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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF. The process begins with preparing the PDF document for upload, which can be done either automatically or manually. He demonstrates the manual method, starting by selecting "Create Document Parser" and then opting for "Custom," naming the parser "email addresses" for extracting specific data. After that, he uploads the PDF by browsing to its location and clicking open. The next step involves selecting from various parsing rules, specifically choosing "text fixed position" to extract text from designated locations. A sample PDF document is displayed for reference.