Table 1 Explanatory power of each factor (q - value).

From: Spatial patterns and influencing factors of traditional villages in developed regions: a case study of Zhejiang Province, China

Variables

Index

Dimension

Index descriptions

Data sources

q -value

p -value

Dependent variables

y

 

Number of traditional villages

Statistical summary

  

Independent variable

x1

Natural environment

Average elevation/m

DEM, Calculated by ArcGIS12.2

0.468

0.00

x2

Average slope/%

DEM, Calculated by ArcGIS12.2

0.202

0.00

x3

density of water systems/(km/km2)

Calculated by ArcGIS12.2

0.148

0.01

x 4

Economy and Society

GDP/100 million yuan

Statistical Yearbook

0.265

0.00

x5

Per capita GDP/10 thousand yuan

Statistical Yearbook

0.261

0.00

x6

Per capita disposable income/10 thousand yuan

Statistical Yearbook

0.363

0.00

x7

Social fixed asset investment/100 million yuan

Statistical Yearbook

0.327

0.00

x8

Urbanization rate/%

Statistical Yearbook

0.167

0.00

x9

Road density/(km/km2)

Calculated by ArcGIS12.2

0.247

0.00

x10

Proportion of primary industry/%

Statistical Yearbooks

0.279

0.00

x 11

Proportion of secondary industry/%

Statistical Yearbook

0.073

0.18

  1. Note: The statistical yearbooks are all from the statistical data released by the Zhejiang Provincial Government of China in 2024.