My understanding is that there was not really any police chase. They stopped for police, but when the police got out of the car they took off and before the cops could get in the car and catch them, they lost control and smacked into a pole. The cops then eventually got to the scene of the accident.
ICE pulled up to their home and then the couple fled. They knew damn well ICE was on hot on their azz.