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In this episode of "The Pythonic Accountants," the host explores data extraction from PDF files, specifically focusing on a sample invoice and vendor list within a larger document. The session begins with starter code adapted from a previous video on PDF data extraction. The host updates the URL to download a new PDF file, leading to the retrieval of text from a specific page. The process demonstrates how to handle local files, culminating in the opening of the PDF file to access page fifteen for data extraction.