Time Series Decomposition

Contents

Time Series Decomposition#

Time series decomposition separates a signal into its components: trend, seasonal pattern, and residuals. This helps to understand the underlying structure of the data.

Recipes#

  • Long-Term Decomposition — Decompose multi-year heating or energy data into yearly seasonality and trend

  • Short-Term Decomposition — Decompose shorter time periods to reveal daily or weekly patterns