Andrew Lloyd Webber's latest production stars Alexander Hanson as Stephen Ward and Charlotte Spence as Christine Keeler.
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Council workers uncovered the AK-74 concealed in the undergrowth.
The thief, who used a walking stick, was helped by a man who disabled the lock before pushing the woman away.
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