This workshop offers a comprehensive introduction to the burgeoning field of textual analysis using Python and Large Language Models (LLMs). Designed for graduate students and researchers across disciplines, the workshop requires no prerequisites and promises to equip participants with the foundational skills necessary to harness the power of textual data. Through a blend of theoretical instruction and practical exercises, attendees will explore the capabilities of Python as a tool for natural language processing and how LLMs can be integrated to unlock deeper insights.