*********************************************************************** * Package GWmodel * *********************************************************************** Program starts at: 2024-11-01 12:28:40 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: 20 (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 15.97664 30.07239 34.85779 41.94147 231.5242 Comp.2 4.68922 7.45629 8.69094 10.34637 53.7051 Comp.3 0.87417 1.21725 1.42180 1.66651 7.3072 Local Proportion of Variance: Min. 1st Qu. Median 3rd Qu. Max. Comp.1 58.1377 68.5198 70.6796 73.3938 80.1558 Comp.2 10.9689 15.8757 17.5950 19.3017 24.4500 Comp.3 1.8498 2.5423 2.8403 3.1506 5.0579 Cumulative 87.5372 90.4618 91.3584 92.0034 93.5837 *********************************************************************** Program stops at: 2024-11-01 12:32:48