Pandas DataFrames are essential for data manipulation in Python. Frequently, you’ll need to adjust column names for better clarity, consistency, or compatibility with other datasets. Pandas offers several efficient methods to achieve this. This article explores three popular approaches: using DataFrame.rename(), DataFrame.columns, and DataFrame.set_axis(). Table of Contents Renaming Columns with…