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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF. He begins by preparing a PDF document for upload, which can be done automatically or manually. He chooses the manual method, first clicking "create document parser," then selecting "custom" to name his parser "email addresses," which reflects the data to be extracted. After clicking continue, he uploads the PDF by browsing to its location and selecting it. He then proceeds to the next screen, where he chooses parsing rules, specifically "text fixed position," which allows for text extraction from a specific location within the document. A sample PDF document is shown for reference.