*********************************************************************** * Package GWmodel * *********************************************************************** Program starts at: 2024-11-01 11:34:37 Call: gwr.basic(formula = gwrformula, data = spdata, bw = bw, kernel = kernel, adaptive = adaptive, parallel.method = "omp") Dependent (y) variable: purchase Independent variables: floorsz unemploy prof Number of data points: 316 *********************************************************************** * Results of Global Regression * *********************************************************************** Call: lm(formula = formula, data = data) Residuals: Min 1Q Median 3Q Max -155570 -24625 -2373 19950 218206 Coefficients: Estimate Std. Error t value Pr(>|t|) (Intercept) -159802.18 17042.15 -9.377 < 2e-16 *** floorsz 1469.29 65.76 22.342 < 2e-16 *** unemploy 624800.97 124896.46 5.003 9.46e-07 *** prof 352461.43 26396.36 13.353 < 2e-16 *** ---Significance stars Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 Residual standard error: 43220 on 312 degrees of freedom Multiple R-squared: 0.6746 Adjusted R-squared: 0.6715 F-statistic: 215.6 on 3 and 312 DF, p-value: < 2.2e-16 ***Extra Diagnostic information Residual sum of squares: 582680313106 Sigma(hat): 43077.49 AIC: 7648.68 AICc: 7648.874 BIC: 7380.238 *********************************************************************** * Results of Geographically Weighted Regression * *********************************************************************** *********************Model calibration information********************* Kernel function: gaussian Adaptive bandwidth: 25 (number of nearest neighbours) Regression points: the same locations as observations are used. Distance metric: Euclidean distance metric is used. ****************Summary of GWR coefficient estimates:****************** Min. 1st Qu. Median 3rd Qu. Max. Intercept -297123.2 -213242.1 -159247.0 -61385.4 10296.9 floorsz 1006.1 1141.1 1445.4 1896.7 2262.2 unemploy -229308.7 104566.2 790357.6 1169328.3 1669536.1 prof 62793.5 186830.7 319687.3 367355.1 486756.3 ************************Diagnostic information************************* Number of data points: 316 Effective number of parameters (2trace(S) - trace(S'S)): 32.7066 Effective degrees of freedom (n-2trace(S) + trace(S'S)): 283.2934 AICc (GWR book, Fotheringham, et al. 2002, p. 61, eq 2.33): 7549.797 AIC (GWR book, Fotheringham, et al. 2002,GWR p. 96, eq. 4.22): 7518.889 BIC (GWR book, Fotheringham, et al. 2002,GWR p. 61, eq. 2.34): 7318.504 Residual sum of squares: 369303736164 R-square value: 0.7937777 Adjusted R-square value: 0.7698848 *********************************************************************** Program stops at: 2024-11-01 11:34:37