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

Understanding SQL Joins in R with sqldf: A Practical Guide to Avoiding Duplicate Column Errors

Comparing dplyr vs Base R for Counting String Occurrences in Separate Table R