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[MEDIUM] Build ARIMA Baseline Forecasting Model in src/models/arima_model.py #16

@ssndb134

Description

@ssndb134

Description:
Create a baseline ARIMA or Auto-ARIMA model for forecasting ticket counts.

Acceptance Criteria:

  • Save fitted ARIMA model to models/arima.pkl.
  • Save residual plot to plots/arima_residuals.png.
  • Handle missing or non-stationary data gracefully.

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