Gray has impressed since his arrival.
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Speaking on Spurs’ official YouTube channel, Gray said: “I felt the time was right. When a club like Tottenham comes in, you might not get that opportunity again.
“I felt like I had to take that opportunity.
"I am obviously really grateful for the chances I got at Leeds, and the memories I made will always be with me.”
On manager Ange Postecoglou, he added: “Yeah, and all my family were like that as well, especially Eddie and Frank and my dad, they were really excited that I’ve got the opportunity to work under him.”