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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. He begins by emphasizing the need to have a PDF ready for upload, which can be done either automatically or manually. He demonstrates the manual method by clicking "create document parser," selecting "custom," and naming the parser "email addresses" for extracting specific data. After this, he uploads the PDF by browsing for its location and clicking "open," followed by "continue." Brandon then discusses various parsing rules and chooses "text fixed position" to extract text from specific locations within the document. He also showcases a sample PDF for illustration.