Projects

New Ways to Bus 2025

Mapping bus route changes after the OCTranspo New Ways To Bus launch

Map Python HTML geodataframe Folium Transit GTFS

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Transit Equity 2024

Research project investigated affordable transport access in low-income areas.

Map Interactive Data Visualisation Tableau Mapbbox

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Netflix Wrapped 2023

Riding on the wave Spotify Wrapped, I was inspired to create 5 data visualisations which summarise my Netflix watching habits for 2023.

Data visualistion Python cartopy matplotlib Netflix

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Predicting Delivery Arrival Time - Sendy 2020

This was a predictive modelling project where a model was trained to predict the arrival time of a delivery.

Python Sci-kit Learn Predictive model Machine Learning Regression Logistics

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Public Housing Demand in Johannesburg 2019

This was an exploratory data analysis of a public housing applicant database.

Python Exploratory Data Analysis (EDA) Data cleaning

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