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<!-- <!DOCTYPE html> -->
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<meta name="twitter:title" content="Coder | Data nerd | Linguist | Athlete | Adventurer" />
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<li class="logo">
<a id="logo-container" aria-label="Navigate to the beginning of the page" href="#intro"
class="brand-logo grey-blue-text">
<img src="/assets/img/me.png" class="circle img-responsive profile-pic" alt="avatar">
</a>
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<li class="bold">
<a aria-label="Navigate to the About section" href="#about" class="waves-effect waves-dark teal-text"><i
class="mdi-social-person small"></i><span>About</span></a>
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<a aria-label="Open Duncan's resume in a new tab" href="https://dungates.github.io/assets/resume/resume.pdf" target="_blank"
class="waves-effect waves-dark teal-text"><i class="mdi-file-folder-open small"></i><span>Resume</span></a>
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Gates</a><span class="black-text">Data Scientist</span>
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href="https://duncangates.me/resume.pdf" target="_blank"
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<h2>Hi, I'm <span class="teal">Duncan Gates.</span></h2>
<h5 style="color:#fff"><span class="typing" style="font-weight: 300; color:#04abeb"></span></h5>
<h5>Data-driven researcher who enjoys asking and solving complex and challenging real-world problems.</h5>
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<!-- Second Section: About -->
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<h3 class="page-title white-text teal">About Me</h3>
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<p>
Hey! I am a data scientist at <a href="https://www.teachinglab.org/">Teaching Lab</a> with a BS in
Mathematical Economics as well as minors in Actuarial Science, Political
Science, and Spanish. My diversity of interests going into college lead
to me (clearly) taking a variety of paths that ultimately coalesced into
a career in data science, with many other interests and hobbies in which
I avidly take armchair expertise.
</p>
<p>I have had the tremendous fortune to have extremely capable and helpful teachers in my education of R, statistics, and data science. My infinite thanks goes to the people who helped me get to where I am today.
</p>
<ul>
<li><b>Languages:</b> R, SQL, JavaScript, Python, C++, HTML/CSS, Bash</li>
<li><b>Databases:</b> MySQL, PostgreSQL, MongoDB</li>
<li><b>Libraries:</b> Tidyverse, Tidymodels, NumPy, Pandas</li>
<li><b>Frameworks:</b> React, Flask, Django, Node.js, Keras, TensorFlow, PyTorch, Bootstrap</li>
<li><b>Tools & Technologies:</b> Git, Docker, AWS, Heroku, JIRA</li>
</ul>
</p>
<p>
I am looking for opportunities to make a positive impact in the world using the skills I have acquired, especially with a passion in linguistics, learning, and inequality.
</p>
</div>
</section>
<!-- Third Section: Experience -->
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<h3 class="page-title white-text teal">Experience</h3>
<div class="container">
<!-- Latest Experience -->
<div class="card">
<div class="card-content">
<div class="row">
<div class="col s12 m2">
<a href="https://teachinglab.org/" target="_blank"><img alt="Teaching Lab logo"
src="/assets/img/teaching_lab_logo.png" class="responsive-img center-block" /></a>
</div>
<!-- <div class="col s12 m10"> -->
<div class="col s12 m10">
<p>
<span class="card-title"><a href="https://www.zhiffy.com/" target="_blank"
class="teal-text hoverline">Teaching Lab</a></span>
</p>
</div>
</div>
<div class="role brown-text text-darken-2">Data Scientist</div>
<ul>
<li>
Developed and managed the first instances of dashboards and databases at the company, innovating a new data-driven approach to professional learning.
</li>
<li>
Worked on the website such that all access to data was restricted to authenticated user access but also easily navigable.
</li>
<li>Developed education/professional learning based library in R for Teaching Lab</li>
<li>
<b>Tools:</b> R, Python, Shiny, JavaScript, SQL
</li>
</ul>
</div>
<div class="card-action">
<span>February 2021 - Now | Remote</span>
</div>
</div>
<div class="card">
<div class="card-content">
<div class="row">
<div class="col s12 m2">
<a href="https://datascienceforthepublicgood.org/" target="_blank"><img alt="Data science for the public good logo"
src="/assets/img/ds_public_good.png" class="responsive-img center-block" /></a>
</div>
<!-- <div class="col s12 m10"> -->
<div class="col s12 m10">
<p>
<span class="card-title"><a href="https://datascienceforthepublicgood.org/" target="_blank"
class="teal-text hoverline">Data Science for the Public Good</a></span>
</p>
</div>
</div>
<div class="role brown-text text-darken-2">Data Science Intern</div>
<ul>
<li>
Work was done to measure the impact of the installation of a Selective Water Withdrawal
Tower at the Pelton Dam on the Deschutes River. This investigation primarily was based on
modelling river temperatures, but also allowed for learning. My team built an <a href = "https://dungates.shinyapps.io/DSPGDeschutes/">R Shiny
application</a>, presented at scientific symposiums, and worked collaboratively with officials
from PGE, ODFW, ODEQ, and cities on the Deschutes.
</li>
<li>
Met with stakeholders to determine optimal ways to assist communities with data science.
</li>
<li>
Developed and implemented predictive models to determine rates of fish flow of several species on the Deschutes River and Columbia River as a function of dam water release schedules.
</li>
<li>
<b>Tools:</b> R, Python, Shiny
</li>
</ul>
</div>
<div class="card-action">
<span>June 2020-September 2020 | Remote</span>
</div>
</div>
<!-- Experience 2 -->
<div class="card">
<div class="card-content">
<div class="row">
<div class="col s12 m2">
<img alt="Oregon State logo" src="/assets/img/osu_logo.svg" class="responsive-img center-block" />
</div>
<!-- <div class="col s12 m10"> -->
<div class="col s12 m10">
<p>
<span class="card-title"><a href="#experience" class="teal-text hoverline">Oregon State Research</a></span>
</p>
</div>
</div>
<div class="role brown-text text-darken-2">Economics Research Fellow</div>
<ul>
<li>
Conducted literature reviews on specific topics related various research projects.
</li>
<li>
Performed data cleaning and validation to ensure accuracy of data.
</li>
<li>Collected and analyzed data using statistical software.</li>
<li>Assist with developing research questionnaires and surveys.</li>
<li>
<b>Tools:</b> R, Stata, Excel
</li>
</ul>
</div>
<div class="card-action">
<span>June 2019 - April 2020 | Corvallis, Oregon</span>
</div>
</div>
</div>
</section>
<!-- Fourth Section: Projects -->
<section id="projects" class="section scrollspy">
<h3 class="page-title white-text teal">Projects</h3>
<div class="container">
<div class="row">
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="music streaming app" src="/assets/img/education_inequality.webp" style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">The Impact of Race and Geography Learning<i
class="mdi-navigation-more-vert right"></i></span>
<p>
Educational, Racial, and Ratio-nal Geographies of the United States
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title grey-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li><b>Tools:</b> Django, HTML, CSS, Bootstrap, SQLite, AWS S3, Heroku</li>
<li>Register/login to the web app(with OAuth-based Google Sign-In).</li>
<li>Search and filter songs based on language and singer.</li>
<li>Create multiple playlists and add/remove songs to/from playlist.</li>
<li>Scroll through recently played/viewed songs.</li>
</ul>
<div class="card-action">
<a aria-label="Visit " href="./assets/projects/AmericanEdInequality.html" target="_blank" data-position="top"
data-tooltip="View Online"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-external-link"></i></a>
<a aria-label="Visit the GitHub repo for project" href="https://github.com/dungates/AmericanEdInequality"
target="_blank" data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="quiz app" src="/assets/img/international_ed.svg" style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">International Educational Inequality<i
class="mdi-navigation-more-vert right"></i></span>
<p>
Student-teacher ratios compared internationally
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title grey-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li><b>Tools:</b> Django, HTML, CSS, Bootstrap, SQLite, Heroku</li>
<li>Register/login to the web app(with OAuth-based Google Sign-In).</li>
<li>Play Quiz and see the leaderboard</li>
</ul>
<div class="card-action">
<a aria-label="Visit " href="./assets/projects/InternationalEdInequality.html" target="_blank" data-position="top"
data-tooltip="View Online"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-external-link"></i></a>
<a aria-label="Visit the GitHub repo for project" href="https://github.com/dungates/QuizUp"
target="_blank" data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<!-- Flask Project -->
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="Screenshot of web app" src="/assets/img/avocado_prices.png"
style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">Avocado Price Forecasting<i
class="mdi-navigation-more-vert right"></i></span>
<p>
Now, Then, and in the Future
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title teal-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li><b>Tools:</b> HTML, CSS, Bootstrap, Flask, SQLAlchemy, Postgresql, Python</li>
<li>Users can view posts and contact the admin via Contact Page.</li>
<li>Admin can Add, Delete, Update posts.</li>
</ul>
<div class="card-action">
<a aria-label="Visit Blog Post" href="./assets/projects/AvocadoAnalysis.html" target="_blank" data-position="top"
data-tooltip="View Online"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-external-link"></i></a>
<a aria-label="Visit the GitHub repo for project" href="https://github.com/dungates/flask-blog"
target="_blank" data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<!-- VQA -->
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="Screenshot of web app" src="/assets/img/project-aim_bert-bias.png" style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">Visual Question Answering<i
class="mdi-navigation-more-vert right"></i></span>
<p>
An attention-based classification model that aims at generating an answer for a given input image.
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title teal-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li>Incorporated Convolution Neural Networks (CNN) for extracting image features and Long Short Term
Memory for extracting question
embeddings.</li>
<li>Tested the model on the COCO dataset, abstract scenes images, and got 69% overall accuracy on the
VQA evaluation metric.</li>
</ul>
<div class="card-action">
<a aria-label="Visit the GitHub repo for project"
href="https://github.com/dungates/visual-question-answering" target="_blank"
data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<!-- Video Summarizer -->
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="Screenshot of web app" src="/assets/img/computer-vision-v2-04.png" style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">Video Summarizer<i
class="mdi-navigation-more-vert right"></i></span>
<p>
A Seq2Seq model that generates a short summary of the given input video.
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title brown-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li>Incorporated CNN to detect and classify objects in the video frames and Long Short Term Memory for
generating a summary.</li>
<li>Evaluated the model on MSVD (Microsoft Video Description Corpus) dataset; achieved 0.77, 0.71,
0.52 scores respectively on ROGUE,
BLEU, METEOR evaluation metrics.</li>
</ul>
<!-- TODO: UPLOAD THIS PROJECT ON GITHUB -->
<div class="card-action">
<a aria-label="Visit the GitHub repo for project" href="https://github.com/dungates/"
target="_blank" data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<!-- Image Generator -->
<div class="col s12 m6 l4">
<div class="card medium">
<div class="card-image waves-effect waves-block waves-light">
<img alt="Screenshot of web app" src="/assets/img/gan.jpg" style="height: 100%; width: 100%" class="activator" />
</div>
<div class="card-content">
<span class="card-title activator teal-text hoverline">Image Generator<i
class="mdi-navigation-more-vert right"></i></span>
<p>
An image generator based on the concept of adversarial networks (GANs)
</p>
</div>
<div class="card-reveal">
<!-- TODO: change this -- only close button -->
<!-- <span class="card-title brown-text">Accomplishments<i class="mdi-navigation-close right"></i></span> -->
<span class="card-title brown-text"><small>Accomplishments</small><i
class="mdi-navigation-close right"></i></span>
<ul>
<li>Developed system was tested on a human-face database and loss was calculated by comparing the PCAs
of generated and original image.</li>
<li>Calculated difference in PCA was less than 10%, depicting the successful generation of an image by
the generator.</li>
</ul>
<div class="card-action">
<a aria-label="Visit the GitHub repo for project" href="https://github.com/dungates/"
target="_blank" data-position="top" data-tooltip="View Source"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-github"></i></a>
</div>
</div>
</div>
</div>
<!-- ************* -->
</div>
</div>
</section>
<!-- Fifth Section: Skills -->
<section id="skills" class="section scrollspy">
<h3 class="page-title white-text teal">Skills</h3>
<div class="container">
<!-- Languages and Databases -->
<div class="card">
<div class="card-content">
<h4 class="brown-text light">Languages and Databases</h4>
<div class="row text-center">
<div class="col s4 m2">
<img alt="" src="/assets/img/Rlogo.png" class="responsive-img" />R
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/python-logo-1-300x300.jpg" class="responsive-img" />Python
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/js_logo.png" class="responsive-img" />JavaScript
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/sass_logo.png" class="responsive-img" />SASS
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/html5-300x300.jpg" class="responsive-img" />HTML5
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/css3-300x300.jpg" class="responsive-img" />CSS3
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/mysql-logo-1-300x300.jpg" class="responsive-img" />MySQL
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/postgresql-logo.png" class="responsive-img" />PostgreSQL
</div>
</div>
</div>
</div>
<div class="card">
<div class="card-content">
<h4 class="brown-text light">Libraries</h4>
<div class="row text-center">
<div class="col s4 m2">
<img alt="" src="/assets/img/tidyverse_logo.png" class="responsive-img" />Tidyverse
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/tidymodels_logo.png" class="responsive-img" />Tidymodels
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/shiny_logo.pbm" class="responsive-img" />Shiny
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/numpy-logo-1-500x500.jpg" class="responsive-img" />NumPy
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/pandas-logo-2-500x500.jpg" class="responsive-img" />Pandas
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/sk-learn-logo-1-500x500.jpg" class="responsive-img" />scikit-learn
</div>
</div>
</div>
</div>
<!-- Frameworks -->
<div class="card">
<div class="card-content">
<h4 class="brown-text light">Frameworks</h4>
<div class="row text-center">
<div class="col s4 m2">
<img alt="" src="/assets/img/django-logo.webp" class="responsive-img" />Django
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/flask-logo.png" class="responsive-img" />Flask
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/bootstrap.png" class="responsive-img" />Bootstrap
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/keras-logo.png" class="responsive-img" />Keras
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/tensorflow-logo-1.png" class="responsive-img" />TensorFlow
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/pytorch-logo.png" class="responsive-img" />PyTorch
</div>
</div>
</div>
</div>
<!-- Other -->
<div class="card">
<div class="card-content">
<h4 class="brown-text light">Other</h4>
<div class="row text-center">
<div class="col s4 m2">
<img alt="" src="/assets/img/git.png" class="responsive-img" />Git
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/aws.png" class="responsive-img" />AWS
</div>
<div class="col s4 m2">
<img alt="" src="/assets/img/heroku.png" class="responsive-img" />Heroku
</div>
</div>
</div>
</div>
<!-- certifications -->
<!-- <div class="card">
<div class="card-content">
<h4 class="brown-text light">Certificates</h4>
<div class="row text-left">
<div class="container">
<div class="row">
<div class="col s12 m6 l6">
<div class="card">
<div class="card-image">
<img src="/assets/img/mooc-machine-learning-coursera-800x500.jpg">
</div>
<div class="card-content">
<span class="card-title teal-text">Machine Learning (Stanford)</span>
</div>
</div>
</div>
<div class="col s12 m6 l6">
<div class="card">
<div class="card-image">
<img src="/assets/img/mooc-algorithms-stanford-2-800x500.jpg">
</div>
<div class="card-content">
<span class="card-title teal-text">Algorithms (Stanford)</span>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div> -->
</div>
</section>
<!-- Seventh Section: Education -->
<section id="education" class="section scrollspy">
<h3 class="page-title white-text teal">Education</h3>
<div class="container">
<div class="row">
<!-- Education -->
<div class="col s12 m6 l6">
<div class="card">
<div class="card-content">
<p>
<span class="card-title"><a href="https://oregonstate.edu/" target="_blank" class="teal-text hoverline">Oregon State University</a></span>
</p>
<p class="brown-text">Corvallis, Oregon</p>
<p>
<b>Degree: </b>Honors Bachelor of Science in Economics
<br>
<b>GPA: </b>3.85/4.0
</p>
<ul>
<p>
<b>Relevant Courseworks:</b>
<ul>
<li>Distributed Database Systems</li>
<li>Cloud Computing</li>
<li>Foundations of Algorithms</li>
<li>Advanced Econometrics</li>
<li>Advanced Statistical Methods/Probability</li>
</ul>
</p>
</ul>
</div>
</div>
</div>
<div class="col s12 m6 l6">
<div class="card">
<div class="card-content">
<p>
<span class="card-title"><a href="./assets/img/Data Scientist - Statement of Accomplishment _ DataCamp.pdf" target="_blank" class="teal-text hoverline">Datacamp Courses</a></span>
</p>
<p class="brown-text">Online</p>
<p>
<b>Certification: </b>Data Scientist in R & Python
<br>
</p>
<ul>
<p>
<b>Relevant Courseworks:</b>
<ul>
<li>Data Structures and Algorithms</li>
<li>Modeling</li>
<li>Machine Learning</li>
<li>Statistical Methods</li>
</ul>
</p>
</ul>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Eight Section: Contact -->
<section id="contact" class="section scrollspy full-height">
<h3 class="page-title white-text teal">Contact</h3>
<div class="container">
<!-- <p>
<a aria-label="Call Duncan" data-position="top" data-tooltip="Call Duncan"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i class="fa fa-phone"></i><a
aria-label="Call Duncan">+19714133852</a></a>
</p> -->
<p>
<a aria-label="Email Duncan" href="mailto:[email protected]" target="_blank" data-position="top"
data-tooltip="Email Duncan" class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-envelope"></i><a aria-label="Email Duncan" href="mailto:[email protected]"
class="hoverline">[email protected]</a></a>
</p>
<p>
<a aria-label="View Duncan on GitHub" href="http://github.com/dungates" target="_blank"
data-position="top" data-tooltip="View Duncan on GitHub"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i class="fa fa-github"></i><a
aria-label="Duncan on Github" href="http://github.com/dungates" class="hoverline"
target="_blank">github.com/dungates</a></a>
</p>
<p>
<a aria-label="View Duncan on LinkedIn" href="https://www.linkedin.com/in/duncan-gates/" target="_blank"
data-position="top" data-tooltip="View Duncan on LinkedIn"
class="btn-floating btn-large waves-effect waves-light blue-grey tooltipped"><i
class="fa fa-linkedin"></i><a aria-label="Duncan on LinkedIn" href="https://www.linkedin.com/in/duncan-gates/"
class="hoverline" target="_blank">linkedin.com/in/dungates</a></a>
</p>
</div>
</section>
<!-- Ninth Section: Travel -->
<section id="travel" class="section scrollspy full-height">
<h3 class="page-title white-text teal">Travel</h3>
<div class="container">
<h2>States Visited</h2>
<iframe width = "1000" height = "500" src="visited_states.html">States Visited</iframe>
<h2>Countries Visited</h2>
<video controls height = "435"><source src = "myVisitedPlaces.webm" type = "video/webm"></video><br>
</div>
</section>
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