Table 3 Statistical information of PCA.

From: Evaluation of comprehensive vitality of Shanghai’s commercial centers using multi-dimensional geospatial big data

Vitality indexes

Rotated component matrix

Total variance explained (%)

Population vitality

Total population

Total population

0.99

97.44

Population type

Residential population

0.95

Working population

0.98

Goods vitality

Total consumption

Consumption amount

0.96

85.39

Consumption frequency

0.82

Categories consumption

Catering consumption

0.95

Retail consumption

0.93

Accommodation consumption

0.95

Market vitality

Neighboring

No. of communities

0.85

72.43

No. of Households

0.85

Commercial offices

No. of office buildings

0.76

79.12

Accumulative area of office buildings

0.95

Accumulative floors of office buildings

0.95

Commercial facilities

No. of shopping centers

0.82

77.03

No. of super markets

0.89

No. of convenient stores

0.92

Business services

No. of catering

0.90

71.01

No. of hospital

0.92

No. of education

0.76

No. of banking & finance

0.77

No. of transportation sites

0.86