The Paraguayan's first goal of the season gave the Magpies a vital three points at St. James' Park and it was a strike worthy of winning any game; Bruno Guimarães' pass into space was inch-perfect and Almirón showed pace to burst past Tyrick Mitchell and poise to brilliantly beat Vicente Guaita.
And supporters can now vote for the goal here. Voting closes at 12 noon (BST) on Monday, 9th May.
Also on the shortlist are Antonio Rüdiger of Chelsea, James Ward-Prowse of Southampton, West Ham's Aaron Cresswell, Brighton's Enock Mwepu, Burnley's Conor Roberts, Granit Xhaka of Arsenal and Manchester City's Rodri.
The winner will be announced at 1pm (BST) on Thursday, 12th May.