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How to impute missing values for a variable like Gender?

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@karthe1 wrote:

Hi all,

How should one think about missing values for the variables like Gender, marital status etc (especially the dichotomous variables )? I understand that Mode imputation might yield bad results. Correlation analysis also cannot be done for this.

What are all the other ways of doing this kind of imputation? Please advice.

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