Proposes a hybrid approach for determining the sentiment of each tweet Importance of pre‐possessing data using detection and analysis techniques Test the framework showing improvement in accuracy, precision and recall Resolves the data sparsity issue using domain independent techniques Comparison with other techniques proves the effectiveness of the proposed approach.