Guly do Prado and young striker Sam Gallagher struck the goals for Saints.
"I am pleased for the players, the owner, everyone," said Perez. "It wasn't an easy game.
"The first half was open. They had some chances to score and in the beginning of the second half as well.
"But then we played better and better and created a lot of chances."
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