The owner of Mort's Deli on Clark Street says workers at the bakery next door noticed the damage early Saturday morning and called police.
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The Los Angeles Police Department said a brick was thrown through a window of the business but nothing was stolen.
The owner, David Laredo, told Eyewitness News he isn't sure whether it was a targeted attack.
"It's possible with... what's going on today everywhere," he said. "It's possible... but nothing was left that indicates that it was a hate crime... I don't know."
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Laredo is hoping someone may have witnessed the incident and can share some information. He's urging everyone in the neighborhood to keep their eyes open and remain vigilant.