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Contingency table
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===Cramér's ''V'' and the contingency coefficient ''C''=== {{Main|Cramér's V}} Two alternatives are the ''contingency coefficient'' ''C'', and [[Cramér's V]]. The formulae for the ''C'' and ''V'' coefficients are: : <math>C=\sqrt{\frac{\chi^2}{N+\chi^2}}</math> and : <math>V=\sqrt{\frac{\chi^2}{N(k-1)}},</math> ''k'' being the number of rows or the number of columns, whichever is less. ''C'' suffers from the disadvantage that it does not reach a maximum of 1.0, notably the highest it can reach in a 2 × 2 table is 0.707 . It can reach values closer to 1.0 in contingency tables with more categories; for example, it can reach a maximum of 0.870 in a 4 × 4 table. It should, therefore, not be used to compare associations in different tables if they have different numbers of categories.<ref>Smith, S. C., & Albaum, G. S. (2004) ''Fundamentals of marketing research''. Sage: Thousand Oaks, CA. p. 631</ref> ''C'' can be adjusted so it reaches a maximum of 1.0 when there is complete association in a table of any number of rows and columns by dividing ''C'' by <math>\sqrt{\frac{k-1}{k}}</math> where ''k'' is the number of rows or columns, when the table is square {{citation needed|date=June 2020}}, or by <math>\sqrt[\scriptstyle 4]{{r - 1 \over r} \times {c - 1 \over c}}</math> where ''r'' is the number of rows and ''c'' is the number of columns.<ref>Blaikie, N. (2003) ''Analyzing Quantitative Data''. Sage: Thousand Oaks, CA. p. 100</ref>
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