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In this episode of the Pythonic Accountants, the tutorial focuses on extracting data from PDF files using a sample invoice and vendor list. The host begins with starter code from a previous video on PDF data extraction. They replace the URL to download a specific PDF file, which contains valuable information. The tutorial demonstrates the process of downloading the file and preparing it for local access. The goal is to extract text from the PDF, specifically targeting page fifteen. The session aims to delve deeper into practical techniques for data extraction from PDFs.