*********************************************************************** * Package GWmodel * *********************************************************************** Program starts at: 2024-11-12 04:19:11 Call: Variables concerned: y x1 x2 x3 x4 x5 x6 x7 x8 x9 x10 x11 x12 x13 The number of retained components: 3 Number of data points: 1000 *********************************************************************** * Results of Principal Components Analysis * *********************************************************************** Importance of components: Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Standard deviation 1.10863224 1.07292492 1.05553098 1.04242462 1.02648788 Proportion of Variance 0.08779039 0.08222628 0.07958183 0.07761779 0.07526267 Cumulative Proportion 0.08779039 0.17001667 0.24959850 0.32721629 0.40247896 Comp.6 Comp.7 Comp.8 Comp.9 Comp.10 Standard deviation 1.0252838 1.01102704 0.98886390 0.98512067 0.97266893 Proportion of Variance 0.0750862 0.07301255 0.06984656 0.06931877 0.06757749 Cumulative Proportion 0.4775652 0.55057771 0.62042427 0.68974303 0.75732052 Comp.11 Comp.12 Comp.13 Comp.14 Standard deviation 0.94931813 0.93236565 0.90842986 0.89540899 Proportion of Variance 0.06437178 0.06209326 0.05894606 0.05726838 Cumulative Proportion 0.82169230 0.88378557 0.94273162 1.00000000 Loadings: Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8 Comp.9 Comp.10 y 0.296 0.170 0.339 0.017 0.333 0.200 0.092 0.007 0.594 0.226 x1 -0.254 0.071 0.295 0.037 -0.504 0.397 0.120 0.192 0.157 0.063 x2 0.183 0.200 0.319 0.336 -0.066 0.394 0.291 -0.280 -0.222 -0.360 x3 0.155 -0.504 -0.153 0.238 0.092 0.035 0.106 -0.560 0.142 -0.158 x4 -0.203 -0.022 -0.299 -0.167 0.364 0.072 0.659 0.096 0.229 0.067 x5 -0.373 0.307 -0.061 -0.135 0.294 0.209 -0.247 -0.368 -0.001 -0.305 x6 -0.442 0.161 0.103 0.316 0.310 -0.232 -0.126 0.154 0.049 -0.273 x7 0.287 0.014 0.331 -0.413 0.342 0.031 -0.135 -0.126 -0.398 0.194 x8 -0.053 0.026 -0.440 -0.002 0.126 0.609 0.017 0.149 -0.368 0.184 x9 -0.162 0.496 -0.008 0.189 -0.024 -0.149 0.057 -0.379 -0.050 0.553 x10 -0.343 -0.181 0.012 -0.335 -0.311 0.004 0.025 -0.460 0.109 0.199 x11 0.302 0.186 -0.425 0.394 -0.100 0.017 -0.262 -0.060 0.142 0.179 x12 -0.212 -0.306 0.254 0.433 0.156 -0.141 0.235 0.042 -0.360 0.342 x13 0.223 0.379 -0.143 -0.145 -0.207 -0.359 0.473 -0.063 -0.199 -0.227 Comp.11 Comp.12 Comp.13 Comp.14 y 0.271 0.076 0.112 0.336 x1 -0.376 0.336 -0.288 0.115 x2 0.222 -0.147 0.044 -0.369 x3 -0.244 0.008 -0.340 0.295 x4 -0.157 0.092 -0.063 -0.407 x5 -0.274 0.265 0.401 0.136 x6 0.318 0.114 -0.535 0.043 x7 -0.114 0.319 -0.382 -0.170 x8 0.272 -0.080 -0.140 0.353 x9 -0.211 -0.374 -0.169 0.023 x10 0.575 0.179 -0.007 -0.122 x11 0.061 0.543 -0.015 -0.325 x12 0.014 0.324 0.375 0.125 x13 0.102 0.298 -0.022 0.417 *********************************************************************** * Results of Geographically Weighted Principal Components Analysis * *********************************************************************** *********************Model calibration information********************* Kernel function for geographically weighting: gaussian Adaptive bandwidth for geographically and temporally weighting: 100 (number of nearest neighbours) Distance metric for geographically weighting: A distance matrix is specified for this model calibration. **************** Summary of GWPCA information: ***************** Local variance: Min. 1st Qu. Median 3rd Qu. Max. Comp.1 25.53167 30.60789 34.64370 38.48143 80.4822 Comp.2 6.19024 7.64661 8.17133 9.48112 19.0983 Comp.3 0.95288 1.11900 1.19645 1.34089 2.6005 Local Proportion of Variance: Min. 1st Qu. Median 3rd Qu. Max. Comp.1 67.1185 69.7842 71.0658 72.1758 73.3744 Comp.2 15.3618 16.4902 17.1449 18.0125 19.6853 Comp.3 2.1027 2.3505 2.5240 2.6451 2.9719 Cumulative 89.7579 90.3697 90.6470 91.0304 91.3807 *********************************************************************** Program stops at: 2024-11-12 04:24:29