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In this episode of "The Pythonic Accountants," the tutorial focuses on extracting data from PDF files, specifically using a sample invoice from a larger PDF document. The presenter begins with starter code adapted from a previous video on PDF data extraction, which involved basic downloading and information retrieval. The URL is updated to access the new PDF, enabling the extraction of text from the designated page. The process is demonstrated by downloading the file, which is then treated as a local file, and accessing page fifteen to extract the relevant data.