Dataset_name,Explainer_model,Original_ensemble,Shapley_ensemble,Cluster_count,Data_Type,Explainer_Type,Ensemble_model_Type
Admissions,1.657,1.614,1.743,3,Original-PCA,Linear,XGBoost
Admissions,1.641,1.614,0.916,3,Original-PCA,XGBoost,XGBoost
Admissions,1.657,1.614,1.739,3,Shapley-PCA,Linear,XGBoost
Admissions,1.641,1.614,0.510,3,Shapley-PCA,XGBoost,XGBoost
Admissions,1.657,1.652,1.689,5,Original-PCA,Linear,XGBoost
Admissions,1.641,1.652,0.654,5,Original-PCA,XGBoost,XGBoost
Admissions,1.657,1.652,1.695,5,Shapley-PCA,Linear,XGBoost
Admissions,1.641,1.652,0.515,5,Shapley-PCA,XGBoost,XGBoost
Amazon,1.027,1.081,1.062,3,Original-PCA,Linear,XGBoost
Amazon,1.028,1.081,1.090,3,Original-PCA,XGBoost,XGBoost
Amazon,1.027,1.081,1.043,3,Shapley-PCA,Linear,XGBoost
Amazon,1.028,1.081,1.111,3,Shapley-PCA,XGBoost,XGBoost
Amazon,1.027,1.046,1.062,5,Original-PCA,Linear,XGBoost
Amazon,1.028,1.046,1.088,5,Original-PCA,XGBoost,XGBoost
Amazon,1.027,1.046,1.046,5,Shapley-PCA,Linear,XGBoost
Amazon,1.028,1.046,1.118,5,Shapley-PCA,XGBoost,XGBoost
Boston,0.957,1.000,0.930,3,Original-PCA,Linear,XGBoost
Boston,0.992,1.000,0.706,3,Original-PCA,XGBoost,XGBoost
Boston,0.957,1.000,0.720,3,Shapley-PCA,Linear,XGBoost
Boston,0.992,1.000,0.604,3,Shapley-PCA,XGBoost,XGBoost
Boston,0.957,0.993,0.794,5,Original-PCA,Linear,XGBoost
Boston,0.992,0.993,0.702,5,Original-PCA,XGBoost,XGBoost
Boston,0.957,0.993,0.667,5,Shapley-PCA,Linear,XGBoost
Boston,0.992,0.993,0.638,5,Shapley-PCA,XGBoost,XGBoost
Crime,1.173,0.952,0.947,3,Original-PCA,Linear,XGBoost
Crime,0.968,0.952,0.762,3,Original-PCA,XGBoost,XGBoost
Crime,1.173,0.952,1.119,3,Shapley-PCA,Linear,XGBoost
Crime,0.968,0.952,0.665,3,Shapley-PCA,XGBoost,XGBoost
Crime,1.173,0.955,0.951,5,Original-PCA,Linear,XGBoost
Crime,0.968,0.955,0.729,5,Original-PCA,XGBoost,XGBoost
Crime,1.173,0.955,1.171,5,Shapley-PCA,Linear,XGBoost
Crime,0.968,0.955,0.678,5,Shapley-PCA,XGBoost,XGBoost
Diabetes,1.265,1.287,1.292,3,Original-PCA,Linear,XGBoost
Diabetes,1.266,1.287,0.901,3,Original-PCA,XGBoost,XGBoost
Diabetes,1.265,1.287,1.260,3,Shapley-PCA,Linear,XGBoost
Diabetes,1.266,1.287,0.758,3,Shapley-PCA,XGBoost,XGBoost
Diabetes,1.265,1.248,1.245,5,Original-PCA,Linear,XGBoost
Diabetes,1.266,1.248,0.882,5,Original-PCA,XGBoost,XGBoost
Diabetes,1.265,1.248,1.196,5,Shapley-PCA,Linear,XGBoost
Diabetes,1.266,1.248,0.750,5,Shapley-PCA,XGBoost,XGBoost
Fish_weights,0.652,0.923,0.644,3,Original-PCA,Linear,XGBoost
Fish_weights,0.731,0.923,0.545,3,Original-PCA,XGBoost,XGBoost
Fish_weights,0.652,0.923,0.450,3,Shapley-PCA,Linear,XGBoost
Fish_weights,0.731,0.923,0.356,3,Shapley-PCA,XGBoost,XGBoost
Fish_weights,0.652,1.115,0.787,5,Original-PCA,Linear,XGBoost
Fish_weights,0.731,1.115,0.369,5,Original-PCA,XGBoost,XGBoost
Fish_weights,0.652,1.115,0.785,5,Shapley-PCA,Linear,XGBoost
Fish_weights,0.731,1.115,0.382,5,Shapley-PCA,XGBoost,XGBoost
Insurance,0.962,0.969,0.337,3,Original-PCA,Linear,XGBoost
Insurance,0.972,0.969,0.338,3,Original-PCA,XGBoost,XGBoost
Insurance,0.962,0.969,0.579,3,Shapley-PCA,Linear,XGBoost
Insurance,0.972,0.969,0.900,3,Shapley-PCA,XGBoost,XGBoost
Insurance,0.962,0.980,0.337,5,Original-PCA,Linear,XGBoost
Insurance,0.972,0.980,0.339,5,Original-PCA,XGBoost,XGBoost
Insurance,0.962,0.980,0.463,5,Shapley-PCA,Linear,XGBoost
Insurance,0.972,0.980,0.853,5,Shapley-PCA,XGBoost,XGBoost
Nhanes,0.953,0.937,1.333,3,Original-PCA,Linear,XGBoost
Nhanes,0.937,0.937,0.828,3,Original-PCA,XGBoost,XGBoost
Nhanes,0.953,0.937,1.311,3,Shapley-PCA,Linear,XGBoost
Nhanes,0.937,0.937,0.815,3,Shapley-PCA,XGBoost,XGBoost
Nhanes,0.953,0.937,1.314,5,Original-PCA,Linear,XGBoost
Nhanes,0.937,0.937,0.829,5,Original-PCA,XGBoost,XGBoost
Nhanes,0.953,0.937,1.265,5,Shapley-PCA,Linear,XGBoost
Nhanes,0.937,0.937,0.818,5,Shapley-PCA,XGBoost,XGBoost
NYE_Airbnb,0.890,0.888,0.841,3,Original-PCA,Linear,XGBoost
NYE_Airbnb,0.885,0.888,0.805,3,Original-PCA,XGBoost,XGBoost
NYE_Airbnb,0.890,0.888,0.846,3,Shapley-PCA,Linear,XGBoost
NYE_Airbnb,0.885,0.888,0.834,3,Shapley-PCA,XGBoost,XGBoost
NYE_Airbnb,0.890,0.890,0.831,5,Original-PCA,Linear,XGBoost
NYE_Airbnb,0.885,0.890,0.803,5,Original-PCA,XGBoost,XGBoost
NYE_Airbnb,0.890,0.890,0.844,5,Shapley-PCA,Linear,XGBoost
NYE_Airbnb,0.885,0.890,0.847,5,Shapley-PCA,XGBoost,XGBoost
Student_grades,0.542,0.563,0.529,3,Original-PCA,Linear,XGBoost
Student_grades,0.583,0.563,0.483,3,Original-PCA,XGBoost,XGBoost
Student_grades,0.542,0.563,0.479,3,Shapley-PCA,Linear,XGBoost
Student_grades,0.583,0.563,0.568,3,Shapley-PCA,XGBoost,XGBoost
Student_grades,0.542,0.610,0.659,5,Original-PCA,Linear,XGBoost
Student_grades,0.583,0.610,0.622,5,Original-PCA,XGBoost,XGBoost
Student_grades,0.542,0.610,0.511,5,Shapley-PCA,Linear,XGBoost
Student_grades,0.583,0.610,0.634,5,Shapley-PCA,XGBoost,XGBoost

Admissions,1.657,1.583,0.807,3,Original-PCA,Linear,XGBoost
Amazon,0.987,0.990,0.986,3,Original-PCA,Linear,XGBoost
Boston,0.950,1.044,1.136,3,Original-PCA,Linear,XGBoost
Crime,1.185,0.975,1.368,3,Original-PCA,Linear,XGBoost
Diabetes,1.292,1.325,0.827,3,Original-PCA,Linear,XGBoost
Fish_weights,0.577,0.784,0.606,3,Original-PCA,Linear,XGBoost
Insurance,0.961,0.986,0.715,3,Original-PCA,Linear,XGBoost
Nhanes,0.999,0.983,0.833,3,Original-PCA,Linear,XGBoost
NYE_Airbnb,0.895,0.895,0.898,3,Original-PCA,Linear,XGBoost
Student_grades,0.538,0.694,0.784,3,Original-PCA,Linear,XGBoost
Amazon,186.666,164.017,192.728,3,Original-PCA,Linear,XGBoost
