Explore and visualize your data to get a better understanding of it$.$ The key questions you need to answer through your exploration and analysis are:

I. What's the content of the data? I.e$.$ what information does your data contain?

II$.$ How are the numerical attributes distributed?

III. How are the categorical attributes distributed?

IV$.$ What's the influence of Risk and Credit Amount on other features?

V$.$ Is there any other patterns$/$features that may be related to credit risk?