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1=== MODELE A (avec superficie) ===2 OLS Regression Results 3==============================================================================4Dep. Variable: ln_price R-squared: 0.7175Model: OLS Adj. R-squared: 0.7096Method: Least Squares F-statistic: 93.167Date: Fri, 03 Jul 2026 Prob (F-statistic): 0.008Time: 07:41:43 Log-Likelihood: -1866.79No. Observations: 9444 AIC: 4215.10Df Residuals: 9203 BIC: 5939.11Df Model: 240 12Covariance Type: HC3 13========================================================================================================================14 coef std err z P>|z| [0.025 0.975]15------------------------------------------------------------------------------------------------------------------------16Intercept 9.7330 0.094 103.249 0.000 9.548 9.91817C(source)[T.realtor] -0.2189 0.022 -10.109 0.000 -0.261 -0.17618C(ptype_fe)[T.Country Home] 0.0045 0.051 0.087 0.930 -0.096 0.10519C(ptype_fe)[T.Home] -0.0071 0.013 -0.525 0.599 -0.034 0.01920C(ptype_fe)[T.House] -0.0307 0.012 -2.558 0.011 -0.054 -0.00721C(ptype_fe)[T.Intergenerational] -0.0200 0.036 -0.558 0.577 -0.090 0.05022C(ptype_fe)[T.Other] 0.2178 0.120 1.822 0.068 -0.016 0.45223C(ptype_fe)[T.Row / Townhouse] -0.1882 0.016 -12.125 0.000 -0.219 -0.15824C(ptype_fe)[T.Semi Detached] -0.0601 0.015 -3.893 0.000 -0.090 -0.03025C(ptype_fe)[T.Townhouse] -0.0038 0.025 -0.151 0.880 -0.053 0.04526C(city_fe)[T.acton vale] -0.0615 0.058 -1.065 0.287 -0.175 0.05227C(city_fe)[T.alma] -0.0170 0.054 -0.317 0.751 -0.122 0.08828C(city_fe)[T.amherst] -0.0746 0.076 -0.980 0.327 -0.224 0.07529C(city_fe)[T.amos] -0.0308 0.063 -0.490 0.624 -0.154 0.09230C(city_fe)[T.austin] 0.2786 0.091 3.061 0.002 0.100 0.45731C(city_fe)[T.baie-comeau] -0.3656 0.083 -4.411 0.000 -0.528 -0.20332C(city_fe)[T.baie-saint-paul] -0.0934 0.053 -1.765 0.078 -0.197 0.01033C(city_fe)[T.beaconsfield] 0.6128 0.052 11.867 0.000 0.512 0.71434C(city_fe)[T.beauport] 0.0424 0.037 1.149 0.250 -0.030 0.11535C(city_fe)[T.beloeil] 0.2255 0.052 4.354 0.000 0.124 0.32736C(city_fe)[T.blainville] 0.3095 0.030 10.218 0.000 0.250 0.36937C(city_fe)[T.blue sea] -0.0272 0.060 -0.450 0.652 -0.146 0.09138C(city_fe)[T.bois-des-filion] 0.1842 0.057 3.221 0.001 0.072 0.29639C(city_fe)[T.boisbriand] 0.2661 0.039 6.854 0.000 0.190 0.34240C(city_fe)[T.boischatel] 0.1368 0.082 1.664 0.096 -0.024 0.29841C(city_fe)[T.boucherville] 0.3473 0.040 8.688 0.000 0.269 0.42642C(city_fe)[T.bromont] 0.3122 0.037 8.391 0.000 0.239 0.38543C(city_fe)[T.brossard] 0.4100 0.030 13.746 0.000 0.352 0.46844C(city_fe)[T.bécancour] -0.0918 0.039 -2.323 0.020 -0.169 -0.01445C(city_fe)[T.cantley] 0.1223 0.033 3.758 0.000 0.059 0.18646C(city_fe)[T.carignan] 0.2488 0.086 2.881 0.004 0.080 0.41847C(city_fe)[T.chandler] -0.2905 0.141 -2.068 0.039 -0.566 -0.01548C(city_fe)[T.chateauguay] 0.2290 0.036 6.421 0.000 0.159 0.29949C(city_fe)[T.chelsea] 0.2572 0.038 6.779 0.000 0.183 0.33250C(city_fe)[T.chertsey] -0.0464 0.064 -0.730 0.466 -0.171 0.07851C(city_fe)[T.chicoutimi] -0.1007 0.046 -2.203 0.028 -0.190 -0.01152C(city_fe)[T.chomedey] 0.3195 0.050 6.430 0.000 0.222 0.41753C(city_fe)[T.châteauguay] 0.2060 0.038 5.390 0.000 0.131 0.28154C(city_fe)[T.contrecoeur] 0.0915 0.057 1.607 0.108 -0.020 0.20355C(city_fe)[T.cowansville] 0.1177 0.050 2.376 0.017 0.021 0.21556C(city_fe)[T.crabtree] 0.0241 0.096 0.251 0.802 -0.164 0.21357C(city_fe)[T.côte-saint-luc] 0.6071 0.050 12.165 0.000 0.509 0.70558C(city_fe)[T.dolbeau-mistassini] -0.2645 0.091 -2.905 0.004 -0.443 -0.08659C(city_fe)[T.dollard-des-ormeaux] 0.4023 0.038 10.535 0.000 0.327 0.47760C(city_fe)[T.donnacona] 0.2465 0.039 6.358 0.000 0.171 0.32261C(city_fe)[T.dorval] 0.5515 0.055 10.101 0.000 0.445 0.65962C(city_fe)[T.drummondville] -0.0196 0.022 -0.895 0.371 -0.062 0.02363C(city_fe)[T.duhamel] 0.1373 0.076 1.815 0.069 -0.011 0.28664C(city_fe)[T.dunham] 0.2726 0.064 4.237 0.000 0.147 0.39965C(city_fe)[T.eastman] 0.3041 0.051 5.919 0.000 0.203 0.40566C(city_fe)[T.entrelacs] 0.2617 0.135 1.945 0.052 -0.002 0.52567C(city_fe)[T.farnham] 0.0545 0.062 0.885 0.376 -0.066 0.17568C(city_fe)[T.fossambault-sur-le-lac] 0.2664 0.079 3.365 0.001 0.111 0.42269C(city_fe)[T.gaspé] -0.2214 0.069 -3.228 0.001 -0.356 -0.08770C(city_fe)[T.gatineau] 0.0901 0.012 7.233 0.000 0.066 0.11471C(city_fe)[T.gore] 0.0786 0.104 0.753 0.451 -0.126 0.28372C(city_fe)[T.granby] 0.1117 0.024 4.632 0.000 0.064 0.15973C(city_fe)[T.grenville-sur-la-rouge] 0.1287 0.078 1.656 0.098 -0.024 0.28174C(city_fe)[T.hampstead] 1.0843 0.057 19.163 0.000 0.973 1.19575C(city_fe)[T.harrington] 0.1429 0.152 0.940 0.347 -0.155 0.44176C(city_fe)[T.hudson] 0.2555 0.199 1.282 0.200 -0.135 0.64677C(city_fe)[T.joliette] -0.0275 0.071 -0.387 0.699 -0.167 0.11278C(city_fe)[T.jonquière] -0.1380 0.045 -3.096 0.002 -0.225 -0.05179C(city_fe)[T.kirkland] 0.3686 0.037 9.967 0.000 0.296 0.44180C(city_fe)[T.l'ange-gardien] 0.0142 0.158 0.090 0.928 -0.295 0.32381C(city_fe)[T.l'assomption] 0.1479 0.060 2.460 0.014 0.030 0.26682C(city_fe)[T.la conception] 0.3351 0.053 6.306 0.000 0.231 0.43983C(city_fe)[T.la malbaie] -0.1347 0.063 -2.142 0.032 -0.258 -0.01184C(city_fe)[T.la minerve] 0.0449 0.069 0.646 0.518 -0.091 0.18185C(city_fe)[T.la prairie] 0.3741 0.035 10.542 0.000 0.305 0.44486C(city_fe)[T.la pêche] 0.0354 0.037 0.968 0.333 -0.036 0.10787C(city_fe)[T.la tuque] -0.3119 0.067 -4.627 0.000 -0.444 -0.18088C(city_fe)[T.labelle] 0.1111 0.113 0.980 0.327 -0.111 0.33389C(city_fe)[T.lac-beauport] 0.3609 0.094 3.852 0.000 0.177 0.54590C(city_fe)[T.lac-brome] 0.5002 0.062 8.091 0.000 0.379 0.62191C(city_fe)[T.lac-des-écorces] -0.0964 0.159 -0.607 0.544 -0.408 0.21592C(city_fe)[T.lac-etchemin] -0.1890 0.135 -1.396 0.163 -0.454 0.07693C(city_fe)[T.lachute] 0.1234 0.075 1.655 0.098 -0.023 0.26994C(city_fe)[T.lanoraie] -0.0824 0.051 -1.623 0.105 -0.182 0.01795C(city_fe)[T.laval] 0.3952 0.020 19.308 0.000 0.355 0.43596C(city_fe)[T.lavaltrie] 0.1283 0.065 1.990 0.047 0.002 0.25597C(city_fe)[T.les éboulements] 0.2007 0.080 2.516 0.012 0.044 0.35798C(city_fe)[T.longueuil] 0.3160 0.020 16.113 0.000 0.278 0.35499C(city_fe)[T.lorraine] 0.1128 0.113 0.995 0.320 -0.109 0.335100C(city_fe)[T.lévis] 0.0663 0.027 2.486 0.013 0.014 0.119101C(city_fe)[T.magog] 0.3570 0.034 10.628 0.000 0.291 0.423102C(city_fe)[T.mandeville] -0.1781 0.080 -2.221 0.026 -0.335 -0.021103C(city_fe)[T.mansfield-et-pontefract] -0.3813 0.079 -4.847 0.000 -0.536 -0.227104C(city_fe)[T.marieville] 0.1717 0.105 1.634 0.102 -0.034 0.377105C(city_fe)[T.mascouche] 0.1768 0.042 4.225 0.000 0.095 0.259106C(city_fe)[T.matane] -0.2714 0.042 -6.488 0.000 -0.353 -0.189107C(city_fe)[T.mercier / hochelaga / maisonneuve] 0.3175 0.034 9.297 0.000 0.251 0.384108C(city_fe)[T.messines] -0.1638 0.061 -2.701 0.007 -0.283 -0.045109C(city_fe)[T.mille-isles] 0.2388 0.055 4.380 0.000 0.132 0.346110C(city_fe)[T.mirabel] 0.2407 0.027 9.076 0.000 0.189 0.293111C(city_fe)[T.mont-joli] -0.2476 0.177 -1.397 0.162 -0.595 0.100112C(city_fe)[T.mont-laurier] -0.0494 0.038 -1.316 0.188 -0.123 0.024113C(city_fe)[T.mont-royal] 1.0590 0.060 17.641 0.000 0.941 1.177114C(city_fe)[T.mont-saint-hilaire] 0.3721 0.109 3.421 0.001 0.159 0.585115C(city_fe)[T.mont-tremblant] 0.3943 0.040 9.855 0.000 0.316 0.473116C(city_fe)[T.montréal] 0.6721 0.021 31.548 0.000 0.630 0.714117C(city_fe)[T.morin-heights] 0.2972 0.057 5.204 0.000 0.185 0.409118C(city_fe)[T.nominingue] 0.1336 0.105 1.276 0.202 -0.072 0.339119C(city_fe)[T.notre-dame-de-l'île-perrot] 0.2087 0.061 3.406 0.001 0.089 0.329120C(city_fe)[T.notre-dame-de-pontmain] 0.0094 0.061 0.154 0.878 -0.111 0.130121C(city_fe)[T.notre-dame-des-bois] -0.2375 0.074 -3.230 0.001 -0.382 -0.093122C(city_fe)[T.notre-dame-des-prairies] 0.0822 0.118 0.697 0.486 -0.149 0.313123C(city_fe)[T.notre-dame-du-laus] 0.1009 0.053 1.894 0.058 -0.003 0.205124C(city_fe)[T.orford] 0.3230 0.063 5.122 0.000 0.199 0.447125C(city_fe)[T.papineauville] -0.0886 0.124 -0.717 0.473 -0.331 0.153126C(city_fe)[T.petite-rivière-saint-françois] -0.0343 0.084 -0.407 0.684 -0.200 0.131127C(city_fe)[T.piedmont] 0.4643 0.067 6.959 0.000 0.334 0.595128C(city_fe)[T.pincourt] 0.1811 0.055 3.304 0.001 0.074 0.289129C(city_fe)[T.pointe-claire] 0.4251 0.038 11.133 0.000 0.350 0.500130C(city_fe)[T.pont-rouge] 0.0628 0.056 1.115 0.265 -0.048 0.173131C(city_fe)[T.prévost] 0.1183 0.037 3.231 0.001 0.047 0.190132C(city_fe)[T.québec] 0.1687 0.020 8.570 0.000 0.130 0.207133C(city_fe)[T.rawdon] 0.0579 0.047 1.244 0.213 -0.033 0.149134C(city_fe)[T.repentigny] 0.1908 0.032 5.948 0.000 0.128 0.254135C(city_fe)[T.rigaud] 0.2981 0.064 4.632 0.000 0.172 0.424136C(city_fe)[T.rimouski] -0.0613 0.034 -1.824 0.068 -0.127 0.005137C(city_fe)[T.rivière-du-loup] -0.1841 0.094 -1.952 0.051 -0.369 0.001138C(city_fe)[T.rivière-rouge] -0.0045 0.071 -0.063 0.950 -0.143 0.135139C(city_fe)[T.roberval] -0.2600 0.081 -3.206 0.001 -0.419 -0.101140C(city_fe)[T.rosemère] 0.3854 0.089 4.317 0.000 0.210 0.560141C(city_fe)[T.saguenay] -0.0722 0.044 -1.628 0.103 -0.159 0.015142C(city_fe)[T.saint-adolphe-d'howard] 0.3369 0.054 6.269 0.000 0.232 0.442143C(city_fe)[T.saint-amable] 0.3185 0.071 4.461 0.000 0.179 0.458144C(city_fe)[T.saint-anicet] 0.1207 0.072 1.684 0.092 -0.020 0.261145C(city_fe)[T.saint-basile-le-grand] 0.3421 0.093 3.686 0.000 0.160 0.524146C(city_fe)[T.saint-bruno-de-montarville] 0.6408 0.073 8.723 0.000 0.497 0.785147C(city_fe)[T.saint-calixte] 0.1561 0.090 1.730 0.084 -0.021 0.333148C(city_fe)[T.saint-charles-borromée] 0.1371 0.163 0.839 0.401 -0.183 0.457149C(city_fe)[T.saint-colomban] 0.2111 0.070 3.016 0.003 0.074 0.348150C(city_fe)[T.saint-constant] 0.2154 0.052 4.115 0.000 0.113 0.318151C(city_fe)[T.saint-donat] 0.2569 0.067 3.862 0.000 0.127 0.387152C(city_fe)[T.saint-eustache] 0.4482 0.071 6.307 0.000 0.309 0.587153C(city_fe)[T.saint-félicien] -0.2423 0.336 -0.721 0.471 -0.901 0.416154C(city_fe)[T.saint-gabriel-de-brandon] -0.1880 0.080 -2.346 0.019 -0.345 -0.031155C(city_fe)[T.saint-georges] -0.1023 0.063 -1.626 0.104 -0.226 0.021156C(city_fe)[T.saint-hippolyte] 0.3575 0.082 4.378 0.000 0.197 0.517157C(city_fe)[T.saint-honoré] -0.1282 0.072 -1.788 0.074 -0.269 0.012158C(city_fe)[T.saint-hyacinthe] 0.1600 0.061 2.616 0.009 0.040 0.280159C(city_fe)[T.saint-jean-de-matha] 0.1081 0.147 0.734 0.463 -0.181 0.397160C(city_fe)[T.saint-jean-sur-richelieu] 0.1894 0.029 6.448 0.000 0.132 0.247161C(city_fe)[T.saint-jérôme] 0.1558 0.039 4.037 0.000 0.080 0.231162C(city_fe)[T.saint-lambert] 0.6472 0.071 9.070 0.000 0.507 0.787163C(city_fe)[T.saint-lambert-de-lauzon] 0.0527 0.081 0.654 0.513 -0.105 0.210164C(city_fe)[T.saint-lin/laurentides] 0.0940 0.120 0.783 0.433 -0.141 0.329165C(city_fe)[T.saint-marc-des-carrières] -0.2484 0.047 -5.271 0.000 -0.341 -0.156166C(city_fe)[T.saint-michel-des-saints] -0.2325 0.080 -2.906 0.004 -0.389 -0.076167C(city_fe)[T.saint-paul-de-l'île-aux-noix] -0.1222 0.249 -0.491 0.623 -0.610 0.365168C(city_fe)[T.saint-philippe] 0.3232 0.040 8.134 0.000 0.245 0.401169C(city_fe)[T.saint-raymond] 0.1551 0.088 1.768 0.077 -0.017 0.327170C(city_fe)[T.saint-sauveur] 0.2986 0.058 5.155 0.000 0.185 0.412171C(city_fe)[T.saint-zotique] 0.4566 0.074 6.189 0.000 0.312 0.601172C(city_fe)[T.saint-zénon] -0.3094 86.426 -0.004 0.997 -169.702 169.083173C(city_fe)[T.sainte-adèle] 0.3608 0.078 4.614 0.000 0.208 0.514174C(city_fe)[T.sainte-agathe-des-monts] 0.1222 0.092 1.334 0.182 -0.057 0.302175C(city_fe)[T.sainte-anne-des-plaines] 0.8940 0.773 1.156 0.248 -0.622 2.409176C(city_fe)[T.sainte-barbe] 0.1909 0.291 0.655 0.512 -0.380 0.762177C(city_fe)[T.sainte-brigitte-de-laval] 0.1374 0.051 2.680 0.007 0.037 0.238178C(city_fe)[T.sainte-béatrix] 0.0338 0.044 0.764 0.445 -0.053 0.121179C(city_fe)[T.sainte-catherine] 0.3921 0.073 5.382 0.000 0.249 0.535180C(city_fe)[T.sainte-catherine-de-la-jacques-cartier] 0.2108 0.068 3.084 0.002 0.077 0.345181C(city_fe)[T.sainte-julie] 0.3731 0.082 4.540 0.000 0.212 0.534182C(city_fe)[T.sainte-julienne] 0.0598 0.076 0.787 0.431 -0.089 0.209183C(city_fe)[T.sainte-lucie-des-laurentides] 0.3382 0.073 4.613 0.000 0.195 0.482184C(city_fe)[T.sainte-marguerite-du-lac-masson] 0.1056 0.051 2.065 0.039 0.005 0.206185C(city_fe)[T.sainte-marthe-sur-le-lac] 0.2464 0.035 7.007 0.000 0.177 0.315186C(city_fe)[T.sainte-sophie] 0.0938 0.043 2.179 0.029 0.009 0.178187C(city_fe)[T.sainte-thérèse] 0.2976 0.087 3.428 0.001 0.127 0.468188C(city_fe)[T.sainte-émélie-de-l'énergie] -0.1963 0.064 -3.071 0.002 -0.322 -0.071189C(city_fe)[T.salaberry-de-valleyfield] 0.0587 0.049 1.205 0.228 -0.037 0.154190C(city_fe)[T.sept-îles] -0.1510 0.085 -1.774 0.076 -0.318 0.016191C(city_fe)[T.shawinigan] -0.1856 0.053 -3.475 0.001 -0.290 -0.081192C(city_fe)[T.shefford] 0.1276 0.089 1.437 0.151 -0.046 0.302193C(city_fe)[T.sherbrooke] 0.0976 0.018 5.321 0.000 0.062 0.133194C(city_fe)[T.sorel-tracy] -0.0858 0.046 -1.883 0.060 -0.175 0.003195C(city_fe)[T.st-colomban] 0.2324 0.059 3.962 0.000 0.117 0.347196C(city_fe)[T.st-hippolyte] 0.1484 0.057 2.614 0.009 0.037 0.260197C(city_fe)[T.st-jean-sur-richelieu] 0.1674 0.033 5.005 0.000 0.102 0.233198C(city_fe)[T.st-jérôme] 0.1660 0.032 5.221 0.000 0.104 0.228199C(city_fe)[T.st-sauveur] 0.2742 0.053 5.170 0.000 0.170 0.378200C(city_fe)[T.ste-adèle] 0.1521 0.071 2.155 0.031 0.014 0.290201C(city_fe)[T.ste-julienne] 0.0571 0.043 1.321 0.187 -0.028 0.142202C(city_fe)[T.sutton] 0.3865 0.068 5.668 0.000 0.253 0.520203C(city_fe)[T.terrebonne] 0.2097 0.029 7.341 0.000 0.154 0.266204C(city_fe)[T.thetford mines] -0.3094 0.118 -2.617 0.009 -0.541 -0.078205C(city_fe)[T.trois-rivières] -0.0763 0.023 -3.372 0.001 -0.121 -0.032206C(city_fe)[T.très-saint-rédempteur] 0.4880 0.032 15.400 0.000 0.426 0.550207C(city_fe)[T.témiscouata-sur-le-lac] -0.2810 0.139 -2.018 0.044 -0.554 -0.008208C(city_fe)[T.val-d'or] 0.0673 0.031 2.182 0.029 0.007 0.128209C(city_fe)[T.val-david] 0.0033 0.100 0.033 0.973 -0.193 0.199210C(city_fe)[T.val-des-monts] 0.1145 0.025 4.660 0.000 0.066 0.163211C(city_fe)[T.val-morin] -0.1213 0.092 -1.311 0.190 -0.302 0.060212C(city_fe)[T.vaudreuil-dorion] 0.0676 0.039 1.731 0.083 -0.009 0.144213C(city_fe)[T.venise-en-québec] 0.0774 0.073 1.065 0.287 -0.065 0.220214C(city_fe)[T.victoriaville] -0.0961 0.031 -3.150 0.002 -0.156 -0.036215C(city_fe)[T.waterloo] 0.1009 0.051 1.969 0.049 0.000 0.201216C(city_fe)[T.weedon] -0.1440 0.081 -1.780 0.075 -0.303 0.015217C(city_fe)[T.wentworth-nord] 0.2091 0.088 2.378 0.017 0.037 0.381218C(city_fe)[T.westmount] 1.3088 0.042 31.188 0.000 1.227 1.391219ln_sqft 0.4171 0.013 31.566 0.000 0.391 0.443220ln_lot 0.0257 0.004 6.727 0.000 0.018 0.033221has_lot -0.0242 0.014 -1.683 0.092 -0.052 0.004222beds 0.0022 0.004 0.513 0.608 -0.006 0.011223baths 0.0897 0.007 13.613 0.000 0.077 0.103224parking 0.0109 0.002 7.110 0.000 0.008 0.014225storeys -0.0023 0.007 -0.312 0.755 -0.017 0.012226age -0.0060 0.000 -12.824 0.000 -0.007 -0.005227age2 2.97e-05 3.88e-06 7.650 0.000 2.21e-05 3.73e-05228has_age -0.1804 0.021 -8.685 0.000 -0.221 -0.140229pool 0.0341 0.008 4.444 0.000 0.019 0.049230waterfront 0.0623 0.021 2.965 0.003 0.021 0.104231garage 0.0279 0.007 3.953 0.000 0.014 0.042232fireplace 0.0172 0.008 2.130 0.033 0.001 0.033233central_air 0.1016 0.011 9.291 0.000 0.080 0.123234finished_bsmt -0.0115 0.010 -1.191 0.234 -0.030 0.007235near_water 0.0972 0.023 4.149 0.000 0.051 0.143236cul_de_sac 0.0279 0.012 2.409 0.016 0.005 0.051237golf 0.0225 0.007 3.138 0.002 0.008 0.037238ski 0.0218 0.013 1.649 0.099 -0.004 0.048239near_park 0.0037 0.011 0.328 0.743 -0.019 0.026240near_school -0.0695 0.011 -6.157 0.000 -0.092 -0.047241near_highway 0.0514 0.008 6.362 0.000 0.036 0.067242transit 0.1011 0.009 11.372 0.000 0.084 0.119243no_rear_neighbor -0.0377 0.010 -3.802 0.000 -0.057 -0.018244n_images_c 0.0045 0.000 14.507 0.000 0.004 0.005245virtual_tour 0.0444 0.022 1.998 0.046 0.001 0.088246n_rooms 0.0172 0.002 9.260 0.000 0.014 0.021247n_levels_r -0.0248 0.009 -2.825 0.005 -0.042 -0.008248has_primary_bed 0.0775 0.016 4.958 0.000 0.047 0.108249has_basement -0.0251 0.015 -1.714 0.086 -0.054 0.004250r_office 0.0300 0.011 2.631 0.009 0.008 0.052251r_family 0.0422 0.011 3.973 0.000 0.021 0.063252r_workshop -0.0401 0.014 -2.897 0.004 -0.067 -0.013253r_winecellar 0.1086 0.036 3.034 0.002 0.038 0.179254r_sunroom -0.0042 0.021 -0.201 0.840 -0.046 0.037255r_mezzanine 0.0136 0.026 0.527 0.598 -0.037 0.064256r_library 0.0945 0.084 1.123 0.262 -0.070 0.260257r_laundry 0.0202 0.009 2.222 0.026 0.002 0.038258==============================================================================259Omnibus: 403.871 Durbin-Watson: 1.849260Prob(Omnibus): 0.000 Jarque-Bera (JB): 1350.435261Skew: 0.024 Prob(JB): 5.71e-294262Kurtosis: 4.852 Cond. No. 5.36e+16263==============================================================================264265Notes:266[1] Standard Errors are heteroscedasticity robust (HC3)267[2] The smallest eigenvalue is 5.8e-23. This might indicate that there are268strong multicollinearity problems or that the design matrix is singular.269270=== MODELE B (sans superficie) ===271 OLS Regression Results 272==============================================================================273Dep. Variable: ln_price R-squared: 0.677274Model: OLS Adj. R-squared: 0.673275Method: Least Squares F-statistic: 149.6276Date: Fri, 03 Jul 2026 Prob (F-statistic): 0.00277Time: 07:41:43 Log-Likelihood: -6293.3278No. Observations: 19115 AIC: 1.307e+04279Df Residuals: 18875 BIC: 1.495e+04280Df Model: 239 281Covariance Type: HC3 282========================================================================================================================283 coef std err z P>|z| [0.025 0.975]284------------------------------------------------------------------------------------------------------------------------285Intercept 12.4073 0.115 108.355 0.000 12.183 12.632286C(source)[T.realtor] -0.3680 0.021 -17.300 0.000 -0.410 -0.326287C(ptype_fe)[T.Country Home] 0.0513 0.067 0.765 0.444 -0.080 0.183288C(ptype_fe)[T.Home] 0.1075 0.083 1.297 0.195 -0.055 0.270289C(ptype_fe)[T.House] -0.0659 0.014 -4.694 0.000 -0.093 -0.038290C(ptype_fe)[T.Intergenerational] 0.1281 0.062 2.051 0.040 0.006 0.250291C(ptype_fe)[T.Other] 0.2713 0.121 2.243 0.025 0.034 0.508292C(ptype_fe)[T.Row / Townhouse] -0.3021 0.014 -21.062 0.000 -0.330 -0.274293C(ptype_fe)[T.Semi Detached] -0.0065 0.057 -0.115 0.909 -0.118 0.105294C(ptype_fe)[T.Townhouse] 0.0963 0.100 0.965 0.335 -0.099 0.292295C(city_fe)[T.acton vale] -0.0167 0.033 -0.499 0.618 -0.082 0.049296C(city_fe)[T.alma] -0.0480 0.060 -0.796 0.426 -0.166 0.070297C(city_fe)[T.amherst] -0.0109 0.050 -0.217 0.828 -0.110 0.088298C(city_fe)[T.amos] -0.1497 0.046 -3.239 0.001 -0.240 -0.059299C(city_fe)[T.austin] 0.4089 0.071 5.776 0.000 0.270 0.548300C(city_fe)[T.baie-comeau] -0.3409 0.071 -4.806 0.000 -0.480 -0.202301C(city_fe)[T.baie-saint-paul] 0.0980 0.074 1.327 0.184 -0.047 0.243302C(city_fe)[T.beaconsfield] 0.7818 0.039 20.221 0.000 0.706 0.858303C(city_fe)[T.beauport] 0.0722 0.041 1.775 0.076 -0.008 0.152304C(city_fe)[T.beloeil] 0.3670 0.049 7.506 0.000 0.271 0.463305C(city_fe)[T.blainville] 0.4382 0.025 17.427 0.000 0.389 0.487306C(city_fe)[T.blue sea] -0.1010 0.064 -1.585 0.113 -0.226 0.024307C(city_fe)[T.bois-des-filion] 0.2889 0.048 5.999 0.000 0.194 0.383308C(city_fe)[T.boisbriand] 0.3584 0.038 9.505 0.000 0.284 0.432309C(city_fe)[T.boischatel] 0.4149 0.076 5.483 0.000 0.267 0.563310C(city_fe)[T.boucherville] 0.4653 0.037 12.616 0.000 0.393 0.538311C(city_fe)[T.bromont] 0.4068 0.034 11.856 0.000 0.340 0.474312C(city_fe)[T.brossard] 0.5145 0.020 25.986 0.000 0.476 0.553313C(city_fe)[T.bécancour] -0.0914 0.033 -2.788 0.005 -0.156 -0.027314C(city_fe)[T.cantley] 0.1594 0.048 3.356 0.001 0.066 0.253315C(city_fe)[T.carignan] 0.3871 0.041 9.472 0.000 0.307 0.467316C(city_fe)[T.chandler] -0.3044 0.081 -3.746 0.000 -0.464 -0.145317C(city_fe)[T.chateauguay] 0.2448 0.040 6.056 0.000 0.166 0.324318C(city_fe)[T.chelsea] 0.2986 0.040 7.393 0.000 0.219 0.378319C(city_fe)[T.chertsey] -0.0194 0.038 -0.508 0.612 -0.094 0.056320C(city_fe)[T.chicoutimi] -0.0770 0.041 -1.880 0.060 -0.157 0.003321C(city_fe)[T.chomedey] 0.4087 0.056 7.260 0.000 0.298 0.519322C(city_fe)[T.châteauguay] 0.2797 0.023 12.337 0.000 0.235 0.324323C(city_fe)[T.contrecoeur] 0.1257 0.034 3.670 0.000 0.059 0.193324C(city_fe)[T.cowansville] 0.1495 0.036 4.133 0.000 0.079 0.220325C(city_fe)[T.crabtree] 0.0639 0.046 1.394 0.163 -0.026 0.154326C(city_fe)[T.côte-saint-luc] 0.7419 0.052 14.316 0.000 0.640 0.843327C(city_fe)[T.dolbeau-mistassini] -0.1920 0.066 -2.895 0.004 -0.322 -0.062328C(city_fe)[T.dollard-des-ormeaux] 0.5263 0.029 18.095 0.000 0.469 0.583329C(city_fe)[T.donnacona] 0.1454 0.035 4.112 0.000 0.076 0.215330C(city_fe)[T.dorval] 0.6752 0.050 13.510 0.000 0.577 0.773331C(city_fe)[T.drummondville] 0.0561 0.019 2.952 0.003 0.019 0.093332C(city_fe)[T.duhamel] 0.0808 0.077 1.049 0.294 -0.070 0.232333C(city_fe)[T.dunham] 0.3488 0.063 5.542 0.000 0.225 0.472334C(city_fe)[T.eastman] 0.3943 0.055 7.157 0.000 0.286 0.502335C(city_fe)[T.entrelacs] 0.2226 0.086 2.601 0.009 0.055 0.390336C(city_fe)[T.farnham] 0.0560 0.038 1.463 0.143 -0.019 0.131337C(city_fe)[T.fossambault-sur-le-lac] 0.3607 0.067 5.395 0.000 0.230 0.492338C(city_fe)[T.gaspé] -0.3110 0.062 -4.989 0.000 -0.433 -0.189339C(city_fe)[T.gatineau] 0.1163 0.013 8.687 0.000 0.090 0.143340C(city_fe)[T.gore] 0.0808 0.058 1.403 0.161 -0.032 0.194341C(city_fe)[T.granby] 0.1488 0.019 7.962 0.000 0.112 0.185342C(city_fe)[T.grenville-sur-la-rouge] 0.1281 0.046 2.801 0.005 0.038 0.218343C(city_fe)[T.hampstead] 1.2858 0.051 25.203 0.000 1.186 1.386344C(city_fe)[T.harrington] -0.0622 0.130 -0.478 0.633 -0.318 0.193345C(city_fe)[T.hudson] 0.4820 0.071 6.816 0.000 0.343 0.621346C(city_fe)[T.joliette] 0.1230 0.046 2.684 0.007 0.033 0.213347C(city_fe)[T.jonquière] -0.1590 0.046 -3.470 0.001 -0.249 -0.069348C(city_fe)[T.kirkland] 0.5347 0.035 15.112 0.000 0.465 0.604349C(city_fe)[T.l'ange-gardien] 0.2734 0.073 3.767 0.000 0.131 0.416350C(city_fe)[T.l'assomption] 0.1985 0.027 7.277 0.000 0.145 0.252351C(city_fe)[T.la conception] 0.2903 0.052 5.600 0.000 0.189 0.392352C(city_fe)[T.la malbaie] -0.1641 0.055 -2.997 0.003 -0.271 -0.057353C(city_fe)[T.la minerve] 0.0741 0.054 1.378 0.168 -0.031 0.180354C(city_fe)[T.la prairie] 0.4728 0.030 15.749 0.000 0.414 0.532355C(city_fe)[T.la pêche] 0.0037 0.039 0.094 0.925 -0.073 0.081356C(city_fe)[T.la tuque] -0.3610 0.049 -7.307 0.000 -0.458 -0.264357C(city_fe)[T.labelle] 0.0955 0.057 1.687 0.092 -0.015 0.206358C(city_fe)[T.lac-beauport] 0.4166 0.089 4.659 0.000 0.241 0.592359C(city_fe)[T.lac-brome] 0.6311 0.057 11.018 0.000 0.519 0.743360C(city_fe)[T.lac-des-écorces] 0.0133 0.068 0.196 0.845 -0.120 0.146361C(city_fe)[T.lac-etchemin] -0.2591 0.057 -4.521 0.000 -0.371 -0.147362C(city_fe)[T.lachute] 0.1603 0.038 4.268 0.000 0.087 0.234363C(city_fe)[T.lanoraie] 0.1578 0.038 4.195 0.000 0.084 0.232364C(city_fe)[T.laval] 0.4618 0.014 33.004 0.000 0.434 0.489365C(city_fe)[T.lavaltrie] 0.1654 0.039 4.251 0.000 0.089 0.242366C(city_fe)[T.les éboulements] 0.1792 0.064 2.798 0.005 0.054 0.305367C(city_fe)[T.longueuil] 0.3736 0.016 23.052 0.000 0.342 0.405368C(city_fe)[T.lorraine] 0.4812 0.056 8.517 0.000 0.370 0.592369C(city_fe)[T.lévis] 0.1144 0.022 5.189 0.000 0.071 0.158370C(city_fe)[T.magog] 0.3435 0.032 10.704 0.000 0.281 0.406371C(city_fe)[T.mandeville] -0.0847 0.041 -2.084 0.037 -0.164 -0.005372C(city_fe)[T.mansfield-et-pontefract] -0.5178 0.067 -7.737 0.000 -0.649 -0.387373C(city_fe)[T.marieville] 0.2018 0.034 5.959 0.000 0.135 0.268374C(city_fe)[T.mascouche] 0.2837 0.021 13.524 0.000 0.243 0.325375C(city_fe)[T.matane] -0.1801 0.047 -3.836 0.000 -0.272 -0.088376C(city_fe)[T.mercier / hochelaga / maisonneuve] 0.3725 0.047 7.859 0.000 0.280 0.465377C(city_fe)[T.messines] -0.2559 0.053 -4.805 0.000 -0.360 -0.152378C(city_fe)[T.mille-isles] 0.1934 0.052 3.750 0.000 0.092 0.294379C(city_fe)[T.mirabel] 0.2915 0.020 14.237 0.000 0.251 0.332380C(city_fe)[T.mont-joli] -0.2792 0.099 -2.832 0.005 -0.472 -0.086381C(city_fe)[T.mont-laurier] -0.0419 0.040 -1.042 0.298 -0.121 0.037382C(city_fe)[T.mont-royal] 1.2687 0.054 23.406 0.000 1.162 1.375383C(city_fe)[T.mont-saint-hilaire] 0.5053 0.041 12.197 0.000 0.424 0.586384C(city_fe)[T.mont-tremblant] 0.3895 0.036 10.890 0.000 0.319 0.460385C(city_fe)[T.montréal] 0.7168 0.017 42.732 0.000 0.684 0.750386C(city_fe)[T.morin-heights] 0.2959 0.038 7.784 0.000 0.221 0.370387C(city_fe)[T.nominingue] 0.0840 0.085 0.990 0.322 -0.082 0.250388C(city_fe)[T.notre-dame-de-l'île-perrot] 0.4132 0.043 9.698 0.000 0.330 0.497389C(city_fe)[T.notre-dame-de-pontmain] -0.1086 0.060 -1.801 0.072 -0.227 0.010390C(city_fe)[T.notre-dame-des-bois] -0.3513 0.066 -5.303 0.000 -0.481 -0.221391C(city_fe)[T.notre-dame-des-prairies] 0.0815 0.039 2.105 0.035 0.006 0.157392C(city_fe)[T.notre-dame-du-laus] 0.0340 0.057 0.597 0.550 -0.078 0.146393C(city_fe)[T.orford] 0.3442 0.065 5.321 0.000 0.217 0.471394C(city_fe)[T.papineauville] -0.0271 0.113 -0.241 0.810 -0.248 0.194395C(city_fe)[T.petite-rivière-saint-françois] -0.0295 0.054 -0.544 0.587 -0.136 0.077396C(city_fe)[T.piedmont] 0.3505 0.055 6.383 0.000 0.243 0.458397C(city_fe)[T.pincourt] 0.3096 0.038 8.225 0.000 0.236 0.383398C(city_fe)[T.pointe-claire] 0.6052 0.042 14.568 0.000 0.524 0.687399C(city_fe)[T.pont-rouge] -0.0087 0.045 -0.196 0.845 -0.096 0.079400C(city_fe)[T.prévost] 0.1693 0.027 6.376 0.000 0.117 0.221401C(city_fe)[T.québec] 0.1918 0.018 10.706 0.000 0.157 0.227402C(city_fe)[T.rawdon] 0.0432 0.031 1.373 0.170 -0.018 0.105403C(city_fe)[T.repentigny] 0.2854 0.019 14.912 0.000 0.248 0.323404C(city_fe)[T.rigaud] 0.1455 0.046 3.193 0.001 0.056 0.235405C(city_fe)[T.rimouski] -0.0705 0.033 -2.115 0.034 -0.136 -0.005406C(city_fe)[T.rivière-du-loup] -0.0883 0.056 -1.585 0.113 -0.197 0.021407C(city_fe)[T.rivière-rouge] -0.1303 0.058 -2.240 0.025 -0.244 -0.016408C(city_fe)[T.roberval] -0.1680 0.067 -2.506 0.012 -0.299 -0.037409C(city_fe)[T.rosemère] 0.4821 0.039 12.318 0.000 0.405 0.559410C(city_fe)[T.saguenay] -0.0384 0.023 -1.664 0.096 -0.084 0.007411C(city_fe)[T.saint-adolphe-d'howard] 0.1647 0.045 3.665 0.000 0.077 0.253412C(city_fe)[T.saint-amable] 0.2714 0.033 8.280 0.000 0.207 0.336413C(city_fe)[T.saint-anicet] 0.2760 0.070 3.950 0.000 0.139 0.413414C(city_fe)[T.saint-basile-le-grand] 0.3655 0.044 8.222 0.000 0.278 0.453415C(city_fe)[T.saint-bruno-de-montarville] 0.6120 0.039 15.504 0.000 0.535 0.689416C(city_fe)[T.saint-calixte] 0.0123 0.033 0.367 0.714 -0.053 0.078417C(city_fe)[T.saint-charles-borromée] 0.1447 0.050 2.874 0.004 0.046 0.243418C(city_fe)[T.saint-colomban] 0.1238 0.042 2.966 0.003 0.042 0.206419C(city_fe)[T.saint-constant] 0.3327 0.030 11.057 0.000 0.274 0.392420C(city_fe)[T.saint-donat] 0.3373 0.047 7.155 0.000 0.245 0.430421C(city_fe)[T.saint-eustache] 0.3390 0.036 9.470 0.000 0.269 0.409422C(city_fe)[T.saint-félicien] -0.0495 0.059 -0.832 0.405 -0.166 0.067423C(city_fe)[T.saint-gabriel-de-brandon] 0.0228 0.061 0.371 0.711 -0.098 0.143424C(city_fe)[T.saint-georges] -0.1857 0.038 -4.869 0.000 -0.260 -0.111425C(city_fe)[T.saint-hippolyte] 0.2228 0.041 5.377 0.000 0.142 0.304426C(city_fe)[T.saint-honoré] -0.0445 0.061 -0.728 0.466 -0.164 0.075427C(city_fe)[T.saint-hyacinthe] 0.1802 0.034 5.373 0.000 0.114 0.246428C(city_fe)[T.saint-jean-de-matha] 0.0361 0.068 0.530 0.596 -0.097 0.170429C(city_fe)[T.saint-jean-sur-richelieu] 0.2700 0.020 13.718 0.000 0.231 0.309430C(city_fe)[T.saint-jérôme] 0.1966 0.020 9.627 0.000 0.157 0.237431C(city_fe)[T.saint-lambert] 0.8612 0.048 17.881 0.000 0.767 0.956432C(city_fe)[T.saint-lambert-de-lauzon] 0.0811 0.049 1.641 0.101 -0.016 0.178433C(city_fe)[T.saint-lin/laurentides] 0.0843 0.030 2.770 0.006 0.025 0.144434C(city_fe)[T.saint-marc-des-carrières] -0.1463 0.030 -4.804 0.000 -0.206 -0.087435C(city_fe)[T.saint-michel-des-saints] -0.0296 0.067 -0.444 0.657 -0.160 0.101436C(city_fe)[T.saint-paul-de-l'île-aux-noix] 0.0415 0.102 0.407 0.684 -0.159 0.242437C(city_fe)[T.saint-philippe] 0.4171 0.027 15.486 0.000 0.364 0.470438C(city_fe)[T.saint-raymond] 0.0777 0.068 1.140 0.254 -0.056 0.211439C(city_fe)[T.saint-sauveur] 0.2484 0.034 7.368 0.000 0.182 0.314440C(city_fe)[T.saint-zotique] 0.2794 0.039 7.099 0.000 0.202 0.357441C(city_fe)[T.saint-zénon] -0.0054 0.107 -0.050 0.960 -0.215 0.204442C(city_fe)[T.sainte-adèle] 0.2888 0.049 5.952 0.000 0.194 0.384443C(city_fe)[T.sainte-agathe-des-monts] 0.1307 0.052 2.523 0.012 0.029 0.232444C(city_fe)[T.sainte-anne-des-plaines] 0.2630 0.059 4.451 0.000 0.147 0.379445C(city_fe)[T.sainte-barbe] 0.4472 0.064 6.992 0.000 0.322 0.573446C(city_fe)[T.sainte-brigitte-de-laval] 0.1144 0.040 2.844 0.004 0.036 0.193447C(city_fe)[T.sainte-béatrix] -0.0542 0.044 -1.231 0.218 -0.141 0.032448C(city_fe)[T.sainte-catherine] 0.3326 0.033 10.090 0.000 0.268 0.397449C(city_fe)[T.sainte-catherine-de-la-jacques-cartier] 0.1289 0.061 2.125 0.034 0.010 0.248450C(city_fe)[T.sainte-julie] 0.4505 0.054 8.316 0.000 0.344 0.557451C(city_fe)[T.sainte-julienne] 0.0339 0.035 0.981 0.327 -0.034 0.102452C(city_fe)[T.sainte-lucie-des-laurentides] 0.1581 0.039 4.057 0.000 0.082 0.234453C(city_fe)[T.sainte-marguerite-du-lac-masson] 0.0159 0.053 0.298 0.766 -0.089 0.121454C(city_fe)[T.sainte-marthe-sur-le-lac] 0.3085 0.023 13.594 0.000 0.264 0.353455C(city_fe)[T.sainte-sophie] 0.0743 0.038 1.969 0.049 0.000 0.148456C(city_fe)[T.sainte-thérèse] 0.3650 0.041 8.871 0.000 0.284 0.446457C(city_fe)[T.sainte-émélie-de-l'énergie] -0.2224 0.060 -3.680 0.000 -0.341 -0.104458C(city_fe)[T.salaberry-de-valleyfield] 0.0989 0.045 2.196 0.028 0.011 0.187459C(city_fe)[T.sept-îles] -0.1031 0.037 -2.808 0.005 -0.175 -0.031460C(city_fe)[T.shawinigan] -0.1030 0.026 -4.024 0.000 -0.153 -0.053461C(city_fe)[T.shefford] 0.2575 0.059 4.350 0.000 0.141 0.373462C(city_fe)[T.sherbrooke] 0.0970 0.017 5.655 0.000 0.063 0.131463C(city_fe)[T.sorel-tracy] 0.0076 0.027 0.280 0.780 -0.045 0.061464C(city_fe)[T.st-colomban] 0.2945 0.071 4.138 0.000 0.155 0.434465C(city_fe)[T.st-hippolyte] 0.1163 0.079 1.468 0.142 -0.039 0.272466C(city_fe)[T.st-jean-sur-richelieu] 0.2196 0.035 6.245 0.000 0.151 0.289467C(city_fe)[T.st-jérôme] 0.2480 0.039 6.409 0.000 0.172 0.324468C(city_fe)[T.st-sauveur] 0.4105 0.091 4.505 0.000 0.232 0.589469C(city_fe)[T.ste-adèle] 0.2046 0.066 3.088 0.002 0.075 0.335470C(city_fe)[T.ste-julienne] 0.0905 0.048 1.903 0.057 -0.003 0.184471C(city_fe)[T.sutton] 0.4707 0.053 8.949 0.000 0.368 0.574472C(city_fe)[T.terrebonne] 0.2919 0.018 16.339 0.000 0.257 0.327473C(city_fe)[T.thetford mines] -0.2933 0.058 -5.069 0.000 -0.407 -0.180474C(city_fe)[T.trois-rivières] 0.0072 0.020 0.357 0.721 -0.032 0.047475C(city_fe)[T.très-saint-rédempteur] 0.5979 0.049 12.126 0.000 0.501 0.695476C(city_fe)[T.témiscouata-sur-le-lac] -0.1648 0.074 -2.223 0.026 -0.310 -0.020477C(city_fe)[T.val-d'or] 0.0067 0.030 0.226 0.821 -0.051 0.065478C(city_fe)[T.val-david] 0.0280 0.051 0.551 0.582 -0.072 0.127479C(city_fe)[T.val-des-monts] 0.0953 0.027 3.504 0.000 0.042 0.149480C(city_fe)[T.val-morin] 0.0441 0.060 0.734 0.463 -0.074 0.162481C(city_fe)[T.vaudreuil-dorion] 0.2448 0.026 9.301 0.000 0.193 0.296482C(city_fe)[T.venise-en-québec] 0.1940 0.041 4.773 0.000 0.114 0.274483C(city_fe)[T.victoriaville] -0.0391 0.025 -1.593 0.111 -0.087 0.009484C(city_fe)[T.waterloo] 0.1392 0.045 3.091 0.002 0.051 0.227485C(city_fe)[T.weedon] -0.1707 0.060 -2.823 0.005 -0.289 -0.052486C(city_fe)[T.wentworth-nord] 0.0653 0.073 0.892 0.372 -0.078 0.209487C(city_fe)[T.westmount] 1.6044 0.038 41.845 0.000 1.529 1.680488ln_lot 0.0424 0.003 13.299 0.000 0.036 0.049489has_lot -0.0854 0.014 -5.897 0.000 -0.114 -0.057490beds 0.0237 0.004 5.676 0.000 0.016 0.032491baths 0.1352 0.005 25.581 0.000 0.125 0.146492parking 0.0154 0.002 8.288 0.000 0.012 0.019493storeys 0.0020 0.097 0.021 0.983 -0.188 0.192494age -0.0071 0.000 -18.661 0.000 -0.008 -0.006495age2 3.559e-05 2.82e-06 12.637 0.000 3.01e-05 4.11e-05496has_age -0.1532 0.018 -8.628 0.000 -0.188 -0.118497pool 0.0548 0.007 8.093 0.000 0.042 0.068498waterfront 0.1091 0.018 6.132 0.000 0.074 0.144499garage 0.0533 0.006 9.016 0.000 0.042 0.065500fireplace 0.0116 0.007 1.768 0.077 -0.001 0.024501central_air 0.0651 0.009 7.208 0.000 0.047 0.083502finished_bsmt -0.0169 0.007 -2.438 0.015 -0.031 -0.003503near_water 0.0769 0.021 3.748 0.000 0.037 0.117504cul_de_sac 0.0316 0.009 3.509 0.000 0.014 0.049505golf 0.0197 0.006 3.395 0.001 0.008 0.031506ski 0.0468 0.010 4.760 0.000 0.028 0.066507near_park 0.0043 0.008 0.544 0.587 -0.011 0.020508near_school -0.0571 0.009 -6.578 0.000 -0.074 -0.040509near_highway 0.0499 0.006 7.721 0.000 0.037 0.063510transit 0.0667 0.008 8.828 0.000 0.052 0.082511no_rear_neighbor -0.0478 0.009 -5.132 0.000 -0.066 -0.030512n_images_c 0.0059 0.000 19.406 0.000 0.005 0.006513virtual_tour 0.0277 0.016 1.751 0.080 -0.003 0.059514n_rooms 0.0262 0.001 17.890 0.000 0.023 0.029515n_levels_r 0.0432 0.048 0.897 0.370 -0.051 0.138516has_primary_bed 0.0696 0.010 7.033 0.000 0.050 0.089517has_basement -0.1168 0.044 -2.657 0.008 -0.203 -0.031518r_office 0.0348 0.008 4.562 0.000 0.020 0.050519r_family 0.0372 0.009 4.122 0.000 0.020 0.055520r_workshop -0.0346 0.009 -3.928 0.000 -0.052 -0.017521r_winecellar 0.1413 0.026 5.384 0.000 0.090 0.193522r_sunroom 0.0166 0.014 1.224 0.221 -0.010 0.043523r_mezzanine 0.0202 0.018 1.114 0.265 -0.015 0.056524r_library 0.1466 0.070 2.082 0.037 0.009 0.285525r_laundry 0.0382 0.006 6.301 0.000 0.026 0.050526==============================================================================527Omnibus: 2418.650 Durbin-Watson: 1.758528Prob(Omnibus): 0.000 Jarque-Bera (JB): 15665.854529Skew: 0.429 Prob(JB): 0.00530Kurtosis: 7.351 Cond. No. 2.81e+16531==============================================================================532533Notes:534[1] Standard Errors are heteroscedasticity robust (HC3)535[2] The smallest eigenvalue is 5.65e-22. This might indicate that there are536strong multicollinearity problems or that the design matrix is singular.