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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 within a larger PDF. The host introduces starter code adapted from a prior video on PDF data extraction, which involved downloading a PDF file and obtaining information from it. The URL has been updated to point to a new PDF source. The aim is to demonstrate how to grab text from the specified page. After running the updated code, the file is downloaded and saved locally, allowing the host to open the PDF file to access page fifteen, where the rich data to be extracted is located.