Before revision:  By applying these methods we are able to recover almost 15\% additional data than with traditional methods, showing the need of more sophisticated approaches than just text matching .
After revision:  By applying these methods we are able to recover almost 15\% additional data , making misspelling handling a needed task as a pre-processing step when dealing with social media data .