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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF. First, he emphasizes the need to have a PDF document ready for upload, which can be done either automatically or manually. He demonstrates the manual process by clicking on "create document parser," selecting "custom," and naming the parser (in this case, "email addresses"). After that, he uploads the PDF by browsing for its location and clicking "open." In the next step, he reviews various parsing rules available and selects "text fixed position," which enables the extraction of text from a specified location within the document. Brandon uses a sample PDF document to illustrate the process.