It happened just before noon in the Fruitvale District, on the dead-end section of Nicol Avenue off of Fruitvale Avenue.
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Surveillance video obtained by ABC7 shows a vehicle following the woman's car.
Three suspects charged her vehicle and shot toward her car multiple times.
Police are investigating but have not released much information.