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How to achieve a high level of accuracy in interaction models by mastering compositional data pitfalls. Learn the professional application of log-ratio transformations and the mechanics of the closure problem. This technical guide ensures your results are accurate and provide a comprehensive overview of your statistical deviations in research.

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