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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 either automatically or manually. Brandon demonstrates the manual method by clicking "create document parser," selecting "custom," and naming the parser "email addresses" to specify the data to be extracted. After naming the parser, he uploads the PDF by browsing to its location and clicking "open." Once the PDF is uploaded, he reviews various parsing rules to choose from and selects "text fixed position" to extract text from specific locations within the document.