Modelled Topics and Video Metadata from Spanish-Speaking finfluencers on YouTube

This dataset contains metadata of 68,455 YouTube videos that are related to Spanish-speaking finfluencers, as well as the top 100 topics modelled following a BERTopic modeling pipeline. It is part of the MATEPS project: https://osf.io/sbr7w Data collection The "Video List" module of Youtube Data Tools (Rieder, 2015) was used to perform three queries: query query translation videos in API response “ganar dinero”|“ganar dinero” make money 32,745 videos “libertad financiera” financial freedom 30,905 videos “ingresos pasivos” passive income 31,144 videos The results were later merged in a single dataset based on unique video ids and refined to exclude all the videos that were not in Spanish. This resulted in a consolidated dataset of 68,455 videos.