Preparation

We've learned a great deal about inspecting the data we have, but now let's move on to learning how to process and manipulate our data. Here, we will learn about the .map(), .apply(), .applymap(), and .groupby() functions of pandas. These are invaluable for working with data, and are especially useful in the context of machine learning for feature engineering, a concept we will discuss in detail in later chapters.