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<!DOCTYPE html>
<html lang="en"><head>
<script src="index_files/libs/clipboard/clipboard.min.js"></script>
<script src="index_files/libs/quarto-html/tabby.min.js"></script>
<script src="index_files/libs/quarto-html/popper.min.js"></script>
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<script src="index_files/libs/quarto-contrib/videojs/video.min.js"></script>
<link href="index_files/libs/quarto-contrib/videojs/video-js.css" rel="stylesheet"><meta charset="utf-8">
<meta name="generator" content="quarto-1.4.551">
<meta name="author" content="Randall Boyes and Umair Durrani">
<title>Shiny as a novel assessment tool for pilots in training</title>
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
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</head>
<body class="quarto-dark">
<div class="reveal">
<div class="slides">
<section id="title-slide" class="quarto-title-block center">
<h1 class="title">Shiny as a novel assessment tool for pilots in training</h1>
<p class="subtitle">ShinyConf 2024</p>
<div class="quarto-title-authors">
<div class="quarto-title-author">
<div class="quarto-title-author-name">
Randall Boyes and Umair Durrani
</div>
</div>
</div>
</section>
<section id="presage-group" class="slide level2">
<h2>Presage Group</h2>
<div class="columns">
<div class="column">
<p>Canadian scientific consulting firm specializing in human behavior in the airline industry</p>
</div><div class="column">
<p><img data-src="assets/images/logo.png"></p>
</div>
</div>
<div class="footer">
<p>Learn more: <a href="https://presagegroup.com/" class="uri">https://presagegroup.com/</a></p>
</div>
</section>
<section id="analytics-team" class="slide level2">
<h2>Analytics Team</h2>
<div class="columns">
<div class="column">
<p><img data-src="assets/images/randy.jpg" style="width:50.0%;height:50.0%"></p>
<p><small>Randall Boyes (Director of Analytics)</small></p>
<p><img data-src="assets/images/amy.jpeg" style="width:35.0%;height:35.0%"><br>
<small>Amy Ecclestone (Junior Data Analyst)</small></p>
</div><div class="column">
<p><img data-src="assets/images/brooke.jpg" style="width:40.0%;height:40.0%"><br>
<small>Brooke Linden (Director of Research)</small></p>
<p><img data-src="assets/images/umair.jpg" style="width:60.0%;height:60.0%"></p>
<p><small>Umair Durrani (Junior Data Scientist)</small></p>
</div>
</div>
</section>
<section id="challenges-in-flight-safety" class="slide level2">
<h2>Challenges in Flight Safety</h2>
<div class="columns">
<div class="column" style="width:60%;">
<p><img data-src="assets/images/TAPair.PNG"> <img data-src="assets/images/youtube-video-gif.gif"></p>
</div><div class="column" style="width:40%;">
<blockquote>
<p>Accidents directly caused by <span style="color:red;">pilot errors</span> account for about <span style="color:red; font-size: 150%;">70%</span> of the total accidents</p>
</blockquote>
</div>
</div>
<div class="footer">
<p>Sources: <a href="https://onemileatatime.com/news/tap-airbus-a321-nose-first-landing/">Unstable approach</a>; <a href="https://www.sciencedirect.com/science/article/abs/pii/S1569190X21000691">Statistics</a></p>
</div>
</section>
<section id="project-overview" class="slide level2">
<h2>Project Overview</h2>
<p><span style="color:#00abc5">A novel assessment tool to optimize learning opportunities and performance outcomes for trainee pilots.</span></p>
<ul>
<li>Improve flight safety for millions of air travelers every year</li>
</ul>
</section>
<section id="required-features" class="slide level2">
<h2>Required Features</h2>
<ul>
<li>Online, fast and reliable<br>
</li>
<li>Take data from student pilots<br>
</li>
<li>Personal dashboard for students<br>
</li>
<li>Separate student and instructor user interfaces</li>
<li>Accessible on desktop, iPad and cellphone</li>
</ul>
</section>
<section id="development-questions" class="slide level2">
<h2>Development Questions</h2>
<div>
<ul>
<li class="fragment"><strong>What framework to use?</strong> <em>shiny, shinyMobile, golem, rhino</em></li>
<li class="fragment"><strong>How to store and retrieve data?</strong> <em>Relational, NoSQL</em><br>
</li>
<li class="fragment"><strong>How to aggregate data on schedule? </strong></li>
<li class="fragment"><strong>Authentication</strong> <em>shinymanager, shinyuser, firebase, polished, etc.</em><br>
</li>
<li class="fragment"><strong>Aesthetics</strong></li>
</ul>
</div>
</section>
<section id="development-questions-1" class="slide level2">
<h2>Development Questions</h2>
<div>
<ul>
<li class="fragment"><strong>What framework to use?</strong> <span style="color:#00abc5">shiny with {golem}</span><br>
</li>
<li class="fragment"><strong>How to store and retrieve data?</strong> <span style="color:#00abc5">Firestore with in-house {frstore} made with {httr2}</span><br>
</li>
<li class="fragment"><strong>How to aggregate data on schedule?</strong> <span style="color:#00abc5">GitHub Actions</span><br>
</li>
<li class="fragment"><strong>Authentication</strong> <span style="color:#00abc5">Firebase with {frbs}</span><br>
</li>
<li class="fragment"><strong>Aesthetics</strong> <span style="color:#00abc5">{bslib} - responsive design</span><br>
</li>
</ul>
</div>
</section>
<section id="quick-demo" class="title-slide slide level1 center">
<h1>Quick Demo</h1>
</section>
<section>
<section id="lets-build-an-example-app" class="title-slide slide level1 center">
<h1>Let’s build an example app</h1>
</section>
<section id="firebase-project" class="slide level2">
<h2>Firebase Project</h2>
<video id="video_shortcode_videojs_video1" class="video-js vjs-default-skin vjs-fluid" controls="" preload="auto" data-setup="{}" title=""><source src="assets/videos/create_firebase_project.mp4"></video>
</section>
<section id="firebase-project-1" class="slide level2">
<h2>Firebase Project</h2>
<img data-src="assets/images/renviron_vars_from_firebase.png" class="r-stretch"></section>
<section id="firebase-project-2" class="slide level2">
<h2>Firebase Project</h2>
<div class="columns">
<div class="column" style="width:30%;">
<p><img data-src="assets/images/renviron_vars_from_firebase.png"></p>
</div><div class="column" style="width:70%;">
<p>In your <code>.Renviron</code> file:</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href=""></a>FIREBASE_PROJECT_ID<span class="ot">=</span><span class="st">"<Firebase projectId>"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</div>
</div>
</section>
<section id="section" class="slide level2" data-background-image="assets/images/authentication.png">
<h2></h2>
</section>
<section id="section-1" class="slide level2" data-background-image="assets/images/sign_in_method.PNG">
<h2></h2>
</section>
<section id="authentication" class="slide level2">
<h2>Authentication</h2>
<p><a href="https://firebase.john-coene.com/">{firebase}</a> is great but with limited UI customization</p>
<p><img src="assets/images/firebase.PNG" width="70%" height="auto"></p>
</section>
<section id="authentication-1" class="slide level2">
<h2>Authentication</h2>
<p><strong>Requirement:</strong> Register and sign in with ID instead of email</p>
<ul>
<li>Not possible with {firebase}</li>
</ul>
</section>
<section id="authentication-2" class="slide level2">
<h2>Authentication</h2>
<p>Meet a new package <a href="https://github.com/kennedymwavu/frbs">{frbs}</a> by Kennedy Mwavu</p>
<p><br> Useful functions:</p>
<ul>
<li><code>frbs_sign_up(email, password)</code><br>
</li>
<li><code>frbs_sign_in(email, password)</code></li>
</ul>
</section>
<section id="authentication-3" class="slide level2">
<h2>Authentication</h2>
<p>Customize UI as you like. For example, <a href="https://github.com/kennedymwavu/frbs-examples">{frbs-examples}</a> also by Kennedy Mwavu:</p>
<img data-src="assets/images/frbs_example.PNG" class="r-stretch"></section>
<section id="authentication-4" class="slide level2">
<h2>Authentication</h2>
<p>With <code>bslib::bs_theme</code>:</p>
<img data-src="assets/images/auth_jedi.PNG" class="r-stretch"></section>
<section id="authentication-5" class="slide level2">
<h2>Authentication</h2>
<div>
<ul>
<li class="fragment">Check if the ID matches with student/instructor email<br>
</li>
<li class="fragment">Launch the corresponding UI</li>
</ul>
</div>
</section>
<section id="authentication-6" class="slide level2">
<h2>Authentication</h2>
<div class="columns">
<div class="column">
<p><strong>Student UI</strong></p>
<p><img data-src="assets/images/app_user.PNG"></p>
</div><div class="column">
<p><strong>Instructor UI</strong></p>
<p><img data-src="assets/images/app_instructor.PNG"></p>
</div>
</div>
</section>
<section id="database-operations" class="slide level2">
<h2>Database Operations</h2>
<p><a href="https://firebase.google.com/docs/firestore">Cloud Firestore</a> is a scalable NoSQL database</p>
<ul>
<li>No official client library for R 😔</li>
</ul>
</section>
<section id="database-operations-1" class="slide level2">
<h2>Database Operations</h2>
<p>We developed our own</p>
<div class="columns">
<div class="column">
<ul>
<li>Create, read, update, and delete operations via REST API<br>
</li>
<li>{httr2}</li>
</ul>
<div class="fragment fade-in">
<ul>
<li><code>frstore_create_document</code><br>
</li>
<li><code>frstore_patch</code><br>
</li>
<li><code>frstore_get</code><br>
</li>
</ul>
</div>
</div><div class="column">
<p><img data-src="assets/images/frstore.png"></p>
</div>
</div>
</section>
<section id="database-read-example" class="slide level2">
<h2>Database Read example</h2>
<img data-src="assets/images/db_read.PNG" class="r-stretch"></section>
<section id="database-write-example" class="slide level2">
<h2>Database Write example</h2>
<img data-src="assets/images/db_write.gif" class="r-stretch"><div class="footer">
<p><a href="https://gist.github.com/thisisnic/11d6b02007921b1ae872167049a83974">Based on this Gist</a></p>
</div>
</section>
<section id="database-read-example-1" class="slide level2">
<h2>Database Read example</h2>
<img data-src="assets/images/db_read2.gif" class="r-stretch"></section>
<section id="aggregating-data-on-schedule" class="slide level2">
<h2>Aggregating data on schedule</h2>
<p><strong>Requirement:</strong> Compare a pilot with <em><span style="color:#00abc5">average pilot</span></em></p>
<p><strong>Example</strong>: Average skill by homeworld and starships:</p>
<img data-src="assets/images/avg.gif" class="r-stretch"></section>
<section id="aggregating-data-on-schedule-1" class="slide level2">
<h2>Aggregating data on schedule</h2>
<p>GitHub actions</p>
<div class="cell">
<div class="sourceCode cell-code" id="cb2" data-code-line-numbers="3,4|12|27|40"><pre class="sourceCode numberSource r number-lines code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href=""></a>on<span class="sc">:</span></span>
<span id="cb2-2"><a href=""></a> workflow_dispatch<span class="sc">:</span></span>
<span id="cb2-3"><a href=""></a> schedule<span class="sc">:</span></span>
<span id="cb2-4"><a href=""></a> <span class="sc">-</span> cron<span class="sc">:</span> <span class="st">"00 00 * * *"</span></span>
<span id="cb2-5"><a href=""></a></span>
<span id="cb2-6"><a href=""></a>name<span class="sc">:</span> calculate average</span>
<span id="cb2-7"><a href=""></a></span>
<span id="cb2-8"><a href=""></a>jobs<span class="sc">:</span></span>
<span id="cb2-9"><a href=""></a> run<span class="sc">-</span>r<span class="sc">-</span>script<span class="sc">:</span></span>
<span id="cb2-10"><a href=""></a> runs<span class="sc">-</span>on<span class="sc">:</span> ubuntu<span class="sc">-</span>latest</span>
<span id="cb2-11"><a href=""></a> env<span class="sc">:</span></span>
<span id="cb2-12"><a href=""></a> FIREBASE_PROJECT_ID<span class="sc">:</span> <span class="er">$</span>{{ secrets.FIREBASE_PROJECT_ID }}</span>
<span id="cb2-13"><a href=""></a> FIREBASE_API_KEY<span class="sc">:</span> <span class="er">$</span>{{ secrets.FIREBASE_API_KEY }}</span>
<span id="cb2-14"><a href=""></a> PASSWORD<span class="sc">:</span> <span class="er">$</span>{{ secrets.PASSWORD }}</span>
<span id="cb2-15"><a href=""></a> GH_PAT<span class="sc">:</span> <span class="er">$</span>{{ secrets.GH_PAT }} <span class="co"># Add the GitHub PAT secret</span></span>
<span id="cb2-16"><a href=""></a> steps<span class="sc">:</span></span>
<span id="cb2-17"><a href=""></a> <span class="sc">-</span> uses<span class="sc">:</span> actions<span class="sc">/</span>checkout<span class="sc">@</span>v3</span>
<span id="cb2-18"><a href=""></a> <span class="sc">-</span> uses<span class="sc">:</span> r<span class="sc">-</span>lib<span class="sc">/</span>actions<span class="sc">/</span>setup<span class="sc">-</span>r<span class="sc">@</span>v2</span>
<span id="cb2-19"><a href=""></a> with<span class="sc">:</span></span>
<span id="cb2-20"><a href=""></a> use<span class="sc">-</span>public<span class="sc">-</span>rspm<span class="sc">:</span> true</span>
<span id="cb2-21"><a href=""></a> <span class="sc">-</span> uses<span class="sc">:</span> r<span class="sc">-</span>lib<span class="sc">/</span>actions<span class="sc">/</span>setup<span class="sc">-</span>r<span class="sc">-</span>dependencies<span class="sc">@</span>v2</span>
<span id="cb2-22"><a href=""></a> with<span class="sc">:</span></span>
<span id="cb2-23"><a href=""></a> cache<span class="sc">-</span>version<span class="sc">:</span> <span class="dv">2</span></span>
<span id="cb2-24"><a href=""></a> packages<span class="sc">:</span></span>
<span id="cb2-25"><a href=""></a> any<span class="sc">::</span>remotes</span>
<span id="cb2-26"><a href=""></a></span>
<span id="cb2-27"><a href=""></a> <span class="sc">-</span> name<span class="sc">:</span> Install R packages</span>
<span id="cb2-28"><a href=""></a> run<span class="sc">:</span> <span class="er">|</span></span>
<span id="cb2-29"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("dplyr", version = "1.1.4")'</span></span>
<span id="cb2-30"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("jsonlite", version = "1.8.7")'</span></span>
<span id="cb2-31"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("httr2", version = "1.0.0")'</span></span>
<span id="cb2-32"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("tidyr", version = "1.3.1")'</span></span>
<span id="cb2-33"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("stringr", version = "1.5.1")'</span></span>
<span id="cb2-34"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("lubridate", version = "1.9.3")'</span></span>
<span id="cb2-35"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("purrr", version = "1.0.2")'</span></span>
<span id="cb2-36"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_version("tibble", version = "3.2.1")'</span></span>
<span id="cb2-37"><a href=""></a> Rscript <span class="sc">-</span>e <span class="st">'remotes::install_github("kennedymwavu/frbs", auth_token = Sys.getenv("GH_PAT"))'</span></span>
<span id="cb2-38"><a href=""></a></span>
<span id="cb2-39"><a href=""></a> <span class="sc">-</span> name<span class="sc">:</span> run<span class="sc">-</span>script</span>
<span id="cb2-40"><a href=""></a> run<span class="sc">:</span> Rscript process_data_to_create_averages.R</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="aesthetics" class="slide level2">
<h2>Aesthetics</h2>
<p>{bslib} makes UI customization easy</p>
<img data-src="assets/images/aesthetics.PNG" class="r-stretch"></section>
<section id="in-conclusion" class="slide level2">
<h2>In Conclusion:</h2>
<p>✅ Online, fast and reliable<br>
✅ Take data from student pilots<br>
✅ Personal dashboard for students<br>
✅ Separate student and instructor user interfaces<br>
✅ Accessible on desktop, iPad and cellphone</p>
</section>
<section id="resources" class="slide level2">
<h2>Resources</h2>
<ul>
<li><a href="https://presage.quarto.pub/shiny-app-as-a-novel-assessment-tool-for-pilots-in-training/#/title-slide">Slides</a></li>
<li><a href="https://presage.shinyapps.io/pilot_app/">Shiny app</a></li>
<li><a href="https://github.com/udurraniAtPresage/talk_shinyconf2024">Slides source</a></li>
</ul>
<div class="quarto-auto-generated-content">
<p><img src="assets/images/logo.png" class="slide-logo"></p>
<div class="footer footer-default">
</div>
</div>
</section></section>
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