Error when doing comparative analysis

I have been trying to use the Multiple Linear Regression with Covariate Adjustment to make a pairwise comparison between the microbiome before and after a treatment. I used the time point as the primary metadata and the participant as a blocking factor but wasn’t able to run. I’m not sure what the issue is.

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