Time series analysis forms an important part of understanding time-based patterns, seasonality and consumer behavior, patient health behavior, and so on. Analyzing time series data can be tough work given there are so many variables and time can be sliced in so many different ways to understand the data and draw insights from the data. We will cover the following aspects of time series analysis in this chapter: