Table 5 Results of OLS regression analysis
Variables | Model 0 (VD ~ Covariates) | Model 1 (VD ~ Covariates + Natural variables) | Model 2 (VD ~ Covariates + Artificial variables) | Model 3 (VD ~ Covariates + Perception variables) | Model 4 (VD ~ Covariates + Natural + Artificial + Perception variables) | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Beta | t | Beta | t | Beta | t | Beta | t | Beta | t | VIF | |
CONSTANT | – | –0.798 | – | 4.613 | – | –1.706 | – | 1.568 | – | 1.556 | – |
GDP | 0.070 | 1.038 | 0.110 | 1.897 | 0.101 | 1.718 | 0.100 | 1.497 | 0.139* | 2.497 | 1.541 |
Den_Pop | –0.011 | -0.166 | 0.010 | 0.183 | –0.002 | –0.043 | –0.007 | –0.117 | 0.011 | 0.248 | 1.051 |
Night light | 0.235** | 3.492 | 0.046 | 0.684 | 0.189* | 2.031 | 0.236*** | 3.347 | 0.112 | 1.268 | 3.857 |
FVC | –0.382*** | –4.585 | –0.254** | –3.118 | 3.297 | ||||||
Forest age | 0.140* | 2.230 | 0.161** | 2.678 | 1.797 | ||||||
Forest density | –0.051 | –0.787 | 0.000 | 0.007 | 1.787 | ||||||
Elevation | –0.087 | –1.246 | –0.013 | –0.190 | 2.168 | ||||||
Roughness | 0.101 | 1.559 | 0.054 | 0.830 | 2.141 | ||||||
NET_year | –0.335*** | –5.205 | –0.322*** | –4.987 | 2.068 | ||||||
PLAND_grey | 0.402*** | 6.211 | 0.257*** | 3.718 | 2.369 | ||||||
Den_CH | 0.255* | 2.469 | 0.300** | 3.141 | 4.547 | ||||||
Den_road | –0.233*** | –3.847 | –0.226*** | –4.095 | 1.520 | ||||||
Den_museum | 0.100 | 1.160 | 0.013 | 0.159 | 3.144 | ||||||
Den_play | 0.055 | 0.961 | 0.032 | 0.582 | 1.464 | ||||||
Dist_RS | –0.015 | –0.292 | –0.108* | –1.968 | 1.498 | ||||||
Den_SF | –0.229** | –2.955 | –0.194** | –2.722 | 2.534 | ||||||
Natural | –0.030 | –0.305 | 0.176* | 2.229 | 3.109 | ||||||
Open | 0.013 | 0.184 | 0.006 | 0.105 | 1.549 | ||||||
Cohesive | 0.004 | 0.048 | –0.103 | –1.465 | 2.471 | ||||||
Sheltered | –0.170 | –1.566 | –0.071 | –0.865 | 3.369 | ||||||
Serene | –0.027 | –0.360 | –0.016 | 0.778 | 1.612 | ||||||
Cultivated | –0.010 | –0.121 | 0.024 | 0.687 | 1.811 | ||||||
Diverse | –0.073 | –0.707 | 0.094 | 0.263 | 3.500 | ||||||
R² | 0.072 | 0.393 | 0.413 | 0.130 | 0.570 | ||||||
Adjusted R² | 0.060 | 0.369 | 0.387 | 0.092 | 0.524 | ||||||
F (sig.) | 6.018 (0.001***) | 16.424 (0.000***) | 15.986 (0.000***) | 3.391 (0.000***) | 12.329 (0.000***) |