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In response to a tweeted question from Rand Fishkin I decided to take a quick look at the relationship between exclamation points in tweets and retweets and clicks.
I used a dataset of more than 2 million link-containing tweets sent by accounts with at least 1,000 followers and found something interesting. Tweets with exclamation points got more retweets-per-follower, but fewer clicks-per-follower.