It happened around 12:30 a.m. Tuesday outside the Chestnut Hill Hotel on the 8200 block of Germantown Avenue.
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Glass and debris could be seen all around the ATM.
Witnesses tell police they saw someone fleeing the scene on foot.
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Investigators say no money was taken.
There were no reports of any injuries. The investigation is ongoing.