Difference in classification with complete sample set and a subsample

Thank you Colin for the response.

I did the complete analysis of the run in subsets and got most of the subsets which resulted in fairly nice classification. I am trying to stick to Silva-138.1 classifier which is available on the qiime2 website as I have been having issues training the feature classifier by myself, something I am discussing here

I have tried using both Rescript protocol and the protocol for qiime2 versions before 2024.2. Is there any other way I can try

without having to train the feature classifier?