I am studying adherence to medications and my patients are coded as 1 male,2 female and adherence to medications was coded as 1 adherent,2 non-adherent. The number of medications for each patient is 2,5,6 and so on.

I need to find out if adherence is associated with gender. if adherence is associated with a number of medication in each regimen and what the correlation between adherence and gender and number of medications.

Could you give me an advice about what statistical tool to use?

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