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The actress, 51, reposted Jonathan Goodwin's Story on Tuesday night in which he shared a photo of the two with the caption 'holy crap I'm so lucky' and tagged the star.
The actress, 51, has decided not to return for a reunion and final dance of the show.
Giovanni and his celebrity dancing partner, Amanda Abbington, 51, was due to return to the glitzy ballroom for the show's annual Halloween special after missing the previous week.
Amanda, 51, withdrew from the show due to 'personal reasons', after she and her dance partner Giovanni Pernice didn't perform during last Saturday's episode.
Strictly Come Dancing fans all had the same complaint as Halloween Week kicked off on Saturday night.