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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. He begins by indicating the requirement of having a PDF ready for upload, which can be done manually or automatically. Brandon opts for the manual method, starting by clicking "create document parser" and then selecting "custom" to name his parser, in this case, "email addresses." After naming, he uploads the PDF by browsing for its location and clicking "open." He then continues to a screen with various parsing rules, specifically choosing "text fixed position" to extract text from a specified location. He shows a sample PDF document for demonstration purposes.