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In this episode of "The Pythonic Accountants," the tutorial focuses on extracting data from PDF files. The presenter introduces a sample invoice from a larger PDF that contains valuable information. They begin with starter code borrowed from a previous video, which involved basic downloading and information extraction from a PDF. The presenter updates the URL in the code to retrieve the relevant text from the specified page of the PDF. After running the code, the downloaded file is treated as a local file, and the tutorial aims to open and extract data from page fifteen of the PDF.