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In this episode of the Pythonic Accountants, the focus is on extracting data from PDF files, specifically from a sample invoice and vendor list. The tutorial begins with starter code adapted from a previous video, which involved downloading a PDF and extracting information. The host replaces the URL to access the new PDF file, demonstrating how to download it and save it locally. The next step involves opening the downloaded PDF to extract text from page fifteen, representing the tutorial's goal of accessing and retrieving rich information from the specified page in the PDF document.