Synonyms for Fairness (same or very similar meaning)
WordNet sense 1 (ability to make judgments free from discrimination or dishonesty):
candor, candour, fair-mindednessWordNet sense 2 (the property of having a naturally light complexion):
blondness, palenessWordNet sense 3 (conformity with rules or standards):
equityWordNet sense 4 (the quality of being good looking and attractive):
comeliness, loveliness, beauteousnessFrom the ODE community, based on WordNetadd/edit