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In this tutorial, Brandon from Doc Parser demonstrates how to extract text from a PDF document. He begins by preparing the PDF for upload, which can be done manually or automatically. For the manual method, he clicks "create document parser," selects "custom," and names the parser "email addresses." After this, he uploads the desired PDF by browsing to its location and clicking "open" followed by "continue." Next, Brandon discusses the variety of parsing rules available, choosing "text fixed position" to extract text from specific locations. He shows a sample PDF to illustrate the process further.