Perez struck twice inside three minutes during the final stages of Saturday's clash with Everton at St James' Park to seal a 3-2 win after they had trailed 2-0 at half-time and also seen a Matt Ritchie penalty saved.
Pickford, who received the traditional welcome for a former Sunderland player on Tyneside, was fortunate to be on the pitch after hauling Salomon Rondon to the ground in his pursuit of a spilled cross with his side already leading courtesy of Dominic Calvert-Lewin's 18th-minute header.
He said: "When they scored the third goal it was a big mistake by the assistant, nothing more to say".
Silva was incensed about the circumstances surrounding Newcastle's winning goal, when a number of players appeared to be offside, and raged at Mason in a manner similar to Mauricio Pochettino, who confronted Mike Dean after Tottenham had lost 2-1 at Burnley. "Rondon was in a clear offside position". If we did what we should've in the first 15 minutes of the second-half will we score the third goal.
Jordan Pickford after conceding a penalty.
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It ended 3-2 to the Magpies, providing three crucial Premier League points, and Perez was keen to hail the role the fans played in the win.
"Of course this is hard", Silva said to Sky Sports.
The link between Ayoze Perez and Salomon Rondon, if Messi was doing that everybody would be talking about the goal.
One of Pep Guardiola's team often finds themselves in the team, but the same can't be said for Rafael Benitez's men.
"The first-half was under control".