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Psychology Express: Statistics in Psychology (Undergraduate Revision Guide) by Dominic Upton, Catherine Steele, Holly Andrews (Paperback, 2011)

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The coverage of the individual tests focus on pragmatic issues, such as when the test is appropriate, how to format data correctly and what to do when you don't get the data you expect. You are directed to further readings for the mathematical underpinnings of the statistical tests.