model,origin,mae,bias,n hedonic_ols,2022-12,0.24290358243858146,-0.01440520615884139,89153 hedonic_ols,2023-03,0.25409691036697757,-0.06351344134256069,88975 hedonic_ols,2023-06,0.23966719311682091,-0.02717528240744094,95064 hedonic_ols,2023-09,0.23982765797877945,-0.03812384323895016,96137 hedonic_ols,2023-12,0.2445398191220477,-0.06375509238502129,102383 hedonic_ols,2024-03,0.24622635160491319,-0.07940036610246111,107792 hedonic_ols,2024-06,0.23655371005577347,-0.04993993646648074,111049 hedonic_ols,2024-09,0.23808976894023437,-0.05481660600631366,114895 hedonic_ols,2024-12,0.24115808292797394,-0.06355640257854257,116017 hedonic_ols,2025-03,0.23778283481819806,-0.05727528875751125,114840 hedonic_ols,2025-06,0.23082532537108028,-0.01927454962043211,111422 hedonic_ols,2025-09,0.2308313840777607,-0.010243209638880955,108171 hshn_partial,2022-12,0.24649979466717378,0.00043640733935585113,89153 hshn_partial,2023-03,0.2491831399235262,-0.023663718757451862,88975 hshn_partial,2023-06,0.25094670309371864,-0.06742033701838428,95064 hshn_partial,2023-09,0.24154745691284676,-0.049752719558797474,96137 hshn_partial,2023-12,0.2437527904004438,-0.06807934637213124,102383 hshn_partial,2024-03,0.23335544496549857,-0.0556078186310364,107792 hshn_partial,2024-06,0.23528619737368076,-0.065088249326129,111049 hshn_partial,2024-09,0.24281608992582504,-0.07728768132977251,114895 hshn_partial,2024-12,0.24744517402083363,-0.08849755004764784,116017 hshn_partial,2025-03,0.2321330214600399,-0.06124954815238576,114840 hshn_partial,2025-06,0.2275879322339522,-0.040402860793528866,111422 hshn_partial,2025-09,0.2273206673962045,-0.032611184794003684,108171 lightgbm,2022-12,0.23263196479907253,-0.04610543322563965,89153 lightgbm,2023-03,0.24280402628335784,-0.07917645787876051,88975 lightgbm,2023-06,0.21488526332788896,-0.013632559233620015,95064 lightgbm,2023-09,0.22347838158083888,-0.050797012888546815,96137 lightgbm,2023-12,0.23017283346611975,-0.07510154867389336,102383 lightgbm,2024-03,0.2254903903483664,-0.06924487072833768,107792 lightgbm,2024-06,0.2103265469871617,-0.02737659472155792,111049 lightgbm,2024-09,0.2190803123968321,-0.052968840873388344,114895 lightgbm,2024-12,0.22636711177249855,-0.07185618257061614,116017 lightgbm,2025-03,0.21853890341240767,-0.05484215652081409,114840 lightgbm,2025-06,0.2065549409360414,-0.007543606616072873,111422 lightgbm,2025-09,0.21625627169251677,-0.03379171729645143,108171 mlp,2022-12,0.31284482972677274,-0.0459170505841187,89153 mlp,2023-03,0.3215042353059358,0.10438947336621653,88975 mlp,2023-06,0.3430804296539768,-0.19585749919633233,95064 mlp,2023-09,0.2664632592174151,0.0016542680657369822,96137 mlp,2023-12,0.2558167043632246,-0.004199866752299562,102383 mlp,2024-03,0.2562281300745091,0.0991440722729075,107792 mlp,2024-06,0.2461244602346664,-0.019480228872778452,111049 mlp,2024-09,0.23187481173315871,0.04804626323518528,114895 mlp,2024-12,0.22955384044101776,0.0013989919501715491,116017 mlp,2025-03,0.23099448281689497,0.07738759537265831,114840 mlp,2025-06,0.23463573467193785,0.06254435746954304,111422 mlp,2025-09,0.23054353373663547,0.07769588510640436,108171 naive_mun_median,2022-12,0.35802242562743675,-0.02533144180278429,89153 naive_mun_median,2023-03,0.36809889111007466,-0.07635965633523425,88975 naive_mun_median,2023-06,0.3488383437865542,-0.01888605509545573,95064 naive_mun_median,2023-09,0.34847401082392154,-0.0046600164310296645,96137 naive_mun_median,2023-12,0.35321796110740517,-0.0502058928026364,102383 naive_mun_median,2024-03,0.36225664423568543,-0.09194821335575926,107792 naive_mun_median,2024-06,0.3441857580927666,-0.03481614640421069,111049 naive_mun_median,2024-09,0.3470179234102037,-0.037658334860489376,114895 naive_mun_median,2024-12,0.3505856540811764,-0.05807458923342819,116017 naive_mun_median,2025-03,0.3545829737800873,-0.06386371509287582,114840 naive_mun_median,2025-06,0.3451906688784702,-0.0161377822816468,111422 naive_mun_median,2025-09,0.348029272301893,-0.008014652720219161,108171 random_forest,2022-12,0.2285730635779996,-0.00024796848284299225,89153 random_forest,2023-03,0.2400705034043989,-0.04928986929027723,88975 random_forest,2023-06,0.2245319103741667,-0.024184312606232994,95064 random_forest,2023-09,0.22579848668835945,-0.03833902754210029,96137 random_forest,2023-12,0.23014519551086104,-0.05913333337355574,102383 random_forest,2024-03,0.23554612122763965,-0.07898470254905396,107792 random_forest,2024-06,0.22583439082015522,-0.05599786687928209,111049 random_forest,2024-09,0.22832311693467022,-0.0622605215083172,114895 random_forest,2024-12,0.23063838364095618,-0.06895203779423202,116017 random_forest,2025-03,0.2291403929011519,-0.06662029238700427,114840 random_forest,2025-06,0.2218823775622639,-0.03873648985996692,111422 random_forest,2025-09,0.22202485543348097,-0.031138281593964347,108171 xgboost,2022-12,0.23808456448886156,-0.05629679778272433,89153 xgboost,2023-03,0.24176145764482027,-0.07274952139144836,88975 xgboost,2023-06,0.21583945101105173,-0.014287037054293862,95064 xgboost,2023-09,0.2268560056916217,-0.05947784782753937,96137 xgboost,2023-12,0.2328791463510877,-0.08041143525657606,102383 xgboost,2024-03,0.22755357538427218,-0.07416822893780683,107792 xgboost,2024-06,0.21527829548110833,-0.04055555302688599,111049 xgboost,2024-09,0.22092098251013767,-0.057809363844255786,114895 xgboost,2024-12,0.22991813497704472,-0.08044881140476545,116017 xgboost,2025-03,0.21907408946659734,-0.057035832091206516,114840 xgboost,2025-06,0.20914310437707972,-0.01822577555831358,111422 xgboost,2025-09,0.21971806382899395,-0.0432260198101803,108171