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In this episode of Pythonic Accountants, the focus is on extracting data from PDF files, specifically from a sample invoice within a larger document. The tutorial starts with starter code from a previous video that involved downloading a PDF and extracting basic information. The presenter updates the URL to target the specific PDF, leading to the text extraction from the relevant page. After running the code, the file is downloaded and treated as a local file, which will be opened to access page fifteen for data extraction.