  The integral formulae over the unitary group $\unitary{d}$ are reviewed with
new results and new proofs. The normalization and the bi-invariance of the
uniform Haar measure play the key role for these computations. These facts are
based on Schur-Weyl duality, a powerful tool from representation theory of
group.
