Before revision:  Our measurement of association is measured through overlapping  concurrent volatility states upon a chosen window.
After revision:  Our measurement of association is measured through overlapping P500 are computed and revealed. Then, a non-linear dependency of any stock-pair is derived by measuring through concurrent volatility states upon a chosen window.