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The album featuring "In the Cold, Cold Night" is "Elephant," released by The White Stripes in 2003. This critically acclaimed album showcases the band's raw and energetic sound, characterized by Jack White's distinctive guitar riffs and Meg White's powerful drumming. "In the Cold, Cold Night" is a standout track on the album, known for its haunting melody and introspective lyrics.