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"Love Machine" music video features Nadine Coyle's memorable mispronunciation of "flour" as "flower." The video, released in 2004, showcases the pop group performing an energetic dance routine in a vibrant, candy-themed set. Nadine's endearing mistake adds a touch of humor and relatability to the otherwise polished music video, making it a memorable moment for fans.