Cross-correlations in volume space: Differences between buy and sell volumes

► Pulling effects exist in volume space. ► Buy volumes are more synchronized than sell volumes in high frequency. ► The links on MST that have large pulling effects clustered at the center. ► Correlations of buy and sell volumes are reversed according to the frequency scale.