In the complaint, the FBI alleges that the suspect appeared calm while there was chaos all around after the blasts at the finish line of the marathon on April 15.
The FBI filed the complaint against 19-year-old Dzhokhar, as he was produced before a district court which temporarily was his hospital room where he is being treated of injuries.
Dzhokhar is charged with conspiring to use "weapon of mass destruction" and faces death penalty if convicted.
In the 10-page complaint, FBI special agent Daniel Geneck gives the sequence of events and the information to sufficient to establish the requisite probable cause. "It does not include each and every fact known to me," he said.
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Based on the information obtained from the security cameras, Geneck said, the two suspect - Tamerlan Tsarnaev, 26, and Dzhokhar Tsarnaev - were first spotted near the bombing site 11 minute before the first bomb explosion.
Thereafter, the two were seen moving towards the Marathon finish line, which was occupied by thousands of people, which is reflected through various security cameras.
At some point Dzhokhar appears to look at his phone, which is held at approximately waist level, and may be manipulating the phone, Geneck said.
"Approximately 30 seconds before the first explosion, he lifts his phone to his ear as if he is speaking on his cell phone, and keeps it there for approximately 18 seconds. A few seconds after he finishes the call, the large crowd of people around him can be seen reacting to the first explosion," the complaint said.