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1\begin{table}[htbp]2\centering\footnotesize3\caption{Task B, horizon 3 — distribution of the MASE across the 192 municipal cells (64 municipalities × 3 classes)}\label{tab:mun_dist_b}4\begin{threeparttable}5\begin{tabular}{lrrrrr}6\toprule7Model & Median MASE & P10 & P90 & \% of cells beating no change & Cells \\8\midrule9LightGBM (panel) & 0.74 & 0.62 & 0.97 & 91 & 192 \\10Ridge (panel) & 0.80 & 0.63 & 1.44 & 72 & 192 \\11QANSS & 0.82 & 0.68 & 1.08 & 83 & 192 \\12AR(2), cell & 0.91 & 0.76 & 1.08 & 80 & 192 \\13\bottomrule14\end{tabular}15\end{threeparttable}16\end{table}17