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• Biome type preferences of samples from distinct geographic locations were explored. • More subjectively familiar and objectively local biomes were generally preferred. • Several biome types were generally preferred, regardless of familiarity. • Trait nature relatedness predicted more familiarity and liking for most biomes. Although people generally have positive evaluations of natural environments and stimuli, theory and research suggest that certain biomes are more preferable than others. Existing theories often draw on evolutionary ideas and people's familiarity with biome types, with familiarity being the most supported, albeit not conclusively, in existing research. Across three samples (n = 720) we sought to compare preference ratings of 40 images that represented ten biomes (beach, lake, tropical and temperate forest, marsh, swamp, meadow, park, mountain, and river). We addressed objective familiarity by recruiting samples from two distinct geographies (Florida and Ontario), and we assessed subjective familiarity via image ratings. Familiarity was positively associated with liking biomes, though this trend was stronger for subjective familiarity compared to geography. Substantial variation in biome type preferences could not be attributed to familiarity. Specific biome types were strongly preferred irrespective of familiarity and geography. e.g., beaches and lakes were highly preferred, while marshes and swamps were substantially less preferred than other biome types. Further analyses found that the individual difference of nature relatedness predicted both familiarity and liking of all biomes except beaches, and that there was a lack of seasonal effects (fall and winter) across two Ontario samples. We discuss how results provide qualified support for the familiarity view, limits of this interpretation, how methodological choices such as the number of ratings might impact findings, and the potential applications of these results in landscape design. [ABSTRACT FROM AUTHOR]