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In this episode of the Pythonic Accountants, the tutorial focuses on extracting data from PDF files using a sample invoice by vendor list. The presenter utilizes starter code from a previous video, which involved downloading a PDF and extracting basic information. The tutorial involves replacing the URL in the code to access a new PDF file, allowing the extraction of text from a specific page. The tutorial runs the code to download the file, simulating the handling of a local PDF file, and prepares to open page fifteen for data extraction.