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Nonparametric texts typically concentrate on location and linear-linear (correlation) tests, with a lesser focus on dispersion effects and linear-quadratic tests. Using a fresh approach, this book intends to unify and extend the popular, standard tests by linking them to tests based on models for data that can be presented in contingency tables.