Understanding the key components of a time series is essential for analysis:
Trend: The long-term movement in the data. Seasonal Component: Patterns that repeat at regular intervals. Cyclic Component: Long-term oscillations that are not as regular as seasonal patterns. Irregular Component: Random noise or anomalies not explained by the other components.
