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It continues the education theme of West's previous two studio albums, The College Dropout (2004) and Late Registration (2005).
She is Flemish, however she's known for delivering vocals in French.
In terms of lyricism, he simplifies some of his rhymes after touring with The Rolling Stones on their A Bigger Bang concert tour and discovering he could not captivate the audiences as well with his most complex lyrical themes.
West made a conscious decision to abstain from the widespread recording practice of excessive rap albums saturated with skits and filler and instead comprised Graduation with significantly fewer tracks.
While he rarely listened to house at home, he still felt it was an important part of his culture and background.
West further broadened his musical palette on Graduation by not limiting himself to his customary use of samples and interpolation from classic soul records and instead drew influences from a far more eclectic range of music genres.It was primarily produced by West himself, with contributions from DJ Toomp, as well as Mike Dean, Nottz, Brian "All Day" Miller, Eric Hudson, Warryn Campbell, Gee Roberson, Plain Pat and Jon Brion.