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Statistical analysis of the atmosphere has, until recently, been limited in scope, yet analysis of the world around us is the first step in creating durable theoretical models and ultimately, in forecasting. Wilks introduces a wide range of statistical tools with applications to the atmospheric sciences and explains each technique clearly. Exciting new insights can be gleaned from such analysis.