A guide to understanding the different kinds of seasonality and how to decompose the time series into trends and seasons — Why Explore Seasonality? Seasonality in time-series data refers to a pattern that occurs at a regular interval. This is different from regular cyclic trends, such as the rise and fall of stock prices, that re-occur regularly but don’t have a fixed period. There’s a lot of insight to be gained from understanding seasonality…