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Spatial exploration is a core component of play in a rich and diverse range of modern video games. However, there is insufficient research into understanding spatial exploration in order to design better gameplay experiences. In this paper, we investigate the gameplay behaviors of 25 players across three types of exploration games by collecting in-game data, think-aloud data, questionnaire responses...