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Eye-tracking data can be compared between people to investigate how readers process text differently. This study presents a similarity measure (STRESS) designed to capture the dynamic spatio-temporal characteristics of eye-tracking data that are unique to reading data. The STRESS measure is validated through a qualitative analysis and a simulation study.