Impact of Sporting Events on Transit Ridership: Analysis at the Sox-35th CTA Station
November 2024
In this midterm data analysis project for DATA 119, I explored how Chicago White Sox game days impact transit ridership at the Sox-35th Red Line station. Findings reveal that while game occurrence drives increased ridership, factors like game outcomes and temp. have minimal effects.
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Shuttle Shuffle
February 2025
A web app that allows students to propose remixes of the current UGO Shuttle routes at the University of Chicago. In addition to remixing routes, students can also vote for their favorite designs, in a fun spin on the traditional transportation survey. This was a precursor to the official UChicago Commuter Survey. Deployed using Flask, built on HTML/CSS/Leaflet.JS.
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How Is MCO Today? X Bot
February 2025
An automated bot called @howismcotoday on X, which scrapes the MCO Departures Board for upcoming departures and produces a scoring metric for how well the airport is operating. Posts an updated score every 1.5 hours. In the future, the bot will add functionality to pull TSA wait times and build a more robust scoring system. Uses BeautifulSoups to scrape the airport website and Tweety for X API integration.
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UGoing?
March 2025
A collaboration project between Andrei Thüler, creator of the PassioGO API, and myself.
This bot pulls stop arrival data, passenger loads, and individual runs from the shuttle system at the University of Chicago. After pulling the information, it conducts data cleaning, and parses through the information to produce multiple statistical metrics and posts daily and weekly updates.
This project was sponsored by UChicago Transit Enthusiasts RSO.
View ProjectI am actively working on new projects, keep an eye out for future additions!