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In this video, Brandon from Doc Parser demonstrates how to extract text from a PDF document. The process begins by preparing a PDF file for upload, either manually or automatically. He opts for the manual method, clicking on "create document parser" and selecting the "custom" option to name his parser 'email addresses' for extracting specific data. After uploading the PDF document, he navigates through various parsing rules, choosing 'text fixed position' to extract text from a specified location. A free sample PDF document is shown for reference during the demonstration.