Here, we show how to compute the pair correlation function (PCF) for eye movement data in three steps. The PCF reveals whether the distribution of fixation locations during a single scanpath can be explained by the overall inhomogeneity observed across all observers or whether fixation locations of a single scanpath contain additional spatial correlations.