Police in Overland Park, Kan., were investigating the shooting deaths of a couple at a shooting range Tuesday afternoon.

Officers found the man and woman dead after being called to the Bullet Hole gun range to investigate a suicide, WDAF-TV reported.

The woman, Bambi Hilburn, 38, had met the unnamed man on the internet just a few months earlier and had never been to a shooting range before, her sister Christy Gregor told the Kansas City Star.

"It was just a spur of the moment thing, them going," she said.

The shooting range has seen other killings, the Star reported, including the suicide of a man in March 2010 and the deaths of three people in 1997 who killed themselves with guns they rented there.