my %data = {
   'CityA'=>{
      'PopByAge/Gender'=>{
         'Ages 0-9'=>{
            'Male' => 220,
            'Female' => 180
         },
         ...
      },
      'FamilyHouseholds'=>{
        ...
      },
   },
   ...
};