The Emergencies Ministry said the bodies of five men and a woman were found after firefighters spent several hours extinguishing the blaze at a two-story non-residential building, RIA Novosti reported.
"It has been preliminarily established that they were all homeless," a police spokesperson said.
Identities of the dead have not been established. The cause of the fire is being investigated.
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