Fuzzy rough nearest neighbour methods for detecting emotions, hate speech and irony.

•We apply fuzzy rough nearest neighbour methods to classify text based on emotions.•Feature engineering and ensembles can gain accuracy similar to deep learning methods.•Our approach provides a more interpretable alternative than black box methods.