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In the novel The Secret Adversary, Miss Wheeler is a person named on a list of survivors of the Lusitania. Tommy and Tuppence were looking up various survivors in search of someone whose Christian name was "Rita", believing that this Rita might be a witness to what happened between Danvers and Jane Finn on the ship. However, Tommy did not think Miss Wheeler was a likely candidate. She was, in any case, employed as a lady's maid and so unlikely to be present at her listed address.

Miss Wheeler's address is given as 43 Clapington Road, Battersea.