feat: replay shows when the model would have detected and warned
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The 2024 snapshot now carries a model track: p_warning and predicted 24 h peak from HGB heads trained ONLY on pre-flood data (an honest backtest, cutoff 2024-08-31), plus its calibration sigma. During replay: - the map clock shows the system's state at each moment: 'model: no flood expected' -> 'elevated risk' -> amber 'MODEL ALERT - flooding within 24 h likely (predicted peak X m)' -> red 'FLOODING' once the river actually crosses stage 1. First alert fires 24 Sep 01:00, a full day before the water crossed the flood line on 25 Sep. - the flood-risk outlook stage chips re-render each frame from the historic model prediction (sigmoid over the stage levels), so the whole outlook panel time-travels with the map.
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