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Here is the professional framework for understanding the mathematical pitfalls of compositional data in interaction models. Explore the closure problem, learn to identify spurious correlations, and master log-ratio transformations. This guide provides the technical depth needed to ensure your statistical models are accurate and professionally sound.

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