A gunman killed two people and wounded five others at a yoga studio in Florida’s capital before killing himself on Friday evening, officials said.

Tallahassee police chief Michael DeLeo told reporters on Friday night that the man shot at six people and pistol-whipped another after walking into the studio, which is part of a small Tallahassee shopping centre.

The suspect then fatally shot himself, DeLeo said.

Early on Saturday morning, the Tallahassee police department has identified the shooter as Scott Paul Beierle, 40, the Tallahassee Democrat reported.

The department identified the two people who were killed as Dr Nancy Van Vessem, 61, and Maura Binkley, 21, the Democrat reported.

Van Vessem was an internist who served as chief medical director for Capital Health Plan, the newspaper said.

Capital Health Plan issued a statement praising Van Vessem, the Democrat reported. “As CHP’s longtime chief medical director, Nancy has been a guiding, visionary force in our daily work to serve the wellness and health care needs of thousands of families in this community. Her dedication, caring, leadership, humanity, and experience made her one of the most respected, inspiring, and accomplished medical professionals in the state and country. Our hearts are filled with sorrow and prayers for her family. We all have been so blessed to have Nancy in our lives,” the company said.

Florida State University president John Thrasher says Van Vessem and Binkley had ties to the university.

“To lose one of our students and one of our faculty members in this tragic and violent way is just devastating to the Florida State University family. We feel this loss profoundly and we send our deepest sympathies to Maura's and Nancy's loved ones while we pray for the recovery of those who were injured,” Thrasher said in a statement.

DeLeo said police are asking for anyone who saw something unusual around the time of the shooting to contact police. He said the shooter acted alone and authorities are investigating possible motives. He declined to say what kind of gun the shooter had.

“We’re all very saddened and shocked by the events that occurred, but it's important that people understand that there is no immediate threat outside of what has already occurred this evening,” DeLeo said.

Melissa Hutchinson said she helped treat a “profusely” bleeding man who rushed into a bar after the incident. She said three people from the studio ran in, and they were told there was an active shooter.

“It was a shocking moment something happened like this,” Hutchinson said.

The people who came in were injured, including the bleeding man who was pistol-whipped while trying to stop the shooter. They told her the shooter kept coming in and out of the studio. When he loaded his gun, people started pounding the windows of the studio to warn people.

City commissioner Scott Maddox was on the scene. He said on Facebook, “In my public service career I have had to be on some bad scenes. This is the worst. Please pray.”