Is income inequality also correlated with a lower median income? If so, then any correlation between income inequality and all of those other things are likely

Is income inequality also correlated with a lower median income? If so, then any correlation between income inequality and all of those other things are likely a correlation between them and median income. Do places with with high income inequality and high median income compare favorably or unfavorably with places with high income inequality and low median income?