Seventeen days ago, Radcliffe Haughton allegedly slashed his wife's tires outside a suburban Milwaukee salon.

Three days ago, the 45-year-old man was issued a restraining order mandating that he stay away from her for the next four years.

And now he is dead.

But not before, police say, Haughton gunned down seven women -- killing three of them -- inside the same Azana Salon and Spa in Brookfield, while also using flammable liquid to fuel a fire.

The building's sprinkler system helped subdue that small blaze, Brookfield Police Chief Daniel Tushaus said. As for the suspect, he apparently died from a self-inflicted gunshot wound.

"We were expecting an armed encounter if we did come across him," said Tushaus, about authorities' intensive search of the roughly 9,000-foot building and one "locked area" in particular. "When we did eventually get into that locked area, we did determine that he, in fact, was dead."

Authorities are still working to identify the victims, including to determine if one of them is Haughton's wife. And they are also trying to make sense of why it all happened.

The first calls came into police around 11 a.m. CT (noon ET), of an active shooter across from the Brookfield Square Mall and near the Westmoor Country Club, all about 11 miles west of Milwaukee.

Swarms of law enforcement officers, from various agencies, soon converged on the scene. They found smoke in the building -- from a fire believed to be started by Haughton, according to Tushaus.

Inside, too, was a small propane tank. The police chief said it wasn't clear if the suspect left it there, or if it had been left by contractors working on the building. The sprinkler system kicked in before the tank could explode.

By then, authorities did not know exactly where the gunman was or what carnage he'd left behind. And calls continued coming in from panicked people who'd sought refuge in pockets inside the large, multi-story building.

Outside, one young woman recalled to CNN affiliate WDJT seeing "a lady crawling out the front door," having rolled down a hill. Next out was a shrieking woman, the witness added.

"And then maybe 10 people began running out of the back of the salon with their hands up -- running, screaming out the door," she said.

Four gunshot victims also soon got out of the salon, and then were transported to Froedtert Hospital in Milwaukee. That medical facility was locked down as the manhunt continued for the shooting suspect.

Hours later, around 4 p.m., authorities found Haughton's body and declared the nightmare over.

"Our community can feel safe," Tushaus said at an early evening press conference. "We are not seeking any additional suspects."

Authorities described a contentious recent history between the suspect and his wife.

The restraining order against Haughton was filed four days after the October 4 tire slashing, according to Tushaus, with the four-year restriction being dictated last Thursday.

Steven Rinzel -- the police chief in Brown Deer, the Wisconsin community that Haughton called home -- acknowledged police "have had contacts" with the suspect in the past, including a recent "disorderly conduct, domestic violent arrest."

And authorities were back at Haughton's home Sunday, conducting "a safety search of the residence to make sure there was nothing in place, like an explosive device," Rinzel said.