That plug looks like a standard OBD-II style diagnostic connector. It
is used for reading out trouble codes, operating parameters, etc. If
your check engine light ever goes on, this is the magic place to hook a
scanner up to in order to find out what is going on.
PDI = Pre-Delivery Inspection, the work a dealer is to do before
delivery your new car.
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