A driver was taken into custody Tuesday afternoon after leading police on a dangerous high-speed chase throughout Kansas City, officials say. KC police dispatch said the pursuit began at about 3:30 p.m. after the driver of a Dodge Charger refused to pull over for a traffic stop at Blue Parkway and Elmwood Avenue.