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Contingency table
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=== Uncertainty coefficient === {{Main|Uncertainty coefficient}} The [[uncertainty coefficient]], or Theil's U, is another measure for variables at the nominal level. Its values range from −1.0 (100% negative association, or perfect inversion) to +1.0 (100% positive association, or perfect agreement). A value of 0.0 indicates the absence of association. Also, the uncertainty coefficient is conditional and an asymmetrical measure of association, which can be expressed as :<math> U(X|Y) \neq U(Y|X) </math>. This asymmetrical property can lead to insights not as evident in symmetrical measures of association.<ref>{{Cite web|url=https://towardsdatascience.com/the-search-for-categorical-correlation-a1cf7f1888c9|title = The Search for Categorical Correlation|date = 26 December 2019}}</ref>
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