feature vs include

feature is a noun but include is not a noun.

Word	Noun	Adjective	Verb	Adverb
feature	Yes	No	Yes	No
include	No	No	Yes	No

feature (noun)	include (noun)
an article of merchandise that is displayed or advertised more than other articles
the characteristic parts of a person's face: eyes and nose and mouth and chin
a prominent attribute or aspect of something
(linguistics) a distinctive characteristic of a linguistic unit that serves to distinguish it from other units of the same kind
the principal (full-length) film in a program at a movie theater
a special or prominent article in a newspaper or magazine

feature (verb)	include (verb)
have as a feature	add as part of something else; put in as part of a set, group, or category
wear or display in an ostentatious or proud manner	consider as part of something
	allow participation in or the right to be part of; permit to exercise the rights, functions, and responsibilities of
	have as a part, be made up out of