Effective Pandas 2: Opinionated Patterns for Data Manipulation (Treading on Python) Master data manipulation with Pandas: Learn advanced techniques for cleaning, transforming, and analyzing data. Optimize your code: Discover efficient patterns and best practices to enhance performance. Handle complex data structures: Explore techniques for working with hierarchical data, time series, and categorical variables. Real-world examples: Apply your knowledge to practical scenarios and solve common data manipulation challenges. * Clear and concise: Written in a friendly and approachable style, with easy-to-follow examples.