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[MEDIUM] Implement STL Trend/Seasonality Decomposition Visualization #14

@ssndb134

Description

@ssndb134

Description:
Use STL decomposition from statsmodels to visualize seasonal and trend components.

Acceptance Criteria:

  • Save figure to plots/stl_decomposition.png.
  • Must include trend, seasonal, and residual components.

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