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This paper examines the possible 'attraction' factors at station level in subway ridership, such as built environment factors and Spatial connectivity. Direct demand models were built to estimate subway ridership based on multiple linear regression. Also, a comparison between predicted values and actual values in subway ridership were applied in or...