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Brandon from Doc Parser demonstrates how to extract text from a PDF. First, prepare the PDF document for upload, which can be done automatically or manually. He opts for the manual method. Start by clicking "Create Document Parser," then select "Custom" and name the parser, in this case, "email addresses," before clicking continue. Next, upload the PDF by browsing to its location and selecting it. After this, parsing rules appear; for text extraction, choose "Text Fixed Position" to specify the text location. The tutorial references a sample PDF document for illustration.