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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. He begins by stating that users should have a PDF document ready for upload, which can be done manually or automatically. He chooses the manual method, starting by clicking "Create Document Parser" and selecting "Custom" to name the parser (he uses "email addresses" for extracting specific data). After naming the parser, he uploads the PDF document by browsing to its location. Next, he selects parsing rules, specifically the "Text Fixed Position" option, allowing for extraction from a specified location in the document. A sample PDF document is also mentioned for demonstration.