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Interpretation of Shannon e Index

Hello, I am trying to calculate the Shannon diversity of resistomes acquired from different matrixes. However, it turns out that there is no difference among them even if the index of each varies a lot. Is this result common? Or should I not trust it and try to calculate via another package?

shannon alpha diversity

It is difficult to answer this question without additional information about your study design and methods. Can you share information about this: e.g., sample size, statistical test used, package used to measure your outcome variable, and a full panel figure.

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