fellowship vs society

fellowship and society both are nouns.

Word	Noun	Adjective	Verb	Adverb
fellowship	Yes	No	No	No
society	Yes	No	No	No

As nouns, fellowship and society are synonyms defined as:

Other synonyms of fellowship include companionship, company.

fellowship (noun)	society (noun)
an association of people who share common beliefs or activities	an extended social group having a distinctive cultural and economic organization
money granted (by a university or foundation or other agency) for advanced study or research	a formal association of people with similar interests
the state of being with someone	the fashionable elite
	the state of being with someone