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Phrase(s): Appearances can be deceiving.
Prov. Things can look different from the way they really are. • Edward seems like a very nice boy, but appearances can be deceiving. • Jane may look like she doesn’t understand you, but she’s really extremely bright. Appearances can be deceiving.
McGrawhill's American Idioms And Phrasal Verbs