Examples of colour–colour diagrams using the top 20 features identified by the random forest model. These diagrams show the separation of different classes of objects from the Hα excess sources list. The selected diagrams illustrate effective clustering achieved through UMAP + HDBSCAN, highlighting key colours that contribute to classification. The coloured lines represent tentative colour cuts for separating different classes of Hα excess sources.