(Challenge) Exploring Remaining Financial Features in Dataset

Investigating remaining financial features

In this challenge, you will examine the remaining financial features in a similar way to how we examined PAY_1, PAY_2, PAY_3, and so on. In order to better visualize some of this data, we’ll use a mathematical function that should be familiar: the logarithm. You’ll use pandas’ apply method, which serves to apply any function to an entire column or DataFrame in the process. Once you complete the activity, you should have the following set of histograms of logarithmic transformations of non-zero payments:

Note: We have already set up the environment, loaded the cleaned dataset, and included the required Python packages for you in the Notebook file.