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The est_richness_lci and est_richness_uci are just the lower and upper confidence intervals of the estimated richness, so maybe exclude them for visualisation (they are very small anyways). But interesting - biomass and richness are not strongly correlated and the number of reads really do not seem to follow the richness. I ave updated the script so it analyses on the BIN subset richness instead:
Relationships among the metrics - richness vs biomass
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