Forecast Week Summary Forecast

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Accuracy Metrics (168 hours with actual data)
Metric Prediction Naive Baseline Better
Mean Absolute Error (MAE) (dB) 7.970 8.225 Prediction ✓
Root Mean Square Error (RMSE) (dB) 8.667 8.950 Prediction ✓
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Overall lower error: Prediction
Consistent with the key finding that local footfall follows a highly stable routine, making the day-of-week average a powerful competitor.