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direct correlation has 1 distinct synonym spread across 1 of its 1 sense. Each sense below keeps its own list, because a synonym belongs to a meaning and not to a word: swapping one sense's substitute into another sense's sentence is how a thesaurus makes writing worse. WordNet records no antonym for it — antonymy is a relation between word forms rather than concepts, so it is deliberately sparse.
Counts are distinct word forms across every sense. A synonym that appears under three senses is counted once here and shown three times below, under each sense it belongs to.
a correlation in which large values of one variable are associated with large values of the other and small with small; the correlation coefficient is between 0 and +1
Synonyms, antonyms and the broader and narrower relations for direct correlation come from Princeton University’s WordNet. Full sources and licences.