Frequency components are the individual sinusoidal waves that, when combined, form a complex time series signal. Each component is characterized by its frequency, amplitude, and phase, allowing for a detailed analysis of how different cycles contribute to the overall behavior of the signal. Understanding these components is essential for identifying patterns, trends, and seasonal effects within time series data.
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