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Sometimes a one-way car rental winds up being the cheapest, most convenient option if you have several people doing this (though keep in mind that there are a number of tolls on I-95).
Take Amtrak from Philly to Baltimore, then take lightrail from train station directly to BWI terminal. You could take also save yourself some time and/or money to rent a car.