Task: Pandas apply() Performance Analysis and Optimization

Task: Pandas apply() Performance Analysis and Optimization: a task in Terminal-Lego-15k (Harbor dataset). You are tasked with creating a Python performance benchmarking suite that demonstrates when pandas.apply() should and should not be used, and how to replace it with faster alternatives.