Local police say that the children were shot in a "domestic disturbance" at different homes.
Police spokesperson Chris Bordelon said 10 people were shot in total and some of the eight children who died were related to the gunman.
The suspect was reportedly shot and killed by police during a chase.
Watch the police statement:
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