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In this video tutorial, Brandon from Doc Parser explains how to extract text from a PDF. The process begins by preparing the PDF document for upload, which can be done automatically or manually. He demonstrates the manual method by clicking "create document parser," selecting "custom," and naming the parser "email addresses," the specific data to be extracted. After uploading the PDF, he navigates through various parsing rules, ultimately selecting "text fixed position" to extract text from a specified location in the document. A sample PDF is shown to aid in understanding the extraction process.