Table 3 Nearest neighbor index of NSIBs in Chinese urban agglomerations.

From: Spatial evolution characteristics and influencing factors of sports brand resources in Chinese urban agglomerations

Urban agglomeration

2018

2021

2023

Nearest neighbor index

z-score

Type of space structure

Nearest neighbor index

z-score

Type of space structure

Nearest neighbor index

z-score

Type of space structure

Yangtze River Delta

0.833

−1.781

Agglomeration

0.594

−7.036

Significant agglomeration

0.518

−9.036

Significant agglomeration

Pearl River Delta

0.825

−0.819

Random

0.836

−1.086

Random

0.816

−1.268

Random

Jing-Jin-Ji

1.524

3.168

Discrete

0.788

−2.222

Agglomeration

0.814

−2.189

Agglomeration

Middle Reaches of the Yangtze River

1.122

0.658

Random

0.845

−1.567

Random

0.764

−2.670

Significant agglomeration

Chengdu-Chongqing

/

/

/

1.053

0.289

Random

1.025

0.169

Random

Shandong Peninsula

1.060

0.305

Random

0.936

−0.570

Random

0.979

−0.199

Random

Guangdong-Fujian-Zhejiang Coastal

1.793

5.257

Discrete

0.914

−0.823

Random

0.8565

−1.533

Random

Harbin-Changchun

/

/

/

1.753

3.812

Discrete

1.938

5.949

Discrete

Zhongyuan

/

/

/

1.259

1.313

Random

1.259

1.313

Random

Guanzhong Plains

/

/

/

/

/

/

2.182

5.541

Discrete

  1. Note: In 2015, no urban agglomeration had more than five NSIBs. Therefore, to ensure the validity of the nearest-neighbor index method, the index was not calculated for that year. Additionally, urban agglomerations with fewer than five NSIBs in any given year are excluded from the analysis.