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Advanced network traffic forecasting framework using SARIMA time series models on CESNET-TimeSeries-2023-2024 dataset. Includes automated retraining, comprehensive evaluation metrics (RMSE, SMAPE, R²), and production-ready HPC batch processing scripts.