On Tuesday 28 November a 38-year-old man died in the Easton area. Police believe he had been using the heroin.
A 32-year-old man died in the Hillfields area and a 44-year-old man died in the Broadmead area on Thursday 30 November.
Police said the deaths had occurred in an unusually short space of time.
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