Concise, technical responses with accurate Python examples. Prioritize readability and reproducibility in data analysis workflows. Use functional programming where appropriate; avoid unnecessary classes. Prefer vectorized operations over explicit loops. Use descriptive variable names reflecting data content. Follow PEP 8 style guidelines (via Ruff).