Frazier Glenn Cross was booked into Johnson County jail on a preliminary charge of first-degree murder.
At a news conference, Overland Park police Chief John Douglass declined to publicly identify the suspect. But a jail official, speaking on the condition of anonymity because he wasn't authorised to discuss the case, identified the suspect as 73-year-old Cross.
"Today is a sad and very tragic day," Douglass said. According to police, the attacks happened within minutes of one another. A gunman opened fire on two people in the parking lot behind the Jewish Community Center of Greater Kansas City.
Authorities declined to release the victims' names pending notification of their relatives, but the family of the first two victims released a statement identifying them as Dr. William Lewis Corporon, who died at the scene, and his 14-year-old grandson, Reat Griffin Underwood, who died at Overland Park Regional Medical Center.
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Douglass said the suspect made several statements to police, "but it's too early to tell you what he may or may not have said." He also said it was too early in the investigation to determine whether there was an anti-Semitic motive for the attacks or if they will be investigated as hate crimes. The Jewish festival of Passover begins today.