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Using a 7-point Likert scale, adult participants rated 304 front-facing faces from the Glasgow Unfamiliar Face Database (GUFD) for typicality\u2013distinctiveness. Results indicated that the subjective rating method produced reliable estimates, with meaningful variability observed along the typicality\u2013distinctiveness continuum. Highly distinctive faces were more sparsely represented in the database. These norms can support principled stimulus selection and improved methodological control in empirical research with faces.<\/jats:p>","DOI":"10.3390\/data11020024","type":"journal-article","created":{"date-parts":[[2026,1,26]],"date-time":"2026-01-26T10:24:36Z","timestamp":1769423076000},"page":"24","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Face Typicality\u2013Distinctiveness Norms for the 304 Front-View Faces of the Glasgow Unfamiliar Face Database"],"prefix":"10.3390","volume":"11","author":[{"given":"Paulo","family":"Ventura","sequence":"first","affiliation":[{"name":"Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, 1649-013 Lisboa, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3160-7054","authenticated-orcid":false,"given":"Francisco","family":"Cruz","sequence":"additional","affiliation":[{"name":"Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, 1649-013 Lisboa, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0354-3348","authenticated-orcid":false,"given":"Susana","family":"Ara\u00fajo","sequence":"additional","affiliation":[{"name":"Faculdade de Psicologia, Universidade de Lisboa, Alameda da Universidade, 1649-013 Lisboa, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2026,1,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"112838","DOI":"10.1016\/j.paid.2024.112838","article-title":"What constitutes the perception of facial typicality?","volume":"231","author":"Kleisner","year":"2024","journal-title":"Personal. 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