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In this tutorial, Brandon from Doc Parser explains how to extract text from a PDF. The first step is to prepare the PDF document for upload, which can be done automatically or manually. He demonstrates the manual method by clicking "Create Document Parser" and selecting "Custom," then naming the parser (e.g., "Email Addresses"). After naming, the PDF document is uploaded by browsing its location. He emphasizes selecting text parsing rules and specifically "Text Fixed Position" to extract text from specified locations in the PDF. Brandon also references a sample PDF document for illustrative purposes.