Two police officers have been injured in a shooting in Rome near the Prime Minister's Office an eyewitness has told Reuters.
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The president voiced his concerns over the investigation.
It is not yet known how many people are missing.
Political and economic turmoil has driven tens of thousands of Venezuelans across the border.