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Aubameyang shares the top spot with Bournemouth's Callum Wilson, with both missing 20 big chances.
The list was tweeted by Footy Accumulators, and includes a host of top names.
Also featured are the league's leading scorers: Mohamed Salah and Sergio Aguero, who has squandered the fewest big chances of the trio.
But it is Aguero's Manchester City team-mate Gabriel Jesus who has missed the most big chances for the fewest number of goals scored.
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Ranked! Chelsea’s 8 worst strikers of the Premier League era
