Methodology of Choosing Random Data

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For a project, I have to randomly choose exoplanets out of a database, but since the database has different sections, I have to choose one section. If one section has more exoplanets than another and I am randomly choosing five exoplanets, will the five exoplanets be more diverse if I choose the bigger or smaller section?