
Global Fisheries and their Effects on the Ocean
How does the food we eat effect our planet’s climate and natural resources? Looking at consumption data by country, we can see visually who are the big players in this little known global crisis.

The Economics of Animal Crossing and it’s Emerging Virtual Market
Animal Crossing has been taking the world by storm as possibly, the most played video game during the COVID-19 Crisis. With all the free time people have, came the release of an online peer to peer trading platform for in game items. Its massive player base and recent popularity made it a good opportunity to explore different aspects about a growing virtual marketplace guided by self-determined merchandise values

Trends of US Tech Hub Cities
A visual analysis on selected cities within the US to understand trends and observe any insights that might help identify what creates a tech hub. Includes map interactions on areas of crime and real estate prices as well as charts of technical occupations Currently deployed on Heroku

Web Scraping Amazon for Product Deals
A step by step tutorial for creating a web scraper for finding deals on products based on their discounted price on Amazon. Fully functional flask app with deployment ready code.

US Spending Behaviors of Discretionary Income
Where are Americans spending their money after paying for mortgages, health insurance and other necessary expenses? Using data from the Bureau of Labor Statistic, an analysis was done to understand American spending habits of discretionary income and to give us an insight on what factors might effect these behaviors.

Using Geologic Data to find Shark Teeth in NJ
Millions of years ago, the sea levels covered parts of the Eastern Coast of the United States. Using sea level data and geographic data in NJ, can we determine the best places to hunt for shark teeth

Predicting Winning Lottery Numbers
Is it possible to do a fit on past lottery numbers to predict any patterns or behaviors that we might be able to use to select the best set of lottery numbers. I study past data based on NJ Powerball and Mega Millions to create probabilities on which numbers to select

Identifying Male/Female Voices
Using data that differentiates male and female voices based on their frequencies and tonalities as a base, can we identify which of my friends and family members are male or female based on their voice

Building an Ambient Lighting System for Entertainment Centers
I built a system for my television which projects light along the perimeter of the TV based on the pixels along the border of the screen using Arduino, Raspberry Pi, coding, and a bit of electrical knowledge