At least 24 schools across Arizona's Valley have been named in the threats in the Phoenix Union and Glendale school districts, KPHO-TV reports.
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Students said either they or their parents were too scared to let them go to class.
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On Monday, half of the 3,000 students at Marydale High School did not show up after the first threats surfaced online.
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Police did not specify what the threats said, only that it involved violence and the same clown image.
A terrorism task force and the FBI are assisting police with their investigation, officers said.
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Three juveniles were taken into custody during their investigation, but say more may be involved. Felony charges are pending, police said.
School officials meantime are asking parents and students to remain vigilant and said they would step up security in the wake of these threats.