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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF. The process begins by preparing the PDF document for upload, which can be done either automatically or manually. Brandon demonstrates the manual method by clicking "Create Document Parser" and selecting "Custom" to name the parser, in this case, "email addresses." After naming, he uploads the PDF by browsing to its location and selecting it. Next, Brandon navigates through various parsing rules, choosing "Text Fixed Position," which enables text extraction from a specified location. He also shows a sample PDF document for clarity on the extraction process.