The partial charge density (i.e., the square of Bloch state for some specific energy states) may tell us the orbital shape information (i.e., the orbital component). But is still far to understand the band gap opening.
To understand the band gap formation, at least the orbital components in the bonding states and anti-bonding states, the orbital interaction strength at a given atomic structure.