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Who aims for technical excellence in statistical modeling must learn the pitfalls of compositional data. Understand the professional implications of the closure problem, spurious correlations, and log-ratio transformations. This expert manual ensures your data reporting is sophisticated and meets the rigorous expectations of the scientific community.

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