An STL decomposition of the Henry Hub natural gas price spanning the date range January 1997 to December 2025. NAIVE and a Time Series Linear Model were fit to the training set, and a Box-Cox transformation with a lambda of -0.503 was applied. Covid-19 era spikes were unable to be accounted for by the NAIVE model.