Table 4 Importance of the socio-environmental factors in development of rural settlements resulted from simple linear regression analysis.

From: Geospatial characterization of rural settlements and potential targets for revitalization by geoinformation technology

Independent variable

Constant

R

F

P-value

Elevation (x1)

32.589

− 0.723

985.646

0.00

Slope (x2)

730.724

− 0.721

37.828

0.00

Aspect (x3)

4.726

0.010

0.539

0.02

Distance to main river (x4)

22.867

− 0.177

0.418

0.00

Distance to tributary (x5)

759.390

− 0.865

38.781

0.00

Distance to national highway (x6)

11.667

− 0.699

7.646

0.02

Distance to provincial highway (x7)

22.800

− 0.674

6.651

0.03

Distance to county-level road (x8)

37.800

− 0.770

11.661

0.00

Distance to town-level road (x9)

6.133

− 0.426

1.774

0.02

River network density (x10)

140.895

0.265

6.132

0.01

Road network density (x11)

130.628

0.248

5.315

0.02

Cultivated land area (x12)

27.615

0.838

65.504

0.00

Accessibility to cultivated land (x13)

25.511

− 0.148

0.075

0.00

Radiation of prefecture-level city (x14)

11.682

0.821

3.519

0.00

Radiation of county-level city (x15)

14.621

0.720

2.445

0.00