\begin{tabular}{lrr} \toprule Feature & Mean $|\phi_k|$ & Share of total (\%) \\ \midrule ln(guests) & 0.1865 & 20.9 \\ ln(bedrooms) & 0.0873 & 9.8 \\ ln(1 + listings within 1 km) & 0.0796 & 8.9 \\ City / cell fixed effects (all) & 0.0789 & 8.8 \\ ln(1 + bathrooms) & 0.0788 & 8.8 \\ ln(1 + reviews) & 0.0771 & 8.6 \\ Rating $-$ 4.8 (rated only) & 0.0591 & 6.6 \\ ln(1 + photos) & 0.0455 & 5.1 \\ ln(1 + km to centre) & 0.0431 & 4.8 \\ ln(1 + amenities) & 0.0369 & 4.1 \\ Shared bathroom & 0.0270 & 3.0 \\ Chalet/cottage/cabin & 0.0256 & 2.9 \\ Guest Favourite & 0.0141 & 1.6 \\ Condo/loft/apartment & 0.0114 & 1.3 \\ Pets allowed & 0.0089 & 1.0 \\ Rated (star shown) & 0.0083 & 0.9 \\ \bottomrule \end{tabular}