The Turkey wing-back kicked off the scoring on two minutes as Brighton dominated from kickoff.
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Asked if this was Brighton's best performance of the season, Kadioglu said: "Probably. Last weeks we've been in a good flow.
"We had a difficult period. After that, we're doing very well. Today we didn't let them breathe. Amazing game from every player. We have to continue like this as we have some goals this season.
"We knew from the beginning that we have to play hard. Chelsea have good players.
"If you are tight with them, they can't do much. I think we did that amazing."