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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 having the PDF ready for upload, which can be done manually or automatically. Brandon demonstrates the manual method by selecting "Create Document Parser" and choosing "Custom." He names the parser "email addresses" for the data to be extracted and proceeds to upload the PDF document by browsing its location. After uploading, various parsing rules are presented, and he selects "Text Fixed Position" to extract text from a specified location. A sample PDF demonstration is shown to illustrate the process.