Understanding the Behavior of `.apply()` and `Series.mean()`: A Guide to Resolving Discrepancies in Data Analysis.

Combining Pandas DataFrames with Multi-Layer Columns Using the Add Method

Calculating Mean on Filtered Rows of a Pandas DataFrame and Appending to Original Dataframe: A Step-by-Step Guide