Wood Buffalo RCMP were called to an apartment complex in Fort McMurray after someone reported shots being fired inside Tuesday afternoon.
Police said officers were called to a building on Richard Street at about 5:20 p.m.
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They said no injuries were reported and officers are now working to determine who fired the gun(s). They added it was not immediately clear how many shots were fired.
Anyone with information is asked to call Wood Buffalo RCMP at 780-788-4000. Tips can also be anonymously submitted through Crime Stoppers by callling 1-800-222-8477 (TIPS) or online.