Leicester’s forward, Jamie Vardy went into the final day three goals clear of Aubameyang and the Arsenal man did his best to close the gap.
The Gabon international scored twice in the first half in the 3-2 win over Watford but it wasn’t enough.
Danny Ings also found the net from the penalty spot as Southampton beat Sheffield United 3-1.
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But it wasn’t enough to stop Jamie Vardy from keeping the award all to himself this season.
The Leicester forward may have won the Golden Boot but his side missed out on the Champions League after losing 2-0 to United.
The former England international has been superb for the Foxes this season though and has helped them to an impressive fifth place finish in the Premier League.
Aubameyang has once again underlined his class as questions remain over his future at the Emirates.
Ings has been the key man in ensuring Southampton guaranteed survival well ahead of the final day.
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Premier League Top Scorers 2019/20
Jamie Vardy – Leicester – 23 goals
Pierre-Emerick Aubameyang – Arsenal – 22 goals
Danny Ings – Southampton – 21 goals
Raheem Sterling – Manchester City – 20 goals
Mohamed Salah – Liverpool – 19 goals
Harry Kane – Tottenham – 18 goals
Sadio Mane – Liverpool – 18 goals
Raul Jimenez – Wolves – 17 goals
