Table 5. Text from sample review before and after punctuation removal.

Before puncutation removal	After punctuation removal
@Gwyneth Paltrow is absolutely… !!!great in this movie	Gwyneth Paltrow is absolutely great in this movie
I own this movie. This is number 1 movie… I didn’t like by choice, I do	I own this movie This is number 1 movie I didnt like by choice I do
I wish “that ‘70s show” would come back on tel	I wish that 70s show would come back on tel