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This text approaches the analysis of variance (ANOVA) from an exploratory point of view while retaining customary least squares fitting methods. The authors go beyond the standard steps of the ANOVA table to emphasize both the individual observations and the separate parts that the analysis produces. The technical level is not advanced and therefore serves as an introduction to ANOVA. The material is self-contained and illustrated with occasional references to more advanced/specialized readings.