fairness vs beauty

fairness and beauty both are nouns.

Word	Noun	Adjective	Verb	Adverb
fairness	Yes	No	No	No
beauty	Yes	No	No	No

As nouns, beauty is a hypernym of fairness; that is, beauty is a word with a broader meaning than fairness:

fairness (noun)	beauty (noun)
conformity with rules or standards	the qualities that give pleasure to the senses
the property of having a naturally light complexion	an outstanding example of its kind
the quality of being good looking and attractive	a very attractive or seductive looking woman
ability to make judgments free from discrimination or dishonesty