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Brandon from Doc Parser explains how to extract text from a PDF in this video tutorial. First, prepare the PDF document for upload, which can be done either automatically or manually; he opts for the manual method. To begin, he clicks "Create Document Parser," selects "Custom," and names the parser "Email Addresses" for extracting relevant data. After continuing, he uploads the PDF by browsing to its location. Upon reaching the next screen, he encounters various parsing rules and chooses "Text Fixed Position" to extract text from a specified location in the document. A sample PDF is used for demonstration purposes.