Data Cleaning & Preparation 

• OpenRefine:

A powerful tool for cleaning messy data, transforming it into different formats, and extending it with web services. It’s particularly useful for tasks like removing duplicates and reformatting data.

• Dplyr (for R):

A grammar of data manipulation, providing a consistent set of functions for data filtering, selection, and summarization. It’s a cornerstone for data manipulation in R.