Time series analysis and forecasting of PM2.5 levels in Dar es Salaam, Tanzania using AR (autoregressive) models. Extracts data from MongoDB, performs outlier removal, resampling to hourly means, and forward-fill imputation. Includes ACF/PACF analysis, rolling averages, walk-forward validation, and baseline MAE comparison.