The Multiple Enforcement Team obtained a search warrant for the location and seized $7,000 and a stolen firearm at the internet café.
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Pictures from the scene showed cash and a number of handguns present at the illegal business.
The location is now closed, the city's police department tweeted.
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Police have not released any theories as to what the illegal café was used for.