This project analyzes online polarization surrounding the Israel-Palestine conflict by leveraging data from Reddit. LDA and BERTopic models were employed to categorize posts into key topics such as conflict violence and geopolitical discourse, followed by fine-tuning a Hugging Face XLNet model to classify polarization.