The incident happened just after 12 a.m. inside a townhome community on Strawberry Hill Drive, according to the Los Angeles Sheriff's Department.
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Authorities found the man, only identified as being in his 40s, near a pool.
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A Sheriff's Department spokesperson initially described the case as a homicide, but authorities later characterized it as a death investigation.