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  • Police officers look for suspicious packages along Fifth Avenue near...

    Andres Kudacki / AP

    Police officers look for suspicious packages along Fifth Avenue near the scene of an explosion on West 23rd Street and 6th Avenue in Manhattan's Chelsea neighborhood in New York early Sept. 18, 2016.

  • Police investigate Sept. 18, 2016, at the site of an...

    Getty Images

    Police investigate Sept. 18, 2016, at the site of an explosion that occurred the night before in the Chelsea neighborhood of New York City.

  • People look on as police officers and firefighters respond to...

    Bryan R. Smith / AFP/Getty Images

    People look on as police officers and firefighters respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • New York Gov. Andrew Cuomo, right, walks from the scene...

    Craig Ruttle / AP

    New York Gov. Andrew Cuomo, right, walks from the scene of an explosion in Manhattan's Chelsea neighborhood in New York on Sept. 18, 2016, after an incident that injured passers-by the previous night.

  • Ahmad Khan Rahami is taken into custody after a shootout...

    Nicolaus Czarnecki / AP

    Ahmad Khan Rahami is taken into custody after a shootout with police Monday, Sept. 19, 2016, in Linden, N.J.

  • Police officers and firefighters respond to an explosion on Sept....

    Jamie McCarthy / Getty Images

    Police officers and firefighters respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Members of the FBI and other law enforcement officials investigate...

    Drew Angerer / Getty Images

    Members of the FBI and other law enforcement officials investigate a residence in Elizabeth, N.J., on Sept. 19, 2016, in connection with the Sept. 17 bombing in New York.

  • Mayor Bill de Blasio, center, and NYPD Chief of Department...

    Andres Kudacki / AP

    Mayor Bill de Blasio, center, and NYPD Chief of Department James O'Neill, left, react during a press conference near the scene of an explosion on West 23rd street in Manhattan's Chelsea neighborhood, in New York, on Sept. 17, 2016.

  • Mayor Bill de Blasio, center, and NYPD Chief of Department...

    Andres Kudacki / AP

    Mayor Bill de Blasio, center, and NYPD Chief of Department James O'Neill, center right, speak during a press conference near the scene of an explosion on West 23rd Street in Manhattan's Chelsea neighborhood on Sept. 17, 2016.

  • Police officers look for suspicious packages along Fifth Avenue near...

    Andres Kudacki / AP

    Police officers look for suspicious packages along Fifth Avenue near the scene of an explosion on West 23rd Street and 6th Avenue in Manhattan's Chelsea neighborhood in New York early on Sept. 18, 2016.

  • Police officers respond to an explosion on Sept. 17, 2016,...

    Andres Kudacki / AP

    Police officers respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Heavily armed police officers stand guard in the Armed Forces...

    Mary Altaffer / AP

    Heavily armed police officers stand guard in the Armed Forces recruitment center in New York's Times Square on Sept. 18, 2016.

  • A police officer stands guard at an intersection in Elizabeth,...

    Drew Angerer / Getty Images

    A police officer stands guard at an intersection in Elizabeth, N.J., on Sept. 19, 2016, as members of the FBI and other law enforcement officials investigate a residence in connection to the Sept. 17 bombing in New York.

  • Ahmad Khan Rahami is taken into custody after a shootout...

    Ed Murray / AP

    Ahmad Khan Rahami is taken into custody after a shootout with police Sept. 19, 2016, in Linden, N.J.

  • Police stand guard Sept. 18, 2016, near the scene of the...

    Andres Kudacki / AP

    Police stand guard Sept. 18, 2016, near the scene of the previous day's explosion on West 23rd Street and Sixth Avenue in the Chelsea neighborhood in New York.

  • Police and first responders work near the site of an...

    Bryan R. Smith / AFP/Getty Images

    Police and first responders work near the site of an explosion on West 23rd Street on Sept. 17, 2016, in New York.

  • Police officers and firefighters respond to an explosion on Sept....

    Spencer Platt / Getty Images

    Police officers and firefighters respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Heavily armed police guard the area as they search for...

    Andres Kudacki / AP

    Heavily armed police guard the area as they search for an explosive device on West 27th Street and 7th Avenue in Manhattan's Chelsea neighborhood in New York early Sept. 18, 2016.

  • Heavily armed police officers stand guard at the National September...

    Mary Altaffer / AP

    Heavily armed police officers stand guard at the National September 11 Memorial on Sept. 18, 2016, in New York.

  • New York City police Commissioner James O'Neill stands with Mayor...

    Spencer Platt / Getty Images

    New York City police Commissioner James O'Neill stands with Mayor Bill de Blasio on Sept. 19, 2016, as he holds up a picture of Ahmad Khan Rahami, the man believed to be responsible for explosions in New York and New Jersey.

  • In this frame from video provided by Orangetheory Fitness Chelsea,...

    AP

    In this frame from video provided by Orangetheory Fitness Chelsea, a door shatters after an explosion in the Chelsea neighborhood of New York on Sept. 17, 2016.

  • This September 2016 photo provided by Union County Prosecutor's Office...

    AP

    This September 2016 photo provided by Union County Prosecutor's Office shows Ahmad Khan Rahami, who was charged with multiple counts of attempted murder of police officers in the shootout that led to his capture Monday, Sept. 19, 2016.

  • This video frame grab provided by the FBI shows two...

    AP

    This video frame grab provided by the FBI shows two unidentified men walking in the Chelsea neighborhood of New York on Saturday, Sept. 17, 2016, around the time when a bomb exploded on a nearby street. Investigators said the men are being sought as witnesses in connection with the explosion and another explosive device that was found nearby.

  • Police officers and firefighters respond to an explosion on Sept....

    Spencer Platt / Getty Images

    Police officers and firefighters respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • A fire truck blocks a street near an explosion on...

    Bryan R. Smith / AFP/Getty Images

    A fire truck blocks a street near an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Police officers and firefighters respond to an explosion on Sept....

    Bryan R. Smith / AFP/Getty Images

    Police officers and firefighters respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Members of the FBI and other law enforcement officials investigate...

    Drew Angerer / Getty Images

    Members of the FBI and other law enforcement officials investigate a residence in connection to Saturday night's bombing in Manhattan on Sept. 19, 2016, in Elizabeth, New Jersey.

  • FBI agents review the crime scene debris on 23rd Street...

    Stephanie Keith / Getty Images

    FBI agents review the crime scene debris on 23rd Street in Manhattan's Chelsea neighborhood on Sept. 18, 2016, in New York City.

  • Debris and mangled metal sit on the sidewalk at the...

    Craig Ruttle / AP

    Debris and mangled metal sit on the sidewalk at the scene of an explosion on West 23rd street in the Chelsea neighborhood of New York on Sept. 18, 2016.

  • Police officers, firefighters and others respond to an explosion on...

    Bryan R. Smith / AFP/Getty Images

    Police officers, firefighters and others respond to an explosion on Sept. 17, 2016, at 23rd Street and 7th Avenue in the Chelsea neighborhood of New York City.

  • Law enforcement officers investigate at the scene of an explosion...

    Kena Betancur, AFP/Getty Images

    Law enforcement officers investigate at the scene of an explosion on West 23rd Street on Sept. 18, 2016, in New York.

  • Images and a video grab of Ahmad Khan Rahami released...

    New Jersey State Police / AFP/Getty Images

    Images and a video grab of Ahmad Khan Rahami released Sept. 19, 2016, by the New Jersey State Police show the man wanted for questioning by the FBI in connection with the bombing in New York City. He was captured hours later after being wounded in a shootout with police, authorities said.

  • Members of the FBI search an area for evidence as...

    Spencer Platt / Getty Images

    Members of the FBI search an area for evidence as police, firefighters and emergency workers gather at the scene of an explosion in Chelsea on Sept. 17, 2016, in New York City.

  • Passersby are redirected by officers as the police block the...

    Andres Kudacki / AP

    Passersby are redirected by officers as the police block the street near the scene of an explosion on West 23rd Street and 6th Avenue in Manhattan's Chelsea neighborhood in New York early on Sept. 18, 2016.

  • Police and firefighters work near the scene of an explosion...

    Andres Kudacki / AP

    Police and firefighters work near the scene of an explosion in Manhattan's Chelsea neighborhood, in New York on Sept. 17, 2016.

  • New York Mayor Bill de Blasio, right, and New York...

    Justin Lane / AFP/Getty Images

    New York Mayor Bill de Blasio, right, and New York Governor Andrew Cuomo, center, stand in front of a mangled dumpster while touring the site of an explosion that occurred in the Chelsea neighborhood of New York on Sept. 18, 2016.

  • Democratic presidential candidate Hillary Clinton pauses while she remarks on...

    Andrew Harnik / AP

    Democratic presidential candidate Hillary Clinton pauses while she remarks on the explosion in Manhattan's Chelsea neighborhood onboard her campaign plane at Westchester County Airport, in White Plains, N.Y., on Sept. 17, 2016.

  • New York Mayor Bill de Blasio, center, and New York...

    AFP/Getty Images

    New York Mayor Bill de Blasio, center, and New York Governor Andrew Cuomo, left, tour the site of an explosion that occurred in the Chelsea neighborhood of New York on Sept. 18, 2016.

  • People walk outside of a barricaded zone after an explosion...

    Stephanie Keith / Getty Images

    People walk outside of a barricaded zone after an explosion on 23rd Street in Manhattan's Chelsea neighborhood on Sept. 18, 2016, in New York City.

  • New York Mayor Bill de Blasio, second from right, and...

    Justin Lane / AFP/Getty Images

    New York Mayor Bill de Blasio, second from right, and New York Gov. Andrew Cuomo, third from right, tour the site of an explosion that occurred in the Chelsea neighborhood of New York on Sept. 18, 2016.

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PUBLISHED: | UPDATED:

Investigators probing bomb blasts in New Jersey and New York believe they’ve identified two men who walked off with a bag abandoned by the bomber on a street as Egyptian tourists.

Police began looking for the men after they were seen in security video handling a bag prosecutors say was used by bombing suspect Ahmad Khan Rahami to conceal an explosive that failed to detonate in Manhattan.

A law enforcement official told The Associated Press on Wednesday the two men have since returned home to Egypt. The official wasn’t authorized to discuss the investigation and spoke on the condition of anonymity.

U.S. investigators have notified Egyptian authorities they want to question the men.

“They’re not in any jeopardy of being arrested,” Jim Watters, chief of the New York Police Department’s counterterrorism unit, said last week. “We have no reason to believe they’re connected.”

Rahami has been accused of detonating a pipe bomb in a New Jersey shore town and a pressure cooker bomb in New York on Sept. 17. No one was injured in the Jersey blast, and 31 people were injured in the New York blast.

Surveillance video shows Rahami rolling a suitcase down a Manhattan street, then abandoning it on the sidewalk where that unexploded device was found, authorities said.

A few minutes later, two men pass by the luggage and appear to admire it, police said. They then remove a pressure cooker from the luggage, leave the pressure cooker on the sidewalk and walk away with the luggage, police said.

“I think they were more interested in the bag, not what they were taking out,” Watters said, adding that they were “very, very lucky” the bomb didn’t explode.

Rahami has been hospitalized since he was caught following a shootout with police in Linden, New Jersey, last week, days after the bombings. Officials on Tuesday said he remained unconscious. He has not made an initial court appearance, and his American Civil Liberties Union lawyers declined to comment.

Associated Press