  Zagier introduced the term "strange identity" to describe an asymptotic
relation between a certain $q$-hypergeometric series and a partial theta
function at roots of unity. We show that behind Zagier's strange identity lies
a statement about Bailey pairs. Using the iterative machinery of Bailey pairs
then leads to many families of multisum strange identities, including Hikami's
generalization of Zagier's identity.
