This project involves analyzing Google Place reviews to extract meaningful insights about urban environments. By leveraging natural language processing (NLP) techniques and review images from 4 global cities, we aim to understand public sentiment, identify key themes, and provide actionable recommendations for city planners and stakeholders. The dataset aggregations will be open.