Pandas Patterns

Overview

Most pandas pain comes from three things: chained indexing, row-wise apply, and ignoring dtypes/memory. This skill encodes the idioms that keep pandas correct and fast.

When to use

• Writing data-wrangling code.
• Code is slow, leaks memory, or throws SettingWithCopyWarning.
• Reviewing someone's pandas for correctness.

Core rules