Our previous work focused on only the segmentation part of the voice identification task <cite>(Brooke et al., 2012)</cite> . Here, we instead assume an initial segmentation and then try to create clusters corresponding to segments of the The Waste Land which are spoken by the same voice. Of particular interest is the influence of the initial segmentation on the success of this downstream task.