These methods have made it feasible to collect detailed game play data from many players, and conduct quantitative and empirical analyses of this data. Examples of statistical analysis of game play include heat maps [1, 19] and quantitative visualizations coupled with video [16]. These techniques are useful for providing answers to specific queries the designers might have, such as determining the causes of death in a level of a first-person shooter game.