Here's a refactored version of the code with proper indentation, comments, and a clear structure:

Understanding the Dot Problem in SQLDF and How to Master sqldf's Syntax for Effective Data Manipulation.

Optimizing SQL-like Operator Searches with Dictionary Lookups

Improving Performance in Large Datasets: Pre-Filtering with vroom