Louis Magowan's Projects
An awesome README template to jumpstart your projects!
Repo for code used during MSc thesis in Applied Social Data Science at LSE. Used to analyse Centre Assessment Grades in 2020, investigating bias in teacher grading judgements.
Code used for data volunteering during UK lockdowns 1 + 2. Data cleaning, visualisation and inferential analysis (logistic and linear regression)
By @louismagowan, @alberto-agudo and Aashrit Ahuja. Sentiment Analysis of Movie Reviews: A Comparison of Deep Learning Architectures and Embeddings
Fake news classification with Keras: Bi-GRU with SpaCy and custom embeddings
Quick sample size estimator Streamlit app for Fishers' Exact testing
Classifying genres of songs using LightGBM and Optuna
Quick and dirty ChatGPT-based Streamlit app for classifying financial transactions into meaningful categories. Built during a 6 hour hackathon.
Course handout web page for LSE MY472, Data for Data Scientists (Michaelmas Term 2020)
Analysis of Billboard Top 100 song lyrics in the US from 1958 - 2021. Sentiment analysis and lexical diversity analysis.
Streamlit app to demo and help elicit priors used in Marketing Mix Modelling
Streamlit app for demonstrating variable transformations (adstock and saturation) used in Media Mix Modelling
Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
Example Streamlit app that you can fork to test out share.streamlit.io
Algorithms to analyse and rank women's tennis players over the last 15 years in base Python.