Data Analysis

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.

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.

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.

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.

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)).

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…

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…

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.

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…