Data Analysis

Subway Delay and Bike Share Usage in Toronto

Toronto
Bikeshare
Spatial analysis

This analysis is part of the data analytic component for the 2025 ECCE App Challenge, Team Gearshift, conducted with Alice Stubbs and David Figueroa.

Apr 20, 2025

Loot Box Opening Simulation

Simulation
Shiny

This shiny app simulates 1,000 runs to determine the probability of successfully collecting the final reward when opening loot boxes in games.

Feb 8, 2025

Food Deserts or Food Oases? Predicting Grocery Store Locations in Hamilton, Ontario

Hamilton
Grocery store
Linear regression
R package

This is the final project for the course GEOG 712 Reproducible Research Workflow with GitHub and R at McMaster University in Fall 2024 supervised by Dr. Antonio Paez.

Dec 6, 2024

How Close is Too Close? Exploring the Relationship Between Bike Theft and Police Facility Distance in Toronto

Toronto
Crime
Linear regression

This is the final project for the course SOCC70H3: Models of the Social World at the University of Toronto Scarborough in Winter 2024 supervised by Prof. Ethan Fosse.

Apr 10, 2024

Toward Equitable Service Provision: A Catchment Area Analysis of The Bike Share Toronto System

Toronto
Bikeshare
Spatial analysis

This project was completed for the course GGRD30H3: GIS Research Project at the University of Toronto Scarborough in Winter 2024 supervised by Dr. Glenn Brauen.

Mar 31, 2024

R Package sifr

R package
Spatial analysis

I developed an R Package sifr for conducting basic spatial interpolation and calculating land-use entropy. You can download sifr from GitHub and install it in your R environment.

Dec 2, 2023

Time-Series OLS Estimation Bias

Simulation
Linear regression

This project involved simulating the bias in ordinary least squares (OLS) estimation on time series data when it follows an autoregressive process of order one (AR(1)).

Nov 17, 2023

Travel Speed and Routes of the Bike-share System: An Analysis of Bike Share Toronto

Toronto
Bikeshare
Spatial analysis
Routing
This project was a part of GGRC32, an essential spatial analysis course taught by Dr. Christopher D. Higgins in Winter 2023. It examined the Bike Share Toronto system and…
Apr 21, 2023

Spatial Patterns of Seasonal Ridership, Built Environment and Social Demographics: A Taxonomy of Bike Share Toronto Stations

Toronto
Bikeshare
Spatial analysis
Cluster analysis
This project was completed as part of an advanced GIS course, GGRC30, taught by Dr. Elnaz Yousefzadeh Barri in the Fall of 2022. The project focused on the Bike Share…
Dec 13, 2022

Semicircle Problem with Simulation

Simulation

This project involved simulating a scenario where four ducks were randomly and independently located in a circular pond. The goal was to determine the probability that all four ducks would be located within the same half of the circle.

Oct 15, 2022

Binary and Multinomial Logistic Regression

Discrete choice
Linear regression
This project was inspired by an assignment for GGRC42, a course taught by Dr. Steven Farber in the fall of 2021. The main focus of the project was to develop binary and…
Nov 3, 2021
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