This repository contains the code able to perform a binary sentiment classification for tweets regarding the Black Lives Matter movement (pro-movement vs against-movement). The dataset is available here. The notebooks directory contains two Jupyter Notebooks corresponding to two different approaches. The pdf directory contains the technical explanation.