Marcus Rashford, Jamie Vardy and Danny Ings were the only players in the top 10 to score over the weekend.
Rashford netted in Manchester United's 1-1 draw with Liverpool on Sunday, while Vardy claimed one goal in Leicester City's 2-1 win over Burnley.
Ings was on target at Southampton took a point from their trip to Wolves.
Sergio Aguero, Tammy Abraham, Pierre-Emerick Aubameyang and Raheem Sterling all failed to score on Match Day 9.
Premier League top scorers:
8 goals: Sergio Aguero (Manchester City), Tammy Abraham (Chelsea)
7 goals: Pierre-Emerick Aubameyang (Arsenal)
6 goals: Teemu Pukki (Norwich), Raheem Sterling (Manchester City), Jamie Vardy (Leicester)
5 goals: Harry Kane (Tottenham), Callum Wilson (Bournemouth), Sadio Mane (Liverpool)
4 goals: Mohamed Salah (Liverpool), Ashley Barnes (Burnley), Bernardo Silva (Manchester City), Danny Ings (Southampton), Marcus Rashford (Manchester United), Sebastien Haller (West Ham), Wesley (Aston Villa), Chris Wood (Burnley), Mason Mount (Chelsea)
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