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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. The process begins with preparing the PDF, which can be done automatically or manually. He demonstrates the manual method by clicking "create document parser," choosing "custom," and naming the parser as "email addresses" to specify the data to be extracted. After naming, he uploads the PDF by browsing for its location and clicking "open" and then "continue." Finally, he discusses selecting parsing rules, specifically choosing "text fixed position" to extract text from a specified location in the document.