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Why mastering the closure problem and log-ratio transformations is the professional way to handle compositional data. Learn to identify mathematical pitfalls in interaction models in this technical manual. Ensure your statistical reporting is valid, robust, and meets the exacting standards of professional data analysis and modern science.

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