The leak occurred late Wednesday evening local time.
People in the area had difficulty breathing and at least 36 people were taken to hospital, according to authorities.
At least 500 people were in a shelter on Thursday morning and several residences and schools are closed.
Anhydrous ammonia in liquid or gaseous form can cause burns.
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