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In this episode of "The Pythonic Accountants," the focus is on extracting data from PDF files, specifically using a sample invoice and vendor list from a larger PDF. The tutorial begins with starter code adapted from a previous video on basic PDF data extraction. The presenter updates the URL to download the relevant PDF, allowing access to the text on the specified page (page 15). The session guides viewers through running the code to download and open the PDF file, setting the stage for further data extraction strategies from the document.