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In this video, Brandon from Doc Parser demonstrates how to extract text from a PDF. The process begins with having a PDF document ready for upload, which can be done manually or automatically. He opts for the manual method by creating a new document parser, naming it "email addresses," and then uploading the PDF. After clicking "continue," users can choose from various parsing rules. Brandon selects "text fixed position" to extract text from a specified location. He shows a preview of a sample PDF document to illustrate this step.