The incident is said to have occurred at around 1.30am today (Friday, July 1) and resulted in cash and personal effects being taken.
No injuries were reported.
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Anyone with information which may assist is asked to contact Leeds CID on 101 or by using the LiveChat facility on the West Yorkshire Police website.
The crime reference is 13220355218.
Information can also be reported anonymously to the independent charity Crimestoppers on 0800 555111 or online.