The q-dependent cross-correlation between worldwide stock indexes have been analyzed. The correlations among different fluctuations have different identities. The correlation-based network has been constructed for different magnitude of fluctuations. We found apparent community structure related to geographical location. Those results have deepened our understanding about the cross-correlation between stock markets.