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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>USC Data Science - Bigfoot Sightings Data Insights</title>
<link rel="stylesheet" href="js/vendor/bootstrap-3.3.7.min.css">
<link href="css/scrolling-nav.css" rel="stylesheet">
<link href="css/styles.css" rel="stylesheet">
</head>
<body id="page-top" data-spy="scroll" data-target=".navbar-fixed-top">
<!-- Navigation -->
<div id="nav-main">
<nav class="navbar navbar-default navbar-fixed-top" role="navigation">
<div class="container">
<div class="navbar-header page-scroll">
<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-ex1-collapse">
<span class="sr-only">Toggle navigation</span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
<span class="icon-bar"></span>
</button>
<a class="navbar-brand page-scroll" href="#page-top" style="color:white">Home</a>
</div>
<div class="collapse navbar-collapse navbar-ex1-collapse">
<ul class="nav navbar-nav">
<li class="hidden"><a class="page-scroll" href="#page-top"></a></li>
<li><a class="page-scroll" href="#about" style="color:#ffffff">About</a></li>
<li><a class="page-scroll" href="#features" style="color:#ffffff">Teams</a></li>
<li><a class="page-scroll" href="#search" style="color:#ffffff">Dataset</a></li>
<li><a class="page-scroll" href="#learn-more" style="color:#ffffff">Partners</a></li>
</ul>
<a href="http://usc.edu" class="pull-right" style="margin-top:10px">
<img src="images/usc-shield-name-white.svg" width="160px" height="38px" alt="USC">
</a>
</div>
</div>
</nav>
</div>
<!-- Hero -->
<section id="intro" class="intro-section bigfoot-intro">
<div class="container" style="padding-top:100px">
<div class="row">
<div class="col-lg-12">
<h1 class="title">Bigfoot Sightings Data Insights</h1>
<br>
<a style="text-decoration:none" href="http://irds.usc.edu/">
<h3 id="irdsgroup">USC Data Science</h3>
</a>
</div>
</div>
<div class="row" style="padding-top:15px">
<div class="col-md-12">
<a class="btn btn-default btn-lg page-scroll" href="#about" style="margin-top:5%">Learn More</a>
</div>
</div>
<div class="row" style="padding-top:20px">
<div class="col-md-12">
<a class="btn btn-default btn-lg" href="html/d3-examples.html">Explore Visualizations</a>
</div>
</div>
</div>
</section>
<!-- About -->
<section id="about" class="about-section" style="margin-top:-1%; margin-bottom:5%">
<div class="container">
<div class="row">
<hr class="about-divider">
<h1>About Us</h1>
<hr class="about-divider">
<div class="jumbotron" style="margin-bottom:5%; margin-top:3%">
<h2>What is Bigfoot Sightings Data Insights?</h2>
<p class="lead text-left" style="margin-top:2%">
This site presents DSCI 550 student work on the Bigfoot Field Researchers Organization (BFRO)
sightings dataset. Across three assignments, teams enriched Bigfoot encounter reports with
geospatial, environmental, temporal, and multimodal features, then turned that data into
interactive browser-based D3 visualizations.
</p>
<p class="lead text-left">
The first assignment asked students to augment the BFRO dataset with derived fields and at
least three additional public datasets (weather, terrain, moon phase, population density).
The second assignment added GeoTopicParser, SpaCy named entities, AI-generated imagery, image
captions, and object-recognition features. The third assignment asked teams to build D3
mini-sites and explore MEMEX ImageSpace, ImageCat, GeoParser, and Solr/ElasticSearch workflows.
</p>
</div>
<div class="col-md-4">
<div class="media">
<div class="media-body">
<h4 class="media-heading">Extraction & Enrichment</h4>
Students derived geospatial, environmental, moon-phase, witness-count, evidence, and
temporal features from BFRO encounter reports spanning decades of sightings across the US.
</div>
</div>
</div>
<div class="col-md-4">
<div class="media">
<div class="media-body">
<h4 class="media-heading">Interactive Visualizer</h4>
Team mini-sites use D3 to explore sighting geography, moon-phase correlations, witness
language patterns, proximity to geographic features, and temporal trends.
</div>
</div>
</div>
<div class="col-md-4">
<div class="media">
<div class="media-body">
<h4 class="media-heading">Publicizer</h4>
The gallery preserves student data science work as a static IRDS site deployable under
the USC Data Science pages and browsable without a server.
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Teams -->
<section id="features" class="features-section" style="margin-top:-1%; margin-bottom:5%">
<div class="container">
<div class="row">
<div class="col-lg-12">
<hr class="featurette-divider">
<h1>Student Visualization Teams</h1>
<hr class="featurette-divider">
</div>
<!-- Card: Vu Nguyen (Spring 2024) -->
<div class="col-sm-6 col-md-4">
<div class="thumbnail team-card">
<img src="images/bigfoot-hero.png" alt="Bigfoot sightings map visualization">
<div class="caption">
<h3>Vu L. Nguyen — Spring 2024</h3>
<p>
Five D3.js visualizations on BFRO sightings data: a US geographical distribution
map, sightings-by-moon-phase temporal chart, witness report word cloud, Mapbox
proximity heatmap, and a treemap of witness counts by region and category.
</p>
<p>
<a href="teams/vu-nguyen/index.html"
class="btn btn-primary" role="button">View Visualizations</a>
<a href="https://github.com/nguyenlamvu88/dsci550_assignment_3_visualizations"
class="btn btn-default" role="button" target="_blank">GitHub</a>
</p>
</div>
</div>
</div>
<div class="col-sm-12" style="margin-top:20px">
<p class="lead">
Know of another DSCI 550 Bigfoot visualization project?
<a href="http://irds.usc.edu/">Contact the IRDS group</a> to have it added.
</p>
</div>
</div>
</div>
</section>
<!-- Dataset -->
<section id="search" class="search-section" style="margin-top:-1%; margin-bottom:5%">
<div class="container">
<div class="row">
<div class="col-lg-12">
<hr class="featurette-divider">
<h1>Dataset & Tools</h1>
<hr class="featurette-divider">
</div>
<div class="col-lg-12">
<p class="lead">
The class used the BFRO (Bigfoot Field Researchers Organization) sightings dataset,
containing thousands of reported Bigfoot encounters across North America with location,
date, classification, and witness description fields. Students further enriched the data
with moon phase, weather, terrain elevation, and population-density features from
additional public APIs and datasets.
</p>
<p>
<a class="btn btn-primary btn-lg"
href="https://www.kaggle.com/datasets/josephvm/bigfoot-sightings-data"
target="_blank">BFRO Dataset on Kaggle</a>
<a class="btn btn-primary btn-lg"
href="html/d3-examples.html">Browse Visualizations</a>
</p>
</div>
</div>
</div>
</section>
<!-- Partners -->
<section id="learn-more" class="learn-more-section">
<div class="container">
<div class="col-lg-12" style="margin-top:8%">
<hr class="featurette-divider" style="margin-top:-1%">
<h1 align="center">USC Data Science Partner Sites</h1>
<hr class="featurette-divider">
</div>
<div class="row">
<div class="col-md-6 col-sm-6" style="margin-top:3%">
<div class="panel panel-info">
<div class="panel-heading"><h4><center>IRDS</center></h4></div>
<div class="panel-body">
<p>The Information Retrieval and Data Science Group's mission is to research and
develop open source software to analyze, ingest, process, and manage Big Data and
turn it into information.</p>
</div>
<div class="panel-footer"><center>
<a href="http://irds.usc.edu/" class="btn btn-info">Visit IRDS</a>
</center></div>
</div>
</div>
<div class="col-md-6 col-sm-6" style="margin-top:3%">
<div class="panel panel-info">
<div class="panel-heading"><h4><center>Related DSCI 550 Sites</center></h4></div>
<div class="panel-body">
<p>Explore other USC DSCI 550 data visualization archives: UFO sightings, haunted
places, Pixstory social media analysis, and phishing email datasets — all built by
USC students using the same IRDS data science pipeline.</p>
</div>
<div class="panel-footer"><center>
<a href="http://irds.usc.edu/ufo.usc.edu/" class="btn btn-info" style="margin:3px">UFO</a>
<a href="http://irds.usc.edu/haunted.usc.edu/" class="btn btn-info" style="margin:3px">Haunted</a>
<a href="http://irds.usc.edu/pixstory.usc.edu/" class="btn btn-info" style="margin:3px">Pixstory</a>
<a href="http://irds.usc.edu/phishing.usc.edu/" class="btn btn-info" style="margin:3px">Phishing</a>
</center></div>
</div>
</div>
</div>
<div class="col-lg-12 credits-section">
<h3 align="center">Credits</h3>
<hr class="featurette-divider">
<div class="row">
<p>Dr. Chris Mattmann — <a href="http://mattmann.ai" style="color:#ffcc00">Visit his website</a></p>
<p>DSCI 550 Spring 2024 Class — Bigfoot web data visualization assignment</p>
<p>Visualizations by: Vu L. Nguyen (Spring 2024)</p>
</div>
</div>
</div>
</section>
<hr class="featurette-divider">
<div class="container">
<footer><p align="center">© USC Data Science Group. All Rights Reserved.</p></footer>
</div>
<script src="js/vendor/jquery-3.6.0.min.js"></script>
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</body>
</html>