statsmodels.stats.contingency_tables.Table2x2.homogeneity

Table2x2.homogeneity(method='stuart_maxwell')

Compare row and column marginal distributions.

Parameters:
method : str

Either ‘stuart_maxwell’ or ‘bhapkar’, leading to two different estimates of the covariance matrix for the estimated difference between the row margins and the column margins.

Returns:

A bunch with attributes:

  • statisticfloat

    The chi^2 test statistic

  • pvaluefloat

    The p-value of the test statistic

  • dfint

    The degrees of freedom of the reference distribution

Return type:

Bunch

Notes

For a 2x2 table this is equivalent to McNemar’s test. More generally the procedure tests the null hypothesis that the marginal distribution of the row factor is equal to the marginal distribution of the column factor. For this to be meaningful, the two factors must have the same sample space (i.e. the same categories).