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UQO Working Paper No. 3 — Hedonic housing price models for the US: parametric, quantile, and machine-learning approaches.

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1# Pinned to the environment used to validate the restructured pipeline (2026-08-05).2numpy==2.4.43pandas==3.0.24scikit-learn==1.6.15xgboost==3.2.06lightgbm==4.6.07statsmodels==0.14.68duckdb==1.5.29matplotlib==3.10.910seaborn==0.13.211shap==0.48.012scipy==1.17.113# Spatial statistics (Moran's I)14libpysal==4.14.115esda==2.8.216