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This led to a very confusing discussion in the replies about the varying fares and systems of public transit in the Oakland-San Francisco area
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Pretty rarely, far as I know. I've seen some that cover public transit costs at least. It's more common for them to only reimburse costs for travel during work hours or for business related trips.