Selins.Selector of Influential Subcompositions (Selins) algorithm, screen and filter data to identify significant subcompositions. Selins sets the selection threshold in a fully data-driven manner, adapting the CsCsHM statistic for optimal signal detection in sparse, two-component mixture models.