Every year you think you’ve nailed it, and then the goddamn celebrities do Halloween better than you.

With no showings from Miley, Rihanna, Drake or Nicki Minaj, Halloween 2016 felt a little lacking in places, but there were still strong efforts among the hordes of Harley Quinns.

This year’s highlights included a double whammy from the Carter-Knowles dynasty, with Beyoncé first roping in daughter Blue Ivy and mom Tina Knowles for a superb facsimile of Salt-N-Pepa (Jay had a small cameo) and the couple later turning into Black Barbie and Collector’s Edition Ken, original boxes included.

Bey’s old bandmate Kelly Rowland channelled another ’90s legend by becoming Dionne from Clueless, while Puff Daddy donned a silky wig for his beefy Thor outfit and Big Boi went as Game of Thrones’ White Walker.

Tyga and Kylie Jenner made the ’00s seem like a very long time ago by turning up as Dipset’s Juelz Santana and ‘Dirty’ era Christina Aguilera.

Jhene Aiko did Star Wars’ Ray with Big Sean’s Finn, Halsey went as The Bride from Kill Bill at her Tarantino Nights party and Teyana Taylor was one of approximately two million Halloween partygoers worldwide to turn up as Suicide Squad’s Harley Quinn (with bf Iman Shumpert as the Joker).

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Taylor Swift donned the Deadpool costume and, most creepily, Katy Perry went full stuff-of-nightmares with a prosthetic effort to become Hillary Clinton.

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Listen next: Hear FACT’s Halloween mix of hip-hop tracks that sample horror movie themes