It appears your fellowship stipend may be non-taxable for PA state taxes so as a nonresident you would not need to file a return. Here is the link to PA DOR on the subject.
For Philadelphia city tax you would need to pay that, but since it has been withheld there is nothing to file. Had it not been withheld you would file an earnings return with the city. Here is the Philadelphia page.
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