I am a third-year student in the Business Management program at Obirin University. In "Management Research Seminar," I learned how to use JMP to analyze questionnaire surveys, and in my seminar, I was in charge of a satisfaction survey of the university cafeteria. Similarly, in "Visualization of Business Data," I used JMP to collect public data and created a poster as a class assignment. Currently, I am taking a business seminar (people flow analysis), and together with two other co-presenters taking the same seminar, I plan to work on a people flow analysis using JMP for urban shopping streets. This presentation is a preparatory step for that project, aiming to understand the regional characteristics of areas around major train stations in Tokyo using OpenStreetMap POI data and principal component analysis/cluster analysis.