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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. He begins by preparing the PDF 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 "email addresses" for the specific data extraction. Next, he uploads the PDF by browsing for its location and clicking "Open." After uploading, he identifies various parsing rules and selects "Text Fixed Position," which allows extraction from a specified location within the document. He also displays a sample PDF document for illustration.