Use agg() Method Over apply() To Accumulate Pandas Dataframes Faster.
Speed up aggregations using .agg method instead of .apply and .map methods.
5 Pandas Performance Optimization Tips Without Crazy Setups.
How to speed up Pandas data wrangling operations with simple tweaks.
Pandas Replace: The Faster and Better Approach to Change Values of a Column.
Replacing values on a dataframe can sometimes be very tricky. Bulk replacement in a large dataset could be difficult and slow.
A Better Way to Summarize Pandas Dataframes.
Skimpy makes it incredibly easy to summarize datasets in notebooks and terminals.