Renaming Columns in Pandas DataFrames: A Comparison of `pd.DataFrame.to_dict` and `pd.Series.to_dict`

Efficiently Append Rows for Dictionary with Duplicated Keys in Pandas DataFrame

Creating a Dictionary from a Pandas DataFrame by Grouping Rows Based on Certain Conditions Using groupby and apply

Transforming Excel to Nested JSON Data: A Deep Dive