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In this paper, we propose a passionate statistical goodness of fit test for the NB distribution in regression models and indicate that the NB-assumption is violated in a lot of openly available RNA-Seq and 16S rRNA microbiome datasets. The zero-inflated NB distribution had not been discovered to provide a substantially much better fit. We additionally reveal that the NB-based tests perform worse regarding the features for which the NB-assumption wa