: Regular, repeating fluctuations linked to the calendar, such as increased retail sales during December.

: Random, unpredictable variations that cannot be explained by the other three factors. The "Forecasting" Edge Time Series Analysis Forecasting And Control

Most time series can be broken down into four key components:

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