How to write SQL in Python with Pandas

This post introduces two primary methods (PandaSQL with SQLite and DuckDB) and a supplementary method (.query() with Pandas) for querying Pandas DataFrames using SQL syntax. It details the installation, usage, and performance characteristics of each approach, highlighting DuckDB's speed advantage for analytical queries and PandaSQL's simplicity. The post also touches upon the limitations and specific syntax nuances of each method.