH^IAHH=4xYL$0$9gagfN(<45wx8}Lnf0xjjf`d?lWCpQ<z|5xx(
zw#Rwr)XdyMGu`T|_4M_mW#rhQ)RNZP5VCB;oxK5uWheCEiM-nQrr=-A7STpTF}j1h
zjQA6gk&OrmA5U46A5F0CkW0Y(`G_V5?MZ0%sXuekN+v=+6nHzB2i}HvfZLjRqNteh
zSKzjH{$m9F)gEb6o^|5%nxp%pfamr6L(u2_`s8tIvNwcokmExOP3Zl3G@Gz#k<bfr
z9i#YRB_|DVzd~M0JlLjSonP;VKZtI&q#kcCQ|JI`Fm)zSyM}&R54-pF6q>?S^eQIp
z#;DKn@k*{R1xM)ItspdT9_l*Ed@Df+AX~!tGFnr3KRpHJ{2~d#08=lX%WtM}Fb-mQ
ztxZ)$jPJF57`{G~4^FsgO$!Zd`Mw*T@9)_rL>##XpX+f#I9BuTnY~VX;e@7-B=vm}
zpBi)#e_r=LR^5BJj`O!yPd`V7;6>pQxI?HRY9Q$uW6M;G7Pr~9zMt5P*8Hl#?WUxx
zP4=eO9cASjy;f(MiCln2FDmpB^hc{>C3s;kg&UcA3@<R1(4#p}vpT-z^CFIY$2zGM
zW@W|Lz~FDGB!h#o@PL|fTbbC@9E@J<n+%K?nO3<z0xx)ECVdDjKjOGAH?lqsp5c$N
zy1s&lVhmp#UmR;9U#1H~tMywTAFHzEavR~bbx>pSl*qnYma|C>q2fRg@2FuySN*cB
z4!ip;cALY3v*WP)Tv2|pDwK|C+-R)*<?2X?gz5dz02r^DikPJNxJG?2R0)Yj@ES-0
zI%h4Pwl^C$UM}!Vsszx%Z}mXJ)06jmVhS*7aOL)6N^#cUPlE`t5gwrTo?Xn8jGo;F
zfpeX0c4I9ZEsQV^h?DnWR~dS|9pqa5yR&}85!knvb842*_pZcWW!Zix@1-BIcDkD=
z>N1p7#pG+cmci=aoKiz_B=tJ3&|t0|l{0Se$H(L?k&t~jt*sWnHH~A+H>)NR;#6~x
zWnUvF>`PTeS1`ih<pI2zWyCc+Rqr2a{r7B-Ya;37e3udv_F%{2wAK7_I&t<Ys)LRH
zA6-oU7f)l`sF{{c31ofZ<AfHh-Qe9&cogK4@a~x&K04m^euuTMhZ1dxpS0adHJULX
zt&ZliSg&NeoZH4M?HgfMND+mu+$YN$O4T{4>#zjcz?lTH0uyj1U6NFGMFDNd#$ci{
zow{9pdk9+~6xMd4MQZO)e=M^_Lhv2K=j4c);^A}?#BQDiXK+8Xp6?aBD|a1D*HLoJ
zP%uHCvc&V+nt$rbqmtg$CcVwv46}`iU>u0<@8+>Rw6iE7pkWL1((vt2WMA3-n7dvp
zeFlp+dbTaO)dir}9AW-KV02?6a#)JZb93DZ2mK>XN8d$sJaSz-$oR^*#DqPoz1777
zOk^&KK+R8Qzr251XZ`8-jM<a}3@r0?rdZ~>pQi`27mX_8+YNefd3`~H3&!}O7sthw
z8b)TW#`RuwAYqZ6bc89!c%3$pCUufj8vJjut1iplBw}FwnH=VKuY)jCi1BenKeVwW
z=<R#6{Xs*1j4_DX_F^GN1N#)WH*K3!qinRhkUuJ-$96}lo0gk)SE$Fib7xsB7JHif
zvRFynJjSJ%<C8IW6D3g$zy5#)6Y3<vHhc`G<#LdGL4JWMc2u&&!b_O$K^z0c?}bhB
z<)Ke!E89Rv5md*nEH=-CwSl@-xtQ_et#Nw~y*RJ8QYXJXs?U7+Giy(ZS}>JvA{poM
zE${OSr=_etg1n0<#-jvd_Hg^SWJ^7Sll>&bF&m;WD<$23EP2=3_%GWG5r?qg@T3aF
zdaSolXAmez$9uW)%IWuL|JAO1$|!pS{`?zpoF$;C!H?hKpIL=Ry$IXyO{H9e+OfNh
z-VuXrFG_H3QcbC76=ax-zJ0Sv)rPw4EWeM?>4nHD;F_uqzm%-<3yoKU@3Q%E^io+a
zc-uq@)v=14Ii$<Axv_c#<`-4PJ)Gn7ZmI(c?uN8j`Il)!e{;VQ$t3DrS-Wi+eEyjo
zBU~UVbn*ywPtUv!H9UOoc6K{Xtfg{?V#Ufl#CaJ$mh4{_h2ViMLn7j00!1uvW#Ov=
zWR>e1pO2431vAge)p)nC=TpTu3(F}{m2N@;6=84lS@|Z!W^p2a+~=x`T{-)uh|j}J
z_oGT2e)%Zp`$jhAS$!Ox`_j9m2blnO%>z3BNs8@bHMqlbdtq-Z@*{wozoC-F#55Ho
zI!+E)9up4hmFQKYURZ%J{X<nr`<v$BHe>UUDgD^d{-GNoYFmGHvZ9<=kv<j2!l_2f
z(405lbPKSZMewNb9egX^o_cd*?$o47Ikb#uRBWcSNl-jTshZ|alV%F@Ky3=qAOwVQ
z!EU`=c`<z>H8{f?MAa*DtuX(?9pBbEwVpX=;x>OPlCnS>-!CfLTqr0xJRjv6KXhUC
zU?l{e1g+E`>q&-Z4NxT0#;GVj3tB`Ub$0yCUqd4;J9JVpvq`3H$-LHuNz<uyP~n>4
zR7M~l#o<KDkw)W~DxmyIeYAq)37F0~blWLX<!Ja~5Y6%5*oB#+312-B+U#sUq3Yd2
z5F|Xm1k|xGe2Tfq;<Q*9s+p8oSEAA_2!W&dxiy2;g^@S1B&Y%J{Z=nVQrgtRhj%Pi
z-<wUgJl#GA8jh1YtNtPPj?Cq)IWJx?4i9g6a+($;uBgbY|6C~(?YM@P3tVx8J)CU3
zRjy@UIU`O<Q+GC+;#i5Wdf{dpdQb1%%u-6J1%91GQFlG4+QTOq35VDjfQQE=#nbLZ
zX(%=%1aCgmG&jB^&HY4zHvPh~j4tP#=hX6MR=h|@+Cc{|qDs6+5x1-&A$;B*qKdYZ
zfL-tj=kR1zX@_$9#T_?(0hky9mHrJaMtoMOhas37nMFqpUq_Am_HGaVqa%V-*Z19N
zyEMkR6mgjF%#}1j9oFG#gcF_9SBA8U;)PsRp&FOj8z(ciI`|;-WCw#wSA1so?T`Jk
zrHn_Crbr)SPX4$}L(Dc#^o&I>Eit(zXQ{8v^+?Zdrd#buyAeop5jfiGPEmz7ji0R_
zj8UWYHz_)vNfu6cR^tak1l5daTR!WiiS`}gUhh8-m8R-|y_jSzPcpRew_4hgC~71P
zCN?v6scg*=^%N70In|w~9ai;8&-L%OZ3B2n6uQ!g5DtR7;-@k5_eI|<+q7JE3LB@t
zxV#c6Bw>LIB&BDrfm`092-e+TIh-V;yAcNPQgX<|IA*+V<A3&IROkkDcfV;=Z#8f_
z$-tpL{Vd5*AemF}%ya(LSO$dCz>c#YiZy_G(F#M+Uur_CMqyT_$I~}`6H&@tjG|Q=
zY19izZak9_2DUhq7Ga)Xx<xb87*nZ@^!*fxe~O7wkM&;{vbe;xZ}m_$4dY#j3`_Yt
zvV8?YwAWTopxK8+4{TpQ&w{XGa)|i7G1-3<Ij+QF$An^+Y@hv#nG@sK0)64WtRpPl
zb!z{jm))~mCv74-pY1QgH1|Ba7Qx=cG=~CTEKm_>P}tf$zn~###S%9yzyFju*({9T
z^{|8XZsL0hpoLYM+{pm;V!rI13WNh#WSZ|_UPL20oj<j`JkwqzpkIjAM4Ng9s%ut8
zB#$?(oTLYW5Y=t6OShj`^-!E}a42ocPI+E&8{F!gN%<_OK{HC*h^r`HzZ~-1(uS>9
z8vbT%9o;Hmm{&R&rqwr)BvQSr-TU&N<FbTxs@j|eK>DVi=oZ8Cr#A3vaU{Zhb95S3
zYmUN0M*r?toCR2B04yGjc~5|kZoSUX)niB>G63%KjeBQM<f;)&sU8gQs@BM;6p2V!
zY6xg1eg;>R_>EC^xNnyys<GyaefdhwKwl!p&l<pUwT5&z)FQ5ZTtl?UMbFoZ8qo6E
zLENn&F5Cu7GmRCS9EB4lg3a)N;_nMqt5Y`PlNeysX{Y!eyyn*^Ke!qLl7sYdurt}r
z@^m`fcd@r;Z1M`ewZjeyS|4!TrL1<tPyo-Lg}|!tQdEo4j!vkvbtJK)lP{ixGfU?f
z1+?jQ(UjNu*eT{fYX9_14R^ktKvxd0pxsvT2jjupe3u9z)1znph1=zj+60!_=${{!
z{qcB%3aH$uR1d4C;Q=n{3fK$Wz1)aH`5^7g{J>-VU?^2t>k+bTPkMWp>9pxJcA)sx
zh=j+CuOjbeDjrH|G3%GBjnvSik4r<8wE8Zd-!|S*3PKniCkrjPI|?y!IvSg{h88QG
z`p|)xsa(7C?!G4pJicAtXTxiJodYIXVWAP%O7#(jll*2Cnf3aj_)Ju?H2b|D&}=V!
zL`n840@e;}CF%E$J}wDSDX8J|c7U-y6>}@^Q7GwW+K{Ch%mdUDB;=85>FFE~`U0{@
z#GiMA)sTkV-lU?^tiCPX2MxUyB4$W$rOb>70DbS~G=!I}*IZ&7!p?jGhWD5kKIrDd
z5+j@h$?k}wA5?<w_w6Ws=dMkoK-%m7+4kQidEM;Hh5fjGUrE=w_MJ>50R;3ZKg!V+
z6~D#{aBoKrMGj+@WEeElm<t`<rY6ajCy)BsFp~^6URpR<Am#Z#yx%6uc1b%UGyci!
zQ3_-7$K2tmL;X*%GkqmJAfqT;i~m5aYiGF8{^t5y|6lKcSbX(|<zYO7<4k6Mxe&Gc
z<IRo@yrG4Yx1#$yG{Nj&t-us&_>al}9?y+r&qM-l6V%p|nc0G5mU7Tvc4?FiA@0&N
zxdAB&93=i3RM}euHH~9b<_46_HkC9o7n7mT1;4~sTqG#Bz-Xo6nSFz+Tpg!;lF|EL
z-**H>NkYxNZqC-=p-~yrVzADX5u_Z+LawktxwBT);?Hp4rWk^eNx<i!ybbO;#UB&l
zr-8A|;KqQsoaM{dH@vxo;~|sZ<@*7uLV21ZStYrmdrNJ*req9f!Qlj|fLXF`@~a;r
z9oK-CS(fgh!Q8KD{FvQ5w&xcp**`H0rF}~*?}$ZO!u&>+Eq>2MO8C~o9-bZOlV@n&
zvfa!Aw7LOdQ#pGllR!Eg83N0LnjPO(Ts5|@P<uel;1YeT^w<*U^EarCpJLU&qL*N_
zz4c_@lf$u!?Q_*IKWR_MpF<F`n^B_)T`)|R%JXe22-cqSJmk{%Yf2)GP%!zGJ2;Ph
zE->hjL4y6H;&U}@pYk<y6C4V#jMNbFO68DIAc<<>*bHXI$iQYS@f^)3Wvh-G8njER
zVjIgFs!x-5h^yZojegJVc+apjiL4;v0)^qvkZMGyt*8Yim>?!=7}3G!1JIUWqc8D)
zX*;JWV!pZhl92Y_tpZ1{99Mjos_R~8g~9!-tAgm$d|1w*R$cXXZS5mN8;pWvCO<Z1
zzBq~(u`46+l>xhK9?Id(lA5tjy7Jc4zsGHqz``K9(0PnyY=1|sv=Ma-ra+CI!X|mV
z{JxMx^iS7L+3<R#mT(}}drVhEvUKIb-s`2b&>_Po7tX;~T+cvDroSNtnp8Whs+KIk
z&@S#N1B_^~;F_zfj%(sKar*mKPZx*Hi_W&)jhw{q$H0FU{~&_MpT+3peb6ovNgV%4
zU^6$%|6aQ+-sMRKZ!J-BufhD<CP_E0N^9WvYt>!Z;<#7hBY0JGLC6uIm4_Eja45Ow
z_%9SwBHy$+33Gt6Wee0zbV@is@e2Y6zI68$n3i#>`5l5TKqnsQt$e4*8aopB9<nba
z@uYc7?#W@1zI%N2U*!U8{y+BR1$!Y%*o@qP#ok_qr~Z$#&B6m%f_j<bp}b{~n6Nmd
zvys+1V|YqP3f&+KDFE-`s4e(HS5x>1^+&C^-&yiM$ZqTFBtePg&35iI4{>;Wm)zZT
zo*B%Y^{Dq#mrs%a{ZN%aBPR(Zz>#~c?_f_$vZIp3>QkjCDUoctmgK7(nrQ@G8DyaB
zJXOAvW#O1YuS2S=UE15z*PCDQbyxY7Y1qA@wd^`7*aAWY1;~F(X~$8>x$W8t#+=^k
zAM8DJ1-ExxSkqpQJS%&t0OdSrf2Q!q4LGQx0=4#vZOfA*jQ&#bhu;n0e4~(3H6tR&
z`CvH85Xtopm)aEgCd-MR-7jwtT+Z?L=T@q|yltkzBn$~6w9!5a@8otS7oysgsfa|8
z<lrwVMGU~383;~izqIFnK(i$6kw;8H-{20}L}7C^m!f+07~s`2ZJObWK)w#8GH^p^
zmEq9yK<5BZjkmn9v+>ORPt;}xtpAp5gi4dE%KH~^8)vb@VoQu!=f`uP@?83;evTt7
zAooh1+8bh`m+<vNv`M5JK@GuP9NnK~^xUObPj;BH0XFZ3g_bPzd1v(vHr?(LmpL@u
z@7uVGFtVJEHXVxK4LnQ<Q&KguB8&uu>KA0|&9!3|xDFXGlDQo0XCSAR_V(0kyxmjR
zzhR@tEwePdI9{LP8jCwFYH+XbQ|!h!+vwUnaGSau5>umIiE1*TYxtpcV%nFzHqpp4
zddFRJ0EDyB6HbF(fA%z6ir4#t^Q0~Zo%g1Hq`NDaaGe$P-z3I(M;&F=D4PsoT1^19
zE6>{(gPa;J0{?E?=<q#e=bIB=M5f*trjKq1$!d>`!czamShR8}LR)TRGTJ#TY6s!9
zFHjTo%kqyk3I3|Hq*gOWUG_qig2a5^juCX#0i`Vo=6Cd$o%1fI$e2ZP`(I$_<=|oB
z>)9*o(651u4!*XTsnH{%bUow*45*vfBeQ${f|od+*$g#dW$<MnR6>6T@5WdUiNS*Y
z((Ys5Z<fDH8imq&s~44WdXwv(Edw_kWk{7i{1g;a3RO6iK6@12W?IEGx?zxVAHo1%
z0jSO&Nj&d=S#neTzi+7QU!GExjSOgk@@)+YYx8HwoApcH3%`p6=%avT8N89=;Wq@7
z2l?YN37Jvma|7~eur%WXCg`tWA#aAGxg*RCeqTPd22#%X2I0ZRk;Ry&VGSAJD&V)n
zP~4(QIC9kFcwZ$y$X(OMH=BC~ETT)q0iGD0T(eb*V>%6f&Ib89B`=={Abfgn7yA|S
zk<))W%M%VLE0TYuGsFqil562N%?dy5hBL)t%%rs`AL6nn4g@TaS<-DyHOi6*YvjgC
zGJ+LYH+48Eiu&y^oe}^U&bC`hjEd*^yaa@$RF`P}w#%2c=%EmoO}@kirt{WTK!->O
z@K>ZG)fJ1O7bJDQyT0MimJpaI#Mk!U=kTor0lCN2I+NR<SQd7>zWdiFNq^yN6wJ>@
zRA?fMC9O#-q6fDp`+n8pxcpnXn}C9F>{q(zAfY$BDpEVLPN_n`8+G3a9!4uwy@u~P
z7+<?;3?uBK8$^opFCN^a=l4ekOtd=!moAqQh=Z&``6;XXrK(Fuic-$Qrxgc1El3Mf
zGmGgXvneJK!_~hZ2rp$HtJ=0`;6hKo{nGsgHkS3ocPrP*ZTwE6Aof)m>3sZfg_|V(
zAgY)djVhv7jg~Fn)>11j9G-h3!9Q-eQj1DCNV}4i&sv1bwu53j35QS~0Qrg5lK-ks
z9Cf_it%HHJuFE8v6jI|a<meQB&1}F_5OlvKp4qw_w42?7qEnY8c2aRrie34hIr{K}
zNjdSqXkKFjv<Mb6m9%bI<KcTSEdwtG0lxqYY_yOuIk%S6M2Kuz<8o)QBhi0nMR~5B
zd|5gpbl(e#xDi7U;Lde?fZ-gJu>(ANkMM;a5DOCpwF{1-oceY{r~<;|^QXp-`~z+0
z59vb;Emny-`s{(?l;g)s!gU{lG$SHuB{}Vr1fRj@4)B?DXWMNS)ri+@SvK32F|1b$
z-mk>y4D#3j=Fc(VukNB_I66@@J@fy4@6J5D0*T^Y-Y`d1s*oIG1N|QB4t2%))sf2e
z3*;6yr)?->W)pur4wNdRYFyEJkp>97H`lYkLGI~L+Iu3(+JWxBXZ=Ow|Ga-9JQesF
z7sC1qPOg^D68`d)=t9ILUpU-YpNt<JR79_zlJ$U(x-&j5zOyqa0$X2O6;%D5U1fP=
zOamGu>#F(gd@bO|1PBlB9m($YR9<(uu15=trl)Y=I={@s!-MGp9U2u7+&%m?@q0NK
z1-=>H@wl_er5dypDWe&xMCFEd2Y$^ghF!RAFYfA)3(M%+)vNy!MAshl?H}i<{-@@N
zwY^`R%U`oVkl^{5gw(IVOk#r>*=gvjqdfC^)snzsu$?Lz0if}hi=NjK+x5G6u#310
zhY>lkRx4fS#PrU$LbD5{&EX-2foqRAAEzLCIu-UNicF3Gx02N8)y!AQKwIZk@-@rr
ztZIH)+pod+WnIh25KRZ^;DXsWV_9e>>i!oN(h9X=4Xp<MAH|wQVdg}fwXc}!<~L=x
z8+I1v9p1vJa=?WbVu1GW<#!!X*0<yS;TMnE0;xS>iopTJMEyF+_X}0K7*$9c!5rHY
zVa2AkLn=C^9_eTED_ctZB4<DNNwG%+1(%R18-X|bNo?VC(kTm4S57AICqyhg^SIEE
z62-^369y<EedwQ51}Cu!zi0-<E~(dQeJ!6J%{|ER)q%UbR^AO2<3Wo~*jYQvdb+y{
z^7Q*h>{d_jFtC0&V-waLXPEH{tAtCytq-PQf7ukc0;&t_E@tBiM}8}TNhnfTu0e}i
ztTpcr4he!7ScTm1JtENkdCAOQi`Aa*kxvn~(l;p|!O&m7uie7KiWj<`I6~EVd97B;
zmSn5r12Dr=78R`hf;|5XQ@e}Yzp29-fE9}27fNHKCDHVI`iQ0^tEZCroXY4;+lNJ%
z7-71ryQ(ra4F2VC(A`vE6JtJ($q;zgZZIxI;nD5N)VVxa%4<1fOXZC?9wdxE{YU>k
z6g0?)&2yShD<ShttWb$1llx=z-QMka^gT&j2GHC%ZCD=WUaW)+(bS6RTN+#xSh|?K
z=X|!l8kl)hGm1?<UQF!pwIIq=2+|mQmn7>rG8!M>_rpf!6l&Zg0$W@M9~<s<#H#1O
zNL$K_m%|yIkA?o4elxNiYEe4SW5}b$4ecd&oLy*()M?)K(Z({?xnK)x-o(Y$NPPGp
zGjVAj&VIa%%6q(w$h~KicYHt<2=r#7r!IO-s;zeX#QaNqI2z~njqr>EP!LQUDJxA0
zcBj$XHy0P^4l$I@!9V|=F1Pg5PZ;F>K(Rl{Y&}?6?cZw>RDZMeLHBX{L2O6unW8=Z
zKlnWd`~P2dopQ%}*VJ6yLKk2<#3O!(=T7<Su{j9!0OMKWReMZg==DLWshw<Ff5tsU
zHXmQ{e1~FQK5nMm@hvbdF79xq<l}X)@FT55;Pv%o{G+R7C-$ANk}p#1tk{UHe<ud$
zcwOoyeoqoSADU@r0itg4ra$7lu2L+$)}HQ$Pw0R*F934?p)Uw{J)J7P^+N0sS>JvT
zcfH*hGuaWGo`E0_FXP>hK8^sN_e)MnSwugEo@d(o)p<Ai3Czd*tN&@p-KWd91DI~_
zeh^+@t2f5bQ{ar&sl2p<%e!Qz(3PIc+wsd8p__;5-!ly02EFg5lzY(X_X@(>tG|=p
zS8AbyD)d_#v1c%;9QzTvXS0jxU#TC1pbtVL?P1e&@5}WA7<NqvOjoES_7fU!D8UCC
zz~XkI)=4PUi|s2Z2F+*L!?k_78yrk>AjNV9l2-Vq&fN?phZHyW{fr~Q`mjoi{W@gz
zxxnzckMkIyyF2~e%&FiO*}P<#3G1Nt6*Z%37ThW!2JKE`3nTdXk?5kSDbS>Gp8K=9
z?q2x=D}O$!B@~2n`xKY7&_YiT0<Dgu-~PlUN(8(1DcXJ$eGPe$X)_SbmBqn?Z3Us9
z?X2@$ukMRM3i?o2v(cv-9e&xy(*FNkL=WK&Q_m&=&LM7dI}i&MXsK_I%&Oy<OxLj`
z@F^gp(xbgvzgwm!kyM=p4&613_E_cDY?saIcS~Z7$bql0jPu4t*fG0!oM#9G46jg8
zA}oDkLnw->!pB+J&XFNIs8DD!<_F%)sXa@I;|cI7f53P|Gq0t43k3+O*Icn1N7Kyw
z>g<L<0Hk^sj8N6G`S$6NznPVXw{#h<gfsF)_iNPjCw(|ee|Y@-v=V+)Qv@fd9Or~M
zG0_eJaY<6Nc8++Q&}U^L2_Md*p-QnY&w{c_^@Pbo^NM2c>Mf*K1W4T!?Pdptn2O|{
z*hC4t@cRh8smnFv2(!UKI9ftK{V8U3dKdhFSw}LAO$^+iqX}zLPrOJRt=}yYJ3Ao?
zuIup6pEeml6R?V|1mEqUEjayl`3tv~pwAE_*A25xE!=0LS}y*$D3VZ*jup)cW(#vG
z<`;;%RNmNgwQmOsu7Fvz_?ph-L4lzUS)1?=?3#5AQ<2bO#(?%F-P<CB95Gp^%fbw>
z5a5rrTwVb!M&KF)qQ3;sp-+86;@yeX-jP8xn?g^-0}OpNgU>-1jCZtYc8q>VfTM_N
z;#%{l%&WUyY^5XDp|cJ*x<tEBDBHpX<Iwyk1m%6>i*JPc*&31|3v)f+H(QL&&^gz$
zhjvr*YgE7r0XMczF+$ql((3F43}`?CR?hIzvK0P^xqB3!Plh5`DE3`lx*L(;TH3%R
zA`z|_)SWUSLWjKDTfv?A8?+AYxDGCn+ee_i`a+5{X+_3~NFe~i6D}F8X8m>6>^I9y
z0ync=vCG!)wQ+WIucacCN*Ptwb(wxG%}seZjy3AF0U6?2Z=s+{!5t6S-vsd4>i3>p
zv)ub(aUFLi|5<sjl!mLDM+J>yU9$e;T{82N#QZ(q0(Wtb8YYqvWbf$cFL~L><%eFc
z0efRq7|ta>L-<KiH;fWTnVgr3VJ4j7N9-my|D|8aH}wfJ@fpvb*gB-V)$|SC)ZMSw
zi0KwhqeN|_vrlS9AXc_G%>>}fx+tLqVxrl3Kt27}kJyJPzO&f^`iry<o<JHLUKEcX
zkC{U$IW#TaM#nKi|9SlP%ZZ@RMkq@4vFPY}K)VH7!ijcMcRafGH6CB|XQX06$S`Tb
zGU;f;+DT8-Ns2Pj<P17V5WhHWXF$a#(!m#1vP6}}j@KroT@&<q7aVsWHftbIOG}a`
z;yYt$vMbmk;wVs+Js;QGaw8v(f2Y}!kn+#h!9R&On5|vA;`s)6q>zrwDDwvfa~VN;
zJU>NYt8us<@#xRgXlyPo#jUgUI3zH1L$^4X#oztDM>xztnGO!>#D$03U)OuhqYho(
zTOV0%f=Qga0&(&fRy`;HWJWv%vbJllE*E^u^yj3DhI=<Jg07($Th84oLs&Gl(LibP
z`bv)H=z3--iX3M=D#1`rHR#zUQm;lMUE##lRK8V)WZFiQ5v=^<rEM_{^T}Pz(4?ok
zY{oDx96|)oV$L1LS^Cd4C65AN#3FLmfB_G|1^q*gu~C-vh<{Of#3utSpI_w=+S#8(
zz+Enaz2+xjC@Dqmntih15>E+3Klkz(_r%XLjSL)FN7y^Iy!w?Q$}C_voVhOhb*ELv
z2lg>o&d!eQ?}tU1;?E9nKrENvE0i`SkBXehT>s@aBsO-5XW2j190`U>GcsCn+I6er
zjRfoLpNE=vOZ|2L9)d<XNuh`XLKH)uFi0oPMc(cV{_q-&&L~S<(2i+lBADcF(I;b%
zPc6Ha?9E7%n;5Srv48Fb5Q~Q+tFG*hdAJ$!9l^gM?NElG)r3t$o<)8n(qD92ntP<+
zqer_*jse;^^~HObvpQr<>p>F3d|Xb&{PJqm()9kZsC{&RyCk8xtTZQI5i(r>=LPrK
z^HEcHqa87?aKwyFfm`o#5S4_Ans63)I}On;tp2n)_G6$2FJI{R?-!%#Uz4}dm&zgj
z>srUJK0E>>Nfu<EJ=Byco`xPH*>AWj`XYn_$<`rDMb}nxOLn8Z1t7XDis*<Eb(aee
z&4|oK3eI<6jm!>XhsPO(K(U{*4&t6XQr7a7r7W|C5~@h)Ok1HBeUBZno|%DPKK`rE
z6Kxm=ef=>5#v%M)O)!)WK9(>xqrQ4FN@}ngyH7+t>2h#y&SRLWew^Sip3w|4&W`Vu
zQnVCr<FaV*k!8fIC-3J{8L0U+Qk=5q8GH(ujr>f2B=cmF2HVaNCV{n0Ji6Mwhcm^>
z=WpF4PQeHcK71ozV_%Dq)fXY+kiAFk;2BR96s^PIJseojSUNRKw|vzR{6hkHs}qit
z#<~FaW>E=?9{JYfFln=&<g3$Gan)NXH+?1I0CEsTDLu*@A4UOQFuu+xhh1r{j89YU
zSw#g<Q++r<BqyhFwI`&pNLAG~n4an=nM&<xQghQJ$^|j>%4qtLU-NzM>zw1t_VBny
zvg#?j*7a9%!kTKN6GwT}2d3$X8=D_icJ18yPXf_m2~%I4&6MUfLbwZ&+S_z=yVHca
z)9{g{{$n#4avOc1)=X@5!{x_lr?eW>@Aba}k_?Bht)m_8SSuyJ72b1)FdVH{P4(A!
zYgNhyaP;bhO4#2ITm^P(PMw->W7MRinqJPywjBm+c-Gm5#CY8><_h?l5v|8gE}eRi
zqdLhoe^dT(HHk<%&T?1bM?t6dL0R&?ar7To`4X<mctUP>fbR^)9y`{X#FF!tix{pE
z@>PJ}q=j*rxk&C}3iryt2VwS{jTZT0kH&{YLBwPF2%frQhfxsnO-2_+t*veicLze0
zP<fYF?nVGhqm84YDVy0=u7QTK?U(01%LuJJ)QhEzewN}(Q(sI(wUZXY%dKATm=4qg
z%=S%ut3zc-F5)V?Rm14#=rbLB_$evEDCNQhU2=ya=~k(z+a^<%N+6{S>Q5Q`m6c|C
zQt4A-lYD7Vd}IF?Mqla~naqnt#RLgm<bA)s&YDwoZ=L^iQin7<7M*_=H=Fl^xz92P
z<<l1DvY}<bvjQYcxXpN^a4z39$1B>pcEym<u6&u~M<m<Rg+9Z3s>*fMfilCEwOP83
zE%*C7#2g1(zuW2-7%}#@i|ufkGVO{Yg`1al_>M(i_@&lHN$^9WRU>i#1Lx`u5bmmB
zrvE(k`gSColDP^)30%^pD#ckpKz=nr_=Awq>^Qu?T9|yjJr|+D+eM)eu=_0!EpV=(
zTnPz*;pkw)mV5Tc{@IntAEiLg9Y;9Q!Z6ipoTR&QP5vdtA+wjzsfZBHDCbA!Fmlu_
z3mR?`mY&#+NTnfl*qo$Um*{F#sF#Axz$V|M+4fu&k9RxR4-hJAmt#(Ug#2~M2(q#=
z<{JvPBM`6WSJb~Uf*GwMr~&E7fUEpT1-rMQqA(Cuylwa`>TL5BMvt_vB6TNGrP^g|
zENMJ(q8PA^9#Fh2i~ai+K55{}hm>K|Do65%eSboI{t!!14E}_a^BcA1!E*r<Tf;aH
z^-JKurx~wWOduJ@pF!{gr!C6Erqx2cB4ABaL!{T5okH19l9;dSfsPo{&;5Y0k0y#k
z9&Gx|Xq~Rghij_D^vrRXr}^_vSq3l4on{cr9cG6?P^vKhwOxPAb<oZx0TNDe7OYI$
z3HqmN?({j%Ry@P-2)O+vCnyjN>%n%!ofZAYk5F`01#H*ew&3{`Q2YTmyqc+tQIlo$
z7m&67?9+jEkcn#}rRK3k+5QPW5B%g!{+genSEN}~MKK^;(rffSM%+jrV4L8y5PME%
z!@IMzkdWuAaKJZ+Mo-cDS?C}kew{03CvxS5KHdQ5{x7xwAsp%&Pj3Nxcp1f{GNwC$
zmnE6%8vwgV>zz1(fQn@=QCT#3Kq`Lk#>HCeh+)MYhy=$kh|!Ak`@ekJbB&$kBYdn_
ztf8Mwr@=KiY21(Ts%D_c6`UFY3&X5OGoRR&l^CKHAp^8^=P@4jf$BV<FrVPDpteQ&
zF99>cDx*4Pg(bGSja>TSEF&Y1su9e#p`BjWA3$#6aEXI|=>(Q?#Y|zK_Mog8$6Jfn
zIZDyW%hvGs=R+pzxdf6!F}_Clt?K(JdIfdqx!DT+KQ^z5x6e;buf~m1T8Z~sRKoME
zYWZ_ujvs2d)PfZGVQp)>13TI%kd?0!{O@yTJ0|O5kS^`YN6yDsOHiFq{8YwMeUNnw
z4e(>%I;_o~b*I)?lnX@yI)yf>%<spDwlOxHPB>hA0byBbR&lmqvXVO9{FcG{k<f=P
z=r%*h*C(xR5d*!OStzaFp(IE2EaZ+lbV@M+sW<H@WnP(4fJp8L;S$R&<8Ukb#6XY#
z_0^a!C-#&Z<+dht&wYcu3O`|J=dR?RtK$2|$8CfTaK9E2k;NAsuI0P;!W3j#HBP!O
zkEhEm`4A!5c^<%;fc`}2nc}{C=TPQ+QnN9)x0Osf+~sVN4&G%ov8I<3TiLga`7n+_
zA2o20vl+eH%R3f(K2Waz_;0Y0-PadsT=5^r2&Vp3kJa%MW?Z?eQD1KKx!7kj1#ndd
ze4mcSnVH{ED(CNVe5D%%_Z%Xw9?Kfu0=i3F+oM_axPPE}ynqE$XAne1+%9<&9)`by
z@vPW^{7STCNnka!%h@XQSq8e>QbXJ5tBRs@zh-9kmkhN#U1yALzdE)Wo9Uu=m_Z8P
z7B-q8GZ#HKwZv*^w$6sl;Lu=VfO&ZE`S!Y}R*YY}j{A_4>#f(eRM$TF9K>e5Gug_@
z1kb|t=*Evf){=?jHW3}&)tyP)$%DUnz*XJc;L0?Gw$#27zgBOw^pdbJZNMh4w;6X}
za5Qi7#xr#uvVMpgqh0lT_G~Z!uLdM2bmLojG+dT*3srvy2#SL1w5DSLZ;Yi-To_*u
zf8*baDU8KV=Zj`jr)XGw&r`hJL_v?}NnwH*)U+feM#p;@4}ZA%+?wojt;1hjLfV<+
z9o(4fgsT29cAgvVuS?}sInHL<4L&!d#pwff40EKqYv7<hhn3HG8%_VN@c#4-?$|QC
zJ~c~?Ed4w1{csq7HV4`~G9VCmb6&2?OK3z=z+-_B2#7#lzr){jS$e4eo#DG3*2MNs
zo!Kp+>fc$`!TyY~sHlq^Kmr{WG-{`Mb2BR~Zq^eFvS-Qb3g%gufU@6sE8>PYjnaJ`
z*(!`Muw8M}5|lqnU`5JU?g(fmFvi<pUw`G4R|22TO4{(00u}{L@80a%<f$G}FWwm?
zLaFXz_ULm}wwv4zhLVWBo2GD7NaPdkPED%hkro*^yKq}U+<O5#-u}@KW9Gr!dniI3
zR$No5rkP-Ox$ce&xemX~`y+0y?6>Q-_K4wXw_H$g#N^198wayQ3@%^e9mGXVFlxZI
z0j#Y3!AUv=+=|`iO|MRypS+eoxn%RXX20+z;LPc!u2@jBY0a>u<q*iLr+2yBYFFJo
zQ}CJEVZVzhFG^C5>Rk3U-YMahN4|CDSL5W#O8d^35M0O1efNSl(^-yXP)Ev-m{hBs
z0txU4{#0S6i!C9e|DEjkCeS6xuK2H#R#)2E=0ymb;0g41d=V(RJi-Lg1#xrEC<Cg!
zi1;t{al=fq={{4!Mbt~0syq_ZZyI@SRnpf%^k4Gj+KlPIV=#?HVq@H@5{r~s_kr^&
zc>^VgI8A0m-)&T3-;BGHOA_d+ama#7BsyzSaCc!?00~0xQI2fb%CgnF#B^)$;5D`y
zH$C`AxRQhKsz$BC{|wCazF{E|68$*NCJet7*}sU)_tyFi`ozudjr(2EMGDO!Z~1(I
z)q9rE#J(4qVt!w(@<5tZF`cO#MLDSD<fiK0tMH2T4lb=mFev(y52C!pDX6)`$&jy8
z&C_E7XnlBz`mx2Uxf-jxv66$LsS`z1>o!0}tgFOjnj?}bD1jFqJg18ayILtbbU^hI
z0*C5O%hk!87w$jf+75Rmnn{jrF!toGSBbzEKEB8kz7<jb-wmE~xHv<J22||hP>;II
zwUyz-kQ*z)Eir;0QslLvtb8EvziM`I8@i@I(jhi7zpY&~DR#XL`*1KPVdBLR4$Yk|
z6x*Yqu48auRL#Q(gGCR|N86nV!Te5OV*ufszb8`dvfc;nd3I0AAi=j?w)CXeZQj;|
zG3tJBzqT*>d~}X#W!`<4bH9VD`^fI{)4RCYq~wL`+wT-#pW{Au;&@g8<+Aau*J~TV
z(_o2_E|ZlJ<%i2~4m$9<caXvtg}0?k$W<}^pS)Fs#e{=%7we}!Ci~$BJr{@7>rUIC
zNYo9`eKL-+aAAwctq{X<W+Rac9PI{Kg0M2{W%hCBz;esoYx__!v=M{)p88#ugA=2#
z!!vI>j`kh<<_RLKIqi9QceUoE4RSVcnvI9EiOEDofdj|Gx&2PR_)r=qbNjuG5wXa7
z!%py@w040Bs0hM>E5ttI4rQfUb?QPIrvxgD;#<Tl(<{vXEhWMRZsbNj)Sae-BcOf<
zKVcLqWt$Iy7EhO)KWLG(Iy^$_|Jdn>!;6rm-205CeR#;wL0q2(dl+;ybTt910^PXL
zfpLr5_=pV1e|bJQ!KOFlWr%W{$!cZ7L9sY}CCWGNM7+;R%B#4XQx=Y+L@I+uHOG0I
zpT6v7Qx3950whU$nza#6%GgN7TicZ5Gbut#J@W<WyL-XReF`+Gr-RcBmeu^zA~CEH
zD*2YMI&md=GMtt_#wnr|22+8?G_!Tg1cM!`X`KvXrvlTG{Km$Y`s$q2t{DSkXSjmV
z$Q0j}+m;Nvw4sRyyj@8OWU{u{@p#fac9@P=k^0Y-M8c=R>MZGw)I=R>S12f51b_4y
zrM0k8oH%9EtOY;;4&)tp@VFK$6s-}%ol&6*9IymudJE);)K8)=UUPu)hbc|PakaiO
z80jym#(uK!9{LUh-epnmzQIOTcP5Ho_CnZ{odd41x$OJn_mYeLyQrB{W03qFzhKzf
zhyd=OBmI<m9G@z#@UBf*M>E)&y?|s3%Mjsmgm6@8#-&@1NHN;4H(ihTn~+j$NG_ZU
z*U7^5HnAN`yzCY`13iHM7e_{!NNm!x_}E^%cc>tx8ig+6CWO-{ewM->G=Cu*9k9ds
zALMkDWx$>wQZWW=qE*_tda`E}(Mdx3k`Bq~<?xD9j<z5On<exC-DrR@pBD$?k7(%U
z7cq(O$NI!;K0@uFeYveIN>v}CrudjC?!JY&+RQvl*YGck9*;mrK0RkvR;zy^1@qrB
z{F1{HT_p@OHiBFsgCI|{`zZ#|pWs%0eu<2SX<O(CkSvQ2ks*4qn4R!D-3BPw<sTiU
zAv!7J*~Q<Y(}3;7W);;oWLyV-EwOY)z2aFUAe_yTtltc$N(^g>3d-PfA;TuiCCiZM
z%ygz&<Kx}bNDJ_9(-ns9I%r+apK<?hpm;0Bw$!;l)Fv^Pn{7Yn_0x9aws<~-&y0YS
z4fT=&sFZg;`S;~_E20pj5$jk;SX6f_YYAyg(xWFCtl`eKf@A!24(Sij{<2ye=^cU`
zX{$F}+5>X&$MnHqfKjn8uaSJ*feFE3BIA9~+=&;f)c_9PQ%3o2JS08mu=r!-re(rY
zN{y4sk0xsOvHU=H_nDt(p4m)b_lNEySapMD(rGAe=r`^5MKA{|w#~taO6jeiUp<cw
zbjhM3X|zNzZgR(jMGc3Bzj(-|8;cvL29`9XVmPE-ApDfL@sujXD-I-0xw)e->wNlI
zVa@ryxEj!`NUI^Rn4%!6%+84!S2FeSrd&&gCo5KYgG}Q%{&|!Aru%v^9BgmAI+4QI
z&d=l$i2kP;pBNA|(BdVSGyl^YlTuT;>R9(<^g$O3Cc1*<T+X@4C8S!>qPBggR0S{p
z)})1(YR(4LNxDjxSbwReDZB4l^Sj_meX}~900Xe1hu6@zKRzap;7*Xcd7$wJ$+w<*
zu_WqnBazM*{dC7_2-;f>WxOnA$gMYeFR84HgbDJ?vGHncwaM-uHYC299lOQ=5BMbI
z+Zto=i18;oX4mOdrWmi9iTldQCz&{s>takP6St7-@UM8wbuIHC?)$~TlBbu!VbUYy
zA{}@Y_o{wc3JwZj98*4VV&-%z(I|X6rpsDXg(*TJ+_KuY8gmanPR8Lk<3$d!m{T8E
z1?|9td}hb3?2B;!DDymgL+U%m=|H5jW;umh`-559mot-j<KwVZ8YSruuazoNSROk}
z`gQOx?EK<Sa`lWO*H|3p_|&6W+$9@Tk|QANFaIRY6u<X>+4Se&;53$`prJ^1vp)en
z{RZ$LOGQO8L2PlR3__2z$cYgBw{h_Pu{;&lV<pctp8k<lD}Q@&{soT9F+(zM|DYYD
z@3j51r8-rPn9gJ<BRPw=(vxS}2<4@%L&X6@1z3S5d&@>Q<e=F1n_n%Iw;*v4UI0)=
zyHaO?FPUwEfF<*kZBzbH8S35!(^^L75!{_{tD*z-1{u7{h0(x1+#Tg$<4!=>W7tN?
zI@PWFx=LT)Tt~xI_IRb73lICs9|gxeNRxzQRc=MOuhQc?v(Uk?{L!e7UR)(=`riO<
za-0>{$_yC)+D@b@04<6?<MB(MDJ{TO&7)P1jeu!$k3eQOOopRj&{dA&zyaYs*BO|)
z=kH|e{fjU-(!FPNw8K&pEqoNw&BaK(DWc=Ajcp_9E3q6SrG@h}1b%VWz&`}P<YcGx
z-2Ggd_q{+MrTU4y`#s&aBDKPR{MhfN@^JydPHYdZC<~XeCpD3|L)85$dK1O``3)%i
zcomBOQ9z$!di-x%!^zF||JHZ*`y+Ax%dY<CRr|p#M-62H)!gQly=2)#x_ysg*n<pu
z{pc~5DIBmpDcu!^Pxz+Q^?(wZG}@6J#_iOX6>@Va)N&)l^E|)x?(taD9;<L5RDfPW
zH+hs<|FdN4!}oFNgZItA!!vt`JkrAx09~Ijk0Ar8N257!H$RT(+U9RRUJp{{6@jD2
zt&4Zaxa0HrmV5uGgvP4$t;_F}WZzCg65q~_J4oowwC|JC<M3q)aFaRI`pS^w`>!};
zdtHit?LQe7x_oCx*}K{*A^m7^-r+AMYKS;^iun-umo^?s^TdBd6pE2eGH?l?qxbP7
z<wQH(4&7ZD@_UhPXnH=~4GDNsR@xP^hq4i9tcBUsbmTPT9F`!6X>N}6@87(>k_{c8
z;`Q^}3(e%AXA0Li5|(Q0y<QpeA_z^;(e(a1wOltgvO>twE}l|eZ+@C77dv5ib7%HA
z>5@#ec3|z^_Xe9FE<wMdECX~9pVH>NH(tWoVHWwN;fJ-H6wY6?gcJ$^gD_ICj8@An
z#@Dvp-cuPDf@t>i=*GVrynJ|H*Bd>R2&bw@xzVO9dVO!UQka<;+b8*V(4`{w-%tBt
zfM^~F-Qa1b8WGi+2SM{GY7{xqz4cn+B3uM4Nt?mU=M7H5sWLNZNnl3Lx1@K-EcDmv
zcZL?(E0jK++SMlgMyKu3p6=@-GwdU$F%Rs>-3JWRHLj~)L8OSJwo<Hoqt+N%|1DtK
zuhF*uy<gbQG8O#O{v#AG<)NAMOAq@~g<m)V0fzC;9)Vu`RX}kb-ns+mRFFyKXv!#4
z_r~OBGYG}1+3PBl_8EwXHh8BRUXyAptGJkx>M-s!IU5dq9G)bccK%u%CMXaUpwoK;
zAIz7v#kXen^=NX@-vZ{j=WmJWFf+gTj5wo`f{Qt>m@ChZH<OejXE`$(v@a&PCx;1I
zBFi_y>U0jWeds~b$p}WTY(=QZ_|VwruKnTlF7Vq0q+QU=Ty203glsDt*rVl9g3L!=
zGU;A8&h5agZkL4&#Kgmi8z5~Mxw!h+H><jSYwWe0l_(0CowzA`(9Z1G7Bg%XC;g?>
z%CE0m;+XD}O+EUY)`P7c$YJhCRj`wFC{w$8#U}D8FVt-8CE>fgL*IW9Mw*7mn*uX#
zyKgI%e2q>&HHHActcXj_UJjv<j@zsup$-HTMZ=VBRCG`BKf%b+?m<2CF%SGV%i>Oi
z_`9THIW~LGWz}l$6d_BP{E#Ps;0c>Sf?y#DcMVJoEwXu~>MB;R9Jse&C7g|o*HG2j
zByM|82?K0j&*#41aMKO@Vq~%o5$Co(tMz1cmU|&38;3wW=^Pce;uW4K4aWIt+)8#*
zUem_kmG-5SeuiF7{CDteKzD$_d64GA1Ped#-uzM$XcNg~2c2~_RuY4jlFTK_M7Sux
zwPSuq7KrfKJt)rs%8PTm2zHj<b34SWDiL?AZ>1;KVcc5|kIQg%{S3pT4=1u8h27R`
zuh~)^N)f>8eSk4#lAaQ7*)&<U)d!)?AixR+L2mIx8CMlQU&D7iVqbhW-6H+l#GClp
zuK=A3e`MQ-_dbr*PK&P50_Vmhw^@qwWNln?v7!oHb{5{n!bj^to4&**cHr`Q%6}+%
zhfb_Hk42xX$jGJ{70Z#_R!XDyOJ9VB>3COtttnv0bdba~OU~r~NT?mXj5J-3iSsq)
zk>X~6I=v;FS?q_Y-3it{u^W3#P>z<^_OQE#Bqfp#BD900XC1l$ZYtIogOgX?xfz1E
zGCzEE4ukuMPUw28Ch9>da^Ckh@)jjxccT;2I;B8GIREap5wWT507N8~dQoU~jb+%V
zzBk}m#TkDd3KTIzQ0f`Hrg^@1Q{qJ8S2OR?3$q;3Z9syOvJr4~QtJWZ{@AaG_<-5x
zZy>n;S50uJRa0K5#>xBh)pq)ywz`a}^ka_(%W|2plZB+rkSM$cZQlcK8_R<1%&S+G
z{?(yrnqnW(2$Z@craLiP?;de;E$@HHG?Bn(y753|$5iriOJtAHSF_J(^nHYSpaE}g
zXPU9)#d#N6v&bV`+GzM=CF`GytGq)Xgq%LhKri`yS+Vy*$@CMxJ=(E}3$XrhyUTG)
zmYF{C<mO69R;ZRJ2I8r*Ub4$b<+#dW&%lZJ$arw;Zx?JlbiRLCZ~{jg<r;2@h&4de
z;0@cbP4Xjl3_8Ylv7Fv^3>IWCjr^S<L~P=w3j#`JNG$Pi4Qt}kX4KJu&e<p*NnkOZ
z#W&W6oFtu64x%PNNorV$@-R>Mjc$ez4RT^4Yej|`IAMD86r+o>i*Zd^l=Spxk-8Dd
z*zQGM1iiAPi~Ph!AJvb3rKhDcrU1aA`TY8P*woBYfhf;U*Ve@WI~$Tx?JPSXN0m2%
zl$bFZi4gl#;XI?0>*X+qEFtAHBK3}l57bTG=}nuLSi8TieYYWgeiSOut$u<DL`h@H
zc9D`K54#9gV;pBVu!QyOPo1x3F2$%ri}AUIkNuEmf+S@EE4K`CAM~3MY(NX0f}P3v
z_jPS-n0oX9r+$Y4MX`Q@DAWLy(zobnmYWH$;35T!XCqR)bE&;cqhNvpy}~=OvG1z6
z?j_txiK$BzX$&hqJ%L90&?0{(_40S#7w_I^zaT>RL%PV>!5xXo>6h-Y$Rn|yJrNZ7
zS9UrN(3?R<{l0yK#Q8+rfhud?2(Z#1dVEF{sUjV2F_EWka_&j~^^N5}_pq?qLc|}c
z5V<w~&Q@a{u}b7fA%z96Gi0xeG-zP6YLMvPaEa=8YA-PG;$cyj(hqDx$`1Afno|yM
zVg3(#K!v{{f4aO8^5j#NY!E{_As<H+kt?c;nAQVp%dM{Q&!J*uhFOoahY}w$BL0tz
z*vi8-ZSuGbu4RAI46;udwjE{I_TofTqs|9!c`qSyKFN-EnL%Ne8hhvj?iF;DDXT(K
zFR$_hd&LvscrT&Ch<yBz`Rs$61ZYANdAmtS50fb{e;S3^JM``0<2veTiaAN_ZRoOr
z1Y|yD4M7faB=PPoOLhu9B!+Bw%MdAlUh&ACw{pJA!CD$tQT=0O-{}$$eB+AXA|LAI
zp@|(v=G|M0&0{H=)+XUB!rO*~v+j07b+w5yz#1jl4G(x;=Sak!a47S(Ew0MvZCY~i
zMdI$Ce_C~KFSz#>0B_7quVRAx)B}?V#NtszI~{^QQGiXxpx>hO(M_y2(XF9$8I<$G
z3gzrHsd|L7_!6!nHSy|~=-wJ?&U~Af#h8<ed64iM;20VvX!3b~3Or*MQf_o}@5I~V
z>k>Dv23aB<?S4`?3ZdJNk2@YJ9>I?;PsJA<e?K$O9k1~|Uk4Ii#B@M1eg&63kKXaR
zGAyKQ7a+E@5cvE>#Rl2#&Xgsn1zoCqu7M&51Ovek^wOCpGLx+>(cv12QwHS1TCw0W
zZe<_~&_SRJBUs+A*~TxIrIB>Nolv>8F3gfPdj!|#fWnD9N{2iuY*Zl4y}AI4M>^&*
zf9DBb6A(@!Tqx)+#<52vCfOlcNs|?@^NTMA0h3>OtB}uE<LjUq#t>-U9$x^Y3)NR-
zcy2+9!k67vVOYqv>z!3y!5Nsb+Ll!<%4q14RW0+jR`FOuQ6r5{<qEWEtBk3xs5#xk
zQP6=BW~k0#C|II6$>9_ljyo@7XDCnxe{BR9oi{}MBF;c1F>e^=L!PP6D46<OmK|kH
zQLx%+wNn&K<o{YQx9sAXSJicBIvLg{;hDO4iykVPWJrqrk17b*W)CQm9($M;Jt_v!
zJTirVjc9bMY%fC(Je}HYsTW6^P8y0dZ<HI}xRS)GRynopmsiSKe0Sf$QN6AIf7A$?
zDi#UPUsjl=ADsxK0KN*zOaf<>8(`(!*kxGbA}@9<R|TfP-US}a*=16jnh+3yLB%|{
zu@C~2WwppSG_<`X(;KOvy-4nMyRz;d=k{UKKp#{R>8U{Gog!0<9z<9dO(BWHYyQwW
zmzD|l(EK&TO?;6^o*yOKYa)Hof7{t>jTM$f0TYpb-ZDlH@8UMTWA){91s21`6+UoU
zWr3GTmB9uPQTZD1m7%HdBtZV&iqrKVnb3)CmZd!u^??oR(sZb$%*U2!dU}^(ZwsR1
zg0+pMdia9zd>k9kEsA3+z!Bto8dBY9?R7(nxFQ{mcJjeCcwP}M8_nN(e<Jb7y-L#a
zE72~XsPQ#H=MAq=X&5&&<hn~%gAA-T-h}?;Ps!la7}W`3jfYkRz}l*%?xb3-V2+7S
zOj%l#p*T5m7Fr6q_b#LQpCrCzDTPhvYFXNhI~g=G5uw{OXdnq*LCh8T5ZmzDhY73O
z2@dS$J*Zq$hMVnEwfx26e?>_QJaK@RU{IT+GK4p+%IJ#JQ<^?$Su+OHqhJh<jxs9F
zAbuJRr51V|nTBabv;dbS<B+ZCtthJvzpsa{cl*XPfbG#1eC!fv<0)8ed0(&C$^=es
zOL?t7u!s3Yo2nWT6rbv2C#=1b+lD8sjyX3u*bJqOs{GlI!3`<ee+Y^?iI4}`A^NEB
zqrng4)fwpE^|j;?8N{2tUJRgvERUh$r6Ne)p{$95sB)w`iFc~<u0_7Py!I+)Wf)cv
zYO4(caAy@lRX9QoOWf?VLK{IAt#R625=bO#Y3UkL6vVJ>-Ec;D1G7zcx-ILWYP>2W
z*tXu=^4Jx1ts%LMe<o4zYDk8BKZWU_RdW}iuk2QN^iMkZF?4cl2Yp|Ds_ZG3oInvf
ztc$Cx>X0Wv<6&Jxu`G}*a(MKp72U&m+QrMYlZLEJINeU^M!{NwOHt&&6kSLklKsx#
z>M}@ShcFv8@kJ5b9-8=y?|_Q1s9ZCS3&KDf3VHP4<nJc0f02=P+-{kob_IAeg7tJb
z_?jUi19M?eCu`DC3GC&9cN^<;=pvzO=Z(OK!cuVDkg9uR*i~U};38*7Dxh}J+2WN&
zprK{wAL1pvu``r+2pmZ#=i_`bTIgQvHp8S9%anJ-g5)Iw4;9$QGZn$yzB7UuAH#*_
zU!zuH<@tkWe+D5%p5v^AOgxESmh>)@eT0q>!`Pf%`NMbT(c$q7kL387>X9_u=x&ka
zDcF^(#hU7T6b0w`(XKSS)e&{O2X_b$$(6IzBC)iw8m6cYvSBsM%Kbj=?R`(>uOyct
zop5@ro?a7Up{AsXB1hHsfDd?f+mR`s@We0_vEU2Ve_L|cXlC8D`$Go(Qq~jCXcAJT
zwiIW9PPf9Hq%exx1Uh@;GDTUAPkG=YG$)S@UT?3RS)ws-NHjN1;e>z`#u9sI5Qseg
zBApCNZzTQYhDjZbB}qgAc#S1V8d;ErLcDv)(e9OTs@1U2>Z*yjbv?*xM{&~fs_n1v
zEWm>if5s%>X@>P+A!zE*txrAJ_rlVt%jX4D^s{Y36cvN8FSaqOZl?eeUytQb1sK1K
z$xsfsF?%oJT%&IJFY9mRA(e|E3syGDyEjBmSbu_tB5nMV%1a~Rm(+L;wjuI|h#+nk
z?j(PM(~JT<=McN#!vQ*|Xm^wF^i9ZlBNDmbe>dB;5Vi;iUDW;-4;4(_qwC%9Y5$5E
zzelo7`GO^lB!MUjW5d`T&(vY*a))ML8oIhH%WUseUd1rBU3Oao4B?BvDQH_f(Vh;m
zDwGdJjl=lP&179DJSew`y7|Ms#?YfEP2^AvEdnmJ`WPRc<OO2vQZ{kcBrnJ&*&_8=
ze@VQL^&51V=0jcTxInd?M)<x?yGxj5aoX|4jUgnpE9-3N@Y#!OD#DTV$%qoV+X(6k
z<ukgFWsi8KVHOOZ>|$7h+D@?fh8$z>;8N!Sv7uN<57Br9eiw05_mZStzVPaW6vxt!
zl&7(}n8LU9?X&aq={)9qDuWnKfBEI~f79Rj{kOZAhV$|R>EzPGpHIL4{qEOmZ9l)a
zHtg<~AqaVJZbOD}^V*}~;q}sy$3K+zue37dbKOWBgkzJ#*=Of}>LO39Sucq(MPGI^
zIpHE906s$vFWfFUc)U1_;jR7QeS}Dxiq_u3cLd{|jcfG@MGV6(uR{^A<XO3&e}M1^
zK**ma9gre4S$HjDT8CTVOKuZ_biOIaumh;p<WbX*Q(;xxWoYne2lrne9{6*?I(|yD
z4}X#*EMgB6qH6F``3j9?!vevIE2oDsLnngBiV(}xL+r916uDT)b*V@lg8<0T-^izq
z@C7;O`M@smE7{L7OqkYs6>TIAe~m+>$rsq_Pmwv9ny9HVe5tUsI+Tbr1Wk4o$*|o-
zlY<N!S6Fj60B`51|Mob8^EoFM^Cr!>O6*EeQn0>5_NpQul-AJax3eOGX;>zSU!!~~
z2Cb$3-i!yHBd1tcd>#k{Iw<IAc}d-5u8BhXod>t;L>2s65D}|=RY7i%QHMgt#ejis
zNc@CT`xG(|V886IMZg;mMo~ry-k^sTXNQ#{xAm=4S)A8<)mYQKu{ai8iv;${tzZ6g
zSm;>sWu8R}0}poaOOfhf7Y>PEH(!^n{sT;Z0Tn|DWV<Mats&et)W4JH?CscRRkV~(
zYk+sLp~ABvHG%gCqQ<c-y<Oz|*l;jxgLZ`|irN_}T*yifK^JCqgW2V>^pI5PqBPvW
zn{_BS;q!iECs|wOO;``!pSM(9WHoId#g^9>hQUfaDNNf$c-p5^#ixeZJ%2k4wAF}z
ze@M^GSK?GLNj|X$yHz3EXIORjvGMur(=@uN2}wo*f%#!|n!)T4Ug{Vtx4?>@bQ}({
zJPzf6(n^L^%w1F#7I&9#-0&U|xne*?Q(@jUM3|@v!&0?;tqw?Q=8-3#yg&!^d)$VW
z$}D?<Zdqaql!WE!?-=UvvaEd8H?K~A%tPoyi(K4l(v$o4j1XiV)V*rUiK2jpbU;3i
zD-uDkb$56-BJE{UT%L52dgB>T<yWJXc+GN>;mGh*$AkCF!KfOKJa4jEnn=t_1lStY
zMw+nEZUP!IX-Ar`)<b(np`i%p+^{@pkA!7tcyG^rnVYLEkEjaoehLH|2n3^l8RQF|
zRFQjG;TAe_e{9ucJ7y>zM4kXDBL`F=PEpKd>-@s&XKNy)EXhnpAEH38b_#|HxCX%&
zM6f;d;^EX@VRXxo-}qF<1K;X~rVFj(r(n7_+PFK_S5xFe7@BiO#^L*uhh$35&^c9m
z;N8jl7yHHytM-Hcewo6{75?~t|MB}}C@%cO^53tIfA;CpkITuv{P*(DyUXZby79DR
zMLX7wzGIS9qw<~1!EG2ew}Z%#dtj*UsSp_EPZ8wF?xDA3xqSG`<}3OsJ^=;#8Tf>3
zUXhcI6KK4-^qHZ!p3tWoLQA1+cAFet7hzo5j^kZCJyI78CtXodylt$1;w+$-D&*Md
z((in>j$*-S6)p**jIRy#hVm4C!i$3Q@dKpjN+i6;3sXdm<qR)M*2`>J{STUPhGiuo
zIflQBAqA$*l_axR>@uA3mB6bu^27%_(_L06I!eqwp2&G@_AzfF*eSa=+79D*AaIb)
zAdG+Cq!(QwN=Jt~3_<UI8xs6H2?jZ54eJP6A|R-_&J&zynna`dC+qL~j4a6T+B~d0
z2|G1SJF?$i)~Afv3Xu`7M@WN{?w5!x8QhN2%g0B0L|pyat2YG<Wm1#8|B0UuMTiR`
zQvSxhO-UNd%Fj?$17agOJM2bXn+jgQp}IFbus1XqMQ2$>rsg?+-jFZJ6AA2GY&;c~
zuib;wCq<ku+30F@h(svs;zM0H35~~Dqfnt;8-|h0MowQ_3iq+3MIKHWs@Onp9m_Pv
ziBLR(=ADib4fn83(Uetwa1y;)OPz5T6WysOrwD`KTZdNY;E!>PzIZ~^`{Iyx!Q%81
z<@wKiD!9Ts%*&2{(n2+sCdEe!7|IZkUs;(7p$eFZ@ZRLhc%WlfXvI?Cj~^_BCk7@r
zD&)2eOW*LRLYm*=OQG;7<WL8R*Ou*2%}%C2AXBiWovxKMr<dRj-t7r9bD^Mk2j>)a
zt*$6&PsK$js-f6xhsIt%I%x~4`MR}NKW`kQ<SDbqD{N+esH<ovRIg5Ne#MVRM@8{;
zjBied49dl6b!L6KFWTJ~9o$TKIY7l}dVB6=p6%qmlx5Sl&H3%*drn)SNxK@qjl?q%
z6^BQ63e6<A66xG=><OVoa&A*j68B0Zoj;0HGYl>3W79+6`mvLy+&1q0Ac@l=wWvdB
zWPEnBjAwLzGZ>loA;M6p!pBZWT^ZeMpVBqe#vYY56!F3i$-;DzVSWs6Gb(Vfd&@4b
z!LUxDA~P7Kf%CULojBgeVXNY4Z3^y<1uS~VO+!s!UiqAMJ@MUzMj>y{z%voPkvtki
zbo^Ly_37KQOU^-$lGEST<$jR>7)2Rcuv^$iu<=)a%>$i-#uG1Ob^Nd;096~CxOlC?
ziO@+&LpjR?*(;jlGPsyWJsl3CWxM;Zhb%;o^a;ZnD0`{B%Crc3<Pvtkq>2n+!%Btk
zOD&?u0bt6-`6Lg1k_WH%st0+H-%^&cJ3ItJ4}KD!a3?nxOnLd&3rG?C%CKKzT9=-=
zIXeG;LdRk}r#Sk-KM&Xvq-I`O24*Zn>Bl%dKUi4~1!5QYGrSo5(nwj5VV*YLkVmxc
z{Mk<_WdGujFYlx|T}monZ+}_c<rSY?bm7HOaA{_o3dDI~Zk9u>eDDyq6u+k(oXcc7
zN&Dyx{4LAso6qGSiXp!sdcE=r9!%W+vMz>5vzsca*MiVq`Fi+~Z_H)Y%9viT5ngG3
z`<2nXEa&q$Fk=)vSPs^7E=R=}UWT&E<d1%uUhKVBUU)l+xcvS9DgXX|2v-(@my81h
zI)6DZIWs;!AaitbWnpa!c%1EB+m7Y7m3^<TIL`sB@O}XX1K90uKTlvFACO5L4D0}L
z{vR0X98n@At<v5UkE*KO<BZYPY2L}rwb#B--bDK6JDL6!jJo~px0ipvXm?Bhvr6B*
zi$ichy4&x6fBEa5ZvRTZ4&DlFgTEJ?|9>MD_)ZFM)F8)#sUCS7|M|;Lx5poT|K;V+
zKZ)Bf|9KHNX@X4umhq<iSo1$##y>y4Dr4ub+L`IA)@uGb#Bj_1pQ<naGc|Iy_HDQC
zHEMsa(Z;IA^mVK;f1PSfU&k8rS3-ZI+p9f&-Kjl&Eo<NJZ?tx&#_{X6#_=nwzkgOp
zv#tI9byNHO>tTPb@cLe(w^fbl>sVv{I@OrIjy2}5$Nf#Sw$tD7>$bn+*J?Jrk+<bv
zV*~Y<)W)Nv663n-aZqDHH!kX<>6;T}!{c96#^t}bw7dL8G5s~EME+|6)K-5h2eInP
zeU8(S-p;|QEA?NT+pW8@S6lt9Tz{=~SH=yr8pmU?*IlXp;@s}4D|@w7-^#66cja+X
zb_%b%vigg2yH!{AYFm9P&)ljjcQLS2c+-{oFV5}OUD>Ox{#FW<byr4tw^MlAmFh3f
z?XJ4AS6lV1l*M}6!nS{-gukh<mG5)^N)f&8bX9u3F?Kq=`UF}n>l*(_LVx1%ha?+*
z`1$3}U&g|NvoZZ&xcxi|!THveM*DdC`L~z<5<-jrzWw}vFH#ROD51SczyJKdxAcoK
z_g})0{(4Nuarxo%{RcmIA(VA``Qg+32R*pdrZGziE2pYr2uA3l#P?HG(fSaqpMMZ~
zswxOCLySvRpQaMps5FeFgnw028wol%D~iSgXx!TS4>tXfe$s}}I4WUs8%o8Xd{M&P
ze{iXUaWcx|5^&ma<8GP~p@b1d6F-1~!|~xIM@^vb?D@bGg*KJ3d3esnv>TQmzMvAQ
zS9n6;jz-<Zd&f`9r<6&zn>${ns=HFT<2F8jKb3GgZF}SQ_f8C+uzwz?yLf=?s_-t+
z#nPsW=EUq`vGABHDF<!6G+rH_0yvAt7yV8BI<rk+e>G?W&mxk#H2GEy@M`&1HC_lA
zU0xFK<VcwZm;jRs>UiWjub}Ws2Ty3D5)C%G6Kh^orOJ~7?@c%*Ur<%(7KD4ZTtOc_
z;d+E6;5e|%AYIz7Sby4vN#ui%QpyBHxN582uEeIQ&p%Vp+W75`*6`thGt9?JaK6~r
zr+7?@8FZR3QyytHQf$Bn<;Je?0ec*HuJ{m=4^!dQ_AaNy#A(f=7TySo*kGehSb#k~
zJF7p|g``*+!X%>B#V4@a@yN>oN(aOS>71XN-TDrJKlDTOmw)Sbj)DU4<?^xckH{#%
zN0q<~VdVS`2XRAB4G8v%t({=FhVJx}icSR&APOjVyC@c_0YsK<1X;8Za~rAUpa~@)
zl!E9I4zN<vD|88~Di2OlVhJOMn3oT6*pLv9yu1gMrR)+k@<}p~u%eNE!isOpl$F|Q
zbrZuQ4NE}T%YW`wPdW#67b{wPzKY#l8kbaEM+h?Ub!e6Gk4P0I0MtubpIa!reSVnE
zhw}+~ZB?@!z|E(BF}#Ee0;L%`&v@vi2(lIoq{KN`0<g(F3}@Jv`W31@7S|-*j|49}
zYVTh?gr!OSNYS$R+%OGlR45Ye5~wF5E83fGQGCux`hPyeIZ75kRLr~gKr~c1nY61(
zXz^L+x$G`~dNFm1X0e%>p}|P)GK_>>2J8&JCE=wGu@sy7q8%PXq44lVftNa8@_#S@
z{nex1jw=Xv9A1w~FgiuCdm@0)@$x>&MO2(4!e#g>W>Z-WT7N&t-4SbGV?K$JBbm+l
zyZY0YX@7uHL}%jCE14VDA?b_7cMZOSzu%z9!Ho;m95x2{QGj9Noq+udDB`LH0UhBF
z--O90<Ph4&(4?Ocny<pbHcnF9<?J@78jv{+3>ar^hH>!b=Hs7|P<8?6>F4Z@J!z@j
z#^%B^Xi6ZMf%h5&Gw6qtYz_^<K8ek#K>ay3=YL6FqCJUT2+A6`3zBPv(Zzy5<4r$)
z1TP`mB>_$e|Hkd;I`{c8iDO)mG^rGG5@}q(bM8E%n<`vE_9Q}lhua|87cFwFC|NX`
zeX**lyd_J>OS3PY^!_Q1v-T<ws-gh78u}TqOYkKH&4?taUvf+p>Mcvi&&w?=B3m({
z;eSrZ`uCFzeDV^{F5feUvPEk^3XRPN4#+gHm|B{^Vn@cjqbE~?m5n5VNPz8~GK(j}
z3TOh5@1@(1i{xt?d>ckbH%`9$<0UJI0xI|viTROxu|hA$2EPElF&~Ca@UaGTA%n2~
zYM=D0z3Q&myO7nyo1qjLmg1+;VAth`<A3lC*KF8ATc`@pd?mDB1DIkv=+Ue&E)XV>
zZ|Uyn5qe~Wp`pd7n}bsL=C?}(4Kiqxw(q%cik^fObS8qbjDHW4$bbs1^+Vz`GT>Pe
z!5t&8All~xRXC7|FDD&ot5wblzz>IH1N)wH->;1ZYLne~L$5k&xD8>!m;#3@0)IFC
zx#-xZ4TQu(RidL?)`bRTnU6|4(xFh7B>4c*dd24co|WvPippaH+*d?AT&aE+%q4!)
zZ)x}F$Wy}gxMEjh_h=Z@1@$?&=4`hpc-Ca5fXM8>dW<6u%6TjO<~-BjNz%~{d{X&@
zBo@AG%-9g@f#)8=5H<#CaAM=5jemw5FKjnqzW2o?nBr>s_G-6VQWU;+1g~vOpt5CC
zLoO9Qx!I5*h_9`ma#zDXQ<b|K--i}5sPGCq=iyGWN#M0*yCCr86{d)he3cI|YKEk0
zq?M(>cNiJNPs-BZ3=ECPe0Ym3)oe_P&s4dsjXOiAHv~$-Ek`;bC6;^Fn17Up%)H3R
zj2|Kk?>4wt?7TM(+2Q!;gdJabNtQA;)}ZAOtN>=m9D*cbgA^i$H$y+L0rOjZv^XgW
z9M&NeRb64HK4roA$WE9i_1o&I=*I}YBmK5AjD7(9mV{z4W<pEVka3KksE|+C^YigQ
z+}n_M=UiGdn!_v!fmCY?fqxl4*Ahv?tpe^*mMOj#&50qmAs+dYUcr%kH5rF4u<P^j
zSI6wb?=ky$&rEt9b3v0Lna_orwcPf&$U!h8C#d%V@BapNk)Pq1&yqqdmLI2eftBc;
zdaNSWk?+dzwyF+t!|s?T6^j|@SqPEpIWbd*M4c2fJE;{J?v@SlN`FWNBU&Cj#iWnn
zB6~@?M4mfwn6vx}cfBhjncfnf@Np-akOnpqJ{{E2f3YD80Uy2dK^}X0uh0<K4$MUN
zBzQKf*j+g77ns@_m^3~C#RgN5ap>q>++gM-IUCVD&#rJa?-%9MkQ#xlw=@{~AtHs`
z^f{KYibG+ixH+PRIDgs{-y%vegV$iOfm%cZX^7^5lpGt3H>7%^<=L#<3Q2r@H4uiG
z*eU;n0CR{UI|kvf%^3XHZx~F3O@>^2iNmfsCfVatr2Nc^Xvy(Zy=4X=oFIU&s<R{N
zp5$au8-x306d(nW6MgSHzFfkNw|G+@NSa$h)!lC{ci&v@D1V$T-{8!DG6w1=C}a91
z4i@a>Ngdat;dz}mH7kE%U_#>#!^kgSzi1h|Xp9v<tt9MjzxSruq)|hr9yX=YGYsR3
z2-yZNAkvYhF+JRcy8IP5+LZ@yPqy9jWH36-&->~OH$73nx$H$(Fo>6AdV)6_`>mXl
z`tZ5uYI-_LVSj1}rprN4gYOK-Pp;S^_8|g7Tma7Sz)uL&v0HeT@`Hmp23%(kqiq|+
z6Fk;E(=2yPIYQD+Y2Nn-DO%np4x}M_37^j5uLmExyyY%=W%E8M$xS5(pyVK>2&VN4
zJ|);Or0$A~kKYEwO>jNF@r&;&i3Ux#r@fU3W0ubaD}O?CM0!J{A=HE&^3cHiv7PZ~
zdPQYlJr_NH?!myG?!$1+Ip)=14qfiv&Q%Qu&O!q&KQkad0GR&_%N5x!pF~eTiIi*b
z@O+m`dx@_hADO_B^R=vZ8qU(u2G{cy!wYDx_v01zEckpb4R4h${(>NG2yOA3HT+!M
zY$vu$LVs8J8L6TDkB=4ECee;gg_saz!?nr(fCSgPm=kDU?YB+K`^9$$KAB?cTxQwJ
z&0SX~E^ol9(5H}127G$No2kJBt(+tP%yaUOmN2>FdQ?;5EY~%FL?84FZ0JYloHZuW
zT#C-=Av8CcEArj)y;YHk{JmOt`#AwfH7&aK#(!8raoXgw#%!hs0~*R>o3w|S8?+5*
zUqz3L&}7`XH=bWX8ti$;d13hTPRXfuVQONp^2-U=BuVO*+pOc&%8$gj#FWUlV(^{Q
z4;oK<Xpk!21{=aH-8K65m!EE{FTeltBApn-2!h8ArN@5{N#B#>huiOefBDD3My!hG
z{eP&wOlK=iqjZw;_AQ(2;^$wMd8_D<j%?AZGPOAId2g4`ua=&GaQRPl^Xbio?c4Dg
z?E@K*Hlw(2nY0HVe@I*J^_`_fT68zMT$fu5tNHwJq9?ideSr67*uthG8Qn9ZI{)SG
zbD43T^m2T|dh~m_w4WL7WH4H(|6bzA0e{sOzLkOPgMdLitcq{#XL#Ouli#_}pE>Zs
z4nD}o^`Gt{=>|^(4rRgIw9K=$xuIuB!@WgR!o+&r&Jrs^8KO%4X&Pc#@OX%(b%@5z
z2&{30Rt&*t-?EBj$>TBF)-k#;*tl-T5Q%TEhjmdtK*#Qn*QFYwLi)7njgnzr(0}k4
zKMBv*W#=Vztt%(BN|4O0E9{8l_<*7TX><&{>et-{2ABU-Cf|m`SK`@kns!VLiW|QI
z`E_K}FL!1)`V2HW`OskHp3v{1!H%3Zeva~7wnSP$4^(v6>w%vpM5Yh;oCB;1jssUk
zB8IBXz;}`6d%m5M`jw9dWUl#AAAfofU*IBrl+==@o;cAztv5dex?{>mK3CZBO&9f;
zE1A%{a5BNYURT07zrU}Am-^}-B%<X)F_B=K{9yOdvkv-6{^?!k?(Gr!2qUl?62mv(
zNdC?unK)@Egul4_OA=od-{-5sSsN_L^96+h*Vm3!1)yRB5jh){?&x7;E`NqGt;-rX
z#GLA7B5?eWdgM~a)`H&;R!MJkShwwm5Rxp@I|NQh)sApwwd#IcDQgSy=hRd}X%k}6
zhRhO3CJB`0Yx&{FH9Fdi&#Lh>Ow7tW&Uq!*O-&Qv5=;ou_~nO5Lixc&skc^?&G&iu
z>85mB8K15TZPNFhi*nti*?%yQRyNJoMhDz>Dc?vU4I#mb<0i5gkZE~CaB)L<Brz+a
zw}o8(JbkxDd24s1z<S&=%O>rW+df$42JfV^dq{oL+fP%8kz-Vvutov2-7r(A#I&o^
zL`CJ5++0-K1&1Zjoa46VCY+T*Z?uQ)!0~27>kXTLKd>hR&lK2Gvw!SK03gZ3Vie%;
z!9EcLr5T6#kRw6m6#A3kkAslj`f_LGt>~pt+HMwiN05Fw?1B<WPmt?AK$#8ufIEj|
zHa-uq4Gr#v`QkHa!Gqmd<#pq@jZ8PmV5~BBy^~&DPA~2peyG<o>o+#-|BC1IU^w^(
zIGhV6;Aod|Rya!?XMar$dXqt6dynVaL?vvKAZ6UBkK1nHM&{IlO6lk}YVd1UzZ;j<
z&nDZvA*q)GU%H^H56U&Rcz(;P4@!CnfjpYPjm>?tb`O(qusPMuk7@!zE+`SUoce1=
zeYCE{$@;t02t_yl;7*V|j_65S5!SQ6b3X0y40yK)`?=Sv;eYNIjH8iL>Z%~mV?l<r
zG33LqEZFfNjoV?zK)P+cDrswL_YQ(5I4$hlgJM{%=GM%;Q_5sl1KxZ-ip+wf+g6-w
z?70=QSE<leMNPpSl&v`O1FKGxcA~qRwL>k4nLAM?U2K#?V;zdM6U&nFa3>OcOSWyq
zG}DvM#nJ|8Gk?lKHqGgyNbtRP<6NVfU4TdCXYYk|I-)`302Yjy)-ysyQN&b0Ab??r
zKc38}7Z5m40A&@TOHgG!bG)5BZh=|A-@8EF*>y>OxU&f!McX!{TW*oL4Z_aWUexz&
z7CgZlqr?tDw1!dOI|fC5Is!?o1zSiq1h4o?JpAEUF@IVEvJ6Alpa_lvp-R*MB3c@l
zCqxD?R}OYH-+Ru)==MyA&%?j$-Go}evj?{y>MJBhK$qU7n$W<I!6U()sOqeE2Nu;R
zLKEdEytnJAB}l;eR%f47wt@*OVvDT{$Y$I`Ke0Sp`<0j4d&0m~wlM@_gop$soof-`
z6T$e5A%DRMI}0gPHg$}Tam+#|;g1kEMA1$O{@&qIEDa_P_D*j&Wh5%a6!7<z?(zqM
z#06>Ez3`i=2-0wdkZ*c7ae)Ybsy=7;)>OYrmk>dSA!(23GkHAeBV!YnP}978#s^u2
z%RsD%KoFX8HV24lSGGavIv8{~<$8Ww`FgT6N`KRt6Ig20nG;Y-ic&3C^P>1MLZSEp
zSyGgr&RWvDm6pp7dKP5fNEeHf02?_vg(1ym8cKNz54;jy=WNpItR{xQ6{yjbW8$HT
z8Rc;WGVP>^sEE>XxPq!=Ze3>Iv<+AAeeM>AE6@v>wX{KD!L%K698J-=9BNJnZy9=+
zB!3ySAm9Zk$GYiY_#)sMr~45f(6fN8V6shG{Hyoaz&FV~Ei$x#;u~q0e4xq4PGHX8
zzXHAGQpuzUK40icKGN7;7bAL@Tr-x<K<3ip{LopqdvmU_qh)9IO58X*92gn5>^t^;
zo1He~=qSDkAKbAXWhu9@H$htd_*|=Wy?^C^<Yg{NSFIoXln!Gl$h>Nm8iES)QHSST
zwN*)Xc-79K9jvQ144Yj>xoM3W))UIVXLYvDq+wdC2zM70O?)Re=H1nkRe`D-auMk!
zV5uH!So1C*C-Q*dDs`CYK`hgOa>JocxYsF!TWCK)G8GQu0+(0rF@jC>Lz#So2!D6R
zAz1i^oru!`B^p-@opU5km0hY+6f<bWmewK&%|)kR%Rn~U%@?Pz3BExU(NV}q(@`0H
z5^c^P)fjD0IZu+Jkw&o>3r`jPY=)ti6`l>CdO04<F|G+9d#!e!qTTEzsK`SZ(eEDI
zypfG$#QK43M$iO`p253@OP{b=CVzZZ&=kHBH3S6|+u#5Vd+bexJB1DaT0Suc_0_U~
zYM2QzBXX!uu^GI6#>qdJkNL71NAyn@eYhWN;NA;-4T<eDz(4kEFx^q7`fwh4uM#{y
zEOwqn!0@QApvQ3fhoveC4)s-*oLk4#*X%^ap}t~Vj74)B6pvJq7C)>{JAa)(@w(ZL
z&gKm8*?L3z>sn>;6shx;B8xraSC|O-o?_i>g#ALL+3qOpeemY8ok5qC_md2O$|`@T
zwo~O6TS7e%D4H36Kb5O3T!Zh}BC{Lx!mm3W!3B&+gDWk%CL2hl=llC(4>j%)pI_pV
zVoX+aLUi(XExg}QNCtGj>wia?@fkt3cQ2n=x*&jrf}<)gS}3344<ukzd+K)fRzDQm
zHr26udWW7~rl(1We`oL+d{h;U5wfYtqiDH~$zR|xV{;RKj63m=L$X4vzAi*XjUUa0
z2zd%ahai5UFq}pt^Koe*g%2CHzs(ydEsGO(|J`C)NN#C1C;l%AGJh!<BZ@ttZ)!|%
z7fF;%RWi3O^VESv481ZmIGx`mDjKKwDY-FC>D`BlH`&ucoCRsOgE-fyf1GA$lN%3i
zE|{MPCSXF@gr*X&XIlt4V!P-yW$HqLtii8F%goZ?hiSSZD@DUxEF5x%O;PM(d>7X|
z&hFd>DL=z#oV%y4D1ST0_n7-YK39B-VvglVVn4{DgjN{?2WL$2b|cgc2}nsrIe5KZ
zOuB4vo#SJQ8gaY{@{h$=6}qGwl4lX{OGrzRg@$89waDNmpX;I=Q)rCq`KW*s(NYvU
z4rd`e$+CO)V-^~Y6V8$}9Fc{FYY%7nCN%m9jY$_>;Mcn}xqm~GBRk#_I%{-f<Jn|u
zN5!(6_f)ssp}4OdT?E-v{(SpHN7uoxi7nU~I%pOi7YXDWZ3;CZZ3mgfTTnCqZeSk(
zb_St-fqg)J@Xa4O<onGB9ky?i@GZx$rzK9H(+F2<eGNoNL(*2L-m){?!nAKk!ZiWw
zpwo9s;2DC+cz?1wCgg=x!4ltBYrmV@e)PI&(fDoByH9HTX=WFVpUz4Z#X>tJ)sm{w
zjV~u<8jnK-I2rCw2<)nz{W2&KMDe1FAV}ITwK~L+&;)sbrM(yUYw*`%D*>n`_RZ9A
z?{dAYQPccnHhcv8{J67^l?{*YxX%>^e2tH2#*}i-Hh+y6jE|ITou9dZ8|nA@+c5-6
zGj>i&UDOD30nG23t&tZjp^kGVN*gCqFLIJ0J9TI3RwbD<qzemcmv#~z%+w`iJDzDV
zZKQLO(DHiK2zW-uv_Ug<yY#vrO9{m-J5Mi{#Gn`vj2&b~bF95~pJ^#NC*Ce<oKsLn
zZIyBbF@FlPZ=obx`gkIwd*sSkb%K=ET~<Yy$IZK89(v%Mwz8maKWr@~0U1M16kaq=
zvLh}A$fDQ$!#3ZKA+5FMZFw1o#|$&q`7zf@_ulbyjSZ>hq2(Mg2o1VAG{Up9)<Y%)
z_v%<198<IF_2Q7S<HXsfy%gkT$62)K(RRb|M}MhG>h|;N8_usXF2CMYG)_6cRt{n_
z*%zPR1T$tC!ddXC+nO5SNIt-GjUVg)8*@BoBdp3hWgaK#NeDf7@gU=tf?SJu$oZ?R
zG=g(EmL=!b8%|efIbErr>%B%fTgqk@vgk5D`Qw*q<JeR>X#?xkX0Shy^nz+@x3mNE
zqkqsscxmK`Cipo7*t8lqx{7Y6->RQyeIVX612LaMU?+NF=a{%4WmG?|s=?pCTe_+b
zli8(T#w|W;-7&nPA<`^xw^Mn%Oaw<;mmxUC`4Yi{#6MNg4$6GR5A&fuHd5$y9oGX}
zvY_N-Z%}lTyvInve(`MZ_#v77rU8;%4}Tf<_Gqw`v7Pn$xuEgy^a~=;u>GW)b%=H@
zd<nfst5k|e_)gP>(Ut^hJ1gNBjlwl&ClJ3Nu^v0ET0`oujv$2zo3M;zdsX&J;&9Hx
z?@1S2w+Dk@P2Ki#gQq9kw}b0d!WZZ8S-Nu@t@0%$Vf`{)h|Dyhb<WyASXHVAQ-47Z
zu|Y+@w9Ido>V@h?;oK1k@-?_o5c0p=XCutvqilton;VOtYp+{Ap^hOEt!eBJS0c_{
zla$m%71u^KR`}jQdP|M)<*9~v@*j@J<IEtWU3Y@y)iOoJE~U68b~PIay=9r$i-M-z
zh!AscStfQfyV)*{ll)o292Q#i`hO4O&k~2p0gAWD9;+Nh@8dSt2)$OIsbh)Fv*W9~
zn;GrlR!^YRq>uMl)KCqF7)U?c4wrdgN7CDT2BYL0-m0W%KfO&)z==47_y|K;8Yjif
zE-?&6uP-&QPvG<zcD=*++jnV$xxnu54GhwD!Lya#hIH#cOg|)OZ?vMk6@SHz3hefV
z)ESk~lITmsot}$wphtkhAP0iLoHeuekYnvKvmr?=W3xPx{GDvUZ<-+Qo5k=QnW?zX
zz(Aqd(J$nEP_R`N;(iote>)gK2FJq}$Jt;EFCSzV`=QgfL<j7rar&Xth9iSwHXkA+
z4BAJTcEuT>+bzJffviNkmVa%`+bV!&aOs8^>4Ne=jmJru*)9Ijv80_^JwEbN%wr}a
zViFjlJmxt(K&cp%-#iboEiq3^5I)^oalP473FoT7o;d_z)3^mC=HrnD5loSeV%|XO
zA7<7weRi^Rl7b_LRiTm3dC{WvX{YQ2f3K&+<XES)-=md;Hs(OZG=CjN?**8XryULu
zuDQv<Tq51%Vq?(U7QmfSQ;8s*v!ZA_L!PLGH)7|8+RP#76mG(!3F$WsyhqBNYs(W@
zu7)Z$D6R^2H@D%F;PZY5fNsW-Lwb}lBWZL-E@Z(QLkupQnO%H3`n3T^J_&I-Qk7o%
z(ia^qI&5Ugq^OgyGk-g8qHJ~poL(fydaf;;cU0BMC5+o-KAde*iVR!E(x7_<AE{C_
zRIfag;|Q{tT`^y&E|?&J6t#gO+so-y+i;0T>q^A^{iE2sAt-{l#PiOVScRz8<pl}H
zfuR9hsbboF^aW(f^n0*EM9R&nHj!1YfGnrh?sMb54qH?8&VRLv4hg)eh`Ww-d}zXn
zgbzC695{4-8@L1;MX~`9KI;&VqN-*}FzsKd0%1m`6cuI=X$FniF(kfrK&$bgnWCLf
z66(AHR%5aFq(f^8y6gHwt0?<wYXjbwa$5T-Aaap)JTq|G2D3?BjaF4RY)!zR@v7*Y
z`2W*1CLPl8kblc8P|UrcAt#2MKw@cVYx6~=ZFXE(3ezr7lCsL*@lb`vstZI-Z1h)S
zXs0&R@6NG;GMTI9y>i?x5J6B+Z<u!^n{eZ>D)y}d8^?Q;t$kjC4%lmsHAAF*(in&8
zja7JkLZr+G-J6`7ub|kFLzR0n0`MR<Xyt4z<xLObTYqv>;)e<S=`@L^(6DuGLyTN=
zY5QVdBF!oS+3C~f2N_1hJM#ZTz)+Q(^MMi4B!TLJ&3T%Z>cl57!=<W8gX&m3@h@FA
z)6G8#c-=1$%vUHW{WM%$g55Y?StMqlRs$y;+GyZ?0IOni;~xy&RwFOTTYP)*$y*F!
z;heA$LVrhw4{sATLqcNsYTW^8-d6zSD`0Pf9V%y(*Gi;2m2g2rV!o;>Xu>YRZ7?9I
z79vB^em297=(eZEfi@lPE))Xrf`&h^jXpgk|65ut8-y<&A$tk?=?<@Sw_zas%cAVB
zbQE~m(BYF@LB+>jz+e!mF;CIL8eBj6snHFq%YVlRP?{k&q(M8nLh_>>hc86ZHC-B!
zvBeawM+xmAo~jJhkm%y`(-0$+cemQh4)m%&Q$?onc{z)wgknXhtjn*+vU6m9<!k``
zULa6Ez_Bz4Cg+r)h*RR@WdcL=Kk1);zi4+0!VYP?>9qbf{%88%uP@fd<qykW__hA~
zzkj~`Gs##v7#q?!Zr-ZFMwMjeZ|U=xk}7JaiqF5+pY0&;8DM{{D*>OEO8)us*FW9<
zl{!CoJH80%@6$Q|N9y8tGC@@}NUQYiZ@-bqus{DKZomBJMW<#SOjHsU_tfuGhSmoy
zHcwjm-&nbKahi+t^YeOjU>95ZJnyB6jDOoP-XTLbzXUvDdOof)q&vkE0LGNZ%%|xV
z%DPj)@=c9HY*Tl`;U>9#RgEK34_(WA{*$llHy{;0o7tUoZ=ko;7#%)kS}vqL$>Xk6
zxbgnwZ_@^yg}t+TlC%Bx3MR7o{9!-+t^qmo{Tq-)<((RpDGEy^&Cnf!l_j`<*nhWz
z?E-`q7UcKP;LFrtXlHMCh)<974;l{Et6V`ln+w`c;1AHjf~3fis=|_nPx?Vo3XP$B
zaE8N__)v@Q*mni*cG4U|l1@F@A2#;I11xth$w-5h+c&k1LpurT72hjBXaB~eZYGsw
z6V1)g6G+5f?P=7{JcTW#?<G>;q<@hgU%BT3G_D{hNmFtX-BzJZa0UCZiYL)+85cvF
z_L4T`Pdg?kA@L1$S<;nLQ<weXk#GsPQXLhP1N$%y<5}O|1G3{4jR%R8#s<~tT+rt^
z&AY*8{8{0-mCDLDzOmzWY5Lidf}yMdZQzTQ9VLZO<VnAl${FPy__a)X*MAgetw9Nb
zUb-E{4?B*U7WGu!ZSOSdiSKcOE%qb=tm+now`{um68v6L(a4}(VTy)XY%p%ZSY`-A
z*fH5xU{4IkQ5#b}oYAr;jTPYFl5F|SVd^wE<#Ybg7MC7~Dj<ytVKL&&8iIrQ#4==2
z;nfPoEUKz!!U(njt)KA@Pk%0Z7!4*~{)WR5`h4EL+CSyn71Rh_<>Z_+d^vc`w~(D5
zteh-?Nji_unJQw;O<mU2$(nbp_8R>#C!%NDF=INfMyz^3jowwogXl}?25@?TO<reT
zi1a5X>?X_JLD*ttXy6`e+yvW8fv@slTnr`PoT)IKH;vee9sc-m!&(?420y*_+j`)P
zaf59*Y)iQl2kleqK})*LFgf(FkD2j)Fk)T$EFiC#0=8uxvnL(hXxOG5KHt)Cv9bfA
zS|aZI1s6c9(JvIDf$KRSn$Ve;oE-lj5)ZXom)ax*JAW}THa<Qeb98cLVQmU{ob6rP
zj^xU5eBZB_X9J>GR~7-oz}}9YZ7kpquq^=wWWe(O1FoJSdss6Q+ZkEe)jhMTBM3*^
zOBU-MnHd@B9_ISbpIrT)68*z}{QcAaehT@a{x|vXu;g_rxw!oBkN^7g@Bj4hKlRsX
zNpnbLd4GKH{D0~Le{wE4Kh1tlr}zB%FZ09S{_oS5AD{mG$Nb>pl+#-OQyzZ&^^<#U
z)umYf{*S+Z`saC0%fCGQ`0r0?@;=sg<@)oF|9q%F#4nFOlxZy`&LKSiP_`euUyEPX
z^AB@){2@$bUR+t9e@JO-V=eV%Azpq}3VY)@uYaKq()kC!{ZI!er}_C+DL?*@Ya21U
z)jhZIb^EGZ2O`G96R7974b+eH)W$N^PmN(&&Odzp_V|OJVhKJwclmSSAjUsHKVsZI
z*Tt|VclauYW^e(ci^mGS>hsp~H7%v2MX(sq)WUwiHt<T^$7)%9Sr#uC-GsghwE^b?
zFMpq>emFOUw7Be(V6aB-&RhgtZ>BJ=NzirC?(~NrI(O$<o|g&Sop4CLf8N^2VNNA3
zZ%_L1a}~pmh6MK<O;jpqG32f1^@0e;orBvzuY#isd+yxc^E5kO1e?&W+vlbn{X))o
zmb8GE+x)aQLv6dnay&(ki@m-~FdguF_kaEcKd&XMZ;s)zE{CIU0gdAxqAABq_jv9W
zCpj2Io7Nw%yW<v|j|cMcq>fo~e;i+xOArh@TGO}<xEk<aJ$=^q9}@KC<A%PDvlVA2
z=nJ}tdHjP>06g~*{t>Olrhhad#3%<|kpsXC{3`y~=dmyz5;(g2Akz2Rhs3Ezkbh%{
zQ{6ZAifnqG)_i#eaR(bX8W+L&j_(lk18yAx4LF7L&4$~6@Q2<95EtDR(>HUwEP}Pz
zSU?S^x5MtR@y1SGvcPbVoj=W2!8;ZG5WjCLZmHNbWdU$#2C)H)5CFj`q#*$AIf6`z
zTMDgFq1D?gMYw(pPjQ4uFKsp%kbjF|2Xg$4^kfXgX$|udCCd@JpJZ^g6E)H6kzd+y
zOzy`)(g#){qWQ@b(%&odUNq3m(1w5N`a1c%)MtvIar6T|W%)zsc%IEcvVI`YGCZ7k
zTLAjFplbnQIS8j<<Mdq&=i~djt&);mtWRA9XYsg&cLG^D1Th|mr#SL#Du1Sm_P65g
zc|7Dq?qS(i6)(BI;pCzrao?ZMxOtVhhk4*)k58T!Rz2PYp9^<7bY_VTCQ;+EyWS_k
z67|~#nJXSk#rq<d5H!60%l@u1XLpLbo*#kEbcF3UAEpd3X1@ns;oi0LV<Pt(?}|~_
z@$}^;ocI9dT@>4G=iMLhiGOU~kC^SIA<j!D{KeJiikn<IMIn!?GJM~ko}6DFrc}y9
z{iyKpZ-04s@hAWI+b36Q`(b%{MR;&|I{o{JxbWADtskD;8+Tu~&W2Kvr+Xd+_htX8
z`SAtyW1jw{e#6h(sq22q<wZMjmJLybQd4~O^oEH=+r1*-?J10lp?{O}mfla^v5oOP
z3_zgM39flQ_`#zvLmb2h2Yy+ij0|fvU&VU{;pq#h956<I?0JxY7sZA;ZVz|xJ{s}>
zuyrUJtD{|PNOX{`c2PKd{<5LWP#cK{voY+aYXzU7EC3WYJx305wGAk|W$RQ<InJjG
zwq7Xyq27<uYqouKzkiEd)?TNv+Qzd>FWxtQ1%s?`AN{ed)Owz{?7&LBms><}2Jv?{
z4Fh=8Zy5dUj1SxmD~@Jn@N|k>nr)Z(jxu!X=iQjKvjX8b^1*VypG$LnQ9YQhvTy0Q
zI}ZHtafVyM+Yy$(VUUbRX85AuQ7mi&;&<pnu(Pvn865O}TYn_MXCJ)83-r{DYC#7l
za*p59mxTj0yk{OqB}8{o6Rv=GA9-W>wLbiIZfqldNchI#inEKl@MEPQd2|J}TAuQ8
zNc`LrNl+XNPlI@J4~N?PD%l{Y^-g2}V-LsJ6(6X<$E%1o&`gzvGe&nYo*lLV6dBgt
zFUvd3pz*+yV}BK_SqKmy${KN+(%1S3)ccc}g1E(wF@js?fh1%F-Xo;3v|H#Dxe-7M
zk_}`wMFVy0@{A0Vh9H{@$2j?Qhzw;uNZ%PaI(n2XsY?SQM?CWcFCX~1aEbB<GECw$
z%xi-)C_>{$V1_f{_zW^dc9+N%AmepQ(rp{W#$#v<$A4kta7)oVB)opkVFv*yOl5a1
z-V``M-wE&M<^!_)y*lFDcwZjG4<9QqMEi7n9PcMyfZ^D9&R3zbb~;sL_8MgI@;*|W
z6~)gjZ!Joa)qB?{Z_n_yIHVt7zV(1)zfLZ6=dw0DU-t=lW$8dN3XO9xNg6_KyZreh
zhe1XUzkj8S1-}cR3lCyQK0z0<#tG(hszZOlO-Kj26cPy7c3{JA!^2RGvy;D7Z|lGt
zfNY^-PtiC}YQdv;%cMxlP&ch0gxlc#Jba!Xd;<Eb?0l4#u%R=2+%O$~hmQ@y$H%cs
ziKSD^{LglSh_MF$RlG)kg2eGb{A;{lllNZo@_%A|*rXkH6F*@+e>YS})9Msa_1m6W
zcHCip8fB`4eYqaLA?B|LG4J%2MvY&Kgx%n*yNRfaE`<*tQRnkm!ubkurQZ06Dt9Hi
zF&=j~ioAVf=VBAtc`bJMvJFYDM_-u15hn`5L+9d6mpi6lc9A05LG05KWfZ$aST4Jy
zm48K52h=WpSjbcH#XY9UKYt*XCLjHj=Plbk*S$sL$+wTDi;41Q6<Rj4FV7W6ylP0A
zDW6k4&gT4LloV0G+k$wQbHV#pc|S2eq4<pLW9%-M>&Ur&jD*bF@@wrP?xuFa@v}nq
zf|=so#K;m-2(R&83_DSxAsiN7sh3~YynnwE??U*!3dG7=3bZM0nUFy*QpFUGfaHg(
zd!0oann$eg2;f!5c%3*R&pC%(uRlCJbxJj=r*95PF!Ar|0yQMwKuoSMnjt|Q%6NQu
zKtp5e+r||6<aSwvN2ZcwS8Ip2zZK`WA@%NkC0D#R{7w&vq3?*FDBKS^;E$)4uYb~D
zSTyWP!to5EU{H%lUQ8qb+P6w%3Bn`d%h*{-*Un0WPGe5HkiX(`IWk~HL00UyfsKzS
zcypJYkP#v**n7;&w!lIBU5Vk=i8g%!VM|u-EmK<f+XydR!=e>e3V2=3PUb@!JQ5fA
zNA4yIu2tzyhj)diad&Q-LvqKSw157T_>Lo^w4e;1R}%a_jIsW$l6qjF0+T{C1GUQ~
zqUN{C0FuGN#b2!Nbkj;3?<+eQ)BEfYCO-V>m?$qLsMtKb=r+IL>?%zthQ!WUr>G4J
zQ%-m~Hr#{glvC(vz+p$UEg7{?1blfP>9KH*uzD%Y=rrUg@wUK_+Mc`(-G7%`-zQku
zS<^tKRxi?1A6<QjcL?I`jP0fiHHH|Kn-LDo&N$E;={Yi7wz~Uv*D2D6?NS<ViV!Tl
zZ!myt7yGnyPSMphdBz`4UF4HjMkLo-mKV8C(dGd=>b3>kI~8S;hyuVv9aw-HE)zQi
zEK6r>=gr!gUr(1F!phKnyni=QLI#w+zS?FJsUsV1Hqp4ZDay1M3!ab*p;r-PTikqE
z(2tj=xEqcCPH`3bbW&u*LKypP``oh3&PjBz?$gzDQyIPig-Wg^>L4;{dPN-?B|LuD
zLYf2YA)VfODN-Xl=Hf19A3mRN@Zjq(_moYPB><E_Yrjj3E(JQmdqnSPVGVzGnHa)d
zk~#RKAsJehm6(NRDV>;v!-IT=oXA(2-PjxKP7OE1OnMw;uq&de;CUHF8F=nCe3e8G
z^ID{C{{B>8Sdp*&m_Vj5wiJG4bayK9`}v5TA_<vhR`a<EG8u@Y?QOUmw$GKpseG1!
zr@7J?l0(P2VKt$f+D_MU+I4@XlJoVq`HGlyltH1cLIX*Rvv^}29uK?`2rI4fWt-ov
z<gpCa_emc2xwMCz3p`}vqxXC=2%K}7k=F-q4YTluL=28SM`B_!0Y<|lHOpE%3Vrbb
zyb#zAo-wBOz`sE|W_(s<xu~HDT_lppY8*FrneJj(HCjPuFeF>?b{>B(52J{b@G(}q
z#3cBHf=>!92Re#jXn0?XupttA#)F8Q6cEoSR2Gr?gCdehN6!s)yx$pG<ZX~n7}@x^
zc(tbyRna7uR9Jj@yMxf-DJm%_B6|ySym>PV@=PH%p~(!2ydcPOFtkE={2@cbM@4yA
z=+9h>v&_4$`mY<(r^|l~(K<nPijN8p)0IefeUVj5=OOJemK_12F#8Y>tmLagDTn35
z2mfjM-uI`^U8j;=tgj=Xmk1W|z!o3Lw3mlx36CgKr=V{@IxgI5kj@Q#es*zSI3I>)
zgW_bMbM*1L;*<QkHfM590=;;!Cfb}bVlVIax=>W+&NioIewu$B37Uz}7C&CJ-NLbl
zov?fm$c|WR=p($(oE1gIO*#Or(8xv+T?HaEOxxw#;9te#3CMg>1m*a6l3nc9F!9Gy
zS(<mW+G%7M%Cqq`FGr|2bVk_vbhNOq6V{rdm5X@4*AOvHK5dNF0KhdF?KGP{GLDP!
z4shK3WgD(g&#ZrV*y=daBeF0%Jz`-WM@hAx66!~86@yAl4`m9{YCr9x`-Hf2JxsQ!
z&+4a`!prx~U%?<NcwbMWzfL|c^_g<{2`raGOH=V+Swrx&D`2cZ36QkNOSbbAq$^>@
zPW3dtMyO#elvd*~l#a&zm;F^`&dwk9j*Lbs3w_#!?G=Cc(_9$!;!PG$e_n^6GzT7A
zt!;ihHN$p(`!qeCpt5pp$7jz6_&!3f%C&``|DZVXW6V=MSzmmCw2oU$?y(G9JAMil
zf+EM8F26zV-uEUJ#2=1|s&l+oOBTfL%uGas0>ewZ3vh%=`F4ZLAb1X!l3f%88@Lk<
zLrIoZxb1&rIu&&jN4Weye3}okAMKKPc+Zx?RxnIwyb^^*BuUBFu;Ya?I}Jy-^pL7#
zkpq$5)QA%9*gWI~*?4tttYUQk2JmrsI}PB5D#$yF`wZZ|S1E+3_^umza(VYF_T=(K
zj=m7^t9ZSrC`<|MD{duI1m}a_(AF}{O5p1(+SPx%2;a6RLRow+64wJw5?4FtF0MwG
z%d-uCUX`2|!!7aIk}rX&Ip03&FV>ttM;TaOg<JjP=9djgeHCuaQ(5QSj?#$SuO{2M
zB#93LdcFB{ZgVMuizDsJ{Onazu18<;vuBK3kL{zE*P}XI66QG73*<#Z()AeT(`3aL
ztNDM!_|EPniAGjjS%F&l8nGj4-TuzLxL&<!McqG|esrG_#xhTy$WT!jb>{i+B7DEj
z&OW8dQtA+{MjBNpLZNo9dzo5X)4^}7IYO%o@S$l1Q?)PM`q=pQ&)chVsB15>Ni?F<
z9dd2_)90Ro+#!a1IDwi9bZ$OGU;NG~sc?V(RLJkS6+|}S^Yty&8+iRFyNXfoEagan
zU=<NU^EB7%Rz8L^#S8x7l_m1$$xd;YA%4qrt9RykRg|qn#CL^kKU9W=nd7u%EU!G!
zr>5UBexc~p1&Ih5`1A99lph$a1U6cq5PBT$vi`XxF>!!{L=nCh<?_nvM~q`yU+{l}
zB+1sa%fsR;?pR7S@ya>SD&&zWuM=fi5}tQ~_ti~v5(RUGXa`-2LgAzwK?oNe;YSG|
zS>snKPKk*xA`fYkb;w7(f7vAXAvsdo<s-w2VZDP?DBc~|sl3uz!HUnz;0Mbv+=IPL
za7-*k{uM?DUntr#4a%@0DV^SeEm?osxbIX+KT^<cD_2Q_4H>0Nq<jgbraReAA|IEc
z{v~vs7_yyU3O60c>?FF%9Lm=rx(YQWX-2Z5V0vFE99ap|t8p|%kY*s`TLzm_`OTl?
zPZXXXKzrt)M*u#NJ!t%n5@2N%j{!aeKGc6d^wc0KanL6UEKAUV3`uBv_j!MmuVv+4
z$*rOQ_QMMc!UL8^X3&QTf1qRMhWoj<?7||lSnppSsZVJ8qd2;-Q&7@DS&1G+s1^du
zPG7#v85;>8x$O05#*{PR^HS-!mZ3(*kXWXIz%!zj`UuzDog!R?x9RCs>r`KwQ<S*6
zcuiCY&Y(p}6OQ<R+mM{@5k!9uzUC>U_R!pMtn+DjQ_=uM;Sb<_V4W#DjlXArJ62J=
z5lgj-?tEFOQ&DO~lmXhHOb88OV1ERml-{@($6bb;*1c*AuYt@b6VOyI!(0Lk+IZSN
z%^o)tI2dw`yf1)j=qgpvQ+b^%zNQNAUl>u!7$P>_?_kJll4vG(=3{?Y2EF;!&YN0>
zWgX!tew5@D``iBFMV#h!@@sy~mVdsGxor95(xVb^cznk~X;8M$X1xaG*=57#(WmIn
zdGrTJBFv*t@w8N)^5_rWFE41EtLeKv1=G?jYxnUsiGuk})9P<|@7`zS3LIpn{Ysef
zZby<=aN0fyyIcXIAtQeYI?!Ry;ROdTQCcr=xZHzC9BzbC;0O?ANV!sw&8}2es`0?}
z)s+%eW8o9{6wG!*MmYRjzR(VYjL4+~Lu;LDw>U|N8SO#mx33CIjEPW6mSL<EF9qrN
z#5cTtVTD<~Y6S8zTH>D(5(d0^$X_mW{B^`-PiJND>dmsU^jCjEws7_Ic@f)6zz{0(
z!dVKkD^1TI0wN8G@HFg%$GE}+Hd<`U<kn$SjOnT-Zr--ka`FxY!RYdFQAL)D2*=6z
zH8ijMNGO<B$wqJJ4D;&f>H{z^+63<GNK(zk9kaxOhBn?U>$ve!af-Tnq9hq+qGT{~
zIoG_nDRK5!m05rMNqG?7H3XxEyfP#7mf5MH@ItzHi5kj~4iGsr6sj{UFs2x*F7=^K
zDF!~WWEl{KF*W|Y;t621RS4l1yjB%)4H2jPT0}Oe*=l$I^if4by!k%JeRp*qEQUnp
z7LuV$C~;<I8!2+NL{Z8nV*pMRJQ*(7sxqv&o+a4__}70Fdf*Tk!BjkSI*gzpUF)Ff
z<ks<wzbi#tM8W2tumbGZ>6W8-rMc}?Kl`#xVXgon%mBR0%4^ZNh6>3t1%MWDVvp#=
zQa*v_{PEJWb|}k|06IeHou3bp1udc&j94W+Pfx}R=tQKD;EzJ67=*yI1NbVwgn{A3
zZRc5JBEEmlxqFaByQOY}LPA88sU^yVfO`E{R%)DLtF$UvJbiw7<g(TU<sZrv#AV6a
zXZOXZFZbk9y-DWq@`bQsfuhPOqMs^4yaR4B1$wb7*{49JhSX3#vzYg%!6D)KCA6xu
zrY^w<Bl|8Bbeaz4)Z_X5FsaB2MF84=tT1Oql)Qi8cFHXsfOtsmQ+HDfm}QtX%$LH;
zhS1HDs%)3tAS!9p<dlfaq2^7zDii9T+iQWzLDsHw5p!*P76>KdnKfe;@}&i(>1A$>
z(++~qtDCIFI?q#DAAxs$hoiE~+Gl5dcG=nS&%$=^^Hf*Bi!YF7m-*nP_Q?^cM~Z5I
zc6EPL*cz}+v^K7ilLVTLe8zvD=1DV6eIf78k~4jEKShGs3eGWI+=YkL7-!gBA8?7v
zN^!}==AooBf-JadBYM@xN4#|0!?MsU9dE*8#i#P}!3uK`1Q|w-=W-WzXfy=0wvZnS
zK7mV%N)z&3orAmqhI41hg#2ZyXVV6|(#(G)<R70sx37RqXJ<VNnaa`8`8?f1$W+P{
zOAIf@Z%AIt2&bol0Sl=J$Z}F(Oxj7pZ#mv^G^Bd0oqN&e%`~j2|Ijp4M)Yz2`+2G6
z=krk$+`dTa!*w6=svu#mf9`vZpy1{y&RKN?HP7}OLF!;j2zg5CBPhhWJzqY2t#p4T
z5kvibc^yOuLR3gyy*n??aa`sp*F_pS_DEdv6umoX@6dasdA4VdEZRMiW<RBvUwnaB
zH)mcR<D=pCHGS9DG`f5g;bnAPS^8rx#HnN^MlSj+uMs7%MAmk5pbl^$jVZ!sw^R(>
zgTjPTnZElinG>B^=rXlVI>6H>k(hr)xejz;uKTR{AtUuS)MUQgoFr|cbwLi`l5~b3
zn;{Xc(58d8j6w3GTFWYbl0tj<T1zW9F=UxmJk=K}&hr&YXvwLYW{fE~*;;WY8OSPo
z*%ThF8VU^am%S`0SC%)<%buHwm|G@+^Ei$N)*7xCPrl;`iH7p=aAm<#*}Q)-2?w50
zto44^xrH{JrOeuZJU-s3rKm|^S+~!yo+upvA3{hN;M-6Xe&v-KXxR>t8RUwDX$ynz
zyx!Nh!>Eg_1YG6?E<_&S((!NnDqgndC@7Rrx!o%zRVm6J(9p<|!EL8~^bU-g&fpHR
z5_sE%S8Thfu#6C7i6k5p_8fl}e}je)9C*kV=4I@T2+J+6$m=q|7WWbZma6h*;kzMO
zGLTWndv)z@u-hJ`koC<AOVFc>`@!3v12T$uhP>g0YnYpap)G_ne5D+|6a-%rP^;bZ
z22zEi3ne2(naT}tpzDYV@2RG0y4{xIQ>GM2lko25Rr=_tfMQ`mT*iMVq(Q-4UZe|Q
z6Z`~Z!t<$RhLzK<R3r9S*<naEb;*?@(*tJ2#(a(!z3Fz~M8R$6>s%fW-+XX)@MR!*
zzJ#GUXXwb{bM>*4i4DRle17x<Y61*&2@b{7LX(MJKGzaO;cp$iD2iXxlL|^bbP}V8
za(pm$%b}bY$}e69rBHt?B`fG`>LHvOM1tf`21Vm^+|%-6xuw9;ZH+>{abE6#E@Y&L
zcR&!y=VIK{n?j$vmVP8VZShM5aAkP31U<Xs9%0VCk{>>b>&r0zocABn=c0n}JET-Q
z?a*zQB{_8|*4oL>_Hpj6cE%dkf22K&yio86C*`$Nqh%y$o*aK^CmW$CH_;cef<gW!
zAPId*Fn}tPlWxRsp?}R#F4wM}tHK?~i-^$s0D1!8Ai~fw{3`fF_7XVJ)KItpCq$qy
z%zH%yp1y{Mp5}7ObWcPgMxsoJS?+?-UOJ+@M+MQxj%Tg#AM%aE#bd^rRseDO?!>Uj
zQ0n(>sex{~YtDa?m;F}Myr!aNpE7YLjgk&7T9%sN!83gx`=`-$bG<!c$Rg&YwtVnq
z4T7?sG@%|d@SiVNQiEVkQ%vD84?oO-(;#S`^?D70b8<GVLEzn^T2cE2VhsYHtDU}v
zcKl?!_ev7ecPfi>OYIUUL4cpgTO0M?a>aP$5h(LgekFf^uXj2buW1+Jsy99-;&ph^
z>G$Pl?Y<0dS~mfo=MNCe=j3VAKYM=mwwv;T2*%!{licmJoI13=UIRI`G0&5a(5=-Z
z^)FwSrW}*6814CoL_e~1rmmUjQ(T^Z2peFl_D>!B`PE*ojnvCKtjobM^t5W7pZt<T
z@voc&^_hRX=6V9Wx<OyJzipiQh|ey%@Ct#Qnn_EY*jG796=c>9&*5O0rn57vtjqeE
z|MW)t=n34Hw4>#E1jJB^;1N8Sxc$6C3%4{r@a@!kqxYSijPB?s3H#_LzbtQ$@M&WR
zrfWOnU%#rE#*@s-<-UL2z|&kWw{W!S(%Wrpu<;R%2Y&9UsDJ*i^`HL-^Kym*mjR9k
z6PH^<1SfwtIW{srJ|J^+a%Ev{3V59DUE7Z3wsL)+uh`E4jt=jnfFOWpJU-6}4CDix
z69)ktASeG1q_npvky~1=DvGV1ZnwuadZ^}|tXg%YzA5_i7ft_5&fI?c<IDekvEfGl
zdSh=fj6(`Zhuc5?{^j5Q>GnVLb%<VBpW?mZ@)v)q@E2`N(nCu0S87M!ra%Aox7*`~
zfBgRCuYXgw-~aE6y6LFAyJ-_|^e?sipI@e*AEj3LrPNt7mzv;~(qT-u{2w)6{*^j8
z+xm9c_ZE}Bw-|lZB9%@p=F+)EDxF%)rN`sdKHOXPW7+ytI<=llAFWTNQ|rs`?vB@J
ze{X-$*|No{bZRk|K3begrxtVR@pz3-d#zLHPU}=!w!S}JtMpEbQ|Y$FsZ=&z>)c-J
z&h54CT-|zf`nLXW>Yy&6KIWQq?oII1q^62t47uwY{jcnJx-Tl^UtIfLe^Jf9rcKJf
zrci5DSviU4p-gMMQ+Yd->KE4qtcSAKT2+5m?$*;#?gwb6@@6RYFRmx08p>X4by;~7
zpNBHtl%2}kp;W)PUW0lld#zPv<(+#P%AE|{g4$l$r=irpxZd|_D0{8dWhFs*8p@sC
z5&7TJqo<+Nzqk^!YAAcH)nz3u_S+t|<C`e_je6P8_hoz~iGCh*ReR+a+d)4SfnI;h
zwx&NsBpyEyZTR}@m%si(mE92hNdKhUuM-hmxULS)>f5h>eEDak%-4Up{rcZuv>K8M
z+UP{zfBlaeeR1yoB@Noy(QCJS@Z<eM9IR1eNMWt<?f$_If%<f=sG;Yk#+010cCGQ#
z+|=k}N<J<hl%1POD(W<jYg6BH=gxmP8`m1%%zY4a2woMPC(ya~_Ya;v&?oDTJ9lC3
zTp8t*KJMGa+;<2gjd=Z#2W8BdOkBIrW*(G{&RNfC3hq;!n=-~}ufuT-JaJS5tq3ef
z^Y)Jlfi}YhJ?i5R@U%IPR_Yg21C0tFL$tQ=D9G0q-kOFx0570;=GC$r&PIRXMU)Ts
z7t}dg68R3guie(_`%iO?K%g(VVxvmZ6Ov(E12kMbL2*;~a@yiXxzRH^f6QF#!TP9U
zu_5y1g{MJ2b=*0;glMPmJ?O~n;1)uL^We>H7_B0(2sS+#&Dp7PO^DSq)}-7*I`F5?
z30z+^6S%oN8o+95p5gajIUs+_s~KcLq#<XAum<l0SDhmsEnY`4F7oQJ?RM}XxujWN
zAdZ6<4&qVBy%8JH-}BTxLA2t?UjbAbU>QO>a*Bc{D8>}{1H!f^@t5@+6ar5iUf%EX
z-bNCjd^iIUUQ3=C6NkUB2>BIssT^)eO>D_08wk97f(Yth$i@=>Xjp&8JBVkFm|-RB
zlzl*?+<^E!T9WeYh9o6eNi&E^)dxYEGr|KxCt9z>U5y;!!Tz++3~QoxX}6O&MvnZ)
z!lcz=l?s?-_X#YsbJPcxw8Y>K;z)c!z6nrP7-y7)H6#!RKx&2n4Wzwt^~D9uu%jr8
z*AN3X3nqfEE`q9ZRTh7y0#ePCTzydqVUC5R<N^X*T)2i}B_)ebRck0`Q?Lf)Uo5$h
z1?n4gTpd*ra$YZ1kW~Am&*9WcP<I6*zC@t|d*{)TicdlCet|}(<H?e1@gcT_th+%^
zDTiec9v~9Hn_vYf<ly~h#x1Nc7QE0EVKSOA5A}6sAeO4QLNtHkp@|B79jN38V-4Dj
zx51~$f5F?kyFp#@kKex#%p(47`~<k7x>--Zve-vo25Dv01*@4~=Eb5#*Fneq@m53w
zS{)&f`X$fsjuYuPq`^k!s2^3*JY4P8rexOE@zG_`mih)ZSFU4%q!-`9ijYpb@(K%&
z4XgP^$I+x1InaL=kM|wh5h{fD(T(OEmERbULVYI$g)D1jENyltO%*J`>}_Q{j+MX0
zs<1{WQ$VOuZ8}!NmdoqMa6BxQp`zx|Kai#3q);QLvGSwU&j$cYh7i$o+(Qg}<r6`;
zP_C_OU{v@l%H<=0iPNi?O`J#{(ZCU5jfPo@uOfD|5MO^RJQ4ZndS6aLa^NK2LF~;X
zR-j^!v5q|SoL8DQ9G9PtUTKg|f1S@&AUtjrqXyJM;maxZQ2H_Lt8!KaO(GpnBEILS
z^9B_-V(W5EeotlW1t1!eK4{L9!;^Cc?;32J6Sg2&Efrm`j|R(YKBFocn^=B@9l`2B
zQ#{N>lze|SSjq)ph_YD37ny1*t|Rs-!os)QDOap3ko$CFeU=<!iJfxg+MaWkCEk{w
zGc2);sBa0LJCc3g0cC-;o^(kb&;c=-SUPC%Gr!=X;ie$G!)zEiK=F<V&lOMX(Ji-v
z;o-tfhZe(r?qv<PQylTs;E>kQ$DJcr*O&~dn&p44><x~+tzPkhHK`(FJOVP6+7F(%
zD8OFMXDb{su{PLa5Hp0h2qJ5_2U|xYkz8vnj&8*46Af3cC2VkKl1EUAk$Zz$UhY08
z=fod=+22$<BKG~{8Hh?7m|VaA;iCcMs0<$;<g3weo#kOBa@~GU_q_(4@he&8n6B(F
z^ihB8{Dp^w7noz^WBS$!yx)Cr&ED_dA48tfEon#dIm5oi1g!z8Lj#I9IRW$l6|=*R
zhDXdm`zbt53IkPBa7p@w;x`QUEkW!Rnh@w%^J-3lJn{3xo7v<FOmQC-5AkB{HxCwy
zl|v0D4szm-V3l>?G>bIIJD1;_j{1Gx7P5a_rl1bG)XxO%&2du=>Mt1R(hB)`kSW<e
zOIikb-{NWXbm^AI1wtfuWN~JllweE_S8y{_HX(XdBuVR-5(A<Nv0GM0fO1JjDHJX#
zU#mY=fF&>I8LR;f=l!y#G?>A!mUT)G{|1AT7_s#X=aXlL5(m}Fm7X}LAC3yb_XdAc
zZ9hdsgL)cT^u<(E=kP;*EEp?G2k&-@eLpcIg(nV1eafS7ugJvKkk1a9mc{X)Fwx3M
z>6#_%ypnXyRO-s9iP+ImEpeg@Na%9nTzM*xj(ANBJLQU|PZisHNx&lKY;yCXcn2F6
zvEPL{>1E|T#~dLRl{@A&!x}dE<z#=QEr2kGr*wow=A`z3mxrXEo~dUZQw)v7c`vZt
z3JREFz<-HjALQK)23h%Gd|L}jKL<XX)J?8fWhEo3%-RQra30JGD#NTdO<ll><>7^>
zHr${0l{le{<>85}RTf1Wz?nF|3xIFO{DM5*dd|_4NBeo{5DW5PQ(|x=o!5WLCN(`;
zB3oR|$q;waeTC=X*3o@M>@nZd9Nh1126;Tfr$(@cMsUs7^)maU#%O#h*ouwX@3}T7
z+m~14Fd9uIQycnb1nIu&x~fi~^`Hm3$oGXmEc2D7-10UIbcCKp;1qNHoEnlzx?aCo
zA4|3Gt&VQ+w?8JLd;iDZ%V>X*68#tl5+J7)m<wYZEfty&V~F>%F#RRmexv(HAA_a?
z^C+Gw-ol_qWxapYk2gQ~`KRCL)+IFt!a;M1qZ3CrgidwQ07+BU7;949nH`LCDiW$L
z#%1Oiq;dv!nc{C>>R+JCtrh)3)s&qE5uds>)8E{E$mI~tR8!yTd6<7?j^@57<^0X9
zUZlB!YCV^}>ZPB@Rd3QfgH%lMzg{}i1D$(173Pjg$DF>dib9TNAADAvvLX>S0IQ+p
zxUFJLUeYHUK#B<%YN!gZzMl7&Z%eWR-L&Yd)q$L#!Hj-|M<%lLUXl5?A%0n$YPw@g
z=Z_i1C)ae!eTIL?jBS4%9eGYF>3NQtmn%|ECczO0{x-x_chnd(_z=9373=bt=a1-r
zyz@rI3_#;_T%G`EBo@5^pi?2;nhJnMO?M;sX8<}CM{jEYIu%Yl{{hgV4o@I7e=kwq
z(ol&Ai%v`QxQwsFnafP<GSwQ0Mr~*eDctI&2pdjvN8PQazbSwJ1VpFe4G^WmWuE#8
zh)yN-V(ASKE&8grU>;Y!S@R51F-0~IrQ^5ze5(qKhmf!ZMXUMR(LU3S03?+KUa^l=
z3FxBoyZ5m|&L>S3WiF1>a95lAUPfPSLPxyYKz8M5sUv!Yo{b#U4)0}^D>OUr4DX6F
z4s=XQjlFf>GVXutwUCcOk(_@nAbir*v{FU00%hekpOav_CAX~HbqcvjHoQ;K@8P!>
zrVed=<tybznd37jPv><ew&RYftl45@Yj-d*6+SCzqjkF&nTod<nF<SxZ2dDvp1)TB
zG&fX%)wR<K*yiz75IE1oE>nHN$X4%QWGdWZWUF>DG8KPsF|t+5Jk>KsrjmNG)D|PJ
zebrl_cQA6EK`N%m$H+FPrZ%ZKdZk*la%a|s)7MFN=Bkf^NYt<v)<9sJXH2S~KI;5D
z5S|#(-6m8lG{(U(ODVxR8<2JPhk2S04(g*TQa=i?L>hhhaOIvF;se@oaXVr`ocd4f
zPT6n?#GZc|5N~$OG9{0M?+L+QNyGV;F(B3IKA|_Sx9H8A9rQ+p8}#Pwo{4=b-k8{<
zcNx)m_l(@Aq=H1bfeJpYomEgPkE;S@c?Ncw;uC7~Y6rDZ;TE;IanHm)6>m|S8}l6L
zrzh0r#u~Nd2FmqZ`>K~-?Vz?igH%kBkJ@}rj%|M*hjbiB)CovTER}oEXn@s$EGkpg
zfM^bS*1no9a-==Us>o&48uF%#GlxUn1uH<0!z$%D$QztC<vAV@W0ybe24l<RexX-D
z(vA-uzok33I46Vr@O*n*UNg94P2fC%04*h0Q6|r!$nqG1uhpDO{47@@VPeV>zggO)
z219=fYaYIIME)RAT3wQ<#L@3L&+(q{kgJB}A?*F4B|lAaZ|`h<jz?a>zgiL`$&p66
zSacvxT&Wi#FRuu3lxNd}3XF5%&pg5Zy+t3sZFb@dywDn8@2R_Pqv7~B!-!XTsugke
zzlKC49fMTmc~is>saE0TE^rL<u=4}jz`}n()4iIbQN-!t;BD*oJbOcS!;VjX;g{a!
zDa_<*0z~EHQHF49<<^*!l)qfWKN;nR$GX(Cy(!9*<6B-T?n;lzigKttXHXyV=x&qW
zPEaI<IJYvxH}&r3rBo?1z%;+0-6ehO6<Ier2I71`H+*KIGC7=)C-)MkZ^U>FK|g<<
zevkL=nVh!6#3j(%O)h$})~b5FR`4E2vP*Jl`H2^MCu3wJR$PC0<^M-X_TBFtv4&?}
z<SYbQx-NL+w4>MZXM)@xGabh3CNB9*@z){6Uq^UwL89NDx099qsX}Gqln)JQp$-V|
zA<UslQ=XW6f|M2R$P&y1<A-RSP4|B`oG8IeUDviJm~nZ;(gZWXYZ8OUrx9=y%-mt3
zH_eJbxf`iC6)S#Cprauc@*DZg(OHL7w?Ugx1=^Y-ma{<_$4mKjPMO;P6tA#tVqgMg
z8S(C(d<GmkoWaaFENt15J65iN?Uy^HV-P0Rv&hl2Tnc~_lndf4Rp3d_D<pq{G$6%(
z&#lRqy&-oByyy^(!fU{Jov60A!X@cvL+q%z<R!Bb$A$8AojpaYj?N8L`ikHRx0wU0
zH4n1I{PIJ`jH?~JlX>Lfm7dqaeaN+L4lD^?-Hs}aj`r++md%E@6gp<d>zJxoeyHWI
zu9n0%6y%!c+{MEn{WA9Ud=`K7k_=;Vzgp;qCwJzCTX;?r`AXi=ZwuHu`q0b4Eu0`C
zqjHGX@P-$H0X)BRp3RdJJj8o~7eiICo>x8(Y;Z-Rl0PBQ$E9vmKf+597lalyysvOY
zpoKhmUF_e~p!_=LrooCJdeg+O4QX62c)|<njjL-AJV$~T!{;B<BMN^rwsXljN~gV^
zZ=8s=Har=mf(?+u!Tgi2BulYEIj%r!mynE8QVS1(U>_<dyu){3#UVmWPiB@^f5VA`
zIy|{i7p94m2W-4jisdek(6RvDsPeM{*p~<%E@;OTKYlKMU+RJ|#n*DmzS^6w!AV}M
zSH$y>8=~b#Hu1x39VdVI8AkFh0|>hs)GJ@cD-7ze4|yKzb2?zpS&|0C*3l8}iibkP
zK6M>qBYN5kp^6JaJeFaj3W2!5OSL)9RA8o%XB)<VA6k_Wd_U@ghy6@Cw7J4P5o_K)
zQ);|PN{x>A;02F6*a>V4CcXJt3cBAmX$Zyv9kX+A%mpVol{|k^uz>(V(tm-X>56>)
z9Rp3ziWQFKlPZP|9rHLffWLlFt^tzD**fc(RJlat{9gX%Jn9_3k{~z1%RTN`?6xv1
zL)B)-ge<K}IUfFUIko#0PGk+fVo)O}_J6_{4=NXtMzG%#?jJsqRvygK@d>8}KO=NV
zsuYmczs~hI7cYPJT23_|FyjLg|MW{3^3H$;FWS4rybWII;#UUVG#nXIAD0&~YR|IJ
zWNWMs&M@4>cutWl%PJ0bDlfSzal1G;qGJX*EZ(u~f#;4PCc0k*_$q|vFi`wxmlzab
zp-@gt#1{m^C2=g|rvmRy6nOHc<mPvIOhJR$NdBDQxzm3xf6Vsed)q%`#s&3t#!;3I
zuPf$JMeY}@P<;axE=e6DznkK$!VRAI?>P%irQ#8LmSK(5o7(qSQ5HPIpFG?UB0rW@
z{#>8~OJ8y}HxAtMAOK$}KS&@4MmEeJ=%+waJ|+)XBPG=@HN>;afgb`)@@ItP4=!*M
z(P%vmkN1C%)~%GKq0z=u%fUR_2%<DJbzOg$hQ^`~OLjqN8X8)(AtwDa0&W@_?ZdDc
zegno6>#^*@6-fT01I6(ag9jMB5iCdiFTA>NK>ZJw+ISlI{h_q>qiO<ewt8e;k{;E%
z?un!Nwe_eH0w0n|Pb1(SRWq6)s7Jn~;;i=b3zL5<d>hcL2djDooc$DlUsV7`8kdg2
zaUBhCc&E;xJ?4Xm=g{7{(7ftVN$(hH1YV$BrR(men(v>Ckb{hgm%1h%<ue?i7QBc<
zl{H;^M!zMjM9QD69!3?O2Eb)cHVom8LyNj{=4594p{Nf}cZos4;6Y=BVe*_M5x`=D
zbVYwlyICF~OjpyZvkk|psCeR3h1OH0tsS0c&W7hUW$~gsRu|xNlWC+2F(vgXr{~9l
z=a#_fGxZUob4Sc{v`vS!u6yE~#@2Ic!t#`G!$~#K4a`#t!7)}VupTJoVXgzS5p%1p
zq3OCX33K<Yrj3Zqovy1cJKel*mgvhYSC)UPkK~D`*E%N^2Ho*3_jjs(s51^m(~WZ*
zC1xDF(b1K>%FiE&aJbR#>`J0$r+GZ>N}R6s^sxByA(**_u`Z28A3BdplVn0uTt93c
z&fd(=n@J5dpY&y(%Xxk7YF>aaB%ekXH#uM9;6@_y8%xoqe3?ES<1lU<7l}GsN9BJz
z)cJWxiyS}~i`Hwy0k%WR3_#Ho#=SS`p1a8Mfu`+EDU2KOivYJCqu<c^K&RW#F7Bw>
zpXaUT!3G;mD8+`K=9Xg6!S99sZASZTt}zh~V;OstK;I23g=);Fnigs_(QLicwi^y>
zpf$&RFI@z$mECwIY$x7xem3`^N8*3QjHcj~iKr#Ce|X~H6fV^2xeIh%t7+R%(4=G1
z>c$lZ$DI9p2K^+D>gZ#67W1k^t&H`X<FG?|e>ofik?@tzFJpjI9*zMI4pDi0!eAfy
zAU$)EMe1>MnNmrFzJbnh9~n97<h&^phK9qnBy2jk%zM}U%y7liZQaSfv%`NF;RiUK
z3l`w$lu33tU;N<RnCvE_%$D<K{$mKKCGEzI+H5;4+{q$=7-PrqlBIC7#eud~>#S}z
zF<({dNm|%QKU)HZ$Ps2hnDIh-ix}yAO6ZW<lsspjdh^l4rM0?te%o0oDR0;Ymu|YI
zhNde!=By$=n|Yx^GAh{(SA2ho2xzBPz0uO5&7z4hTB)?r^KDN&zHW#*U?Px}jGHSB
zJBNKhGN1LXPMNWsAmdWenh>*_bOGg(ZAJB+if(vbXqk*|#=$<seA<?qnKTLGj_kJ6
z^HOo`Tjwp?NFne8Lp!<c+v~f;lB&+PqWMn6<&~6j)H!z5(DjRPCy{@{Mg&Tk?8Ri0
z+bG`!NcKqBc@esdmQLIAO_TE$n~&~BqC*!7_OX~gHa87k57-B4N<Kk&o3Stt`EZsO
z^f<a;Hl7>DRCeW_LWQqQ!@SuvSix1TD*D5#YS9OVPsX<Ipzeq;*1a?Cst&}ale14X
zpM;A2nzMp?t;Hav^X7jn{I?eiTw8>4O#`Y$Dy0VT<oof`jEaOl73u}ztSJ$wc>|Yf
z!b3l%A)f)7rr^+*6?Hp*V%Rx$c%vHP_)uvUfR4eRh@H=GXqBUWxBMxX!Dn=_9)JbV
zN2kNcL40yaMvmWnVQQqg#*HoIrH!+MhO)UrbVIB)*$1fkj@W<6R5Rx5DY+zd&Es1F
zSp&ldYTG%nhNq*!xFVL=!sbXZn1UsyFcDoj4SVo~CFmRSg<uXZM8y}D7R}-WH91Xe
z<Fe(%{LSx!Q3NJ4`CTT;5ooACmA7fBD3ocmU)hyQ5}~H58QZxA!+N#toGxR%UL20$
z^z5)&4*1<Nj5vQzLwoSQb@!3#08i&5vKUVd2LE(6IV>jV6PJl-(jq+2UDEEpK^)#v
zR$NXdG*hOA8)K6mOvYJ~TVs>IlZ3h=gNr<?4ovneqdTM2c&z`#+Dy5T2wTUHO{+m;
z3hzHMVvchc1cK>OZiMq~-`J`Pja~0bxeRTU==ageq9cEW1|(+#*p4nWRQlsfIFtEB
zMn~&`HxE^i8vUUu6j}EBIWC~H0bK#moxoinVgQ#Zt0{sT$56o0<s|~8h-&Kgjlg3?
zjt<zojkfN<7$V0l{LO=ga!`(~Pl!T@={xQMZ8kiaix%+cVy{x2l#ate!D}I2Liy2z
zq!E%Qc!z%>n|f`I@X2Z~Us&i(gN7>ig%Y!bgXuBu_6oLNn+A%_;0*{HG7*l)lVmGi
z^qrv*>)EJTtZ#QabQoxCB<AlVSY%uIu)zZQ&g39_lIG25H*EJs|I|n$Fk)4bk7-q=
zH%h-gt<J<URZ?B^geuA9@d^avph*6jz4t|eanOHiup7M{LomMkt|U`yZ0H`)258F>
zK>rLbl7|a8E}7lsED_4xh{uUVI@t9EoSi`?W<`B;M~Zr>0e5N9jx%*rqqSyFfZWhS
z=qDledg$nVh@Bgt?`KXsMhi(T?L-puXD)X<#jcO?iJ)~qbo`e%Udla45qrclgzI~J
zQzn0-WA>j~Pj`dWVDTF=$$P^ANMZpMMw>w7dCGsCH73lg830<P>=F^3*b2G4>)VaE
ztuF;5-*SA#QH>)-(GJz?=T*<)6r*3^(Xs$6f0i`(*-vw=D6~#0yBeZLEwN5kHB~#L
zY_YW%Gl`_JUNVk>(yDs6Vk%?uJW_PdD29KI?*%|24!uGZkeCit4G;>+1FYmWS+P+D
z>&jmi_>XCrQQ;Hhz6f$9Dro6>7AvzGPGPt3#(o^Tqj>qVa7<!tFWU^g0tiSV`x!Ml
zhC}vL>2<u7*ktr(TIGEHjWN;gJvhoXcfezg0-WUbM7T_1qTMkLy3vBhxO^*cz5su1
z;0qu(x8TKs{HnpG1EsKzI0%twWU7;!zvTMLo^(gvlvtD5&l-*gB~}K=SHv9$-#o7E
ziaxtphCfO^06D1o7)d7ZQXw}VDST(zPYf;9r~TvwGIh9sZi#_}n=R!TaI?jZGY2P@
zAvrJSqnGw?ZE*?YH#!-s&)Au<!}NcFF8jq5NN&j#vW}XgvP)?&k2JsK1rr9L5doTA
zuZa+eqR`5kwq0d6=J85Yb~@Y5*RDAlJ3S6fEB!d6u6GWBwM7`G+|wTc+TUQZE_q0S
zINp=tbw_Kw#7?YB#tOO7R5Wk6YfK}c!xHIdyeN-AS<{_JB=A$q4Y6s7e_MY$XWWr_
znOAy}+3z!3LE2KtGGWp%)Dl#l{aNwc51BMf?C#f3K_^$Y^>VwE>pwaw2jpr=Gz$ob
zxvtO!E`4>OQ|^xZhQ<Ya(&TE%3;aaIktp)>%oP=5_!JdSiHc+PRlLR;(Jju0?FeU5
zZ%4Sb#fJFWBdPGk2}Qp`+a!PSnu%$Jwy81Cda^4(O<oWITi0CNtn!Hl*%gHOb;h(r
z1+RVZ5$r-omLvqUg(02_y+Sur9=ayBMfM|YFcMAb7|~#efkdx?ElM*ZO9MB=F<ci|
z{W|(G$o*q3u(Z6a!(`n0h52=KV}e)j)2Zc^oLW{cY^H&1Uws#(Bu9Upf6sa{I%vj*
z6VqTKTdT)UWP1kLTDt_)!!TNLfIK=k-@k(6ArI~4;#zACGcgHq?b@Q96SSB?5k_@p
z=M966gR(ep%=es(HcT(J?5!C;Z_K-kT6o(~4j2LXEl=bryhR=}*)VlZ#D>#@_Rq)l
zGh*YCh>bgDV(_J&s<(e`k`DwfVh1L;8{M?LS9p58OKndF;Xr-{t)5x6je%&+N_f{i
zw%(~wyw(n>OM~N`)aP~ylRmn~3p{#DG2?@{jJ?VeGOwDqW~(~k$|d15xc!`55_51n
zw)!C2B~?aX1)B7UG9>u$#g(Xfiz`cuCO>MYjR|4PXaty99%p8Zr2=uLf9wwf!_Lug
zkKB`YmIO*&;<f6ZmA&bS9uw1&7IQr;pTYuLSb!E9wy>}=iwksgKc+*^$072ssk-jx
zIUsg56Nj&L%<S4IATe&<iZVVicB^8(dRUjr|CRpyKbhO3dY1u?2NRbwV+1FEHaRge
zK0Y9GbaG{3Z3=jt?Oofh+(>eK*H`qjf#tI9MZhp1osst0h5&zny&k~88u0l40au?U
z`&2bgh#AFfcI%8*yMx)L$hucWWkyDt(^&re#gu<!Z%_a6k5B*m$;DIoZ?Nu^;xy!#
z%yjzW@1OqtpHBZ%o(?IDF68uo`r`Hflo$SD+!##xCFb*Y%<25+-~M*G{L3G|fBNg+
z#?$Zr_h~$t>_RvhKb~wlfBC;Yo&Wvvt99o3t4n77)!A_Ub(r#L`Cs{b{eMd#d%wP}
z_W503+O+=S`PcOq&%ZYHP2QZ|{&B8y`%5XKu1h=@TU9XI`o}oMrG+Pdo7e5L%U_&-
zEN@pozLoR#_FIpc<*zMo-u?tiefzEMftxD7cHzy-mkzwCUHcc`dcUa(`da<s`A_NX
z%fFOP{__3PU%!>V=!Y1l@}GSAeje}Z0x-#kbo%~}PyalQ*8j`t`+t9$1{=#1H@Q6i
z{-3AvV05n!+>pm)@-$t4ANa4Y57Lmz+abEQ2l@3u9;}_RO>b|6m-!9nt#>I2%JB22
zjCWHo{_Ruo^+7C)z(+Hgw+C*1V~TMq<!sl=$GKLc9sO8+DZTz4$_w5E6Sr#{>|8`P
zF^2K2wtjkj;D^bL$yX0>!%?MR5s7U#Zbq0JKIJKA=LG|cIvsw0if>0)3NIh>qjQ^G
z<zMFZ#WM4~uZjq$tKb{o&;#@aoID+C0G3g&fze4u7S;+42mTaVfc^^_C%BgDNfPs(
zsoTsRKLv8?%HA-jfqdccQ}vuS_1;=f23vPKECUS`zv(v1pe`IvAKbvta|5T4at?xJ
z5H4>RGq{jUs#Xqv>=QWM;T+{x4xaASfTSsrd%mmtM7CL$Z|x~u)QQ=e?TOV)#gGN_
zr#T;Ocza;XQr&_{E*N~H9Sx2#Nl@LM8OL`o94XlEuzTS&K_?^zOP2><ze}KEiZfKi
z2NGKCc(lIFZ7I{*MDu<Rx7*pYoS$}_VvgHyz{4BX$}Agypvz?jR<#<JPo>G`l&oM5
z!Ro?Jgpdgy-VhmyHgZvy@JE<t%jx4KjF+YBhH^Rg*+?)f{1$%?z@<YB1P@9$hUf&v
zEv)-@sy5ROh`@t99yP(!;ukEug@ydB0`Ddejl-D;!78*6z(Y?DFDlMNTn54|P2t%H
zFdhc>a2bey5SuliR%KTfyn&z`e=n37N9s<5wfX@tgDu>+W6B^<nG?Mb2=@!TS<t69
zegM}3EF3nFK8t0mr?!gWG7v(*(~-u+vg5OXC+Jhn?ZsvRT(k>l3enpf+&#L)IrJ%X
zi13%+j#)xOYdEPD&0o!f7^;?|UAf~nDI42*)6z75Z14-D-WtLbx5rl1*dwvG$k3D`
zT>ScZeh^*hQJ(~Tas&k0cWDc?=^s`X&e3~a+G-dgyR<dffxqj}78*RQ>sy7)3WVM;
z<9v7~6UXR-pyi@Xu0dwd-n-HAO*9pq9|{)Exj|L#>+<$s>~tDJK6|;#DR_1vx4-=H
z`={uCrXkyG-0L^u$%gWG!s0XCD!+brDIeN>@PjLQWWBGYr_T+!sevDb{g=ieIq%y3
zo6k@YmOUSsm$%xzHri^tgL^G>lp$XneJ&}YUp(<)%R82~o@<SF<#rrD`)nv8uj$vz
zVRB~F7+*fO17aUxwR;{DXALwTYvSxUE#Yl{o<_Nv$o~K^t7xx;)<+&~`QO-DVIw14
zQvBUb;<!BCAbS8NSG1pWT#`BtBV<v-mQ45nqWBH}B;jJ-d2rYM?X8=p3}%)0W|*bO
zk*e2p1A){yZqI4DdZ^h|=9L*G`#$eRhNd~#xyY{5<F$lvAD)G91LB>j_<BN*R7dH5
zcd{QhXZIs78;T9o#B0r<`vh(q4W8j41@edEYQc#Gdl4_Ha6o-&pWE{wHs>-~xX3Wr
z;ege{8i!ntcn}K-WfEd;!+*p6SDq}G2$U7<jIzEi2hXh~1W&pzbL(R{UEC-D8&Ap~
z=PzNX9e6k6&(B@FS=sSoFLP@etTR=AyY0)o*v8U0?*$PpJN<*ubS`4pX`bmk9UIzC
z`EUiE8b(t(>%whm?jEEeL%lN75ZrosLSQo@b?Lvr$rFH+4;l7RcY6qu-A@smz^Mp5
zpdFs)dZWos03+eV5_u6CX!P~v+QQ(?G}(7YeJ>>CF<!mFkJa%xTYzNvtJH0O4kHco
zS?puVc@+4rI!qg)l~@BBMOPaiU&>c^=f+Xn_wK|CZhUhhUT|#};{%6j>fJ9B8{_$;
zK?u+C?eSt9Vc%19+w*Q$*ozRc>4nNF&UYRM-0P+#0?ItN-Fc@$P@};In#45Tl?Vd>
zMA!6vkpVDRqJt2)cbjR7e~}}9plHU0!o?nk9bs>@zf@0WLI~9NnUi=w-{Iug4;j&@
z2&WVSc<Xk!oF%iGH($Um5e0#_r-dF9U0AK!LAH}`C}Jh=WcG=Gizdi}s}1t8X*1W(
z5Ub|+7MUqzAP=4t5dDb=6QUTw9~>3*IW=Bzh%bF&z0U$tQO#f(r+VFgqN4)75iO{d
zySC6|JH~nsplMUG+gXE8HVg|g;9{qRegFA7T+Ws`x$8KFDo&bQ>=!U6c=D24>N_Uu
z@~&_r-rdIAa67g@J}eiygcRZ2PZmtdJ2OSvUHokie##x~YJ5ui5T-EmxSJ2p<_Q>j
zPBnN=;vEjQqu#GnggJzNfnDB(atKVX!A;SPr#!eMjO%J%y`F65dLFV-T4kMG<E-Ak
z2M?YOtMhXPUny=|da)XslwIh05s4Hw?hiUHD*QG#FsA}lk^l(sjxD?|i^vNiDpI#+
zUj|HlUYPUyBt;r9AiGb?SjKd)nkKNIubaHwD?f)in9Td+2kvEm8>BZB#jTV_<Q=vL
zy`2Wep7Jo^Ue*dx%dxcrk1cX!;{_tS{x<3${FI|bv+o4GWg?~@1$wKp|7dYPUMaQ1
z=AoyAvA44tlbWcrL|(#s&E6)i5VnJ!y&dN*zcVq$#JHprcqj$=2+}#fqwr_0;wk;n
ziEj8(%oAjvGLV9Q*F#a{Xmv2L__zVRtrtU5bW+HuP51Km@n_4O=I%~01kp{o5gw*z
z$q}~=O|rvJEVS0L(`cbJ40CwtMCcIb<z6AB9#$7}NklVF7BE`RI3G#&Qaey^Jkb6M
z-QJ9x*qO*PBfp2*vW`H0AKx5#0Jhy3pL8z|uc9rKH?;GA224HCTuoJU7|*0=R)w%-
zA1|X3+k$yDXsz}Rybq)CcpT7S+0@fk<^%8f&XS?RIyj(XQ{*K{6lI$EoLn6+>wq8t
zMH?4ROa)g6T+s0D3A^Ng%Nzz~_o1=LGFjnn-x4?%0m(EjYPLOQbG^(|M`%GP`eQJw
zp6)B&&4`(Qjqp?aDSZI?qa$=M>{U#-q3G78gMIe7=3JB<l6tPWClzFZWzaDZirh(T
z*yQzhE|bBG1%7!KYl#N9CBiGhzS!`09JQOLj(4UxcQ_UL(%>QGSK;~c4Nir=eRqcn
z{gqZl^BbcbrZL{sK&nFTV*&3uwJ+c6>M3$_xwrs-AQxl7d-vF0F^c5*Iq+an&nvw-
zm?4#Yb2XaWVhGs|sb?irFYZ_dpL>@<9LpA!`W8Vf05yi&CB&$wB)_C$fYZ0*ZqJ80
z;z`$0h+=#LZ#&VWFL#(iSvBAe^=o=R(bR!?eqoFQ$hb`$az_~l$O<chUf#&mLv(y(
zY(YnV;PL^IY%-5hZ5`HZ`O>>`ySQE~x6DtwPcX5Aae^b7dD@~3_BM)lkCcdk?dWin
zO2Y12U13@xuXYJUQ%i&rIqy?+n|ww-E{Ik+>u~cOVJ+hol_757MP)ini-!c~DQbW4
zJ2u2@kF+{stb@k(kYK{PaFGL<7iYz8N%X0IU+hQ)hnk}NgC<p$<^uOz`t>5gcHWPY
z1;)2KWl-(Nj3&ubC6nk=B=*^F%i&ojuaA59xOm2)1A3>9P%R&Pq>hjb%Vn#diHnzn
z<6+@r$&QaqiO|X`Ih1FlxdqbxBVJ15&#T#RM65}(Ynf_E@p!m{x`@c$`{G$Xqz27@
z5xQLV(!go3G5H+h`$OB95NI(&86<7gule9c+G>R@tBMJLG!0<Tro)Fx@bF}ddPeX#
z;0aQvmTD|Ys<v)E5(M@yG@**lNEw~e%K=y(%@zQ|XBZuf+L3ZgF<1H#<~N>B!5`~T
zcLPco9br)7&oG*5ZpL{8%L`>V?RIs4J7Sq>L$D^TP%#hnQ@WOTbDiQ8#WH+mITA(}
zjIF+9=fh$w8)(R(D!yTb)Hi0VLno2}XijN<W<gu5Vo;JEN%05BMYJdHES>%ov`=>!
zx}ZOij)%aQVpo)`F!F%UchAQ&-%F{C*=S^N%8m=1!qUmS*HVIh8?Ql!qI1W8BGp7Y
z{0V+U?uDJU*TYrOG&S7y1k2j`PH_)DJHl6`X}jv>dI-tA&P@dkUud%DxG!HOo|xd<
zzP#*Qjk6;f$zajhLwK{Zxn62n9<j@3kai*TzqRsN<$@K1vv@gO9#-<#4?V3YT8>Ij
zb74!EjS=^RI#s+g2TETms_Gnn5X~ubm7PO`w#(oLif0i80wB6Yue?Kfg%8QmQ%zH}
zq(H9APC*7Q!P2UN40LB5Vu^#Eba=DmLxpL-CcmsY^c3~>rVe5U596V?LzJzsabNQ8
zGQE6Oc*BCcAl@$pZ5+I=%|o>S6%Ru_g)T)YNyXdNPAwx*RxX)wP^4FXvNJuBC<tBi
z^iouo;q?(a0Na)ry9|GY%>))5Om00g_3`GIJ6X;YeO%9g5QOF!6V2e~c<plBa^{%!
z<^0^{nCqQ~HOG`XUG){-TDe6}S{8TdrSkgutJ7+2Pvb%+HSxMvn5k@T_V#mOh(6fS
zR=#EamAP|5S&}yR^!8wXp-7e+PU(SltW7DTpm{f?%2IT>x*I##6kWEfHCf(?Q!Gn=
zbv~}kpAYBqijBq_w<1ZMiwUWmKdU{gYzn2pqgyL?otMUxCL<{yy@A^@?_$$XR-bn{
z3tqvUiOZh{c^t~ztM9|}k@rsPaU)TU+n)4ms`}-X;8!kyJcP1;jis={c<)V^mwDSS
z7lGi`JJ~zM|KMX`nHIsOw2CBN7c!5E=*XS?60e8-?5h5%hicvOxR{Qf=Y>-F=;sa*
zEm*i7n;L!TP7<d3A^~K#`0@R#tfEN8JL^`(vvq)IZAXIg=VWL+CmH@ZZ~eUg?SPOQ
zY_k?o9co)dhXyQvt+tA3+{p6QVF}%5<EkwV9TA;0UHXtNLE~{CQCx<}qJ4_Y0DK4^
zuhYP98;X)!FZ0F1&vInj;NXbNLHA0L*wEY_nj(=ERn?3DZDvV~62A`g(kObH_zXcj
ziyIZL82$g)M2P&Sc<_FJ2*x3yZ+g6IK4Sn*<-`D}Kv%zm-hEPse@(X|hmXvj(1h~S
z_5@9L8oW%w2dEvg<GI1MdWjE2_e+`D1je0wIxILIUkHSkm%u*Ek)bV5`lKl)whj{I
z_?s{72I}DTLE)Yw0?8g4*vH#!;T%;I^H-E9?YR1i%BU%gO*o#+{KP|zeW~b=Hdx)u
zxGp0m+({i)rrxlVf0XXmzAgelZyiV~lovRJig7a#o$OO%*(toqr%d9lt-I2a+)sy<
zCsXmZw+`qjGD|_yWMf>EbHj6~(WX&O(KOW|{4yJ}#_}W@Ya~+mI5tL)zM`qos#vRi
zq~nLiR?sv|nLCy~DG%u?S@@PgLUMOHDenb#-pR(J;&{Cif0LlG4=LghMGM~ng7?@>
zgz!|Ol@fi}?!=!=0<D8h0K*Y@ZoqG7Jdojt&t|D<8G|+`zHqGfKquhs@PzLR$P~2@
zt7ga@ta&uoIKKn(`|;*1+J>MRWB8m&h4_0WAH+@btUCZdj{l>DNB9k1Q)1&+vZIg0
zV3py{1B`4Rf7Il`<Q;sc?flH*cUWwagoV&*Iy`FX*iP;Qp&KlRAe$zTta~?R37Ue=
zWnLmxF$<E&f!*NVjqOB+@!S%<gk6&mXF>0vV)}8t6A9C!cp(5959`?j6(b21MPsp!
zE}v2oo(OkJbLS=d<wJvF_E7;v{43eAX`&H$1%5p#f1-{9T2Zn4kZ^>Zx}qYBXUC}1
zx9&qOM^Jv24zj^+FgmSb$ESFGR9FVTTZ$wAj3_4pWZm&eder40Wx%L(ey{PX=SHQd
znhlR)z1)JTX~X$K6#GOEo*aTg4seOSe4EQK1*-Z<qW)SpFjh%}F;fO^{T=t~1Jty6
zfb!c2e|nL3?fhxh?dHbp-8f{MjcYb&_jP$&B5&ed9O5{Yd++%h`DDuwN!3l-cbD?b
zGBaHsjj7a4@PjJ}npGb0(GJP^n;Q60*ncq%!JLt7{kCRWrR7tllgdpxi--O}><>Df
z3hx%_p%ooLiRS(H2nQXJB1BWrm_HWyk=mLke=-c3Vt<6IqG3rd>Cnz2Sw?K<Q)enh
z0VsNZ_@EcwH`~FUXQfbNKA~oRsKW+irf9t=ha*yKb)=)fA@c`h9eSugmG@Nf)*xf&
zTDj!C9VOX@MVGqgx%1!_esr2-2MvNxF%3PP{OW|C+LZ}O7)+`jHNZqCK|eC=MA@yi
zf3DVz7UK``moZ@xu)I|5oI|Z#z9P#0S|4IxFFiI5IT~M@dJkmwP^J=pN7B>4cuuu6
zP3*_Z!ah)WWH*PXNykldh@MkFy@TqZmrkRDiw?yx`1!NJK4xU8F;yEjL@$_05%=Cp
zgHR;)C2NNfZDj`s9k<FAiovgvJ3?DHf3(jldW?^_%x&ysGH6ubiMna3!&nJT2r!Q{
zU-$<h5#5WITo;bBTSJs}M4+W&HmXOuD-`*Nv_99)<q^W3JBVf<K2(zAq1ky305cu3
zXtWOB5$T|Cnsq4Y2MxFCW*ecSJ6JOmOz`R~H!hs=;F8eK-M+e<^ybPdXT8?Je~sr_
z-F#2e@4O6sh~DNZ`GBU;9xnF|Yd-Bp))b9}!F6=P!6t@SR9)JOyrm~3gR8-9<}^RT
zm3qX{rx`MFKv+hH5D>I4@@iZMcp8u3M<|9y9FUS&Gi-_%uFw<}6CL6EG6QHzbI=ma
z(7M34ytx`W_x_3S6PQCg@PWutf6}Z2cva_fq$=92)ph;}&!nA~?O4wEkgd(zrQ=i$
zd=SEh)pHYs6l6FAA9HTN2*+Fv=?s-;R31FVTy5WV{mj*u-a9}X$H6amfNKq;%+)xS
z(VBU$Z*L!>siBCLX(Je))jGV$I`kD4rzL}iCdr!)7siwhy~A>+e*Qj%e;3$SiX4H*
zYJMpyyzn>R9^Ni3*6>ii;FD&#Iso4vtpWLG(@fEf!R0+UbbR&4x8Cy_By_%bo<G2s
zp(t3~k#M9p?S>3BP1mdxbiyUYwAM1;o~%}SpyH7Igcm&PP;llC=|?IbcSQBTI|rK8
zuzR1=UxUpRJR2QeUG$XOe~wmmm3d*i-7?Ij4NhuV=%k1hh?8mYL%2^Zw6V_dYN2qX
z_zO8)AUr^z8J`{P5Rv^G%3cQ-3Z5-8C$9{E!4MD8J|oJ^bx5>`q8y>f*5CB*2HQh~
z<*XSOET`wHf2aZ-AJfDebq;V({$yz+a3?~n!3%EiQ8G{CKx>u<e;>;)@~k=0)sVN(
zU@sl-jDr;NU+&b8>Q2=J%BWWG0>&p!iWU`)=)AlfAs!FBIwie0jUt0Roe`EtMj|}i
zMwcAttkwvT=2Mtq2#anTOsH=8=n|^i5CxnhzZcw4MC_M+J}N%NYDcUHbYXAcvdykH
zqZ@qouf*bN3^-nce;KF2#&9;vm5;cQA~v)yUu%E~3;{j3HkoBM7#9XNjki^hQX7mP
z2U8}+O&=b?ZQxzNc)Iediw|*zrkXEvtztn#ZWJ`|!H(&NCdYur@D4pE<iXpUSwUo@
z*SwnV^Ww{dY#wQlmf4+~P%x3?@V;1{dr7*>!p%O4w$JnMf24NWwna8L5dpiyb+A(^
zOqK|mNTq9i-m*<TC;dm!2dwGj<_(8@Tr{i|A4tPXmmB~?9_nU(ECo+wyRY}Zo#alL
z6q}v^6rWAD!)id|fDUSbpS#`06w1A7&%EMgIwby@mSd>sun~z#iPFq=GdQIp+^NjW
zY%VuuKb?Fzf2rgu+|A3&A!)zOJzN&LiH4;F>?32rjx^T;pN^Tf<!(C7mX&KOd8h~N
zVLZXzepx=1$7rm{+p`!3Fzf_@_mbXzDC12Z?Z|*;Ok1|oC!H%;ZvK&HR*#9}p;6v+
zb}?SPfDUl#utm{`xg(jdVx0BU2srH&Qsc!J`N&f~e{i|?YW_}_KvQwY8CFksQ8GQ=
zcP(>D%5u8tW%%U#{dodS`22UG1ZLQ?dqAK`eX$xRiQgPvtnf97zds$&C73eFTNz=L
z3!zP8bNor+SBEu-)ezwg9E$2NJP8p)4L(>L+Q;AkvYpF&V1Kq5+M(Ot?3km3Sa&bZ
z?R^CTe>e9gXJ3=oy-F^;?NJ=H!<`ehP2+3AF`E;`>}cPO{lt!I)=$<1Q*LR)IHyZ{
ztAUi);i4JRbdmgcdt1?0$Ls8Om?U_ba)-Byhq6al{6*q5GUah-zd0h)+b@kXxeWpG
zDtHNDxRuk=)cW>&5ioUQ*bH?3=-E%6(-V5be~dLJV+SAC1L&7X^;xzy4dqT1OA~J^
zm4;wV@-?6f^MjnrZtLEm!R7MV^R&5Xcsd(5L#VXBuat7@e4eT@%<_gQfVK4e+k@Y3
zXX&ba!Jf%}7t-WgJFf$LTh!bEWzmH^`LtpMr@>Fgtz%DDzh9eQMlnvSu`2Vy`SSZa
zf9K0>m9A%4nTe&pR@>IPO3RcROB1F_0Sy+hoZhAkZ_cqYoXz82rk0sfSP}Z-5WFp;
z_zp6?ZMT^#8(p$7S1){?zm%eh;l1nDs<tol8)s!@yJl{$J0yd$J9-MeG0*DKQIkz}
z9RR%^aQFu5b6obdh#1W1R)JmXhU503f7;?cgm0vI-j?m6tfuWLMb8}cp=C=ddtup%
ztCGQ*gd-u?KSM0P%-c(Ht$}7Lw}N!m$6n9SWJc@4YRuo+U%zcup}a9%x43H^;8qUn
zfGdZ#ay*S-84es5*OS$k8I|9g7Pp1tGM4k+WFM?wIc<N`mp-{+vgY+NR*mO!L?nkY
z)f!xrKy&Z|*qj48U~85!BfM-zG59IF6$^WPyf250Er_RF5T}(#Ze1;0$o0-;t()TN
z=23?DU(28W2Ppn|iI)M62NRckfCMOiF)}hfJ|J^+a%Ev{3V59DU0ILhIC6fkUy;uS
zR?GVU3<ERWJ^O5<0snyUdJSXNfY<*YFqOJUNna|0Vkxt#8)MJbNGUQ%2ID^DO{9PR
zB-6iwQMcd!{`S9b+TGIsS*35@#V)uY-R&QLef#%+y8Taj+j%Rr4gUV&{2%FmgFi_f
zl<b@`{V?*@|MPEuxeb5(<8N<&{)@Q%?f>4yO$Ot_O&W1iz90BM-}=9Yr%KEDsrGVw
zs+FCeb}`(h|4+l`|CuH^JNg#v`?t~FM~t!<F+J@^oSu#&rl<Xg)6-*kZE*L|jm}5!
zpZ23qPlwU_r~T;jZ+GE!D&9wb^fn){f7*{YJsn2upY|h8PmkgC!t9LRKi!VrKg~zq
zhu8Z7UK@)M{Q&RubR5wS@J>&U;SD<MoL>KQdwTuT{PgzWjcO0xsP^EEY6Y)1^0xe|
z2f2Kb<`};WJuL1vg5si^roK5*OdR^9sGD5RyZmtanKW|xnLwiz&+<iotU$T%>n*D7
z9;`qqf4FR50m|NJ<+J>RR-oJwXtj>vfLEZDKU}b*0A+8q@>!0GYf$>zktpXDlh>dW
zKU}Us3CiAR#k2gLtw6bxft`;xpp-vc?sx&p-e~2soS>{gxzo6tF<W}H0;T-nLd*(K
z_C_n8<+RvsXV}1Zr|>I(>>KF&3|~%`S3s9vFC1eFbomI)y2kl|OS$c&+jaE3@20|*
z^R3pgTHG?v^7X<?w?MBRfm!ph`hOC!8~#W%?$_^cfBr4~P<6)LzW0=NltipcPeNiC
zX^gaG-~ayh&qAnQ{^j=lzu#gfq_;lwKmPt7xAelQ`wQQBDU`N<Zhm3R_`)jbO}gas
zi{I`qzJ13aq%YEVYZ$a2M^sWKDTe?925x{scOeZM;{u$};|rxth#Ay)4n4jIL713M
zbbc{_Yda&X3)U=?e*u%@IpqCC=+bsrW$g089qy&^x{FHoyeB_TGmdDZjM^+v8xNL)
zU%=&DumML{#yMesJA&)1i9u&`gmDgSy|pnrVR3(v_FSnTO*F?~;Yq$tOIJ!q7ts;R
zog=;zc<sw;;<`lfqVZw94%fw~yplV&K^pC{^`Yl@3#XlO+AEh+2{$e~;aVEW9K$qk
zlt_z+DjW|5p)$WBs3vqXQEIK1=M%AWCPt?TQ;eu?x^&imY1`K`93Gz4<KdZkb<Rqm
z39w4EH~`X!nrX*n^!cTPGlPNfW_%fEP&#<EM?=?Z2#32Q&3&Kbv`=5v2$Ty-gbZ2;
zm3Gs$P-(wac8ezh?qn2NQ|=4es+q8@F3h)ICJLgp(#{``B&YRR=d29`^ygzaykQ7)
z*mo79hyi<l4k-wp9Bl|(1~?@C4MQ`_uhX)<)ZV-Gemr8=TFP|h$`;rTr7u43#Y`D;
zIZM5rNl_SC(6{N6PNs)lkHB3_M6TDi%O^<^l~#6QT(TBP_)8!}-3xz%?24z&KAh*4
z6KY8%jLJ_1zW6dh3#8=TxszCBMzLy{+=%17@(II#LN5~(P|M>FgXny@))hWIIGQ9f
z)e=ti+j#SA0yBn<kh9?=kQ|s_#t*!c&U(Mby%v-O-fl=H;EQ&o2to_V`~|{{6yw}N
z_@qxBGki3|mx0`=PKrc=EMaTU5J(kWr-yqmBQ;+;#hT&7s)bJXOcPW_6Aob>FQJnY
znLv|&K=lAGBp}rg>ZQjDMIvhnU4+vG)D&tHWjCnp%V$hxkd8Nw=j#-Q8RQ?zLuO#n
zi+Pa@W}sy35?&6>U^(SuW{`Bf`})cc#e`}~Dc{?!IoCtQE=W~wLqqvN{W=b1Rl-lP
zk=%AvbPEs>a~wa;k@&09l45F@g!?2;3LiFq0=7%*P%-g4!o5L5;W^&Tp7VgAdw*Ki
z@}W}Jn&+;#UgoT<HBZi!wHBz4Wv#@NN}I|=OvySF;>K~(jnl@2XtzkTw!uthH?nq$
zl`bR+KtT>F@_ZXi9Ayfb7HwlZ-YC9K`I5#bt}umn@CUXGZP)NrL_24^=*23Y@xmy7
zpx<~$*h04XLX-}g2lR0^TVj<DUa==yfR0uU1+N`+gFvB61}%Q_u}-vO(VUoU6426_
zQ+8@}Sjb*_3%$qk%qJF{U`sn;E9%MSyO?R957@*IVF=RjE6xZ{&Nh1EE6%j1Vu=Qk
zw*1bB;1`-+a4emfPYTafF%)`HuqF|Iva3H!tPfo{PM9PA8{R=K;~kxauCqpYYYA+T
zdy$}V2%cU$>k!|zhgjSNf(XGnK7;~^dREDnU-_0<h-tqbE^kmsT~gC&7UqYBGON2d
zs+r4(4b2zhdUiDLhUSYelL)Gmb6bpOm=-Wp&|7nCK~Op^#tf#iWs?ckJ!NEnm%x*{
z_>gCSP$sQ%G%dO`65Rq(eyQqB5c7@YSomD%%Kajk9|kFT;S94~tB={1Bt?{~sv#=^
zJCXy+)UW6*Zz<*=UP2RFC|n7;!G3b@Cvk6%M)K<HyA+U-F458>nM3PhCg}5p@W(z(
z0<B%dEHqR*t?LDigdfWe!?$&R;!{FbhE0SUdiVK2A@YpF!J1h$@zx@l0`4Fj3B{Q<
zn}LsM$cTl}9|47<9gh7?cMZzT;a-7@H*DVkn;}AplYNgabl@Crxt{~K-rc*xwx97)
z^QwqPf;GVS*4BV|MCC^4qP9uFHrwUU-R&?+5{Bs`ivu(h;6Q^5(jzc`-GdQG(Bc4B
z4iiI=jRJ>K!Ii`Oj}vwfEktK0bH<Eb1UrZpdWx}GzT=rev<PFMlrx+#jQqP3Q5f^)
zFiap?%N~vH!4%8n6f=mnb97V&^;aq_S@_}<dnAMO#_!zx_fF(sNa6^jb{2^rHwN}o
zGi$co#NG~mOc5ny%GpkTtC5<{SC$;1zKCMYB!+p!59UA61Gs5*2`FcjK86=&4<1EK
zKK2tNG`H)`r1%N6>vS9~^}a4Cr1v!#s|R!noUD-IOMjde0-2<*V3Nu$qJd{*g(&AI
zzP^Bb5GB8ZIddR@>WQAslvA#qphA6nVV41c{=_Mn-~}@*j>PzX9b*J!+|A-l&)7Rg
zYwgS?K1F;jH23lC!7!i)pDWvB+RjnaF6Qz<v>Dpm_qKUlaoiV##X|Jp+Ndvxbk2#I
zC#)I=j^&p-(VP9tt+Ov^XQT-zej;FKq>i&7@YKlmin!EitD;kVft(MC&CuQrd>B~z
zVWU5r{KDNpu)>Rf^#05cM<8I*&)yKW{ex`=U~;2|Zn|?4-#O}tJ^C;!0iF?><E$Ia
zr_CDG{z(=z31_t+oCdp;M8mvwfKgWjqBK;{;7&mi5u)vJ7Rvp&t*Lh5VJVw0fAfhE
zA{Ac_*F9*gUQr`%ImK|;0ywvLRLkrTgtu(9(R^hB%f0}A?^6q*H+PP;`WAHf^bS(I
z4tuy|<K0=91b?&Q_#$1kgpC`vx#NpuSFbxdkcXy3VaEa)%PJ{GTM;@ZhEfE}hfJfb
z)SdG~qIRz&F^smwm!aNhI~U{N7;Uxd(j8Xio>8o}Msy;sH=7`+D6`akV4c#4zBAMN
z?B#rZl6d2Pmy0nUJEU4Ii*bG(H%544t)Wy3V~3&esV_g;gkREi6jljr#EbSk7p@Sy
z7-5l<V{Vb|dgsO9EnAjD;um77x3hf5WEW!CM9E<kqTKij7BQbLhefEc5bSw!3X9Nc
zu3eHrO?8oEf(i->We0WeBTcwQcCM~aQL=;|uK&b;G!y>%*i%4t3)$PSC4w8JjgpZo
zT*$AUTtiGocz((VfwG)1ocs)@diQXudxH-#7dW&d>rd$Gd~Wq+Td4V71hxbDgXQNz
z6@ym1JE*D59zTqdZ*gWO{^H|C1Hq~;$eBd7R|azNZfb;Ic#i_f-=+w^q|_?wc0#B&
zlKgRhcA|{2&!D}Fj|<c!DO+`V%++5$<citp!p&P|Si*MxrLGsb=N)2++_Ce{-lGVY
z$;oN=KF*Q(VL}ccbTDTm<Z3s@M-h4XIs**2;ujKXr8QK<vaweI$zi*=|ArkfeoA;~
zJBoC9l7x3MjwoM+&$pZ^xG%J@T`v2lu)p$uBbC&|$$~c~vD(Ai&A#<ezvnA_pS-*&
z-<iP9^=6k@gD?0Y7Ei1R(M-o6sRl(@P+1!P0Zp4*S~Qd=_$3_Ml~CoT1wz5{vnbiG
zXs5fNR8hn5YA$l(NI`^y7ZkF(R-DL7En}e%m0G4+>4KQ75K|Uj(wL>#(!m`hXB(w|
z`26CTRYzZ!+8v&1oLXhRKsGhOxMp2z<Jvsph}NM~E}=wzjO_3w7zD;23ZhE20Z)p~
z*>q-};8}-x!2HgiILwWZqU&XsfV_K`mjk2N6}{=yn5epZ$h0f^xY#DG=hzjCFI~M|
zajs6wsbeAJ9PzMBPO&QryBH)Fs82P2`%~#stw(%?boJxdmqdow$(un&7xLD%>~2;w
zR|ieDc52BS#J*HrtG<`iRLfvlC#nBcoVqt=`@^)>n{FC`RUS9{?nH6inqG)XCC)Xr
z*;yth1;=FMYuV>B?XR@&$~|b=`wB5a91RWIQ^SG{4TI|@r?GY}n!Vr>a?f^uyg(SN
zMwVPcU954|kSYmlb)Br1x$#YL=!LGhDS0QWWpZXGs|;#J*U;rFa+q-x)G%YJP`Qk_
zWT33OltY3Jxd}`lfc@Ez71Rwr^RGCYGvV9`D2ARX1E0=is^-3&3q^Lci95>mdGeT?
zlVgrT6qdu}vhPg&)vaklr-JT({8;{MnViDpLL#(d`Lhh_Q!P-<Tu?1Lfv@9ol}w6{
z*=U!Xyp*$I;{%#9S7@##_fc^IhKmnHJ<im04amv;GC7mnFCU%}jATOJF<g5YP<@^3
zFsn`#ST;H!gGY%;Q<_b-C|YXLq$btkPoH2kiS#@KD!)8|K{Z7elX%vDjR}4%1WH0>
zxB7}4bH1_s{4{8O0E1?Wq^i%+6@y)v2jamqn_RGW_FJ6PJs)L4dcvvl-FT$9Aj3w&
zgzNiIdB0;ddgKb)aX;_Wv0(dxDCL9);yD{0a3CMEBEXUV@)6rNJ<lEaer6LfBdXYR
zMYP#e+~1ak#;OUd<$Uaa`!_vv8*>|3X126Ji=U#>&SuP#JI}MUm0up)+MqyCQ()4#
zJ<}vXA~0UeML9Q{&50V}vOvhk+3l#?)vEkZ5u!C+Te<O@4L$bF+DOCD(RN{3beTBR
z=V88o`O{XlS)fpQMO5MivGs8OK9>0YqefrxqwV;2l9~L<4?=B!*9DJOswr=ajM>6*
z64yWnGt1}4)lW!#uX!FJz1$qTWEi`+H==|5t_}w#$(;+pB{?k<Q?F9V+LUxgT$)?*
zm`&`cVcVHW5^+#Ihe1frW}p?~AZkSd>&x3;$2qJFCNFl|ut7?@91CvuS7HQgTsrii
zgc^2M7r$sDyFxgBKN;#{34JH>+DBhq^Db`7h!y1kp*J5o?O~WxMGZd~eSmtmSGRFH
zDjX+AlUd~SEbF_co6RXOeP~vuVMlKit8H2N<#FROXfmrR@8@-2=X7x3aT=E?pHONv
znZ<SEGESNyFd6V26>PbU?3SNNIG@n4E4?;bH{Y2=sm&;V<k*TQ^4nO&=54H&5tSdM
zS0#he@=WkNw)3;;A8c|1OX8_xWm8ErM=P*8Psy;5$J)+QO3!@`Bd_yR{w1OF6r^%h
z73z%b>}JnMMNE@EWY@^{0jb>kN>l8{LU1Iu68augZdBkF$$cU&i6R7fs(%H$@Hanc
znr(H!$OgTC5?td6mbclqCu}Qd*T!uVuVwn|r`QXsIi4i;6q8yvQBpZUme541ZG*Yc
z1(|ebVb<s_dn)StjI8bYL*g7^>oK(Hc#X8V;4sA{#t@9yW}=1uOrn(=<!?I_p8U(i
z0ZkINw`sFGD+~at`BY+JBw?@p>}GN})TCv^U=n_RZG2uKEieY<cam?`lf$7PR7<i#
zpH$#BxyL);R%62>gzVDKhfu}>Da$d9SG)L<?jG1RsdiXNziUZyTYqtQUzD<)9}?>_
z5c#MMcMzY_Bu<FLp@bxy1w1`?|Ijsqb3gO?&0NAKis=20fABpghjYN2jEEb5@|gv@
zgq|jUFWv2@FPtj^e=t_TBS&+<1@ciEBO;=Dc;)EDIWB~$N<oW9hORs7f(ddnJAvw1
zF{Kt}bOnM^?6uBA8aKrX_vx6`q4V;t2mhpF&!uB?U8`V)RDp15)nwkZ&ZuB1q-0|#
zdLRy(RRJ=Np!Nk^LoAiBsW_g4eTo&}!l594ae(xaFZ1zl0$L!S?q5P1_zJ*u6|@q4
zcKY!q@>wDLVssmZq`9Z-ZT#^j@}a^KHUA#K?R_S(#v*yXK9%2(De<|NauT@5B$jqR
z>{b(JED-PEWQ>j0-wSCR%Xe_)9;}=uFxkDXo9j8?0{Ik<ApML{>}j?kk1pdr%y{pA
zH1=5bBaLBhNl&|LX{AjU%wK%Fs)HOl9TJb0nfcA47lafr0D%#c4=aOUYu!a(+o`u#
z_BBLEF^~b1Xr?kIb7|@cy+rT+&WkicZjoQbBGaIj0#c7V+R3VYKkm@&Sn$Da6`#(h
zO>jK|QF_UH%y<6_*yIX<2WfTqM)D<pV<;%VgM{n{5)ecP`SL(hbL4eKIhy?K<`kok
zWlMl`1yWLcN#J3@1#0#s;d64fx`1E6^Qh&r41pHk(1vG@m?ZzquNFeXp3`n~JrL(B
zPBt$l&bM|Em4dus3>NF!DFqc~0VtkA`5S2k6_f#PRs{vfP*Depe~d4()9!(P%xj<W
z)n+!2Zb+93ojquP4TavrR?W4}&LfEI#ei6`OE=hAL*VwgeNM!^%=OLWP>!Zt5Fb5(
zvlQoH1I4&<u^w8iqYyKSq0Z@{`N~gn$RL3rSK}wV3vyxZ90eT&e1RPA3-s6^TXlt?
z!?!@P#V@|PQ{ncS@)@EQ-sH@G;=qE=arW~KDKD+O>`+EEexbcFdYjYp5hXU-<RmP~
z=|)5U$0ZI}wj{?VGM8(&Bo2m22C_Pz72orS7QQhY<7hjIOyd)U_|6`RhKf7+^$ZCJ
z-<*8%zTx98Rtpd8o9dKYhE<20NvXa1Rb+XF5r+`sVjZ0YnCd`;9UPy3BgzwtOQ-=*
zKyRC@9|~QruMWHh{k`O2lC2EhHTjLUq+X7cLhKyFS$ilZ18kQnmW}w#?Wr7zFQ!+>
z*3XQ%s?aKcD2Jhiw}*X6D)tc00blUF=<o}+bW6j9oUzhQmZV41xFM9eW1vt>XfM0K
zBVS<;KpdAZ@LxgUS`xB<hN2wb<XNyBn=5ndxCWYo2trlZlg=q~#+~wKu@MWe1KL}m
z)$yG8o=eb2SWT0F<ec!vru+}?0-qW39e{lM1v}TJrOk?@i<paT3wRE=iICDDH!<Es
zXr^FG4*Y|H;$=n9@PJpbQ_iPvb`tvN5)j{nnBS<P!!jG&v7keLA#+3~0;T#36q*W5
z<O|Sz7JV+Hs0ckI*-oH=-$a64{D%*^<hYO7UgCTXrNpLB1VhMbsL()V10ozvSEV^P
z`37b70*~}znk=QmQFs}4h(PWMqp#R;pbzA=hItVU(;xT&`Y_=Zeo?`9Fj(y59cTmM
z=M%JJdKLDWc7dsXExoHy_k|1z(z%8)I_NycGM}*vPMY);bLEi~@CO+Ze;qkt$|VOp
z2Q+f=lLSfHl(m$huGXe@f?f`^seE@&YEv`^CrO(sPVm53f1GF$^;Co><D<+(l^DBe
zgvd)%$-WHrNh*Z41R&8N0b9;aO;E8~Oznts*!enaK$q5kWQa(L?chrQm&8{=;itlI
z0XYs^D&h-R)wG=^!&+aTqI@py_7g@kHFRjbrn9|e4pT#Yyj}A7OWuNp{@#Xy6hDHW
z7N|<fL*~0fFHhnuj2&!49WRM9f!9salntC5&f-gdI)zh5KeoKhhHIF?`J&4BhYAL%
zAh17q4&B{<%;)Hr<mMhIe>7>)PYq9Tx;i|@XI3PsAsY>Yd-<6gFnJ8J9{9x-M!ct%
zR(VO8?ScMTyoruLO=)2iG+WO(75kib<)`iK0^3{j^mURC?m;5;6}4y^R?b2m@{=*b
zh1Ac^N8m>;)4YFWuo_=+<2$3Fss}Ywc1ABhkr1zce75ltq@#o^qjc1eTd@7XEkkag
zsT5j7D^_^0_s{W5@)PANLg?V7W|v@L*W<)_yX^Wl*9%R>n{z@_5v;}*n)r?v?MA55
zUp5L#C?Gqe8;TAMvm`1)8fi3+W;WvoJ2te2z@g@5he-+2f+9k*V=}IA^}knbmdlek
zU*AH1od@_=<UH_;V!?<PzR@#BI3>>9sQ1lzP;#ouJ$71(ozl`%9KRpS{n#*lfxT1w
zR9AK?U$yW25KE+0oe5@egDmL63rCSQEpkfuR?@N}QdS?E`k<6**NqIO(?b)#3<7Fk
zO2VG0p;-3ybIZm+>R6G~$Bt#G$nm~F4KrVVx!|%ji<SlIFQ~hCg-sGr)0P?2U&l=k
zKG6eDv3jztw_KjkuwY-qu!Uwa05%jh4_Y`53$(8DLqo-C{*{<dXQdtKKaYKt-=5%J
zgocg)f)F}qYPpw<x-;sfxEE$Dq<HH>_T-nMWOO-EdhT-aIr!AJDddC2`>Dh<Y$a2F
zVXeF(qL$B$`AI|kv?#XvbVVu(zcgUOvhfvI0%J28mZop#Uv8Nx|4uC_Y2`?e6%$v#
zAW=VBUN1^Xt?;Gt(*`S4_Un9iEz*o=rD6-q?mLyUDzE`g&adEIktE#Cr^c7DNnDCn
ziKW6y%qAMpR!R%odZ+U^SMs*p-Gd5$KQv(~%4!Gt6I&ZzBAYz3+iOD;^=lUMYiTL0
zNET~oDa3)8?7E8$lV?swVZDCkv!}AWOKQ}e)M!q|jlPpyPs*X^(-~a+5MB`6nZ35L
z0w*R9&T%dk4+g*%UT=QV30t3f(72}I3i)Ua#Vo!^3PWg+#8!a~2PBIm<7p{>CTk%i
zHSq3YLdQ-=d2U6&r}moQ$E@+Y@HA`({W)^$<X74qG5sAevGkxEd*4<0*})MLs@E$~
zjHsq&PsaJ+>^}NIjaNIhdu&Akd{Ssq`2~d(mtW*O#S0)@`K$pojMpq=5|v5X1qujC
zRsI5-q{`+f2%gJ!k%~^zxVc_`$a0$arvEZes8!n4Q&r>n{IEjXf=q;Of8$?vcF+?h
zK@GccvN=M9_QH;JZ%E(awqp(rx1E22{0><S>w)u=5@2rIYdR(PDJl&OV>GJ@)Xv_i
z&QD9L%GEAhQvPMj(5!|jg)d|rAA~U%4y@zn%Fhzbv1o4eoS*!3uGs{CDVK?@JG@R0
z6Iv<NcAbYRs<vOyU*rP>4bY;zp4kTZ0be62_9S0)1z4A}bWfTDGB#9%_>$r=?1}>w
z#UiKrO(IFW#)K2#R<Lv^KDWzj<LAy{tmY?iRb)m}WUQ0cUYzj;yF>5|$E5npxetSC
zY91t};E&1`RWy%bn;rRoM$(3H0~Iyk+x6MNt%Udt|5U2u$?|UPQft-7cSOQk8}c5k
z>_|%-aLhL{9n}*%zHiR;S<m+X`sLd35)hPEov~W#`xt?hfKYzx>k|-unIPsSAf#K=
zrCYgzfSQ1yg-&}Pb-8~v*BZw7!bmfCt@%MbY&TrPoHuNSLMj1&Um2>1xn}1FUS6oQ
z3Ap5%?W&s+ZTmaUs8m{hdcIVt6{=G*tj2@2N-Nx^*qL%cRlE<!X_{w;(u71K=9-p2
zR4-gw1)q=Q6T772QAL>S6O{};H{qMsDk57^7ejvf2j0VqJQjZIv0Bxj=a(@pWBFIl
zFUu!=VQ;JNG|Jw8{yzS#qrd%;{#IR2(ER<0?a~yt^u9A;lt82D5=7})`d??voyqk{
zu1?>6PhZ>47~zMn``Q;F{nGWLB!+!|mi{}8fBpVugc$$+BmFIVsoBf%iAikK+NiRj
z()lEoXH6_7O&HTzDTB<w>z}Qc(JyvbX8(;Hm;c9G{@X-<w3Fa4d_Rqu){_A7#q35T
zp<EBM&tMu6(?_>_A^oGCI}8goQrtHwjDPpry=>0(+k6wpA@ki{rq0i00y00pX)()L
z|Ni!0NgM(Kje<IaO=MxHAhIwu`P+z~K5Fm%!f%xTFSO)-p@>GAw6so))!`Qiadmip
z$N=B0&@K{xuOc#_VRx>RG2kTg(<kA4m(-r&m!Rj@bbqI9=SStSitH1`ay8M1mhlhm
z>=SsXcD{s)Vm5ro5?}3Nn+Pf@{9j=jzoHm<MMNXNra-$G_mdO_#ra-Rg79R`OMYk_
zKUN<F<MCT)HY|WjLk3dp;7P7tw9@9cfp}{2KB_~1#rNS>xWM?id8Zmx(LBr8PmG+q
zM{#nTehV)XgG4Lu|850P2Vu%oSEjG%J@=Aj{wnBug)y;R1+EJ1rD09}p9bL<i`;%8
zL6XF)_?6}#l%~0$bOArB7qT}@N>QBPQ)};#qUFl$jVnS^q2SA|<^UxZegShRx#Z4a
z5h((H<H?*_QWJrS=vTZa`CSt^SLX*jzFKC5apuCz3ck;nAMwJ@VrbZr{Uc?L{Imgm
zDr0_8Yo(#$-L9z&f2fL9eC!N767M9Mboo}XcJ<<Gnh^4vD7D*@r_!a%n=6?JDxNFJ
zHPDh074QpE&P)!~4{vAURFit2l(y37_!~!mybFf~$}227{1jwpq<G0%xHxuRb6<#I
zcctp2v|gV}{l1#z7S_d+9EsE!n_uMp5`Q<}hszE;;kP`1E~<v<s8_glK3KU+zR>jC
zVxsT_*+ncG3T730$mdU5K9^AZUJ?ykJ|X!&OJgLzmOHwgM5jmLc|CA?AVDiV|JU>f
z&;J9XSg9nJ0geX~hh3lqhh3lrw_TtH!?}MjIW|5%AaitbWnpa!c%1EB+pZfqc6~oz
zq2~d*x_BpnAb^iA{hYwS<b5X7LC`(H^!z^%mQ*E?r)pVyv8d8%_t=JEONaN(&Bc9L
zRHrfj{z2uxqSdFr{QB~b7voR)kJIK9d>W#U%AbDw@0UOS>Gb#f?GW5(Tny)e*Z+Uy
z0zWA0k{WE%=X!=<)#>)vfBtlO^T}^Nzx?>qc>4LDFXKt2<m1Vwa8grKe|s6v)#pN&
zf8?Ki{rd9bm;94<@Gj+F@$~g?FKX$&p6YO8I(_~1<=@89x_>`?{oj{3B=3{S0~=3Y
z|9Z+_xXTxANHN7|?DY$4=Mu`A<kWxd3#XQ<Vzi?%w-WyRMHogs+ELv;e+329r6w~(
zH!2-(of^&Z#TZmf>H3AfbSe$n=ZRMF)<yv1!(V)y+wghntS!bD<{8o2Dwmh~ehEFd
zkp;uMQ8HC%a_tw;2Aq<2xw1CSUud184!7RAOHDqPuwEr47$0hz9tA&za2S8MD!8zv
z9NOfzzsPmnZyZ*Idqub54C*c{0fh&SyxdQ^kOf@ThglYq3o*KIf8_ku#8pAPK<@(F
z2HGCwE->ZD@c<3G=KLhubpFB)$&A4{|4t?mjl9x`zBq6206zf{t$O966)aRaa;*x@
zx2XJ(bY69dP$MaE5ltfM6`X%|nTFHj9@UP=A(7pXf?(RAlKK2$uF9LyE2rO9_4%s^
zVd*#{ESKgUm^>*y`uhS54`{3f`XP`%E}npM$WIjwP2j@vK%-Q>wp?+f1F*RD)5)-n
zh690K@&@4E4`@_vxa4<8DDD+Rgd(W86I_<ZR0x908dgfBl%yz`T_k^rxD6x>rQXj6
zcX2?!&TH<2%HK)$paZiDfyPc%nfvt+T}dx358Xvdv_82dTGT~!(w3mCVFe+QLYkrB
zB!Wl^iVr_Pi2|sQ6vU|=Aup~9b+=g(g)lDbff>e)=VHnX&PN-S1m^GuQor-FL8Bmx
z7~cj~{T8%=_Z2#$A;^FFJbxa>Q9CcWz{7Qd*FR*9!yxMb<6#4|<uM2Z`%rZIEjiyf
z)Ei2u1?;2*@=<b80?NrsDP0%4W6%CpeS>y4ZFH^Cm_j&=Q`=JnO&MhgnJGi*LS#jH
z-FTo6LV>N!RjaC~N3FqK$#}gf{w792iRx$$Bd}SPBdnFZ_uzk|t%{&-!AVh{gu>+g
zpvGi^t3;r|7Xq~webK|piN;3_mL^)AH5kS^8W!M5Oslh=w|*K1;BjDRL^}nrD0cLW
z!O0R`OcDIjV`(fzD1^VOW25I0eiF1E@UD&*3f@?G#3ph)XeR+Qmnl(dFfN}>L7<rM
zMnIF*a7*El*@J(qb?}}k^SMCzK}*PAS#ecgWGCzyT=@(P=Br-Enfy45c2=a;1c^oK
zJ-W3~r?A50j|ASv*Kn}XSKN;B%bzY7Gx3*uh?zdkiY6mtrNTpE96FjDVEh5rSy07_
z)<ag6=yqRO|BsmVr=B6a=7Sbg1U2vq!bANC%QXhK5R89gb%_kovctQaEk3Hw__>Yz
zFPFw`J7sMoE}h-cNX*J2mq=*^uK>RmiS@yOAF>F9d9w-8iMBfo(R{ceJb9ql9dQZl
zcuY6gcKMq>9653+HkdXJn5#o9=X97%&r__QfqcBQVe>fhxo2(w#VlASUrbF5k_&UG
z`>Oy+qyc~L%~jSlgVO0VxEN1)Z<}+pdHu<6Kff522J7S5;OMnG#o=sxyab$oTUpgb
z7oDZz(mWfkZgiF*Yu?m1ek>;0mVpAi$C|b)bqvMs7!cF|rTaOUu*n&oBhak}r~STc
z-*M%5GuSLku@WWonb{fEPh*^HRF|EhUH%#2)~J8WUbn^~0w!jJrV6;`(HEh0Gi4nz
zn2h7<9@tSfe{LKHmDjzVKN;wf#S8M`SjbocYeJpk#SU)K2AmC#hK|9{5T9W^&=GU+
zk*m1Bt!pSm+SV*cn@`{2FYg^)^BqmCyveN}eB+}^^yj6!!H(5EmA?`3M|H<YYKWS<
zTRMO5?**d<b3WUO9l;%z+GNE%`>lNzZRW77%bL4~r9)r5wjP!`!v(G4n;u9HOYLJ-
zt|3acvSCeNqy1Fq>1qC#^Zk1@>^B4ecFdXRXvOYmA=~G`lV#+=>wJT~7!Rc5);S_`
z0Y-oG=^qe#igZI|7XHWpNw4oYl)rmq1}}eT^mU6@<hWC?ao7gZ0(=}?LyX7)ZdI84
zf}L`7I$6(ywcqTvz^n(w|Ln{TJ0OD^pKT&(s8lH(W7N}K#AjyEYyPNodQntcgQgZ)
zYAX?y_<Ch4*dWxr<-CkCjDD30aJJWtNdobpy>6$sabEx+_6niU22qe|<;=z=m|1^~
zju{WRsCB&GI?MvouS;F=oPjS0ps>Qkj0-S}YAcOGbaRsh2FMT%3aW!>@s3E`9es#H
z-rTcM=QatHQ777bP%eg<thO1WPF+^D8+EQQoHgpGEL8UDPrP<PYSmH7on1I@X0W4W
zK)AsS*k7Wo4rngrnH=~q_Xg+UrB{EGUpb#l<FV$_-Fr@Zb@Tc)?m6wVlCb{bc_a5+
zUH1N-gI-6|y61E<H@_jh<?;bEO@lJR9S4DEKZ=c~#+P8(hW=LC5zB9^BPjkBxaqvr
z(MfXAcqRK~ZX?&Dypq^uc@u9(j+Blo`+WF9<>v5_*nFBH9C^RS`4pT67dwA!qrAX5
zQ7$*1^u?s$WDv2O4s5~+AFU+|yA!!*8yK+ocvYGd><ELR(sQp&u+}(9PzkT)_6hbr
z%C(MZrw!BzP`}e5JNzx7LE4d}=n&>1o{OX*A`0rievF>7jN8hTO0zrSHbiz@(a0Ov
zXhqPrO8V-U*ukeQ(}?1G;pcy>s)|Y=?PVsBuNa@8h|<!I_p^)%Kuc&;;LwHnFD0oJ
zhPMr=iC2Sy1ZSz#W`}UYVm=JHBFYR=6uq|IV1=+te_1PpQ$rg4n+}LWpZzfBG~CLz
zgrC5mcbXif!PVH0%=}SAl(JlO=-lpy8G5qE{&B<NcH%3(^^#etA&`GWgq<t@8Fb#!
zQDcAHy!Hm12+2A5Y3J{j5IT$I>QOX3vNJ~{yd4Ra_hnGjdE)(0s?5wGV;QBpi@8ss
zn8?CeD@e~baz_@0z|t(N_x$rZpFduQ>GD0Ryka6_AUr5}qC1Gp4oLsv9h@Dl+~(62
zY6tD3L=8YufnfDc*hYVQmWoQ_B{#VcJ?>7Uk{{IU(GMn3mzuh4Y`@i9qgQC(s@8*E
z?p3$VC-trByr<rF|EY1PdT~P~<EM=;z}K|pR_wWtJ_Ct;(xsCgRFiC#C3i@cZ<Q>g
z;?O8oMw?+YZ#(~7eoPU!kc?8eU-Yl+ji$=*e*lei1JZg7q2_<#K^F`u^klA^cct)M
zpff3SQLGaw^sUB{g~3K&Oc5mehhK<pge9A?>^fReRr5s7BIc*k3IM01gd{S$W;_l|
z77aP9512(Uy>tj!1k;%o<0eZy)ki~kN58BZ8EL4<zQ{X|@pXgN??=ql_a0}|kZOH^
zAbumyh^NA#V-J7u<3{xBoIOwIj!^2kIluf9FvxQ)+Xtl|x?{i{_H{pq{bJ(<S)rvV
zE$<-UuF*+?Ep*2H^1_}<PTZ4+hd&j1<|v~QynV63D9933K~>X0BK6@qKBIGwSr!}>
z1-^_!NG18r#;2jkqVz<0snuyL3VZA5g6#QHB?^W){DFTn(bJDTl^>sSOgry8zNsLK
zNfr6}b~;9PzV^p^u>0ApdOjgiDsdn8ypqI+{Ws9f+<E#@2Ed|Pp37*+bm5N|IAI8c
zG(2N;1Y+ZFfgOE)M^HrYv0->lI)>8sB%GmRMzo$wWMHO^mZ*4`gCdK5O+IXIk#fIR
z`PI58z!QHvz!w^LK-0=feBUkQ$6<EX-jo;T&NKez63qRh9C~$G*Y475=h9C4%FSJ<
zZ>d)=h2hQQ{q90wX*GvUyXf3G{^EA@%L(uG;<gWxZ=51RAY^Q7(jvc%Ja=}(N%GX(
z#C|W0@jTHD@uN@0bI@=_r#Ut}yV;NWvnLx@$5($%;e{Q(L%1(%VCSP#{jfdm6`zz2
z6ZAx}n>%e7JjGo3R(TbL-!CVl!Ck{UH0cD^2HP0V9>DvGkZBbgH(<gfiU#Ket~w^h
zVm<hKUPU-!y%Ve;969}pF0Xx{DUSz>`cl=zXO(Y7CIYZnMYYqmZk&3FRD+U+&Yq#4
zTj+n?^+oK`piP<dqL+7y#(d^j8{baL{YzJvgFtUhkq_4BYuaOU90h+>^gaVWysxIE
zzwCY0r)wDLtpn2QYRDq@w(Jo+ZTyQz9q+LnwZ?AZvy6r}mX8e1_u;mRob*;jcS!Gt
zR_Rq~iee9K(woZ+VSap~=ss^-P|N*fG%kP7h9tD9AEE72AF6n6I1;`Wc69ea(n1(c
z0j&h=O|qf4^qUv_6|>`uReJ+s_Py75$ZM)NiML}=fyh@~MNRPcypFEieOU(k7~FX_
zk_M~TbDe`7Ej@5f?!*NPp?z2$@91biZBRD-G#&5gY<Lfdu8PkS?x~#kB;_>U^P+!O
zHdpruMDzVWi{0^Ip(7&qdFnGhKnt2;Xg-bS&eemMfkb2sJ?U5B`Pq=(kBmUodGDNL
zKOeA!J5xnuD}^km9V6x%A{gQB<Z+}Zy+dS?#Hf(w`DtK@>3<av;;*z&y+7&+7~Vww
zpa%~5D7TL9Vl}`lK30a$r$Pzk4QqeSr-$<qXa_LQ@v?hF%BW1qDlNF)H#~9$sjc>f
za6c*)87A=2ZQx1d8LYmS^f{TBR2CZ4MuVOGIzkooXo5tWbmWp28Nf<}*^r>KFCwMN
z`w$u6MV?>&A|ms9M9mrt%M!BtMv4A9lGtI(5PnUA2Bi%#1wxjTGx|$vT+n|XQp^ox
zs5Sna=&!1l&kegPnaadJWvA+<wx$v1KYm*DNi|NIb{g#EJL%ZQJi1(BafRZzUtR+|
zm0h4=v++3}c)?$15%IYuGfGNyj2XrA3rUgqDAOZM^G7_KB|4|9Bz%Z}m!m<fCDUFr
z7j*<D`(neZBpf;uu;D#|e)NC7k1|^Cbk21o9Y%iQhJaO`zxZ9ciFpktgU^+Dj|X2g
zJzD7>a!P>}l-d1Y2|7BnWAd=@=oBdvjGsI58uJX)sB!62W@nVA%{})qZ-3%>#xU*W
zKBe{UIly{ySn^ib_ZfV_L)e`(9y?#cYfanRm=fMT%hLw#%b*fPKplVbk^r_6h%D(<
zfBU^&^-e*dC^~7Maqk{q8pA>bxv`MX7Zbw4HKzmq8sgz-&u2#)Uc=jqH1LGI!j5y^
z;rvv}90(Tqhx<MuNkngR@JvPbQuAb(&|X6d`O^j3rFbRq%!s>Yc8}u{UPX@!H1KB8
ziS6`~Hyl&_UT$b1e}I3t6WA^O6<cV@LUt*BddJsU{h8dlEe`wg$$FFfA~-$alyv8n
zlTzN8Fz9n8(xk!6DPG=N5i#CWMHl7Q{@97JesJfMs<OWEBba@Dy|5HPcSTQ@lt(>_
zC!&n#$9DBjUn8XL7tb}i_T!vuj$zAN^gr_Nf4mrfilZB{ddYu1{B`<o{`1R=bLsYv
z+YkIw|NJj6|MOyFnjT6@`ebbwrq^RbuE!=lXlIixKK-ToH02w6h;I6{sA2olTMfCr
zGz}{2pEvF0K1FBToAz#>7Bv?&Y=2s|=WJGs&SbS&w&$D~taW4k)8(hPn#&rtKP}t)
z^Pf(C&+9S-HyVF;R$$}l`ky@eKPc;x8uC=?(_elS>G>aj8c#p}^Ced>sBwA?;-c==
zXiJ5Em52PtX>$rb&C8s>eq68ayv|$oc{vxVC#UoIDL6`@ir~G%&rR&3_33=CJRiz=
z61|?DJT~HF>r0^}ViyNPbqx1vV8Xg%nP_=bI$S2H96f);Bfq!o?dK*?AMo5$!-?4s
z+Vl*jK_zA~6FX$gI%c(d7X|iYS!>{E<<oTNAUN#Irb$nE)}njCaZKJi@6vz)3=hg<
z6@}V1RK?pZ;T4%bj`lHH$QZZw(K79e=DkM_-sS!7e)*pb>Xl9uX~?tULy1K%qd>JJ
z3Mj!<L2G{$vY=xpVYBl<W<rnSVnXLvt0Cl+HkR;K?C(9SqGJNx5uk-npySVweu-y%
z6s!y$@Nr7zla!b^@qjp`r@G4<V9s+nUwCgTk0LvAGVvL7j|x}pr~*X1rp@7s4383w
zI@lLuBf9By%z$c0f`s~qA9*0)Ozy&*<^(qhoicyX;KVxQ1@_<9L%fIBX?r@WAQE6P
zUO$e&d+)3>94hG5>7K+=M{DbSba)sV@unfsYwr!jmo|WT7x8TKCm2L04c2d-3Z4&x
zg|DCRi_WJ_^5y{AHq=oi_RPQHQ->hPqBDdZl{B?4|GZ=DD$l^*GjLXP*{HCsC_qfK
zwD*5zSA+>wKHTmRAH7fi+X0-;Pj$>Spi6$*`(;Qs#5M6j#=MQ|0IS#$#>hhwwh-Wc
zP-;R)x|gFfbQ*3HC^olaa!G?H?}(?c=p6oz{AN9AzYoqK!LF0a6uHZHqO~MSykTkK
zg@T7a2XGjPZZow<67DGan$uu;hmDJ@NWy=C5Qar%78;`#>NVbY!M_0BFR@0%RU$e*
zj|f-*4@EUtlIRBwd$Lsa%NuHl;Gpfo4fK_}&}hX8)RTPU2u>jW9ELj+l4|yQyr9A9
z$%p54e5F{=_R%rxZWo=zeAttwa@n34X_&Yxx4&l?p6Eg<^W}@Km!jG2X!UPqOMHLm
zQ?l56*pGSWKwh2=ja43a*0Zk_iA<EuJ{1{`bG|)gd>;d<O#AXm;HgGU+RNVH20q+C
zBC~_?;E!H(-hK!ndTS03LHqb98croaq#X$o4#~rPrvHF90P(^24Vs~!i@zsgq7A(b
z6h{46of;lSq+cD!(=JhowLuQ@64HMpjyw-9j%|QQ!-5ig2tz|?ARQ0d3~gmlD!2to
z{VR_A{l<~M8@|g!Y+sMhFTu<4KEvVZk?&+OegA%=h78Gf>CMI*gQAmL6o{s-2f{>C
zF%eW;P5>JR7u0Ab7K$+G@nBMzI4EX*i68%KJbn7Vb0H~vMafK|PD&5fug-rQtCslg
z+1u=gXsp+6Lo3ESbJMxCQf0XVI++bdD;2HNc7r|KJDZ|eS<Au{lIdL9P)yp`IPqry
za6pg0T<6ivB~%_nmWkUJpWdFhtAV>P1n>Nr72!4kuqhoEIG|E+#fE>KKX-YYMz0Ra
zb%FVmR)f<q`f@**c{CYrWEqZY0n6Hd#;28T%uOU6^xB7;HAG&<q&JSkx5JxNN62!c
zOu2uSc%Cf2c}+I<&)b^pwQcXRD6eqKs)>dPaf_sQ6SR*j{AUMi^0^xCF9!PgkJ~d2
z$DlxmP{U|R@w7T59AsBf%kbwv%p(Y1c^6h##SfE-UKc&WLI&4!Q3+#AS#b$}#PSol
zBd}Bg3E;O-wbU8J2!taP^HJJk8rneJ#b2PQEoN$rTkMn5oCgm&HIYDV&aEw$wOS_Q
zS7{Q=jFctp8rrPesHAYi3bs*#UO+fkxGJ>GXq63{z%{{jdPTiOQ-#|QX~;^XQLnJ}
zFV#p0D`dfRS8^U&yS+?#n+b-0v2$|$7P+Q);7~2#tqFHIY#eG5G;%mV-1t7->enU@
zexbgFGSBeZEG8Y;TP)HL9AQ8JQ6V~I4?u+&+rr)=_0|m~<1+<8D!6>hwMpmIj%gL7
zD+ghyA`EN-m=0AN9rN99;%l6Ktpzk(?|+vqo8{Om8<bmJXR;us^R2Xh7~>KumT%s+
z+?#WsbCE2!Cb^ZExIBFAY*<}f)^)k%D($ku3a$``xe+tu5syZ%G(aAU(;=+FeR8*S
z9;7lWfmnA-T?cPevP$0;Y`$pb%WS^nj#^OH5?NyhW87p663o{ucpHP91x!s`q#^Ii
zVk&3Nk%q|$P&TvR_I&Ms%^g@J&Z==xVaw65v0MpF<u}CTYUzt9B(=hq8~ws{Rr8{}
zKwjWjkhoN<VwGB59oB8s3mM1NHDo=-xGpp+-&lD#D|qm*m8vcqR`;Ndy5Mr*B47BW
zFU2VMqONOZugXef?c>^5NZc>DTyXMdu&^;<b(uJ>aO-(2lR5GYtyCb#(M){&|A1_~
zyO#lu2NRctatA7ZG(J8cb98cLVQmU{ob6rPjvPmJeCJp6vw`ictjw&+0t^G<aHMB1
z2>1i+l>h^4!1DhCu9>MCR&p5Zh?A$Yd$^PYK~k%3d5w${Cr&sG>z{uK>)%QmPyhLk
z5C8iiPN(&+JjT;JE$1?oFrEJV`-lJdm(%~Ozn<qj#9Zco=L=u|Wxe1pA;&44<20nF
z`~3B{;q=G<efaqK!(V?LP9dGAysUqe)92qmgfCAWhaB_i^FKcP>oCOdZ>P`y{UL<&
zdeboGr)PZruhaTV9-n_H=k;BtyguOdhhO$fVxGe^=GR|R+AawxE;)R;B+c6o%QP)<
z{pgEV<cH^4ALjG=f2TMfUTb>(VLC4*O<@VIKMcP<{}9jfGM0J%@{A#FKa^n(Wm&%5
z>gBESc^p&7Ym2|W)yMsHOG!hFUw$at597F$ab7Mz1ApMMf8aPQQ<;cHeAt%-bO$1T
z_|j2NvofUhDq@1<?aP<4zE^CS231F`@B8g$9}m-@>Zs}mbcJI_!6r#BjhN0$9Of~H
z%eTS{)3~ia!@9iXk`KKer|t3UKTTsGo`M_x*o=9ZF1IhaUe4571{?S|w5Bo=PcLAK
z;MMN|d^(<O^0ElO9NsD?FcaVh;#<Lg@0hj$Ka4{PQ~Y+5RGkiQ^~-jvCC{bgzH_Hq
zXR5Y>qvX@pA7vgwIBcHBMx2+KSb7bE`ZyBHNK7gG<?wZn+ii)=6)zw7_?f{|Ic<1K
z#}tN{3n!1?K56JhYWyau7a^vQzXRV2;x7n+U|Yczh}vDMw?fSx!roSS2xB3C08QLq
zcU?4MIqW(*y46=}ZUd{Zk>A6A_^krJ?#Jy`(|RzA!{LW`Xp*#K;#S9wTFOj(;P8TT
z;yF(xmB92Z+(aNImDeRh-|A=_f^Pl5IHR6|?G7i%VT{H?9qpN2k{c$~;bCBo<5jbl
zz;qPCIrtf9t{HF+Y{cW(J)S~;V3Sm{lRD*f#GM=fn&Sq5s1_y{0ocNLrGcCGalIZG
zI3x2jcx!_%1#d;2%_`sk+X}TV{&LLk$y^V{8ZyMgb6Tdqa8JpD7rzx4aCo}u2L$vP
z-0nF<2Cu<e>1Q+fbOLuaOsVJ_6@K5xtq12}81uxSMV&BngsQNysKtbTqp}<i{fNne
zABZO>HP5SOAmGqt!$rG2ZgzMD93>EtLXd?}i{mK4Q;pgtDA22uNtjdZ2VpsowTwH<
z1ixPAjKDsH*O}vBtY{D!w7j!0l;>Wk^Hnkpf|o`4RyzAM?(jKJX)L(~&3MLd<<@oN
zU~qrH;|x9+>V$(F9@n3L0XyX3CA=`6Q;Fj|HMP4=YRI4k2Uj6(aD<&`m~epNNEzwT
z!t_b)b4Y~3!NAe}T;LH61{|e@i0P(~5T9q{Qz12ND~c<;tUu|zE?C2q^5qYyMnf)5
zY#GNIA0L7@ormp1hILO(sSs@<j}wx6;s#3M!QZq(@(bXP3y5%kk*l_V$N<(-E|#aq
zLptb#Zp#PCaT1xA(qokdEbiFle*EEk4%t^^z?DMwoa97b{PYbMMyF)F))=y{z=_`M
z^64Gp95h4?YvqOSxVTHD9L{r0u~fTNeB7@-hjBTbb1A2Fn#a@Memi~jU;g~#L(1!k
zF+7p2Pxly4V_yG%pL_~WV(8y5KL2>_{`|0iZ!GIEHhgKiFrgnl?r%Ii-+Fz~mw#B_
z@4_3Db$F!Vt2amk*?y&*(-=zKeukqrLO}*zuI(&RK@AwJpw1%I{z9EajxiT`mvj^}
z-IS%!H4d2Mf_s}R>Djml4)?~vEUoj4+Tlky!X_Pa`-LliJ#|^KfKGpgK5-ovKfK1F
zAF$pJk<d3iHsRLAOeGbGs&JF6KZiVpA@oT_Hz-LFMy1rjkdoH*J{U$SysGC&+%&w3
z9}cg8Km&fc{(<^Z-C>EtSLg{zdJj^E<tn^-tq2N5JL+)+J>A0b;C*Q{aIh>bJ1o<Y
zgX0-N*W{~zJS7fN%RtVsuNqc<d8L8P9)uK_X+5{T3<$^b=WWkU5Y5SquR$7tj<OWa
zYEwb}D2MxZmJqHdYC0-L_1V#uSK64e%<P}_=s{@}HysS)%V1c}<22_m6PtHjwjbs=
zFM-GofsJc82<WNLa<tu3_o0KrF3Hl4CmKrS$t4zlpoot_HVNDPxFRnDCArgu5qKu}
z1yKxfKB$<GSKj!`Yx~A=4hMiWzVz;sGeS%;9-cD(x_$fFg&|GE@@F0p6k42zc|ShD
zY!idO22$)l?maxkweM1s$&EqNsZ*#3>&TJ<N42ibI~ZbDANLVlp5lL@wDc5icc|r%
zk4Of8StW%0dT0rnB*`1HL7GoF8)YgUq}#K=wH*GS=gqVkS@cepGR&zM!E24vj!WYa
zUElOX)jfKBpGw+eN=px64}7>|&Q4?ano48h!q+enjUs}%5DJwSWFX*+0Kdj*7pFi1
zRo?9lw5JZEJA_4h9Q=PE)a%D*Sv2DJnL)3Af1#}A$Hzltf@knM(KDd+p3)y;fFW%Q
z&6Ri^2){6{ccg+ljA|Wc>6!_Oap6L#?=J4Fqa!`p#*m?R)g<US?bgLOJ|~~z;nCX=
zNx|%=F6eMPJ;}j7gJ&~*U0r6Pvktm7;4Sl4IIoAsQGH8r<ml7wm?PszcN=mFb%)@8
z9)h_aA22$mpBrpzAgyBvTpIRoJ^$+1@Z$ggV0ViczW`;IMSyY&s5(jspH1na6AVP_
z5V@$5xgMz^h7i(GQ!yOaZhXbJ*=_>^CPOAi*HYckSXXV~hxhP)^~-5)bEt}?TxDr6
zgu!G5zTq$_Z)}dCHr?9IVCw|mii)B~<V@tW)Ce!ls+hFO5^=1y;OMxbi{J9L?51fh
z6JvA?`@_!@NJm9ooQhx&4!xCraBw7gEOM?U%Ox^Z0uobjF@b0wV&n(6V0#Av0Rc~!
zVtfZ-f5%_8AHL2D!g2ztb<=X_a~Uz=3aofaAu3Ie+i`L2wk*IN6>9XlXy%E|fv+^|
z<l8L^DD*IK>r#b67w<W`)aho@dIZq0z4R88b3t6S{%f=9H$_I}p>wf*CKColu4CY?
zF|JjKwmP^M7?cLG`I&x&VhLI1-6K@j<i0bjf5Em$?mMU>U^v$35*j_;rSlz*srrU0
zr7{PkXD&N3Q=DymW*A8bG95E$4M8<IilS$IahS9UmFTJoy_$#4Y_uJuD_TW%(|HeB
zwG^Py^T!$s|57?v&)5SML*_aiu6;19M5*X9Q--xoMMoMAz$LD!R6+G{PlE4)M*s&3
zf0x}Syvup{9vv3jiXLAp!3i=Xj_D@4bV!a#7{<t5x=`sUgSD0+0x1K9tG{Ez3DG4&
zGoD)^vW>ZxoIpoRl{F2*qmDKG42od5dBXnC3v%l6@HRnQTR~1kdaf?N^2?~h0}ihG
z6h)dBuryS;{uD^&{EL_cpbiE7D0-qFe?)+;n{Q>o>S+n{MX2ak)y07P^oW)$$-Ql~
z$-w$K5^u1lC=AkO^@I?&qdptoN-yQ3CpPE_0lFqtriObI0)_I9+vZTosI0s5^zq9b
zvl0#NkvQK>hp>Jta+hJ^StyP=_Z~$(I2x<BI~?x_ei;-+vOfW}Fx7ZQC(Cqge-fhb
za6w$yx^igV6LJd<<x8BdQ6NT#K#p-}MB@3`<#Z|h)|A;m6;(HYUOlk^v1JC2Zn$dr
zX|L+iP7^Z^We97TX}VBXcE8dG+~dRRE}2(6Q@*`}ah_EMb(ub&5wB_R-jYj*>mFi`
zT%Ccw)NM%gggx1L!r-@dC0X6Ve*`xTvbr|iLj`A`YP(JMKv|V`(LLz#cLf>c-2feG
z$UOD92I|C5&)rz(l|y*CzUykq;!Q!j+fs#BDtXc-TQm$_y&4H*JYFYTDC;siGcyEP
z9dMK<x0w2II&Q|fx<REb^TvLfJu=;H>Za1B9BwS(CZ{A)8Yhx2^CN*de`8Rp6rI6J
z)QTvSv^Cw$lM4S+Ocp0vrck73fgL?Stur%vUBU~30S-mZ=@N>(t(lY_5bcq0g?q~}
zsR16Zbt*#cTSG2@V==*TUs3Xu#&Sq3fC)rU7!`MS>2;-;a$*v$9F+l#*r%dGWp!y|
zuJ+wz!gKrTmC8(AOR36*f52pTX+Y@6W4+BPxe<x$Ad<=isF+i^2ooo1sh-jM;J}q%
zc7!<)b{eczZ;GGYy-GQdwY(a<%Q|+v8?{LtujC_YhzZ=1n;FYt2puPT4ExAl5kwdd
zQ`C^d><6H~^IG5LV5)`x$pQBwU@}zI#muRW-sQx39q%7Ek)!duf1XyU3)p(ZfgH(M
z!<d#?8{D(9-~Md@-Yxt5PAxUsELpgs!8*x=<oH~Q?TxA;D@qB9^KV0uhLmUYaNHl%
zTGG}Zm#AR|;Dz-RwzFtAt(NSlJ%@o+zhJ0mk?QxHCE4cq_0M~9@GOI*&ow_UC9Kt=
zvcTFBKy<J4?$#Ate>Fru>xzHggk<iJUa@{~>^cf4K5bXTGLKUshL0`|)Jy1m<$xAW
zVOe4B(;si)LEc5|+bKPa=P9H)<TtzhdWc@nl5v^eR7_aT>!+kx%GaO2UNSAyI!)d*
zWnQPxnA7|wC;IKZ^8WpK-74lo#AVyULOicuJj5erocC|Zf8#vAfphC?jq68-_$H|S
z_O(LZFNtAEVf-@X!l&($Ddll^>jy1-;<iGp+jN+#!^jpQdium^8RBpV9&L2XbRL#8
z#V>ubkwEJuQ!eX(ISh+oo7iz4!V;UhF{f|0F#LAZCH3GchxUd2j>jW@`os3=!@5Al
zxA1ctLt!F@e_h=uE3W$T%PZRy)|Px*q_aFPcLV(TYHGp9!%rFa79R7wo)O-Z%H_@r
z%bw8;z5N}%MfCK8DxoMX-_{&ZxhswqcrcP{;A-Iq8Y(vKP=$u_!^iF6aox((abH$l
zir!t5Jb*7Z9BDhadl<@HLB>L_YwVbI0XqsQw{-nKe-?q=R949(&Tz*C1E$nt&(Jha
zKOEmuX=-?eUll%%DLzuKT{MI}0{F7&KWCg<orh#E8^<cPlt&V2d-y94*FxCOZw4;Y
z&yvHCc&g74Ki=1{PxbKQ*Q>@udmkC}a#7QYtK~fZIr2j{Xpup>oa0?Rdpg)T7|uC&
z=^Eo`e=5ffI4XCSWBMF@Vkvglpr_E)D!255wp65*k6#9>M0v@;JiKoCDC_&W;I+ou
z!4$;Pz4;7A3y6qsBwB_gAJk;1JSeuN(JccLXcM6pNeD65RQ#KyMM_~)!7@EE>sXcN
zho_A6^WVqq%cu3V;?WEM=1|B`9HZeLc+C;qf9mR69S+}To*1{aan&{Sd}g>AUdcg?
z3m9{@5EZ~gC-NQ+hu11#dH=?e27xFXifxB(PLK%sC%s0mo}SE&YR=3?KOM;?2zNuI
zRX|y95}_JM2zgIKj*t6Q=P)j(b1vny9tY#;Z@-<s`Y(U}v5u&@tXSpw4(s3Z`RQN6
zBk9k-fB5~vQ;%2f&kp<8ie&|r;gE1Qp&uUhw;i5uyuReimsf-bihubP^$^Hz-gBSZ
zLPKqZN)3U~4pAlpi{zQq;pd$Q!A2L|ieq`>CLIwqs2gQOR5aNjBWg?3<ieVAMu2BZ
zkRLK~EI8K14@<@%hFKsNdo^S*y)TA^qJAs5-x!%mWjZ8ObO^iM)Z)dEstv86;k4B&
zjp%-Wa*8uPE>f27RDXv2CG9bX{Fc|GXve%{xdN^Xf8^u`gU>A$d*ZZzvP4TS;Kiv#
zE0PI%_c#V%u<eXr#<`#WWRDb?Mw4AGCa!msE)b)RCVJ?p&GQD9HZ}|r=%}b0i$Wh4
z3Q1J}R!7gbtR`Y9f(F~fkFU}*>J6GXnW@u@NHyX+stiXDe1E5l>~J;#ItCa@mhdLc
z&tJ14DP5#4lW3d=w|-{3QdCgKAdfF?wVcZo(t5jVzysa+*O6AFmXjlZl~JeXYT|~f
z^^ss0xW~7ejvKeE0W*Xz4z}2Fy>r9zb1nY0jSn*z-uS8GuXQe}LT`Qq>~{p}`lna-
zN;4rlbS#0UJAV;27LeicuOXM?=X~cF-!ps%%-EKbDRnncQYT#jJc>=Bke{cL?n3mG
z19)-R4Wi}qpRO`;)WKueDF@{|!;!iSUN+I=1Sb^rrK_b3RYn}u3WgL1KY_DhG_=XS
z8YND>Z9m)6`hNHbpQizZ>;Ty#9fTq^TKOt#8HJ0RVSifE3XS8lwE4@XC~Cro;rycP
z9%Iln;fE`Si<<Bm{qXv&swO;-)A_5%vx@K>pQ6KWUS7c<)3P`B{$(o!ie**>sf{j8
zjtX<VdMSkq6B8`Zt4QI8f07Xe;#BnfQn^J8h9|mCL(g*RK(9GcTo_`(7?dtGzRL~T
z@n{w!dVebz4RuV!gI_K)J$ebd9yxtgWtpd9<aUT<uxP%^#9AGQH-<YX!H}Vff;>vP
znEW{|GCc(Mko41Io(L0d?#LXzTOsm>@9uM5^pkw)kATT?I+gARO$_+evA`2lR~bw(
zWJq{Zi#T1Kha;}cp(U20(hWbe=)5-<Jps(nAxE&FS)=$-x2K{Oag0bIL!g`7=#|pZ
z0II4+12Yir)M6-W+M%o$w{K4+UhXG@UdgY%if*ET?a=g+wK}5;VX|N1z;?u=fR`YM
z2jKxqmja0ggMWt?t<88&C64J(so8MQk#VOk$;3&OdIceUarZlGTq`D60SYKd(2HF<
zRyxpGe?5^FemN9B>XBpJ^-ba9ru05>+_gd;jp-LMBj>q+^{~T~%SP$REjRT;F&wny
zG!oqw1Wv)@6+>jkf?m@>hx@v4#voPqt8BofdQ&VK?tdx0<dB?3i-XXHZHG!EyOt^c
zU2>6n!ZYT1WQh~!S5mQMj>MY*8ev7Kqj!aYlS=|PD)CaV(qKi(h##n|L%r5!<H3UC
zxMZJl%o>3jqdLNqvtsp49d-unK7EUp>*<Uy&j`bLiYZQ=ofVG4nQ1tj`5_Og``)5N
z00YP5>3<<5*B<heKKY$|u^No>?xF&yj>0lMWrLH0wkfqdgS4`PCZ?tIj)E{pKPUS+
zf$CX`I>XgiF{~|$c&*$T(wnR;!Cw)=QJ5?ZyDh%1`fxNh?_pM8C{`p}g&TOOE0y}C
zBxDBjh@WO=zHHgJ_UGk&)lduXXw$;wNXjSppMOl2d{A~N*ecih#;XsuTGf%9Bl``P
zQ8_qn@TP|kr<j&nVWqo->e+g7BBpLQ;TdUi>_P}hDbx6G6d&R+(|FkcpBliNMX7Fw
z-Zp@{1DczXVpxs_I|N?gHyUp1IN>-(b+dB6v=pw{GgU~tM<}Q<SizY)=!WP&%^lwM
z;eX@)9badrkS-3XLxLg2fax-oV~0G6idtrZOwt}t9K*t-DH!ZS<p3b0Xt-)vF39Do
z6%PEJ);OS*hD+7D@6vS(Zn@nH0ymbo)N{)8G$OsSxz5Vz{v3L-L&z@5VdWlG)eWk*
z<E>IWOm!qxGo%Yrp&f1k@{^qyBAHEA4S!t4zaCZ%Fq_WMy7262u-KHPTyfcMHOF}g
zj8C!NgL3gnF3?}01Hal&x_dIGE6GeDFx@uRRpBKgKRvtAky7?7V1B_oj6-F4d7r3E
z4-&~v5r*_MM?fK4zvyPKVcdpRoKuRK0WDO957me_^`?bij(yg2=2qV%$8DJ#)_?h$
zOQv$Q(YKEu_j{FLS{IH&bRx=oYD;RZ!A6gw2(Y4%u8x#R7(MK3sL?Fj#P^W==|sMx
zjc}I)A4jf57p6N(of;E0DN8JW4U{q({InNTjRO*3UMNt{A-1_(Ky25`J7^0g8g~5N
zK7JhB=#UJrOS5!sx(<9DF`K6yn15b|$S~aBnU6Z=3VQhL>glU`SHT2CM~LYdoV#rq
z0DY(QRR148JqLnuF_0c`W7j9HqtOD=^5X~~1nPRZbZVKYS{K?_c=#!#Wp|g?lkhyN
zK|7ixIeLjg%H<x5I>N^NX@7NR_E$P8^poRx`eo_SYyHdR=yhXS2UTkFT7PCPjYWcf
z6#x3WRHSt%H&l6!&C}J}kW|t;wjpxc=PZUP6E6cXbpcyaK<a4~*eD=*E7Vs%gSE8I
zgXkNZA0YIUFT;m_+8$o!6(h||=<_bQFWuwHps?4gK=z<7NusC9yXsNj=1Q(gTpsy-
z);8QuA!spO|NFnMfBrvg8v^6ww*ig^v<(6x^Ov`q2jzbiAlM^JJ~5o_65qUm^azu?
z{5+-g2=;PyvqV+~PV>9A5}++P*?kseorS-SJS!awjTJSHJfTS=<4SYy0upLe5T6fb
z-(%YKa9a;qQCXTB<wMhz-$(Stndc9`k6kmO_0lF}p~d@&{11_@iAHY)O?ep4ix%%k
z+91m2XqJCANHCC{rnKc7=y7B`$9rfLm?+bccdWR%u|9vxa<(yrsVJ>+pHPc0rgf((
zKsv75nakH%`b#mFn5G&V*loJZF&(wRBt3t2>2hwunH$wfM6|@007W(ys!f466yVvb
zGMW--gF#VDnFm1)`KfwET%AMT0eN+L<!dlvQ%rvgRxFXr`^3`)E%}1mSP4QOYC4JH
zlKbQhW)zE%V9<@^lKh!Q6wQ#8`_L3c!v5d~gL)Z18Mus_y))jq+5B4^&4qWO4KG@v
zxinOyvu2M>%uvjY;AzSRk)a+YQ`AH@$X#jB*{SoWT>oGuU4xYgFI|ACC-C8DdGEA-
z64`&gXtFR3v1(e~*&wDH;Lxvl0O}+T%4By%B9?dStc&2rVp!W5JiS2|tp}_}z)L<|
zSaYWHPBCx^;F}$0?b8SkOC8Dsn~yzt-TDVM8Sb1nE9$SUE(9K@P&^91gBGa%kt(AQ
z>2H9y1NhvAi8w;az&qdZ*m^`@koQvIL%4suZKLAidt@g6@c2`Sj2dt<WMTOdEYO^r
zH;INrRB!k+^f?_pJ{J1HTk)8X&d@#<6Vm5iTs&G-T1=GSj~h|$P-xBMZi7W$8F1v;
zw=?)B!?uwAf|CR`uV$8)p7OP!3u(OH;De?pm2J=g>5<kv#2Zi=PgZ0B9v!N%IUj%b
zq)UR~V8~Zi2m}t^2Dxfyj^1dZn{Rl2qtt9He#1vGU(GBW2z6-7BFznYM1M$3$?MoP
zRM+y~p&{A4R5;i6?P)OorKO2OLMS6jcks7TgJqZp84(Fm%#Kz(2iz%TEjs%`60gk7
zJ`|Sm5JWZ&MDB=u26m?xUsV=Q&w+otfg4gxyXR9=L;}yM2kDA+d$D4oNP#A_RZNKI
zb#*uv%)_;EKF7I7mZ`|e^<|XRI!8KAi?KWJa;6cdHGZ?RZb&|)g-(iuc0+sJrGRck
zdUeBjig)9rahak>kAL0am9k{MPTxorbFZ~Tw(IP)WOTwy=t)WA9GTRx+U$Q75jS0L
zT4XmWOm&5biGGG+`L~jVm=;MR+Kn*^(c1!<(C7zeF6c!)8*=k`6YmBjr5ErWh#_U5
zEKVCJ8=dhalCO<`Sg>X|G$7(jYB#uK(yrLJb>XdGBhncMGRj(}Wu!}JHC(|D>OL{r
zUXGJ|m=rF)Ft)%~72`(<U9W!#qZ~dcr<a0iR|;mzD{h#BNEeRAkNvRSYo21>a%VxK
zp!`Yx5Q105?HPGh%rm-}Z1k!)L=vh9_m2%7^NZY0m1boIFYs0ndh%2qAIzeOH$LRb
zo73Z5W&L_AGFX_FTZMdw*uM1b3Vo8Ly*33`IMdVl5xskY2wOvQpd)|FBrBG|!CTu_
zLZBb;x77QiSIp{GE=t5Udh`rdxbrS9BF%4gE8a)C!L0>)_wrm8ulu6AP<G6#BD*}R
z!sj*dzJG^?Zg_bqUuu=-tP~+0Y<50=3m=ZqqKvJ7N8C>cgn51s?+2yPw7uF6WKe3^
ze3~1)e0k%Covc-Nsuh3I;Iqaj9NZ}nqX`gb{DqKQ1C6H_jnz#4J+jaDiYixOLD~ca
z9(@&&b>|0)SQxxoZzJ*j)tX`JVN=0{3~q%G1n{Xy4f9_Q4DUvMIVW(Rg_3_wWYm!2
z!e=7vs;;*t-Ktn78p74#{@4+Gr0H^tY#YuvSQnSy4(aLMP%3|zF3X@tz1?XUH9QeS
z$4^(LsneCYdF}gsmKtaXyuytKR-Vx017O`)NXkKV5^sBa!}OiVMyfbnle%oF_&^jS
zpm?4M4n;a1e5VPNq9&>8PVk<xqGHIEV=qmr)IkqxLDU1{#qvWQw=RrsiY7?%l;EP#
zAaW=CC9I3LOmKf2k`kdzM^D(JC=ORN{oz$!{GnVk`lyH4hRDek(@N>q)vUe1bArdl
z82V~yi|QYAw);-CQNOa}0!53o2G9hlzq_oGF@z0h2-Wg%N`f$DqgvBkRngjl#-un=
z6V_|cbNgtBOVST-sOhHRMrOlSGJ%g*D6TXOp(xGwg~WdtUx-a~IFxWxOjR|zYzD+t
zvdtX2!cikiQ{87~B4n;1>>gkydgw8zfg=84y<$#zEKB53on{WA+ItO4lj14*2Q+bL
zdqEza@M(s6W^bJp4`m+qdP@nWNqHwU+G1uen{io*Jw?4fUyGJ!r)i7h2H$Q)oiGo7
z_{0MUq4|H4OGC*s8ICKD6?_2?nfhxdPiEPwSRs3e(_u`1goiv)SIwEtvY1B{Jc?{6
z5_x3hQwRg9*q~nu07R4N{9D~;y`{(R*DIpST~OBk((_H>Q6z8RF~amv^MHV^czj+k
zm-8Hr&sTNqxO*XPnM)d7(V(GgQMoQn!~dO@rLupcjva}7O$xe(*rCRp_;vZg;EQQc
z5y~PKLYBh7C)JLC!(B<2LSkIBUWtg<Ap!(mVu458Cj$Dp%`6$FkT#^@!oZoH=?4~=
z@U_t3stl<iJ-<@E%GFnw>kBJR@@R@z5cAa^Mkf?Uk=A^Ga8eToG{k!p>Bzo(Nl~Wp
za5R4<a#-e}^|6+n^vMioW&eS*8sjPzk;bDC^tug3f=EET7hk_qNAU%SWwY}gwX6)|
zh0PYZQ)=E<4i<wyK6I_<?)tkmCH%^&36Dq?=fSv4DaU6sSGEagi`ERg(vb(V1-r!z
z^azGcGx_IG>J}q8TI(odvqjun19PLdRKtI?Y{h&iMeQ;y7_nOdw8%KPIXgvrGzcTk
z@B<+tRjebZm=T4?J2Vd{Sb}8|B^b2^$YnS(O}E0tn#Ec*(;*Hl1cxCIRHf2cz>1F4
znuu+L!1PWtydk#c&j`GyC0`xb)2}-sJC676l`Z{!F=s_fVbRhr6g!U4Mtx=ATD5-$
zaf5`9c4)z2PMEYq<B(&~r((WabIlAH*qN8+Dzf7Tk!Ty^H&KWZj@@1Re9A?A$fKPh
z*$rwqwjl+EPE}Cc+y<Dw4cS0>-$fqy@`ZK#$`i}PPLSN>RT+HBg`NPk!9@%P7*N2w
zcR8-Ssz;QKkff1+(-jY{;n!YnPjr7ijWBJQj|*sIC;Mr0E>=wYG<NM1m%Mjjm#|Mu
zQFW+q;Wg!GXYDlYstPec00fZ(Pdg}zvlKID=>9k~Dx#Q@(2&ccSOHpblqi~m>bWJ}
zrw0rq#(2b5r9aDxze0jWFZ%~Zo%hOS?sLfGvw$1iL}^`N=aH>qtn@sR;E{igZ(Z4`
zNtSL)TYHN@mM~np(>bf+*Yv>Rt>C!~McQ<$lvu+Nmp^#(K@{5P7-C4pz!?f%HB^P=
zkJof6Mni;igu~1LP}ZsUk)daJ3ZRGXfU-`SJ39Tkdtovov6{P2OxDo4{Pci)%7Aom
z#riDp*nr<^Cl+9Y@_vL<PGx^WLK}=?_w2r^q%yCgZ#{FCaVPP9GrYEs+bbtOEmK$3
zBi^Hf-fl}z@!Acep~4tzFDR?tRH^&<GxvQ~(a>}U=M4fN5~mTYV&HhUoMD$FYY?m%
z|BWD^hJ~Du*lD_F_YLc6lSVzI*tZS2dHk(-c%o;3c{hm|VJ<S2?$du;T9XZw1Q0p{
z*StG;16HN|tMMF!Gm5r*#8xMIvsNbx9m7rgJ5kvLQJUWn;j3PjDD<?&8!pW<;k8$f
z*5svgv|4~C%M^n>Bg(uqP<3=!=7zH*omXDb=pKotMbpD>(_?Y*GROqWB3+QI(^N?0
z;^%%?Z{_A><J=QV$5~(kqVs{Q#vkuvEK0l)$*W|`t|;BK0TF6uH}ZKjoze<X0;eJ-
z<jqtXUKav6^c`<XKbVX`u0TmJFUD-k<pVF@a(ULJJ1;G9IYM5B`(?6U9(5D)<Ujvg
z{`>!s!?5?40geX~w|J-r*bIL(I5j>#AaitbWnpa!c%1EB+m0MLa((ZwsAmJ4%lic|
z3`iPjpKS>62iV>fjMf6X{(r#1tjx-Ysys?Yc6N11>Ydpc4YSDLB^Zp$VbGoo{q-kH
z|0uzo{_FeGKc0L#(cjVeQ%-d#DcgGb=l?wY=f9l(PG5%{jgKXd6)%7PK^6XFbIN9@
zDYj;Y9PDZN$AA3gbXD@tzdil=FXr^O|9dhg=Tpe1RP)I;N`HMaW9wAu{0I8&$FEO+
z{zAWWr>}o~vP-Y2D$)M>{pnu~^~9J^=>PTn?>PN;wDj*Z{W<;H>FfVKeg1lG(VlD=
zQmpj9a@%t8Q_D7twaS0si?P<W!GHblQ~O}Y4}K`oSXbQTgYklnL3C^yjJGZda{k<^
zwL`Vh#~Lrqx=-VmK=hn(#xEZ}&Q+WZG!xeyp&puSORbj=@x!@>8)Ar-T3f!j@k<>{
z4lYxNFCXIgA<;-;aOqMWKF<|OiPbH{!`$7FUH0rlv{Q}bUC4iFArU@IGfjl6a~<Od
zd1}h#kRn@xP^PA6-koLR`#g=@3^Y|SSJ%-kIFLL|iBFE$q^Aa)T|^u&A!;hr@k1OE
zZBSyTj#-Ro7S-d}vFNC~YEF#iytHBP)rJ(<IOZ)(J14Lm%ofnn?gYGR^Rm^#S%l<)
zwq^=}jc@+oO0<8aX8}d0LhhL=#O;^{?{4nlLotV$O-b~Ccr2j1Vte>kSPcDcf^#0e
z02(jcG+o_=#BmKSDNSaJ@u}~KBcVT(;Ilk?t`4pr)TYfBO!B*G(>d;ZCYgM$HlJRG
zrZ`z=%Qa_}p_W4D8e^gPgLAde6kLmjNHwUA57*2UsYZXW)csqIu))`8!}h}aX^Z&5
z7UJt1u2<d<iG~~k`!H`qI<|vZL|piY28enEM?Ue;Ep0P@ptG*z+#xhvo);wfK<j&R
z=Fs-BDMiDk_rt7#_?T_FmHR70M3aSUe3)jj#!R|K?ik7Cu&1M<_?si-mQV2fBI0;X
zATNHJn(}|a(H6`vSt_`91P7(W`kN*(OS4Xb)+$*mR(9aRP4x-YfNP70<Du92XiLFU
z%j?~B^+uuCSgEw8Mc&96I1awkZR#1IdeMEFnxa1?XFFC9E)<*+Jni$b7g8=Y#uu=U
z;1aP=aCY<jA*E`|iY|2{#r0e2%d~<tAEZUzs3CtV-9^U~UcpaucPmveJtrO?V6iux
zxP4>?VsDd1V{<usbw{?dbG46?!s3acLSZIxoVs~qEBoU<n29(YG-N%vjv61-O+lL<
zHDxY}*T2(Wqa&r5IC)UMPkxo>rx@$<hvf&)^7qeA-<}e2U~%*xHjtGbO)i$&$!5sK
zII@57S@E+dj)RTP(}DWT+gLAUO?-Q@$qp$QM^a1Bv@wy8t<5$QHAFdUU$leDCFMej
z1D#QlY-xILsaL<|#k}!L6RU-S9F3h;yt*rbj&x#U^7Y*EV%9cq1QZLRKG5iCuA(IB
z1F6zAka{3~&x={>yb(|=h${Vd*45JxOF4g$mg7gioh(`WcCM-Z&6SrN8Em5=F}d$9
z?0<kCvA;hX;_KX7Gl?&#cH?sre(>x>^33G`)hzqRd?;Lb4XvAKP)~!8Vf(`mwC){W
zpgVK&@Z}-5<G)9zfd{x={}V^Pm|&zu!|r0GAKGndYd~+A!fDqV7O+>CgP<`0tuue9
z^TUyI8phZ4UXje|Q1jq=)af9v-sBiN%zLb9sjVF`4tMKoE@Vd&y^yzQ^i84=Cx|#S
zgP<N8BA9k;AHmt>H7ZjO;jYEwK+FL52e-kzFxAnT$BRoRrV>hzzXgjpcvN&PA>Ri(
z>{7jP&zI1do<&E~3y)R2(P2}pySabn4(E`Vc4!pSF5DiVunJP>@GQVd#9In7gE`oa
zaIp^72b#mCuNRY27?s`R2Im_mu;OP?Og6r09?n+G8Ue+uk=N8aM?*B36D{WO@M`DS
zSz4e;?F3%n9S8l(jtQ;-2oB}?71jWt+|_$@`LP{L2Mz30#UdOYQeE!L9zTEn`?NpU
zv?IR`v?lbLCDz-yNf>w>6RNd!miYkt@<XIbiwjOj73h6C5UH||^OGqV2AgWK=|&US
zh`)Mwb9~=IDRBH1A`SGB_}>cu&^7IF90E}gd9Tp4J2&srYIBYqs2+FjZo}wUO9yU8
zqz|JL&}6~cg)PAvXyg!tB!GV$xd*WIQlL`}J*>zVJ>*p+$E!gz-V`T;yIW_G>ZwLq
zu~4q(9WoqmsS7WHNeJ|w@7Yp4Xt6+sdJpgnG6R(QXdsY=WZtx*`QB`)FMxL;GuZCP
z8TI1o=<5c`1V2ze$#B?Hd$b=4o#WTYP%>PoM+-AzNJ?LrGua*|3G{z0sO=i8G(xrb
zxbQiKx7-CsqK6c~IZ^vI@x<>yA?)BeG>tp(T!<O<{^>2S%H}rpW<kR(yR~DJ4<uDC
z+k8Q?i-~m(xU#GRu4&K3C3DI7Qo!CMX>u(tH#}C{jW3ovGcPx$!EGwXKES5Bpdw;`
zkOu4(^asjalM>j0o_&A73jzlMyM;!0;AG(?#6w5Ch^<^0cYt1C{i>JFlQrdGvS*i#
z2j$jX;4TPpVm<-li-0-GQ{0dhwJoxvX^SKaLvs{Y*I-Iy-7lrjqBN7Bill@-ix$>P
zmlnP~g^{fStt+P&TA!j9zg^0fR(b99QbEg=A^RG#q~+~U=;(i{k{T;zEwdKZOF6w)
z^Ei838vMnMhYeZA-pA?id0<Dl>~wmEVeEln^kGgpx?JsJ-a#9|&atYwg9vmC!-ylq
zvgl#lGtSsM5@H2}{RKZjW`vjnv{E|))6m5YBkbbnao|Ye<waQ@L3sk@8I*sV4?L}#
zJjE6YD0%g~-&B7VQY=HXG5KA!&)Pj57L#`G0iR)e>T>VX(0T^uq{Wsjlx|C}dxU$_
zlFpMB(~17$90QmRnvF?Ys>aQWwD3bwe}EcULLV~vu$$dlRHl$3Fbx}0J}@e?kb{?j
zv5ym82G+ZyArb6Ogx+%$X~3}w=rBc|;vF}5QFmceJK}#)YG=Q2F7tpwpTD&4iZTj}
z{3=U}uZF{0zxtu~UE8*0HAW}>?Q-Ap8&K$mExN*wCRc>+lIghFB13m1{I?ehZv(jI
zv)UK3x8f2u3{9w`HFvl{tX>Yd10ikwJ@)(E&fX55I6u@$iMSkZ-H{iU$uJMT?5aH~
zZPm^<o3VfYUmYybUqprmi2m{(R6g|>q8(QX^^qE+_#Su}7ths)i|OSZO-m0>={Q*K
z3-2v<1@!Qu|1ov9WKvSQh_lPMu6gRV%~a$#z`a6d^^Uv4&~U;|YPdZ+lL~oLhD_?Z
z7m`I8C93|CHG%I92d-GlkPiyr><Ct%8l2Z8aY%my#S!iiR&s?cDv#e_q&EzEz)J^k
zt{}i(A1Fa_C^!xrJc1!D7;`}ZpPy{n^$|GzLg|C3Vy=YTQK!k+ao-+Y!@&15;OwF!
zP#<-}{xCjQ{2GS-!*ZQ_L#h`ugy~xSBAo9MNrX<bkLZK`;yiL)X@ZjU_xI~y<8>_Z
z5~P2eqn6*EXgUWnI%7DwLM9TiOpDn0YFZ?z#pW)h&!Uv9BWLnhxHPa@xYYml6oMOk
zXx?2;EktTJk-8v$%}Xy0^9EK61+~;XcVtRjQKMgz(NnLeEu~Attbx@+PVLo#eywXM
z&dl#mWCsi(av$*{1|wy!-7gl5#P_Au_eX!;^ky<X#oz~Y@7q=&#kL}<dm>FF)GVD#
zW$irJjx>>tP|<19>9mM*k``>_`17P&+O6$WFdawhK>?+hhFs1OiyGa@);z`Kx?)PA
zw%v>>!BY+K^^O1)r11%T&|k%emZv(If<6hsUGx%29M*s#HTVH`7Y-0f4ZB-7w77p@
zt!8Fi7<fD|F1V2MGdWV%LgcRC<6!%4o--4CPL2f<;Ef)b)Y#9LvQmz8zIG5_oU}A+
zwcdDX6`6f;1nv$=js3;VZ@du~cTm7U-zjwft}ph`7qZg_L=U?o_wcdG&fp5ZAfpad
zVqRB=f<Og4=`h<cq^*z3p;WnenM8lDLQg<ay|8_^-MR*@zwFilVdxE?!kcJaG3b~&
zM6T$rNI%67u8=ySp0PK0n8V`LxtyTgp~qaB=stV;)wP=zPilExy$vF=4R<Bq5mp$o
zkah%0wv?1(0%|Zw1XGgf1DP;V3$0w#)RC8{4$LL3PZ_-<GqnE7nSOqEWR8DOTS5m$
zsoiWdSKl5W>Bt0iWCpIT9J-<BNP^?g6W_uOk@P1O&*l#67w1qzli0@$B3qeyq4YFx
zR&zZk3Ybdl$|oNIH|&T`>JvbBh5Py<`iy@<Nx&H^wiNo%)hikFLb=CYc!Y%1p+n0f
zBypDGx%PzS+cobZSDHF{2RDE81m4SJ%h}|4!nwm|u~XM_^Syl0XJc=y$s;m{_9a#?
zrbEQz4^Yq3D=0AM03JHj&7d~7fvwT79h^mYQRyC83iN@I9n$}}V;V+^57pt}2RMsj
zMQV?9gwGZ9g~K4|sW0>GafX6G_p!98ec(PZ3_Z9{J%@ca`MMw|dXRtXjz=PTUfPJ&
zbUa;wA0Oc;-r`@USL%(fNAY5j+{4q(v1<w#jSNj$^|WJ#L+T&i1{^EIpWxuG5L5H3
zNF{7vL%@|9)TP%w|4{j~!kijKuj=f`gxY2Q^22+FlV*ntqZ2J`$3w0;Alba>z{0_#
zOG+6iG1RFya1I)XJ63<gi$&h_#Qo5yyBIzxJXX;IVcD0vCG@Uc8KRi~x5Wd(K=yHX
zz#R|ipc}k*fEKnFU2<x#rTLNvOEz<EiB3!%S^{gwN}ok(rCJTh@+?|dFI`$7ddZSf
z?rGfxy+kdCmM}!nW2LNR*1~!zr}ui<w`qXxe2<>EJD;pC<0XHq2T#K-di|?qANgef
zf6%CgIh$doi#$sTEkegf+gPiG?rz2RHW)m{A+JjQP7SHVp8~r_9Ze@2!})fm61vAm
zc^BxO{w#y2Gd*+<vaUWkI;wFO=pIxd^y{%ZtHyY`&SLz+Lr}HK^~YSVxE=e5sacwy
zFdGO(o18^dzU+TSJrWXvT;YR@aBo545GA=^$oo9R^TqPVVWc#f#Ljb{+}rUNsYES8
z(=r#23`S~aIYZOCI80W5N%EuhiNS0ESr0NRWIgpGptkJgNposJuS?1xnBM3(XfPvp
z@yC=v_FK<u4cg2VINQu+Rjv}(>_D#}l<(&=4NEqmjj?~QalC0Bn&aLwfa`=GYdG%R
zha+LWY8>;!!+ANP{Vrf$R0AWWAqE%oA=+u$fp3B4w=J$rc10Rf^D%kWZLbwGt3mq8
zqs2zb_-2Y2Xd=V#Jq&+9s{!YASEmcnXRd$Y3--iL9mMrX@bwvZU<ms_oSPoyp?+QA
zz^F4!z;l0x8R^Td<a^S=9v5%l@#X>q{;31MJj;$ZrYCF&ql3_w3C95gYHDA`ktw2Z
zCZDc+S|Sn;V_sbuPB0SFxt^WFyA`|633wA)e}KG9X0&j{MYhkAWwP@n_w-8rATfTl
zw(C`Ai0a{}!#>dv(u$&ZgAeUGio~O}aDeKpFDid5q)nInQtNiNK0=Sf5c&*Y>I=_@
z#`NI`^&pzN+#t~}m0B~>ANQAQy{6s%3LQYN9Z#h`=3SqMggapvynavVmzL|cHmx`=
zewgV@gh4n0!Fyn9z=y&6u7jv=;k?i^5-526yKH(mpjyX+Z>3}WKiq@xgIXokN73}_
zA)0^UaKL*=A9ztikKvp1#hdniyJ?vzH;L@HKhnimA^}_1HPS46moQr$)FWe`Zj?&7
zIEs=YEe}WI*<#nCAR>XK8j_|@tJ#GYUCSG~IZ3%*qH4=n?}B{O2XOSrH$>xp&vV%n
z+Qt0#AYjOT2$2?$8nP+VpQ|H&Uy7e)acY10>c;n~L?fVhY2@1z4Qe36+IT_J*+llX
zl|N>MOT)bWda0z=nuzv_nx|7FhAV1IA#Zo7zh26zy&4>?<-sdq-U^O3Oc@>>Bq#f9
z-$8PZ36g^@pFco%an@|@t6>uiWDnrN*uhQcubZQxBXM?|ACKEndpvucF>eH{dntcZ
znT~EU>`SUAI$MUO?zBvy*4ZJ(5Snnm6hDjNY6eeI-HyeVHr7j76OCdSG93kyV0#jg
zP7@L+f*>mvP0vlN77B8&Chi#G&=GqR3(yhWxafg}u;{aS2$ZBA5(s4%5>Z&9LfNGc
zIp{BM-Xm9{UUNNgY4yE=HFh5jE|z~eUn*ny-xbv9X_jXAc@tVXRHv+c5g+<onQ&`E
zSQ^CE!4Dhvg7#<`#WfZ3u~_NhV4a~3=fq|sgK1HnytX+W)TxIJ>p`7*;OK7Q)<B&t
zar?9p)gbyEpw5Nd57MDRC>VU3PMu?L2WSrV3TAIbnN?v%+jq$2ZvnYH^0j|Q-rqjd
zW&Y(sm(dSW*7RSHBkrhaycM9YeKzG|*^jt{=t2mdxJNR}H;qc;tU>C`3On9!=Pz~z
z)3H+ecl<EE5W*mM-Zb9@{yT6zKF>|jg!CnMIW9K_?$x@&rpGq#2#&rbx(284Jn-R9
zzB?j#$**&nAoD;PaCT9eDE)sUmj|M6A#IdYa8F`8cuJtmsXLN>9+&79zlDmHb_Xbh
zVLHc%mae-zu8*I_L)j|(xIM8DhCU$^2CYI&0UTf_-ZI%TK9=Q$QlkVFxSY2@1rV+(
z0v@I?Pc2LrgwyQs^TG5y)+w*7qy)Ua7UY=j%rK<S@dE*L`qv?kdz61u=r9~{tnMww
zLBkqczGQQAb#q&7w{(cObNp`M*SAfH1bsbvV2D1u5*)`77?ZszkxCk3@X?)Oh(oAh
ze38%<KZFn?D}3gKr8zM3h_PVx*GrcMzCC##X<Aw~E>6t{YS?90#IJej(lT#hy;RU6
zi#0S+E6KGVS29B-xut)UHM}&iS}2GW(_UmOSA(Nj^Tg;@Qe&m8Vb;QWDW~^pu}V*-
zbqtfWp3BLS_5R=}7TM+ej$--AP%IGY4|7VR8uQCEcJPrT@a;=hJN)^?SVML8io1H<
zS0OL?YxK3x>RwGhJ&uJwwj@~s#4?o$1WQcq-CG-zz^Z`Kxqg2`NxH#>+`6z(O2mU9
zHt@+piIwp-S#?mn(7FqDrRI|}Zo=k0u;>+iPWQyFz&JM4@?cYH?8*xh_6oP7`tk+z
zDDObjXwiWBljTT+3Irm+4;#eyKvxn8-z$FqeSs^PY}4s%BZ;L2uJGCy*#Ye&hz5YR
z7!3MD4udp~$3TDi5{HLkqlW{nMA8Z-1aRXnEowznPshVnpwNMAr{^wM<9NZ=U@K%v
z&)X25q6flO7IH8bnHuw;PrRjnc=uO9fxQ0vx{FWw+Qa_KqeCuY!+Vli@g{<~1rJH#
zMuFQ44}oJ3xol5kFF?fAa<O!mo!x)m!wu($UiZ`<?c{%^y1#=&4h(}I_zWz3WbMGF
zu#MG~AEqlAi9UVXj(G<PhyLwd7~h0BH1r9gj(e=FFPV&p!U=a@<}YL&n89NQW&i;%
z`htL6n*5H91CskdKRMhs`ezP#x&iC>rqyRbIPUShJ!y2*!Gl-JViwVpl&&Yg#*W!S
znO-ov!-Rh>UAf9cehr8@QKxBxVo_|VcpGtDSwfic4GT<&c+o!s3$w;>UM#LBRR>Iu
z2h*GBacVH<$TabtYF_r6;gB7|5lSe0<g1@3=}U>k9kIu~>AC}A3bBju#8884cW}{N
z79DQi&vg=lC6QTWUUK@}BhM;6;dZE#__Wl&o(g|+fWedDxQE8?pKni~K;fRg2g~Dp
zbPyv3PqMzJlGU%QOE4{x9Qs9^-mRQs<UJZ1o-B1jV92F=QeNrbq2238*gTSBG{cnt
zX*rmccvfHCZagcr4R^p<e`dU;HD{E{c_pfQ2*4$bgy;d62PXAGp^f_`^=i<Lkh47{
zZ-;+e+QHafqKre#(MDGKEJ~?o)P@^NFAb~~F7?|xl&+<}A}K7WMVhjZNDv8Xtdup(
zT39cY^lEc1yDNIxwFKrhNP4W4x4g8lUdrjc-n*AHpDCELOS<}#b*|;Td2mFI?6rFb
zLp~%JG6pn`jrG`rG;nEHJr%ZtGTvNn?&^PQk7s+Z_NNCgrjQ1*QjC-M#ijUJ78lxp
z?Q+kvXk)!}X+oeF1<3`pC`j^R);Mnj6mz2YfHSs-l*!JU<kABRPtj-l4rlzy;Eej5
z@o40C!87VFDnW&McmAYNi<{8x3(Nn$h{hIHKBEwt(9$9rd2PFiXxw<@RG&ZVz*K)p
zyAX{_o{xuNrN=`x`r+&@Y5b+eG%l4_^NPO=(WrkLTaU?wq74!cd-<^;8bdVmHiUgW
z5Yf1hgUC0WZVSTk5SD9(KadR_qIGNU%Dwmv*8_8X;mlp?bX54sS=cKya6N4_jJE_@
z{?2K*X18qvM+OJ7obg;(Vg<XBPQZUucw(b5p~9xblE8?Y6)<T;0rDrW5LjL^@f@?r
z4aT2i7VuKYRS-qm`D}!*e)OdkAvC-F614>a(v`^7`6W`l#-86i&WY@$kMj=ce=JNN
z=0+&TPAp0f==I}g&?|jTT)ktIWWlyITDEO=*|u%7%Vw9lj4a!>ZQHiHY}@9mbI-j$
z-uHLs9yuZ-7v`EPVy>Ew+@_uPx;IS6#}#&qlBYu!l$gt_6NW~2M6bXzK(EB1ffu1l
zj@s~rQxgqHgTP|>^h#hrgR6Ubqjd|kNq`TLuEhq9oqR+RQG*ZO4M7jL2EI7PNrQv)
zmbJyq$O~1%l%o};$VOfzMJ-y)V1F$?48nkk2;)l>a#}2>mkLa=pg*hhcI5B<-_k8k
zw4P~gEm5W-65;$nQJHM6057$2)*5~2+eFLi2s-1)!DgB=`rCeUz0_dA@e3@^|BL5s
zf`=wjl2+3TXUlt8FKj;`|A?+KMcShgXZV%IqwX{PjpDRUdFyWezbIcp`p`{^4@GjN
z={TK$ABc`ecMEhD5!-io)lJbw?<8qyIrU*fx9-9b&_?d&#Qb-#VUyAGY%yuXi8uXY
zY4-wC+UI!fcHS%&VXp7MEVZ#D8}1Zlv1l|rN35<O?kMvUt5@$o<R>!8nM_2*(n)ow
z_8Uu7oer{YxchnK55pXm%s9)XTu`W$(ZZVeONzdz^Ry`Fhx@uF@O!WrA4_IEoO0U{
z5qtn}ZL`E8Wcb72Me?4QQgpJzSPL4%bYDkShYPNGkiy0Z(&2NeFoHftHwt!;rpe89
z>}_tdll-|zjJTuqPDFN4dMANoH}XzLd}~=GBD6IjSSzTC{nd@(e|>9@jrd$gria}{
z6V=oB^QJc&-P458-kZi8k(0=mKa+#x{s2HP+J@;Ci+-$mC(X@3){D60XVSGB1)`Se
z_WcWjbdta21yoIiNMR~><XZ)WjHsm8gEHZx1nIRWnba>ak9A&7d+2|CHoURbNL8am
zkKnT_b<K>Tu)vgz{BYK}g4{mA<urE7cb>=GbnnG=ulFpm5xu8Ru#JK19DCBoSdsvz
z>3qTiSU>9ax3?DVqfl?@7mQ<k0{*j3l@IQO#{gNmw+F%+mx1{uUYa<mILru%9PQ!|
zwxdSAx?e9=5I$+3M`wa{g*+Q$gE4?yd1q6GI8X`Vx{!9N^eLobOef4?xAh&I#WX{E
zIXfx>*W(8Q1}9OT164V`Ls@~yOEy5%wL-P-$(Zf(f7qVJF8amEQuDcfkJI^n4(9tQ
z#eh7^-G@%g@;n;7kMtCJy89oZ5}eOSe$NKw+@D~KY_I$1<?un1$~vv7R*(9Gi`%gL
z*^$3%Ld1bfODZO*K3NO)yeM<)TvuAokjV{JYm6Qa@e(>2AK`kpHv|r{A0QQ&?=CEH
z)lQ)-CDCyd>T_}Yim&ZGrGzeR#^bqo4tC?=f(Dy0ODvYL4kte7(Oy75!MV+TmfxcS
zqSXkCy5yXKgQ$32urA5mV+>fyWKbxfn|SGfAQBf;<R6e)%bo=%GP#^cp4A^)7{Pwv
z@ZjKoX!sc|MuPkra96DS0WP3~9tH7V`G%J{NJ;=RGvoiiAG;d;i|3DbP0gq|C~AQ>
zFdV3E*JMK!><g&P3~QtfD8aXY0W~uQHH&-@7B+U0u8I=_gfljkGOQSW7+R4+_}6Pf
z@wd!$=GXr6Pas~g&j)nXm0&rh2rpedJb!z<J_EQv5xp<-HI_<NFf+dZ0Wcp@6vwJ5
zHZw;v0Hu<i&+UnG!k;T6dGc${edcfa+@H70n0&Bo^ebL(KVK<8Q?&Wh(0#d1SzIk_
zToUUi{C1}%q<zbMM{JhSvrL$L5Ym<Q`rcOtj-ocuIaX!tE)R(c;7rNCpOe?o#o<Sy
zDfmY_t$!BRVGtETth)>dpf1gq=TacF!O|?VunBic*jWAo{YR5-QD&9^_YaU8tcer5
zllqrOl4A~h#-r~OsMA2i-urW<|0K(-Njmq?arJAStd3>ud~rUE{+ZCL4DC~TrgBn|
z20bgx-RzKI3hLJe4=T<YytAR|(m_;1u=fl9xO|xQ39dMXWz0K(c{G>ZWI($2EM2Cm
z@ysII#4b%wEcX|GOu~dXewDr*ab-=6$n~0m1$&99I{n)r#=L5)h{$fLhIW2}?a2^>
zF$08cJ%mVU8hdTBH8V3jshTr1i=`&^EKoBWDVeJR&*XVf%2lL`NrWb{1+bTCz%I!S
zZB+d@yPEjRxc@$2ewsG*W@&yn(TG1P`TLxalAGtS|I)zHyrJaqX51`@o<f4Jcv(O;
z+*Ve;uw+^H`V<sfbJHke*p%rMsnZdj`GbhGBs1QY>ekjmBD`^}9=iNruCNkhy3u`z
zWf2iL)YhtXQG;%-l6|zZ5dmBe8+8cUmBokw7)JX6BvLhC7?BBAJLGrqznHxCUxJYA
z&UML=m$~EIIL)5JBBbg@kA_Em?<Sa)k8(V*a38=?A)V`adVO0}Xw%2Z*ld5pE<4Ev
zS{wa0AE0q!4J{*dpW<Q#J4;SUp@0o;=Y<ERV$yL?;$_+mgINXDaQ){zx)e4-4-%E+
zA(tp>Bs~uSM<`DngaU!Fx_Us_cG?M<d!)g$Uby@wxM=#?wNGC_#;}mO)dg;o3nsXu
z+RFR5>b#B0aK4-_aqWF9w!Y<>@RE|SrL}N*3e|=r_7j6iEjYrMMgvIE6F)+48aAZ~
zZa`h8<udilrUq`<$TZczq>dqUu{faShGF0uq=)bTxDcSzC3(tG_EB&<;MKcHSn|$W
z1IgEUhcryWbedJWi+<KE8`FUfDFzi>Q1A>k9HQ2H>VoP#IF(k8<lFuTcR&UWMfk?3
z9>Ey$ThX74K*5~^CvU;Gg2r2_x+NIVv+0<IowL`Wafbtaf^jqDz%VVVh2yFPQZ#mL
zcqx?t{3`ldX+h80)exG(PCrK(Y>H6hEO?7Bn}Ij`Arbhp^sQzNAx5tONpHe+q2L&r
z>)<TH`Y<oS`f&J{v-QJ(rK|#dvTa|-)F%%s*xwPk|BmSjgWj{t_J@nuMQaN5%)$F8
zgW-&#a5dS4sgyf+4<Z71E41ZpcdSNT0p*4O&pYs}shwyW8<SrdsLBs&D!9`SJo_d5
z;b86|{Cmf?OEYv8_NA~aqRkLxtU3bJ&JlmIIne7>5P*R6s@{-%BZuGO2acoUpnZ98
zfy`=kAZY9I+hO77a@7?%b+qiCqeo;Kdn9*{N_7-}Q{txVz?!H|vOF|7Fk7bwlUx1<
zoYFMvoH_e;Cl3!ZRTfE%u3Y&A@vlen=LQ(l?nk7eSE_*#E^5q@H8j0wyp^~{QyfCp
zywvn*`1suN&j2O`IG1~V6zIK}#$2Y|0rTU|4}`&ymkjyA(>&+!6gf1^@D7elf!Vyb
zn#If*0{T!}f2Tzgtm2kD&Nvm&D}81FW073uAfp<>uo*V@Ns0<RErq2`lWE$w*;+u3
zWXc%1vz7@8Sqi733)9(OmkcE|<J;ft5KNjNVOv3oZ>M7T`*J1qMb2U=y`eon>Og>v
zz+7#+^}zP|0=ZsD;JXHIw`6~p2#-MPWl6ORq2Q?K#?2}~>2wSAu02nrFWewt#`ZYj
zUmo<@>5fZp7xG${@os4#!YGdXM8sKBaN^}1<mpQIGMl0RH#!DprgM&MDC?%DCOLx_
zu<7E}E*#RIed?Q{BqQrjiwjGX1oA>>a9vIClWqOwrO&k&g^K=G*$=Nd^1s}3i1OML
z>AC5_Ay{)Rx%XRbC!C);bEgUbZwKcbE?mJQ9Z4HTeCOX~igX;Y^4x@tZSfN)NkGGp
zbJk;sECBw$Os8A7`u*yW%({*We-bOWJ3jZf7-=j(iCX<DbLrk8XldCCjYc@PkVMRX
zt?3$d#9*+uHlXJ;{=pI~g}njoZ-1+39Zac$4T3gFt$Dz|k}>jG|A6_Cce!YM{ug#b
zd@nDwAEOZ;Y??PDJlmb+l9I9?YE)-|uG)+h&}UG!%cbX0k8eK$am<EiQtBZ^yN~WY
z`Wt<We48%`hmL1$OQ9o^q7W&B1!%rnv_khv<Cy%hJffqBw5EgGOu-uLQRxp12W~S;
zJ3)c2ZvSowzR2>ihgWbl01#YV(}dds0uO-_B~ooz%XM*I2if(gTGLpqI^C0VHi{0M
z?CY?TJ5v$87xz#z@2>M$86mqcNN#vD&^8Zcs_j2eS1mW;M~2Od02EZb--k4V#g~m`
za%uV6%>|>KnzW}a)HTGs!z!X72f?PpCzJPi)lV|-fwGT&+E$MV7$u_j<{B9@;~m-E
zQq|t8u^sC_g5j<(ygASA8?yKft^0*5jHZ~ggYhR+7wMUyn&CN*>|ZV7@VnQB@Td%4
zSQMxYd+Cy1o`<XW0oA&FQQ>7R*qdBM+Py7E>m1k>Q?NPD9c6k_>l`?GQVhge>n;%)
z+Hz#m@wuXZaasc%fQgB57>p+^BcIWIFpgK}k4WZ@53q~dyzrwC8TGe=!SjBhQX}pk
zs@@84Mf6}?xA1PTOSuUgG6WZ^j@wx@`k0i(VqZ0aq<OSabx74q3*&U&Vpt8>H6+D+
z|A8%U;haU+wU>;jCLn7YASgGYU8NY_`7YZ#c49D1qkt+u0No%gS>hHu0A9rD4rrP~
z6}*f|FM2NjuPD+V^hIfB8%?8J{tHNr+aN|PIPxAtGWHmrt+)Z24lLw-K{GBeV^_{f
z<>!r!gbwKSCy5XK-QbMG6V}g(iblUX8ERbek`JG@k2_GSonW5!B>YFYPM4g(^AK_>
zxj&ummzcx902Dtx19~i<h%3c4rDZ(m(4!+>`@Yu0;o?{Rn1Lco75Hrq7<6uu!@L5;
z)=YGm;aJhUKT!fO-S?^sDCFtrpQn-qK99FN^lO3@JF@)CCjJs}ibF{FtW3ZMX=5{(
z#<XQM5lNE9YIS9e4o3n<i)k#zwUP(@1Q=@ty2XCjfPUBbqBe^Ogt^s+Nn#0&CUrtO
zBvm-H&vPIakg{^MULbZdO84zqC8#lj6G}Y9l}pEgc4J1|pQ#fAD2ygR-o3{Bn`+xA
z%!<M+%fb*lcP+-Fy*h{|(;=&!xz_b#BU+{?0e-+MVKg)OE}~maRP7XPmHqQoEg8)m
zWHLYf7^2zK>1w-;nmbwBJx=6{yWmd*mgzA3hXoA&qzG)f`aA}7Dm;3>#zIHK`=_ca
zOPvxC1n!MYPFl{>ynQV^DBq%p0Hs`sxA(tqYV#we%d<T`rOBtA_u5T=Nm)(3M5%Ll
zl(($>8v~Wpk|z(Xq2XOgbX-l-)@xK0BSJFx0eAB$@TSts$R-?fx<)k^f8!?R;=CYZ
z?6yP_UAK3|)Hd;Fv<E4UIGKTce0BX}yLjcsf@#6!MjGT+ziTI;kBZl35}+H<n#iiH
z+npF(ty^?S1EfmVrf;He-og?8F4x0A)&D3}=Ut>$8iUfL2Fm+vP$~RrHa^2B^Xxv2
z1mtq-rI;7Tl}P&Qjld)Hy(jmT2T?j@@)pRj$!GKYH82qVy^>-%KUmCUGhQ5`Vo;B3
z*zDNSk3FO$&KxtQ8v5p~SjjFcY1|nOJ){ZKkvDX2uHeOJ!}iyF;`Q+oyN|y6&q?Dp
z<MwW7=p`!q?VThtl+htDEmC$aPioW`2SB8`Xd|LNDH!(CZZ+~p@j%PHR?9ya^RTi{
z>cqf@FjcF`bhX;)I=7IGb4VT?xBvu-(&o-cI59i{iden1o3aX3o~Kd2>cBnefH{2u
zR!i>O0l>{<{YC7f>ki$<g5eX}Aj}nmaC4rH$Ai<ZSgn(>%NL|C>Z}VL3>E274Ja*?
z&^BFGF-MqKOcNQqMs3GxVoBmX*FBCW^PB=qm9dyl8>VTGMU*>rn;exNCh2<~*Zdqs
z9Zqx5EOvB{ks&vceA$VfBF}~*cx>yKRH3LYwZ`X9M|~YINA<5X&_g<55+nOK>iDFe
zXXfYxa%$+UBm_`wnt~^n3|B?p1FjS0OHKXj3z=4f666=3>u$9HYD<J^_Tuy+nf6CW
zg2XZMzG;ZWG@Q_`crjIN+`lUO)nOHdNk^lr&nPZR@kL0FJa(2BmzsOqbRyL@roy%(
zL|hLY4g?Re*yQ{$?r0H9iSJB+W)-3{NAK+8I6$NdTLyZf#eYj!Np=I10Q`R;K7!h$
zy*C>YfTdmmm4|&4@nWq61l!AOz+Si#e9kS#QnMC>`}yX9GFCx(y;M_Sl%7tLM+;lH
z<;7Mi$izZMMj@3X#D;8q7~m`Ot%kl~nDbgN0e!SdY66LkRg#@qj5_4P!ks(eO~Q(J
z27_&j^^{rk6_K$_wxSU)12%&z&OG00pPZfxS}-|yvnc@fFx`Ssh}CmUtZT@2H;(-_
zFn8<2lq~xgm&nKZoO`!%C3D#(zr89)ZCgv;Y8Qd&gM#0`W`XCP2!0>xZe5cRcanx|
zy)ytyjvSN9`IL@Z+i!az#I$X;8iR=@aFnO}-_%9GFJOD145i5&0HSB$9R%+#peSu&
z;G$yJ;qXlB_K?~G9jP6{NwRYTW7@{$=16#F%hserMZz}{mu_ui(Z~CYrC8Jr>C#wM
zXpEOK`~IOV<F$qdXs~kzyym8_(;Cva2b7omR^-`ovnocmux2wGIOKclPLXi+as~7L
z>3Je&>7?i`J$TB90Cpl75E>m*Wz((j3bJXeE=rB~5PvL=+v(+1cza?YoOMzsn~Ka?
zN#V;{K8wrg$4s>eK8H1($rwtvxD>zBRk)7R2AG@TF(>?bChC$gjZ0Jt54++=N+VhJ
zYh@4b2wbb!j^>&qSZ3zI=xDZ`I!MpCGZb78Bpf72%)tl%lp$|t>lT7TWy5j=+0R;<
z;p&*o)>Bvp&3O;tN}QkaSEF4^>97A#WR`wa_|yB;ElZhE0~!XC@eZWT^##2AM<Yjw
zXCh}?Q@8GP5WsR)c-5VkBs{ziiC{gjhh`#s&#DI_t2?LH9$wh4%1LidqB%|uD|bSs
zwst@ujdL^r0q55OXAQ*Oja!GN!CN3>+3;mD3e7-PWU6p4vY@oY-?hwS&EObrNsHys
zfrz3Pn3}z3z%^AOGaQ{J4BeOT95uKbE6)9YXYdl)qx4l}!|{pnknI`G3haD<fV%mC
zbPqjUu3JH<&5ar1uas8cUO^$BU&?C;s(qEfar@N(PxtBr(?NBhH)9}JB(rFJDz9~h
zcMw=PKo#q5MH9)GxHXfrSFPLWj%;a#D~`3=1fjGx7CcF$QB(!lTx@0Z!F!fGED#Z*
z>e+#03Kf6J*OjFr;<#%#O{gtdl3232XjN$3qv41yVWi~RcuS;kb&JUYzSEVk&4>RJ
zRy+YZU>=fLECXe()G~`?A}cC(mS@rxh%S5g!{CGP`ZwZGW{|<IdvV_%x`@dK)g6Yb
zXED(QBF_#q-oBe1#2id(7JG8^UdqZBS|g{|Q+%b`=Z~^xHwb;vr5@EIxLS$n!mu=@
zP{_nOp@+n!5~3DHno;$tyBh`;HFXg3e`Ek~FoLA$4Q%b;$3&7VCujc}5xaR2C)J7{
zHPw$<yIs5T{sKxXE)$KQv-o>urSH5p@34YD;oq!!4qj6oud+U?MaBCyrLdK4nX7bN
z)-3l>jWFZ$m@>o6<!NIyGVsDiCm2-BAp|V*h>GCLO<a!l8kw@5!r1*kjx)I%sx<*W
zRmME^+Hz{{MUtfUk#x)(O<Lq+s}s4e4mA9sMBABQJhq5A2==S?uL9<!$N}c02~Vso
z)=!hCQ`KLn^<Gyg10id}3OgO(FMI4hv<a|G59+Zg1Jt9a`mXCBcf}sL6kLyPC$3SH
zOUBD~TjOG!<~@+20&i3&$TREV_ZR>>$syQ<QT9W4TcaTT?jR0`xnfg3;>0E`@a<f_
zC<S(&Cm%3=PVhF>maQRefpgkq(w`x;4Tmd;n%YI}xvZ<E8q89P=DLoyvslz3oBS#>
z=xoV@9C-p<rg+I^EFn4G{IKP+Pf5JEP<e5A`#o8fku)@2vQ;KxZ&5VrE%5+!I-y@q
zYAo`mnb;ww)F~1e-3#qMqK)p=CYJTossd(%X$%ZKvWN2ossD@-Bo_kBooOwa4-UMI
zWVJNj3dkNgVYEpkA^7}SH3q}ZZ-(fx)<BF5cd+;cB<VbF*<z^?vQ~kVk3H}}=nRX2
zPorG9vR@d-fTP`T_8=*V6_x<LJg~*6zE~)A@ih6od%zN4i~5yzt+&xJ@rEeA9pq3F
z<s*c~n4_j4#uuww7uTaLLt)C1?Gr_-)EMlC$->`8^P;>OqS~rPs~1@ncN2?YLJkKh
z1J1&-Nwo)-g=K9?jN&FXTCb+msOr4;t7@0|4wM5zl!2e|sOH5^r(^&e)O*fcEh8`p
zg+OBQwWyGj893Go>34<PwsY*G;9u>O-LD)#o(_C6iJYzOuqzp7elb%!AYj`#{t}co
zou@$9_DSmtQr)DToFLu<sBDk;l!RYIe7t%xRt>picLoxHDm#`%t;+CW^D?S+*3w5!
zUV~6V`%58JOSfqaDye`z8<M9H^Tl7L<I@pK3%k`|w{zJTC!;_1TX<FX75|u=q+dJ@
zH=dSzWz@(jn$#E@Zg!*?Vf<eJpng|Rl8Mz=eP}8pxo}G39y!j*f-s><f9+r}HDyR@
z3N<d$bb3lkS0UY@P}@v3kAmMIgalcW8KytUDIDCnizEo>msNQN9&!|Of~V}~k>ddw
zY9p}V+xC4ML|C0c?TGO)TD}PnAngBWQ@%ow8wb4-(n@FD%7~^Gs;&4L!v(Gphr)8!
zmjAY!=I1o@pR_^gDi3vHZYx4IgCjPZAHsaGoXPEU^ka)jyxNWh6DF`U?u{1lL9!Zm
zSV<0Mc!1<Govr=7?b1X7*+ibx!eGyQ1vojkq)Q6M)qlEez~+J}#B25Yn36*^oO}C4
zB?A5RTa|hP7$qhv{<6g$lgnGERe{}9wp<>kuTYTl$596}xMK~G=52A6ES}Hr9IbI)
z8G5HHuw#Ky^pK_v#2&t+DoG_JUffC?i5*aL4}fghHQRY+1MEi~CHz|=u$BKJv4NqK
zv_$F=TOGamA$fA$iT~YiNB3xt<&Js_2lwg3o}{w>gJ<K1e6uw_VfetSu6w%x&ayEZ
zD`qL_%fj-6pMeaZCtdwJG@*Z>ags9QE&ZWtg}bJN(|^Rz)9Ad60Dv{y`_EHg@^e^d
z%?ZTwH9`jK>(Z4V>>X30-u8iU>*?K7uO1oH2P=kXn}rxIB1Zl-d#nut30A+@4;gSL
zRcr1-<hxa81NNLDi&%qt5lbB<$R^8ZitSNZ!lvdX<Y)|cU}Nsuxs?zOBUYv0hoP+>
z_<)sdWz#VJgFZ`t&I6j9G$cCy2YrGXz92>5X4+GvNOURiz+D?X{%^+ru_r@=w4)8Q
zBlEG1bAIW&v6;kk>GPQ2U1G{0$clHNHshOoH+?^S#`x`5aUSH<9!L$$B^X=6E0OW(
za<xJ@fs4?@V~?GN-*6nmehzb1-3J2=J=Zm;{eK?-6&wC5M5CVi2N8t&fu0B_Yd#vW
z(8iiWC3Sl=3oikjrmDCw*08vOsmRa7qQ9SY8EObrz%1^N(55o_>KuO;Ivm)U_tS+x
zfV>-qoO%L1!Y?4IYj`!loG0=^_kJpP1Y5o{GVphJ5@a?tzN7$+E0XYxYq<zLvM1}v
zGcle4+Va<?pGLNh!v~n1k8VaGkt~D=fa?pua}^fRvfulabj=^<1V4rHNbDnkfWOZT
zia^6^KZdv#W41?#^K#w~{%mx?Qas`E!bymn$7<v~0yC^OcwD3dK>&~$j5&W~r|vec
z4IWdgdPAbfr$i{XDov+e8M99BVkg{1PUGbO3q^mc)(+=}Fk%RK6W#VBKE!6(hRBJR
zV)@$B!chpxxM^1x%B!i^v45oP{jMROV2=ilX>Nd|J_c((qNH*i-7E|>;AaG?&%KBy
zJ%lO~_F!|U9;xZ4u!0%~JmAg5A3G_&K+>4#YQy-vBXZcQxY@a4o$63Paw?CUhAq1Q
zyyn8)t48#rrALt>GlzG{s^L2z_S@^VaQ)?5<!F568AAqnVDZ3Oeb0J^pcP!kTI!ai
zf8Fd2&Bx5ADnH)a!eqyC#WztDh*R*DPEdD~TZ?pneidY6vr(_51+J8IX8j-#t`JAq
z1=M;P(DB1n6H9#cMyI2m?6S=JNy9XN_JrrgP(W#kMv9CPdzLq54*&NbwbL2a&UJR9
zcU^=H)XFYowa0hzaUzqhc4)r6e+_K}_X$NN#>z1867?^&h?j9U!^j;n!9m4j`rh5Y
zV2-Cede6)9Ho%;ya`MB5;;Gh4oUgYd?hCnDUUlMR6dl_xe7H4afzp_W^Y{}0IJ0}#
zR(XwBX^CoD1+9wWM;q9vg4KcZFlyP_cV+RGrSD-)9RF&tlj_X=6T~`4y7J`CEi+k3
zv!(CeDD)=J&U{)2b7sLNSSW2ZnP>Mmf5i9VKhCrr2Y(AV@lBque4Ah<qVs@Vd*+x2
zc<TEA!Ge++`qIlX(f61x9l!vpu2lO5kLPV7aQE=pO<W|%4loyLLv(owUJhKzF6ZCW
zIn#;JVrKI3IR^a9jDDdxhG*~arRDfAWJ*sn3M@=#icd{0vILDvGpLl@9ZG9Z&-8Uj
zCpv>kvU>0J91f<@{bX;`eu7qL`WS7!NbM5_6kX;e0Vb;*wJ!@Uyj?(fREqYA>g0e9
z*-Dy-HdMNuI5w6{FR2Swf2j1wz=#4pWxz`+$kvVjZe?ln-QXpo9Vj9E*-)^dmGrN1
zg#{WSG(5q+#%O*~r#Ab3wR4Do=e!_lTQ}&}%)|XcLcl&9R!jI)j9b2CHRSZPZvzK$
zX0QYQU-trwK|Yqqa29|Q|3p(MyVn}p>}sHe;Wj^8CPpKu-9=%Un&AgbI|KN2hoPFF
zVQOprzv|UZtg6|vJKut}EnbTuj=<pl3{y%H*MSO$4zk0c4o5epS~4nz7;y2|=)=0+
z=b}!_@Xui4EsGob+85yTfa}D3N_Q+cMC*6k6C^o^5&wl~&^^Gku0<*)orYXjIEQD3
zbEuNPhCl8?m#w#!amou1l>UpPWe*Ze(?CMNJGjR9^~31(j15#CFG<VswP)U^#X++%
z=2i=cqw(Dhc<p@Y8J_{CBvN)?#COjC9rkiZ62qKI!=r7~99@d)Fy7u&(ROai{_Hno
zv-!VX7}Gx{PJdJGFCp0gY|Q_Uiu~p@Dc7H_@9h3%VD*Y`LL#Wz&C{)OF!%%D_)S}|
zY@pRn0i<#r(>RwbsxkVG&8=)~Ru4^#GG(bnVlm~T+|z9VtT$3m&zG5P{;%hOA<$3E
zN}fVZ)#$Orf$i_RTf*<ZFN7ZD%CqzbtZcmB07SNz0IDU6q{cFvuNQOgm-TONueYb$
zk(xJy&hWfhf!CYM8bUK<tINJ%tbyHiJHqeErq6{Qyzb9uNTx7ilay15?XPn|#E;`s
zKb1I6x9b^1;dBBp(<+X>!F$kmOT#2*)+JUwVg-eIYA(-99aNNJNd0cxzucCGHtg)7
zfNtxS#xIUHSDeAh0bY-uDPxZhsJzCWMnb&9>lngq0V8Fm-)}h<s*Fd2!6qe@Rj`pB
z2dXuZWnH9J#<f4P{XKxhLjPw!@c@~LhsUg_;ZS`RYU4@HN|hj9)POs^-#LMTs0}dm
z>$E=8rIBprz@x$kD-UYJ$pJ82gsRY2fSYRozmDS9SBq)*0(V|m?2oG@z{DK|l}#Mh
z*ph7Yq(ihf)a}V<J>FM7=JXo*!omvJ!&YELkm@@6AeBJInY>tpa|tkhbJv{VHP*E?
zF}fu0#y``)Tta>oa-l?tjdK<9utE~V!w)%p9u50qJ~&)eH?N(ulk`nz))P+w^0n+9
zrLz7(CwsHwi|omFQHQ@_2AFT^ZVjx(+fw7}Gfpx~7rVOpboB5OtJ@>>#r7gXNo)ed
z=w>4_7EU~pWEZ<x)#<0{PVC~|d?f64b2FlW9gL)1yMmoA{i5zwYo`mN?TEWw$1FdE
z4p7s3T1>6+y1}!d^nqzMHoJ!a$bUy7dLfPM3lP_9qI+m<;xORyD7@vYz8)~=uX<{h
z*eoAK+dm8cP1UpNkmH-IS!W33K}xEyX|g!?_IeM|)a(a_X$#nJ2QcdY?bM@Kq+C6)
z!JVp|#LNiDL$v2&S8B6px_!Ni7z)SkidrZ6$j7q1V>+mKR8;*7M(AMz*k7)VxRc9H
zw&>18TV_7;D`v<|7%QUFyT-)Ft#n<oZAeeLeuNdqKJFs<nX0|pRGz0GZxINeBw`HJ
z4S|QWqV>WyO-;tRwjw>U?5mI0@)Aza%Yblvd~7<^W)cs(uD^e8)3KO@L1z)`^}EY9
zBflv{<t&xNOZjzh>w4l2kOd`<zRrUFF#lU4Qh}@z)^OZR2Lg{;B~`dV<1O;SUp14>
zb}n_M0Di**v{P?4Fj&S{!D6NvqcV0d^?m*}X;#+YekoRc`^%#hSRaRVp(AM*)W%H2
zWX%!U392A1F2-N>5)WSH0E0Q78Dm=j%7F$4%s)rC5LWy!UMIc>aBMQ1$pUObmFOXI
z&l&`qH#T3mFr*J<YBHV01Z+b5Q1|3S0y>1LZF>4RWu87{XT~prjWs~O*5{@H60p(W
zsKENL7QABYBK*=_fCOcqXA7&ft0z?8y0YvWB!WGQCeaPSS(CdA@}?YXb5V2395M!U
z!g#o|5mbO6K;%jVm@W2!hSZq+&AIL7T6Lv4J)>!*kMYjH4T1?L6pjf;=Hf-k={=hf
zQAQ))GC_PefzGR6mzxKAdC#lfXx6!pgl(N;m;#^a;3gGiN7UM*kICws@Jy5;cil(v
zV4!f_*G70{V{9dHQZxb~qJ9cr`(mT1qiK6z?P*JCu#eLPfNX@T>)Ay;yYl%8-ga2)
zRT2#d8aYsi05&!XBQK8T5b_}~k@Mjq1jbPi(dMSDV|1M;-wCMW!zg9A7mf<#Z|YDM
z`(*I%8T}v;UwtEgJCigT6ckm**MS-(cFlSB=jffl&`w0uKGB_K&LeDt1$Kkkx#r6i
z(GVrD_5B43pcrNNIqd6&^RR7~(j6|NF}ylb$H~|2^c^@u4Yqd9%Vd=uDt`DCW{^nS
zr5yj)0f_nd_OrkO-I;GImL!5S^fanFc5F10#~5T(xpXeNc{mg56RJ!+;fS3(UWh^4
zo*T3GmFO+V<hM{$U7%}`iA4Dl`Z4|6_^B|+e!vMPAYNB#nA^7cm#0{UB=w=PV*xC5
zBx1h4<WqVq*RGut@hVUH!KsyzLwjuR3sHOGhbAP7Wqm*s>j;!&dx|TuY1Q^rP+*{O
z4X_Q<AGf5T_J;Ps4MVrxI{#pj3;OyQ{gJr-5ts&l2h<brx)9S9YhO8Y&lt4~-PJ}b
zfdWV#fOb<AVfAD$@rvNP)QHwEUgaQ)=$ivHe6s!h=})+0{7dj(dxS1fw+Ajg0&N;L
z!SEC_!AW!fK+;k72_PtS09q{$AA2BVO{%OB!NN=E7qpGrD7gg<R-%yjZ>B|ErAg`+
zzeZq4FJ%wdwQv9FCe}9&0W~p|o@_24oLW4i0rnzmW=E{72d}}~m@s95w4mS{=@w4T
zVe|6V47W6RB4H0rhO_?TAgt8>P-(GEXwp0smrdMy|K}m}4}Ih?Qv~M~oi;uosALDO
zEK0FSzPFrkUcn4d1KPV(TlTGY3@j%p*sK;1NsXyOGNn6|${Qna+|Qtd;qU;+Sb9ju
z&0buHSYan1!l}%j+Ue@E)%Cv5)>~$;BZ|J?I!<jH{#*32C6vYBnJMJI(PiO(@7x=a
zMO}#-sB?J9fy&-br*p5lk2BI}C!zTpE*9i+tLbFLO7t0Kt#NvN*Y+(zn+9>>Hsw1M
zTxNf#s^A(A8zhYe@xfuG%2ETiCnMMhZNeL`A|`6!G(>Y2I{Yx8go2-uBIOhnSK)bB
zH!cA6KPterV{U=F@IZ+9*e?W(8*uUvE1L>VHIj&;Yg0VpE!Gb49~D*B*R>_WR+g~X
z?hghMCW~(l@=H$9ldJYKJ~5v*qY-U62~TYL`|_A+KoQ>b^^keAndpFK&+0Yu_y*!q
zR!mWgd$(tQsHFs$DkQo^Nf6;^bp6-#Z5>H?jx#02^VJ@fKl${R%NA9Sq?>|ZA3w9W
z%Se+DlEqnvZuTIT@)vHWZvG*{mlD#0GIm>j-;H-xY7~=e*&4<~H8gqGj<gXn&o4e+
zAn#}3^ACxdVqHbzUBUp6zrnG6WIf(r#;!03w)X?qe$|EFY^9z=#p{T^x7FG-QZFT7
z#j7|7ih%{XpJ}DYr6I>erdHiC9gR)>{nIUNG9{({34Pj3X?mFJ&oCxw7&VT?@gpNl
zRRvZAYUxH*g(Xb>k90IBD=gC1x?38pK9fCApL)$GKeKwok9-V3$YQm>zE(3=SenkI
z*wu(xAD@oVgw}+Fy}aa=<VGA(oXsSJkjK*KeTs4jX{<W^GHH-RS;&WgQlb-*NwCPK
z8e=C_33y~Rm^-~Oi**}OoYseo`9ykF3j4`k!|jlJ@lux@#PnXZgoCD^25jVEmZwyN
zpts1u6O3L+YWaXwWVCfL@u$Tj0@e_}3m^W@TV{cm0|(aqKiTVb{Sd$Z`Wzv(H;C{o
zEW;86_B^6{`3sftuFUy2IH+i15#p8aHfrnwP21Qj)lr?NBuQE2wr*r|HdHnk`QLXN
zBkvp-YQ91Z3GX?I#iEBZ;kSfc8WC8o!4+JN8RE+^B(VUPk{iGL`Nr}&BB9_m1DQE#
z5Rk4^LUj!bIQ5z(h#|7LjdFv8A3DoH(W3W^I*y=-L$U*HyR-Mg-!JQjHD;{BUC8*a
z;+1B!%fTb)9Ttl(37`kp$6lvz`@ma!tH#XQK`^_btT)fK^Y6{8Jg45iTHBYW=eDhG
zEtL8zl-vP{jrVN%!?<xU9r7lZ?wi*1RcftAJ!Y!IsScVYFz)Pg6r_%5cjceDql@x;
z%m2f2ovRXG=K)W}+0+NHnCgku*wo~By#F!n@M%s>r%>(UzkbYK^jvyg`B31@!mSRD
zIwrnA3+MNELJB{dfp<!mjZvO)-*WS&ZRO2f033CqZyj7vnk}rx%?9vg;UD`DslZ}J
z;wyv(_Hhj~-(?MFGI|+C?a&+lSqZ*kIno<BN|6Z50*amVNs_MAvtu85in%Ag^(hxW
zGvaF=WxJk84=)AT{bsqP3>5>{RZcIh`s99`%q2jGGm~X))k$4YKTM>#v-&B}hLc<L
z0VR%xee=CIDS@>(e1{R3J%^&h$xZq{PXjfqQBu4bY);5@kn3@xm`tmd%VZN<;)s5u
z)g0nSwT#W(<Tx7bkEhq5q!o_rY9*+_k8z(WcnC;fsJcHYljJWPP0e1ei*^eDKXo7c
zqkD1s`w!ugCq8foadQ?VqIe6E6y7x%P|zX#htl~&bj8zqd%`;eFnlV<n>iPNe`|jp
z!fOOoT~Z1{-S&!h0nJd2Rn6`XT5IrtIT$ekv7f-wi@cd85az@>G8MiV4Gu7=nz@~?
z;TY6HkXVY^9%u2PZ8Zi)#xoC7wiI~Q5}cmPMlbOdC|2|6`ub;>aReH2yR?u7@VgZ&
zuRrrD8ndVtHyso!eD^@APuKt4h!}DI=A*hv6@lu1-!7F9`qAabcIYD`YJQ4&iq3Fr
z7a3GQJxZDiRk7Qy+8A*&>!l0zdd6zN?Mwc*PDTLZQA@gF_1P;wyn9lLTfM)=#L!2F
z5jQgi=@a}77Wh|0c@UKd3<3-Z0Ntkwzf$pe1vU8GDOAayP0IvlN(eqCRGT>{8RLJz
z{|MALBIualDcu7fvE%g1xpUCXU8L)z<?5vU7Ua8NnZf|+XH-&9f4@s-zhe(BRgi~P
zoBA=b0ml-I@abN2yEwW5hg=<>l4w&Us@A(ifUfm|p9z(%Pp~4A^)_7;z`d<)kP;J$
z>c-h?05!82SoeCskc1N*nB*9@+6qSjM0`m0PwR%I>&SOiv(Sb-t55&bY$YLwYF}`!
zU61nA3dl>_9@(&U%?6N`i>&5r+-4B^hs%TDK8CK))sr?$jE(@iN6Yiejt|!e!}5FC
z-oM>{zC))xs5M#7_iBVXfU1kD=*qE{xZyrLFR6#uzv+%P0n+TU981%Kq@)m471_0x
z@>_gA7Rd~OC~7f{d8l9r(p+rx4aX_>@Vd!t6B5_wro;}nJ6u5&6VSbDH1d7JgwG+&
zQ__NJlVfj7aULSO1goo;;{d>XAQzs6<b%=gy_rO8hF!H1_&3rHzzW%XCfTpN3qpgo
zC1>NDc26mx8Su}aBR0;7i;36CQ==@27{o#q{39!AQGA_RZY(z{`$#z(*N#l`Kg7&Z
znGS(BKznx0gLr1C;zXtS4xOvX;RtW3OgNi#RycG_+C5plxf;7qn4o}pI&y$pZ8Rd-
zz@Om`cTJO{!wtZMlldR!{QN)6d5}LFv_c7$0^scBE!N+4wFf)Dm&|xKn)M0?8?j&H
zHxnyL9b70L5<>65mq?I^4tr)FDCp-^AljC#a5%+A+VGoSjp?w<FJ2~s8q2zUr8{^`
zw`(l}yVlSF_!jiuFC*gpf1<<t!0f!p_`5$ERR?MD0R6Sejk=`_GCA1{KEDz{nXFpr
zRNqjw;kZBlK@v-FzS=A2lt1MxZivcW1XbfwVCPvHWjj6WPfyl1lPkoTI_0@_pCaSf
z-|%r@5!dtdyvGNeY0mojkHvvhiPC;`<gH-!@@mR`d{1<PWR86p;yGk>QBW2TJ%hsN
z-~A+j=$}?&NV}+ky4M>w%NeKW61ZiW?aIckiTJSQ!qjH>Ctoy`g3g*l^Pe<|EysPB
z`lj7f@P<15vpDj--3yb9pS@cg-hDS2E0M&K9*<B*X3SIgb-+Zu|35`|CyFYO69<gD
zJkJ`rMaQ0indorJf5Mw3qU`v?@rO7dr38n->F`TqYgMddyXs&x!NsLD$VdRPelVxC
zE@tr|kb=)ty?rQ-|LS&mXLktsW<UdFQxV9SciG{?ET{u0sl^Ock#F~ka4AM(t3$%E
z6Jr;w$LcU;LW~<p1!p?D7#4C6-dsG(ls>Xz`I_w2^hsa}x>0Tgrw#W!*f0Q)QB46S
zCC0pJ*<*W9@QY$C)hMl+#DsULEJ}<|oA^)@<g!4Aq^c1o8~^7nMhW|L=6@`RMacae
z3LDnF$;^)pj3kg({68%;=ki$d0`8z3DEG%LQ5EZ8nE&=<ezFyVqJVNc5~j6O!5)2Z
zf)e)re*xeX-pC=~wACW}`bm&S@>7a$+RHG}dG4~M!u$4DYSTmOw~le=pZ6CoR9dZO
zp2QAxF43+qyli`?pZ`!C!2&c$DP<oWk%-$5AsttqBs=yWJAdeY*V^qFUI(6wPCso1
zhJ?z~gDrM^aCal2*1dtmVgz@D5HTE$1mbXo__iYbJ54OW?-=Cc;N{=zs-Bse{u_dt
zSpK%#(lLZ|&)3laf_ADLtvU<f)*%3*2SVCgbZFGjhai)5AZfu9)_4J;T()(?(BoVc
zEQ|c(<c}4fTHDR3&Y=-7<<O8-zKbuUCN^#o+YlD;8&xoa+7<qr&GEbQE767P=te!1
zas7DQQYkhd<T$WToYyg5L(DTR5Gu5a3%j+6vw%2b1lq7TTNkpwT{)8|#~qg7XB+E9
zP2uQJsp>ezJR4H(aO!SNr!>Np)vE=l#79XsbI*iY(R+?mhg+F6$s8?X<hC9P&ukbA
zjlw5tY#yh&yj!Hn1lHC%h`muvo%xm0_#g5&`D6f$BokQ4l%fkB8#&*ljRD%+b`wB8
z!(Dn+gaS`zYcn|*dL@^h>qmarMFZJ4w_aU_u$L|}PV4Ig4KLB}e)tI$3r%meDqU49
zM`1Bz+G^`9j6YZz`XipY9<}KQ!LTE+CFQEqR{J2+&v37?TV_+-{;%Vf#~#y&-UEhY
z+_&UMX6}~%Hw+QS)Jl!h;}XxDmU=-`h3h;0*OA&fN7_1}wdsV&^FXpa25g>c;Jr;s
z78t-9?Owxgr#v}HQ9GKHeqjfSdlm<DOS>7XVf>EW!)`He^ywVC#NMSjp@*Pw(b8gi
z%Op+Uzna1ALH6lv-mn04Y3MxJV!fW$6A`UV$;#ue{A3k1g=bgSDbd?8sgI^lNB5EK
z+73^z=pA8)TFI<Y?)h9DSB0>qTh_cKEq%w70`Jyx{6*ecO<WvGR)T$f#H6)=?kk6;
z0EXhu8b=R_oSRV?8P;2_mGgSnT^;RqTZ0Zrx>uwmm!QgI4?aM6gGwJaVK_5b6kY)V
z_&+NB`$USfv_9&(CIHbFqFzO<&C{u1muiV8oj%rA1b>h2ZM!~4*Ts2u1i6jTsrg3d
z+?!wRL$zyBR5Is~E8~DIh8f8W?sRj{glJNV_22cE3qt)f=&t3-D8V-w8o6QZM<4fk
z<_6b)?oEm@@m8{y#J@aASTKCOj&3CZQDlDiZbJc09xnCWwe3f`J}rA{9C+*-v7taU
zmj25sLSzwqk|%-Co-#g{s;<|n7NA1q_pT?-r{4maRbb#Lw%|}a0Cx8ON9ON$%|WY!
zk3dg;4ruC8ksGK#5KjY(k36HGkD!q!@&j1t{kI=l2U*=p)eMRAqPK^_1)Gbx^b~b?
zVYt4oCM(6%_ebAN56bES;KS=ZhXYgo17NpF6<n!28Y~ZZzhCe9UO4S}EeqG<$=NH~
z1>9l&xq(b@nja5QUHQ0Gczam>_I|(Hzl_;_9E*kFzyF>;9ns&CMYjTN5cqs~eVWnE
zcws0Z{C-SMlv%@4`StNKqv9Sr2kPX$qk6ZtVv+*6rc2=U?r`ZVgkM`I33;C3(`vn6
zS?R)^px?U2`Z#blXqS}?Sv$0dc$FJX4mi~D`~vSpvAKOrnFuJ&lpA&lwKqh`D{!V#
zNB-iT7HTtS%6r54I^Uqel>4g&;oZZ#(-+RpO`LgzyxZ3#zAe}5U32ls7OC!MUO72J
z!Y3Dim05&!2Kp9WIO4uS3eHdr==}Xx*GLasZ*DDZjfQ7zHqIt-^KpR^;(9DN8t^I@
z0fxYnN%;m64D-C?i{X~vzu4ba8GyLX++1w@g_Fm<6IA8a{W1`rvp?1H;i~O9RD<-{
zy_B3GR`44?R+X99O|B(jD2G_f@mW7fV=4ZYd_!JcnTyP5xCOM0WWX0gaobSc=S)q0
za`GSKgUoj8LGGT|_UK$$z+27744~8agZ5i)P2u<O>(sl~v+LKG``hR1WlKwGT32)D
z3F(a9XtqFCjvaA%Y~`508;0nYaw|hyE!yRBnSY<1-SAC0e0wD_)wE_sq{1q@0H$i6
zc0JI6df|d}gU{@h_^+~yD48#DGcuVge`ul>VG-qQM;2dN76?<&Yxb&9X+TmXO^CA<
z>5SDLnN&Bv`jS>8qQ6~;nj*OQe;A2zng})vPtqCDqs+CwQqi%NX8n@p`ON(ut9*4F
zL?5VRZA)0CyQ-hXRIxfn=D9i96d~KO`e9MB?oq2bR{!9ts7@x$lE^6vwOYg)71y^G
zfvi82fcJB_Pb`7@Y5O<8!QWKHWGc=(hNyWrib=eanc%OUhvW=BHazt;$*FzFd-Ztt
z-+Q_R{7?%|*{I+NG)Ig*AZ&IQzXrrejxFE)a(0rHrX^6p+}7^Ft_5!J1(sc~-Q|W7
zy*3Ek!wn=c?5%9&;d0AwI*GipL}2h6B7*TJu=FDlQRKBMY50f%UV4AHp)72UFotC7
z9RxmMbJwv)Pa;SRJ{>+mE23-{ns!d;79LY5QmdN?SK9r>(O8);QncW2hD(dIK;YRB
z;ec!)Cc;WKj7z6L$6;xHzY@$o_&vcGvHiJ{Kc}ReYBpFBc1!KHY?haePhLZfwC7b<
zU~DRpi%bk#)!J_clsvKFV|WK(Md}lZUM=xJAk*g%NI)E-dFp@`L`VLNUgEyMJ#g30
z=`%yx^-pLYZ0r1<%789hS@_L*ID0M3DuQGewpY$?R+!<*@6=ei1Gk6lFhGOWMU;(D
ziegw3+ipc3YdgNSsTJ(Xk5q+7LQ{;;LxYDxiO2Ay&$ILwut4)dV4oyg&~ds9&0bNO
z<pA$<@|X<HuJ>7;tRaA#;ppl+)R5%Ug35)S3W~hh{o1w5xQ{-iG8#U%QI+EfY6wD`
zkrnOn)IQNI&<|@i-m6UM^J^CZb+MrkVyJ`owloVD!<W|W<0*ONz-8!qA$+oP(Jkv1
zi>)Wcq)(R_0DK@`daI>$Tc$*lbX-R}jAy6!BSQ}iPbg|fb}y*2xl*+=x}7P7W_JKn
zZ^DoY<Vf1sTH_{SmNf@6)rsQW{@RucvlS0c)It)a@<Hm|5MRkQZZb2`{@V5He@vc3
znDAWKD9EdRt2~#*b^o8PWThv68Z2}>|F9Y>K|BB+-uwG#)<>^dc8V~p8}^{;#j9Fy
z2<_P--(-vBmnM{luf#JCmhOpOUp7vo^o_sBpN?C-AHvirdg))XjBN>Si6-OkKX_=>
z0`pNS@4LxlX;={+Vfsa@JC!f~v2^#g5Cyz1Z6o<3j9&d#$<93-%_C55VXVG#ZswtN
z_6UIGS%<73bT18ujT!K6I=3r~lg*u8lw{cOo|4hrb+8Gi3O*4y2(V6fcWbRqq8!|M
zbDaSfjqX@*Oi@f5EVRMOmFgX6>%ldPq{B9r%WE>N+7wx!HsrH$gL@)nnnkUOOvBl^
zFTHqh*D<hI+&skf*C>j^h75Jdovtm)iCDl)7c-G1&!qr1y}P;vY=3|lCa&XZMmFVq
zizP#3CGf=F>c%Q#ZtrzyzoEiLm`3l|y^({bp<uoo)(tuzCkh1Z=L+G}>c(B@Gg&(8
z0Le9Hh&X$v)9D@>$Eu!hpeaAqErcoGz?d{2hbr}}YaLcb`~Y{8BV`z0C0~K5FEQW{
zd*GZgsW$$jsZf3T=QFi&&s5=O-eqTEG#MWGR}F^FnZ~SQh2|MNi|>AW3NJ*9DWif%
z_uyN3u?+WB`EYh(@3ZV&3u^&AR-10pK<+Lm4rs1aA`BX7?BO_k6D5QY#gY3|*U{eL
zQ~MW0h?o#iTYD>4&9;Fq97KYc5WtcB7B8G48)}iCwTRap?zuhc8RvQ8ZA*@qUFZ0!
z;#0p&rcLJ~*;<nOz+0Diht)PA@@4(t&Jd5CX>A3HSY-tm&<Qg<b1`_SzaQLRDND9o
zvLER}|Aw7fdD{a%cC2_2=vR9N7#Dz{B&YMz2PmvhwdN@QD5jRTjWEA3A|N`zE1%G1
z%iO(XcdqSs9F2h~7NwB>XKm=MleOlHz4+cu#5s2P-+gts1|<_<0bhGNE-{Y`+Lu80
zeyYg*)iQhT=z!I3RO%H2bHs+1=Jq+Ioo+MyjqaspR+d-bm9zJUu-ZSYLZu`px0gZc
zhd~q;WbI#27Kf~^+ox#18Uf{^z*TsNX@^0ExJW<0q0cS_)iDf?CQn?4EBUC4PK)R6
zIi5CEhTL}p%A2yAdQ7||e#Y2Ik|D>Yze_F$-oVz&kQ5muu%OlxVXqX_kWe-k%jbR@
z_#(mq^~wEVM{=d*VPF~|O?2*|RrjWt`)Vz2tW)pLBcp_|Tg3>_0pNY`?8zSdiELVl
zQ97=3Qk{R=+O=^1QL+Z(u4z~HZ>#K%C!R+6F7y!1Tm24riFhOLkneO!WR9O7;?8T-
zEmOz{>&|N;0c!5E0VFRe^QpDbiw)(K<o7Y1nTs{d<;o@6l$Kae#VLBzF_+ZRd}sCe
z8k;NOA~G(eJRnes1CaU*WSZK&tROFU0>Ji<j#Jq%A>c9oxYQFTCU<`kd)mtXtAGhK
zxFgmPo~I*y?jW^HM3S~AJp6MJBOcr60v~CUpgs5FU<5P3-YY(Px5adT^p2T<%ba_)
zOcZJzVmMHmuSIoB+d0}{oKaH~=&rxu;Nslq>?Q)*kGFD&8DOverH(?Qzv`2<2IX{E
zD{N(goh^}_dsGrn*+&0Uu?Wu(z!lgevMew|Q5@x0w`DNcRE^OCnt6FGaxNI7bK@Yr
z_j(um(p+je`)bu*BB@c_%;Mm@=7El|q7nZ5Tk(t(-nU$!ggfc;6F0mZi6{mbR8UQS
z$_;vG)Y#N-0*G+dviAwBx1oXEbr%1b>XhVS^5ak|1z9Jx;7`>+QCA;)dg<_feFa>k
zzU+j$?sy5@x>~^-=@b&*(t|$gULSD%e_XwDbX;NA|J~SVY&5p5CTWt!wr!iIabw#~
z8aB4o*tTsney8{SJkMJ1@6VYvYt5W9*R}WA`}*wf*O$lH=k0aJmvulG)y~mYS@P}s
zMhaQ%e3)+8VaUl-OuLZuCO65#!vNgG!dGh1`JcNfD!f<Z%Lk80EjNJOzmPtM*`KsD
zXKxa(`1)IG@!>Zq!a=|gud0+!#p=4r(ANna!ShA;whS8~{1AL5wR`>!)}5z!3BN%`
z8MCbAev>POe*e^phrWqvFIh(Dm+1OA?0YF=QpRyqrP~eiHFjq6ebG_8-NfDP!f4US
z!rrsR?XyI}AxFasb3msxi;T-XjAU1mjoF8VjxT&dK_2Y(+C!;s%UQmI{)nZiZo0Rc
zP-ID`eJMhS$n(_Yu66G~YeA%(Fy(mrXH&(^KxQd<ky2--$BwRqqrK;4*_^Ye>EGk~
zeVc^68o5dW4ZX(p0*M82B_hkpQWaE7KZdgZgomUXqL52KN6I<PAsfe=HH<N|OCQgz
zG3(t%vq7Hsk2g7Y5D9kcyMfnGbBR;)#<^Z*3%0CyM;PUHAlbCZIm{TVKg_rR@6FXX
zp+!^g7Fe+#k^1jD8Uq;f@JP`<M+_84W%c%sl4kge^S>{7Wx<yvw~-}IV0ga^{%krD
z#H18J4mAt{qis7zQ8lqA4jdy@0kK)cu=L8Ss>Mo-#A$KaN@pHj)xJjw9^tt9x-)#g
zu=r7Zp*cm;9Jv))BW0F;bX;u<v2~W!*X72wrehrz-}5#!G7Z<QsmK0Jh^_r@K7d91
zbg&pt%Z&i)n9;=eXj1(4<p>XXG$dS|khC(T$EiRA@Ih$Tj%Nq^O#8w7z^?FkHH9iO
z7U;QADZ3<B$%L_z-yY{L?j~~Z|78apJxaYNbfW0?<DrVR@|>^)-Gv;)USkXdN2YJP
zFlzlTQ(ye6dC0r!E|As7x-CDLjltL3{27>4h^Fb?W+`TD>I9RN$`<PzBspBal>!kD
zK8f44v&GJwwkt03&Bcm$5cssaTyxudk=N4Lu`Klk?L2q8y=##ZcbjM$a<@GlyoEzl
z%3kC8jK?M(*ar-wNm9K<8_sF$)-qUo&eGAeJV1x53@g~)$X=Y-rzdS>KfTZ=6(#c7
z@`C8b*-3t;hnHK_9o_fgiq>niR-n%U>cW56^`|*@z)%W`Ra=ek^BLSCTbSP&^(16<
zGp^7@(7H>_!BkC-=@3upHGcdc(*SN&y3ZEahhg=U1TW@Lo#5{rn+a>A=>*uv9k68$
zxYgyX>4~K5eu>2_e7w`RQo>3EJ9kT-MfOYI<=~rrTe>HEPrPIdkF|T<H=sNzcBaO2
zX8VrokJW~68|F4VlZz|s#id7wPP3}tC1m%+uS9dGEVt|dT6aU4^z|`=z{L(t25Ysk
z!}!OR*8P!LjjJgT7H%k!=NwY7j}?V*QtdnRIfN;p*Kth@?fsZg?brjs<jEKUd*nw&
zNR-7JCgPv#VsyGX0(2&v93XQ??;GFxc7?IQzQ(_Jp~?((n1c`M5{~4pIgPmx5iJha
z4b;+xcJIYN{k}>1Po-hjW2XJ$mON4&A<^=gsx%%HH$lnvDSl^cB|k~MDoOImjGkQ8
z;omZfYDbk4vNMZOmGwmDw88TX_@Bji>BwpC&|rcDkgX(u5^r&Sd+qe<!}Ba*3qB(@
zin5O2L$t{ebqKoH)_B}J97DV01M=!jQo?Tx#xh^`HVX-1MS&E(&FN=&zB4B$BqCTR
zH)wJd&aeJdDfC9-;O%HL58#zqr%zvfQ)!b^qMuKnbhgP>sVNxonGPYhqlI)Ry<q4(
zus&}9aO|(kJ8ND`x<}JLIs!JH99>*UQt^o&uAgv*f~9$y6xR)Wb<j9Y!9!sA4*DwS
zY<hc8h^%7*RfJng%xi}tXkjb3vW}yIIHIssnLFvX&iYWm8*#d@`_Fa15BN(Owkf=$
zGg6|zrH(XQg|qC}QZDXl<$99A`^Q%(*A_qn&kj(PDa}95@?1r(yS2HmhEL&UrSm>q
z*3_R)*@Htct6JoH{Yu?uL&B1r7ZJ3%B$_JgG05jaFn{w}1>F}Z?Lc4kk4a!PpZuy^
zoY$uIekFRM^qW!D?O{M4^|mTLpFHq=^xfU_&!%77_#q?<{o8uZvwB{*-8mzp(qPO8
zkbIzoJot;rfM2lfmR8X(X4s7(h*P}@WgJWB+06*~eqv8$y*~#VAMN|GE6!cZa^=ll
zWxeX0!NB-b_jz^WVN{~pY?pgoUtoGa$-JA5i4!jQY5&)+c+6~?wIby8rr5f3&sz=R
z#qYfn*<ARiGINk2sv{QIhOq7#<6r$b0i9D@ZX*BFKRwtix#|iYbq<Ay{Ox`7mkRcI
zHfti!mHDs_cL#^s#ro*UdrrPmB+!CCILDgLk?Uwl=qx&XeMmywWyKJgk1<AC<|B45
zsgy_8f9;!y7G>kp(qS7BdgQ77XDw%*nR>O%HpU%hD#yLdy=tKTH|2i^=nmOjdRC+A
zov;F_nv>MR0;(;#<dSBH+<&PLQFvUAn)avEAutgYS@69r%ia5>lZa)r%N{)CGh#rF
z;^aSdABLqkK@=d9!+X(ub!ZxJA@S3CP2H`mW*$3130G==bjkQFeBBMTuv0-n@VKc<
z3mSF`Ar?d1a~6%RaFMD2Ug$L|(4YdHnA%lsl2WqS!6BH$Z+e#0a!C+2KsmVK^HVc|
zjrFG?Z9TY^PQP%MS@XBCT=XCTRAFH?1>ZOL#FOYVLyrJxJs#vqWKz-3<zA(Hif~KY
zt@RS(NJGTkTfO4kM)HZ_k0B0q8y_EorC%~)XXS?Qtl7U)XxpCx$QC9&26G-`aI{HL
zHcbL$sDH{+w8Uo)jr0v%Kd+Md@&43TQ*Yt8OLtpoXkR(-8n3*s^6zPdvirLG4$&O2
z9q2A5i?FmDp5EI@gu_w!_5<o|5Mdi>bD(**b?DlF`0QLFTf<}8Iy_sE<aJdkGF|L%
z>LubqoJhDfo^N3yu-!K}?E-Z*L|4g0D94`OPQpaIaxMF)cYv<l;ogie$D=$Edn1SL
zWOPdx+tN%P7R5HBsW2IU*Puw*Prx*n2C7(`nt3TSwOf`(=!OC{eM8hXL~Oa4K(UAG
zrdBOFrN(}LU&%Mw<>gfBzi(H9nzO>YI%BbmqEl4B&}`{#M8>9UNs8F3<y!9W_D>Yp
zzN33b)z%M1Vei~n1fSdM**RjsdUS-p=P@u4mQG=WC6Q!jwH*t*yf7$WJ1X+vui!wN
zy+gHUY>Eiw)B(}M)j11Fvfq{rtILD;km`A#*^jh@lxHSKV(7KM*|OZ^edb-)B*=@#
zJ**A@rc<I7kKg85%{=(_#ovZnKCCrodz|2wA2T5~+_*?GdTBpeTqh5@d0(GR4_qq;
zZ=%8C=(Lif2)YdGB^c@}uB`B@)={jTb`V$01TFTT3j~5`1!-{~e|$IX==>>0owZYx
zx$C5?NRdquH*&3JRV^ekH<GIpr6~n}wW&h}L}O;}9FH<`blDGsO00h+YBF{!Ly4ny
znw+M3_fV9KFxD7U45&lJa<wTES(Y@MtYlI*Q4bFF-}tVyVO*^SA97CXH=9!JD0I*1
z$N6H<j|2_&*U%Wbi~AR9Kva++`Yi|3+?t{)F%|{BpECjSW`+V1g3m>L^hh3%%5Vw`
z&4p4QZ6!1~c^1j1<vwSVSk%@w;?%RIPVkY*0aNr{kBFFuxz<r9?iD2pT);Sqz_S98
z0i=fh>k<vl^UKL__@gdNvk7Y9p+jc-@|nPvSKsNFMdS<zRF_r81ub$B@@OI(=f-n9
zvF3#PdTBE!x6lPTe@%eNg*Up^puZhsfvWzIBUkH<mYI`(#f|u)RMH^AhqfY3IC*3a
zN4m|M1N%fsLCc<bI6>^9*lwC2J|3~S0pARHsQ=~F;S)cSgFYr<*MI|oAx`-hSRTvt
z4~VZgXV@v_1fc#h7c<NMU$$s9daWI)bF(D%6x`KS@ROLo&3oY@1Na@77ks#+f8!-e
z;>{9P%dS0xr$EA=cgX;Qlt#&{r?`A-U!}Xpru6rJl10zw$3pU)nMXNX4;Z3EN<VpX
z-d`R|x?T_N?7euuRaeM6zB)Vw3;wNC1nyS1Y-nx#9wl5sCNtUDUHoqsb-b2bkU7Wl
zyuMFE2~{Gpk-XWRKHkqAO1vN2cl-MCmNk-=l@UQq0ACUek-*e01Rr^Iy`-6E?%Ch1
z*%WCocG@3~fy$tRWaJma*Hpo2QW(Nt{3*o&s7wW_Nr!?lC_lB?r_s9hg>i`cfgWvn
z;-Y<juH8WX(j%EYlsWo!v-1G9)tQnNCAQL1<%uM90^*<^=z@Cd*p0~%0r`pm4#p6d
z#hvFv$&d&&zQZO{ZZ6-rcE{wwzrD2nUT4&p7b4VzoR<>JwKXnCv;nK@a{8%90p_#A
zFJ&q{-sZiHHjfB&l@UmR!ZNW(z#`ta*?QZf<(Nt5au{NnJ{VA~(kBbk=#o~R6p@^o
zS~=}X^0OftK=sBgnn2NkEco=0rH^GJ-5|FbJWz-BXOJu^27d$7gD67t*h%zlN+y6z
zV$8m{^a{qu>(l~&FgIIuHRtHEv@+o)A^n|`=JGb-vE^MspL-N!Eux<Th!BXd-bqgd
zQl0bGhFSfT#688mA1h<`tLKnJZ(!A+sJ-lR3-~FV;e+QRRYL0R{d`L-&qV$4c8JJs
z!9YQ1M^@&7=azoZ#hANK+>o>pZOI#c%X^Uqk5AdXePBvavX|H~1MkNSik!$uC}(4|
zK{jaz*M@lhJUn=TtrPQr{-=-`vv|V-=Y_U&m}V8TY%E^L>Lu*SS^8pRIJMud=%j6u
z6rR6e8j@WX>y}b8Ee3TaCC_ah(tSTGYUg=%NB8#TA<mJH_7+DvNpZQ5SpBlJ{Vke%
zeVDnLjO2~AV6PQbr43p4j3@>50_P4xk7-3WY(>jh`O7M^kiCfs5SmJ~t1*OawpnHd
z6X2c+(Ht>6bUajY$v(yWbj-}UFD0mz+X~5=B~c@(SAzA)s<-g0Vmy3G+n0GXS83X(
zX0_t=u&kLDFT)7p;fHLnBiJvJZ`XWdpMwNQRC+7DpG3+@d93sri?{H;M0~<)#i{mz
z+=X$6ZS2~PJ#CbG0fvk+dN5rW=1WkV`>Z7b52SAIzS?qwsDNyZ@lhC^u8KN{aeCW<
zXGQFsK!xJ@APC*G*tD-EcR@V}IZD(LU*i-fGp!_nAn?k6hsjBf&7@QH?5$GL!RWXO
zqQY$tad`(iIv*P~2kcFE1_Fi>omgic0o#-n{QY^TgL{@hu~vc8cbR*UOz2fb*;A5v
zk(TxySx+#cJXl1c&xpYaeyr8!TcS>q`uE#%HmcmVhUGtr2!2*t@r>yp?_1!qB9*&$
zt)h6dp!%Ic(<wl_vrh6<mz|0R4su51Bg~EQG&M6Rj*s8+OCnjyu5K+kcH)0-5o58I
zEvFI1nbHRU7?|@p)ePEIjI0vh8Y7KPoY`uhb0*|?UE+)z+_ET3+PUaQ!R2x_P0iV<
z0NzKwJQcBm@A~7xnB}WYn7qFf<@JBHC;CF|Om*2a<&8?4)P2pyh43}CW5L4-d}K!^
zVA0Ysh#Vm>R(TPgC74k3SU^p?{rj8<tEqurpZtXlK+*yCSCP0DBy+xqgd>s8YjWM7
z_%eOM&Cra3SXMlf?jBOQ7HWAsDp<T%T~QU?5}9FQOsl{68vV(%Nb;t>(Of#B*(;*%
z^COQ{yq`Q35k*bF6j!(wwwq^D-RD;1a=f)*?6M7Q50*R_iJgHW0=GdbQm>L~`nxFK
z2FetCz>I^&LKME+x}d7PkFFW26;E(%m+`<x%T0qcy;m6G?VVZW7sO{rK>K{jI`j%_
zFgX`S!=veXt5w=NbG9BAnTn$n7n!N93U`{)it5d1#I0w$VxFvL+nR7?3m17|Id<v$
za*II2vXR!bRjln@{x-5Z7bEp5HJ*lA898SIKzC1HI_IVa12zlx+wUVuO<kgZcZp=c
zk`S6$+WvNtr@;w}{*&g<vBEKDxaD26s9KY0S~?0RTH|pLM$*Fn>>q+DY)!+o+T&4f
z66j>LKgRQKSVGjTE=qHxZUJ#+rWDQoe@>l)`D^Khsf%go_JWxe+$EkkOIRlW5JQtR
z>O6rsO-VC>X*@7XfXU=+WjY2b{ex@vLQLWl`ep~d_XViA(nKlZ8V?#~jqH0?hGO_8
z-oWZ1KmBsa)B<S<{NrsJ-DnIylpVYr{7r<~b<>Y$-OW<`CQ-w4IIkH*g^B814IRC;
z)q`4bI5(~!EMjhFT2D3RlYpxIi@;blPO_C<8^M5`UdB)XI=89-QEz9KfF1*_0M9K0
z)S1eT+7ZU_avtQ6zLGY3$9Y5fp0a}}iys35j4HpzN5B2pXTaR^F3NuCoHFRH=<oib
z{8ZJKUX80p@5r1OD?eF?zo6b8dBb^K=5DMxSI|~@<<PaM!w2$QD*)0&qO2poSYXX!
zP{<ZqAQfaoCDB(Wmfie2Uen@PLz{^vLI^k$lz00}Mz$htI2&Z)?$Q4wLQ}K*hBcDq
zcb3^WInV<G^ZeVI$H9bvml857Xo?AuaLpoy*ju74Cg)z_{eI|rJ9j8_jr<5DeLxYV
z=5yQn(rjZUldYJ&E<k#Xxor@%L6I*uj_KpM1K)H(Kwp*bNPn_?Q0BLR>R=wnqc%xG
zWgQ^B_PEOAvz(`(wtxC_Ch0n`5z|BHc#icuDwTs&4Uip%M2W54*wG46b#A0emA~q<
zUwc&QVT{3~YKnYPhTwL}7(zEqOp8smA6*?0FDEq~nl@Hz3b-8K+X}SoeuJGGI0Cz)
zHo$GId=Bf@v2<U6L}K8YqLN<4?V538gxX50%NrQzJ{6;z@j|CT_=F7nuw|q!XgePp
z2cI1Eix?-R&~^K3;mEkvXfv_b^BK9gMeUEdu$-y&moaZnwis7hV@J`e?BPMS*5*9v
z1Vv>9S*9)_X5eQ^@H=j3CmphH=<G$D`aGt4&*PotZo23qV>n`80frl|U4@-@)3|#j
z#7|a)#m_`^SgbCV!U8>6i)*`q4U6F3ZmAQJ!RKTU#8ZL0GUjT?83z;Uj^te$ZED~)
z2F-{;vFj4hxtP%k4cW8a?D*(HwkK{G&qU_Jd5({bDgcwL?2KDuzNtdkE`B{UM?D7X
zOVFb*`PSB<+S`3xO|%XXx4I-i{^cexZ0AOYz8Uin*~haHFUC^EnJtBuN68k64&@9f
z6?wnX+zd7=QMsAodu-+CI2LQ#VoGiUA+dgBdwphFS`Ss4jH!){wJQNRcT*bzOObVq
z%+T?-c3{7gu(-qjV>~f7jH~w?{JjE6g=g2aTfZn9iUSEUvHs^dME|od++Vi9;y-7F
z+`XRzOQ6E=!n&A-lbQ^`hea$VOe%|Pf@RWM*(1Okcz_ILT<ibr(slM<w8v;Shi?>j
z5B`;lWi^-QHIp4<3;Nx^X1W%7JhJ$zTm|9)<40!g?diOWyx@p=fFCYPc#~Pn9nX8k
zHs{e(90i&E!HUO01lK~W`_6s+kFuWR!%U9%OoQcL8Mfn{&GM)z_-Lm>GbgvhMY8%C
z;qfVWqVywq@Q^oihvR2%Bp)MD4l7B4JHs^4R83~cu8V`4Z~D>iZjpm6O9XZ_JF0nL
z;qS^bDSaPs95k_xLU_x;OnJ&2NEWnEry9W^*Z6l^9h+)<er5}yIR(sDC11TDVs!vh
zPIMPvV?N42TDDY+GiWOt@fAG8ttTtrPHoBDL#J-H@#F$Uqende&allMQi!v{k)ltL
znu>hM#NRsHE1TA|>?)edG+48q!D|bcf=F}_^M&k<k#02bAxBcn|5BO-f*d1g%wpY5
z5HU)W{{0b%8yNd;|JqeaqC8J3;+67x!*n#izEoaowvU%3u^raPVcx(he=D)f{qDJc
zE_3^Jr2Ic~{UGEyn$m-y(vUGmh6WRE<oo|ZWQ><?W~S`Qu-|~0FtY?EzfFlvg8krV
zA^D5D!!j$r50W!<oc?t{4oVFb-<cYP`mD^d+$z-b8+DgUweCE@s-Qf6NUC1+xS&b)
z;gqh=%u>2$Q7c;0cr+6IA0f<!P-8bZg8U(v7#t<|=&QRwG)m_zgDh@AEAs;iPM_3n
zG-F*Q#Zx7$On(DXCWv;;++GVQEhgmf<oDCq5{gHj<c131hKO2x%ydW0NAi~lT<P0Z
zfj(w$*SH?@-&$ZD$$B$sh`loiLENQo+pMU`nH#yUJB6FaPb(g~t-_XfaBo5n3>N>G
z6f8;aA53dq?L(Cm_A+y;ZUfSfRUYol-kDKT52^6nUIxHq`oUNLI~1k84q+7xp1n9G
z>OP!Kf8Lo;5_z{c_GmdInaW9;GNC4+vR&&4XwssS$}o;ujM1=OL~9HJ$xg&kM61YY
zFzFx1*S4L;&~~PqqJq{M<SY0(m`3gLI-knPJj&#-wlQ71TrRXruoT@R!}YLIAe7>?
z#Y~Jt1URQ8TH!xCd$aYcgnCt;BUPl=ZljKFBVxlEC$#W}FyYKNFQm|D|1p=Ov@P#V
zO#cbeBOBR6>jcg228)=ui7trw!-s)Dc6HE{0^?XIE8llzcuRIN>DQw99b37|ND$Qd
zE4E~mXTwMn&eOOP4|9L@|JblIE-gSHVr2KGoiP7axRDZ+kN=a7+tQF}Rsr<2T<Gb$
zay;F2l!_&fxXpDWIp(2Hk)1~qR-371q!pC|>NzB;OT=-tWU1iij~C4~rENqgfyfmP
z8AqR1?qTu+wU7w_$2HX=>K#`JwfXlp11}UdA*ZQFw?zLEr$d^~Lbn^>I+q&F;d;Qr
zEsb)LI`)$keU$Q`&3}TAU^3g$f3qOQ@K^Ej;(g&^x=&<Dryl*Q|C97dV^-o2V-kzn
z^ACJmY88k7E3Q!D<jFNV!5ay3GV_3Cx7)e8s<P2Ma(9PCvvU_FgaZ=;94L{uy<$!l
z+GJe;@6gj3O&*6|k%TQ@4OlNP(+{BFB|6>DLXYG=O#`k9)jutx?W}j27v6^GcH&hz
zXIsT0xGJ3?Q>4CzGY$<a!-pt>x;>%a1bClOa6qKY{?~Apl){$!4QEHnCt=*Ic#kw?
zy8q7TXzq{9oSW>AP`E8a;}3u?0@oQC`1k1Irp0~mwDJ`Xk)7NoJ-$Y$77Hub?NSDz
zi$Tb8_WJETu^wi_sCIWI>4FWO+1bK9#2^yKz`dKf;6mXpv}=KB*@nw;jIc_^Z2#{z
z<L^FU$kO&4P_9UCyTin<T&Idt%^o<U=@><dUF3gWGpKVjr0BhPmi!=W<+}hL_^zTe
z`N-=;sX81-U{jO93BQAz|3z^z>cMbt&fAjoJ*qqzI-j!m%Py4Lz^|_#)9K5?Mmjuj
znPl(gu+pkx;OInk@)K<__Z8=(G6Gp94RkxCXvv3|L)@AFbvCz?vDpr}`<eA1zMb#O
zv3oJ*&7&ZGH%&X|gD8A#EdW}GjW&#De*sMA*NPc+X6Oy;+pK14(cU%>V?*rgxgd=?
z9sgHkcjOuPoaBOXNE~0A5nOl(MYq1mkaZmW{2RvTvlRrcr6|RHEfTcdgdz&1p=mgb
zb%kefwi8W-h^i(tm&gD9km5E>P@%Ll0@a@PO@qH#D?a!gb06qDdb}wxUd%Zdgikgj
z<Rzpx*}4k#)**z%B#6HjmqoiTrflissH`9mS`&n>|8V@hWya6?;coJpLB^0&$C4UC
zzdeO>sy;WWS&OP8l{a7zN;qTx0&Fq{HNM*NQ_SRV#QnLb*}HNdHt8b6H&><<@!j9+
zkn;^Khe-(UH3oPpm-nR2PN`Fdb_r2}f-;$wuOXIc3I)!C<>8Lzd00UgVcDM=E8z~g
z`|q%@Q?SM9lb}^nFu!{Aly^GLzdimB+y>FYeFow`X!dxtKUu&k{STd<G}?x%<{};w
zDmKeaG*)J!>T%b`Y?^jo4bwxE-f_Oz*#zACGLi+?wz-?So4AVZzS&xAGI9AD*8`!W
z6&gHygbeS`zuGXr!RD#k<JbyicDH@IS|EkQziOmC12g$4j9Z-<cd{WJ9NkW6)?E_e
zqI(nVl>_ptc4xgK^laa*(sIZ0Si8wFzoo;=NROX-t6}Te$H2EqXiPKc{>H3+YXEp3
zRy9vD;=8-{@DK^jwqk+f%9+e4-X=ww_YWo_6@6t=2i<`ol4gUFNCosjRin4}<TkgS
z7&wyIC5<^ZN_jpblt@O?ym@(-7VA~y{OXInlqrD-uqi@2pQq_6%R}r3-cB&69wV-x
z4%M8)Iit+>%1Oh3@6(4zA=huMW&rkvn<u*c<}P%mR<ycK9qj8}8x=}BoLOIR<4$Er
zY4yu<mR+~^UR((ANkyN)4WjR+wP)+DSROI%W+nI#FJj(NXR(;gPmcY;kjJ6R7A)9{
zs2`<bD%Ty4O}+d1qzDCg5RCB}vN2qgMsOjlg*87_Sgj(%kR>?~qvxuO=YYE0R$*^0
zG~EAQTGdH>ybrw2m0lFfj{;gR17nfI<&GwTn$0)AF*|uGyQlY~*b8*J7-DdZ!AGq6
z_90*V27>CZ(y8}lFSNH8%}9|cv2^aBp01Eqd*4}RJA8z2RB#_(oCDwK1&+Y-Z-yc*
zvofhh#By1J#moK;aAaUL4VS_7N4i5d>mAAv*dP{{1L&+GiB?G0iBfCkbG-_WxB$X0
zLV~Cj7QQe4S%G$GY}408Uvi{IkUx$Nl}+<z<*92%t6@35L_S|mpig&MM{(K5>0dig
z*C=nppmSlq3(Qb0I<?mt&)b$i;x91_jcYX-#f`d7nyovk0z=6D8@@sn)Z5WibGZ(5
z_4u6IMD2leH$)fY7{*JdFqZr&_-r^KIxZiYV}p=}3;I>0bw*L#jOHBo)3L^siN^D}
z@p#I%@$k4xGbTzZpv5wd3O|NhhVY*odWuf-$?EJY(ohl446q-tNxyM0H<IeC@h?ZL
zEvh=F17iWt^}4mq0?hAd!G88M<@(FsffMK+#8!_z=!kNyP4e!CJ1Yo3dgDLvcsVcP
zK3bCt^jsgm48xq#_`v28bGcj&eqFojP!@Apz4rd0`A9@Is6SN#If-uzYu`LX!(jP(
z`pKpfY9tv$ZTj-1S%(xez6<Y;6H?2+QGK4!6Y$?+`1N+W;;hY}oO<E3<tl*OF*kZ)
z96l>I)8tj{OHm7YLCJxm!r1Na+a+g;*ePhLkG6wVLYb0Wwwy`zmvjR(-3HQd1U>4B
zPh)U^ER0ell-+V`d7e1`cS5C(Q*ofE-f22-RB+TCH|bipQ@;RCvdK9zDUAR~62knR
zI%ML85;<Hv)7hkA%Z+gyw^*yeIESbvFrtZw6SoMQ<?%JqBlCR2wSR$uc#tN7+us(X
zjv2o7q;NPsVKrw{?LW3@*XjY7x|Uc7@I+w;#1?A8+q++%9q0@AtVu6)k3NT(7jXtP
zt#S>YeYM!f^qR)|fGN`rDu7RBf#n5QIsYH&{PimGrl?LK`RPT3!Y^UZPytY8(dJGa
z5nwl;mdOLfy#2>Jg=$n>Rl`nx*=zl(y0FYy;<Q1T|DyVwC#dvKJpbc8@Bk3AmIL1I
z&w<V1oWI28M;JbM`6#?u?@vulU9YRhK(h<1TwH`<MKkc~PxsnmVLtbD#FP_wt>b;$
z{n!u$ykB<JU1!{`7_arO@6IpnTVXj^G<bbq?$70=jwe6-o*y>t9dk?T7c_gDK6v-R
zBjE2ezKXg?WmqJGiy8N%*rz~S%zZM3DQ|aF<%=YyEAgkMxqR)NPb>QhWer}Z1%Icq
z^=D~IOc+SlmJ^0?lJ<{M25TCzFvZgd{@snThxGWJrsmQZ43K2@k8CSwal1G=iloT?
zB;BJ<Vtisj1cvD%V@b0#9cD$p6_;OF*;Jed3GkgT9G0hnl@!Z)X^cmfTiyqbB)2gu
zuBoo3>WpWc9$S2eabAz%S6lHeIlDg^BptB8oCfYq5Fv1reC|&FSjdF)QzBI`uAerC
z%*(x;g5~wxs%u(bT3oQ=HWcmEcVtIe<2F$lTVu<iM?)VLM70({0z4<>2W2?DxfL<L
z)3HoB-(Wrjtk3mtfdZ$56~Qi^6gA)=C$nTTXS1^liX*5L(Yj;{TJ0&C{r1}MYT6-7
z1mH*bQeK~{S}TKb-vpwTAGwUj4YEv^mC_xpwuG5~KR4vUPXzRFHpDMB*&?kJ&TchV
z!yGs~PYUH!QGdJ+wKx3s+PmJ84gIO!R<tF@dzk=KL+?%4))xqHC5{v|c%=(GIA4wo
zLb2D~2*#<b`pxvT6Y-zU*4lo6H`>}#0=O6z6z2BW&GIStr7%vy-YpPk)czj5&yudR
z1r;;y77ZxXK`(75X(MjNtobZMNNx#{7%gqz>rZCyj{gLc3wES;$OZEawi}s}+a=!8
zDjBN!o6r8p;z)w$7dsc=7;Bd(Q$+dw-1>@QUAdYp%zjdAx|MB!o9LD*>0H{w2FxaE
zedPwvKe(+3jyxd6;`kzRXeZ9n<JI(DjErj6If2epX!6Z@+?$M2(X9C-)6Ajb71q4B
z^Ms6d0^Ns$d_qhs>U(H-s>C-(p_{)a9s=a}Cyv>`qPIR1Miz9?Hs+){6Q$GX4{|PM
z)O_g@#*SOq*wV23YtvUqDGU&Y3wUkt;1CSJe-^3Ty3T_6@}VeUY@NnijXMNCwa7u+
zimGred?$5d%tEFeLNz|jNj-CLFKp~`9q2C(smNR`+zJUH4hGc>(?@6p_vqE6#*4Zs
zV&Qg}ozpumuqk9bslQ@))=pQ$tjE9Inz8u8;^vrFNth4W9AnVUf>IPF2S{|?_}F56
z?FP$AtjtEpDmpGFvW12hcSgCW5(E$KM>yt!$LO8WtKBnh&DJ{=gHv}rbtq$Qh7(PU
z_J$4lZsUVLDoRe;FOmrRWjYp-ZW<31^bNbOgkO4s`E!-h55(;9sq{z7hl88;e#<7I
zd6GJHDM=-L+g(;N(XO=10Sd7|WGQDu@{qSSVz!m1;%_Ab6WvjCl|L;GOT|*2F~MRq
z5X4e__T4eb9<{#A-!WpZvPO#grf-;Hk~l+l1&0&{;N8C9QR{r-`^<?g2YoaZJPP5p
zUKla+Qp2O5GG5N4EWBmA;JI=^N7hB~EHS+{Z`Erq?7d&vZGNeY1Z3MJi&&%zm9CaE
zO8yq}*ndWrohd?PS_C^8Ae?a=a<9IV;+=+Pu^;wG3nn3KUAkrDNR}<Xeb0sq@_IDo
zWhtzg(cqIE9Xn38#8v3=FE+J=8SoUSNh=82B!IDSX-muV6~1j+!KpyN2i0<&ND#F`
z>`;DNC7x&11hY%1fZQy>1L8YI<-;x#-J0yUspu5m=9FsHw4ak#GtusD1=V<noJ@rr
zQlA!di_Pa+p1u&J?;Bpi0_rMwcN(YkxHf3gzMKrHfoil$6yuPiBf%fKZ(2$S#(xYm
zX!ivW$E^=xMk${MO2-?6CmFXK89Hmy9OrFbdd862E8XpLfj50*zRz|o9yvjwL$H-<
zeC4u6U6*cxj~R@QgqDkcABec@m7d+E%)dbmoe$&_vV;7eEppnE&HByj)$=U=ypJ!9
z;ZxL&ER38BVApA>p;|9jxZ7Q}7}7RB827cn|Ats|CM}1^c-hX2&X7M>WyT18axuZM
z1NvEiD08Q30DjGAp<4=&@0}+OgC&)YGZmk-z?13JFa}aax6BzzP-weFI`idIvM3VQ
z_ZXTHLo?6T`=-5MztSM3uzkuS<WjH^F7IL_aTTsyba;S2_XCWXyWhqHjOhazh8(Es
z9NV{CzLS@lOS<y(Cp4>?_ZTElp9rDqXbr$eIk5|00Q7@hJW5<09^@A57S9&LXgl8s
zWMB=6MZ|FaNn$$Mc3tJ1qz<klOv0g7oj*zu;w-LQre3)J>0`q@BMFv<_ucA0;U3_J
z7E}D$&V_3~lv>L@q_d2XM4n?^OMIa58V*N-O&P<l!LIq|I`tb{vov)Ng7raJ!!1&b
z#5gw`(3NBObJuhg_~n!{k9#Lu&XyNIRyk2bXogin4`r{m@uPvqU-3Q#clz*?=<KI8
zN2*s=xXIGdBWNAz%LE5o-TFBvn9m_1uHNQtQHmNhyXj<j-4Gp<&h4uW^P!jAQU!Un
z+glYUP3;EM{K!<Il&tkf?(F58StOGvE;ea`!0=Yqbqd+g7@kbSiC(!Z5(l0g4A)BA
zWsdpw##3_HyJ?u$Y_hvQ(yNbY+eTTOOdwDY4yCJar)kanwxQkQ$_XcDR^htW{=0FT
za+r-0`R;o+yp!iCr9cG=bhY#x3C+8Z5{oycl#fB)NU87+uI<ku*$_fIbTMD?5z0L>
z08j0AQZs?%@C)m2qu76Q2ihP!PmB6GhFuK4LBR<(indXmHZOp_1p%byiqOE1;Nyg7
zN|(2Q<bOD$N=BjS1d<wQ!5Ud7N>EiN#?w%w3sG+v7D=i=2(`7MxXkN`k}M+NwFpV!
z5@w82B_5-@Gkr%UvWG4;tlU>q<YWfK5pl(F<ob5Gmnf*k5nDazw;;PN!_0$XknDqo
ziq}J1VA9(km&-hlH)@rI?&TT@-K;EO>V<1~!h4;Vza4X$Gt+;&i1s5x;A|4Hy&xKO
zlR(S3Ao3JR#ITuT^ZCRcXeUNnSzybB2ZiD^?Faz8MSl3g6P#I)HSTi?1xUd4qxNbl
zX01*xgTrGI>y4j5!I*MUPP9-C``Wk3P46!^#y<#51q(yBY@vq{K>C)m1_|n9(mjS5
zTHHDlqP~$8U+FyMP#9?lt^do<t%9VT@o_x07H)jp5>8b<w3H|gdqJQ6Gpe2%a8s2$
zq?U@XOdh`juXu$C%J_g1-fFohtINIX!c=UE*DnwN8(g<nBMSmxp%<L>br`==HcrTm
znKna0b=JU<uC~)p#Tb3R6Ls?$3)9$!*tocze0SEdK`oLjqH4^jv;w<zfK=39hs*G7
zhs$WQtrw{Av>b{{BacDg@2e>%F1-(>>is_S&J;RDAhzHd`U?;sJEjy5t5F>a7Ejhb
zn7+YKMRLOv{1)Krq#=`MJr<H+Px&W!DU*$4*~jrqiPoAjU(V+3!|QH;mPUjqjI?_v
zT4B86L*Aer($kkA96XKA8;2v^wR3(PnW*1xJ4|yUVL2KwP_>OWi}vW!ZxY_VQSel<
zoc6U$L>Sy0ivYmf46QyPuM@a#>-AJ2@JGWP-Ls=003uG^5@w<b=JAjw*WXt6wB8bq
zv-_Qge6L%1*Kg^E^;dOD{#rpsBM2kbpGYL>Kdvca=Sv2obkhu_zL6hju+b~{Aqp1y
zHn5d4Z(N|j+ej%YKtYKlttSTN)#Am4pCDreS=|nn$%+E;wBj6wy&Oda#BmS92W{|c
zv#KivBK*?%_!_$U6x<?ny<0EZCd|Tv*1D3$<a-sa{0w{56b%l^1dU}%dU7EcHdDW_
zN-?dGoN!G?Hr4lf+l|17lN5HB4X(qQo~5Xb8HSdqR<ugV5ia84NYq8p>B?dS5|YMJ
z7sJ}{U?c&|3MkM{VTidek0MpQsb&0fYAg^RPs@XiysAQT*`tx_ofDA5y4=N&5lwt<
zgt!LHtQDlrYtUP4$NXv-FG6^j{^lEcxwdVuvl9om=*UV&Eqb8pUMs3VNig<H3NV4t
z81M3b*r8=6o7a7yNPCh)<RpW`B(Ts=cDwU_Kmpj(Eado419uzl*<^}|*q#pcFqgKg
zLN4wvT)>3bh)O>E{fXP_=6x}yt$fplR~M{28(vQDQ^m6$<|m3dmY-O$#%WE0-3@wi
znv-0qoO}3KX`6YjPVf4;DQkuDbgkv+eR&jdD^F(@kwg<WQ#7FelvfHHi8?vQQj2e?
zR|1@!)uo>(TM~@(c4_&obrq15Q2mGQNocwpanfMI+Ls9mpAq&+EIoBXw)$QMstitJ
zY`sp^Mjyb-FdBS@+i^9C^Yzy`R*${~iq}lzm*^6Rb~ExCr{OvXlujn(n<E)kLQ-7a
z<G@mGNheNSMv-tQgNb^R(xrYT=1}hlWCVC#*(Xtr$<ICNT%OQEu8oUhu77jNjv#>a
zc+*MKxhd~sL4R~`-y=&k=Vzu~t!%EqZH@%1|Jmy*G?RF27B`(}=CXMCrt}JL8lcSo
zFU185Oo;B@#iIxLAln-=7~e(kS^W|(M>(kW?{zP%UTtgZ(zuB$IXc|{3QW!@ME~H_
zupzcu=c*U~K~fN4gC(`j!2fDy8{#QbQ~i138|;h;laxvD<RZnD1DubSw%cV#c1ed{
zbfVoePxcj7qXo>E{g0dh|IdEIwqTWq?_&{7RheA;{`m(~3g4IrqQgD<@HNySFQB*v
zQ|Lr@pOSFfS^c?sL<H4MfROLui#;B4svb7VP!SSlOZ!X(%Rx=F5@pWldbr#w42%V@
zim?#Ub0LDS7Y@_}LK{(XZfo`DP^8>2n(iY$nMTKq<2j0F4C5a`O>$y<M=6pz-ZLsk
z2xkvrj}ijs%{R;EVxcb>cLJhKmeTOJxM5IDBB{+LL#m7K--bGV1KQm4HC4qYC_0V2
zo7V({ou*Yp*yU^oztjs5dL=f(siUfAZz=or=`0RK5O8tYSek-LJ7h8MHPvc)m^yza
z(JOg<Un6c{7f#CjZ^rT0e0b$1c<NARD?<0$J_qbBB)k{q-dO+q^f#B9b!3o<S+<?q
z;SNoa7q=H}ZUG(zx5pKyqs=>cyp;E!D;}v5O4+Zw-DNT8$_i_XCipgTZ(w4;f}*$6
z9hY@mV<+R!R0S2~p5wJ#48e!v|2(pg$2N;4_1lQWNvR;{lw$6dy<=4--!W5g3BvPC
zW_rxT6?-!<Rd|(ihN2V$U1Km@<>aDMgl?Ib^Os*<TL2US&JMeU`ku8BvJPi;hf#=T
z4|R`TXTy9#?&yPV^PXSW@O$gaeq^84d)MRU(To2CJBkdM@~+1L4SdcPv&y*mz8<SN
zxHCJG^lW8MP<9(2ayim%o`{TV?MCIoAH`uay~AIO*({;u`^!Bg;#YC_`-MBx@(peD
zb=_;xb)a|jj^Z*&d%G*z<d!cW(B5U|9QWvr87zb~fyjM7)%?KaLtBrBan4!HbRb7U
zVq+DoU+JT**@dhq>6GJUF<uKt`d_4yXN$f~CN*M+ZHgs5q~V;Oq-dzA()d)1@wAjd
zKEbnKeYawcs4OkC(&r1KH@b9<M#Q`H_ig+dFkinjqjyBd6x!YHoQXDnmg04A`G7!{
z@1EAjf=yO#4!uu5ZGoL4y!A7%$|RG`d*}9C#d*m@p=12)>(txWXU?S~|G;=OuItQy
zH`ufPc2Y%37e^&6SamQJVvJ`wyr8{BOCO?i+$^C3j-p9(3t!6UkG-Rb_Ldvi)_M^I
zlm_?gD{+2=!Kg@$@*K(D?OA(bwp=CigQ9!B;?wfi3l$n>bHSg<<!VC7bG;hOOXO<3
zXiP|1z?Y&pBkTE~t#W<oUk3EtHp)f(Qj}DJQk}`zb;*Bt>S#R!w75a{2J}1tG)`7q
zNqTY~mLCe_zBd#~O$7IGs*cnpD%$}EhiG)3gC>(*)e`bb2<HDO8=@4)r|XOoZ*(TA
z(mV)NyFg#8>GYp!tU<zwQ~lDih9!rlvsHFS5@63Le37{sG`nsioVJtTXK(q4ZZ_xs
zyp7$<mU{7dZJYbFD{<ZBaNTBYNq5M;siCRW4cYkq*|<C-9!sU#xEDa_nQ6n;rpU4|
z<+IJa=<&FP7;+feZK&CO$!d_t(ec5p`{T^yjCALHkpZ3MPkN=;6Fhob=sab56M8aQ
zfYk|A_UIbnI`^<pHT_)bZ?v_ME1M22<@Uv9UK#r2sL9QjpaWxhjoI*L;he`sw@31Q
zL_DbMW-V<jeDmm6;08cpCsabH?$r5vH1W~Ca+V%mIVHy0ha0<_PS+=#wd2Kc!DMZ}
zb#wkG?G<6Ojq{Es#SMC)D~3ceWg`(3s}JSQx9C$Ua?VS+ohZT{=Fl-mdGhn&i-6ZN
zzD{EaZ^bJC!6kiWLzC7z1_{J<dGNE;@F>Hge(i)Wz6~eZguq(=>iU`1Wwn4Em?u-#
z+V0ePJA|(LW_9pT)*C5d6T72&6;89cu=XB|niQzX?O{eVa^wf-jaS0|=|{zTjx#&Q
zp(a;Cx&@oey<qoX4)5agvuZ&fK-lE-jzO^+3hiU(Tz~&=@%tg>jA(x<ClF=b>5{n2
zkC0?OOj_#B2vCM6-qR?82NUH-*yeh8a4{$5cba=ShqA!}HC6fUxOH0GX<I7s6ZlC;
zgOeHk{l4wp{)i55)U9>09md>Q_!Hv?+2F!H0+S0-I1BMY*!o7r4JDqCT-UjcP#$WS
zxzZg^SB-p^Avz>=x+_4&%XWJoOE!%h9(W{Vu@qN?EfR9^U`@prqb5gOrXI&ms9+Fk
z6v8@HXZN=Id-ts9L-lY0G2{<Qf_uKq2!8S)$`OMfy-L$`-7UoNGU?+7IGKWV%DWhd
zrRCuHf7EwZtH?kWppWW*dAjG0{J;V}b-cJtItM`Cfc+V>fxP&X_WDnKSM|%e)~ZrV
zd(0|N2|kRSTA0eQ2m`2%8592gDmnWR&o=b&*Yj^qAd<xMX_UZVY$!&p+Ys=2e|7oc
z^7_9(Eq(LrKMT-5I0^H)yTku1K!>_MF1OEzwkJ2|728Pv%6t^<#&i*e*Z2JWvXENv
zhy390?%{S$Qtg9&w9xx$Y)GMKO=tVxU7?t}ZXaUeZ$<_62!5Uh<A1-N_Rti?yWdNu
zdQ3CrsA>?E)}iu|W4gNhhUZBc4*bna`_PTAz)(E_%={w-NmHLq-s1^M!IY~|W?o4s
zGC&4tLoj~KgO>Owq1;?aQxj&Rrrl`zB}|BOJCvs(DE}M=n_rMkwhr!<Z(C8(PkY~2
zM3zAwbC$0r#L6nF%|Zwt4-hExj(#|VARw&Ks6E_Xw&kJL3!k{TM`^QJ1z-53EQFJ$
z65#MQn1%=?@)1LsBj-QK)!{^9b>gD?OZb^zL0>pQChEKHRrQ_uoRH*`<n?Rj-1PC5
zZ<Wvq0@c&|@s%I*A7qg6piA6br2O5x{Fjg(kndnYHg}RrR!lU;Oc+Q8ruOC%=Jcmc
zzNAQcLw5R@^8DY`$Pt`>YELvw3g#x(Kz<_jPHb(X8i>A_XmR@2lJ~U&rYMPFa%SSp
z(gogE^`o&9fmdHWyb86sJAb07$Z+;+`f+C2(E!Hs@y!#1W`O0Sbbd(d>zwB__(dhH
zyo5DKQ{aJ@oquaI#8qZ7XR-JztIm|n{_&<6<~O<mNt=*#Nst$zcyrrZw-`X4S*}{$
zEwW3HkSAP8LU&oBwXd>3LK#?YhgXHP`MDTvgt|mS*%$0rShZg*1onL4An8}K!`DFQ
zu_3Zx_B8|FMoZg{=9U$1d+2ir*${@J$=q=0<Cat&cRHl?uTm7u^k2FY)WR$0>uS~5
zQIE9kP?|6q<N!d=>QH*W!veV19Pc8ohYOUu>t#9WNzlrbd`&35L%Gy(iS$7;;j)lT
z?~U3E9^y^<O%m3FI5?n$P0Bj8<RoZ8CdSHYK9TyV7WJ7K^Pmq^LQD%<SP;)NWY5OO
zYJm2HA4Mn9ha_6q3Z@SJ2uukp6?0Ca3ydKw$xs9y&Qh|p7xKqr`aE#r-E<)yfv(g%
zQ2@SvIvDc%6Y<?6J!G4`_96`WcS8M0cMIA6*WWW8jHHN`g0*KxzfVjsqUKg<iK~f`
zB7`GCNUSq#dNItS#7b2)Lm=%9S@pc82_5tv-C0ebh)M8aGi>Zmzt;Xik>`kPMjzns
zIdaNQUgy@l=og%}N>K$Y2=!_`w47De=b4x8LQu9~Lr_S{@2;mdn29hOl)un9rH43l
zi&8|Y{Xn=Y&ogrkGMoI>uu$M8oey?Fcq=#_mE7*QP!oK+I;S6A5pAOp)-wIQb^4bf
zo-nS*&Uj}ns(|KCSJd&^D5=KCn|=R`lFtp4Q9jW7DR9XIQQnOJ|E_pi|5`nJeYu;I
z?U@>%7@t06*@lJ>yYnz!=gH1!S}5sM6I@gOP8Q-rYs9$5@3rZH6jnQTmY%|`td5Ia
zX*Ffy1n4|PVdo~{P`})0t+pjBp+v#z>V^h)_m$~<;`r&O?|tsfnhEe<1Qp|Sb0hCF
zeRfQ0KhVY}Qh(|Io)yYG5iocL#TA$|ka&4k3cD-U{l$wa+8;&}^dF`Vwi?8)2G8E3
z=r-tKgt>*p`K}~%XY8kD!CAmxggDeCtzm`!keXJQP?H@OgwXap7`~lYEtFf+>AC)T
zj27mwG6nYO8)4j%KSqJ1KZokySNXM~iql4<3UT>0c8v@G)&q*6Z`eMeU|%ULX#U97
zSVFt8lhj)J%L@L49-xb3saKOr*0Y^4t2cbzgIQJbg2Yejy!}PoA^-3TU)@LGyY$5R
z_rEgJxdx-Wci_TZQeC8>_h3$KeVUtVG2gfn>Z%)${N9bBk-u1`$BGMLLeYOiM*1?2
zb;3&41C^@=4P3%##X;nqYz5WZNVf4+7IOdhY@Rj+1ZHXAIb!EXpoiN)>FyBxeF@M>
z12vQAgJ$MNqX+AfMHp0BQ7aNzL8o&E^q<lqeCT;cgPL3s15qYBwz*Xo+VQvpv-j5L
zr$^ksx`3Oy(7CQDuJii3GdBe66-TeY*Tr|j)d5?90)`7pF*G_hP(dV#4eZ5DCQ;5h
z(1sDv)T5IXGB>=zSZYyp=I~IV#}P5M!OWVrwBo}<Gpkm1E3RCWL{|>%y)YI#ej)1O
zka*DRxe!|i*eWv2D_eu1Tz{=@n#=lMP93B1j0wT4loHlt>rmwbaA4HU2tsv!G-Ckt
zkU%aaD?4#J<JHd%4?9GI2$YWj=1-YiT_u#qn+yPW#}ynhP9&}x??Z|eE&tqQ_qWDR
z9p{Sl>)Q;K27l5?52gcqt(y&<5d(6N{78@f2C$;iHUE<Ln^9=zm<T#mbPO9VW@!&V
zH-uYK(ca#2g^P4<U3D1h7`Yg{k5InuMFMy%^FTu!rS{q+u1$*=qn~o7eMCsiw4M=?
zx17syO{v&)CdULLiFTPzvie_AxNmS6Oe*ERixulN9zH}bYEQNW?%TkoYwuHN>6L;r
z9{wf{z#8_*(ip{N(sitW#xLZq?AtOvwteR<QJV;WB5{rrhw44$^&*`v<u}Pl@Bq?2
z(;4geWsMYRCP|$|zw(!}kGCZT{x1MT9h6ja^p#gZs^EHWR1xQYd1l(Z=^Y!(Z&oyu
z-&k30ivCai4O<q@_(6O`+KR+>i%|=t^9C~70>RHb*u$S#N#Q&vihGV(A)fvZg_>L?
z1rn^nl=Mg<<l7?r$IAZMrpbY9(`+gaJP=Jbv~ORxA&VNf=PTyl>sW}Z6@b4*m$fWy
z45IDW(}be_Fh*Tu`E4*<1i2!I)?BOohvMu6GtS%oD9}fi+j`(R>SG}f)TzZFx#^&7
zOE{0ENa7%*v2TMg9f}DCQP<k`5@BUPv1o)_u<oeP)Cx3gbP1kSIj0yU?}>2um}!?_
zsQ@2j6KSJ$A4}#t=d$Bfqs(e5nZrd7%L%##9V<9qF@w=Or^mq0Q@d|t@V=pXMspWY
zI&g;kT;B!EBcKvh@W|B9a$$=s`%0;V#{;DYlN{hD{t?pc#7<w(6_N;$bg}`pIi0z7
z>}mw3{c%tzYUv;H-<v@;nI-xYnH|udjSFgr^9`+a@<Wyh)-!avoUgm-gCxL9m^v0}
z%(B7;i<{9(oc58j)Nm!#c++yNdzi;J+>h?hV!XTaf;`dW;Kj5%YRz<fNpC71yj}Bd
zu`V!udN05Qc}l6aTTK?G8Ue%R4eIIG5=!}@`M;$$k7TPodXYzr#P!k6{3THaUu>8m
zUi!4SEK~}Kxk`H|ZF=gCmzYLNv_-v|d+=5q&|aa-R|Rjkq)ufZ$n_*HI89#i1D17;
zM<Nh)^NZ815mW6EsQ!qgRX*35J6exA`5-ClEkA9U*0Y=@>GqeS1Oeh?#MvWywr}V0
zr{z%eqiFhC646Ex`>dbb#&FSgQH`lnE9Xd}j`_a45wJxu^e2!c^Gomy#<gPTQ!ox}
zq6~hnmrX-p&BoFxVg=%+X@|7jq6UNb5tEbGC~g~5CLT)R22x+o95ff6_XF}?jMcWJ
zj&BR|=`~A9*XyEvi~#tOC^!G#UTwM#5OwFq*mHQjfhvAsk&X3kHOe|Q{qa)%V*#~j
z>micLJE7JpVgB=x8#>_=63|~ZP;D**F*pA|uHG>^vZ(DA?T*v2?T&5Rw$-t1R&3kq
z*tTukw(Z>X`@P?}_uPLqYSgH)_F8K{oX?zFzn9zj8%|l#AGv;k8;t6i`+mqQ?EHaZ
z@~jp{KBDakS?WREN>8E0GwcZ^%9GNsWYWZzmsS7El1TGCBI*R7{5!;iDPF*Fiex<8
zjaW#pKYYfY+1FsfjEm;G8-ZcEal-&qpdjma3Yj2E?I-=CCJA5yzTRB#o)FpfjiaUi
z5018X+x|LWrkSgPNiPCD9+_-7f_1M(<^YkI+1fd+`z3Igegu=d1%6~WvE?8BnXF^~
zZyl3*pqzyyKnd0tgFGP~!(|dAre%6)kTE6hMzM^5*G<3G!AO^8ffO~W9*3v)351=G
z6-cb?5@I%Jr0WqRrXeWXcQ~m|d(l{UwCbk_{}D6n?M2kU<!3jH=v_{_t9Yi9uQ2Pj
zcFf%O1k?Bl$QnGM%yLln&Cb!~wEJ)xMG}_l&h^CzK+zoRs$GRz6S%mdvmuwMZ0^s#
z*7}r<G7yv`Y(Sh*Wkv|zhIlHUznxN~1UF<UWn}?<lRR~oNLhhomVH_nxe>LYx{a7`
zAof3m<%|7yU`r4^olgL~C!lk)pATgQ6=`Qwuv8+TLee1Stb|ybK`~^MnM~dDUt0sX
z#Z5-qShjoOi0rG#56z)3kw85m4HB!JJsF5Wj4%#RE8t{-046?87sL{8F4=aLS7b_K
zt5`ygEW~u4_Wl`gyz3kQQP+JL2A_;c^Hla*v~M?S!x4gr<-Ch%3qeK!H1NtfAL?rV
zuUjBJrd00&TxxpsOA#H;T~%h+o{GjdSI(pSj9<nu4;)D%l!&7<u%3XQX`(ygd@aV#
z`mxWSe*o&fH`gR#Ql$166G=j!^J4e+{{ra#F`srcln+Uz?s16q%_Z>jZ$FhpTMSDK
zp=q}Bl0zB-vfe%wi8gvjp8J1A#9V53y(ORM{uz+fdkce`GrMZtr3Emr>#IS%t*kqp
zzMrkN$ARK$03CQ!2h0Kxas4wtulTNyNj#73f_pxc(A`#X{<xP3rcEwPc?38eUmg3A
z_poWi?wmT=(N2@1k&e3tN9)xi{Y^cg>5eDskf}Hr!`Pw|k_?j?u8m5Yh)<>chh$3q
z50WW*txw!~#k~R0AMUd_r@KjV_HGZZ1R#e7%KT010MXdCaOF=u`Fv3gssmR`YFWbE
z&#GW4mgmpHa&6sjf1(XRa}#d**2J|v0yYep)z|!UIjwT{`m(gbC7P5xx7~!<`JM&s
zsTubJxSpj{-%3=32a-WqE^_UIv<D;x0|_xr45Nf^RA(3<MT{g!h)gJ?LSdrK{%;IO
zk;ko_G-ZsDScf1fT;gB4^dE9uf-5^7NLA<C3nsE&c@M<5eFC)FNm>_L(1^c$W_Q=M
zP-tw!zl2@hJ4div<$+*RH$4fqnnQv(VKI5m1t@Dmg4V!c-kM%>y_V63(I@DHkCt99
zj$;Y|1!=1^Y_rt_u|T(T^ar<VAR3gEFTaQF?sr-o%-=@;vsjJBZk))i-+`}UuXhs0
z1@@Z}p!iU+aEeU_*kgHeee6wL&J<h?1{x}>9jg?!g1!|g_|rK)Eply%+?&5Id9fj-
z$&1h5s0&G_B5XpdHac^-&W#B>bLKIvYXGBirVFIltt@q+1*VqZ4$M(10WRRUd1rCg
z^e`zbsN5-z5>qo7Fe~o7u)dn?!Lt{`pMP|7zw%-HSf2k(N8w(&t$yp9I8YPGOJy8a
zF(hr-zBv#?S_6`8qBoORX7aJRpY?u$qirin4+X(h$$WK0H-TWflOP(x4{1_7{00<T
zi-Fj4@s0q6G`zF-luoE?67?r4mFCNg<s4modqwJh8CIH@wx;wJr6GwqXgqD{a7hI7
zf8vDkl%pXw+5@9gDGkg0{}WZvp4m6Ej$AReFzKjgKL0OroaU<LNaL4h<H7k8ZEVq8
zx+<qsM^ExJAc3_8(yos?%!aWYa{e%sIAqz@mvsH;q^lK(yBkaZV2yzOwgO-}!4Oni
zQ!om<T8mMR0l3MGF9BD@9nA4H{Z>lWla2jbS(s2tXh+C|wsXQ@+An}dYFXZ<<-@Zc
ztGKO~oB<hbRif9#@9)bDT_KF6#VK+nFuZ0}MNkF`$j)rD^Z8i)mBO?4=$uhh<JrlQ
z>4L#TIKKu`Kn>$KRLCZyG?RS`dwG{veFPJ09fR@?i%e40=|{3c|2VW#%UaY+&n6IF
z3H`G-iv`Z`5ILbmPS#K2u$6MiPsZ;bFPSUvGzT4<uFRvY8xs+j_GLPfjl=)UynR!u
z0`#<Pg6LXf#*SHr5HW>OT<wP`DJs6Y@V7qM@b=pV!s**rpe}`+O?rlMfCMm~ap0Yv
zbc7BM$2pi*{#vxgS8`^#^-<es`bTrr?mgK+Zl69*@kQizZTWxp+FOz62)*g;WF1#6
zUNa&By(3Jwi^6JnI$(yG_eEK&0eOo80Gm5Fz@Ix=vwdK4mK>lr{hc=(L(yG2LN*cE
zsKAgHqFfTm?=_OOV>IHoz!QDpzyBmsIEyP#!Fr@#LBU(Rh;l9qwluEnLk{!SHPA0U
zK2%zLf-nOAZTp1seftRB5Sa`T+J^u2Bs$a`QALX`i-c*dd<m$g<f&?+_|iC$2Dk*8
zZ;(A85r(GO1i|RhnRt%1)iGBT)1XaTQga>thJkr{765>F`Z$N#{@(SjjFf$kTKh0~
zZ)OKv<|d{CG~G>GHg6TzAL(k_x2(GMV1JZaN3VTO{uN8Q_q!DaGb<!m`R>x_ixZXj
zsej-1VsA2b^{EyG3@E-zE(v>N!0f|d06sD5dl?G92SKd-e+Q9J^2_`SleTXoU<4^B
z!T$y6y5B)MMLsbzy7Z`)M0k*f3^>uie<`L5xHRXPFpvav@*W68sNbT$Rf$LSGAZ_r
zL`$^`pzI3hZx4>>DGanQ$`M<t?Q{J{bw&pBiMyyeBvc{+-$4KGnDkr3@e*2ngqGgM
zC`f8tiww<}x9P=6{!Eqg@<Tn<s+E;E3(5Dra_c5k+{St2ejQ-lc~F`=sL9d>oV;Bj
zg#}yD&Gt<puit?}*EqvK1NCJ*_N;g*P{QoVH`yM=P5tFXVTS>-klBm@PS|rtFbp1L
zv37y99P<e90L*<gVkDWpN~@^hU~q~&CYU<(5(dOU6q}#+(btNWe2<?q|IGqPWI~K=
zWEv`y{pS#YbGdh8OPXq9Oi-NsN#-g3KYqobHlB}J8y_Py7PcTho4X;p_<pPa`WOx|
zxMq9WW2@uXVCU@up6h4cYAf#0S_uGT+h4XtBX2RL<tW7B&>Xi_ccwN#;eDq7hlc*x
zb~kFp<H$pG!}Kh^w9UZn0#<dix&m&ELiTSuyo5NETU++E+r+10{s-PNPPrdtAT9pM
zqzUBITNtfND*>0l{E{$Ws5pq&_E=zzK>Muc#c%_WAbQUD76yII9@za$$Ok}xa?NR*
zj*rnw&s*RSU^2*w*(|dGHxd`AARr-?kH-8FW<W!c9yT|FIq{uEH1w&@WrO@1*|_$$
zB_47n3!ZQ0Qk@N#zxn<D?g5;C#3Z}l<WWU4`jnY$p7(8;wNZgC&Be&oMZ@_NN@$d(
zem<l;jXgGx(K-@nZ=4t&Vuul8POTBmCmzwtLuqoi=67M3iJkTTCRxyoCTg?u&eqL6
z`cdfC^@HE1Bjdrr5A+r|ZrPs?3xDzpT*0y-O<4gzS-X(75H&Q!_NWxDJfK-qna^(e
zdL$e4nb^VoJ`|n&<z;un_XV?vqd-M5WH`EW_4RQ3T^4@Ed;PB{o7QIz7ywW!BU(|<
ziZYS?l?MlS>q?&5(*1mw#*0v;M}C#%@%%aqHxtT~A;#|fa(ywWi2O?Kd;0Po88xzs
zC_(Q0I@&41Lwx;H2q$xp6FK4hlCyEY6MaQG3B5c1o#~E~L%?1fl{C<gV#?y^PJ?lJ
zkx7u+Anj=I94kUqY0>k%0tQ2;7_WpjF}(%|Zz{h9xtO%J4pBMOlNDPxdV^9c&f`N{
z{I&0UzU)3@7;o0xFX!HSNbrEM%%t|_%*4un@t}{n<3^-lH(NqeOWH_J>f5i*e^P!p
z=nV3nei`E&I(d3R=4yRN^RiEN@piU%rkp1}um||djt22@lW>t>0gU_(yNQ5j@xf0^
zGJPc9oX7;PU-jeVXG}~$nK2m-@(QJg0TVgUjD6LxDEEVpH4Kf|N;x$u#LazO9|yKS
zU*5JRJvM%y=CEI-y3z%v6m&@?;sQ|W?2BwM{+td<AW~(k#(i<w)W<PeIV_<bo7I5-
zN3kvn?lOX6aCaH-2xs>S9~u;0m_pLp2{dDLF4aeTrG4GR`|K04_9Dna4|ZYm%`^y5
zD3M4!rg{2;h?F%UI0X_XCXqb+0B~Q*Wf&0Z;l{^7rW)Y9FuCLh2<1^ZMG$Ji#5_~o
zXa1spvqZ0~n{H|}TpdrI7k51|vzm?L`M}c{X_}f|?U?|Wn2O*%atUGuJ7;-U5b9CC
zN4zk2-Hei^W9y=sZBo)`oQhfaPVI5w@yw`aFOM8ek?tPYflkT&HK{bMFxTbKc&^I9
z`{V*=SG%Ip6xTfxHVg653rF<!`RHbX#zb`Vo3db_z-gyW%iM-V2xbh?=$;95=;U{K
z32F|zJ6;7~OBoC5PcoV+*ey1%Iaq(VDbL~NAr%X<`_JbZLkxk;`4}h|o1w+ivOnaQ
z_n-Ws<!-fE3P{<vh7*TVRnZMSw3v0B697e<0Lvn&U$&#|%rL6{3&-vhL5*m8*Mk;H
zx!O?U@4RG;S{Lve5|!Q-I`-W6yfsk!!tqAW3px-$;D>tYSzUDx9K~^pucK1z?<poW
znjiJzL(Qi8slmDiy5MF4hL&g22df&I;!uSF(>c;Y5ekj~N!huq4SANX;tY>~7Vi7B
z?uc1XqgFtgptaUAo#;KAMx|iTS2$>RDbL8@QOQJA`?{X!ccAnedh>0J+TN-&1BFW3
zLEsdS)`G~lq;XT8x^DQbRCwMp26aU#;>oxOpkjH|uh-SMLmT`&la!(`mIR;!A!R=#
zJl_cPE0QpB*j~%~lw|(p)(NG<K9dXDeJGeF$;A;6Bos5Qb^g{T9Nu!E6P%3wQH^iz
zrxF-pglWjX5Re13VtL>v{nG>l1Q!G?f%*d=ZY<c2Z|SrFOYHvQ0c(8Bj`$-<Nc@2G
zBWaRVyuOmzVq*Z^fo^Cr=KGIc>F@$G4Z%iau#TT^WiJ_1TN<t=)cvr5_Y{!eMqqN?
zHXKX?Xu)g$BRhzdf#@pM>6b+-Qh4Kd&Y)D+fvGIh?_S%)+nr^AIV=gHEnn?#3+UNl
z7p1nwsHH6PT8Dgsu|t_EIz+va&+Rj*dn(R>^Kg&G40g85iOo_HUOKq#gstZbbQcT&
zTJ!8a@5MzhrS#%>qD$0Q4~OXlUw_a;S|}7ox(|#(nWHBeTeV$aIHoVjEdrB4Ip1;J
zhFNRq^F}kS0eM|Wbk#W-F5aLa1@yn+ej#MTUm72$!)Loo?c?4xSe#kff<=Oh?UW8q
zQd&cjHWmlth~>^H5C+O+p68Q*yEMgXkql&rMAqvZC31`F2qcIDlM)Tte;>$+RMA|>
z`1oHwpl;|9U}p2HND7C5X7pVKcB5>KvLx(umqM+t--k^*P%2@;{;^__fWaFX<Q{*7
zAy%cGCJG;Z8`U4Yxo~Y1K2X7MVm&PvrC}y7ZPhbpX_7{(3uc;UBQ>h}sp&1QJX=~3
zhEk0*-l?jH6>c2V%RNz4V5ZtT89&KLwqJup5-!fXSsaHaiMpVBz0G*W*Hpcl6j#UL
z4i`0j)|XU07fuwCHU)lI0U&gACFEKq9)A~ONNadRn!DaO{IqUnk8&a_dR7CVd|O`v
z`2+ye_ow|Q=X^rUt|Gc-o{LM4Ik733wW<24<Gv^p%)MzZj%+!SBvZn42IRbcGu*vK
z3P*WptUnh%t#sY)x9~L3Mk!yunT)nlF%HITpi7x^)*;$)pg5xda4BsL(xn7_g<m+<
zSvNxYFg)qJNy`LgssxF!SHrHWsMa+G+c-2-o#+vlc4iQu42e-K_9lY;NBh8GVNkMA
z(ACi<<j`$@Z1a9ZT)xR{ftLIk&>n8nd00Bji!0*^pspypwKUb55_seyPOgR2aGYkr
zmW2qk0~5niuf4_w1O`7}J|11Xd#W~tRg!RK`-+-gI*+=t64+04{7gNx_E*jthr~Dn
zmkZiXWbx*<DCFXknRG>@*<3~+xMEKsI1>Az2JcmTYt3YL^s6EfK6{Ot#o;X}^`$F&
z4GKJuS7;6R?_M=t@ev@y%V_2#=0kaPLqg1h>*>$(Bx1ifU`qGO?GJ|Mp(U!y+wkU3
z7ym9%Xgy8zSFf@1Wn|G;zUEp^mHoiwWS)v;9M#lc>%>}%yH=`3_*z3Qu&&7ls-RM>
zL!N~O9&Io0pkB*!p4Qlx>hgY8NgjV)Ll3_j#+YZEi&Ti}nWppyg4Bpig<0GA`P0P-
zrSocFJilyN0Ol01+`s-A5I-@FBIwN5{B6j%&eilJHDqM0gj{3v#azGbKF1iTv}_)?
zG&4gn0){aG5B&`>`-`nqfWweyyWNMWARV0jLrM<Lg@lWu0Qh}RM`(Z!n~-%KCk~=O
zUi9m8Kp*ja^Z6!WvPJtjjK|k@O>?e3loN=tW#k(`1<*@73XfS8<#(blUv6U={aTEg
zdWNUc@JE{&kt;H4ZjNR`nG*k`AdYCwmp>ZYonv97n#~^id&R!T1LdCLzmGvW)VK+I
zB<-PM_N*?Ja^o~e>||@N^ITe5C8;w>{IvY-$6@+7l%|PLbW^4DWnw6WU)18>>HQh{
zVR`@*a)^vf{UeL)Ci5AQiOlH(RTv3G*8d)Ra}QhCmx)DTY`uQ|qy9cyiztq&4S*a8
zVNSWsCKL#P#qmAZHhk&2%Q+9KCx)f5+%<31-vQfMbmVHj107Yj@cx>PJY(5JnO8kf
z8Ft*ebLITfFH6|mC+|^yEno$i+spJA4mgi8!COxs-(V%NkyoY5+Ng2cwy|g*D6Z>m
zJO6u$ZV5Sh%ph#bT3?Bvb$Z0Oz^t1cfpZqCWQ}&W(187MGTd<}PHhO|(B1*FP6Sj%
zBf_j**S%W_bv~?@irf_!2T@IUJln~^^!HcEBngpGIjI}GHgZ2mJ;CAkBSx$n0QM>t
zXU!|6q(HBx%K5XK7p|n8HY@1<h;l#UHCLm*YVW|<?#ZjMwVHzIP34xt^hL$=d(Et%
z>|!N8Vuq}g*Z0ABP+UX`Hc?ee9a(I**nMZkX=jVin^h&}+;cgfW_Dc*)y7egh|4#6
zpj?>~Yo8W#-mD(bZ^Z-%^Rbm{fYe3f{l?7<Q@qqMtNN~Z4)}0+RqD+7_qo9K1v5)A
z*^x!YV|hLYYB1sz7v%3X!}Oi)|AMWzp*c2E*o85>iNp107>DlTNSJdVAwN0|l!?He
zz$e#kSrt4V!d``E1S#W_Ik$T?A&lR4q)n`mj~6dII`1=45oDhm`{m6FSS7oU5MYKa
z9E2gw^&+c|cHG}B7ftyMmQ1F^xwA32=K#yeR?Zy`H|gS9%39Z^d_?WmHi<P8tnIWJ
zD5xgR?9F~oJ7MBOy(ysEI|8}Ky(KH@?cb&s6tBm!9?OIagx)oSao}}brt>l&;5we0
z-9<^m@87T(8SW9|0WIte2!>_iwY}E6ZrsCCJzHn`EheqJR9mv-b)~OBJ}I$odp7bS
zJ9-;@2ME9G`aa@}FGF53#RK-IPuA^NV90_+G*%*fQ^D?!uMA9whr4Vj+rA0AazS?C
zq9ToQWKdzv_R&hPs^=>9dcA)q?w3WM&zx`$!Yx{-iDLC)0Shon!3c6H&S5peGNU}2
zQWq3dy$9t6`|r0$;)E*#ujx5xR2YE|Ug-SM{20bTdN>rvu{#=hxgS)=!n4*^RN}J+
zazUwjYQgsIo624M9iowQMBEw+z%o%_!7St0|IWt4G9+wLf#GW}gZE*)(-*1frh^@n
zM?gsyV6=0Ep0^skk?rZb=?A`ms)4)MI(74>>Y^lZ8Y7=x=dtGvLE;>p^4T1jb~*fW
zw6h~t&y1n?BYcTgQ%m=_j-Ufc`M3UV$i_{WkX@$Z(k%k#P(SPnEEJhtkBRCj@fAKc
zCE43xhaX{0VzhGhw$nHt;+SYrnfJN8r`Qk|VB~L_{gL<ssgcOh$<5C)iP{=-2B>GU
z?);Crq-bWk-q;^>f(oIl8W`|*pz`JxzeZri>-a%0gMfTM#Wh%+$iXPd;vy@>MDJ>o
zp-1HyzwMGZE$6}9H?8bVY07>y*8kWfztz3_v5^G08%L}N??*~fnROaf8R+ayI)DK%
zuF`ZaTp!Q1J`33ko}(V0D$n>cv2!%Xg)sOP=fw+(Ru@xVa5(;;2T$d255Y>+;?J&%
zX%t9C)D+jkA<CuXu>~igr-zI(Be{n@cUUCV%Bs^t9yj941|Kj1zCIqRDi-Kn?Ns~9
z^-f4&5tyxAFZ)3PZ%Cja%s~s&A%JdfzbZ@bAG~(yFOiKgE83QkvBYu9WA{G9!N&E{
zo5gtRoe9N``Nua9=GAU)!eRuf$WzBPd?<6K@B0@&N`p+>iw3a@f1LwXG?<6>egw2`
z>+tPPWM*1&#4c!S0h5K|q=#Kr)j^3(I>8bej^F*by!?YQX63kd=3x7Az<(@rxMO#`
zgd0CC7_*f$f8|dMokedPiejU`rZc(<W3fU-Brjyc^kjYGbl*3-W2p6w8xlytL@A@R
zE^7sw)9&puEB(#(3DEpzQ}gz@@u839xMHx}jZqbXm;G?lv&vX_jR4Wi3y*(gCsoqt
zj+5-|p)e$i!0+AGNC4>KQ|u?G)dPludAcDU5}m=^7C@A|gaNns>(X7cW@937#rK^c
z-NQ1$T4h+7tI{69azB~EY-!PHQM;HR?rXc{FHhp&mFzUp*p<>#nPX=~s_WvA5BuZh
z<A7Um#bdQ41>vEtILz)K=fUolyWGD6OR-*#&^|fV^6CTFJOHTU-%3e)iAi({^K9?+
zL(i0qYDxHZpt^hLI=T9sZ}W;4J}Og5FMMO*T~tgO5F2iI(bV0clvyY{2ZUUzKfg=X
z`+JkHs`ALa^be3h(}^x{x)CoU$u#79d&<oZg)FxA9B3WdFx@s5d$hJ=9X*@^E~;{K
zD@&Iu)`CrYPJoT9dWTxWUIHnXx#??ZRg<>YEFH2?-)NwWQU>foECP)0NKlYom2s(n
znoK5eY(Rw4`~RfFxQ8_5);DwY^PEm0Go(|bX78sihkc%9s$N@eV3Sdh2z!FchhUTD
zwdfv|BEg?jYCBw9IL`&?JGqEDjrn~CrJJUJCvcCU5B7hd%cTu=6q-vE+GH=#*o4Ww
zlTisfZ)&ml7ZoPDtad-^ybvJMEJXum)PQ6U>~j_l%M_(;?PGZ+E~tNq`UL0ghD@^c
zOy|pOP1{4<+kT1EBph|miU=r`Xz!7mg#bUYa;=&Jw*;Hz=a5YR=0U?<p2`&2x+?(q
zPasnj>l9ZVG_@vK>1Dz|uS$>zlcP>I>eH&Eqiflje-SGsg<1!4Saeg?_}caz<AKtK
zH;hF5V501!(Vo{6WouGGfhiGnu*4O(q>TCWUmsK>3Ky;;$RC<-OUVM1QAwK8RC@Ca
z>VGCh4Enzf@qb)zMwWQPer_izpzkDAtK(1dx}9m?IDNSwXotWr))7z_{^&*kq#>oG
zJIpBEKcgZub*d3rW`%k$CaXFyy&bCS@ISx*ejP}#K@p=_KpyU=%qP|hU5v{Czd!C(
zvn`wBp-fJpWjSQ-&?kj^`}M2`ZRsIBB~e+LV|nUlen)dyvySira^XDE_9OdX^cG=Q
z+XU*+z0n&-ZkXk+lPHI2>^Z(Ay=s<i{ULvmIkRDR4c-0pceJ@d#)-N(KaP4{EZHaJ
z)lC|0l5Yy-!`x`uHxN8C|Dz=Pa4zG2DRnG~lN8W~7tYG5ZsAwQyP#g*$&)wfHz|4m
zZH1>}GUKz}KJ3T_z_iL^lKoLnP%JwKR*T_iCmh2#cjwZ=1M)pH-VM|8ok(RAJLR{#
zGbn>dOOpE7MIp<5TEJQrv;Xs2s@UWX5B0nE8I?(}<PW<`*#F(EtC~lC>34_vUmNuh
z*&93|pVV7x8;r(JoDx+81>R~08-Ktewu-|244MIr81|r%RQVx9&$gJnm4QJ6n=$H!
zCJ{@^(OA{bU}!0q5pnB7f3xV4adh$SP#Zv(eF6&!OE-?&N_=$N9d+p%TPImGy|cdq
z0_v_nK@S>Bk_PU<wsJ7Tl!(86EI-yGJV@Z9HP!m)4{j{C?Vv2!NWIr1R_Tvly1{|H
zas~hwMXX<|tye6Ko~hci=^Cnv)Mk_$R7^2Wn-dGw<;^U)Z&0HzAGp4)PD%IZc15uk
zg46W&VQEwbCKIE}FWA1Xr}{&gMtQpR@JqpBoH@SNaLw1?v*@^-ZC`Dn%-Qp3h&eZW
zZ4xIL_Ati_d0wI>LM+gp34eB3(0Efzupt3ISbtZ|!59vn?1D;TwU^39jeTD&!HMsy
z$lejWV!+;j#feBgcM46|aoAE-k|>q#f-3D^Hb1qas+gtWQzc~WZ8pQ%?q$C`zj_VN
zx&JH4HY#0%?0ng7)|y^OVSWuJmiD+WD@bhby2-=+s-r9LIBA|v8*XV0F8t5i4kaLk
z&k_%24UWwcgz|@;!i{UsnJdgplq@Fq=SLQdtl;gdK~~=K6I<LB1rkoxMf=kShQj?i
zc7l0a+1p2|(m`9+?5`os?D1SB@3s2g!8f8j*Luz4VC5BK`F1cvd9K%vTl&!^9Tng9
z7fMNl{dx@s{4b~fME(?V3LciW^x>vB<>8~e9yP1uR^BFuqoTKKLr6(Y@>UQn7fGW*
z^{&5fAvfzz<ku)XKJhlBpgfX4Y`=L4SlCz@|L?l(TIKIHE3d1n<D(xmXa4}b4&P<l
zpSM57&-tefx+lMYb4$+zoR(IJ&6h4uxJ@S6t4)+DIE7=ieiuxIeSX9jeu+<Je4P!Q
z;E`fY-hb2MVt>=)4zFf@z3>)&y(iyoot(jU)bb3}?B1f40<K97;ztBkN|^4Bx{B|%
zKCkX?)=s8$7u5d)=gq%s>dLxbEm;^jzH7oO0w_zg0XP9~TZ)*L3L0m#eNA6H$#6ft
zs*n9~d6x;?3Zxmvz?~{?4%VCuF(b#n@m4W;RU)Rh^V#++V0A2KAI}7GnwzQB32jWu
zIXn?6#$SLwCO*uTFph(EPdeQ}IJc0+fbP~5Rcg0ADyvln5^iOP#b)$bjXqgCDaW3=
zfmqf+QO>7Wt@(04R>hXE$^Hz?R}o399;)|5jom+SOC?6t8j*PGe1gg}O_qa2C18;%
z7)DQ=LwJa*B=n)nYzwyJ9C%oZ@YJp8qGuIFmn(oAV+tkmnd<jXQ~51h)Xy`|VM4nE
zbS&q+zGwb2f@wY3s7UioQZ(s#PvKoA3M?j^&jv6KV`<6bJivqm_jAI{%wtw<YODb2
zRe6Dd)0mhl%lp;+mFK}b*;jT#_GQM{$UjB3*Ab)FkAwRUA(u&8VtG-MF^})vlNtAi
z0`&K&p9Ch)#<^)=DM~D%HcF~PZOKkjXeg&iF5qc{3+DS<mFd<gEHYT=wbh@>I-kL=
z?%!=Ia=@*u-2vVYJQZ)Jx+Ylb>ddZJ!8xrX*cCbbYttZ<lh;107AD&j(BYviqSKyp
zOw8@^NJ}RjpA$Pc5B>qAs|5Rk)$@h{1cqmq$J}ywQEEXtw9!+1^V7zseIiHYE^m16
z{X^e$u9+r-jP9L$7{gvEDISlpu5+V*NUhC+`OYpg)^saFM-WocjFB&`v1P}E)AcvF
z!DlCpt2Vq9p}LqzNOz5!-fz9vZpM!+A}=kA7P&K?iED&${8TM>RY&+VcR@!0#2eM2
z@s17r{KZJkzg-db#*`#Hl_N!iWL6*G9J?`vZgO6Q?bP<<<UKKRGmkf6IQDaZ|L#VM
z<@gaEQb41piS-R=j-VvriPl`39ieofxa2?wU7C}LPb!^*NuG1kxziV3pe{ufo(`?~
z+VoDKcFJYS*yt*^rWRvnzM8E8k{4<TrX!xBSvUl}jVWD{!FcXM66n8tNS_7Q?&~lj
z(w4l`1NZuiip2!v2WKl}dGn3PM#rNSLj-f)nD1txXbX7N^J-=xY=DsKSUR&EZT)9>
z(zKpR{^Hh#_AH>d(pz+zgC?qebfymLi<kvO)i=1~r(Ts17n@a|G#$?ah&Xym+GQUd
zXn}S?gQWRypes;tX|#}*+10*#ARJ^+S(y?!P*P03CPlS;>K>$~TEg~yXb3U^tSIZ5
zrnd|i8Zyuewcs+goc(L$0AsAT1KDUEY;r&)QGIsNr?r)p{aw@xn_|jLecGpUDk$nY
zk#xoq^|X1;K|WRxWFa2lun)z71x#(NS?Rnp56&K|D6^=teAIf&FVIRayTHE}u|>_d
z8Y)><>9S=+!FnoKMXOmpMkKcopY+UJ{`@npnaeI6UR$Q7Cykti8qb`pQl{bvy?e4|
z1Lajb0J~g#RR!Bb@K`tS4KG}(3*x0|_AAo<`ooaAqQRv;c{L6&?Rj7~A0z!c7&DGj
z{ic8d7FZi%varV03Iw@MWK-@JX(zANL%tNzbgYb-tF-|Mp4~fjw9Cj|c2P;b7;hNX
zdFhI2h$=25=k)9o-<v^IK8j#hJ}56Xg&8#w(;c^0c!NGs2J$5rVz{S-q1wUAE)oA9
zp}kK!zs0Hkega>BfIO_YrTrcKW|Z>et&;8)?d5pN1fO3ii|5~G{S(d!gqOZ^NxrlM
z6J;9vNk|Q=!9~;7a{n9c2GMYb*n5)4y+a4NMaiw1T`;mor`0k|bQoanX(b>hXOM**
z9>=x&_{_jKBS=h@%9N*~2Fm)nns1&_{QBkX#-*q=&Qdo3g0D4gY;E`aUkyu&X1JZz
z8e+CdC0UK<ZHAM}o$|U|1DxaTj~soDYDWu_i7;BH8cGxH!kQFjps*#8&TJ_{FvO4=
zC9gCsRN4})kF?}U>AP<m;s&rG2`gfgV%1&20gwc7akbP5avMHr3Le`#`@COk*Ito2
zILE9#lb!(jU{>P(<Y7MUfdaR$+X0mXE@$pBu96>9`IjHg*}f^U2o^Qy8igPC`BGqE
z?c^>>n<|OeQ?V!uNJB|<iiKF$=x>TG4XM*-&og{+rHRFVHLnBnPM&39m!N6d?%@nf
z`~+S^Ewc|l4QBzFo60NRYCTpNd{5Cl|Kc2c_gVmqt*r3J-}vuIFF9iMD>bgfRGLuR
zZO_8Ogn{TFHZIOeDw_wN*UuT8toAyetO7k85kh+Q47BnVfe~`yoqnp3TckErYmdG;
z+++PE+|X+8+9k>m*O6JMaywaNu+eKvczSYHaTBfQJrQy&J2eb>;b~ddj$HZF*Jpj~
zLh%5A8t`LaZsi7$Cwtsf#{{hGlmIoshc?08&zvL@)tw|0A-&obW4A<94_Y`_$Nb7Y
zzRu7=oi2tJc0NA{Kfe__O&r6Q`;#ul0NuYYy))EivAk0b4T^L8MugV29}WSDFlr$-
zILj!LXV56Z+O5bUEA6(&tgUXt-8D)tz{3kT-hY%Jv~$ZAq3eGNoeAkWTE;?3$l_aP
zRT4{ABFV&jS29l&|Eb)L(}qAM)ofAI1Ot8Aoq-a_G3xRcvod@w|56zwOO*m>u{3rq
zM-fKM!O4kjsn;z>;MuP<q&OhkeyFbjlX+mfFGmy&$9u2I&rwOm(A}!dJem$=1NjM{
zAM`Y`Y1NL8Z=J+|Y=t&L^%`Zt#~Qc6FUrgj7zx!F^<lf<4ta||i*d}bK-}pBbEqci
z76Kk=5q4`NPq-FX{`sUxa!Nc~u&~`hJo~c(l1cQ_LS+=wnA$Q~<pV<yYfrM6>FTPK
zz=WgleW^U5VO(RGrsCCOE(Hk@!IT=nVD@!|e;5E(=FP19+Re7=a^l%o^E)S++e!rf
z)|Z|+f75^yv=-SB<Y~0e4gcb@gwc-7MMn%PPd&BuP@g+u+f;x=T5*1I7kkDaYMS6F
zorvMpHlJM|X9wzs5B6f*+o5CwR0}hZAe+9ARAtBxpJ{WmmQ&gM8#vph*DD8rI&^8}
zrNQrm$tgEecCs<#KrFjo40&9T7!+ft-A)p`_0KI&%H+)ojr(8ak(7q$sW57H%NhQf
zQu3)rq(aQaxPW|(dZz^LB4F)ItKa$0@#oXsG|d-fr&tvb)}{1nnGhDXs$G(U%$kX{
zeg=tZE^EqfrLzU>l`A?;LKc_+czOXRlg(v#svO&(>QJw+E(0SvLu7p<+vaPY&*esa
z4faAg8p<cs7SMBaOrckFS?X$39alX&A?Q*STKSXJ?kC06sKPn~#|4}bP(g{A#gCiW
zhLciAIV~qMalwcr)SAoL>B4+@(W=+|fpVu!2(n5JX}jr8^sO=;$vg-Ep{AzGh=lrF
zdEkY@=GIziHF4HB2x9#Qdc(s$N4b1-#2kl$vM{7ShplSyLzsFB*F^8{n^>@YG30%q
zQuN-7A0?b|;30Foe_)WLacnr41iL!|4S~?k_LxffB!ZN`EfJ@TOalSIy80Zavh1D?
z0?5-(FE)h-Em7Csh~9>PI3H1HD557hQC}eTUkm2aCM6fhs^hFjwpi_tv6oh=TAWs7
zbdWO$8#nxkeY}kfC_1IRh&h>i=pQ{;KL#X`;-zv0MwMM+nKGqz`4?~~4KHe6*9yuR
zv9LqYde}BoBaI;_PWl03P)o*c9~TOXE9v4;tEuv)sgq`0oCV;3uk)nmbot;d)R)2t
zt_-wMMZOUv4sMey3G6vv1()5)19tA*kidvtHX?X)bNXxaF$c&$YoB)B{<N+l0{&d%
zUOy~CjNDVCN`uB*LSdh1WV|0zWa#t(>-?_DIx1<+S7=JSd2qqMN>50%+=<wPFM(H%
zhiCVR$lx4({mg>_L<!Gs5N?+7^-$1(-CW?iZZ1ArbU%b;pm6pACBiedOJVF<2ka0v
z&If*4S?SmfXF`#nm2I-}WmzugDqQN4W@WG2A=0AQvs>Ovpm@wQv@qWi4NUOifOmx6
z`Fe7q*amPR+_3N~*w{)mtgtr6^(N(nn^hIvRnByiYIrIFw&E+AQOPa*v363kR*5K#
z7cw}1m`tIrS#yqe5Bs#B9lK|{gSybLn)K}u-e86YiXq9@0V|A?3@qCs^hBQ0nGglG
zQ+r)d8q`b|V<H-y3XPMpn2t49ypYVUAjG>5fE;i(zy1O}v!wUKsc#oKzdgLOsJ6^O
zb~y+8YnH7H2v?v|`O7JTncvhn5cuN1&#8G4|GX^)rz(#(L*Ci0rkcbFo+mY9-xZ{K
zEA&@0>7(0rE)2D7Gkv*Op1R#;lH5v>iNF`*w(!wD(sJJCZkzJ}iA|A)X?@MP(_Y8(
zgye+N?b_Xm1Q&Bq1ci||6Y746@FzxF`UK4D;wZg5;P>%1=8!n-^JY(994VLI({JoW
z%l#=9GH*1Ob)xB(U$ClN4sP|%Lo&?t=jKW=w1V%4-Rt7^ddf6<-l+|1f6N+RCheZ!
zN1%y`6SmH-UkA}T*OTExrEgPWv)<&&Z5%C!8v|D8d7Dq=uu%nxU9%5&I5<E?fe6iz
z(4vuS0N<tM88{W<Edkp^A?)UDC=<eDs8~;+0eDxAwd2vcYXk42;&uJd?%Ja>W1SH`
zF@|(1gg5#c7PvazD~cP4_$E|H6U4;l+gS8^>8!=G59(4wvP>T`Y;`;}_4*ugs$WeR
zcInN{6BCm1KRrnBtYHXCD~?*O>_>ZV+?fRH0hiU}T$@#M(4ifsXg+G)!5-Vi*Ks-J
z-M2g>u{OHg)$Wf+8svCI@?F*rH|eaC1xZW6RIfiQ_(IU!^0#?%;t4G!B52EG|A@o7
zgfXtb2vzVzRQ))!9I6IU6zFh(O-s~qEm3sTOk&q@h5CLk1FuNWHn!sm(lee+w9)nF
z0Ya4j$18N4RMpGJ8L51H^Cw6zY)}U(w@H3n%$7DajXfK`yF;;iEHZ7}zq4<Z%BSm2
z(86}2L369ez`iQt5%f31-SY_&^ty^ykFH<z3$`x4XY_n9*WsZjufJ#Ti(Zr|q1|gk
z-&J@)1dmhOq)j7-pk6YlbnF8J=j{cc!qcX3LxDMFoGZNRIiJa@%3L<`x0OSOF<FVP
zfERthUlH^{Gg`FDV`%f97eq2fF%L-+XbHzDuPIo0I8;8YJ+t$n7WM|4qNb_Ln<W}E
z76Q3xjH67Q5}kf=2!tXHblg_-jH<$sbOuem<BRr0wd+mC%dEc;F<=6Q?;N`r5?9X-
z37(Dv%%j&25L{?T@Q_z*9z5|(E>1SJIjg)Zt!~#C*InOLV?gF<jc*r0aKQ^T_;5{!
ziL3gE(Kvn)b=4FO0c*Vf8W1O-xQ%$z3H0DTm&}Nz0X-9ObLv1!J6J$B%~ws8((y=8
z&CI&vU4Eg7Vlghmj7b1|3sp+z00O;-1uYJ;<fg&P$zhb%Kn7@+&I^1wfO0k2^6dMg
zHZn;MMUHm!|KQM(=J)R%|2jeuRYeo(J9uS_s^gj6`qi5%?c->SDl+~vW<?|l(#4g4
zuZjNnjCe2x*2&V`QQtY~{wuZ2g5MoCiYAfLX!k7KQE*7x=8za*9Sn|+ul181-H#9Q
zjt+moD{U1Y0zxB14_1u8o=gV$m<RM%Rof%HAqd3~U4nE}1RuBNCNkzFaBOT`2@6_X
z8fj*C%C@LsKYT~N6tp*Whf;wt)A$<u(#8D0fKk8=*?wF)Utt3;)Qgzgru@yIpxkJ&
z*V$}C*Q_tSwGE)<jonb$W>C<+Q{X!xu(^VD$T@pg$I!ogynaAf!R6NLV?KStN_9K=
z2O%K}ZAIcB)ps$tC!a)KbJLH4cHVk}?hP(-=0y3}+gypk>s>r&Sl&$kxO<MpP4!ur
zKVVGY9lvH8dVm5Mk+O4s-~jP@CDQCfjVQ;}Y9Ho>NDyF;ZPvyy{fmdwqkIq>FO+A5
z7>kU%XB<<`$VW;us~qvr!bj3RhtCZ^22`&^w&T5~eHzVL3~F?XzH8hOgddZQ@K-I@
zI4_()h%}XV1Cp5VI6=QSnpJPe+3Fa5U;s!>W2SV{ypJhy{>Z$f7|~<Olfy<&P1uSG
z+GBHsToj<F<C?G%U9JzKCfcJ3Y8PPTBc=)D9C8?nPzv5|=7~>8vDF=gOlbdG!wW?*
z6rD1$sJtgU@OC7}6MyJPdAS?vzycx|>c$u(YozY2{RP;9?nVU5dP1?H+mXh;Sryi{
z5#EtV-b>v+$ZS?8#SW!vp${=oY_`4I<&*8k^$^gqb#tnj{s!h!6cGMwOA6+%LxaEA
z{U~?Y|07gYilh?J&vscRY%Kny41WF{UPlMUad-4DM!@T4zoC?*0va~I2fhy#EXCks
z+n#-vBi|(WV0AAV)Iq4{zBlqPYKW6GE7IbI1vXuh!&gg**O*flB5B2MntsYqBdbmX
z^#ed&K(tNnGeZRQuGEo!_v|?KN?=Ow#zn(jw<=Z=ghkGe*2QWns}21P?WgUdylA<h
zWWgYNe8uv5UPP~aEK{z$PPKc%&>fm%q7l)(@E;Z@1r$#6B5s@e3g2l-YopvWABD?6
z*hE`+<8s!lv`cvcb3045x|)lMhFCp{vJK#1_JJa>l~rXFOGk5==HNpe1<agqDcmd(
z7ZJx=^It|s{V$^{`;^F#e5}-wF6+yYf_*T*{hx}^zwG9?G_=n!lyoKGIgFIp&NK5N
zbjRO(`jWNvb#hv{UVggyjK?2Rzr`{11Ff&D|INPj^?Fk~_wCv|0;-l6Q00}F+3tl$
zZ;~&TEuMjH>d}BAnprXT-Xd=zSLo9t1^?tf&X3y&Vgh>;4Lnc|EX>Xx0FjL2?UU)!
zriPAIl)S)}`6<sYRJMNGZODGd0AEwtk>MuxVxJ<7`y28E9XHgPskME;pfDz;h@jx2
zU!FI*S0W6wO^3p<DBofm;EWWg+;D`#W3A4?hL}&wz98tmHL?Dy{G#q8xM2WchP(Qa
zqxbY>d)LaHsQ=d=|3<a?UnJH&#T4rgY}W|E+LI)uXjT^s;aj_OgRpFHT@SYFoKx_N
zm#()zz;wcOaeU`|)Hpp`h2KZFprT2|w#fPPVnfzfwTLOYPnwJ10sFM}A>^3;+cDAI
zaJD7*?e6QqFhiMk=<*)e*08#eJ<^aLpd8%>&-UVT27Jn`!A<-_9bqo(ohOkI;?|?H
z_iQ}DC?tqWxG*^Uv?EU2{wTYaZOuV!kaQvl>_Q3iW#i^_k}U4V)kHsQut`vW`)~U@
z*hJph%3tWKjJg{+04h)id#4cS))Ha51*M+aGK+=FdrRELih<~3E~R@V;5TE@IKePK
zC#7j17j}DRaGQLs$jvAP_8U(r677f71vR|VSqDY<u6)U{AFreYEw-x)s~>KWT2(;G
zHZ925WMzMDmKNjiyY|9vC17H+C>xPFzN=GoZj1u?RdNZz0vyeHn5Sh%;zL=3D^0jV
z{V5|qw3ZM|{W##~Vg%8K&q?iYQtjteXb75ciNYyI&NXkpi<tN~eldOQuB^hopE(Mu
zI@VKBi8`gTbooFTQ3V#?Zr%cFOLPg;<e0XdQ^6@Lo-UK%(?F+{WgK&vYCp3hGg{ED
z+E%ry_)qu?fF61(ORWjF?)75tI)ew+jpKGD&Ux|<wnxmaIH*^t9U}J<fW4+Jc%YZQ
z#A;X%S%ywj>4l=N<$Xl3-}sz%%GYWKVRpSKq$x0*iF+)Y6?LKESrSI1T}#ZmRA6q<
zmcV@Tt?tZ0YEt3#(i49t%5xl;;{5?(&wl3j*YB7ZkkH!t5*g(@65f2dh_{g4tH%5y
zr45%sN0z>%Lyjl0Vaw{$sD6oa1Ft}F?1X^cHe+FTc#eDTjzb_+wRA=elH9ywLJvVK
zDlsCFLZ$*OYG)7<-^DD8Hb)%_MJUWk@*KW>XIn2<B*giqXy+lMVrAw;dEGif;E#!9
z%@(o?*k441z~n&>wun&h;&XJGK<U+H+YrGsRYEU2u*~13m3A9v521Y8>NdU5TR}PR
z<rR+^zNEpmFxZVLm-}_eUAx*uvBtKp%{f6wV@6_q>zurV>(o-bOA`SlNEoXUJ>q^S
z;S%HxlHx36E6@y5SQQj%ga_0)y457S^B3m|u>Mzii20ew-Io(H)ZaE*>iA7!KkDtL
zqtw3BwDuZsD7b)&P2jY0^iN)+IHz*lQE}L!M(a_mZj0gg-aQPJXnV}hWlm3c>{wJ|
zrs4IK_eFs`$s{INO>KSwI_5O?2Vj963t&IJT1wBOhCMr#&dS5hvIpFZ{%d>?WV<AH
z06WlYrNO?SR>aoX=a*K_U3dK|ILVucG&j((<8N|K!Z1cF1o0KeH{_hTz@D}QYRYd1
z-)~wDOO!wIT}aT@B#X{Rm5_AQy!{+Jw$aq0e5rE#-;xj|d~s7g#QMEx7fb%njr*pg
z|23uM<Thjb=`ZTDS%ZN2C}qHZs}ctv9XLr?_qM{q;=cKH<v~RNqC`0McQE^Gq~XAx
zQ?ZHwt~Jj3-)ibFY<JT1aTd^><BvvUb%ZUqtE!NrFHZ;+xZ?4PJzMQ1>(C69ckjx*
z3!M6O2eN^qfw0TL*j|2_V_Po4%&!LHFg4vLR(pxfpVfdAQw2&=OdLX?6jSB3EB(CN
zC4D``TQ0Eb=ygen#e#v5H>Ui1NBYBh*E?Zx5RypxqlS+g`okE)gLXA<?jFv8M+HOv
z69fAXGH$JCBKcRR04p;!FYBKhoVZUYUBuxxGIphZ-h-~}WMRiTe%Xp#0%zAIntUWx
z(cBCAOfdq+j(juNueox%e)cY52|`GzNXl$JI5JZruS|q;aZsRH{U-PD$XnYI2waX}
zGlt>ihw{fg@T~+7`qg_T!9(=|eK6u~ca%+fD;;Yc)@)~+en)4}eA?_3EJmy2Y$@Oq
zLsSdow9V@(AA@l`Hh$<=;Lwc^!rps;s%$~KlYobF|KO*)(gTa;mfJ4eDCC4SP>AME
z`#AmuzU=X-kX#b-J=ws@%<%v3kgX5acx6|md`~vKeRs%!#WdrxksyY__xo938-e;?
z0NcnW!+KA)Nrj~=eO@*Cq_M+#x@Bjrr5boBA9w%hkYRtlTwMQ$?`8?hBZ2^qTqrXd
z@P2k3-G%)nZ4-Q)_&}b;)BgS~APE>@%f5p*z)r`=n;SX+e14AIoQ~ji;dp-v;{e{S
z_;D(j3Gf7?M7baDzej;JilQe0Ia}WE?$0mb9OkSbr^H8&@2_Wi*pGkS*}M&+7Js8f
z>vrLMmL@EGIlR9Dz$?HpvlmC_XuCeIVmH}b+~dJ6EE{{Ybe>(^cfbuY8Ua1jw6piZ
zG9!ig$!OlMghd$w8fo_5aPIwl>E?F1$NOGbabX<o_V((d!rPn-IF>D&k)yeAHnqRC
zO=G4TbMwME!VKz+X|Hrui4XE^YE<HE9gs}?XiD@{Y;cSX1*Ykq3?%feOMl#M&`gW2
z*Zb-<M#<7W+p~6#s#3aTh5&*l+@^W;af7A8Vl8T!(M4!ckArN<Nt^ZA#)k2;8fdgs
z?mN@rr1t{SnW8ueV?i@R;C70(xCrfX-)Ui?a6Zg4)`x>WkN8XInP<A|%w5l0`@7yt
zkHg2?QQsB#w*-vW=;blt4OsU3aunpAt^n-7+|eyLJ;#+c8*fLwE#S>;ruPcm;<!c8
z(R}o?9M+$aT$xt~7xe;lYs=ex0gIVm$n<RU{MiEStOiB4EQywS-CN^<)bMq6e{b6?
z2>2!+X|5`pN-BGDCMF~Dh$!)ReWu5OVj3geusaZ!1A^$YxpNBaRDLR=+e?crMRD<)
z?p_BNR;42a&J31769BGOL!*}d$>cy#RZkue!=i}C!eP?U_SGvq-;%2H`@5axv%{f!
zpW9RXM=_C3x`6ME?&k8`fWnP63;ebBAQZ}|ERT|73FEp#Vmt`>lJ$Uh5?VT^KO<yJ
zotZ7K(ou4BJy9-7rcInrWaHztoF|aZ%Xn8fLeoT0!!Vt>4p6%-@-z3>3~!yQaJ?Yc
zCr==a{~op+UJ%<9ZA@XxE#F$%#W-yzZ_nwOTbf#{fO_b0Yi@~;j;9bUe2>AQ&pth_
zwE%5SlFy`!KS^zHBT+WH<!O}nd^a$3sP5TaD!A4$vUwUk;LEh4tNPBc@}-JfR%DHz
zR3UEf77W*N96-#0<5m_@6iaPV#3*};`C%oG(Akyru$0UQ7mf29`Z@63k$(UKH?K%V
zfv|4Xkiqk+hJy|A8R({)Qt$81U<yGT9k-eM7zET@tOib(I)>kT%1o&o$-N;n_-wL)
zT4zc<G(*u}#v0R6StXeuu|=9@ES5JX((8n`m13rmGl0^)cMVI&!@S0g{${{FjM-Xv
z-f^dtSIh%W#m$o_D4c5_G^rI6Gz&T*@}#SYOJFF?bAx-6jw@Fm={-<|e&75}HDL;b
z7S(ql44UAjRef<*t&Y5ttjO9_B?9tL+yr9g02!l<O+19_Rwi*{_QmmXq&Q*)(+UGi
z0a1mY8-O>{P7wH7lFJ8XaROQDylyn;o*-F9xU7l;MMRT3lLUhK@zF`&M@HT+4C|Ie
zT34^yuibspQ%HB9l~Jkgp@5RKlSb#HPfh>shfLE7Iw6?IR9j3G`dSUT#>{v{Kq=}F
zq#VivoL~QQwD9LI!aa5#R8Z!%a~lT_4ns=D1VC%GJQ0hsmoEfJyxRq2VDFnDx$z!J
z$p<Ma>#clG>K-uyC74<<Untl@;?y0NLY~b#a|MK&zZTeTA$;O?s$eVP7?zk#2&(J-
z;kp&Z7tRBTF)aO$pAjj2jSecc@#dSX&*N#%IaJyAQEfa_SRc0b*Hr7FXP>op5$%Bq
zX@E|iIw6yz<-PH8B4&&467Axq!nu)<uIDpT89fQ<YV4VyZ68{sj*?zuEjiUuZrKmc
zur8m_;uqoXD&g?WpYF}F>B=SOEr!QF-U-g#5Tkxq0LG3h?Q0kmJ+YG@ACE2E0RqHJ
zkYh&98^|z-%|#%lrx*?L%{v_NNMg@+5P&)(IME87{fXHk?s?1D1o49$y(8k(Uzjl<
zTp6Sx6PEH#LVzTjggusU;{RdnoPsL>pDZ5R#@u)&wrz7_+sTcs8`~4xw(U%8+n8ix
zd*{FVvir96y?6D?SJhpo&-s;a-UAmMRNA{Qzg^K6{CtKcS~~HRE>O_|t_k0nX}cLa
z6y4OQP7p$cZQgO=sSC3h>*9NyxBM`pM{(Q?au8ju#j$Z;)-f`j^^k3opZb_x<URo{
zpP;+A*sQ3<B4tix%_OPc|0t{K&%cdecJ2B><?up^Ga<_ZQCQBBQi-_Y(|qnCfv@7;
zsE${#QcuD?WOS3L8(8=)CNk}%=;zcwKiH~j4osPS-!<JKHIrqulunIZ9~kdoG0Xm{
z95-DNfw4f83)7^^5JZ=-ejf>jzCk^xgU-N%>ekbVG)X;K^ICX&wXcB?4$jHE-pyc&
z32U;1{8tzOc1jK4!DbbUPvxVj#TwREUzp}9v)l9UMKqUI8~xy4df`^?Kiq+w-kvc_
zKe_u#B9QPgpduN=^XNzWQVH~-%V{zP8Zc>`&?>YM;>!G4OCiQnUW3)asaml?Lin*O
zh4=-oVe)%7BGtIatp{ZUOdI<G@0eGUXux0Po{y}0R3Ka`rhkaK$D>`mRY}3DsaU1m
zzc2;r#FmWYz?g`lDBr>n$GjNi4xe{jfk$hHaZPtWA1f$62EvyQ!)`*|hWpkEmGc3#
z!XHb8uf8{Jw%wLcd_9*gw!e8npd~9j5OJ+v4`2004;whqik<*cfK5y<7=FaZyu;*f
zGw5h^*K6?=mgPByG-ysj7z<0^4Q|Ia)Tup9A-vp0_H<JchLT6<1xY&<#DC_I;`jL@
zzMoCWcqd|6fJHcPsnuFhx2_BI8Jcg#n+o6I_*URheoPYjXN-d?nl~K?Hk#uECYn3Z
z1VW!R4Kpy4H;_9DT|q$97;}*jpn^gJ0~5+fXgDIp0vYPRhsC56Yea`;2gdscjyWKE
zuv`=jFRP=i9A^?$?5sd-$YsEv=XLI8SW~}=6b~!RpLF--AAFNECT>8!v5qo%%#!{f
zk6fr2Z=wa8UC&=}8>0zS0<KK)U1t@#<eQWY(q*;u=5uG^5vfb%Tmb`<Z3L@eEg7V|
z{|W3H+5#MBEkB;Nyvl@KjTzc+AMrxT%A&pVM!mg-Z~L^}&j$zC)HPi@#h|(E#MR0+
z^ytCCJdz=Uh&cje^b8mmc$C?RdM@Kk;sPli5j2ujIB$3!<HB7~Sw#ab2XIZqQsRJ0
zM^KkkpAL`t6z^s@33@ODjjB<w3Z0C^V+2SzNs=0S4=hE1cGs-Js%02(*e%8w3D*kf
z^jZ?UD@vXiLY^jS6R{j4D^?$Fn|9sQ{Q(=+LBgi2p9_Zpr|alAiVF$|tlW&xZlPQ`
zSQAIz(R(2}wZ8;uz*~-_Ws|D=?bl13kglaE9C;&^w-wnR@BeXrSxnngO*v|}-8~-M
z_dcVabC$#r{dXc*Xey(TO|KZ`#<;WN<+il+>{|dVdmS%4RHn$N>`5s#>r92Q6R7fP
zq(K_0t*-GRXZLl;aQQr28D1#fD+tI$t@R?8O~BGJc#;5RjjURlY;D{&**?$rO@*o1
z$5l$3?lX-*81q<P!9JWp#x3Q6R4KeT9VM|u{olZyDSz<ik)9bwbW*S`ueOtNT@_9!
zXZa%T+t0iz`w>2bTjmj-p<^%jthJFZk{bdsJo(8yN0Fw#Ni;o{VN+Z|a(u6?TwH%?
z@e+g1{wxDYx(M7&J%o?5?$i?{@F^ox6LTzm8)%t}-#^jErA`hvyF;LgPO+$qQX)-H
zbkf4Q(?{;xKlcoIqencJx`s}oj`yAzR<SM~MOV$g2u09xSmzhUo`5^gpy~;?NRJYg
z{LVYS;1yRZsD)LErc2|?gR8g&hw&h;1pgQ)x<Cb@h!fQ#`Mm;0h@Ohy4^5$I=220i
zWQg4Yg=p%Naa<~0a6a$i&#b)&iz;l$p@#3NdDOg%*OyBS7r2EEg@$)qmSGdCGK2*C
ze8fb>t-h<E*V?&Ut8r66L;v?*TGE>e)k_u3Xs>|Q_Ijrdx88895G<xkMjwe;Zy6to
z#+WQfpwCvp^At<M$X%)y2xrY<OX@;2(1GEwg}FKqDuTS<L4l_{fDn~x^WYVatfsvw
zVH(89pG26Cd=wCB<btP9H=|0!C}*Sxf@pOx!Sf};hF7dyL}+)TY)sI2fIbe5BEKSx
z!>VjU)YUu1s2yC62nj}`baAitCHp-&dQ}cez&$C8^-9Mvs5VxU4Q{<&qO5u_Q^OCi
zi>$aS;yki%1hYPZqSQ++XCH2d`i8@gc0?}0dOHqbTiFa#X?S0y2ZK$cI#?`B&=?yx
zujB81%b%KB{A<PSkERD|<<Kqs_?}7p$KxioIslW()1`dFoo+9XM#qpju)<;&x9%Af
zj^`U5f%_1^DP!rg-%mzmB&q_CCC)E!;ZsR;JvRtC^7fwdJT?}Gt2#&5f(G(Hj0&y|
z!2KL^4i>8?BTXhEQ6I~x03%2Wlmh&=HDUml<>`huV<y0nZ(QW68KmLjd|o?pnF|cQ
z*34#n*xp{f$o`nEf3}uoqq1a4GF1X8>PA!e!B5(C>4vJK{hnA}3osZB_|6o(Q)@aC
zo2Hiv^NM(J3x@_^yqY6#S~@2Um9sVXeAVTb7iAmEy!ki0UzExsVs0+RrK+WTXcdRb
zIW4O8GUPJQr~db#UOK{|TXSOZ@O+LAsq~=1N3YGG-S*M+_sS7$rH(|&1=M0+)TF>~
zeFwS!s!vh_kUeiQ=qMi(Tfm&(*Ph-~L}Yn&@wZ)Ap{%xWnd(LwZN_~f287O`-NgSC
z;XOEg#(W}vAt{H-_xRTmyUL%jlZucH#Z(-kQ2?S;&D^o7#Axbi&&nuaCG$DI(U8;9
zv8%ofg5>vJ><@8vnHTn0(7v}0?v@@3ISMP2Bk6)5V`Q3yGXtrYF`F`$<4bc-6j=)H
zeV{>~z@el-i*jO&SK81+Wq#2LELm(2yhXJs1ru{*+q>>l7`o^*jiO^n)A}pKuS02r
z&QR3M0{^j78-kdKJJ43@oE58tTIttHAvB9uokX*@X~{uL&L_VhC~D#Ay=*TxSKcob
zf<ca8sLjZe9j$Y-@cj4#P9UU8qa^f4;mlAQ0&Z2Vp!}^y`+{$56iJ#{B;|apANEA&
zO-Ont6Wh<$8a0K%;tvveckD8v+F$o`#~9Nu&@Qamn1YrTT~V}*YnpKk>VC$X5xM25
zRXFof8q}}kPCT%gppS~Cp$_j=9Nn=opr?&ipPl@CdZ<|-QFho<STW--%JX3>m8?0%
z1<L*yTxXW`hEJB=_=pNbq}QgwCcU+g0zcxCMQLc#Vp5vI@idY4_@1`8;&rUj2^+A@
zi-&<GGJcfY8D)uIFtQR+)0INgVl?GdGN6d3Uq{tsHe^fEAV<du&%a(R4D6b07vt**
z3>gTYFi&x~F9*YRZu%iCC?@@+)~h&TiD~K+|BTc+QIrhQ5NBTfmmOFN1$|qJnIQs2
z5h;=r>c6=5ldKX3F-awgi1%?1{?XrrHysSeY+k}`Q1=7`6bcbcW7b&AVY5?iKm6fr
z)$;+ZDR+UqAdN#(fZS3Y60R8b4r1cwDmAz9FY!V(P2_EXvGw>f8a(EC3BQ<ZpXy8O
zqAu_s@u@H-%)ba%j_<i<@E&Odf{~wo3`}$XJCyn})Q{Envx?06$d4_)ENx<RPR7aj
znUAn*s4wUd%t~oMjAJ{>rBL@aoAx&P<eSAkv_Mc+CrFl7W~j~#CnfN^6VrNYOKWef
zS;*S%Wf|9QyP++IYRq`lZ>*pgPB7|(C`4!2dL%0;*uM3MH2z&WXpbr$>!SUn_SnA!
zaR|^=M<MD*9O8rAr_@V&%nxTWtl^CR^qjiIlt}Q%T4_6_7{i|A&BX)*e=3dkBf9p&
zoXxn2E)e*_LN#I&B3kcKLnmFcOUoZ{4{0tlUlRs?hpfAwz5y|U+}{f_ac&$EQiiKa
zb^lbj*G=;QX{O*$G`qU!Q<sQpazf!ns3V|lBsujZx8ST=oos~U9Gp1K2Gxd~uoaPR
z56V3V+GAu(ns1P9O~rdz!>^!1qu_e|D~PekHb9FFK$hCVhcL#PzQKWg=!Vcl99c6+
z#==!^ni;YI0v$o*j`4-?P=kkKIid1s{3y(14}mQj0HFe!Z@?X{mSpMerVzH&HtfW7
zMN&!PE>@Ti56@ABN}1E1-cTx%=JAD4p}E8%i<LRD)<1#W<ZsU^GYmWIJM{VKEzR4#
z35ZJbYhY4Um#chFCM7g}eLJDidZkr-x`lh~(DNF3*{fHl_PYK8*VM8N#b&y=s2t`h
zg|V*VCyt{7HP&+pFEkXijdJ^^411AqM9MknV?I}_2SQ)jZAAB&zraB=D0L;lsw^pp
zCxI4K6EcWZjPXzg4TW?t{R(YvLv+qs9aQ6Kox%*lU`LF!v|HDeW6kQ;<?wDFi-Js0
zw7YM}zJtrEmpp)VgOT{Cwqhjqof{~YM$1^Nm-Rh0gHyP{QL+JbRP0+r6YlpCTO2W!
z3t413+E@h9P^=WwGK#jT&7?81JLt^n#;+KAb)~A*d~pnU9>q#<3(48u8^Qu6L0vtA
z`5i+;M{nTxG*!aG%GX-swu<jyO}$zku`vnijw-i8MSPe&l)4f~d`VZZ>S@D{L9rZS
ziu!>Nn|#<+5bS;7(%=a9W7R?#eARPPe>|`FiCTURy3<Wlgrd2Maj@sz<!35hV*ArX
z;rVO|3GhCn6AUeSlZK{30bHSIKpc64hq41scD9|Gc}{)xriiF<7yP0}Tj3+e!qBaI
z_4%2-6|mIPS!>X-aITDa;K_r#r0W$X?6z<Z7_cy26_>YX$$*d6_<b*l`?}A~NU}q#
z1mP)d3cd)b^s|VI-!(X%hRExWfE&hB{g7DUC}P8YBE$Yrhuqans1@HrP^cESOP(LZ
z8ra0ka1>-@wuDpEH-rP2Fv?9~$H?-mCldnz66E-u&QGOUO0dG698S1*U{{>@qNbV6
zEP!M^N4&6#S9=?g+7A|vCUgfVr+-O2{{8iJFA1{hK1`(sxni&aY4heRCI+tDx=jf-
zfj0wfKHsDWk%ik+LVIKaM6``ZbE&7TLTA5K$QBt^JTR)lLJ(j7aqnf>X2>z<)SzZ9
zBngXGl}@_S5I?Y-cVb&KJbpuU!*<lJYc9$r6<Z(QDZ=B%prJUF_m~=D6YfjdC93R+
z+X}$IfhiY$337oRESo2zN5;E}Wp48`zdvV_Z6;ye+ThYq30|@TJ(lq-G0TfrK^s{Q
zF{8ZT|A7PBBG29x$80&2lkK^D-hTBH2YT>@r=C#s$S0pTud2(}lQRw<Hi`~qOGeyg
zFxHmL8$rGTwjUW#D6Sb+P0Z)7c4JqmdO3)wxm@+(qa&r}*t-=i9D?z68-9e!-{NHW
zJE$@ZR`&C4m^90P(6f_QMLd<t0}+hRe?}b2jC7IbdlD4pp4(4A_iP?}JS{=yM=UZr
z7Jq+}tSXCYyg%$fR}VPU@>1%zt%LT$0VbV5+jcHyFSU1l9uQ$8@Dgo=mceC61{Hko
zPVmuTP=sc~9yBF*|6;62eGpZ&Z|d+|3LA3u^H?dneH6U}O@u{Ch(d!q67i$>*wO-(
zt%|C}TdoXSCuHD|6EuY721eTBpAb)8$IVFRsSHVkvk*4WOt6DK4S#%7x8UKK*H;$5
zidaexQzEdoZ8XFI^w-8Yl|0dEZz<LH<`?)X`j>QFW^-MfTU8)3vuq{CEF&!^Q&a9&
zCsOh}O{SZJ%mf7x;Hllo?dV{Km8bF~OD%khVPG{O%|&be-k%rdQ(#syLCId(kr=d{
zJFUcHQUN_{aJSLmMGKtby!MQtOoCh)-M2=O&4X=IPB4TmQr<(U+xO@F$G3hIdV1{<
z-Pp99%q|6`YGf_Y!A9R#9sWSk8bA6t7uy>BRX{WhVx<9S*O25jpJ_?M(pJ_=FncFm
zkkt^A%xHvB!s4SkU2O>Lxus>$ufWgcXynw#Kabtg>CsqvGwM^LOuJ4xcxBgQ#(t)R
zYFdpT3>epbdt`8%>|7^jXbU5wq@0UQ4I1SQGh%Wy$_ka$+nE?1uf?p1#7IB%u;F%j
zb4&{W!7h>8w{==zn&)+FLrYF;rUekTb62MY06(*UX#p~+USHb_e`HeFW^*BEJN5K2
zrJTAQ>yGv1^J1MaN?Lp7`IPH#!w!acRkiHO(veJpvM46T(c*FE|F~<7yAMUBak87D
zk1}&I9Ta4BG=39cm^lh9pWZmz0#4}LNbOpH)E<_y5VahDeSReTx<fyaXsjJP24VuI
z8FQM)wYT{%JO8BR40QgfpO?yK8D=5UjZev`&5}^U5!TcUIst`cNHTf_$T`!cm700_
zt~@*@CUCUB%%W1he=>_-9SU^806qpoay3OinC|^^((8<KU57tM`7l|2hhkuM8jOR3
z*a4npVo12&b1LDqw8EK9Rk^10yMlaBfXdY^iF^JcG5uRVGX$5e1?_3Z;n?1s=_<hZ
z!{UmSr^;*rba!ewGbxZIj-U)z0(!`gugv@*3pQ?>{oGGXn12*a%~{~o+i|GN(mZ6d
z;O*Uo6kBm04GYI`@2O=8n`zAXn!pK^x+{y5_b0vg75-<0=G(bOTcdSk$uru4FiQJ*
z8XF}1&*+IWkC@R+6bxYSdylDz{fKIvU3$-KTA=<9^>(_Fs7jXu%9H>SMlTrNok5M2
zyRtFbfX&7u4{fdSsbVVL0k1=Ag`mNz6XcE!jAo(|2|Ll@1{%h3-;rw!0-{M!lT3C{
zmVzH^>+@MptlIi+L*cv#qqeZ9en&YeH?-{F8sw1(#Rd_ce3vmS)A5}(0@Izc&tZs!
z`)IkZ2_dv=-n_b6y2|fLI+iQf%_5XRDZ)i5-fe5J)DPiy>f(Y0<v$7nbf<{erFQqd
zZkfgP;_SGnoaH3gL^-N-@hv|<NEiA7P+K?+VOz`o>G3-{knU*Hy86~0nIl2isyhdt
z+58PE955%ER2=$Nc=`#O8Y%>#8YP80!{y#$KhI~A=MXcpu{$DlqL*R_h-leSVS<kQ
z?L0|fcpHb#%z}y+&_mlqr!+k6`iThKMdvveL-UWQ-Iuqd%TKJ#ezZ`65V~ae7ADM*
zMBv&yh>*plho4e+d52n$nC%v#^l=h?Jk^eIeh8bHjvF2kv6!YJedH9+wiI*S<vo3%
zsR$+t*njsO$CmSy0z|sv(B(rI4xlx+^;LA;TFYiBX4S5;=IzWeJ{GKaH4Lcp0h2Wb
zI+SamJqzYS0C!^E5G1dlWJS!8rbA(APn!HRDQ}#d)F4?ms%N7gHTmIbz6}v`+yx1h
zh==z-Eifn#K+CWcm1{N^=6`T}3JTkJ3f7UfhseSq{%s}`QUwDW5B>|gfB3|E6UjJx
zn4EEcOV01ACnkr=E~qV6QJ~fvXnSWKAQ1Olny+Iix>$EbRgRN^ny7iy=keV4Ek@AM
zgBz*!RG54*obnFp=Hr*Q23vMz6q<bhXDdnmx0Sf9*XYKb8(D$S9e94R_tHguviV|U
zagH;sXN+wlADD$w?BbuRU3Ev%d8H?{@<qSGoeuvQU}pZV9NeFHgSWDBo#j5<sg|Z7
zLLX0YzD7B$36goix(OJ9eDsgr9Y3HhP(fY!$@k!;Y6j35>fF_q9#^5Lw5jom6{;M#
z*<{rWA(PXLkGfh~^XR5l^fg|Zb)nPg)!A!}l}6VT{U!RIcgon<tIP2eA?6q7HIlU&
zY9m8fa~c?0tm&#sZ1Llo^Yug!HZeu|g)~H}>uBRy1N8dzvMa5r_gVM8+y41+xAz2z
zpBWUzd}ty^!5+~ywHnKE5E$QQkRza>Xq7@kBda)pV<)Jm{rvGiV&(x+IKCDLL9XK9
zh>@)$H<~<$BU<8IuonOWymh=@BzHvcet%;esiXwGyFI_)y1rlZ!v31f!-S7acuO~l
z6ay(*i{YOh5P$K!cU0ki@E*s`&6b$ut)LPvJ!!eJA0v+R0G`i1<UEAA_p6Zf$$MDD
z{d78eHq{Fi5GBujKOyPwo>o$^O8Ya4fX#i@J!R|jwwoOBx`NksL3{A&&LarB@wrj7
zENsDQJnC!%m8+;q3rgEE1brUjfzh~ho1pM&(BJP=e0uAZ+=8xgB1w!LaexV_(MCMp
z?Qr@P9bSFnmoo3<!)7i+j3*8}!x^;AOQg=oyD`YxTkC<_q0m@&?$P>++XB0~o`2xf
z<Pp3haD^syC#yLJ($M$qdR+Np&!pS(Bgqe8CXTB}z+UlD_{~S#u4J!fIUlT<4#x0`
z7y1<)?|kVG_u(%{0`9uJ)cfLp)=gFx_Wxtu+|t{K-Q>XW$*rBegZSw|2@Qq#%rgDY
zyZH#|_6rQWK`8MHHf4d_Ri#m7nL2UGE)Iy-Vixf<Xq?Rx=B4~{;?DDxl9m4XF*2Bo
z$|3iX%IOwql&+%Ll==C3v}f>@_L=!l!K6J`;p_JJl=a&K@g4v_zxrQJW_-R1GyLA(
z_6`;Xp9~g@w!Xb5f{On9S%LMXUR=kzxW6A6M3wP;nECVP2^MHUoG9C_%Fh2`;pJzn
zpg5o90;jJ>)Yc}TDWYj>*Y_f<O^nw_ftflH#8?XJhSJV5jcpdZ5X5u>Lh+hAfgP{0
z|Hoy~j#O+1H6va8-JdvnU4YCLY%Vh0a;!GQuT#Iov<!Q5@IpHo9!c`)@{zIkO-@u<
zCIX$^48BU#jZ?b6Bq7@1|D%L7<w+{73DoGBMK9>X_H+4aPfQP9*hU9BisV+{2`#oe
znC_K2xXwBBDg5Q~em{AL!Af5KS(mrC-08?njbpzH((ZRffgR$n`5;PW5%6!fiNx7o
ziw#9v!JVFqD?{?j=3MW2XP$q2`3`qXCb(nN8>KEKb?m{h3m(u2?n>5M;z8I-NY&~g
zj346L%uARfgx{bbM=)t!7yxWjrW6@$s#Ifnz4-Hsvv7hChb|}*8Bk-f8d0|~x1Xey
z-f&b0+MpHqp7C7*-h7{jC{7V0yfqDbpF8fFpy?gXIu8)Aqp{`WwR=2VaViFQH^yns
zsgC2p`+8)<*7AchdO3RhV|K^UD7y@WtgdFo<cOG`9}pjC&;8ArV97g-2few_*m;lB
z^`4rq$)T|{j$Yfo`Bo;AqR;HOST<!X_|$a~G-7rw8ueDeCNGOY60_CtpwFb_gYTip
zIF*PZKU=%mC*$E?O63z|#~rtAG~wy}oi`^5EqJ7>?Wi^Q?J1~oV#*JWf{ro^G4bHd
z8+Ncw9hMRS{aM?|M%@pn#XEm2j7r_57qBIPl#Ur*yt};RmbL-(1k8{+^cFLd_8z%{
z*dW?unN|W3=B$BU5-sh-2z1a>?6UtX4D4B4R^%}^s|7DXl4pj6uj|ISckmR9?wBcB
zTG?O94Bj?T7}c<YCPAK^G_!sw_J2#9RKXG~AxW-l)Q`{|TZab+_VBR>!WsVtIn~xv
zgWFcorPbGy%(%nMgc|GnL7D9;h(R`k46sT4RgP+Q_R!{i1Kn*^x&96#P{3KR>;0a~
zBfjk2KINvT2|9EVM!>m$ZOIjltX01|c)YEeVwn;srbbQA_WN}7dSC>7JnmNKY`qYg
zj~n=KpuVo<KAr!(>2z<seOT`1I3h3UiLQ<{0L9x>DdbLL`@V?Q><A<KWPKQe43_$+
zjh>)cd;MDX+Xiz@-?EAG?#hf;HUI?fokUeQP@a5rSPW^HhRxQ5R!tG}wxlHiB()Hd
z_2ls({$0eWp)+W8s4r`92{=XGs6WQPkV))3I3?04KkG8_IO1A=q*;e9L~;nR*jbNM
zMjne$X|~s9iS2&M-iea`%byen1+&&v+5K@JHoK0dH5N64jU^!sr|kgbvu*b(F%zNj
zMot%#!FmqAWbA0Uanu}on_WVX8>^$6k2L068tN99P6PzQ3f9N-;=M)e<+tQAYxy#;
zq+zBY&)Y|diJPe8Tb@aAiBjWo9NvrA-ak&X=r)nY#H*<N-3Gp$*hzyx5@`?(>U6XC
z!oSqBVt2vjGbvC*Z)(V$1eziQneBFU6gms+X^?lRKV!{=s9Z}C`Vp4stMi9DOGjUI
z#}p?`MC71^rf(Vag79{QUpReH`jCV50!!XBo+~(jW7B%t^VDN9UJ34KLiyiZbovz0
z5jr+=UEi<1Eu5i_s}-z*cJ`-KXFhT^MxA=qXQB{lX-JCwfLxd-C+=akF?_SdqG%rX
zp}q-haKryd^L-d&Kyk||h>tt8NEo-Y-eYR@9*4stqI$GzIFxt{<N1hKw!SI?Q0P8%
z>=nAO@W|+;k0_^-pxqXOTBrVm{7Q*lwU8A6vQdJHIA0UeSkeQeP}nXfg~CCE5tI6t
zm`Mq`g3E9Z?eK0~GJ2Bs8wYH3In+5%@jlGcbDw-h!x1Eu$J%zYs&RqCe5Cjms^3i#
z+Eq4y6!R#%&g1e{TSVX+j5WW9CpRiN@8cVseoSrwETtFB*c=L)KwbQk8_G$%m}t~f
zVQjvFgO0swSok~WTvX1LkOr&X7h6D+Anm3AeGP(|n_o);-V~g`cORR=X6%f1ZWaY@
zuqJewrOt9d&onL}WI`G%BJEH61YE{%7dRGN0kO>jIO(7GTr0@PhaSV=>ZLbcN3m-r
zr=sDu!VzS6p>;_>OHK2mU7i!<<4Y`zLNUQ5MFee9zxEkW76&Ik+CiJ+dh9Lu5w;j+
z^$wP!J+I~B!b=R1DpjD8tEUrsA)Uv4F#5U!l+|BYz_N#>r#-js^oki;w%{Zu<blAh
zvLWW2st2AuO`}c0tvkO+p~Z9FzG-iSkdMO;&xi$EsN(fGWM5fk;LMODHUrQlW&a3)
zz2n0#uWkTT8Y2Scp~!pRaZ3uu=dPV!dZ9pvCeW$(_ubB%6xs~BmV2LRIx{_%<d*P3
z9i!ivr8|$VRW`HKsZ<)vlg7;DoZWem3wsk`b#g*X&)j6<ZzHys0}uKX8Z&0@8uV{C
zQK|mQSHnGk`xwHBqvWu+q`koJC_XJ%XTgDH0TOu7UbrYU$GDFw4P8)}1Sc|CyV>|u
zPV@==-O0^qQK;Glo*By2_blX9ngKMZbz*P9RUV4EkWt+NSe+cC?4mnlY$c5adSAzx
zn8+~7cm~Y18wmpq$q&qI&5#pF&lt6kgT_Kudw;dx0;)OaV!lfy502EqtrM$jvN<h8
zB#yP9S;ziKAk*hB4cNVlI~n+X_Z|ei+m#aJR3ky6y8gA<8SM;u#XjRfXJ_c85LHw~
zrw7?V+Xs&NqzCI83@X?g@JSqqY(t+=w@(p>)1!kmp0%G^Sa0J(<kc;ifI5pj5ec%6
zixU}36RuKvQ3yy=b#s77a@YoCCe+q8Gfp$8&^uNF<b#n#I?uDdrG}Fq6{;cjGM8S=
zQ?guD2XZJ4^bJ`)1{U*@bCD2i2{6zGDhPMJb2|w~6kvPb{`N_65kN8lbJ$G{cx}_x
z$RymSm}n2Q17-^7!>fMzWck~^CZ#F0`2L;7a&e`_(0oL^=&89DcseSn-w(+z#4Q8;
z)uty}13^px!)X&V>V)UtQ)HTRdiY+aR}p+xN{Zs=Qm+jcQTY!DAxz(kPl+aS^7B5>
z^oNs`;twmr!@G{uS~%rn22@%f2R#$DF<BqGlBOyDSn`4*ZfmaxT;yi1!JLPD4S?u!
z1#dmiQA#g2mU4ORQQ=tPG2tEE7Kb3k5xfZU-UcK_p5{IAbpx$EYf(E59%jK>ty-y?
zwX4NAbO>KaiIr$OpA4jJz?~i5DR|&+q^1tu0Qb8xj}5d0B=4(-;Muj#AF<Sq+x)l&
z+g}Ap=GecHYS3Q2koX8aMkt6C7Um*07{zsT?i=Yepf73Xepb@&!K#Ne1HeFL4Xv~x
zELY^Ry=V^OjA5RPrcZO>9QBdBvd=6MMKETfI4^8n0B<P85x<o!4byu6AK@@PI~lNb
zQ}8=d>3Y-#<)a2a_mDBHSi7nIV(xuQ=TN~(kfwcGRs@`oDO$@G>uUlTVmjqXb)Hfc
zp~R0I84dVT^%F)v{t_5tw)293%cg(Dp^G9mvtu^^MZ+8X#V{X-tdC}D^o>pe9+X;P
zF1EOzSbXo7E-s$yy1y4~vE4`q=LZ<Qbu<y;wr2%gqU~|v&BV0YEswsEKbmiRBK|o_
zb3a3SPpeI;L?pQ$6yE0m=xmEQH~qyfkD0N7ZOaah_?PsA#^Tc8Z{Q$l;Ij7GX_m%H
z!n=?G)&=_za_|`s(RM+^Qkr}THOsXQ;x^u{!SEt|FD7!^rV0$fI>zBPH283lqK%w1
zm2=U&$?8JX#4}f_hkt#?rD}|vH+iWjA>o^6b+Y_iFa_z3rEVxD&GkvVA3|NMep_Ub
z7Qo&)&&0?+GowwOo)V-Sdh?Fk6QR{)Er~d|EwAJ+wM37g_0FNTH7PI7**)FD%ze$!
zrGiyOp<Jv+*=H<e*%2MtRD0hI-?ft3FDH?U`MeYFT`BdbnjcHxprI7QnRc0kFgdhg
z14sReF7F|9+SKpv^`s$aL`qE7S*b=BpfD0`O63Y3mwx@=bFcdm#5o<XGWT<{(M5n9
zb}C&hOZPP)pYL@Lix@DlwAxwl_Z2%$WZ?1gD)J&Mi8dYubdJ6y#HV!s01g-_6l|r2
z1i8sBGIoRsr@5L0qv+=TDtb=>eWE&i2LDUC>3~Co0I;$!aB_37aIlkbva>O8bF#B@
zlQ45~GB9y)vazPxcf+x#c6GtgQ?fC!aT#%OvaoWpGnq59GjTGTaGEl4adELS8!?%&
zak6rnny_;ir=oSkiGE{cVqj)t;$Zz>HQ8BM7+6?Y*jWBk)BOKk4t*6~xRt*L&JDV?
zdl1ea3dF_6iNGjlW@q7I$xOn`!Og_=zb}W6ysbP`)ml!sEh?CkE98=uq!rXqk^{!S
zC8CvJ1q8<j$ET~pkvb2cg(9e=nIf!0BOt8Dj*5$6F{pzvuUm2|SZ<6yJUpy#HObgi
zY7{pEI*uS*&#Jo>)xxEo+^@WMKyMFD)+=iks5aHz$F2xy5^#TJ&4&smk1lJDf_ffu
z$xYSChxl5Ws%ve|7Jwj$vTG*3r^n`Mz3D9r9|+QK$emTPDXvW)4p%G1a51EJH{HIp
zE8BN!TZ2r3;G}jU_VyY&qlEAOJTcyuCVTa)MlWMtr@0|1D~+akZv#<LpcQhgHyRQ6
z)XvnWdtWT)Jb2P2nP8D8_bPp>Y!=!F<Y432fmcF+FL0tUS2|K8+yLd7OU%*&UFPF*
ztQt{-@=LxNvSIJ)sn_!b*6Hh@YVgkr@y&<&U3dpz86jMFocOQG&Jko<204?U{vBKh
z+Zih1D4fquP{Az3(4Yc2Xj}*td^uI56<lFbPv~S+<_FpA_$<vMAHgAjDrO^$K&`z@
zNvJHeK4174X>%rzT9=iE!dZ@*#`H0t+QDF0oeVNMS(wmY9p4h8Nx`ys_7?JqtRd&`
zcc#D?Us(7Gw#6w_2o3EyCgPywYmHf^Rw8XmzTS{!I5GnB*!bfs&{3tK4;pf%TfUJI
zViS%gBh+Ov(@K<fn<$m|Y$2u(iWCIJFsDD8nPr#~PTv|N+xcD&<TL9k%NO!7rs`mK
z6oCgh&**Tzc^juQW1cw&OfeWk0HX+OI<_To<3Ml18}9|Ns-6h!7}pcO9w`2=5o&(W
zU-mZCJft-5@J>Wh(B2bOAa8h6(Trc{?HUDzQ};99rVSM%WLMZHk)^3EG+RK;3m*MG
zgHfXcmTLov;H8Wq>UB=E<0vTRLR2j&&YCNVK%UG3T;SVbX&!d)&U4)tMl@$5j;hcj
zV%X0N5>anxcJQk^>K*$9RoGpWhCC;{B_WtF$ObN`3z$(F5II$t4&iKb$fGb$Az=b^
z0{#{BC-{#2iYl^0oXR0nM*xxn#8+$IhsCTw!8_{c9%amF8q3%0sf4Mp8M1qUY+qwg
z1?L>WlD$zJ!P0JTV2@z1^{OCvZ$C^Qjm@<dmMFpX;@G7ybCDy?DQlUY2kLzX>OBKu
zGt<t1zNIED=+_-CJpLk1xX=CUS$K3_vEz`;xt%uMZW;Nt5d*X~3R_rwi1KqTwY;yC
zmDm%6O-2w4F*GkFT<+hKZBgGWC>NAG{6&U1CGC!Ocf&5I^!B?l!0XhPp2yH~#Dr28
zP9%vRltRAbw+@6E%mi#NlRVr&4pPDCf#ylAW7lI;&?Iqnw3^A17I~FP)y*=LO#%A|
z&m7NS$Gq2ON<3N$8ui<UKyNM!8C2f4;BNNTzsRi;IwpU%ZEgC2kH%j+@5FBgkG-ev
z6VxoXzDI8pN2m;6m$%-jxt%_*x8)Pt6JK60vqzGQSG}9w+!up;sN3(mG@q=mf7NGR
z1Yh62K=+%|4Y0(|FCV<_NOn6dt`o<+9Kg*wzpcJ?_DYTFzwWh~J+@XmiNjGi{}{yX
zu5L}O%?y_5JAAccOI)q_JvA*I)(S^|BX1kDidkh7#S7JcMTWVo|CzsM0BX|^%%9~|
z%E}Jw8+B-i!*)A=Q?G68m{ZqZ(BvC5ZfvJZ1WldaJ3SiDuk-K&`r&c?{q^c_g_2fe
zj+W$OmW>r@vx5^li214SFeQ#5_!(KdYvy$J{Y!t&u>QFlHTgro&=|OoxD-{vmorT|
zv~IL%g+I_VsJL?!_^XY=zEiY8I!3R~4Q_H$eT4_$^=gQ!V*w#{UWeW+dY(p$d>~X?
z4w|z8UbrO>SP!js->dLOI~6y}^e)+4)M<AI>RH!X->-JHsWm|5*boGmv`y{TOLJ6C
zu>Tdrl~tGJ@E^`AAcf!2;y)a6U*=$kps9VB?)d!+$-JZ$r#<xdfbKyZwr93W5^14n
zJfG$mB+Up(`mgAWnpPy<1b5c#qf;>7OOU_HEVJ3%ox*HStdRshD@`~CJXxBNVW^6E
zR{zqs=<?+HsqwSJK5O<#ys^o<@cvO*%4ES^45{DcN7>e;zsoH|@ZzEIdEm(z{U2?Z
zc#20zS6QH#Y)-G4w)u)2wL__kGWy1+>Jp=YMEH>7V+}w3!E&9hUo$Do?5+8VB|%`h
zeuI%@x2Y-Gd_$@{MVZ!mTX6HVL<7mO>Po=d(e<e6yk&h0Ai36tHF!4cMNUGBOw+_V
zm8%xTijr8ch38HD99Q=yD*y}MC5C2IDKmcc?3#*35=)*%0gB!1qLHU4QC*WPV6D#r
z2g#L9Q>Xi)8s$_w=6eoC0XEQ-9TZ7mtoep^{MUmf1HlLLUcY)#?Qlt2oSZeJOer0G
zG+Kt{cAqNbd|0`j-7CLT)EXAqMV<XovqKLEwsD@c-j$_liodUfzADQWN{)@1F9VxZ
z{msQ8w$PdgkJ>17=^)(*;N%nm1ON{`Ly`Y(W2PmVPddb`|FnJZ$OZzcL3IVI;<!QI
z2Mp^M%`c!B1|0*On=xE6Ge&bdN+jZXRL+w82Ng<7kz;}NZf$f#8n8!Pe_`j9v}r&K
zywF*gqPE-HbI1mUI2YB*oh(9CcgyuTI<Or^OaIdMqw@;g<*ssA%G)s2<CmBJm<b=)
zE-R!Ku#`o<#(>)3;<QbnLFvl7L<dE?m?(VxkUo6dImCjGv3x1<%Lux%8ZN^V-!Z0a
znmlo}x@2`@6TSntr!LgvmZ;>DMsc_Jel@8xqGnG4fJ5ByVo!#7NHA3~7kLw4bwx{<
zi(IR}zsDNhGPu6OQM9S*!j|Fla>u$mCpRyd0f8Yu>xeRk&yM!&Ko@r8<Kmlk$xb;m
z*B=fxcZ&o1Vo0O=YQj*bcISz<yVc!8me`k=1l)NjOB`Ma!v_g``bZS(vWCq5iuVW+
zjibl{698o$T)2eY#unGP?(aejM<@a2)G4+MnggrUi~)|j^y_09VX#eeyu?*8t(kmA
zL^c7iUCTZWZMw#iAW_<2=*l^5<KhB4NckUfY2rD$U{YFT^}j;ua{Vy6ePi=qXx^sK
zU$u^va4M-)^Qubbbg*>`3W!gu96a#vpwcM9M%Z@+xoD^c__hTQSI?oU8{)Ur8C6#B
z&``Goqima@pi69n(9hhYHJhOSEK%RnNI}2OEyVr4RND}q1?i($DwU`m{zGtsy$Uro
zgcTps!1@d1HNcpk3Ts26W_3s9NW+Jz?+cLrwEQL2i1Y?hgBEB|Bbz!RJ6*y;UlSJg
z#_9{!gGlcJ&_bjo#l`xV&yhzHEzieA&dVJqk>3cK`}lhcsrfs%^bybDJB??9S0b(I
zr4DbLJGszwf`a{FTLUGbXSROIH^%(C>PVD__CtzARX2NB<{=56ZM;xz(=PFVEl6$?
z6ZxJe8h{chqEC@*d>hi&RHV!Z8As0lha#v>J448hz-j<3NNx8bf|Vuow13W<N1HcU
z2w7JGlkS(aHHDI}O_{9*=8Edds16sdTDsU3fuvAWGU#e4HsOVR=!crHLd95?g=u2x
z?lM(J0^YO!h0=~&s^rIxXbFncLS?@55aIWVFK!xjbft8%8WxEF-IC`B7UKmXR7arb
z9rBRKL&Og}RLFS*|It9O<i1Q~AsKAp>JsvM^nbg>=+7bZmHuG#<s21N9oSzIdB<7e
zTF|*hy`bFr>MHd#Fc+JP$Q;-b$WH7F-2(^V+TbR2O=S`7zC;&r+NGWS2gqIQbZb98
z>KHKc0DXc0shrR{A}7P?0m$ECmFTPN3Ae21QXv*IL!?zQNOZen5WfZH4(6ag1RcL-
zM3(|Aog#GqeakLFVIq?A_>Gw|djN9&AUJhcG-z|ou<u*bLU+d>3J__%v?vw{;IQ+i
z*?%Vg&k)t`SyJQ3Ldin-D>dQNx=Hj+!b2TS_CI~wIuhpuoC8#Qi#8OA9?Y9BVuV&W
z13Zy2r_U^sBy(F*MV-lk8)tRexFR|10MQoc04Gv-HT4GVY^m%lSd5$yAaD_Nj^)Qc
zsk)pX5g-apf?w^yl2L^vs+>3NkJq<GNU4LMtE7SSCK%^RT@x8Vf?7Ro(o7)FbW|TI
zoWBPs`ind%?SfR$7LTVXuD}HMyS$2g@f=^#lb$I+)pQ*mhrawa5PBIh7Q_Mk{?;#x
zT&QnV9dm7r*DM7Y&mfoDrEbH@B@Xv62(ommnm7oEKTD8eUz#oR`6bO4&0-?$C*+i#
z@ZealR2f4wJAyH6L-<G>^*v-kzDq~qx(2+f=megONP@prTviojMg<F1;GS*}uAsgM
zZQwhMgLekMyb{BJDW5QLUKk&tu^tuzT2ma_;eBl;pOWCNHosA9n{}XpF85yADk#@o
z*yZG97~6AX=;+1IQLDy4H)Db9@#uN@`$1ep)X3Yg_?n-ik$K!|<{w;dmMvp<^ZM1~
zBV67_hH!wE^Uz~7PCfk~V@t^lI&Kj$rq2Aw{`);&J@*vjv@8%kQ~9HSwpr5Fr77GQ
z@HPY!W>7_Zf_tv4J+z)=Vk{qN0IE{hrc?j^Hq7l%D|Z{!i1}e0vc;IP!5L-dR?1~l
zWk8qwzCRgkVk{kKK&N1dZn63pu>ka|m+B%>!2Bps;roH3{jslV6UX&^n^7V5F6x)@
z*8Y%YuO=F=<fMB~)(TndOgg!_8P8DCA-Azp(f1PWvBV!gAP_o@<mB#FnL%0wSmcrL
z%zkq}9>dlBX?{ycvX4lPL^_)H;t?L<(yuY^cb&rje7XA_pOb!1W>O;Yk~z>ga3-(y
z`;{qm4m+{B_N1}ht2@d$#L3;kz}dEJN2zvVdAYJ7#H$NziBMNNb+?1chn{J)8EGpZ
zN7#UT8t#TwM{mZQ^}!nV00CrnY1m_~Np762K!keGz0D)}Qa5g(a=D~Bb+^yk{iuD5
z91^9`wh(oedCZPt<kM<%UDK(g`?KBM9(W*)BaG{$W$xvAfHtyyL31XFa_GSIx~I^2
z*uMuCO|#>%7&1x@>~GHu8dncv;d#B`Am>_rnWOOtmk@!Pzp+rlvI6NMM+%L8K{wGJ
zGDyCd;l%}iro!bHo?5vG>PpV4x5WzELwg}z2rKrF5|*KQ&Wc(xcM$SNFXs=QGVq}T
z!xBW9KCubJY#gb5YJ(CW!A`KY_`@FyV8MSI`R|4JO3peWSONMp@)F*<nViv%m-9!!
z&si-A*JFslPHAV&n?RV?g3&obgmWlOh+C3xlwdpBP4HV0kKohbn&QWgkX@7^scWuX
zIO5NgOt7nz_HP)#@49h$D|@e4&Rhr<2g+TLxqSvq3g&=28bZVsw?{|?K_~Y9=F~TG
z;;GbI*_ZD3-n$j3ASQiF+-3OE5Jk1I3iG9f3dN;gOY&!cGte&rVOITxvNa~BE#wv0
zbyZ;La^;75Y87wIn`-UK%&h(F)sg`UJYqQ#H{NY>zqO_{m+iAC74AA-2l@TOEaPs+
zjbMB9&ArSg$U*)cR%7^UZpl~|WktVDpZz~iJoBH1yW;U{LDk4Q)aK=DD`a%zp5O}`
z{KlS?cU%ngD`617FmlG?r>1!sPr}L{CGDhX;9^H3+POrmZ5a86YP=Bx94oG=`QBfT
zZ}_BT*Q#0en0VMN-|_LNNdYIZVF@mwn*+#lredlJZu$b5BtkQM*yfn&50zoKg6-%d
zv6)yQrI9unju~Bzp!sRo^EjX8vGx{**4cS?2EKX_iJ!N30`I{=*2@6^d8+wc$IRV*
z=b=*hWnw>!=I!YG<F*)^`d4*#@9ICcUgTuCERN#Yhv!91p`*&bh&ngzgH_f83v<TN
zaZM&O8HRx}34sYD|7ya7M^(6yJ}VZM#(|Nz{ugeDSuU8&Vlny}$IH|9mN%jkz?6o!
z8&^80iqerZh2vdj`u)=1NB`4sLHk=6CFw2iDVF~V{Iwhu(ZTW0P)JRT{9zhud!%p5
zQNNrDejAo7aIbp1e*QRVlBZwsf(1XsytTO<vEkf<(skHH%Za|o<Q%=4IDwm#xM$Yr
z>kf4pb<nPyyM`Da9b-NM)72@OqDZ%G=TJcbIm6ih;?z&%+y|zv4#?gDJSM((1<k8c
z84TM8*w2!EQ2Vh;P?392hD_3RuJx4_mCFeT5E7^}@$bc<M{rzd9M6+Wj#nxY<whjk
z?H0;GI>WJv@Qb-axH|z8RMPN#?$_DPrf9w>pIh6&P8V{F*?9`k)3sg>?wlG5h0u#Y
z!9!~NjpmQ{lUYlRrNspW#pM+;YZhSQnc!W<372dWZS@4$5RGiBp=<a(s7H+WgrH+>
zd^#Z{nmdC%nHNM7N?H~HT-<?9@)xuU@3r9GXmCiP*=nXh_UO3q5$-jy@_D08|MvO!
z01bC<LG5|R7u*@2uEkUv`>L!9895iwRE=#DYij5rqyD8pNM-LkVvT^WjNfr3rJ!!l
z-@!sfef|1<mRW8v7j+1HQmXm#C9CGZ9A|QV5_eMz3x7Q2x`?tC@UVS~tU>j0d**M2
znMCgQ0`EDK>N5Pk<)k6Zyas(XNzNK%LuvuQVbVsGQsjdzoF5!GnEq=eS>K#Md01Id
zr2|$N#Zbb@Y{_H!9O7tV>unW;Nct_dCrK@5uR+dnINJ|VKyO9{dtbW=E%O8Kww;gN
zlKFOLTG^SCW`#5UX5-x$jTIz(2#<g;aeq!g#I#aQR7|txy@`sadz(O?G}C@o9fa|q
zzbv-&MH*z!k90WRJ2*}Nmxd9@mTZr976$X1Ma{;+tw8I~9!I0y?BkSHJxQ2Sf#*gu
zTDR@wg^sSGUaj?o>$U#4x(uD==HBlz;XFO=ceNTnzMH6-tAnnRIu?5m+Yo37i|Ot<
zRcxlwwDBpx<J7@snyDg{XvG4yO(uiOxi|~!a?lXfg(kt|z@ou|uvhy)olGwnN}=u8
z`Y)iDM;0B2EDZ%iZlcP;k>T;31Ed!~)(z2lcl~w6;<`3b28(xASK4(c=JPK^E})cC
z#_ypaG4Tkv@&o!TURC}`QU4?YgGc&zcn4@G9F)U473PKRgY4!F)1CIuRvMaZpw%`T
z@X8nZTxI#Bk-4W=2crVCO1@RQ<GlOJwGUp;$xmHz$=E%qCj3RW=f{_{nbNZo0-M^+
z$xn!JG9NhB;vz9|cx9h(Ua?*5i~;{2<6#b5Z<<OV=c0m#imc2GNR+g_f8A`7k?*G~
zd*7i)PjkIu{yHhn<~FECh^RKuXne7K>Odvd{k-jFk9N%IEOZ7*%mlB(H_Ppm5Hs*E
zl_-DZ%~f|fSg4C@?`*uGzIz%z2G|R%)%o7MQr|T?@z^x<C&G7|y=O{6(Pu{g=0g4#
znMM>wVG_;@2@S`wg@h?&%7>X}@8WN0<wAmx8h|Xv1&?vFDkmREy>WkeyuWmm+^MG{
z=(~GeYBRw(lhXofbJzgg*Jv(Z<t*m_9T`U7$_iL3d04w?I-@|1w{uG|8@zw1eV<yY
zd6%|tCp)G;qA*pw+$Z&3MzhW>PVQY)70WV-EW&Al#ws)x=BbL|vE!Aa*;>*s24XX;
z10WSm|1Z94P?7?b7oL$}8P6fj8JHIr#<LJgboTEKe*=(l8w;90F;pE3b364%``uEY
zfZcRQO3aKqvaX-u%fy?tj{#@<25(d+q7azvSV?7Sj<s5OjkPQ7&UQLCZ}ruF&xn9N
z=UZPZiN82uAVeOU3TW~nNRT6_HX2E-9a8^Az1OxQJFaI*qw!7JVmpf)t7Z2qm>*6+
zEO_W!S1O1~Mmci28r1@_Yc$}x9L_1}YXA#zbiHrLh!24}R;r3NN1LIUgN={9we~Jb
z@9W0wa=&6sq48Zm9_d|rEjk3TK}9xFrF3dkwwo>gc_5(U0g<vqA&1Sb;r)KfU*wA(
zLvS=#oCYhDZaN-~Bicwa$FWkAy*L&DL3QT$KnMs(Fj>MHpIN5K07|%;5WkfU9X!YH
zr(_Ha)UQmgst9S*5}3^G<_NMHc7=~hEiOW$W1biho(bz0^hND~U=ogn%E<p27B=#`
zppB_{BQPy9Mf$_4ZE9ScMnG-OEpuNH6TtQ3RIAv?hbV5iygj?PQGI6fbqamwjqB=u
zdK>f*6!+!zG(U+Acuya+U%9k|n+u&@UlM#)#@#S5(BYhT%IE@)b#-O943E@;`}&5B
zk34^iG}<C4G^ddH5nmPMb?bv!-&W72uN;>zGg7tn(D;(xhzfMe)?RgUTavte>&#Rz
zbSb)0wy>B&znt2y9{fNxI8$ty;7lww*ae*l0{YQ=^)qrk$*st)iJtpw3qE-um<XYN
z1NWB-_gN_e6eo`dJP1VPgdls*#9#6Wop}AuRdnwH-{%8Qu6&HI51!IzK=HZ0iGp`+
zK9`-MS1#LBA1OIe*O}nYJXi;dhy=*T_`j=%&oX~V9WY6UTOOnlTCB3{V81up8iUB5
zSsUJEwYDPy>ok>jtioYnjeaT#h6D?yGB$kgVZ1RgBM)d;;2f|JfPc0nzhB+GMklS}
zO<9R9frXfd%M8**@h}jF<2W`km-t$e{37|<2q4w{dP*i{f07g2Zn*O?IGW2Aze_w~
zT+_|vV7}n0dEF>&v*zM`u@-p^MFoL+PCjBtX|k}n5O)BFQ5j~QfI6Z(!9CgQ{m!FS
zAI9<C-=32$Srb(^AJKvb-XZB2{vo{uFKM4zNHlWXiRsCZZ=sGvW5cIwAKgyKdKMzD
z3-JdPQrd9m1Cr1ps}R-<3ON?d(=uZ=qrW{Xw-anc*wTK66t&^r$*;ube1L3?{6A^@
z%}DA4%@$!|QSp5tw3Ukts|pT-bOQdy*CwKl>$D_@hW`@pBIF!LTG-fs<Na1VIJeuk
z^9&QnqXJjwY03q8Vw3=(!i~<4sWO$@u3z%*joYFBOkc%WsA*BAKper{EIiRRCBeRh
zSM)pddz~=^#EBt9xCbwMV<N~$Y0z@<HuV|K4&$1|N9;3RgO$LOvQ^+H0(aau#{Vzc
zic@tox1P^`0gOO%zxwf%>pKJIe-m(q6J2EVns6N)UK2cgfpU1jXIAim!vYz;DX;cz
z*KmTs0<xXVdKDw^3^sE$#k+Tv_<)_)pP#W~$8_ej5)X*3eg?U-Ny(iJtUHR=e~hwC
zlEaKm3}`7gDtTszw(_6V9h0w}IwfB_R(BuH`}!-KbKmuMXCL0W{c!p5*S0+|n|c2!
z`O7yJFMb0@J^eARe&GfA#GfC0f6bcrAN&-n*SxRLKxFYWoKp|^9Go;%qtO}kj9WL_
z>M(VZjDx5vFPQ=v6|)OlFgJ1Ae;*DGg2Z3Bt9$O|lC}Jq@7`^F=FU03tHdZP)7xh+
zS*V;9{53gi6nJH@hy(~soXTS1wdBCRA>KH6XednaIQ-8~KKtN$+$#6W->bC3KV!h-
z@;9$fkk{bSf5HUCN0tH)LQyn|a~jlPVS2s66bgRKpdOuoljMj~0w&NXe+9Wg;sw)w
z9<!S&Hk9HM@=^KmCx9dSTRI;a+{2$~eR+T9{k=BdHYUq=k#J>IPiJo<(d!n731;wB
z8KBojBZ^2(juE)AajaX<X+~KY4y0i>vsvh;vr6{zBj;s~XE^hwZ;n^oGdQ{T^3sa=
z<I1*F=d4{)y!OKf+!t4Le|8<Lomew&%KGNzk2T=?xBjX(A}J1A)60@e(()^3Bt;i@
z?&;k2LPu`)Hz{fM>8ayq7NzF)KTK^f1@wf}<0=&H)TmgNyXl!nc{1jT{A;<NtAchK
zGqSAM?+MWJ7HUhz=fX9N+b~MYO(avdBI=lw6wJi849egAM*cwle>a@F|DNtUCi7=*
zRQ~+CyK(aO?1>v&p1rr^-WBXd<=>_8In+l1O&SK=l$%j#BC;a&sttpMl1iG-kwfJZ
zvJn^HaFx|22%@OMkxChR<Dsa5ovEoi2Fz?Xr5BNZ4GeHoAX_o0&12cnlz1b+4h?97
zk|+awHl0l}uqu+Ye}u=g=BaFcxYA+r!&PVH-ST6v3lUK!mNh|I^%^+GT{!C(>c~hF
z#~Z^V)bC>ZyQ=UA6Q_!a)4f25VNq1m;svp>EsL6?eGpb}d^EPRugjj;wXi9c&AD;G
zGH+3rJ$ujHnQVOE{0%h5fRAQ)otnd1;-k4A`)CbGsmKTOe+}{h`8Zss@h9>`+<+%R
zJzFW~GAX|Im~WX^ecv($pCiZvj>KX$cm=({A`rNWadQFo2F_2Uj%~~xI18Xy<lo2^
zT*WpsO*gjr&NCS-@uOLRdQn5HUd3@dk&#--4@@~h?IAUyEfU+f71w{oyy$D-#`tD1
z7vE(6g3%i{f5J#?yCI)tEB&R)`wj*vVLaEyR^B+l*2rgf6FY7Idz!?pg8DrfD#b9B
z-L8ud4@Wwko71|@NTs|IQ_3=>QjCf;Nl7EsKwcrfnHob<jFop`xy+(J{q@~R>delq
z^E)1Gx_0g5=9=n9D!W|o<LK4<`)i8YcXF#<eZyyde_(RO*osF7PClg(vKnjBrMENk
zeD`o%dsWG#m5YJCgFxSDAp(5hSY&rbL?L&i)*TiuilI6;&za3?)yS&`^5sy>1FA)^
z^Dq;*MpDB_D#?UN5g8zEd?J2F#p_ca7&!aIl9xBHzdJQD=W|A1)#6}U?`T=JT!@hG
zFWit&f7~YjLH_eEW#6{O{PjYFZ*kG~F5Bb(dgAcmBUIka{wwVJP@BYojfMgtW;9Zn
z@RT|91<p@0B?A=GN4{9M>xaizK2_LMx?yV7qVW?JRV>(FQu1KLfc*Le%&toluf*BQ
z?_aU(-kCY+^7YgtA}hehtpHw_6<(OMZX<H*f3%_~sNCTZ(a{R}(Y)Xj7?UxK)XnCc
zbehRf(d7dfiqwE14D*XGzxq|xI+v&wOgQ_CNg;7_*N)lP!*<@;<?fHbb{vaEoRnIY
zZrxafyZ`ITJ?Z7C-`#hAkP`}B?Z5{!Wa^-?7C}H7qs|>2&>mVkC`ED{wkb@Aq{(C=
ze_@dsbjOy?FnteSUgyi;@7c2WWJ~R{TaL=UeS=>ebgk0h<2YkJ*T3eY$M<j9mzsJd
zC2@m%?p4fh`@MVJj73vX(ATo71QDVU_#c7C*etli_1Mj7sr3<#6woXdSdg3lqc|V{
zRjgLNDqlQ$v~6g>b#Hp5RFmtRgw^c8e~q2&z`mNAJ&#R`3%jffn?1P%tVxg~xIQ><
z1}a45D9ss_pm#d0LP0@F3L0ZJmxQa_nJ6^q_i~g#_&NkcLO}u?IxnA^PX0(ajm@@5
z6@3LGB_=7VGKpAP1ZNKfF9)V76crwL??EJoKl|c`P3tmB%1Ro07GKyW))edUe~xFO
zqpyFMn_-T&mrr<U_?-N_e5vozx~z`b2PU}24;*Nys;#Z7tCb@j-`90#T*SN_XMIZI
zQTMuIO=>OsaGJd?<Mf*>AC?>y6&HHo!B>BGKBav8xU7h=(;S7RY}KN9UGO(=k;3zX
z;HQp)K8_(gAA{VXF<Ljrhlgu!f7;|tdsN=ukPK6KYeU@NJ37`lwqtGa!0Ar;Vq<gj
zqEz`J*xoC(_lpxt6Y8Jc>q}zpTDz|Pi8a1&0S~c(eSr8wf&A<EP_Q~q%L;CWiui3B
z8EvNUU_A~D#_z}%ADq$NKBKs;jcXzKDn3)#P(N*2eM2E){2S#63d@LMe@Qfq7^4%Q
z08j)+z=a22f8+&f0CrTlUow8V-99a4Y6H%yJW<qEte}x2LbZR@YKptKr?01UKh>#P
z+)zj{2Kn`Oz!!$B&hRkc7ZeCOwV(|N0aMlrN@f6YVw4lhSAvj=a!V_4;xs#i<3@P~
zeh)(9OWO#)e5Hk(3R4@Be{r2`@$JN~EtC%vW>I|j9m*^HvkY=$tx^M##Dj1KXHlNg
zb*duJ=OmQuG{?q`wR7R&HVs&>P30aVK<W{rRcZ#BxtPqsFrdg%pq+q^gKmzQ3OfpJ
zm_PT@EArbl4Flcs#j#}*>)TS~i=U^M5_&c`*B?u_WIxCCzw(|Uf8>At7vDwZuBs(@
zRN7q29?*cQx`xW2o&kN4M9)G6H*bItVA5#NkM-;pk|-Ul<<uYKi*x7i?xu*xF5Y$%
z<4dQ4cmh7`0l=Zu74ZfY)D^m$bp;J~|KOFpz&%jD=gm#4U%O|{_V1s1^t)X*u4i`F
zRCi@$bk_{@F<HBRe|KL+#eKiq{Q_oo?2zRbmfl}casSd~`^t##JP5wzG~kVf_zONg
zOmLeFZk;|ML8Ws?M#RLRpT@UfT!V~OioeNnl@j1a-rll?7e8P6@}}yQHStjN$rrCW
z4Dk&EVI;_<wAGh1rFC=tB)+{Q`?jY{vnSUj%Tt81d(tY>f4(PiZpr<Xl|S!O{5#ON
z0%#1zV1qjnoNE}wU=`Rq#NeOA9c%*cCJ`Ucm;zBSCm&Rpyht2zUu>aD2yy&;{fnP3
zId{kU2Q$?c%=qNGj#Q>|N8h3)V4Uxct4}FzB@yVCnBBghc+Y>GVa^u~cG^kkdGg7C
z?y_sBZp1i4e?T{=YN%8<*`{cQnWYNK+*Aysc}loBG(Td}vc??w;%8~0wvIcvex8#*
z;`#XLeRF*0xt6m93km{p{y5+mM{-6(SW*<nSz}ag9jE(A#WCVAXuSanb29@F0@Vh4
zeDS{@SoLK6ym#ifW{cf@3wKWY=GVP1b~e}UtC&7Rf9h&qu)6|RxF4;Kmu{rw<~m~2
z3er=X)-QPY(Q)a29GgDYZW))8oK(M2@xd8DTRvZ*RAGj&kjO}5C@2w91!%hfSsTgh
z?ZKc+(f}#95a&daw?Yv9*JLlq$hxPY^RapN9&LOD7s%&leHan?aa7#2f7#1ewsc?l
z>J#55f6hX{^$^$y_)v)RV29=q!Oe1EVIX|Pu>^nb!K2c{Q56bz=!+EN*d<#_)}HLZ
zSq&}o7dePa-ctaM{`6kv_r8AW=$XLpJ0zFB3vkijsZ;{eV>pyHP^i!s7f>}|;$xtG
z!1!so0T=!*ERs{R=J5A$q1?c=__j^hkd?c3e*&}d`XLGvyq)kGz#K>Dk4z9)LrNT|
z%s7KK5UZ6}BBVl*MoJV0a40nj=`jQwm*1eW+C`N{6>qnyo8)2nWt_PsBs!c|Ga;r>
z&V#GAsmx(m%|%!YJFr833GbAC_UH~#+;L#nSa~DYBAdqV8BB_6?WqlAqJ94vw`njj
ze__YI@%U??6eBI1{eGZRN8a6N1gImhTCLN%dBOvl%LI!F3k?rCh!BJF1Gwq;mvEE3
zA8(YO`0|Q;gqg%h@*}v@_rC8ne22V6;ValO;cFbxWg#v$ghSD$P`4flqjcF6I4$KZ
z5#`9w0EHM={#I*%uq#9wFXEYUlEZUqfARPVOQchBHct%;1GevqpIS6FuO*#Xbv=CL
z!<9PWTV9<vFE5|shi~?2z&}#k2(-4*{-n0aCAAIv^o_e1L5^XIWHqBb&7AxEbze1s
zgU`zu%pt)*Ya4J;8RS)cj!DAjFI^H0S8Wtm4flIypI}3J6!sie>o<oASU?%`f5%*)
ziC83vSjq*7GW+6Mmh>jQWt-a&C)grmYh2Y9OX9-i>B#R#tC%GGTXsF8g2;fFB1Fb$
z%_P{EL^K1?sL*QM3i!0AGN{*iJ2MN`0JoW!>6))#jeu5XkQG`+P*y1P;nVC1=Am1E
zkFH^x@##-LMZq<y+pSTJS`)*bf5V4qO>1}-^P6?#jXfL^&Zzt<&gSF$4dhqxONKa0
zl$t*iHS38Z<&(E>-;hglD%j7iq3^pRp>oxlj7EXmtc|2E{>S_#o5}>#KxIp!zeff-
z?3(Z-t4{t;3i;}&K7XeA<guB6<H@p-&MkPzdowN8>rMP-ZB!7CQeOstf5?}Dw6ndT
zVH1lIE`=xBv@iVh7}Y0_m;C5F7`5XQ%t0;%GDP(dr>Avqcp%RX{yf)Sv9)^6*2>DQ
zbE>yiFjx9_6&CL5U$J}IwB1DJ{!fH<T!0dZ%pof>F{R}71~PGbsQjVU5blOrBN5G_
z<FnY9;5c`6)Of|H@h?V=f6uu&t~QR0Cn<2qJ|PQ@<ZoarG=CFrlfS_n`7@vs^naae
zpnshHix<+zkY^qb^ckc^F9rH6%0#aR`W$4we-HF|GzNzS`U3P*1APM;k4uz3D4-s%
z3-rNH;T?g#fYf+zpg#uIJP_!|LjQ1}9|!BbXgXSkmZJgWMhj67f9gdmA>Yadib%7f
zIvDAK`y5!)g_c6E7PY~>A9_`=XBk=q;~jL@G_(rty)fpc^T`z2O4!+tCPHnN0q_^n
z6{}D?N{3y`P#+y#23HSS0+70)w-nZpT5eeYXMX@=%5A79f>ldUC&~eMne>{3X2QBT
z@I7f{eQ<T!$okuzP$xLo05jwS3n?wuQLz6pyx>WdbN0j82tSw8lcZBvOW;m8(*yH!
zPzkC)a{*S6=X0UgNqG~5SV>p+0j4FOjVtMWA;7JnTm$_78_Yh){+9~#2s?i^Fg`vY
zb98cLVQmU{oL!R1Zi6rohVMLukLe)-8v>1lkk}$|=%Ug-05L;~RE%ZFfw!-jp@~vU
zfWFy0GyHB|6_x5|=DwRz)-bcKSFM3*yc!AY43}OxT(Gv6^G5iVL!%wnCfCa}!%(Si
zbmEvX_rrRp*(_|Aw&NL|9QS|Cv|xI5VY{!qwp?Ge{(%A1%seMaSPPx4^wQ|pW&q}5
z+P-S7zn_=A&ACT>E*h9X=G2WGTbOhs!8GauPVCu}u=r$8;(%)Z`FTib=T3e%2E%<D
z?s>vXkd8zlk`PG#2`L~t5ZTX4QH~UnFQqCGRmmcxlx`?F5#^NyQeJ;p5*|My6#~g#
zi{ukgFD2FV=!P<VpzMM28`%YHlSY4Y-}kg7QM7ob`Aa0etsz4rr$}DVHYidAL}UzT
zxPXiYGKOT#sn<NCQGGJf8VZk$`PM6SxBj<PUpG<6t1(s&C_)s%DuG_XO{aR)Yu5Vw
z0&a4@jtXUNWOH<KWns6#^ay1Je>n;-Ol59obZ9XkF*q?dGCn>ab98cLVQmU{oaKCZ
zd{ouh@HuyzHIvC?UuPzlNr(g4CS+j=la&Ml*&zcVWFsMLfeErNVF}BC$Sx|P1tcsA
z6F`VaRZtWc)V6lfs-?ABTdCHneOt)f`JQv`WP$Sbd%xfJ`~LcJ=gd9pfAc)&+0VW6
z3&IE?4eCTJN?zogy{OBx>dy#;DiLCyUf8f;c5d=)FGBfCpuKrP!}3Mke*Lou;V@Wb
zn%~~k@I$~~K1L|w7>vivS+Hbz@#C{#F3v=V%bYW3c7xvyemBhh0m?9FHpjM~tA_d&
zDCw>9SG0@`DEkVbsMisSe|NVmYF+S$@Way)QUDD9eN9W3n8uACaRZ_76EMH8X+guH
z)U)v+2=R*mABPC-EJDtM-`<|(KlVqZ2FQlLkKVoZU*!Ht@v+3ahdjSf9a1(zQ$P%o
z|6rZ+5f8vr9f$EW)gcOL$RE~`9{ApkLeMP4!%96$LQeqJm;E;ae@@KZL|4g7CdgN!
z(E&CYZQ-pbjoXXX2~VLG{zKG`uc9qXEvkT$&CNj$7;9w=sFK+WeG%vY^DPP{eNbM6
zG8;-Qlo3!iL0JN2rf<BJ&W}JjzIF$>vrCXsF#;{+{edf1bc0u;HT-+%2IqughW5{(
z{Uy4=jD-^Ct>vK3e~m;p6shQjAVA4NYq$@5_rJkd6KVrG4g4>Gp6eiqCKSUxjRbB5
zNOT{X!W>4&3C(b~0sb;}y|<6aL=}Lqj{5?gWq*mBaCdTRk(23xwKd4deTB|4JbH%V
zy}P(HT0g6pgU*tEz)j|#g|e6}fb}21K0ih#7(2>><_R_wf5s)Fc#c5~`zqi=D2tno
zZ^J#0^2En`AOG^9tbk%9bGRt9k~@mig%hZm`31^n{|lAUHNbn)$06?>b^&^r_T50K
zP%LyWe@AEeacCvsH+};}L4OJ3L3yx#GJhN83Kld%7>&%p`%#qd4=BRly%LcHmBWz2
zjP?EivbX^EfA`=nfUHLM%i;b4bajzCk;TwLWdSnd?gHNk-ycwfFHs$p#oBud$l#yA
z|3~5e0+c^-@1n&6a=5<`JtKFJ#XSXNL1jknpi4|B$g>5lQ5-;vK!z1~KInEMs$gBf
zON1)GDl6~|6bU5)|A=y!w^1aN2$-A0GUzny@c{lcf5<iql`*ZT6v|{QNJRhBgeZ`u
zET3Q~*-%D9N#lr>Rt;J#;HV<-VJyK{M7|O9@1k6QK3a(G`Nm5IWIhNxp&ve3&z(XY
z>{8J4xu7>&(KPM}lnnQ^+%B*^0}9|SfPU>lE&o$^#BPYoki8ZPB7OvRp+y|}C$vW+
z6VxK0f98kQA}>zCmCP094d!F!6BA=nnKY&#Q-mqT6l;nz*-WEN`KBeN=ghIOhS*@q
z>-BiOlo5Ua<r!F8ao^fNQ<y1=u1z&%Jzy>N{^<SOd(Hb(uTx5pkmnoEUvGVO>o>Q4
zee2S#3%AbSa^HIX){$FJ-P(6+&aIKZ>;3Glf6xAj|A_u{zvuiv`uqQM-}Z@*AAIb<
zmd#z8Hf~toxo+*6)vH#nSiWrO!%I4xix;&oTrhv$+_pKbEwh`O8XM|o)y=G(G2Kx!
zZEAH@WqDcYl*uKNCKeY>C>(Cot5qX#k4Bv*=FL`*9D#b&8mMYUj=*jq&#j=H?ozAC
ze{C<XF;A+fDaemBn;ns&*==`omI6{5nq5u(0}cQIt6(jFm{ciFDxY3sDsa`)LFlQv
zrzMYP4vhI~ZYHm)#$9NI){yoD+8$^Y-8Wp^KP;NusLbVR?m?^t`t6ZDm{$0_?GD(9
zLv%M<MYC8l8|L;Xk=9&Qp9eK<e+`=^e*i>NuO2l*X__YXVqa}~joVb;;wXaIh_Sfo
zr?MA~5|_*Mdbg>`WO54@v9YYiWp?9wG1Awrr~!`QhDeuLG@BfbUhmZ?GFvnQEC%KF
zh<Iyxj~#EVoL&Q{+@`HnHRl-2<kjaodWOMRO|J>L?X;I6y`+;gOr(J(VUWx@e@02?
zNA}v0yOWM`w1c*rU>CGcp7f#}w6Cd`k^A&AqBw#GMi?03<Pm%SY!3RAa$l!Bd$@15
z5=Qi7<VD0_<feo2A8-jIV^{NbrCnv$GJXumf^?mOp39*9DvZu+u^*1?0hkrEyBBx%
zsO*uw6jFt6W+%)feVqe+KslK<e*_TVlQ&*HxP$8HHRrVm;L~rIkxTwYjwtA1rdY*6
zwJxs#=@s<gDb{*WZPH{d1tw5yx4p84%&m_Eod@mCA31_(m#Ida9Vt3`f`VL&3VQVV
zyh*M+P-M_Gs$e}0LR`JoC951!G*Leq)ReUpH;IMyFhvBjflo1XHBB|uf4dv&txz@T
z3tfdoD;mgb6w<@6mLAMma5l;Yz6n~lTAZEh)`+<SBjeF{c|;&13NhD>Lu9TOhy|vw
zHdm9_2pVWFt7(mFaWnvIw_R*-b7F2}4~KHWUcxYJsh|f<vBKUafew~h%VvO)5@wiO
zu6$FEor`N|Y9Q@=GuXY$e>WuN=R1b1C@{I)_J*c<m{H)Mlfe?9vp{SxH3OGnyTG|h
z5vtRtlQmV-Yh2o9u~`HT+wHCf*mk6;$r0&tG*OPjdLRvr9KjEIC!cd-h|OD?THp)J
zqOo3VlskxZ-rv`He@6?<8rmmLB<ScJ)4OY;SkMeJNNH$xv!HQie^awVRvA=A{l<Sg
z2@jcM0+~|aF8!GP7WTEE0UwvU_1@;3fo35o^}w}6Sy$X#9MQZQvwLo&d%nXuFr~rW
z*=TZ^^x|lde9^@dNU3-8Q0Z)HAkIl3x(6K-p~F<u2)Yaa3+r9|8VAd`xB*P=h1PpO
zf=k6!fSR$8?YKM3e@yibQ++-3g7ugqO>Q3Urj`bxT*U2`$@?h--w(G2S0$`P#DF5*
z3WxwL4YNfvcxyK?TABNVMh>V$l{Ib@>2irKHwF?dg)kYw$GL^LVseAeBCFUi8-z&k
znHpx(wS_<~<qm-sSs<DnFom&DUIOF5TQridCKqU<dnQ;Le{TtJ8C<3;7kI6i;BdLP
zrm6K17EF3mp^1vR0W_H~p_sHB07#ywvXF_eo_^xo3#>ge6_&vs`f0byla&-IP*zdn
zF6*D7pdY9#wz`?nOc*4a#}(i|I4UT@Jl;|a?6redMUvGfH&a#P6AxWqOqNFW3rt=H
zJ=E=zuxRe5e^(>ZD<c)?M@v5{i(6>{LAyDiK^|6+?F=db)PZPu4NJ+DHvn}&W%7;C
zjnw-ZoMkrMlN=6B#C<}d&>)f$+3S6^418q0NQ%Qj&?_k-vVwwk$$$yF1Ty#_R`@W<
z9}W2w(=80`R@0Ay(oDwWE%Em<-p4(l%Evjg?~mvVf7#_0pH=$oZg!-5j>Fn4uM&J7
z+yovKJa<z$%{FF$HHc;f_%YZ%Se40LX@wv{_qIjm>O|Q)5Us?8A}RzO@>Ng>awD+_
zlP?6OB^J3EXb#lGa}2^tF_YX>VrCD672xfOGt&EM!O^>#>YL?24O~W<kz+|}Bv3)C
zsBD)Kf7eu1!$)!ssxoozWmcaS%il|_1LMnxO)C01sU%~rfkB>vTPEv9obP+7Rr$bG
zF6I9WnbIdsw~CGtZxpBe&!|{gKoezgO=M)q6J<X!k=V4$MO<6YOdYXMZCn8K8-TPd
zATrBGCGci7kWxlaD`^jHg1IROIkMO+8W_;Sf849GYHMIn57b<ZlxM-G*XyNp%d=%B
z0NrYftmnRA-)dPqmsuT9D<q{JrWBImvm}krO11ZSeIIyPrmA}f#Q|U>(2D~QNvj8I
zAqVCndB7NF(gV9jQ+~z)snB+f?!k&U-vpjaU@W6uE=|AxC+`16ICUVJTq1|-{tovV
ze~<^r+V8<5%KLl$Xtz(wegk*X=`#m)o?DYg@)r`DR73$1LB4CQ`+N>fCx$SFb`et?
z+8aiAujqFP?biOa{d{YoChc2$UvE{-8t5gQx=tdA8^fKCGm{cYSVyrD9dEb#65TaK
zx*I6C4OWw>4f3o!4A~Y0$~F?JOk}n)e~vmi7bHAw4Gq)}(PK;)<WdzRJBAa0s5jxU
zXsmn~5`E_khyk3XW^81Z1I`t_-akh<WLL#NkcU#`GMV%NFyt~B;Gp5|qU`mJiL?)*
zxDe-?MRw2y#wpJu)N2{nq)K1{IgzO|Bh}=T*MGn|X#G#aCbAy9R4<w%E;kcifApd{
zaRsCcd7|57ss*PAp}rSQj&itM5K>(tIZaKik-y0x?nTK_BtIaz%)tEUC^)MP?a)RM
z#cSyGo{l01r$M~y2k<TfyrkypN8F2AABdKy9G)R79(?FtdJ#lpQ6_|o^Wk>Yx~9W%
z5e8!jdLKQct&4I{C_vC&LXh3Ne{$@K>J^TqnWe^uGrh(onWv2%={Jqebgyx7`f1~$
z46m_$l-Ib>R%cvb^BU);oi@%(^BU)-dW~(#t;RXYUSn&r)7X++V4R)eH8!W*G&ZG_
z8XJ@9j15U%V|`+&aaQ7KV_l-xI5RQbSUb{doH3%#IDLfI=oryztg+S^f2UdZ8mC&l
z#_ET>#;SxmV`ai=V?~13SU$YdST@{iEQR}&c&~ACoYz=l@fs&tI*k)8c4P4{udzt<
z8Yje_HWtQujRmoF#(eW$W1iV-%r)LL<`}(3yYaMfyvb|KHnkeZ#dwWlqrJv4QBLFN
zD6cUqs??Zazm{HSOtY05e^ZjJ#)RRe#^J${;kEIRBaLx@!lH`^uN@YVVid!T#@KML
z(QIrrngFUXDlDWnCM?Pr9qKhkg?NpTso};MVVNNrGa^VWl+=R5vqQYo15*su0V(=w
zgG2A|OVw8Msa&<z!8!c7b=<cc>+jW7Yf{zKid3N*&qCEYhuR@Hf8H0q6&U1bN9)j8
z^ey7_5I<9u)odzLt#mLBe`X!?EyL;&Yq#^b7w>XcSts=>ycLt&s<Ihwywz=~B;Rmw
zaSL1BsCxR0njVaII=UWt1V!gga__3FImaTXLN3eXmDlue>`q5+2eKlo)!G4fS|tsu
z)z>S3;~^I!O<MZLe+E0{rB=CjX!8L*xW97GENFxwAqZ*siztK?t_TGo<oyej+vF~V
zcqQl$hWghCp%ds7Isn&kv;nTuP+N?iMvtPC&~pPVKrZwInum6xC(%lD3_XHJqfO9r
z1p2>0U1&Kjg71~ka~R;9r>ncrF7!CSI0i7>u<kf|jzU@qfAD2!<h}<+o`JEI=qO-4
zi#DPi=paB}j5^U4!2cwA7Og>>(RQ?-*3SUG<!CM1iuMA|6)=m8?E`q-!Zmg!uSP-M
zOy)4#J>=2ZL#T*eCvX&8`FJ6I2EU3w!+&G6Of1vLY-L_&!`KS;3HI-tj$6uoz)5_f
z?^-P=g>1nkf4m|5QxT)cR%}w7P+V5rQfig4%IV6j%D0u0YKqFGx~1w<4_8;HkE?&K
z{)Z+)lMYuIT#ayD&?0T7c9ZsX?H#|>ei!^c)){m~y6L)8x=;MW{O9`j`u|0rsb8o+
zqJKLeCZHr>M}Ygky*_*JWkB>&|3A2*=#^;5^<7nPf3?81{NFCukn7L`uD9v+30!@K
zzQDx5Mz}Tv?)g8s4hNnJycqZfT)+9hyAXMze!%-jya{Z8MgAznuEtoQ@Y6UM#tFug
z8em(Ul$?S^*2bo#+fqY<g9I@)4i_v)eCyMETWUc;sx2QM;7oVU6^<EGSTKG(qA<6x
z$C;B9f2IQIFY>sPV+p*}h?}VZjTKol6g(!b&BDZ5+ARD<&)*n5DTqfc-rGV3{|?fi
zP!x&ckqyP#1BOQ>#`-xUv<3l1MrsjHfTbqs-%TBFO?{WZ>?dthT6$=#5F8X@OHCh@
z7H7dC4*YM%@S_KwJn-bM$M-x|UQ$wCRZ-3sfA{@z4{M#b|ImRacOTq+(AUks^X<nU
zfB*f*AAh^-<jIrIJ$LfNsm41KfoACc==<+K`uN-BCr+L`ee(2)ljQA0yZ1K#7Jn02
zP%;{etoCq4Oa_Y#$^ObXUZX)HLo`mk+L?k_vIoNAtfbH^LueM+L<|N>6*wDb*mPKd
zf5mtmBgQ7;QEAYV$dFs0j*&Nzf$3I4vtcxjX`la8^~nwRKt^HM3DfKnZ2A2Q_Pysj
zcD%QE%C6?5s<av1;Zxej9Nx6`l|1R08H+1Q)+}!0Z%*3LwBf=;X{r5W)27d=q~G_9
zair9qTR->U(#*7Zt0p$@Eb04kWX-}Ue-A%0-OgEORhM*5DOf+Pl)Mqfs6x8J#DI+T
zNPXUqBjN>32~3Ls+6AC70*8umYFv@Cx#j8Idvey#da7k}4wG^c+i~p5m!;$%pOM~@
zZgnolk&yEdc-a6?4e$a8JjThRBrC8aNR1U@dIW4zjpJ=05tvcubhSQJzdk2-e|^K#
ztz9{cty_9c`s1>7I2LC-a}<xo!`7{mekWZeFdfWhP7VHFha&BIUZvpF8rBapT8*IW
zL?{W=k@B6jgz|w34UP}AWbiDrJq~Y=kT(Bt<b~rW{w{5e!d>w~kkrv}HePzkft#g6
z4qOm_wgW#x>25_|a>Kb-L0@$jf7B`!FQ6owEx-m~&B5jXF~B^^9AIO1;6qaLHmMmO
z+Qx=#m1^*bt@spOUn%_)uLOUtM%wdyCkC>>Op;S9p*lt(W-}RhfuA8G$GkdtxLN&8
zXz}sx;<BFSi;ye>{0WoGECQ`l_Ry6efl=n*3j8<x$-aH^9BSX_&p@C0e>|(w5Uop2
z$rxhI2l7*Fg@v}1{5eBx7?YUDd_-+na{;UuE75omhzbmf`N(tY7-Qxy5-Xtg-s-*0
zSwZLZ$b|HlqWyShFz-k8o7iR$qr-p)^w&VJ8u%as(O|=<G$u}r6&TK%zNB~k(O<UB
z`tZ!NznatcdG_|ji?@%@e|B|rxW+M`o|C@1Hv1ed|K=~a{Dt$<+1u|*f7`Md>u<h=
z{kLtCz5`m}h{e1QwD_T5yIP}G3tG;JwA6#8CV?o-VgNBA9rnlZ*v7nn1hcF$eR%gY
zyu-z5$5c<Sm`0j6FUBbVYc@ih2>vG;h1xZ01MiGvqM|SX2Hwy{e>RkWN8xPP4Iy3;
zpUv2)-4cThHgjTMF5a?W|CGJU+m2K_MsIt{vE}u7wa43~Ys}Z%@gobL>uz4Xu_$*@
zO38@2Gs~B}`Pu^MH3i{!E$}b`@FpUo-Jj>8qQKD&8^JpRwLVUQqp%sWh`thB!7@(Z
zYy7AfOg&m6Bvhkpf2q_Xh_NsyJ{tx?*uR!+tvz#g*^jR*xjucyubOY1YkG0Rp1sSC
zPusU{O6Q`?s<JQl+`7dzH13*VP=;LCv+nhFi}lb*+taRD4`=KwTsN(Kg(=hG%%1)(
zmGubV&wT!6(AN+`sSpA>k1=CVa85>MIUy7*fS7<t4FE&Se+&{}GDN~9ZvJnNc*Zfk
z&;M51$Z#xH2Bw5d<8Y<)Jg(fq{;to8Kg)1TE{q-S5IyUuE^Y$eM1y?INVEq;golTO
z7!gv&L~>4l<q+-w8fti{_wmNZ5fD}&*d&{c8QcC(R&4m;l=Jnx;tv|zyJw!in!PW%
zDwFxO=aMCEe>uB$_N&_teDv_};fF`0P1wC~&(lHL4Cc&1X@W9<@?Z(jlMJ$oMJa>_
zhJb{GkPtzP@pJkKyiAV)=%G9aOv`3L3ZcP?m?*o#HmES*+Zjw_5fN8#Pz<xgQgiV0
zr$^3-waiMs{L4Cp##p~?M&~PSi{5{9-i5A-`1aOge|z>e@2iL}Tgfcm)c4V`nJV?8
ze%d3_*UzVxC(n7~k;gt+R&nGzsr!t3*NMutIk{Vx6axQdg3Lw${{$3hSMdzP4wwhw
zml=bP3dT5=sp<Qiec$sOA9Jwt&f8%5#I6%ypGMHiu_(f>vxX_tIV9@+oJq*H(SX6w
z1;UMCe|#Go8njqn$W6paSjW)76@x>m2{A>WZj(2Z);(6U>{q*<{AlsiomIsvCM>>w
z?eH@PkC*J2HLP}hJ|4UDK=IlsB}?=7^Y4^Bx!BRw6mOlsr+L-+`k7}}&E7xXGQ4Hm
zjP@tX?{+WRy?beKd(AMvxS31Yjf>}&v`sRZe<shJICqikr@rPagK`Tn_~gce+=l3p
zth+%vcF?*Ept=LG8007KB1G1$M253i90$L6+PYA*G$+6Gt2#j&)8MLI_tUnH4<4C+
zp{rOjbUnLsU(5b-5F9(9tMB7uGd1d6e*Qnf!Otg`r_6a{$77!^uQ>WQTyy5^?h_Sj
zZgX?Dc1%En`5D(p^CA7EV1I?v=f&^$;{gxy>G%6~_Da#1F-7^=*%WpT#GX!oO>Eh4
zDM+VqV!l&N0%I0|J`jWMN&aeehRht(+Th`$Iy^sRRDS-bl>Bc(i@LjuOMA`~G2aa!
zV35)KM|Lci;1dZJfAOc7q5@sgG12%Q%%+%0c~fQ#-@LNvi3y`CUR`?i!?6n|<rYTt
z<ff$*6r`l(;sa@A9nG0JGir0@w5N)jt?93H&)m3RTxPW++bsS3o*Z?lcY<(<zkqU3
zDN3*h7MGNS1X{9Lr>dYJn&-8hiK8HpN4yL11L!1KCbbpNmvs~g5r4zPSdL^s29Bg@
z!DQkv8vBOXQaJ;bv$sIv4RlzzWUblgn7L4+irYKy(8+nPbvaI?24QA$M&69%C#3J(
zXQl66s^5*n-(L9#N6p6@zmrZ~T=sjM^VYBNq@UjXW^Ub*1xjsn<;d1`qnVFqy|8=g
z{E4Nl??1Qs{bex*X@7wwUNe7EThIJgux{tVx1`(M?@E8zpB}rxlJo+u`sOOm|7K&4
z^rG}c*XlEmVqWFfcu4-8AMeLsfy~_iS(Be1YXE=2GfoAoq*9{>0w!-JNj$cxFq_Cg
zo~mHEnHM}4&p*eEeVoaZ+D;3RQ7Uz4i1G~nKuYGX+{tHJ@qbN2MNMQvc|n+DLnK$e
z0e<NU_$9yu`7&6fN*Nd!6@{V=N@pZu20bZ_dx2&X7c9p<*~^#%&D48ZaX2>14o19z
z4`X0*&gvQU`>NLb@sOlCg~MLid-jz+oc!96;-g#ni^r~4Z>b4T`<Lx%-*R~to40nw
znuVT6J)b_lp?`Aecp7ikfZuzE>aG3~3J0Cgs|K=}SdxL$1m-^3hJ-2-F`KpG>XxF8
zFP>|BzM{;%;&;+7_s=|!`IGJMRpu9V^P?)C`fPiz^xZyl_`aCv7jeax$8q3|1tSu6
znUa9_zz@D0_yOm4z^oS-X8^Apl1Fi(Ilv4`q=3xHihl!aCYXLfI{m%WfnWR`&OLj6
zqvz6(?_=<@%%A^DdZC-YcvQOj-F4W|-39m|Ij;j8>^}g928G+Tf=Y!U9yrxlIq3dK
zh7&-NS6bMA^!=Po^sHuPd49scLGgeTzt8jey|7foy8B^KQ2me~^YTH$&Qlc3OwUmO
z;`wU7%ztM-6ZmW<w3uP@L4K?=idPM#1)Bo~*xb)$5=i@n02F3nZ^!os{wTe9<UFqY
zX60||a>`$ubKbjU>7DCMJ4Z{W8ObvyKJFqe|LSvG@zThIePZf9>F+OIlD<0-s>iPm
z?1hi&=ZlhMc@3~1^Y`$D>;^I#8+_aNs8b$v>VFiAPBA^6QaBFoX4-vlu#@J^+7~dW
zFy%&a3dv1woFX|h!roeG9iB_iI@$|x)=`ku9p<n@5*C;aDy~T_i8M{LX4Yk%p3yC>
z(`k3BH6!NE<j>rhwe5nVpKk6;fTbhxnPrqZj`tf%IXzmMMXaENgR8|h%zgQm=et9v
zPJd-BAA?W7>AB3jxx;fEwh*7QJ{SMev$<ckcL6SsbQfVCERx~LJ23~}IK^y(-TdL8
zZ>~W06N;kj{u*sC=9D@$;|$d+>7oHDun3k*=l~jQ0di6<Vs?@gtmFjla36kOfq!-9
z1Shac$)DFHEZttz*UVqMYv*3QGm$-!vw!hn>zyBbvKkNg0*T%+T2-J1HmvI3aF)E`
zL0pi9fV{@P-uJnZRq}^lV<Qxdz(2#io3iGS;=W!$kSVU;Z)ZzMTp&7m1<o=7@>xd5
zIzxEXeP@|O?9)bW@Gzrih*t7frk=d>>?u!o<vu*}^N(=C<9C<L{q4z9AI<se-G5V`
z%ws-1DSiFs{P{O<$jMu{;>u;|>=&1%zwO(H^_Sr!JbsV#J(B$Z*8=;~LR^L&`m0nL
zotANGhFTV;&X55&AO`TTO*zYD3IPm1ZtJJdoI8aVzW(%%m+CI_7e9S(X7{>c&sF~7
zZqIXLw=CN8s2l^=NXO`2L%{oj)_=!BVCEE&k-VC0_+8?4eVY~(aPEs0{`1ZoukOM%
z-%DTkMf&{*23(Lnc{@>h3{PbKGZ*^#@E-8NABCZ4yH05^XtlZkfACj2<<LXXkOUOy
zH1~6a#0IAF!q-cxwob;o-;kb=J~)Nf|N5)*C(rX29Ty*2@??F4r=4l^9Dn97?)ALC
zXXpOavM*=@|Bt~hC4oNc^(bh>@Nj_}7R@@foN9<wVPC2{c*=l!BHN!8DC8JVlie7G
z!|T6#s&e1zq)ES7y6|9W?&F(g?yOH)_KR%~zgan|w5P6aeSXfPOV?kh!(AIL)$3zI
zjv7aeX`eD_c4d;ew0TqY!++h55tcpX5gE+|lUquyNo|kGv>Jd%mB1qf$?X*^%ME&9
zpT~ma-pp(}Ev0ceQaW!saDc9R5%fHQ+K~QIpo($ohG;o)J)#LwCnTpe0er-ozL%x%
zq%Tfie|__5K-f3s$-i&MasOb?^i96}cEi~Y_5y`Vew=!p`Xiu6#eaZHaxyYKL{8-S
zfeptnq2$R1cir>-Y0vlP@YG;)gjyXD8;q;urwV=JM$c_bOl+DrhJ6)a#vr690GJ7o
zk?546!&v`>7(KxC_i2HA2qCZ&*?1jGl)x4k!-i(F#M_YylM$#WkXD?QKJyEOAj4<^
zLj9yKPfM$NzSaf@=zj!W9~kO~6=$(Q7Z&I*D1svOUlUT;-#k=3d5pjR=#r@;`VxS!
zd5Mmyvbgx_n&~6i?R^WAYNwToDf5?(XZHb}0_^=DjUnKR8D690u$uT{?p|LEgsMp9
z1djONRq0`={RR9dY0OXY0^EK<8p~{gD0zpu;(3vo;F&PM(|;8JR|(!gE3gQJtYDm+
zkFE0FZNw2^8#4}fU6R62Nnw|nkC;#U)_dM!lGrV>u1o<q1vFlRwJSJ|C$dq>v7aQl
z0XF&R20ag&xq?0w8|YE8Z}#106FRxW2RrY|&;E`}SD1NJ=X5WSkS}1!m8s_Vk_Kj;
zGzMRnKE<MRMSr-n^-h?K-zHtb|MIOv3YI=Kqz`C9&Gb2$*#-+f#cxQXFY{k*{THwk
zd;6rDY?rr4e#XThIVBinX1n^9vD>7ZtB9Yd^WJ9P;ijW#G#rU`gTi9b!~_N+jmF8T
zouNn}KWdea<nj}O5C{$N14p`HmW;vU2OK=G?;$Z${D1n(D@@A7=8dzOpLAf5=1*6)
zPd!v<oA@d&>b`lxS-0mhH{E^J6MAH9c|zgN1;^Y<W!_F_YV6v$bk8+~a_RiK=|_%G
zUv?IJN{0{xzIGV0*n>ilGg$331R9P08Yj<%hAI^UkC@1pm71ZTun}Kk2=G155EUR}
z@F~%F;D0H0wSrNNJhkb)9~Zs5eM9$1zu4vY%Vj&pxh_8b_+vtlv?_0{II%_gT>8_C
z(uRh@y+V-Z%FLG@RlWb)TOWM*E0Bp3c(;eE1>Wf|`2!K5XyA0o51e=Jab~{MmucDe
zhqYaQ*<bN^N^0uHEazjBigz!Vwj(QJOVG+YFMq%3S!oX69%O2Kd3)EDCQJCfs2JI&
z13qpP@F7&@Lx9?;M^25}XcQFAz@V@&8U0W`@UcvQ-asCjgxV5mW<*67pPD`nQ>lTp
zm{A{m|IhcPZKyM8Ipy)q;R@rdjpN;WwqJVu;A25J3Wq^lF(*z=G0u<0m;QD8P)b>n
z>wm`en4jJH`kl8w8K5f=_z((NKUhbkARv`q;|%j@4?Tv+aV8p@2bdu1kAb{cP?!@L
zrh3PXxgHIB`Q)5urdA$pKm7HEWgqSCI_%Hn<1x#*+SR|?-+J}!ILjVO?D{(|^k8<!
z)-#71_gBh3j@1c9h;-oN1Rmp1!5OH<PJdQSt(<TpiyD|1AdbqoM=SzR#5^W_d;Hq9
zibIRWw+*+(R*#r90|&5g^o?fUD9b2zJzo)`+o%a#wXuwxyNps0m&DaUd>fA@p^^5G
zSgqY|60))q5>P~FXknnjnT-7VeXC6lvTs1JB^1yXDH&wj@;7}Rf<w*03i|p&jDL-n
z)np8PDZ^QOfzgVo`h*1f9(WO{;otw}FB_Lw$K@4Fo!5AIQ}mehAiVtTnBkvYON2Z#
zeq!3y^RGz1k^Z{%ykqQ=s+T7&9CP5}vgIq6IajTgf_}2Qbx&AOS=!hc4~gCFOS@}$
zl`t<neqr9RtIEh+t0^wvz^;qeHh*NaPRPv*O`M+Rn90sx-mz-cx|NHT1HaFLFU$cw
zj3E4uKu-T~wUgrm166}|IB0|NBRi6@%8%-ZtF7jEO>EodNt=2c$JVT0xqJL^Ft?=P
z<*}nn6RO-hJn76U+qTZUu)*^hU}4ZR;LPUmf1vN#^p`j_D>xY{+V^P06@LSUzNf;~
z$Ey>@j7hL&WpPD!d$}U~#Hh@S^z@9(QJ|~dT~ZK*rAJXD$_7Pf1UN*<0wdr82cHVd
z=ZL@|k5R0)k|?8ncz)G!`zHS^tBghp@>g$BYf75Af8EtIKU$(_$Q(s6Qol`jH4JuP
zKqh;j0eA(642@Dy`}u+Ss(%GJ+kiMU#A#)a04JY1aFxI)g3F`u{MV!j_@f)rnyzPs
zpuXP>?-&u$V#J%I5uP24Vx>g9BgKWM3PJSz1XhXF^7+Y3GWn_9-TiZfYhbJKXt+Hz
zDtefO3k)=?z*5Z$XM_N$Ot@M;chD>-Aauax2gsU7Dn5TkP6(k?z<(id!+iA%y~jEh
zKfUW&+w92;HjM#SqB1wHE?jdmPL+OztNrQEJgLkZU0uEBJx?-kIF^o?-m~6wg)4e8
zYs&DMvu4di1N_PX`htmW`3p{72d+Lqr9$`W)_o*VI+%;E-2ipExQ}2K=Wpg}U-^Zs
zO7FeyxyBV82JIT~SAX?@Lq4a(=oD~H(F~qbXlP^lt&<NL%uoRvS6{g4rKJlmbrrAt
z{HX)Khs>^UPlt1FVd0)7r=MoxwtTo}^5i`qZn@y;+Uz;M>Dt`6*EVf@WzHYuI3|T~
z9e_6sVlDV@gWwF%IW^kYScS$J926do{ymQM$1li^#h5{shkufH6u|?O#WCk@{;=pB
z*R)M_MlGxA-WH-X)plh&x7(R<k1T81n)eu2D}5<_@shM5aY|zR!UQQ>NIjBTnX;qi
z>?YIpSDP1J@4WT}rExLPm<BZV$6B2;7@VmAVyyyf9AfRi#TXm_-i$ufV*-4x)s|rk
zz(85XfV*OMf`8g4p4$A@4~uSY+ju-l8NNvhU$P^I*>(Pj0|%rK{HypDOGyian}`>s
zjja=(`qz6*{WSMR@x$MK{nlH*8_*3lj_O9Z-4Aqws)j-_$TnFsd;ymkRE(dPi=u)f
zbE9(~u1W2785FVg>$qBl@PtA+s%d+*=K@#s_PE*dyMNSHi0MlJ$3r9!)fwVLIL;KV
zaB4Wsznxx&zCMa43X?t<R(vNHc1hc7TRKjR&%4~Pv(vVGZrkIPzrWP<{G`nMC(1fj
zWvy*(Jy4EEv^`oh%>1}Hy|#2@K~DVeQs<2A`{T`B(Zfq}ZMmc4<H|ea{hPeEnbUls
ze4^7C{C|Rj_5PqlNa3UHCS+*jq+l5mU?Jj-$F^XST0*D~NSGQK-I_9OXZ4|{a+`6E
z^vbLyI`w)#!?-=`8CQAEH_`^rs@4|3brftQlPe;>B(Up3{RAh=84MtN*{Sru&%;Af
z!67FeE^}*`Dt7*sk_~RhiPh^??zR(G{6yB2_<t(5i+RtJy=_bF`3+2toS(B^z(e0Z
zDg>m(upzbY&_f@5z;Of<|B?}C!}uAg{@i!rX=;TwGxWQ2(k!mX)0TfMHTBs%=CQlI
z051$NLL@g4<Og&I#|o@2AsSTWA)VS6lc@kLESz>kIPS3YxWfQ^7U0V@hG62Xula=r
z`hW8ZP8S%Wd-o;j=g%G1M+fst!9OrW^Y;1I{G-EoB^MH{f99n0Glp54P+B}bG<5vL
z@&r#8P<3?d!>w`Qg{7q;v&yqMc}_!IZ1eJLW+o6xWf>2CP6hkckmo)s0nQ~@snn>Q
zJlQ|ZS^5tr^g|9l_=42+GB#t=6{!pFdVg8EDZO)rNnt{z>G-(k&z|@3D^d=H%}9Y9
z1F)ls4hzvyejEx5@ONsFFhqy@cT4#yKbiNP#m8gj+~0$TMJW}!w3si>OJdyYT`fsP
z5h3GavuEUnjfLH9%51G0k$SY6S#>vb_JMMZqKj81P0xNp-Wy4j+5!K-SxKO0C4cpU
z&q{22-|rcR=O%O8bC#)F$kuFF)kn_53{L0u>^%PG^!<(Qf`4!@s~Y%)z>uhH8Tz6l
zJq`9TDn2d^ccxk5($is-ccvyLrl!E3?@r(Ub06V931*~4hD%tf?erJ0fRbiL+@y(G
zFsOz&iX6266jV@EJ*?eSQWPebgMXsS9c9sBaq|`@BCi)6U<&ajb`qn2NP-wR-$5Te
zPYGrw4&?(H1zL)iz+Tknlc<+^FFB=u4*zrC90AS!3L))<>{NNmkU7HE0XR3X8sPX{
zVwnVlapzQIO-m#AXzoq%75VV3r}*NA;G=UWz9JdlKM1~22}AKc3Og7^;eUKX=PVsZ
zpr{!^hJyNW)l)bXGMq31=b?1n5IEFt&^a~o9Ffc!Y4#I*b0Ef4a33>zVXIHB2H{mL
z{pkk%H4@F?WO2q1O?Q(TR<CNDwV|_NR9=BCwIG}O*xAzTbT+nj)aPVm*zFk^IsL!u
zP@H+d?>ZE<gTL#DV6WmF`hToJ_X6fSHRLP}f(PvKTRS!br}`T*bImLLjZvXW{$faR
z_wnMa4V%}d(-;}aUS)ddyM|yCYF7v7^#a$a4wiqX)&I7OK#HgD?R^!dCpaNi-Q#b_
z%8UI6sk*g>jNDlM;^gyZCWMe*rwmj82hhm4DGu@+Q;oIS0KQWl(tnRbHiG__jAB3C
z%uguYYl0t&RllkW$jUV@_cum{Dqsr}yPqvCIp>~0EB$-H=rq2|Ok+QR%v#yQY3Vb9
zKwsw5|2q0~X2ZB~4Vm&cb9-7_a`N1%Rr69)=Mo$6{*gb5{*2;?4S-h*V8|UTf-_Q`
zfwLL^3Y^X2P%-T<W`BD6`?>HT{Ut;C6+`+<2m6J$2m0e>IAk5)*q<A~v7$)MeT92-
z-|FMXIr6g~9Xdn*i-rp7&(XJNq)wg#KIf}5Fz01ooki*BU0<C;v6%7Ic@%+%`RW2P
z;cQ=BhthDJTnEL|;yu1PMrwT6SLcuppYYWqV9rHfJqqgAe1G+5nExKiL+xl0T7jIX
z4Yi^<XbI%1sVJEi6RLuq*>Ep~IkVA1s8yl{xOYIU4A!)xxzOK4SLL9G;XViYoOFCR
zg|-A%cA(L4j!gpiZFI)Ns1YT?s&=%1_O`>-isl2P7N{+RIUUg7?!(#P!<g^@Dk`Ae
z3h?Gb+lg!dHGi32W6%VcT?*f023Ga28F}BT2kq_N8B?J}_S8nHGY!G>zk}V+0eSx&
zuxG;OMRbRW6ykii6OOgQcquAGC1@Hz=$FMbs5Mib-3xaLU9$k{^FdFS(0dy|ub@07
zv}Ij&KvdZmUR*`q#RR3%F+qi4I@Gll1w|zU1r$V7Fc1(>R7S*DyS;XIg0a}$oolbX
z7B=P@zwf+Z0)G3?;>>yX-8k``@0>Sp>8~=Cow`Sx+uaAyUr9X^nOZ54Ns@Zz->xUr
zu**+V2nKilvx6|7&;4jOhI@4sI`dH-g`W0$rNmdIR!OvaC4bXV2r#I03ag*t*2|T}
zdgWhr8#ZLYwV{R!UR~d}p5q(1wg27k?Uwl7+}f+_oH}3Y-+LU{(`$e28$t73PVCYj
zJ^Gjp9=&nZ-9+zIvo=Ma@OCe-T{(B_z;@5riVH4-FYcQ4DSP^;@Wr-mZh9v?+g<tb
zkMnB`9k-^+<9@^$`hOTYW&ejoXNG0Hd9wG-u>GjNJh>zUcYbx}P;_c~Pd|tF17rRf
zaJ}QX*SFrks&!)gQTtYh*WFy_{xtOV)`7Kp)^Wj`q~|XFwrA13dNohqoceC}zHQ@@
zCK)yz8u!lj>xeg->vfo$<(`_i`1HHo+uokMIIOS1UcI}|FGGht8HLVMe>?c2)xRC~
zJpFVwvF_{1l@luF9AEZ)#kkg)iZ`|w-y9kKxv=2soe|2<)oTaGHcitc7mWJ!^3fX4
zri*;~4sF_~<FVu`6{j@Kmw)WvHDX|(W?jIwCqvHF$PP9{tjW}Wl{!uJ%lFM+7Z4w?
z;g`#s*g6H_RaWM#3_G5hH_8y|6g*QhDP-Z9k*n9`9G5*+R#`S#)$YjloF;)IR4sOF
zU+|)@SK9Q7wXQ{Y)~VRL;uVeCa;Jcc)z02-6Y1UNzrLR8Wp`^{-?NVIPMCIhR)<$r
z4lmdlJcl=bv^2Qx?86y>JS8ReK<K+^Q_^GCJP12B@~&gR%^CHE-<v(d|Iv-6VJ!^a
z9^w7JhHn@47GAD$Q9XmZ$!`5#Kf18~k4;gnGk=etGjRFm=T{0xWR|({>3&AV<5|sC
zMC@{nx0^9+_Wp9~Ck|HraIBqP>#^?K_LRG=B5OE%o%1z}Ty)}D=aY|uc6)vJ-g0BZ
zc2iHrXa8hByq<f0t1;rY2LG+iE1Nt2dR>Xj=)dM0p4o2QQh)iR0r}sD)ruZ>?|0S6
zd;YE~#*I8Z=CD4qQk4U3^GlstaykEbnY~TNE?%<iO@n7YYG>X%eq)5of5Rs2A2dEX
z**<jH{I~WC912(V{+0c?+B5w`RqkJHw*Pf;$FwuanKOQ7cVCl{FmKF_wQqeNxIU;p
zX4~?1+b0BF^36P&d!x3Y?$IL;Yf1B8PTcIbYvP@MA1exSZpZt6c{#H7nvu`4GFeL3
z<x6tT{|Tgb!h6o2>GOgX-Pmcn$Y%MI1I<T_%IVQ${Z+fpTYYa%+t@xJ@Wb$4&%azg
zzv_+8fF8S(*7aNW^P}J1{ZBvM-Lmidt<R$!2HngN8g)wU{ap5?=C{DmA+F!98^UJj
z%dQ)7wfc(N&!w3Qv)VT;<KJUx(^1mu%M7dUEx&hS=zq!~^DbonbD&wbC2NwJc~!hr
z{mQW1aT5!@3ZJ5c(tCNMn0{L>bv;=a+faDdG{Eo5n@e~#Znu$B{4QR2zTn`e8b91e
zEZToOw9xtDr||584w?4pN*0tEJMV{X!^>rF3^un$I%-Bcs!P4pHS>?fukPFS`P%U9
zw+carJbVfyo~5pzcxKoCb>@wecMBU8*12)w&Cdh>{@RlGv&wYCk9wzF-3*iR8hHif
zJ-M)O`RGTgnzIs9hTX3sKj58yp|;bF9YZRAfA)6Q#o({U7MBTYec|LzRgLo#Km2I)
z^jNjzH&@S>Ni&T3e)Qnxuj7~QY_{T&^2=S->u!CQ<i^k6Q@8H?X8z}%uZ?f`!EtGB
z$7Q)4SN~S3de7iFhJ8DizArbq;#9wdZErZ;a&*-2z=G~W68jE+ux|7@wLH7){BpsK
zljhayEbEuu^-;@OjatVK9=`1EU(Fmpd|0PFwPR4vtba5Wo6PzgQg}7q;5kY9rf+yd
zi4fE|?9zw{i(F=m3u-HMe={v=hP}?q;YOnq2eJn5b#EK(Xfx{UhUb$!u8&Dfx1AC(
zu<`gdjUH~Txc_eH$TORdUyAD#(Wpg+zH4xFpZlA3tlVTfy$Zkh&yHG;>?eKLe(-he
zn=8DYxiwBZ6MH!?b*1COwI@2iX)(en*)aFlrjXO&*L?!R8}whe&wJ;XEq2afzb6Jy
zU7Nq*^E&6NNqq*K`Zl)B3Vrtb=mCp9X<qeAPyh6@pij!iU%#*V5I4(l!|8_sr#$_4
zeZ5{k<ENi*#pq23du|=FxL(AVVKF)S+~qYDAq})oUnhSVv-Fkfth#BFWrNoa88;#H
z-S{gJr=*7a-iwcIKYS(B`@r)He~&$E%a<Ll+AG**;!xiQn!2-vvARYJ_D;<EnVD92
za=c^34J{WneYtRV*v_X%essuxbyGR`^`<Mgr+WVPUH@s{EdSRL`z2pS4@*vTyAqM|
z_3vF9ax1-&OevGoEM{8eO5HTu6I*tD?N%eWy7S?*V@?Cg&%BdqIMhGoq1tWRGuH+E
z?>2h&IqAl|fA(Ihy#25LM&)!~qipC>u5d#0Hx;7K-PqL9ed^S*{f_;4F6`3273wB;
zAH8e)pqb}|t?7@}l=JF1wbq>-tG9Qlw0PO@^L*LbcU7L0?HH0hY4(|OHRH;=A5IH8
zc;!f+S&C+pt`1v&^L3x)k+<rsi>sMw=!+iEEC0GakcPxWZ_iq~Sv7R}$F#!2<0Io;
zwg%^Ym=;zkxy8-hqm!ar+}hCd)G@nL5h*!yyUjh`a?F~Od4IY!&iOufZL7sc>b#h9
zV%Mxc6x}D*yd5z)Af?~-e|EB9jeG4aEBkb}(=88A?)vNUU5DIEts%Y9l}0UtU+s+a
zVaFaC9-dz(-LyXO)^qny1Lh`dbJFi^xS~pW*p6?nZm!DW>ki*p+Ccr}!oUtc*M@9-
zzHwSm-w9{-*6BTN`n|lrvU@aYyco}ueW?1WaN!?6>SyiP+cL0Bc-4_^<@cRkXj_mt
zDynv7>)H$N&X^_dad^m>JHdTgO?&cbNS#f+>=x{JpbOk^A=2PHE+(<GwCc8*dFcre
z!3mB0L+f9UNb4)<@0;YASZT%VV`DadOUb)e>*I@+Ti3oVxN`gM?BElBkNq-b^wk0O
zAIsEll+)!@>i)C!myE0Nw*Snu;a`XDoIlpE=|k?S<n>#&X5JmVG5&1VCk1c6WVT3;
zTzlI&;?2gjx0a=5wEt^+Q2Oo>hADquOW5%8(^rQY3wlkS75@Ii#jV4$M@U|-?Ah8Y
zT;lWCb4<TywU_iT#Fuwj=2&ZR&*Pn5$2XL(h@Tz#mBrQTy(m1_<x`u(2|1HmU;gg2
zZPcwpwtZT^?6l)RWav77hi<b|ul{rWL89Zah_F+cvfcZ34Bfiz&XYUukB%$<Dn9#l
zR$s#*r+_cVGfrwZmL42CMp|$`?MqzWN9A0@BkWhtt#|&njFY~#x?PU<8I*ImZ*<V=
zzHQ6cZr|*7{O@CRhizED+pERL6_bOSxBc1s)7g;+u0Qd)_xH<5Ul+MKopZaotC3ga
zg8Ynt&2u`$?o($B-hS1?H+kCuO_*xdmL4YtBvzdJyh`^{hB>|o(yjVu1z{}sLxqoS
zZH`|kHS<9q=l4f=!|H3+_MN^*^DJ?CBTYSriC6uPq}5w+MHg|y$MyWZtp6Tw-aq=1
zt5YNQC5FX+RJyQ!{*9!mFH?7S`yPF2z;~zH`97@kNqxDBd*)@;nw&ScmiK;#;4Z7<
zre%~{Epz(azuwzfwnP6@8FrlX-t;W*@Zs8(0_ydy6qhx$eTxlEQU^Oc-&Ud8&Z_a%
zqFOrTKJ4}VM&KY@w}^0Mj{DI)6NU|XU8dIp<>?@s3ZB~vC%MNyN%LR7x9*xN-RsZ3
zmNBfsv8Pkq13VrK+>&?e@%XFf2i|+}{N~N71>PxLy848jUw*z#kL7=<{+1<d_MT<v
ze<bh^&ndPO8(s+MEx2Agt}(<9TN-*jer?8(N7v>oT<CBqcEi*?kJRa(A{qz3NOdb0
z)FYwx;=TJW)^%Ow5H=_8bb+w4r|)Rr$EW&aeBavkubyQm#75oSd(EX?JGns~Z$Ea@
z7N4MT+GBz5C9!Ki4?5Jh{OvYdLl@^A&wDWa+nk4n2`N)uv)*<J8=P7HYt5Ov_q?AF
zeeBfComHhrT8zKz)!1*ykjHh(pV?ApSJS@=!oDR%Jumxy#Ql2GKF3@aZ`D2A80Hgo
z=yBrW#}~ZrKX3oy(ZaLQpK4BZT&JDq)pG8b9c@l+P``2StUUK=&4sLo?^+(-*3N5%
z*UT+@4Mzqj=A^xKUS&8Kyz}86^>D9qVfn{nVjJc^w4KZ4%@(fAJrwG(dFI`ZTsvuD
z)aK9O*XQ3Yzx$p1)6C5k4KC%K@?Y40S={0Nfi_c|m$ZMguJq9j)#H7qjQ{P4aOi4u
z?PHl0#_mwO93GWF_jILzw?0viM<l$7KO8w_#u<r!tHAaf?$+#gckA-ZYA%MVj?GrA
z3u)l;a`?X9sW+SldaTQzu-azgxo+K$p5L)&#DcxqhkicJDVTq*>f*<EnN$z8p?80$
z?^UmCR(}mC9F{irNd?b07gtr?9Cmf%xnA2AI(}HSFe>qYu<4d^|LLroyDl|27e0RK
zD9<62AFn!j;!oE#$@d}~Y>!^tcjaN-hwD?)44L~D#qD^$=4wP(RMa)^dKcQ4emZ?w
z{MI9j?#s_zkM0xbpQ_JiXLP=8Q>JXG*Y)=|vW*Up6P<_e0`(rEXyEH}{%Fdkp5FDE
z2hRJ_eQ|*NO3jY%&it{lm)!lzl(3*JOMja^tY)Qdeow=)KDTLA*f9<5W?la9vzvON
zb@lh_kADd@v`Eo6eJ8n6@XzjsJ4R*SDPLyxsHZh=wdyzTeASxX4?SBaT&WivJZwPS
z3hS%*?YuR3mfc$Qo$@yp|1LyMKGt`(M_zPR`s+@qHNCcIz4i={e6>w~J!apt?0U_9
zB(!(hzaqYTzwDX22ibOQJiWDT&&~z^wtrD8ryzI8VYk%PQfKujt-<r?<=jehe1fVv
zt0#WC>+$wWdYy-xc5R+>@$pLa-u;_nlZLJuR@-IE%cy(1YsBQ97@L;8b?vssomTtR
z(>$5KyXTZaV|Fc9_00RPVEG2wz0R-m8@+7cyLHl@LsKKaRB`yL{qb2x9z5Nc+<2Gv
z(#cV0v-M9Fb@*fGkW2U1^=SXKP3phB4BHj;E{{E1%4TR<P^0S4Ke#u|@bCWcZbsUt
zZtW6topyaon{smZ!CgcC-uF3u-*dLB{O&tWi?R)~npgPmO@T+yKYiUE`LAs1(TH!!
z?on4UcGH>K%`=ZhrgZG;@>pAU$lF=JrW`L9(EHn&cMmQN+Thn&eR)+__@w8n*F<!9
zf8uWRwdMxR!tDb$Pf58sCU!~HgR?v4sb8h0J-ghil+(<8=>tx#V(yD3MaG_W=_1dJ
z9lZJAoGs`5eCOW&f*THBvpjr8W`nu)#$TOZHZ|7nzuAY*{LJ{&2ra1H#>~4dJ<)07
z$-|?5OAK!_NTyi3RDXswIW=+S=6W$@KTlRAq;9*~waiW5T80ic$NKE3>wjC7o6#dD
zXwBcxm;aU(^zeGz=VKGU-;~PxUH;Z($nC%0Mn(;Mb^l1ICIR7JD(U*imT$8CdykI2
z3cm*~lH?y$&g<2r^v$2=?+;lpYwk&X{rmL>o?S4uVw>$wg8#$@`6G8M$r|!9X8($2
zoARH2p1P><w)oWS4V|Lz`?%~jeEF1Ccgd;8+H-q9|6I81cvRGYd5`9{Jk$J;{aMY6
z4squnRr;`b{+re3?eY)p4b#kRa64wPPsYHE)60_Lctm#hkIz%~)VMywd7xkYA#sIs
z_it>rDCx?p+iz=)7#e-zb84f|7ymZX4^w`%PhM2}<DQ70<DQ;*WOJ;~`{4ya_s=em
zaWkxWpYZI()2^$cs>V!g8y98!_j|`K7pgrAs9!jw+KK1$!k5R{^yr>zd#~HP6Qw$x
z3*YbWy}x|(&j0*2uppu1k|VtbZ0FZ+eaKx<Z|8%mEB32<^mtrhc3x6?osZcc<zAmV
zbV}bWt2pe!@Kc?o>xa(UcV>ux*B5uzq*VLsr0;=gr+e*kHaM;RZnLq5LwM`po0Bu@
zWF|b?IB(v6<C1O`bS$*BJu~XsmGQR@tzD6M<Y$FG6CWMxbnn5s4zu$Xk8~;Y@4u{C
zkC>NN+izR?dQ7XYBd*vDuNqo*LAAg*RZ83AVJ_kStseAmm#)5%ZIx)LUU_b(-IK#h
zG)J2B*Ky6>VdpnLc5aZr;Hu%rm4y?8^?fJQdmTOd%;c2W>&8#nu`{4?jehYfYF!TZ
zEU0+ft-&Vsz__kg{@u9j{9k?7>{uOkUE9g&)#oyg;u`kLz58hW=h@G%uKMv{!kiZ~
zE;oy89kU{O(VN22cb~j-YjFGa)sWklDh&=Dzv|SR<1eFZ@<Nkdt({!ASLD#DS>K$#
z{cgB1T!=n)Rn_OpXZ7Mu^HgWwRIt6fcDLJ9FPFk0iOp8Tf6a~QkyYyQxiwyor+%y-
z9DZa<O=+rq<n9&u+IXI1|9e5^gP{ep{iE*P_<h@rI*(sfo9Y?nGR>pH`0$^dtADN%
zRpV;ooUHL%X520(|5|62@4=Z1!*A7hi+Qe3OxbF)YLTI}|IH?=Hr1#e8GI}Ag=0$W
zrm}sf3|yY0s`cx?i?Ovs(n14kgc?>ykLyzQ)zLeiCug@l`qzTT2JNlZ+lEXy>9=`J
z!lY`YeSbEpGxgQcwyWBIkbPS)=ycBD_EPoS>8rcc+OqIi#O%F~<P!a)u$q%&3M;*6
z-f(@Vmxs>2jGyG*EOt(up>p8Je}D5lv@zjUojIfaS)XzCvB&FKku9G!l7!sNdG}-K
zph^p`jXWYtRO;Gy@*2>ppL$H;x2rD>#=i{Npy?U?*^u`}t?(Lm(DP~Yy}h2+*jTm3
zQ@1Aue^t(}-|we(TRbeZ+Qgo-uG`%@cYnl$&A+#9(odWDIp=kSdA(aLc5c4l<!jGJ
zsqf!?9PDyyNz0Cv8tBK=YuxYg$8FnxHMKeOYE`NH<IzH5DG#MqCzWfIYOO>qQ%mJC
zjY6W-E2JugOsV4mF+vUg=$z2TRU-v^Ceumq_C1+Qr;$sP8mUf)Pk3&u;GEwtMyPL7
zMK71)b$oJ-MM@{*TVjRo4hor6rPk?n5`{`8mErw;8opF6IP-!(gw}jmPk}jVWg4kM
zrjV;8O07()QS0?uUcDzoDoheu*OSZTQkhb%(<&tzjZ#WCQAy+qwN#;3XmlEh2CGmh
zb$Si=h!eWFs`OI1Rz<VL$9lEp>-<S^!pJgSc)_1ksnX$ff*44u)oA2$i9(Bu<QfH*
zro=k5N|lP&*da*xnFL`akC`S^=Khm~{=6VjVAZsE_aLrUDkXB2TB=qnlo}m)N9>y(
zBhqz|JgJ|+JT)4XRIXFVl@f(oE>)@(;%smy9Zh!rb|Hoaw0Bp?r7F6+^>`ZWu}ZGv
z9{q(lSKJL#*2=XKy;3SuXcgFH8I8yn1PCF#pub@6VUdxmHBy;ctJGl+L@5=oGC+uS
zvq<2b@luUUB~zG&nH(sD^7{h>=57&E;#$0Q5$9$arR^{w+DoCsjWt>&wo0Lwsugm*
zR-(YPlv<?>TZ+w9Xmv^jUl<?+^NUFWbF;`PaW)#29$c+aj^Cdtbis=jp@mv(pw);_
zL2Q$f4#_;?lt8SNM)Xw5wNka54h{z?)#>%nU?tw@h@DYs_?cn2bLO7{!%H4<K605>
zg`<XkD=`-S(n%E>jfN);5~8gnR4N>nUX8;tOFV;wJC>%#izRh<<s=S4u7w>aNnJHE
zEsseSdRPP$D!Ejx*D0(7ZY2xdEdolMsa%Cku#6CrB1C)AmSR_M9HfUjjYbVy(W|5i
zwOXm=2ghRBl2k#kl2fX1fGU`cmE74eLNN9c_5(Y_Q075Zaxxkj)@~W}K&lYsuF%Nw
z!b=ztEE9UA*W><5DRxsM=iYw`!F3gKm<l!xU*O~v_*0@#sGy268FU&~>vb?^o;z5G
z^u%j7r3!_PzQ7=I+HCPEy$+_y>!%4(o(kBTUZcbP$jUUB7lffiI5oL~uY!n&LWVbd
zY81FsgWcB1$To4<TDcDQk)#We76~Q23{<92LDnoWKOJWZOT-dT3xI!s2E#{46i@`M
zT!D#H%@Cri$u-y|J-z=E{!WDrgCXO5u}vziLd&OS!1c_E7aDmfbr?aT*5W;$@Li(k
zfzDYjfgOo6do=|2wGvTb_F5Uer_?0Td#Dgq9W#J)Rcm!d#g(h{3UVTH(Mu@w{N7L@
zvKl-AEMKozC?u$1NL3m*Be*;AY8p(gOQsN2O^$6+VbW@HT{t6+0%j`5Hb6gBa()3a
zp6~)nJywcgXhdi=UZ4uw)$8CaIc&KmU!5VW;?rCh;|F>Owp`a&i1DJgphAhYdI`KB
zHchRAm!Pv%;#?$J=mFlaDp!$}MR{t?z8%xVim`vVOpQrvlyY9JzYxwB3@1;h(iW*D
z`4T-g8Gc!Vz17L(YJLb%!CFL4x+cfOEg}s^;Mm}@aN<hro?MMZ%hVcZn+DQ)ga{?y
zF#<EP$f)TH9U_;Nh%}2f29wcgH7ck*hS90v%_M3}1}}=$>UqaSLOd^LfVsi!;bI{T
zWz=Jj<rF6|D0Uli<P7;#0~UuxOO*<WiwXoK8D^-Ls4$)q8mcBY6T&xZi^;(v$hjjN
zSmb0QF*Urp7Ew)!FBI5CwO*|vb(3MOavc2{QA7pruF&Ir$oCml2y;V()XL>tl1-z)
zx@0gcjDnMg7li^TO_%X`+1N@7eKG_JsGkC+4-Fw_YPycY^TC&p&gt;#UDz=+K`Dpd
zR>2!<^ePpFG-!fSr`7V<WFf>`u7Jkt;TgyrNddI*8e|a)y&fJ7>w*1f)pBm1Lq=>C
zQ9#{vN(4@eL{1Jl0<(k)u@g}U(ce5qXo?UF5Mr?k3H+CuFaka!KaS_OWn69$x_jd{
zvZQbZaLQ&AlE@KG@pfS7pjlYW;XYwkCNqQkM8J^a-M!W_@S4GVyqwuf<m6{H*aLiz
z`Kbv7XkmeBe5!|wC$H_C?>Jg;vf<Uw3j&`NE7aqy#t9ugE${(Y2T_bLiUmDv8AnPC
zKY=gcp7hvc9m0=RqQMg7@Pj&X%}`>@4~_`sQ3{4iok|To$D~v;Ibz1LKM}dq@Bmm4
zLKjR1HUcY_z?C5mYPs8ZI4p~RN{eVC(?ivZ1hhPFnGoVd!B-B`2HrprQL6Py42C(u
zS3=#ft1t$wTr?UFUVnnn*%NULKvDtktHf-e6$&-3#gWKyJbdm1%*!HTf@l_jN)r*6
zR63Ou3qnkXQ-PAIBy<T3Rjr^v63lN+BoF{8*a5tnLI)6lz-*iwBArIhZ6@J3l@yT?
zj^ICmF|>FwGtNtiZNX4LYKU9T`7<U74QyZ!z%5uO&d{RBN(I~=+_>Bl5vr5cX>?NB
zdAS6-rPXNR&!JKXoB%`Iv%lcU6Q&sb>L8vqm1YWOpjPT+Fj+lJLm?;s4-lzVApqpB
znkr~*Jk@Zv0KaksX${;s96Zhf&Q___=+%TNqeMOOP!lkMQ?o+jSPV8Aml`qG+3C2Y
zMa-gP7P%@wQgspT)N+_C?qeQPhfu49nZo0n#uQQ4ff<5*HH(-W-)i-knchmU`4S=0
z3&<Pq<pzL<MXID~twMnvHJe+Jr-ZK-(c#{iz-THs05y;@oI3UpSp}Sh3gavBDsJuw
zTsmikP`aj00c@_4!(cQrHSAW869>+OX25;H0ua%}iEf@n`z?A*8IA=y4L1zmEK$ke
z=G2IwyzBxv<o|vVJVcaM=w+hI!epUfP&ptlnMw_no-KM(EC=2X-U*Nai4u?rc~aOU
z{P9Uq1OZKp<OCQ=iK)OfQeuJOU^i;sY!2)UxC0{a>sTUAoj@wA1ItD-M3xxB%W+Iw
z0hPe!%dlferj*E2pxRgp9GhNF_83|hlS9OiVLIj^ReEG2K!Q-Iq9L_>6BoLB0B0ag
zf!mZLKT;#oVl*fNtwzPY=MwHj`T~dnU?_(z!SV^bsR54xdvv_oO2h!dV={m`T#MDI
zv>G*BIr0^yQU`Q{g+Q3znC>}`)=7yB%^x$w@#t~(3TOckm|DZ<kp$EqX(Q&3v<Sxr
zs0mpu5FY{wk6eQrT2MBrgE1*Y;KA(FlyG4Hy&41XDf2}<C88p1zlf-D2*B1wK3%O>
z(NT8?o&stx;wjQj9THw+<N)vmsBE@Gh^~vg6k<>qs4CnpZ9MiysYbdB*Fou-5{WNi
zgMl6dy`c#Nr{PJUj%2Aiz*%fKzp)6bv`CO9;@&`@W{FOV1sA@2fv}zr`d8@3m;A)Z
zBV8p>1kDF1z|JY**0u0`dboZqX<{%h-;U&fKH%rbiD7#9Ke81wO5-rVcn_dOgbo;|
z1U{cqY9LI67<g=zjubZ78~OrW1j00d4?Vd@02kzGxJ(5tgxg14CxfnoJ;07YF^Z51
zgaI_LAu@PXlPqsKM+mE{!Ia>K;I~!K6<Dlj``B8I4z5{6nVJHM>^>gLnXrsZ-z=t}
zOc}@tLz={(@6nC~agfO1JfO93x;PsyT?TZ%n+yKjuw1aKCZ-|C1E3t1K&(KnhQ%O7
zqeZ}jFb@S#npR9oki7xv(D}hHYmo&jNjZ@+iehFpN63)@cR^Vcn1xD*pbo1+QUw33
z)5zd^tW3fjfy}ZnAD|fXXjVy>X*Adja`%-2s}9uzW+{T2P*LbEOa!x&BSFw9#YOOe
zt4I>rD<UqkA$UGuY8`O_$fNL~j_@CB2x*3x9gy1qBrs_<z>FArpz^RC=lqSUgef-M
zdyG)t0UC^bK$w?k;VJ-RltfPS@Kga==#>CD76gr>1vEi!0-oa(&f(@-p_2!c9Lb{y
z2w>lE4G0THJ_-1@^*ZvSI1eNTNb%*+CzuS-3Y;4Lg1z(3i?REa){{pz%Mmn(jsf17
z#cnRbegRA|55Qfmj^e3hd2}V2zk+XBPx#g>f&)aL)gdTBaZNJQHesj{8vybxg4k&w
zZVm8+MQ+6gn!I@|1QIFo4KaM1hJu25a{Wf39c_c?s;$xhC87@Y55|O9h48l<1$$3o
zt6<m&VsIZtJPqsua^&W*7a?`cfsnFbtO>Si<x&v@pk*>O$10Fin?;D00Nx`AVHOcK
zlL#_p@H&)jQ(zL~9BDDKexM+%F_;fHO##R(r-Uch0k%W;&2k&tVFf{3h=(xCsjy}M
zX`n)j91c8$zwX5Z!~=jT_;*Ym$&3y}j2I8F9cmSSy#<~U-VUic?F9n54A6r@HjEO=
zD(4Bgupkga5Fu&=*cus?7AizHmEkI0W4jnJ2mugEBnJSCz-R=H!MnkE!?7SF1G)0Z
zJYg>-yUBGZwE*G<?1qm;o`j%5c!wA>WW6R6*t`{6SCoNba3yj;y^OS6gDGirK!9YI
z;@LOh<@;g1m=efK<VLVrcu4pN34%4{39wA8CYXQQM%rr<!^sjKg6zy9h9yNg8na9S
zc?3b_&<g<CGlC;uv0aD-ewG0q(@ZRZk?c)}C_6nLSt%w1=St8QM4Z)REXa2m@FeIY
zr0l>T@XZJs@U4^);~WUk%8hHAcvxskeqE0Q2mTIQpn_|HmxduwY#|^5jgnyyzVI)C
z6u{9){;}~y84%R~5v)Olgh9z)?ZO`P%f}wjc>|mwx3tPKkzycW)fpMo*P<Bir~&Ul
zj2S`-U>6-Ol2Msbo?m6B&<emA_aT6Rqc+DMAXDNnfJ-o`5bpU<5Io@fF*;HUXc(Xz
z@;jVAqNo@pFtP5KJAo6*=&VM<ReBAs;(d1$83-tWKuA~*K>z?xf*6C@U@!PR2zVeh
z(CDCT;=X_v26F`DC2p>ghwq{6hxjJkT{HzT<pRG1&kRxi_AvHmWR{3`p>pPY4$2So
ziu-}=#$O;J6iWW$2$t5QHv`y*UnBn82&QECU1%sYOiLt)_`$tGlp7_*px<FeNQ6M?
z0O7;?z=!Jit)t+6C+vg$t3k9Q_K4PuG+&00hui@3B^1H)_7Q+9%EK^@DT=Cb<Qf^S
z;*CyX`hyM#<s1QXk!%s3F>fU|TtvLsx?kwz4w6F$`U7#5azz9)=o9%~T)?Xx0Ca^}
z(k8;9&6fjfz>n*}h|fEKT{KHrcE&8=ei|+m2LWDLkEFpoWk6QgBDg*zq^2oP#5*bp
zuVD+pu3H#f6?O-SgG|XwAA$s8Cmak&Lbx+*A5;rA0|X0o*YgpF;HQ9zK-M7dp`-$|
z0Y+28NDz4tzj5$@JbG*~VJD*;%m~31jDeM$=ucpCZ9OS@HWGzkZlO{-4Mv9F0#HI$
z0X>O!$LKOLJkU1SE<I%?K&mpNJr?6_;za}`f**17MDl_{0bI3YX-2q@fDdhgZkhxL
z*ulXNfEV)t2tbX3`NC?9FbH`!a)9s%rmV<9ZSvbkg=lLbkh@rcj7-<ee~RuUKjoOv
z(8dE9HVQ;wFJUwwgCI(oHDD)nnBaLejxA{dE*7p3FbB03^93qcA8-(va?u4k9(Y2C
zu8eppCmu$`Xq1%kW+#BV_wN&0dy(q_KnA4(gazxQ$N^Y|@Qb{!$h+%+mZ8p2G?NI(
zco+u=SEKtUfmQnf2N4UAe-OmCKyN5G)S4)0GxUaDhw!XZ0;>#N68TCo(y2kOamgu6
zZS?`6wHR5!8WM1`h#_gwfJxID5tsLAATEN2aA8E*fervFR)V;}_RwE^)@jU}AR&UN
zN@7Xrfjg<5qb7w7o--FUBcxPCQlKQD;c&-9$rz<_&XB#sBglZ!5Ex((0Eq||uzdIp
zMAYwRgm4esR^&0@P!L4G$55_aB$1zVR+w(byFU<^3m7sCAX+3veGRw{u&!Du&vs@C
z{<bSC%cHIdog4^XLQBci01065N?z@n@CTn3!AkRA*Mu&0aj>vFWV8~Z26ZqMO8-n`
z6H)IVa&^4<Gr@-sdMMcOnCn7EH#lrc+6X@2AYn(i8Ywsk2Oe9U>G;K`LTO&+h7j&<
zmZT&bv753FlW6597&P~R;KVCE5X$m{H-un|yhR)TPreS%x+#RX!<|9RsB8mFsl(xu
zmw-o6A?oGDGZn9XOX%!|Rf&<CY9ngk6apWJw>mwhS|I57;aftSSqMA{oWB+-V;0K0
zW11x17iP!D-xfMoG>u7l6kr2?a8m#Q_CTn^Tip?YJ;W*((Whi(*mTjGz$Rdo3ZATH
zO8(@I(AnLDD`8fczX~xOiXj%NbTqa0e9>K@qk~xrr-WP?af`3LBcM)1`zCph6Y2bq
z(AgqpCY8-%b$Eq)xE*l=MKK%tX{<UHfl7YprJ&+l?g>HeV!a250F%Ojf;}e?N&X8a
zdZ-#URaBi$_k}nov#1g*AK)Hp8xZCFy_lLWy$UOIdLV>Yq%1W-YbgglttYF*|9*fJ
zbkjltGenlbkl~sv9*hzlgf`y!F6KGpq0re89tu#N@F@U2!Z|1*-teK&gyvU<SAQh*
zpi+5}2oaK)o|5Yy3R>gN;V{ec$B%?ytC7snfkrAi(3OvcwzXi{MlK4G5{wA3m2en1
z4V3I8fVc?h{6ICP;eJnr4lXcyYzA-%A})nGoEhAiRL2(wFvT1-v!yu-{Mu8Yv$I7O
zgef=@;--s4WoFZ`;}f3=_W2#22vcqNCKVH$j64P5FCuQ`VEpi~4o<KUtRGe?@J}y=
zjvi(=Zlz(yf>O!DEYDXL2w|?43(U%9tU&RBUeH?cP<y-*f~^G2>Q+KfJlBf6+H2SY
zbO(V2INoa4Ow9+RR6cy?YoS|RO0<l914aynEkwd<swe`kfTP!_jHcc14WJLznT(#>
zf+UJOH;<{#5bwfq$WCvC2oJ0BlQ}G!5(DFi``;oIP&NP_ky15ta%arGkz|QRBC1#1
zJE4b_Ea)ugKZ-;}nYvN7$hE;lBOFx-?K&kH6W~4YJ90Sg_XfHQD=y6!d_qga)%QY2
zM<cO{;{-6rOo;2@k-cG0xrIU*KInrGimV=qh8|o!7+lz;$SA=05Jf1ceH3K8QlSvx
z1broD3RIH?@*v8*s))h17s7iQ0T30fio6&$8=?w8IvVCrXCiu0BtQ~|^ur1cJ@|lo
zeEKMayAfqasR-gF`4+GYuts1qXyV0E&_t{&#?_dx5FMumE--QjNG7Bzo?R&T@z$S(
zu$sif5XC8GuEw+hUL2&8ipuGf$?)nQ1qFZeS?FS28MdGpIRJ$Ur5HE}AAYbsY>a&q
zy0}oc3lVq#d}cR6MG0QP7V}&C4f_dSNQ4&*h|oEhDX=LB&w5~KHHY)}<*ok{l=&;Z
z2vu$7xUwn&(q<SuSVew53Y*#FfSo<B_+3bLr=&<v>6(R1GI5bKkPkokT^PqBXE0Wd
zCPQ(R;1@qYOXEL;I2a0UEE<ZXVu_X-g0>o?p|toZ^l=Be2KJVrJ&3FyWocj+4cs;G
zIIk>czWm)!p`SaDwP-Mi=LkrsWy4pZ#tS5`;)uLbzUmh$$`kh?ol~RySOkHvbVMoS
z6Nv931R`0V+3i`3qp@>^7+Q0S3g7z^p@_C%_AeG&8Hz2U43T)$=mB&G{=)YgZCH{!
zL3H?G;8tR>aU!I_h{?zc__6>@x>qSi;U9E_sNI%o1Em_MHSs)eNQnkh>UY+yvaudT
z8V*zr+Cj&klX9>4oyB@sDo~dG31b1usNFt1ur!N-ic`f8G!(`nR0fPBBL3v7(9AET
zSuj)_)+VaBWfRc@VXfko`I<7UqYL$NVEyDeOr9K7exsTLFx#>&4)D`Rz!5zVU6CCi
zW9J7-!%f|{WwBK#$0rJjiqt60pyZEisCyZJsmWzo749yuMktPpcmp{Hb@>=o0Q4V_
zBB>*@Wg43lzWI07o_`gXy*qetqh_1Wi&~z{nvG3h%sqcuSte?>J@-^HK_DVS1E8qm
zeo8CH!|Zy+r~3_xACx-Bo`v!)L5vBs2yiDbyMsYY&X?}9tH{^bv*^mmF2&Gn1_r#J
z8;wQIu46eCWu@puNg=;Ol3iTUKa^wP#Au=L1DH&S7fMwq;X{R?my|+_fkU*uMdevD
z{`QAZ&Y5rx;dCnmPDtD67W^u(C<iLkftEln1CK$4K^5;1jJaK|z<M~SkQ9mpIr^}m
zm}qk0uj$L76<LTU>5s@B!Rm@~QSkUUG=w1)UlL+kpmS$dfy*kf09R@(LU#e&BRNVH
z@*1$AVDa?4lAK9dzt}!~`o~M-k_PZ=l~_EK7P=;uO$mUbse(EP0W-8kF4>z8tIT=<
z`-6@V`A4h;e}EOCQk0%wD8>BvG;kPP=D>m+6;Kwmk&(HYpf6t>hFQw`uyRI({<i~*
zvXV2SU!$CeFoBc0x<Dn2YHO)|6X&F#^AdI<tHQcEh}06{A~TldF<n?uq5-s6p1-UD
z3owhB@db$$f!U>1tp_p#3$sKW-p7ggds_^aIwFcp#u6@!k$?zAa$L3gq$Tu<PnGsb
z7~D6lC+)Rg!oa~PNxjnI1}7v9^y}R}DPwjl3v@NPe3&nAwhq|`C9-h6{Gt<+@q2+l
zmEo?ehbwGabd^+p#PJe&MqQflE7RL!|Dj~I_HjwQ;^UIir3p!X`TsgIKN~x9v!)m`
zmbxMRy8K;m;1NFs|GJiRkm3a}Ih+VFBA^A3iHN)^&XMqkh$%|*cJ3^qD3E}VNBIiH
zHd7!GEuzq!b>lzW7;~UfI3fz%o3U*OWi{kRQhqUjRkk(m3g6+urh0%mhSM>o!KQvP
z)Cp0FLz&2wsg>r_JXr!F0r0f3!h(o}_6<-1F&-uZfIF+eL#pBRwSdalAu6n)`wY$q
zl{i8|V!jLW9SyPwie6OP0*Xgl45BAh<1i1(B*#;2+1>?I3`_{9$dVCI8<v{K_Qu&X
zk+5LEA~Gz3MPPaWq}Alwk$%CHL|Eh_4D6Yn5T6mBA|+?szBYQX@Fj>f7@5gV$&Per
zas%AKx8SR$zek+RsKLTrjmAlE$*S*?jFa!LhGTcG$xz;dJrZ?fq;ZiNi#0t3YH_d&
zFlRtXSeA&NPS<3FpQyq^J&v?4WQV{G#;P*mCqLe=77M~m;PcfoU|~{BV__4d2EY+r
zr;>3)p`fnPCn>4Om-zKcic9s2?U|Iu^W0dA8cI~{QE(OO{P02|CyU)dy#j?|pdxfx
zd;}2PTbtG81M0HYF2GBmSj8ws&=&=Ex>l#)2R|Z~|E$ZxtDzVG<ut}BGeRUEEfQH)
z+Oo`xg}YO*(o;%@A}LuE4hcvPnKtT6m2I)kX5Ore2Q3q-27o{Si#pSYQ!@I0qp$zR
zn<?@i)@BkLW2C~Ohy(#UAx0{ozOsB}J(eH_Cq~Oa3`Kdw9Gyz@F7;X0%0@$=bOaO?
zRmFMJ7~(8o5u63E6rS0D**hQxQel>GK~Y}9E4m}aJJ*1r8;EM(l;gqlP31mgU=p#F
zPx;gVu_=Rl#>b|J?tPRG>+6OcEs9P=#^}(w0%95FV+v1lU&H{iEYy$Tv@KLV%6d=^
zxzf0=|M;@500P9?5X(yLPDx$}S70@uFZBf9efUTz3wN|cDs#K6F;Z3cV?*6d!38#l
zYy;d3C_b_UL}TN<9{RBq53}aNx0~DOC_6%#$SAf*#=3f#+aZuD;Mk0%Gaxr~YwL~i
zw~3qudQ!Ow^e_cr_(ZWLZxx>crA%G9cS4`kzOgA{WGqtTdqQ&x@XXQJ$3O_m++~5E
z+{CfOD_K+(E4Z%)W1xkz(esUd_!|D(k$b4vd`D^<CN~E|hRZ-*38ezNC&C}4<Fo?@
z<$sYgHygfD#h8;82`4x%oRV2kf-Za@c@?)+vmieFsQ?UQ;%@lVr<kM|>UOAEn4_gL
z%@XS%QWWb%`XNcfI$OzEBA!XE4)@iP2(kshcOqrXT*vEY#-U2{lUmlzNd!-Xs<AJi
z?5M#<qt(o*0{57pW09^V)I{4ZB2SSM#p?OHia^y&&w8V4ikuL^C;CeZf)dCD*#~(j
zIq_D$MjOF4mghJ0Y`h0`x=~h(QQ_99o=DX!Xd%i6#*}AWLly?;4_{4|ZB@rY+y;eM
z1pWORu@DdP*3@7JvjqM{4Tt)kU=C2HqU7g6BNpvq^vviuL%K@v5cm@Zq?Gasax7Ma
zm=hYaNDqs0)4)Y6oT%JLOGNDG^9SqhW~JS57{*pHW5*HC^@VS`_6Lh_HR?90f|*B!
z%Z6?n6+68NLjjOl-NevM^<EUp#YS(a5Clcm&xgA=WrI=uAjn9SF%?yVbkq`TEc6*k
z87c44oOKtq-GN*x;5E^=*g+z?`MdzQDu)&<#)C37B!MW_5h_D*hdP18eAjrYprl%`
zfv(U7vF3)X!bpOtshI_d0Wnrmp4yUib42Qaq6Re~5l^C^n8b%Wo8q}^D;Dk`nvE!8
zYLVp2n!>Plwqnlt-<u+Z;FXpM_TVAOYN)JfmdlRB!9Wgm9Wg@|%Z6~9)R0bPLu0#+
zQC~##(x){Gu5Bs(pc5MEkMM}{6Tu@H^>~UV!EIh5b*|V3I%Y|ofziPML#B8_v7rqM
zMNVwWC@jo|mEZQ}E&bUDF&ze7h^*SuStWXWkj+MqXV;d6!l45(iS}YqSjxuG7AMjW
zE84O+H%f_(^*K0dvE+d^GJFC9kvE5awQmRDU{0g}eoW;vY7r7!mZ2<2S&H0xjsM59
zz2jpCr=`TF`X!{Mrp2cM&9>(ae3(#~x_>AMhZO<V6j_mo{7w|*8U$yE1%neqHPd7<
zW`O9)e+IHlYtK&kI#dTSv6yE^=&eZ^YHK&6CKHY^0Ym666dq|-<#;#{@q9yrSfq;_
zpjj;Z6QUBSJ&`We@MJgEfWHf3Sw>7w@ChNs3}P&pT(ouI(F*)jN7ls(n3GRN4HeV0
z0_NhKQ#!GZ=v2g=(Vz!VY6=A?x<G4*WkDz?N>q`@Rms2G9`OKuszp~=VuJaKqL@&G
z%;_S2$%X}3={mI%qC*vJf5mlOod1Q+tY=Ly)zkv00f;xNI@Co4{8dcT#|8r^Su`DS
zAIhdj`P=0FsZJv!jPA^vgs>o23sXd0pwxkl1~y`f_yrY|?`jBP8NddrT@%p3L}@^g
z{2}f!&)0NjIiaja5jr7;%&OVn3Y~a!Nf_(zF6z7(76_*x6$219DZNO9T?u1@>X={^
zs>((B37<h}7;r8wFs9;UNh-dm3+rTsWz1}^5z8Q-Ezc{x#WNTF;Rwr{otR(+ZItMn
zL6S`RZGko_{x+O-f)x;qp+;qDl%et=ra;Lu*k7^&v5-}U&x-&TVI_-68mo6^S&?@Y
z>G9C6tZi*eJ>No+TGCbvMJhF>>w6+`R3axzEs8K0n1it;l$sfMXDN;fi>$_zqF8$?
zLCbSkl=Bn`nzHt?ToTPXTS-$!iF}gEkHw_x@PDFNTYjf8V=hJAATUW&zJ@A1oG&?A
zDP{TsH*{wmtAI^3<_NG^F}9;UfbXUJz(g*T;od!1M@NgG86l9I-dIbx-GjA5K3`<4
zaw=^b$y(4^;3?4yg**W|t`(bT#LC%-7}m)dVSu1Hwa>y}j4ibUkk31T)x``d@j9_A
z!deVL7cCnIwPrDKpDIz^@nLMSAuYWG*0Oc^(w@wpc1dutiiPmas7zCV4{>%*A81U|
zIA))3(~b4A;kU7+MKDqfh-P6Uj6}O^9P22;NbVTL0*su@(>SE=d!krxzNQyzV`U{E
zwqU`;u~-`4jn8^2c_s2%ZQ`*Gpgua~V%-(Ek}nEiN>lBrG!;e|{}9gt>sVBkisbav
zCe^mUXTW2DGcY#58d+sfOA+X|f<+_Wx6)E$b)7OvoRF4BM==K;)Q7dV$XXQDO7<!$
zen0ylbvF-b(a>UI&8b9Kk?-rvI-|&ra4J%KmNcAFFtBA}mZ9R^6Idr#Dm9?FhcaaN
zR%4HeSfA&)flO}N2Rm+?2yAQ-CL2dyh=5}j_9IB?#6`S*Jh9l&7K*00bRC}4k99`E
zg`A4|NTG8GvD9D;Dqegh3B793%&%2^>R^dqN_=l$d8-JyzE5Hso~sa=`9PD@sKUbp
zsJcxFF^EBUZDh@0p2@E&b*9UCr!>}>v;J%&Z{~*w&ZrAmqo*eyjO}>9p2!O+s8A+r
zY{vt4$X^ctWVN(@V5&tu+vXA=?>&%3qZ<l_gS4E2H1LbqB#kP%F)h!(KagFu;b)TI
ze-8~}3Olk!AOIErK8Pg=MZ7(F4%Q^I8s)^RkdjGc(Tv+n$EHq6W|hn0DFVO)&}_*}
zA((l4ZlA&=g7G`T&#Dxr6x2u_5&eLZ2c@ujPICO1VX(w6qH8x;pGXlCR_5<gnF~EW
z!`vj1*fMJwEQTKGL78NI3iB#w?qa4HT{<pQ<+4=fAedVMjYIKNR?%HmY#g9S5QM}N
znXl|cS6ZHC*q6#0Fe5)nX*!Lh67Vbt<^5=2l@4Y>b|MT%UlboRnAIvPeus{%+`+82
z9T_q8(&gV7%xc=$0e&DnAdj|9XZ7viYS5(vK&YdCfky$11|Oc7&gwDhJ*Vdsfn*kn
z-y*DmIFs}9>8ybr)=yo%3SKIMJ$Iw51|>E?b*w_v!?aF`sl8+o-FR#!b8)Aq!l`Tv
zD>4aaTd7<13GLTb6yRx7VCmm8n1uUH1f?t;f+M3+Bt7AaKCL0Fo*gZj`cC-xA<SDa
zX751qeD@GmzbqLpZo*$dQXtM7feD#r^`ZEuSvPs-p{%|DorTNC^Ot-y{nL~%sd&El
zPZQP6U(!D*MZ}{_*n>`)n1d-w&&gs{d9O@XRWPScJR1W1@N}$0G7RgOF#>-D<1c|8
z%%aRw#nXmC<duOr*tH4>3QOvw?9cOtv-&)j#1u#x#XaOVASQs?Dq2M2;j|`7+o<P)
z55zzDu1SbY>xR>1z_X;tDt?*1I5-0!Rv5wR2zb&Q9tgw|*N(sdr~--9nU*KeKhdj>
zoB&qH7vP^<O0)fY1gilS0xK31O-AE28-_2sX5&n@567B6j{y16IEzVK5lN{`sx}{J
zYKzp+gdklqEy)GHAPNd>U>2)sN5wyoM_N8N3*+^jhViasu^QZGIwUj({1r6=e=VTD
zrqO5T4A{QXB=?Ix6BR-+lGSiUtQNz!`Id352ZeU%-z|<0GT@f>qi{*Dk+}F4Y13?6
z!e96xI_)0GywRCR>!-(VO&Tay_Y3Qv+P8HAUG6HFRg}LRN&5x5LS!1bXErGqhzB&B
z^XzOWzcJx}gLr_i+=zWL_V1ZSPVJ=Yt?wO_%sb^U7dxaKVlkIj8HEiHXXHPMd6zBP
zL7p)RDp2uHW?Kr~M(ZHsMzp2T-<w7Zi*M65Avtc4I3koEnK7ybO5QXFLyBjfp2O<c
zQQeWYh_B4Sn5A>D4fk_I-74x3=4>=BSUQ#2R-r~^)9{1h2dDLK9j6e7XGEw{^Ee(h
zN`N>RAF<SnUwkbx?f|)>xiY?gxN&`O8KNfe`4EQHLQ#pH=4VG^4s?2gT-_@oB308m
z&^Ucl<xs<K(~cz3xv9ornnguiJfa*u24A4Q?ZD^a3*&*FCJ|$bK`hb-62VGJml4}6
zc=80Oro$NKWMz{z$C8DM+&G1*u(5Qo;%Y!p^0D}5X=2#<vI)qw=vtmJjyc-N{Rel`
zCd38sN@Ji`p<^(O4`VS6Q5D0-;jgLF(H9`|LG2}b9H#M=v~?f85Q_8!H*@)uZblgr
zfT)%a{}Ue8%)f5JzuZhLtHmkm+jfhH*QE~OHOAw{TgI|7RmFY+)5f<;ZPl%pOrI`(
z?@rt~C~)d;G6{4^Y}Ia1^W<a_aOEAw!kqs7lN7+b2NlQTRG=|sc>7EQ+raU(@208<
zAB=AWV*vztJYO@O)hi>`Aowl%#z=aA(dXqRn3mmk0!A=rlKcw3aI++zrilf2N{mPi
zX^AFstPD;U3QSGkTrrXKorpy7c~FyhMpD-f&Ha1zH;NN?B6gzk+$nHED<{G6n#nKz
z4MXsMCgTLulbFO#>^6WF^5{vJF$!A7b{Rfx5>3qH_RKq$85h<fP@xUr%O)`wMvRZx
zdMf7!A<rjI#IXNiSpI^vKsp(J#gMOz!C#0v;O^lDc1#wJy2!!sr}!tolL@JsQ;M|4
zE;+7KPz$_lNxV%_xdtj}o<?eFQpDhtg!bb1MpqU(h1{{p>G4NXFe>T0v$3tnv{fd=
z7sww>!`7mbh_(zw4_<X@(KO1&CB#Sc3F;#X@Ru1-ilC{a6y`!w21JWO0{jZUP5(4I
zOkRE(1`>6@?KILBaZ9NOJDI+KDLC+(_`<v$rKV%2LC63;0=k-)s8{uG5tbY@$T&}P
zGY{_#abvh#HXSQAacwI8b2{@8@aT^5VLsk#1~gYc9`Wt`4Aw!QhEg=^p%=OKObh^(
zuFaEYvKr3C0T$F4xd>Gr*Un^72DBHWJ6k4`43seO4{$;tD@%Nae%TUoKtpJYDlUic
zK%Jt+t_3bZ-$04a(1?TPeUdYnZ;WhMkHT=Vi_y&puCByqXj=fcSzHbw2h>XO&rov5
zBYwp{10q8!l+|Yj86KMj>Mt=vxCi{4hP5E%(2D??+UjC_M!!2za?+@q5jdv*OuLGP
zFR+9qJ_DrIWBtVh(Hc*jf3eT#87fd}B|gJX+mx6LwTpn8EhdMaIO+v2@fqZbt~Hou
zhz?pjc2hzS1rKzH6u%f~84X<}KErP(l)MQxA1x)t<-ja}3$y;rfPx(2eu?d(UnxMD
z#afVBRH%4g{4;cC>r3n)Djy)YO32|e)bWd73mB|X8UF7>da$m9ARu6gt)_Aer6}~D
zc?Y#%q)JW@4NmmS@WtgYoar8hBC~@QAvrD~i0q6oNwJG{YBVyI{0!|%|935(*D~G2
zbPrU3@HA<$@eFtb9u@N9A7V6m#JZRul|vLIZUXR#p6QZuTIw4waV<3X|HcEHl1cDX
zJN`3mAw8{%4~u^$M=`48#h_65(z&dPfikROBcPsNQjOs*=!xADa+rLH{n5ZJmON-Y
z@TM*44mI>cT1JJixG#_iD3z7C2_8x*X)AbU0WPtmoL=*Pdxn0El81^2gsyArYvI1Y
zBO$_De@LI<mpMwPEIO+3iytNAU@0YC8lDeF*GWk^IK&e6139h6Q1Ya4d|>Q~Z?#HC
zKU-A%Go)_+cM~<%QSv6}O9Met{90g0Fm>W*X7`0hK#`-B5Ck**e=A0<fZ!qhXVyAo
r#{YL?EegFQ3>-L!9uBg;wk-OH@syjE2P|N%7(MyM>eOl7vCaPgw0Ma2

diff --git a/references.json b/references.json
index db45b5f..26df0c1 100644
--- a/references.json
+++ b/references.json
@@ -56,8 +56,19 @@
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: arxiv:1810.08055v1"
   },
   {
-    "type": "article-journal",
     "id": "16iU4PKI1",
+    "type": "article-journal",
+    "container-title": "Cell Systems",
+    "DOI": "10.1016/j.cels.2017.08.003",
+    "ISSN": "24054712",
+    "issue": "5",
+    "journalAbbreviation": "Cell Systems",
+    "language": "en",
+    "page": "431-437",
+    "source": "DOI.org (Crossref)",
+    "title": "A Padawan Programmer’s Guide to Developing Software Libraries",
+    "URL": "https://doi.org/gg8tqz",
+    "volume": "5",
     "author": [
       {
         "family": "Yurkovich",
@@ -80,28 +91,40 @@
         "given": "Zachary A."
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2017,
+          "2017",
           11
         ]
       ]
     },
-    "container-title": "Cell Systems",
-    "DOI": "10.1016/j.cels.2017.08.003",
-    "volume": "5",
-    "issue": "5",
-    "page": "431-437",
-    "publisher": "Elsevier BV",
-    "title": "A Padawan Programmer’s Guide to Developing Software Libraries",
-    "URL": "https://doi.org/gg8tqz",
     "PMID": "28988801",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1016/j.cels.2017.08.003"
   },
   {
-    "type": "article-journal",
     "id": "WrDwZxcM",
+    "type": "article-journal",
+    "container-title": "Patterns",
+    "DOI": "10.1016/j.patter.2021.100206",
+    "ISSN": "26663899",
+    "issue": "2",
+    "journalAbbreviation": "Patterns",
+    "language": "en",
+    "page": "100206",
+    "source": "DOI.org (Crossref)",
+    "title": "Barely sufficient practices in scientific computing",
+    "URL": "https://doi.org/gjpcb6",
+    "volume": "2",
     "author": [
       {
         "family": "Lee",
@@ -148,58 +171,82 @@
         "given": "Helena"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2021,
+          "2021",
           2
         ]
       ]
     },
-    "container-title": "Patterns",
-    "DOI": "10.1016/j.patter.2021.100206",
-    "volume": "2",
-    "issue": "2",
-    "page": "100206",
-    "publisher": "Elsevier BV",
-    "title": "Barely sufficient practices in scientific computing",
-    "URL": "https://doi.org/gjpcb6",
     "PMCID": "PMC7892476",
     "PMID": "33659915",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1016/j.patter.2021.100206"
   },
   {
-    "type": "article-journal",
     "id": "wu0sr8q2",
+    "type": "article-journal",
+    "container-title": "Nature",
+    "DOI": "10.1038/d41586-020-03382-2",
+    "ISSN": "0028-0836, 1476-4687",
+    "issue": "7836",
+    "journalAbbreviation": "Nature",
+    "language": "en",
+    "page": "185-186",
+    "source": "DOI.org (Crossref)",
+    "title": "Why scientists are turning to Rust",
+    "URL": "https://doi.org/ghqc7g",
+    "volume": "588",
     "author": [
       {
         "family": "Perkel",
         "given": "Jeffrey M."
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2020,
+          "2020",
           12,
-          1
+          3
         ]
       ]
     },
-    "container-title": "Nature",
-    "DOI": "10.1038/d41586-020-03382-2",
-    "volume": "588",
-    "issue": "7836",
-    "page": "185-186",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "Why scientists are turning to Rust",
-    "URL": "https://doi.org/ghqc7g",
     "PMID": "33262490",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/d41586-020-03382-2"
   },
   {
-    "type": "article-journal",
     "id": "SGTWzj9t",
+    "type": "article-journal",
+    "container-title": "Nature Biotechnology",
+    "DOI": "10.1038/nbt.2740",
+    "ISSN": "1087-0156, 1546-1696",
+    "issue": "11",
+    "journalAbbreviation": "Nat Biotechnol",
+    "language": "en",
+    "page": "996-998",
+    "source": "DOI.org (Crossref)",
+    "title": "So you want to be a computational biologist?",
+    "URL": "https://doi.org/p3j",
+    "volume": "31",
     "author": [
       {
         "family": "Loman",
@@ -210,29 +257,40 @@
         "given": "Mick"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2013,
-          11,
-          1
+          "2013",
+          11
         ]
       ]
     },
-    "container-title": "Nature Biotechnology",
-    "DOI": "10.1038/nbt.2740",
-    "volume": "31",
-    "issue": "11",
-    "page": "996-998",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "So you want to be a computational biologist?",
-    "URL": "https://doi.org/p3j",
     "PMID": "24213777",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/nbt.2740"
   },
   {
-    "type": "article-journal",
     "id": "ALU8zyix",
+    "type": "article-journal",
+    "container-title": "Nature Protocols",
+    "DOI": "10.1038/nprot.2017.149",
+    "ISSN": "1754-2189, 1750-2799",
+    "issue": "4",
+    "journalAbbreviation": "Nat Protoc",
+    "language": "en",
+    "page": "599-604",
+    "source": "DOI.org (Crossref)",
+    "title": "Exponential scaling of single-cell RNA-seq in the past decade",
+    "URL": "https://doi.org/gc5ndt",
+    "volume": "13",
     "author": [
       {
         "family": "Svensson",
@@ -247,29 +305,40 @@
         "given": "Sarah A"
       }
     ],
-    "issued": {
+    "accessed": {
       "date-parts": [
         [
-          2018,
+          "2022",
           3,
-          1
+          21
+        ]
+      ]
+    },
+    "issued": {
+      "date-parts": [
+        [
+          "2018",
+          4
         ]
       ]
     },
-    "container-title": "Nature Protocols",
-    "DOI": "10.1038/nprot.2017.149",
-    "volume": "13",
-    "issue": "4",
-    "page": "599-604",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "Exponential scaling of single-cell RNA-seq in the past decade",
-    "URL": "https://doi.org/gc5ndt",
     "PMID": "29494575",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/nprot.2017.149"
   },
   {
-    "type": "article-journal",
     "id": "94lBUqNp",
+    "type": "article-journal",
+    "container-title": "Nature Reviews Genetics",
+    "DOI": "10.1038/nrg3643",
+    "ISSN": "1471-0056, 1471-0064",
+    "issue": "2",
+    "journalAbbreviation": "Nat Rev Genet",
+    "language": "en",
+    "page": "107-120",
+    "source": "DOI.org (Crossref)",
+    "title": "Constraint-based models predict metabolic and associated cellular functions",
+    "URL": "https://doi.org/f5sk8s",
+    "volume": "15",
     "author": [
       {
         "family": "Bordbar",
@@ -288,29 +357,41 @@
         "given": "Bernhard O."
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2014,
-          1,
-          16
+          "2014",
+          2
         ]
       ]
     },
-    "container-title": "Nature Reviews Genetics",
-    "DOI": "10.1038/nrg3643",
-    "volume": "15",
-    "issue": "2",
-    "page": "107-120",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "Constraint-based models predict metabolic and associated cellular functions",
-    "URL": "https://doi.org/f5sk8s",
     "PMID": "24430943",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/nrg3643"
   },
   {
-    "type": "article-journal",
     "id": "1DX19gjFK",
+    "type": "article-journal",
+    "container-title": "Nature Reviews Genetics",
+    "DOI": "10.1038/s41576-019-0150-2",
+    "ISSN": "1471-0056, 1471-0064",
+    "issue": "11",
+    "journalAbbreviation": "Nat Rev Genet",
+    "language": "en",
+    "page": "631-656",
+    "source": "DOI.org (Crossref)",
+    "title": "RNA sequencing: the teenage years",
+    "title-short": "RNA sequencing",
+    "URL": "https://doi.org/gf6vfx",
+    "volume": "20",
     "author": [
       {
         "family": "Stark",
@@ -325,29 +406,40 @@
         "given": "James"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2019,
-          7,
-          24
+          "2019",
+          11
         ]
       ]
     },
-    "container-title": "Nature Reviews Genetics",
-    "DOI": "10.1038/s41576-019-0150-2",
-    "volume": "20",
-    "issue": "11",
-    "page": "631-656",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "RNA sequencing: the teenage years",
-    "URL": "https://doi.org/gf6vfx",
     "PMID": "31341269",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/s41576-019-0150-2"
   },
   {
-    "type": "article-journal",
     "id": "14iHcKBb7",
+    "type": "article-journal",
+    "container-title": "Nature Biotechnology",
+    "DOI": "10.1038/s41587-020-0446-y",
+    "ISSN": "1087-0156, 1546-1696",
+    "issue": "3",
+    "journalAbbreviation": "Nat Biotechnol",
+    "language": "en",
+    "page": "272-276",
+    "source": "DOI.org (Crossref)",
+    "title": "MEMOTE for standardized genome-scale metabolic model testing",
+    "URL": "https://doi.org/gh4s88",
+    "volume": "38",
     "author": [
       {
         "family": "Lieven",
@@ -430,8 +522,9 @@
         "given": "Vassily"
       },
       {
-        "family": "van Helvoirt",
-        "given": "Wout"
+        "family": "Helvoirt",
+        "given": "Wout",
+        "non-dropping-particle": "van"
       },
       {
         "family": "Henry",
@@ -626,30 +719,42 @@
         "given": "Cheng"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2020,
+          "2020",
           3,
-          2
+          1
         ]
       ]
     },
-    "container-title": "Nature Biotechnology",
-    "DOI": "10.1038/s41587-020-0446-y",
-    "volume": "38",
-    "issue": "3",
-    "page": "272-276",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "MEMOTE for standardized genome-scale metabolic model testing",
-    "URL": "https://doi.org/gh4s88",
     "PMCID": "PMC7082222",
     "PMID": "32123384",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/s41587-020-0446-y"
   },
   {
-    "type": "article-journal",
     "id": "6DjakjNS",
+    "type": "article-journal",
+    "container-title": "Scientific Data",
+    "DOI": "10.1038/sdata.2016.18",
+    "ISSN": "2052-4463",
+    "issue": "1",
+    "journalAbbreviation": "Sci Data",
+    "language": "en",
+    "page": "160018",
+    "source": "DOI.org (Crossref)",
+    "title": "The FAIR Guiding Principles for scientific data management and stewardship",
+    "URL": "https://doi.org/bdd4",
+    "volume": "3",
     "author": [
       {
         "family": "Wilkinson",
@@ -684,8 +789,9 @@
         "given": "Jan-Willem"
       },
       {
-        "family": "da Silva Santos",
-        "given": "Luiz Bonino"
+        "family": "Silva Santos",
+        "given": "Luiz Bonino",
+        "non-dropping-particle": "da"
       },
       {
         "family": "Bourne",
@@ -752,8 +858,9 @@
         "given": "Jaap"
       },
       {
-        "family": "’t Hoen",
-        "given": "Peter A.C"
+        "family": "Hoen",
+        "given": "Peter A.C",
+        "non-dropping-particle": "’t"
       },
       {
         "family": "Hooft",
@@ -800,8 +907,9 @@
         "given": "Marco"
       },
       {
-        "family": "van Schaik",
-        "given": "Rene"
+        "family": "Schaik",
+        "given": "Rene",
+        "non-dropping-particle": "van"
       },
       {
         "family": "Sansone",
@@ -832,12 +940,14 @@
         "given": "Mark"
       },
       {
-        "family": "van der Lei",
-        "given": "Johan"
+        "family": "Lei",
+        "given": "Johan",
+        "non-dropping-particle": "van der"
       },
       {
-        "family": "van Mulligen",
-        "given": "Erik"
+        "family": "Mulligen",
+        "given": "Erik",
+        "non-dropping-particle": "van"
       },
       {
         "family": "Velterop",
@@ -864,30 +974,40 @@
         "given": "Barend"
       }
     ],
-    "issued": {
+    "accessed": {
       "date-parts": [
         [
-          2016,
+          "2022",
           3,
-          15
+          21
+        ]
+      ]
+    },
+    "issued": {
+      "date-parts": [
+        [
+          "2016",
+          12
         ]
       ]
     },
-    "container-title": "Scientific Data",
-    "DOI": "10.1038/sdata.2016.18",
-    "volume": "3",
-    "issue": "1",
-    "page": "160018",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "The FAIR Guiding Principles for scientific data management and stewardship",
-    "URL": "https://doi.org/bdd4",
     "PMCID": "PMC4792175",
     "PMID": "26978244",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1038/sdata.2016.18"
   },
   {
-    "type": "article-journal",
     "id": "15pOpsdFR",
+    "type": "article-journal",
+    "container-title": "GigaScience",
+    "DOI": "10.1093/gigascience/giz054",
+    "ISSN": "2047-217X",
+    "issue": "5",
+    "language": "en",
+    "page": "giz054",
+    "source": "DOI.org (Crossref)",
+    "title": "Software engineering for scientific big data analysis",
+    "URL": "https://doi.org/gf4f4m",
+    "volume": "8",
     "author": [
       {
         "family": "Grüning",
@@ -906,29 +1026,39 @@
         "given": "Daniel"
       }
     ],
-    "issued": {
+    "accessed": {
       "date-parts": [
         [
-          2019,
-          5
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
+    "issued": {
+      "date-parts": [
+        [
+          "2019",
+          5,
+          1
         ]
       ]
     },
-    "container-title": "GigaScience",
-    "DOI": "10.1093/gigascience/giz054",
-    "volume": "8",
-    "issue": "5",
-    "page": "giz054",
-    "publisher": "Oxford University Press (OUP)",
-    "title": "Software engineering for scientific big data analysis",
-    "URL": "https://doi.org/gf4f4m",
     "PMCID": "PMC6532757",
     "PMID": "31121028",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1093/gigascience/giz054"
   },
   {
-    "type": "article-journal",
     "id": "1HhbGD4jJ",
+    "type": "report",
+    "abstract": "Abstract\r\n          As the scale of biological data generation has increased, the bottleneck of research has shifted from data generation to analysis. Researchers commonly need to build computational workflows that include multiple analytic tools and require incremental development as experimental insights demand tool and parameter modifications. These workflows can produce hundreds to thousands of intermediate files and results that must be integrated for biological insight. Data-centric workflow systems that internally manage computational resources, software, and conditional execution of analysis steps are reshaping the landscape of biological data analysis, and empowering researchers to conduct reproducible analyses at scale. Adoption of these tools can facilitate and expedite robust data analysis, but knowledge of these techniques is still lacking. Here, we provide a series of practices and strategies for leveraging workflow systems with structured project, data, and resource management to streamline large-scale biological analysis. We present these strategies in the context of high-throughput sequencing data analysis, but the principles are broadly applicable to biologists working beyond this field.\r\n          \r\n            Author Summary\r\n            We present a guide for workflow-enabled biological sequence data analysis, developed through our own teaching, training and analysis projects. We recognize that this is based on our own use cases and experiences, but we hope that our guide will contribute to a larger discussion within the open source and open science communities and lead to more comprehensive resources. Our main goal is to accelerate the research of scientists conducting sequence analyses by introducing them to organized workflow practices that not only benefit their own research but also facilitate open and reproducible science.",
+    "genre": "preprint",
+    "language": "en",
+    "note": "DOI: 10.1101/2020.06.30.178673\nThis CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2020.06.30.178673",
+    "publisher": "Bioinformatics",
+    "source": "DOI.org (Crossref)",
+    "title": "Streamlining Data-Intensive Biology With Workflow Systems",
+    "URL": "https://doi.org/gg353v",
     "author": [
       {
         "family": "Reiter",
@@ -963,26 +1093,37 @@
         "given": "N. Tessa"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2020,
-          11,
-          16
+          "2020",
+          7,
+          1
         ]
       ]
     },
-    "abstract": "As the scale of biological data generation has increased, the bottleneck of research has shifted from data generation to analysis. Researchers commonly need to build computational workflows that include multiple analytic tools and require incremental development as experimental insights demand tool and parameter modifications. These workflows can produce hundreds to thousands of intermediate files and results that must be integrated for biological insight. Data-centric workflow systems that internally manage computational resources, software, and conditional execution of analysis steps are reshaping the landscape of biological data analysis, and empowering researchers to conduct reproducible analyses at scale. Adoption of these tools can facilitate and expedite robust data analysis, but knowledge of these techniques is still lacking. Here, we provide a series of practices and strategies for leveraging workflow systems with structured project, data, and resource management to streamline large-scale biological analysis. We present these strategies in the context of high-throughput sequencing data analysis, but the principles are broadly applicable to biologists working beyond this field.",
-    "container-title": "Cold Spring Harbor Laboratory",
-    "DOI": "10.1101/2020.06.30.178673",
-    "publisher": "Cold Spring Harbor Laboratory",
-    "title": "Streamlining Data-Intensive Biology With Workflow Systems",
-    "URL": "https://doi.org/gg353v",
-    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2020.06.30.178673"
+    "DOI": "10.1101/2020.06.30.178673"
   },
   {
-    "type": "article-journal",
     "id": "31ZBzbN6",
+    "type": "report",
+    "abstract": "Parageobacillus thermoglucosidasius represents a thermophilic, facultative anaerobic bacterial chassis, with several desirable traits for metabolic engineering and industrial production. To further optimize strain productivity, a systems level understanding of its metabolism is needed, which can be facilitated by a genome-scale metabolic model. Here, we present p-thermo, the most complete, curated and validated genome-scale model (to date) of Parageobacillus thermoglucosidasius NCIMB 11955. It spans a total of 890 metabolites, 1175 reactions and 917 metabolic genes, forming an extensive knowledge base for P. thermoglucosidasius NCIMB 11955 metabolism. The model accurately predicts aerobic utilization of 22 carbon sources, and the predictive quality of internal fluxes was validated with previously published 13C-fluxomics data. In an application case, p-thermo was used to facilitate more in-depth analysis of reported metabolic engineering efforts, giving additional insight into fermentative metabolism. Finally, p-thermo was used to resolve a previously uncharacterised bottleneck in anaerobic metabolism, by identifying the minimal required supplemented nutrients (thiamin, biotin and iron(III)) needed to sustain anaerobic growth. This highlights the usefulness of p-thermo for guiding the generation of experimental hypotheses and for facilitating data-driven metabolic engineering, expanding the use of P. thermoglucosidasius as a high yield production platform.",
+    "genre": "preprint",
+    "language": "en",
+    "note": "DOI: 10.1101/2021.02.01.429138\nThis CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2021.02.01.429138",
+    "publisher": "Microbiology",
+    "source": "DOI.org (Crossref)",
+    "title": "Genome-scale metabolic modelling of P. thermoglucosidasius NCIMB 11955 reveals metabolic bottlenecks in anaerobic metabolism.",
+    "URL": "https://doi.org/gh4s89",
     "author": [
       {
         "family": "Mol",
@@ -1017,26 +1158,37 @@
         "given": "Nikolaus"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2021,
+          "2021",
           2,
           1
         ]
       ]
     },
-    "abstract": "Parageobacillus thermoglucosidasius represents a thermophilic, facultative anaerobic bacterial chassis, with several desirable traits for metabolic engineering and industrial production. To further optimize strain productivity, a systems level understanding of its metabolism is needed, which can be facilitated by a genome-scale metabolic model. Here, we present p-thermo, the most complete, curated and validated genome-scale model (to date) of Parageobacillus thermoglucosidasius NCIMB 11955. It spans a total of 890 metabolites, 1175 reactions and 917 metabolic genes, forming an extensive knowledge base for P. thermoglucosidasius NCIMB 11955 metabolism. The model accurately predicts aerobic utilization of 22 carbon sources, and the predictive quality of internal fluxes was validated with previously published 13C-fluxomics data. In an application case, p-thermo was used to facilitate more in-depth analysis of reported metabolic engineering efforts, giving additional insight into fermentative metabolism. Finally, p-thermo was used to resolve a previously uncharacterised bottleneck in anaerobic metabolism, by identifying the minimal required supplemented nutrients (thiamin, biotin and iron(III)) needed to sustain anaerobic growth. This highlights the usefulness of p-thermo for guiding the generation of experimental hypotheses and for facilitating data-driven metabolic engineering, expanding the use of P. thermoglucosidasius as a high yield production platform.",
-    "container-title": "Cold Spring Harbor Laboratory",
-    "DOI": "10.1101/2021.02.01.429138",
-    "publisher": "Cold Spring Harbor Laboratory",
-    "title": "Genome-scale metabolic modelling of P. thermoglucosidasius NCIMB 11955 reveals metabolic bottlenecks in anaerobic metabolism.",
-    "URL": "https://doi.org/gh4s89",
-    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2021.02.01.429138"
+    "DOI": "10.1101/2021.02.01.429138"
   },
   {
-    "type": "article-journal",
     "id": "qRqqDo0w",
+    "type": "report",
+    "abstract": "Abstract\r\n          Compared to its predecessors, the Telomere-to-Telomere CHM13 genome adds nearly 200 Mbp of sequence, corrects thousands of structural errors, and unlocks the most complex regions of the human genome to clinical and functional study. Here we demonstrate how the new reference universally improves read mapping and variant calling for 3,202 and 17 globally diverse samples sequenced with short and long reads, respectively. We identify hundreds of thousands of novel variants per sample—a new frontier for evolutionary and biomedical discovery. Simultaneously, the new reference eliminates tens of thousands of spurious variants per sample, including up to 12-fold reduction of false positives in 269 medically relevant genes. The vast improvement in variant discovery coupled with population and functional genomic resources position T2T-CHM13 to replace GRCh38 as the prevailing reference for human genetics.\r\n          \r\n            One Sentence Summary\r\n            The T2T-CHM13 reference genome universally improves the analysis of human genetic variation.",
+    "genre": "preprint",
+    "language": "en",
+    "note": "DOI: 10.1101/2021.07.12.452063\nThis CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2021.07.12.452063",
+    "publisher": "Genomics",
+    "source": "DOI.org (Crossref)",
+    "title": "A complete reference genome improves analysis of human genetic variation",
+    "URL": "https://doi.org/gk6dwc",
     "author": [
       {
         "family": "Aganezov",
@@ -1171,26 +1323,41 @@
         "given": "Michael C."
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2021,
+          "2021",
           7,
           13
         ]
       ]
     },
-    "abstract": "Compared to its predecessors, the Telomere-to-Telomere CHM13 genome adds nearly 200 Mbp of sequence, corrects thousands of structural errors, and unlocks the most complex regions of the human genome to clinical and functional study. Here we demonstrate how the new reference universally improves read mapping and variant calling for 3,202 and 17 globally diverse samples sequenced with short and long reads, respectively. We identify hundreds of thousands of novel variants per sample—a new frontier for evolutionary and biomedical discovery. Simultaneously, the new reference eliminates tens of thousands of spurious variants per sample, including up to 12-fold reduction of false positives in 269 medically relevant genes. The vast improvement in variant discovery coupled with population and functional genomic resources position T2T-CHM13 to replace GRCh38 as the prevailing reference for human genetics.",
-    "container-title": "Cold Spring Harbor Laboratory",
-    "DOI": "10.1101/2021.07.12.452063",
-    "publisher": "Cold Spring Harbor Laboratory",
-    "title": "A complete reference genome improves analysis of human genetic variation",
-    "URL": "https://doi.org/gk6dwc",
-    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1101/2021.07.12.452063"
+    "DOI": "10.1101/2021.07.12.452063"
   },
   {
-    "type": "article-journal",
     "id": "12RoKrne5",
+    "type": "paper-conference",
+    "container-title": "2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering (SANER)",
+    "DOI": "10.1109/saner.2018.8330263",
+    "event": "2018 IEEE 25th International Conference on Software Analysis, Evolution and Reengineering (SANER)",
+    "event-place": "Campobasso",
+    "ISBN": "9781538649695",
+    "page": "582-591",
+    "publisher": "IEEE",
+    "publisher-place": "Campobasso",
+    "source": "DOI.org (Crossref)",
+    "title": "How do scientists develop scientific software? An external replication",
+    "title-short": "How do scientists develop scientific software?",
+    "URL": "https://doi.org/ggk6nc",
     "author": [
       {
         "family": "Pinto",
@@ -1205,24 +1372,41 @@
         "given": "Luiz Felipe"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2018,
+          "2018",
           3
         ]
       ]
     },
-    "container-title": "Institute of Electrical and Electronics Engineers (IEEE)",
-    "DOI": "10.1109/saner.2018.8330263",
-    "publisher": "Institute of Electrical and Electronics Engineers (IEEE)",
-    "title": "How do scientists develop scientific software? An external replication",
-    "URL": "https://doi.org/ggk6nc",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1109/saner.2018.8330263"
   },
   {
-    "type": "article-journal",
     "id": "cieXgNg",
+    "type": "article-journal",
+    "abstract": "Abstract\r\n            \r\n              Background\r\n              COnstraint-Based Reconstruction and Analysis (COBRA) methods are widely used for genome-scale modeling of metabolic networks in both prokaryotes and eukaryotes. Due to the successes with metabolism, there is an increasing effort to apply COBRA methods to reconstruct and analyze integrated models of cellular processes. The COBRA Toolbox for MATLAB is a leading software package for genome-scale analysis of metabolism; however, it was not designed to elegantly capture the complexity inherent in integrated biological networks and lacks an integration framework for the multiomics data used in systems biology. The openCOBRA Project is a community effort to promote constraints-based research through the distribution of freely available software.\r\n            \r\n            \r\n              Results\r\n              Here, we describe COBRA for Python (COBRApy), a Python package that provides support for basic COBRA methods. COBRApy is designed in an object-oriented fashion that facilitates the representation of the complex biological processes of metabolism and gene expression. COBRApy does not require MATLAB to function; however, it includes an interface to the COBRA Toolbox for MATLAB to facilitate use of legacy codes. For improved performance, COBRApy includes parallel processing support for computationally intensive processes.\r\n            \r\n            \r\n              Conclusion\r\n              COBRApy is an object-oriented framework designed to meet the computational challenges associated with the next generation of stoichiometric constraint-based models and high-density omics data sets.\r\n            \r\n            \r\n              Availability\r\n              \r\n                http://opencobra.sourceforge.net/",
+    "container-title": "BMC Systems Biology",
+    "DOI": "10.1186/1752-0509-7-74",
+    "ISSN": "1752-0509",
+    "issue": "1",
+    "journalAbbreviation": "BMC Syst Biol",
+    "language": "en",
+    "page": "74",
+    "source": "DOI.org (Crossref)",
+    "title": "COBRApy: COnstraints-Based Reconstruction and Analysis for Python",
+    "title-short": "COBRApy",
+    "URL": "https://doi.org/gb3qmh",
+    "volume": "7",
     "author": [
       {
         "family": "Ebrahim",
@@ -1241,30 +1425,42 @@
         "given": "Daniel R"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2013,
-          8,
-          8
+          "2013",
+          12
         ]
       ]
     },
-    "container-title": "BMC Systems Biology",
-    "DOI": "10.1186/1752-0509-7-74",
-    "volume": "7",
-    "issue": "1",
-    "page": "74",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "COBRApy: COnstraints-Based Reconstruction and Analysis for Python",
-    "URL": "https://doi.org/gb3qmh",
     "PMCID": "PMC3751080",
     "PMID": "23927696",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1186/1752-0509-7-74"
   },
   {
-    "type": "article-journal",
     "id": "KBoHN8e8",
+    "type": "article-journal",
+    "container-title": "Genome Biology",
+    "DOI": "10.1186/s13059-019-1766-4",
+    "ISSN": "1474-760X",
+    "issue": "1",
+    "journalAbbreviation": "Genome Biol",
+    "language": "en",
+    "page": "166",
+    "source": "DOI.org (Crossref)",
+    "title": "scAlign: a tool for alignment, integration, and rare cell identification from scRNA-seq data",
+    "title-short": "scAlign",
+    "URL": "https://doi.org/gh5jhj",
+    "volume": "20",
     "author": [
       {
         "family": "Johansen",
@@ -1275,30 +1471,41 @@
         "given": "Gerald"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2019,
-          8,
-          14
+          "2019",
+          12
         ]
       ]
     },
-    "container-title": "Genome Biology",
-    "DOI": "10.1186/s13059-019-1766-4",
-    "volume": "20",
-    "issue": "1",
-    "page": "166",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "scAlign: a tool for alignment, integration, and rare cell identification from scRNA-seq data",
-    "URL": "https://doi.org/gh5jhj",
     "PMCID": "PMC6693154",
     "PMID": "31412909",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1186/s13059-019-1766-4"
   },
   {
-    "type": "article-journal",
     "id": "1GXDCoupc",
+    "type": "article-journal",
+    "container-title": "Genome Biology",
+    "DOI": "10.1186/s13059-019-1769-1",
+    "ISSN": "1474-760X",
+    "issue": "1",
+    "journalAbbreviation": "Genome Biol",
+    "language": "en",
+    "page": "158",
+    "source": "DOI.org (Crossref)",
+    "title": "A systematic assessment of current genome-scale metabolic reconstruction tools",
+    "URL": "https://doi.org/gh3pjm",
+    "volume": "20",
     "author": [
       {
         "family": "Mendoza",
@@ -1317,30 +1524,41 @@
         "given": "Bas"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2019,
-          8,
-          7
+          "2019",
+          12
         ]
       ]
     },
-    "container-title": "Genome Biology",
-    "DOI": "10.1186/s13059-019-1769-1",
-    "volume": "20",
-    "issue": "1",
-    "page": "158",
-    "publisher": "Springer Science and Business Media LLC",
-    "title": "A systematic assessment of current genome-scale metabolic reconstruction tools",
-    "URL": "https://doi.org/gh3pjm",
     "PMCID": "PMC6685185",
     "PMID": "31391098",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1186/s13059-019-1769-1"
   },
   {
-    "type": "article-journal",
     "id": "O6UbstGG",
+    "type": "article-journal",
+    "container-title": "PLoS Biology",
+    "DOI": "10.1371/journal.pbio.1001745",
+    "ISSN": "1545-7885",
+    "issue": "1",
+    "journalAbbreviation": "PLoS Biol",
+    "language": "en",
+    "page": "e1001745",
+    "source": "DOI.org (Crossref)",
+    "title": "Best Practices for Scientific Computing",
+    "URL": "https://doi.org/qtt",
+    "volume": "12",
     "author": [
       {
         "family": "Wilson",
@@ -1395,60 +1613,96 @@
         "given": "Paul"
       }
     ],
+    "editor": [
+      {
+        "family": "Eisen",
+        "given": "Jonathan A."
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2014,
+          "2014",
           1,
           7
         ]
       ]
     },
-    "container-title": "PLoS Biology",
-    "DOI": "10.1371/journal.pbio.1001745",
-    "volume": "12",
-    "issue": "1",
-    "page": "e1001745",
-    "publisher": "Public Library of Science (PLoS)",
-    "title": "Best Practices for Scientific Computing",
-    "URL": "https://doi.org/qtt",
     "PMCID": "PMC3886731",
     "PMID": "24415924",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pbio.1001745"
   },
   {
-    "type": "article-journal",
     "id": "3Gx1ESE4",
+    "type": "article-journal",
+    "container-title": "PLoS Computational Biology",
+    "DOI": "10.1371/journal.pcbi.1000424",
+    "ISSN": "1553-7358",
+    "issue": "7",
+    "journalAbbreviation": "PLoS Comput Biol",
+    "language": "en",
+    "page": "e1000424",
+    "source": "DOI.org (Crossref)",
+    "title": "A Quick Guide to Organizing Computational Biology Projects",
+    "URL": "https://doi.org/fbbpkn",
+    "volume": "5",
     "author": [
       {
         "family": "Noble",
         "given": "William Stafford"
       }
     ],
+    "editor": [
+      {
+        "family": "Lewitter",
+        "given": "Fran"
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2009,
+          "2009",
           7,
           31
         ]
       ]
     },
-    "container-title": "PLoS Computational Biology",
-    "DOI": "10.1371/journal.pcbi.1000424",
-    "volume": "5",
-    "issue": "7",
-    "page": "e1000424",
-    "publisher": "Public Library of Science (PLoS)",
-    "title": "A Quick Guide to Organizing Computational Biology Projects",
-    "URL": "https://doi.org/fbbpkn",
     "PMCID": "PMC2709440",
     "PMID": "19649301",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pcbi.1000424"
   },
   {
-    "type": "article-journal",
     "id": "kEX5dgzK",
+    "type": "article-journal",
+    "container-title": "PLOS Computational Biology",
+    "DOI": "10.1371/journal.pcbi.1004947",
+    "ISSN": "1553-7358",
+    "issue": "7",
+    "journalAbbreviation": "PLoS Comput Biol",
+    "language": "en",
+    "page": "e1004947",
+    "source": "DOI.org (Crossref)",
+    "title": "Ten Simple Rules for Taking Advantage of Git and GitHub",
+    "URL": "https://doi.org/gbrb39",
+    "volume": "12",
     "author": [
       {
         "family": "Perez-Riverol",
@@ -1511,30 +1765,48 @@
         "given": "Juan Antonio"
       }
     ],
+    "editor": [
+      {
+        "family": "Markel",
+        "given": "Scott"
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2016,
+          "2016",
           7,
           14
         ]
       ]
     },
-    "container-title": "PLOS Computational Biology",
-    "DOI": "10.1371/journal.pcbi.1004947",
-    "volume": "12",
-    "issue": "7",
-    "page": "e1004947",
-    "publisher": "Public Library of Science (PLoS)",
-    "title": "Ten Simple Rules for Taking Advantage of Git and GitHub",
-    "URL": "https://doi.org/gbrb39",
     "PMCID": "PMC4945047",
     "PMID": "27415786",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pcbi.1004947"
   },
   {
-    "type": "article-journal",
     "id": "k9JCaCug",
+    "type": "article-journal",
+    "container-title": "PLOS Computational Biology",
+    "DOI": "10.1371/journal.pcbi.1005510",
+    "ISSN": "1553-7358",
+    "issue": "6",
+    "journalAbbreviation": "PLoS Comput Biol",
+    "language": "en",
+    "page": "e1005510",
+    "source": "DOI.org (Crossref)",
+    "title": "Good enough practices in scientific computing",
+    "URL": "https://doi.org/gbkbwp",
+    "volume": "13",
     "author": [
       {
         "family": "Wilson",
@@ -1561,30 +1833,100 @@
         "given": "Tracy K."
       }
     ],
+    "editor": [
+      {
+        "family": "Ouellette",
+        "given": "Francis"
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2017,
+          "2017",
           6,
           22
         ]
       ]
     },
-    "container-title": "PLOS Computational Biology",
-    "DOI": "10.1371/journal.pcbi.1005510",
-    "volume": "13",
-    "issue": "6",
-    "page": "e1005510",
-    "publisher": "Public Library of Science (PLoS)",
-    "title": "Good enough practices in scientific computing",
-    "URL": "https://doi.org/gbkbwp",
     "PMCID": "PMC5480810",
     "PMID": "28640806",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pcbi.1005510"
   },
   {
+    "id": "sSSw0sr0",
     "type": "article-journal",
+    "container-title": "PLOS Computational Biology",
+    "DOI": "10.1371/journal.pcbi.1005871",
+    "ISSN": "1553-7358",
+    "issue": "1",
+    "journalAbbreviation": "PLoS Comput Biol",
+    "language": "en",
+    "page": "e1005871",
+    "source": "DOI.org (Crossref)",
+    "title": "Ten simple rules for biologists learning to program",
+    "URL": "https://doi.org/gft4n3",
+    "volume": "14",
+    "author": [
+      {
+        "family": "Carey",
+        "given": "Maureen A."
+      },
+      {
+        "family": "Papin",
+        "given": "Jason A."
+      }
+    ],
+    "editor": [
+      {
+        "family": "Markel",
+        "given": "Scott"
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
+    "issued": {
+      "date-parts": [
+        [
+          "2018",
+          1,
+          4
+        ]
+      ]
+    },
+    "PMCID": "PMC5754048",
+    "PMID": "29300745",
+    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pcbi.1005871"
+  },
+  {
     "id": "YuJbg3zO",
+    "type": "article-journal",
+    "container-title": "PLOS Computational Biology",
+    "DOI": "10.1371/journal.pcbi.1007128",
+    "ISSN": "1553-7358",
+    "issue": "6",
+    "journalAbbreviation": "PLoS Comput Biol",
+    "language": "en",
+    "page": "e1007128",
+    "source": "DOI.org (Crossref)",
+    "title": "Open collaborative writing with Manubot",
+    "URL": "https://doi.org/c7np",
+    "volume": "15",
     "author": [
       {
         "family": "Himmelstein",
@@ -1615,50 +1957,69 @@
         "given": "Anthony"
       }
     ],
+    "editor": [
+      {
+        "family": "Schneidman-Duhovny",
+        "given": "Dina"
+      }
+    ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2019,
+          "2019",
           6,
           24
         ]
       ]
     },
-    "container-title": "PLOS Computational Biology",
-    "DOI": "10.1371/journal.pcbi.1007128",
-    "volume": "15",
-    "issue": "6",
-    "page": "e1007128",
-    "publisher": "Public Library of Science (PLoS)",
-    "title": "Open collaborative writing with Manubot",
-    "URL": "https://doi.org/c7np",
     "PMCID": "PMC6611653",
     "PMID": "31233491",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.1371/journal.pcbi.1007128"
   },
   {
-    "type": "article-journal",
     "id": "Gtnr8c2U",
+    "type": "article-journal",
+    "container-title": "Journal of Statistical Software",
+    "DOI": "10.18637/jss.v059.i10",
+    "ISSN": "1548-7660",
+    "issue": "10",
+    "journalAbbreviation": "J. Stat. Soft.",
+    "language": "en",
+    "source": "DOI.org (Crossref)",
+    "title": "Tidy Data",
+    "URL": "https://doi.org/gdm3p7",
+    "volume": "59",
     "author": [
       {
         "family": "Wickham",
         "given": "Hadley"
       }
     ],
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
     "issued": {
       "date-parts": [
         [
-          2014
+          "2014"
         ]
       ]
     },
-    "container-title": "Journal of Statistical Software",
-    "DOI": "10.18637/jss.v059.i10",
-    "volume": "59",
-    "issue": "10",
-    "publisher": "Foundation for Open Access Statistic",
-    "title": "Tidy Data",
-    "URL": "https://doi.org/gdm3p7",
     "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: doi:10.18637/jss.v059.i10"
   },
   {
@@ -1705,9 +2066,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1724,9 +2085,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1741,9 +2102,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1760,9 +2121,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1776,9 +2137,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1801,13 +2162,29 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
+        ]
+      ]
+    },
+    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: url:https://bitbucket.org"
+  },
+  {
+    "id": "aUxTEizP",
+    "type": "webpage",
+    "title": "Black 22.1.0 documentation",
+    "URL": "https://black.readthedocs.io/en/stable/",
+    "accessed": {
+      "date-parts": [
+        [
+          "2022",
+          3,
+          21
         ]
       ]
     },
-    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: url:https://bitbucket.org"
+    "note": "This CSL JSON Item was automatically generated by Manubot v0.4.1 using citation-by-identifier.\nstandard_id: url:https://black.readthedocs.io/en/stable"
   },
   {
     "id": "FMzJsf3g",
@@ -1818,9 +2195,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1837,9 +2214,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1856,9 +2233,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1875,9 +2252,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1893,9 +2270,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1910,9 +2287,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1926,9 +2303,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1948,9 +2325,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1964,9 +2341,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1983,9 +2360,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -1999,9 +2376,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2018,9 +2395,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2033,13 +2410,13 @@
     "container-title": "GitHub Docs",
     "language": "en",
     "title": "Reviewing changes in pull requests",
-    "URL": "https://docs.github.com/en/github/collaborating-with-pull-requests/reviewing-changes-in-pull-requests",
+    "URL": "https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/reviewing-changes-in-pull-requests",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2056,9 +2433,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2075,9 +2452,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2094,9 +2471,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2113,9 +2490,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2132,9 +2509,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2148,9 +2525,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2159,14 +2536,14 @@
   {
     "id": "woYMAGdl",
     "type": "webpage",
-    "title": "The documentation system — Documentation system documentation",
+    "title": "Documentation System",
     "URL": "https://documentation.divio.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2181,18 +2558,18 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
     "issued": {
       "date-parts": [
         [
-          "2016",
-          5,
-          24
+          "2021",
+          10,
+          22
         ]
       ]
     },
@@ -2207,9 +2584,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2219,15 +2596,16 @@
     "id": "JkrlcwLO",
     "type": "webpage",
     "abstract": "Open-source version control system for Data Science and Machine Learning projects. Git-like experience to organize your data, models, and experiments.",
+    "container-title": "Data Version Control · DVC",
     "language": "en",
     "title": "Data Version Control · DVC",
     "URL": "https://dvc.org/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2242,9 +2620,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2253,14 +2631,16 @@
   {
     "id": "1EMndz0j9",
     "type": "webpage",
-    "title": "About",
-    "URL": "https://figshare.com/about",
+    "abstract": "figshare is a repository where users can make all of their research outputs available in a citable, shareable and discoverable manner",
+    "language": "en",
+    "title": "about figshare",
+    "URL": "https://knowledge.figshare.com/about",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2269,14 +2649,14 @@
   {
     "id": "ZNYSO1m0",
     "type": "webpage",
-    "title": "Flake8: Your Tool For Style Guide Enforcement — flake8 3.9.2 documentation",
+    "title": "Flake8: Your Tool For Style Guide Enforcement — flake8 4.0.1 documentation",
     "URL": "https://flake8.pycqa.org/en/latest/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2292,9 +2672,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2308,9 +2688,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2324,9 +2704,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2335,7 +2715,7 @@
   {
     "id": "dmEZPbB4",
     "type": "webpage",
-    "abstract": "GitHub is where over 65 million developers shape the future of software, together. Contribute to the open source community, manage your Git repositories, review code like a pro, track bugs and feat...",
+    "abstract": "GitHub is where over 73 million developers shape the future of software, together. Contribute to the open source community, manage your Git repositories, review code like a pro, track bugs and feat...",
     "container-title": "GitHub",
     "language": "en",
     "title": "GitHub: Where the world builds software",
@@ -2344,9 +2724,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2364,9 +2744,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2384,9 +2764,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2404,9 +2784,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2423,9 +2803,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2442,9 +2822,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2462,9 +2842,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2482,9 +2862,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2501,9 +2881,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2512,17 +2892,16 @@
   {
     "id": "16Oz9VFEk",
     "type": "webpage",
-    "abstract": "Our DevOps platform is a single application for unparalleled collaboration, visibility, and development velocity.",
-    "container-title": "GitLab",
+    "abstract": "GitLab's DevOps platform is a single application for unparalleled collaboration, visibility, and development velocity. Learn more here!",
     "language": "en",
-    "title": "Iterate faster, innovate together",
+    "title": "Iterate faster, innovate together | GitLab",
     "URL": "https://about.gitlab.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2538,9 +2917,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2557,9 +2936,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2573,9 +2952,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2584,14 +2963,17 @@
   {
     "id": "5HELQ2ms",
     "type": "webpage",
-    "title": "Mastering Issues · GitHub Guides",
-    "URL": "https://guides.github.com/features/issues/",
+    "abstract": "Use GitHub Issues to track ideas, feedback, tasks, or bugs for work on GitHub.",
+    "container-title": "GitHub Docs",
+    "language": "en",
+    "title": "About issues",
+    "URL": "https://docs.github.com/en/issues/tracking-your-work-with-issues/about-issues",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2600,14 +2982,17 @@
   {
     "id": "qjg93S3G",
     "type": "webpage",
-    "title": "Understanding the GitHub flow · GitHub Guides",
-    "URL": "https://guides.github.com/introduction/flow/",
+    "abstract": "Follow GitHub flow to collaborate on projects.",
+    "container-title": "GitHub Docs",
+    "language": "en",
+    "title": "GitHub flow",
+    "URL": "https://docs.github.com/en/get-started/quickstart/github-flow",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2617,14 +3002,15 @@
     "id": "1EK7NOavz",
     "type": "webpage",
     "abstract": "The Jupyter Notebook is a web-based interactive computing platform. The notebook combines live code, equations, narrative text, visualizations, interactive dashboards and other media.",
+    "language": "en",
     "title": "Project Jupyter",
-    "URL": "https://www.jupyter.org",
+    "URL": "https://jupyter.org",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2639,9 +3025,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2656,9 +3042,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2668,13 +3054,13 @@
     "id": "8Cn0lgXi",
     "type": "webpage",
     "title": "nbviewer",
-    "URL": "https://nbviewer.jupyter.org/",
+    "URL": "https://nbviewer.org/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2688,9 +3074,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2707,9 +3093,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2723,9 +3109,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2742,9 +3128,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2759,9 +3145,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2784,9 +3170,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2804,14 +3190,14 @@
   {
     "id": "15ccmJntS",
     "type": "webpage",
-    "title": "Home - pip documentation v21.2.4",
+    "title": "pip documentation v22.0.4",
     "URL": "https://pip.pypa.io/en/stable/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2820,14 +3206,14 @@
   {
     "id": "BjGc5Pnm",
     "type": "webpage",
-    "title": "Pipenv: Python Dev Workflow for Humans — pipenv 2021.5.29 documentation",
+    "title": "Pipenv: Python Dev Workflow for Humans — pipenv 2022.1.9.dev0 documentation",
     "URL": "https://pipenv.pypa.io/en/latest/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2843,9 +3229,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2862,9 +3248,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2881,9 +3267,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2897,9 +3283,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2914,9 +3300,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2931,9 +3317,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2949,9 +3335,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2974,9 +3360,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -2990,9 +3376,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3001,14 +3387,16 @@
   {
     "id": "GYac9tBn",
     "type": "webpage",
-    "title": "What Is End-To-End Testing | Coverage At All Layers",
-    "URL": "https://smartbear.com/solutions/end-to-end-testing/",
+    "abstract": "Get the test coverage you need in every deployment by combining both API and UI tests using SmartBear tools",
+    "container-title": "smartbear.com",
+    "title": "Combine API and UI Testing For Confidence At Every Layer Of Your Application",
+    "URL": "https://smartbear.com/en/solutions/end-to-end-testing/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3022,9 +3410,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3033,14 +3421,14 @@
   {
     "id": "jq4WP878",
     "type": "webpage",
-    "title": "Distribution and Reproducibility — Snakemake 6.9.0 documentation",
+    "title": "Distribution and Reproducibility — Snakemake 7.3.0 documentation",
     "URL": "https://snakemake.readthedocs.io/en/stable/snakefiles/deployment.html",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3062,9 +3450,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3073,16 +3461,16 @@
   {
     "id": "99QkJBoF",
     "type": "webpage",
-    "abstract": "Singularity was born out of the need to properly containerize and support workflows related to artificial intelligence, machine/deep learning.",
+    "abstract": "The container runtime that combines high performance and ease of use",
     "container-title": "Sylabs.io",
-    "title": "Home",
+    "title": "Sylabs.io | Home",
     "URL": "https://sylabs.io/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3098,9 +3486,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3109,14 +3497,14 @@
   {
     "id": "1Bi82XR9D",
     "type": "webpage",
-    "title": "Welcome to the tox automation project — tox 3.24.5.dev4 documentation",
-    "URL": "https://tox.readthedocs.io/en/latest/",
+    "title": "Welcome to the tox automation project — tox 3.24.6.dev12 documentation",
+    "URL": "https://tox.wiki/en/latest/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3124,16 +3512,18 @@
   },
   {
     "id": "SM1pqdjN",
-    "type": "post-weblog",
+    "type": "webpage",
+    "abstract": "Travis CI is a continuous integration tool that test and deploy your projects with ease. Sync your build projects with Travis CI in minutes!",
+    "container-title": "Travis CI",
     "language": "en-US",
-    "title": "Travis CI | Test and Deploy With Confidence",
+    "title": "Homepage | Travis CI – Start building today!",
     "URL": "https://www.travis-ci.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3142,14 +3532,14 @@
   {
     "id": "4OxCaUVc",
     "type": "webpage",
-    "title": "Virtualenv — virtualenv 20.8.2.dev2+g5d14665 documentation",
+    "title": "Virtualenv — virtualenv 20.13.4.dev4+g63c94af documentation",
     "URL": "https://virtualenv.pypa.io/en/latest/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3163,9 +3553,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3188,9 +3578,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3213,9 +3603,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3238,9 +3628,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3255,9 +3645,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3271,9 +3661,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3285,7 +3675,7 @@
     "abstract": "The Common Workflow Language (CWL) is an open standard for describing analysis workflows and tools in a way that makes them portable and scalable across a variety of software and hardware environments, from workstations to cluster, cloud, and high performance computing (HPC) environments. CWL is designed to meet the needs of data-intensive science, such as Bioinformatics, Medical Imaging, Astronomy, High Energy Physics, and Machine Learning.",
     "container-title": "Common Workflow Language (CWL)",
     "language": "en",
-    "title": "Common Workflow Language",
+    "title": "Home",
     "URL": "https://www.commonwl.org/",
     "author": [
       {
@@ -3296,9 +3686,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3312,9 +3702,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3330,9 +3720,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3346,9 +3736,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3357,16 +3747,16 @@
   {
     "id": "rmvJ2O0Q",
     "type": "webpage",
-    "abstract": "Learn how Docker helps developers bring their ideas to life by conquering the complexity of app development.",
-    "language": "en",
-    "title": "Empowering App Development for Developers | Docker",
+    "container-title": "Docker",
+    "language": "en-US",
+    "title": "Home",
     "URL": "https://www.docker.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3383,9 +3773,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3409,9 +3799,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3420,16 +3810,16 @@
   {
     "id": "D30wOZ60",
     "type": "webpage",
-    "abstract": "Unleash GitKraken, the free Git GUI for Windows, Mac & Linux! This intuitive Git GUI simplifies and streamlines Git processes.",
+    "abstract": "Meet GitKraken, the creator of legendary Git tools for developers and teams - like the GitKraken Client, with Git GUI and CLI, Git Integration for Jira, and GitLens for VS Code.",
     "language": "en-US",
-    "title": "Free Git GUI for Windows, Mac, Linux | GitKraken",
+    "title": "GitKraken Legendary Git Tools | GitKraken",
     "URL": "https://www.gitkraken.com",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3438,16 +3828,16 @@
   {
     "id": "QrHcaBPj",
     "type": "webpage",
-    "abstract": "GitKraken Boards are Kanban boards for task & issue tracking. Use it inside the GitKraken Git GUI, VS Code, Atom, a browser or mobile apps. Sync GitHub Issues in real-time & more!",
+    "abstract": "January 3rd, 2022",
     "language": "en-US",
-    "title": "Free Kanban Boards - Issue Tracker | GitKraken Boards",
-    "URL": "https://www.gitkraken.com/boards",
+    "title": "Boards Timelines FAQ | GitKraken",
+    "URL": "https://www.gitkraken.com/boards-and-timelines",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3461,9 +3851,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3477,9 +3867,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3493,9 +3883,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3504,15 +3894,17 @@
   {
     "id": "18tOsSTai",
     "type": "webpage",
-    "abstract": "Create a new document and edit it with others at the same time — from your computer, phone or tablet. Free with a Google account.",
-    "title": "Google Docs: Free Online Documents for Personal Use",
-    "URL": "https://www.google.com/docs/about/",
+    "abstract": "Use Google Docs to create, and collaborate on online documents. Edit together with secure sharing in real-time and from any device.",
+    "language": "en",
+    "title": "Google Docs: Free Online Document Editor | Google Workspace",
+    "title-short": "Google Docs",
+    "URL": "https://www.facebook.com/GoogleDocs/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3530,9 +3922,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3550,9 +3942,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3564,13 +3956,13 @@
     "abstract": "The most comprehensive dataset available on the state of ML and data science",
     "language": "en",
     "title": "2018 Kaggle Machine Learning & Data Science Survey",
-    "URL": "https://kaggle.com/kaggle/kaggle-survey-2018",
+    "URL": "https://kaggle.com/datasets/kaggle/kaggle-survey-2018",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3634,9 +4026,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3652,9 +4044,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3663,16 +4055,16 @@
   {
     "id": "sP8f9fNq",
     "type": "webpage",
-    "abstract": "Microsoft 365 has all the familiar Office apps and more in one place. Work, learn, collaborate, connect, and create with Microsoft 365.",
+    "abstract": "Microsoft 365 subscriptions include a suite of familiar Office apps, intelligent cloud services, and world-class security in one place. Find the right plan for you.*",
     "language": "en-US",
-    "title": "Microsoft 365 with Office apps | Microsoft 365",
+    "title": "Microsoft 365 - Subscription for Office Apps | Microsoft 365",
     "URL": "https://www.microsoft.com/en-us/microsoft-365",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3681,14 +4073,16 @@
   {
     "id": "11OYUtIpR",
     "type": "webpage",
-    "title": "Nextflow - A DSL for parallel and scalable computational pipelines",
+    "abstract": "Nextflow enables scalable and reproducible scientific workflows using software containers. It allows the adaptation of pipelines written in the most common scripting languages.",
+    "language": "en",
+    "title": "A DSL for parallel and scalable computational pipelines | Nextflow",
     "URL": "https://www.nextflow.io/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3704,9 +4098,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3715,17 +4109,15 @@
   {
     "id": "1D76el83m",
     "type": "webpage",
-    "abstract": "The official home of the Python Programming Language",
-    "container-title": "Python.org",
-    "language": "en",
-    "title": "PEP 8 -- Style Guide for Python Code",
-    "URL": "https://www.python.org/dev/peps/pep-0008/",
+    "abstract": "Python Enhancement Proposals (PEPs)",
+    "title": "PEP 8 – Style Guide for Python Code | peps.python.org",
+    "URL": "https://peps.python.org/pep-0008/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3734,15 +4126,15 @@
   {
     "id": "12ovVgVju",
     "type": "webpage",
-    "abstract": "Join 500+ organizations like Amazon, Microsoft, Tensorflow, fast.ai in using ReviewNB for notebook code reviews. See visual diffs & write comments on any notebook cell. Integrates with your GitHub repositories.",
-    "title": "GitHub Diffs & Commenting for Jupyter Notebooks",
+    "abstract": "Join 500+ companies like Amazon, Microsoft, Lyft, Deloitte, AirBnB in using ReviewNB to streamline your data science workflow. We enable Code Reviews & Collaboration for Jupyter Notebooks.",
+    "title": "ReviewNB - Jupyter Notebook Code Reviews & Collaboration",
     "URL": "https://www.reviewnb.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3751,16 +4143,16 @@
   {
     "id": "15Xir6Mp8",
     "type": "webpage",
-    "abstract": "RStudio provides free and open source tools for R and enterprise-ready professional software for data science teams to develop and share their work at scale.",
+    "abstract": "RStudio provides open source and enterprise-ready professional software for data science.",
     "language": "en",
     "title": "RStudio | Open source & professional software for data science teams",
-    "URL": "https://rstudio.com/",
+    "URL": "https://www.rstudio.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3772,13 +4164,13 @@
     "abstract": "Control and distribute packages throughout your organization",
     "language": "en",
     "title": "RStudio Package Manager",
-    "URL": "https://rstudio.com/products/package-manager/",
+    "URL": "https://www.rstudio.com/products/package-manager/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3794,9 +4186,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3813,9 +4205,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3830,9 +4222,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3847,9 +4239,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3867,9 +4259,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3883,9 +4275,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3894,16 +4286,16 @@
   {
     "id": "rX7VZWos",
     "type": "webpage",
-    "abstract": "ZenHub is agile project management within GitHub. Add powerful tracking, planning and reporting features to GitHub!",
+    "abstract": "ZenHub helps your teams get more done faster with time-saving agile automations, fewer meetings, and more visibility in GitHub.",
     "language": "en",
-    "title": "ZenHub - Agile Project Management for GitHub",
+    "title": "ZenHub - Productivity Management for Software Teams",
     "URL": "https://www.zenhub.com/",
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3917,9 +4309,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
@@ -3933,9 +4325,9 @@
     "accessed": {
       "date-parts": [
         [
-          "2021",
-          9,
-          29
+          "2022",
+          3,
+          21
         ]
       ]
     },
diff --git a/spelling-error-locations.txt b/spelling-error-locations.txt
index 7e63995..cfb9b1c 100644
--- a/spelling-error-locations.txt
+++ b/spelling-error-locations.txt
@@ -68,11 +68,13 @@ content/03.personal-research.md:90:HPC
 content/03.personal-research.md:92:Bioconductor
 content/03.personal-research.md:92:Conda
 content/03.personal-research.md:92:Tidyverse
-content/03.personal-research.md:94:bioinformatics
+content/03.personal-research.md:94:bioinformaticiancs
 content/03.personal-research.md:94:HPC
 content/03.personal-research.md:96:bioinformatics
 content/03.personal-research.md:96:CWL
 content/03.personal-research.md:96:CWL
+content/03.personal-research.md:96:defnition
+content/03.personal-research.md:96:DSL
 content/03.personal-research.md:96:DWL
 content/03.personal-research.md:96:Nextflow
 content/03.personal-research.md:96:Snakemake
@@ -83,7 +85,7 @@ content/03.personal-research.md:100:Cookiecutter
 content/03.personal-research.md:100:init
 content/03.personal-research.md:100:init
 content/03.personal-research.md:100:pre
-content/03.personal-research.md:100:readme
+content/03.personal-research.md:100:README
 content/03.personal-research.md:100:readthedocs
 content/03.personal-research.md:100:repo
 content/03.personal-research.md:100:reproducibility
@@ -127,15 +129,18 @@ content/03.personal-research.md:112:REPL
 content/03.personal-research.md:112:RStudio
 content/03.personal-research.md:112:WebServices
 content/03.personal-research.md:116:reproducibility
+content/03.personal-research.md:118:formatsPython
 content/03.personal-research.md:118:linters
-content/03.personal-research.md:122:Jupyter
-content/03.personal-research.md:124:modularity
-content/03.personal-research.md:124:Modularity
-content/03.personal-research.md:124:modularize
-content/03.personal-research.md:124:reusability
-content/03.personal-research.md:126:Bitbucket
-content/03.personal-research.md:126:GitKraken
-content/03.personal-research.md:126:GitLab
+content/03.personal-research.md:118:readthedocs
+content/03.personal-research.md:120:autocompletion
+content/03.personal-research.md:124:Jupyter
+content/03.personal-research.md:126:modularity
+content/03.personal-research.md:126:Modularity
+content/03.personal-research.md:126:modularize
+content/03.personal-research.md:126:reusability
+content/03.personal-research.md:128:Bitbucket
+content/03.personal-research.md:128:GitKraken
+content/03.personal-research.md:128:GitLab
 content/04.collaboration.md:7:bitbucket
 content/04.collaboration.md:7:Bitbucket
 content/04.collaboration.md:7:gitlab
diff --git a/spelling-errors.txt b/spelling-errors.txt
index 547a117..4ee9319 100644
--- a/spelling-errors.txt
+++ b/spelling-errors.txt
@@ -6,6 +6,7 @@ BiocManager
 Bioconda
 Bioconductor
 Bioengineering
+bioinformaticiancs
 bioinformatics
 Bitbucket
 Bookdown
@@ -13,7 +14,7 @@ citable
 CLI
 cobrapy
 codebase
-codecov
+Codecov
 CoLab
 CoLaboratory
 Conda
@@ -26,8 +27,10 @@ dataset
 datasets
 Dayhoff
 dcsoto
+defnition
 DGE
 docstrings
+DSL
 DVC
 DWL
 ENA
@@ -38,10 +41,11 @@ figshare
 filesystem
 Findability
 Findable
-Genomic
+formatsPython
+genomic
 genotyping
 Gitbook
-Gitflow
+GitFlow
 GitKraken
 GitLab
 Gitter
@@ -91,7 +95,7 @@ reproducibility
 resequencing
 reStructuredText
 reticulate
-reusability
+Reusability
 ReviewNB
 roadmap
 RStudio
diff --git a/variables.json b/variables.json
index bd3f2e9..902cc41 100644
--- a/variables.json
+++ b/variables.json
@@ -7,12 +7,12 @@
       "manubot"
     ],
     "lang": "en-US",
-    "date-meta": "2021-09-29",
+    "date-meta": "2022-03-22",
     "author-meta": [
       "Daniela C. Soto *",
       "Benjamín J. Sánchez *"
     ],
-    "header-includes": "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"citation_title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"og:title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"twitter:title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"dc.date\" content=\"2021-09-29\" />\n<meta name=\"citation_publication_date\" content=\"2021-09-29\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Daniela C. Soto *\" />\n<meta name=\"citation_author_institution\" content=\"Genome Center, MIND Institute, and Department of Biochemistry &amp; Molecular Medicine, Davis, CA 95616,USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6292-655X\" />\n<meta name=\"twitter:creator\" content=\"@dcsoto_cl\" />\n<meta name=\"citation_author\" content=\"Benjamín J. Sánchez *\" />\n<meta name=\"citation_author_institution\" content=\"Department of Bioengineering, Technical University of Denmark, Kgs. Lyngby, 2800, Denmark\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6093-4110\" />\n<meta name=\"twitter:creator\" content=\"@BenjaSanchez\" />\n<link rel=\"canonical\" href=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"og:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"twitter:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_pdf_url\" content=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->",
+    "header-includes": "<!--\nManubot generated metadata rendered from header-includes-template.html.\nSuggest improvements at https://github.com/manubot/manubot/blob/master/manubot/process/header-includes-template.html\n-->\n<meta name=\"dc.format\" content=\"text/html\" />\n<meta name=\"dc.title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"citation_title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"og:title\" content=\"Tools for (better) computational biology\" />\n<meta property=\"twitter:title\" content=\"Tools for (better) computational biology\" />\n<meta name=\"dc.date\" content=\"2022-03-22\" />\n<meta name=\"citation_publication_date\" content=\"2022-03-22\" />\n<meta name=\"dc.language\" content=\"en-US\" />\n<meta name=\"citation_language\" content=\"en-US\" />\n<meta name=\"dc.relation.ispartof\" content=\"Manubot\" />\n<meta name=\"dc.publisher\" content=\"Manubot\" />\n<meta name=\"citation_journal_title\" content=\"Manubot\" />\n<meta name=\"citation_technical_report_institution\" content=\"Manubot\" />\n<meta name=\"citation_author\" content=\"Daniela C. Soto *\" />\n<meta name=\"citation_author_institution\" content=\"Genome Center, MIND Institute, and Department of Biochemistry &amp; Molecular Medicine, Davis, CA 95616,USA\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0002-6292-655X\" />\n<meta name=\"twitter:creator\" content=\"@dcsoto_cl\" />\n<meta name=\"citation_author\" content=\"Benjamín J. Sánchez *\" />\n<meta name=\"citation_author_institution\" content=\"Department of Bioengineering, Technical University of Denmark, Kgs. Lyngby, 2800, Denmark\" />\n<meta name=\"citation_author_orcid\" content=\"0000-0001-6093-4110\" />\n<meta name=\"twitter:creator\" content=\"@BenjaSanchez\" />\n<link rel=\"canonical\" href=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"og:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta property=\"twitter:url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_fulltext_html_url\" content=\"https://computer-aided-biotech.github.io/better-cb/\" />\n<meta name=\"citation_pdf_url\" content=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"application/pdf\" href=\"https://computer-aided-biotech.github.io/better-cb/manuscript.pdf\" />\n<link rel=\"alternate\" type=\"text/html\" href=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/\" />\n<meta name=\"manubot_html_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/\" />\n<meta name=\"manubot_pdf_url_versioned\" content=\"https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/manuscript.pdf\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"twitter:card\" content=\"summary_large_image\" />\n<link rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"https://manubot.org/favicon-192x192.png\" />\n<link rel=\"mask-icon\" href=\"https://manubot.org/safari-pinned-tab.svg\" color=\"#ad1457\" />\n<meta name=\"theme-color\" content=\"#ad1457\" />\n<!-- end Manubot generated metadata -->",
     "bibliography": [
       "content/manual-references.json"
     ],
@@ -22,7 +22,7 @@
     "manubot-clear-requests-cache": false
   },
   "manubot": {
-    "date": "September 29, 2021",
+    "date": "March 22, 2022",
     "authors": [
       {
         "github": "dcsoto",
@@ -68,19 +68,19 @@
       "repo_slug": "computer-aided-biotech/better-cb",
       "repo_owner": "computer-aided-biotech",
       "repo_name": "better-cb",
-      "commit": "4048a8723750f15071c7d088831a0e4737dc56b8",
-      "triggering_commit": "4048a8723750f15071c7d088831a0e4737dc56b8",
-      "build_url": "https://github.com/computer-aided-biotech/better-cb/commit/4048a8723750f15071c7d088831a0e4737dc56b8/checks",
+      "commit": "1e589737f89327aaf173ea0dda721d648b1fe288",
+      "triggering_commit": "1e589737f89327aaf173ea0dda721d648b1fe288",
+      "build_url": "https://github.com/computer-aided-biotech/better-cb/commit/1e589737f89327aaf173ea0dda721d648b1fe288/checks",
       "job_url": "https://github.com/computer-aided-biotech/better-cb/runs/__run_3"
     },
     "html_url": "https://computer-aided-biotech.github.io/better-cb/",
     "pdf_url": "https://computer-aided-biotech.github.io/better-cb/manuscript.pdf",
-    "html_url_versioned": "https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/",
-    "pdf_url_versioned": "https://computer-aided-biotech.github.io/better-cb/v/4048a8723750f15071c7d088831a0e4737dc56b8/manuscript.pdf",
+    "html_url_versioned": "https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/",
+    "pdf_url_versioned": "https://computer-aided-biotech.github.io/better-cb/v/1e589737f89327aaf173ea0dda721d648b1fe288/manuscript.pdf",
     "manubot_version": "0.4.1",
     "rootstock_commit": "97b294802ffcd39071b6e5b8ab59f60faf4be118",
     "manuscript_stats": {
-      "word_count": 13827
+      "word_count": 13906
     }
   }
 }