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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. First, have a PDF ready for upload, which can be done automatically or manually. He demonstrates the manual method by clicking "Create Document Parser" and selecting "Custom," naming the parser "Email Addresses." After this, he uploads the PDF by browsing for its location and clicking "Open." The next screen presents various parsing rules; for text extraction, he selects "Text Fixed Position," allowing extraction from a specified location in the document. He also references a sample PDF document for illustration.