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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. The first step is to have the PDF file ready for upload, which can be done automatically or manually. He demonstrates the manual method by clicking "create document parser," selecting "custom," and naming the parser (in this case, "email addresses"). After naming the parser, he proceeds to upload the PDF document by browsing for its location and clicking "open." Subsequently, various parsing rules are presented, and for text extraction, he chooses "text fixed position," which enables text extraction from a specific location within the document.