================================================================================ MGWR Version: 2.2.1 Released on: 03/20/2020 Source code is available at: https://github.com/pysal/mgwr Development Team: Ziqi Li, Taylor Oshan, Stewart Fotheringham, Wei Kang, Levi Wolf, Hanchen Yu, Mehak Sachdeva, and Sarah Bardin Spatial Analysis Research Center (SPARC) Arizona State University, Tempe, USA ================================================================================ Model type: Gaussian Number of observations: 2221 Number of covariates: 15 Dependent variable: rijianreli Variable standardization: On Total runtime: 0:17:54 Global Regression Results -------------------------------------------------------------------------------- Residual sum of squares: 1257.063 Log-likelihood: -2519.389 AIC: 5068.777 AICc: 5071.024 R2: 0.434 Adj. R2: 0.430 Variable Est. SE t(Est/SE) p-value ------------------------------------ ---------- ---------- ---------- ---------- zhuzhaiPOI 0.016 0.022 0.705 0.481 shdi 0.299 0.022 13.387 0.000 jingjiPOI 0.064 0.028 2.247 0.025 shenghuoPOI 0.067 0.031 2.125 0.034 jianzhufugai 0.120 0.028 4.270 0.000 rongjilv 0.066 0.038 1.729 0.084 jiejindu 0.164 0.021 7.781 0.000 chuanxingdu 0.001 0.023 0.061 0.952 chengshi -0.014 0.019 -0.743 0.458 shangye 0.040 0.020 2.060 0.039 qinshuizhishu 0.032 0.017 1.878 0.060 zhibeifugaidu 0.026 0.016 1.560 0.119 id2jianzhu 0.024 0.027 0.908 0.364 id3tiankong 0.026 0.021 1.227 0.220 id12renxingdao 0.057 0.023 2.454 0.014 Multiscale Geographically Weighted Regression (MGWR) Results -------------------------------------------------------------------------------- Coordinates type: Projected Spatial kernel: Adaptive bisquare Criterion for optimal bandwidth: AICc Score of change (SOC) type: Smoothing f Termination criterion for MGWR: 1.0e-05 Number of iterations used: 28 MGWR bandwidths -------------------------------------------------------------------------------- Variable Bandwidth ENP_j Adj t-val(95%) DoD_j zhuzhaiPOI 289.000 11.660 2.859 0.681 shdi 137.000 37.822 3.215 0.529 jingjiPOI 753.000 3.629 2.465 0.833 shenghuoPOI 2174.000 1.149 2.020 0.982 jianzhufugai 1562.000 2.007 2.244 0.910 rongjilv 804.000 3.318 2.433 0.844 jiejindu 144.000 31.689 3.164 0.552 chuanxingdu 2220.000 1.336 2.082 0.962 chengshi 333.000 14.110 2.919 0.657 shangye 2220.000 1.314 2.076 0.965 qinshuizhishu 88.000 59.576 3.344 0.470 zhibeifugaidu 404.000 13.472 2.905 0.663 id2jianzhu 1064.000 3.288 2.429 0.846 id3tiankong 799.000 5.982 2.640 0.768 id12renxingdao 2220.000 1.281 2.065 0.968 Diagnostic Information -------------------------------------------------------------------------------- Residual sum of squares: 911.323 Effective number of parameters (trace(S)): 191.632 Degree of freedom (n - trace(S)): 2029.368 Sigma estimate: 0.670 Log-likelihood: -2162.212 Degree of Dependency (DoD): 0.669 AIC: 4709.689 AICc: 4746.485 BIC: 5808.794 R2: 0.590 Adj. R2: 0.551 Summary Statistics For MGWR Parameter Estimates -------------------------------------------------------------------------------- Variable Mean STD Min Median Max -------------------- ---------- ---------- ---------- ---------- ---------- zhuzhaiPOI 0.019 0.158 -0.282 0.004 0.475 shdi 0.226 0.126 -0.023 0.196 0.709 jingjiPOI 0.072 0.078 -0.048 0.097 0.177 shenghuoPOI 0.088 0.006 0.078 0.088 0.099 jianzhufugai 0.132 0.029 0.083 0.131 0.185 rongjilv 0.058 0.078 -0.084 0.080 0.174 jiejindu 0.165 0.188 -0.191 0.121 0.762 chuanxingdu 0.004 0.006 -0.003 0.001 0.016 chengshi 0.010 0.095 -0.291 0.000 0.282 shangye -0.010 0.004 -0.015 -0.010 -0.004 qinshuizhishu 0.034 0.303 -1.356 0.049 0.643 zhibeifugaidu 0.007 0.056 -0.114 0.008 0.166 id2jianzhu 0.060 0.037 -0.010 0.066 0.114 id3tiankong 0.015 0.048 -0.078 0.010 0.106 id12renxingdao 0.011 0.002 0.009 0.011 0.014 ================================================================================ Acknowledgement: We acknowledge the support of the National Science Foundation under Award 1758786 from the Geography and Spatial Sciences Program to A. S. Fotheringham which enabled this software to be written and made freely available. ================================================================================