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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF document. The first step involves preparing the PDF for upload, which can be done either automatically or manually. He demonstrates the manual method by selecting "create document parser" and choosing "custom" to name the parser, in this case, "email addresses." After naming the parser, he uploads the PDF by browsing its location and clicking "open." He highlights various parsing rules available and selects "text fixed position," which enables extraction from specified locations within the document. A sample PDF document is referenced for illustration.