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Pierre-Olivier Bonin, Ph.D.'s Projects

credit-risk-report icon credit-risk-report

Based on seven different datasets, we implement a comprehensive machine learning pipeline that allows to predict whether a client is likely to default on their next loan payment.

lyra icon lyra

An interactive, graphical Visualization Design Environment (VDE)

phd-thesis icon phd-thesis

This is the doctoral thesis I have authored as part of the requirements for a doctoral degree in political science at the University of Toronto. Using Stata, Qualtrics, and Excel, I developed logistic regression models, generalized ordered logit models, and partial proportional odds models to predict participation in organizations and networks as well as identification with spatio-territorial entities on four levels

plotly-dash-webapps icon plotly-dash-webapps

These are my two first interactive web apps developed in Python with the Plotly-Dash framework. The first one is a stock ticker app that directly retrieves data from a financial API. The second one I submitted to participate in a Viz for Social Good challenge. It is an interactive dashboard that allows to visualize the services Sunny Street provided and interventions they made in Australian homeless and marginalized communities from 2019 to 2021.

voyager icon voyager

Visualization Tool for Data Exploration

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