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FIFA 2026 World Cup Travel Logistics

Transitivo Project

Chart.js Distance Analysis Data Visualization

• Analyzed one-way distance totals for all 48 national teams from training camps to group-stage venues across North America.
• Mapped training sites to nearest commercial airports and calculate great-circle distances.
• Built interactive dashboard with Chart.js showing ranked travel distances and flight-time equivalents.

MBTA Park Accessibility

Transitivo Project

Python OSMnx Travel Time Analysis

• Analysis of walking access to parks from 150+ MBTA stations across Boston, Cambridge, and Somerville using OSMnx and GeoPandas.
• Generated 5/10/15-minute walking isochrones using network‑buffered method over convex hulls for pedestrian‑accurate accessibility.
• Identified access gaps; presented findings at 2026 NEARC Conference and produced multi‑panel poster.

Somerville Schools Traffic Safety

Transitivo Project

Python GeoPandas Leafmap Spatial Analysis

• Spatial analysis of crash data (2023-2025) and traffic volumes near Somerville public schools using Geopandas and Leafmap.
• Developed priority rankings based on crash frequency, injury severity, and traffic exposure to identify high-risk school zones.
• Created interactive maps with Folium and static visualizations with Matplotlib.

Streamlit Aviation Dashboard

Side Project

Python Data Engineering Google Cloud Platform

• Interactive dashboard hosted on Streamlit showcasing insights from aviation data.
• Features include visualizations of flight routes, airline statistics, and travel distance metrics.
• Utilizes GCP for data engineering, and Streamlit for data analysis, visualization, and dashboard creation.

Subreddit Sentiment Analysis, A Course Final Project

Side Project

Python NLP Text Processing

• Computational text processing project using NLP libraries such as spaCy for entity recognition and nltk for sentiment analysis.

Customer Segmentation, A Course Final Project

Side Project

R K-means Clustering Segmentation

• Unsupervised learning, customer segmentation project.

State of Kaggle 2022

Side Project

R

• Data analysis project on Kaggle survey data.

Creating isochrone maps via OSMnx

Side Project

Python

• First attempt at using the street network analysis package, OSMnx.

Minnesotans are 'driving like crazy,' and it's killing people

The Star Tribune

Python Data Analysis Reporting

• Data analysis of speeding citation data in Minnesota revealed connection to understaffed police departments.

Soaring property values shock owners in Minnesota lake country

The Star Tribune

Python Data Analysis Reporting

• Heavy data analysis project of property data for a news piece on soaring property values in northern Minnesota.

Tracking employees vaccine mandates

The New York Times

Reporting

• Collaborative and meticulous data scraping project formed the tracking of this story on incoherent vaccine mandates across the US.

Public health workers face crisis and fear post-covid

The New York Times

Data Analysis Reporting

• Data journalism team project surveying the state of state and local health departments post-covid anniversary.

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