Mapping and Data Science Project Gallery

These projects come from many semesters studying GIS, Urban Studies, and Geography.
They encompass my interests of green cities, public transportation, infrastructure, urban governance, and more!
Maps created with ArcGIS Pro, ArcGIS Online, and Python.
** PAGE STILL UNDER DEVELOPMENT **

Using spatially-constrained K-means to identify clustering of demographic characteristics and short-term rental density across Toronto FSAs.
Created under the guidance of Dr. Caitlin Cunningham.

Fall 2025

Space-Time Analysis of BikeShare Toronto trip data to locate emerging hot spots. Created under the guidance of Dr. Caitlin Cunningham.

Fall 2025

Univariate and Bivariate Moran's I Clusters of NDVI values and median household incomes across Vancouver, British Columbia.
Created under the guidance of Dr. Caitlin Cunningham.

Fall 2025

This report investigates the relationships between residential water consumption and AirBnB densities across Mexico City, Mexico to support a broader exploration of the impacts of 'digital nomads' and 'expatriates' on Mexico City's historic droughts.
Created under the supervision of Dr. Caitlin Cunningham.

Fall 2025

Using Colombia's national survey on public service provision, this map highlights the interconnectedness of water and waste management deprivation as compounding environmental risks in the country's peripheries.
Created under the supervision of Dr. Caitlin Cunningham.

Spring 2025

This visual supports a policy suggestion for open-area cordon tolling of Toronto's downtown streets to mitigate congestion and gridlock.

Fall 2025

Suitability analysis on home buying preferences combining remote-sensing tools, DEM data, and raster and zonal statistics to create heat map of location desirability.

Summer 2025