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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 from a vendor list. The tutorial begins with starter code adapted from a previous video that covered basic PDF downloading and data extraction. The host replaces the URL to access a specific PDF file and demonstrates how to grab text from a page of that document. After running the code, the downloaded file is saved locally, and the tutorial proceeds to open the PDF, aiming to extract information from page fifteen.