Spectrum-based Fault-Localization tools, such as Tarantula, have been shown to be effective at guiding developers towards faulty statements in a system under test. These tools report statements ranked in order of suspiciousness. Unfortunately, these tools often report statements that are unrelated to the error. This paper evaluates the impact of several approaches to ignore these statements from the rankings.