Subgroup 1 If workclass  $=$  Private, age  $\coloneqq$  (34.0, 41.0], capital-gain  $= 0$  , capital-loss  $= 0$  ,marital-status  $\equiv$  Never-married, native- country  $=$  United-States, relationship  $=$  Not-in-family: Protected Subgroup  $=$  'Non-White',  $1.09\%$  covered Make Workclass  $\equiv$  Federal-gov, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $36.84\%$  .   
Make capital-gain  $= 15024$  ,marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness 100.00%.   
Make age  $\coloneqq$  (41.0, 50.0],capital-gain  $= 15024$  ,marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $100.00\%$  .   
Protected Subgroup  $=$  'White',  $1.94\%$  covered   
Make age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness 45.14%.   
Make marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $40.00\%$  .   
Make age  $\coloneqq$  (50.0, 90.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $42.86\%$  .   
Make Workclass  $\equiv$  Local-gov, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $44.00\%$  .   
Make Workclass  $\equiv$  Local-gov, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $44.00\%$  .   
Make Workclass  $\equiv$  Self-emp-inc, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $52.57\%$  .   
Make Workclass  $\equiv$  Self-emp-inc, age  $\coloneqq$  (50.0, 90.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $49.71\%$  .   
Make Workclass  $\equiv$  Local-gov, marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness 36.00%.   
Make Workclass  $\equiv$  Self-emp-inc, marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $45.14\%$  .   
Make Workclass  $\equiv$  Federal-gov, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $62.29\%$  .   
Make Workclass  $\equiv$  State-gov, age  $\coloneqq$  (41.0, 50.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $40.57\%$  .   
Make capital-gain  $= 15024$  ,marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness 99.43%.   
Make Workclass  $\equiv$  Local-gov, age  $\coloneqq$  (50.0, 90.0],marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $40.00\%$  .   
Make age  $=$  (41.0, 50.0],capital-gain  $= 15024$  ,marital-status  $\equiv$  Married-civ-spouse, relationship  $\equiv$  Married with effectiveness  $100.00\%$  . Bias against Non-White' due to Equal Choice for Recourse (threshold = 0.3).Unfairness score = 1O