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In this tutorial, Brandon from Doc Parser demonstrates how to extract text from a PDF. He begins by preparing a PDF document for upload, which can be done automatically or manually. He opts for the manual method, creating a document parser and naming it "email addresses" to specify the data to extract. After naming the parser, he uploads the PDF by browsing its location. The next step involves selecting parsing rules; for text extraction, he chooses "text fixed position," enabling him to extract text from specified locations in the document. A sample PDF is displayed to illustrate the process.