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Brandon from Doc Parser introduces a tutorial on how to extract text from a PDF document. He begins by preparing a PDF for upload, highlighting that this can be done automatically or manually. He demonstrates the manual method by clicking "create document parser," selecting "custom," and naming the parser "email addresses," as this is the data he intends to extract. After uploading the PDF document, he illustrates navigating through various parsing rules. For text extraction, he selects "text fixed position," which enables extracting text from a specified location within the document. He also presents a sample PDF for reference.