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In this episode of "The Pythonic Accountants," the tutorial focuses on extracting data from PDF files, specifically a sample invoice from a vendor list within a larger PDF. The presenter uses starter code from a previous video that covered basic PDF downloading and data extraction. They begin by replacing the URL in the code to point to the new PDF, enabling the extraction of text from the specified page. The process involves downloading the file, simulating local access, and preparing to open page fifteen of the PDF to extract relevant information.