Dataset_name,Explainer_model,Original_ensemble,Shapley_ensemble,Cluster_count,Data_Type,Explainer_Type,Ensemble_model_Type
Amazon,0.927,0.927,0.927,1,Original,XGBoost,XGBoost
Amazon,0.927,0.976,0.976,1,Original,XGBoost,Linear
Amazon,0.976,0.927,0.927,1,Original,Linear,XGBoost
Amazon,0.976,0.976,0.976,1,Original,Linear,Linear
Amazon,0.927,0.927,0.937,1,Shapley,XGBoost,XGBoost
Amazon,0.927,0.976,0.961,1,Shapley,XGBoost,Linear
Amazon,0.976,0.927,0.927,1,Shapley,Linear,XGBoost
Amazon,0.976,0.976,0.976,1,Shapley,Linear,Linear
Amazon,0.927,0.915,0.905,3,Original,XGBoost,XGBoost
Amazon,0.927,0.967,0.966,3,Original,XGBoost,Linear
Amazon,0.976,0.915,0.887,3,Original,Linear,XGBoost
Amazon,0.976,0.967,0.970,3,Original,Linear,Linear
Amazon,0.927,0.915,0.920,3,Shapley,XGBoost,XGBoost
Amazon,0.927,0.967,0.958,3,Shapley,XGBoost,Linear
Amazon,0.976,0.915,0.887,3,Shapley,Linear,XGBoost
Amazon,0.976,0.967,0.970,3,Shapley,Linear,Linear
Amazon,0.927,0.911,0.899,5,Original,XGBoost,XGBoost
Amazon,0.927,0.976,0.949,5,Original,XGBoost,Linear
Amazon,0.976,0.911,0.891,5,Original,Linear,XGBoost
Amazon,0.976,0.976,0.962,5,Original,Linear,Linear
Amazon,0.927,0.911,0.914,5,Shapley,XGBoost,XGBoost
Amazon,0.927,0.976,0.945,5,Shapley,XGBoost,Linear
Amazon,0.976,0.911,0.891,5,Shapley,Linear,XGBoost
Amazon,0.976,0.976,0.962,5,Shapley,Linear,Linear
Boston,0.545,0.545,0.545,1,Original,XGBoost,XGBoost
Boston,0.545,0.620,0.620,1,Original,XGBoost,Linear
Boston,0.620,0.545,0.545,1,Original,Linear,XGBoost
Boston,0.620,0.620,0.620,1,Original,Linear,Linear
Boston,0.545,0.545,0.530,1,Shapley,XGBoost,XGBoost
Boston,0.545,0.620,0.545,1,Shapley,XGBoost,Linear
Boston,0.620,0.545,0.545,1,Shapley,Linear,XGBoost
Boston,0.620,0.620,0.620,1,Shapley,Linear,Linear
Boston,0.545,0.511,0.476,3,Original,XGBoost,XGBoost
Boston,0.545,0.517,0.548,3,Original,XGBoost,Linear
Boston,0.620,0.511,0.599,3,Original,Linear,XGBoost
Boston,0.620,0.517,0.639,3,Original,Linear,Linear
Boston,0.545,0.511,0.420,3,Shapley,XGBoost,XGBoost
Boston,0.545,0.517,0.424,3,Shapley,XGBoost,Linear
Boston,0.620,0.511,0.600,3,Shapley,Linear,XGBoost
Boston,0.620,0.517,0.639,3,Shapley,Linear,Linear
Boston,0.545,0.497,0.570,5,Original,XGBoost,XGBoost
Boston,0.545,0.858,0.614,5,Original,XGBoost,Linear
Boston,0.620,0.497,0.384,5,Original,Linear,XGBoost
Boston,0.620,0.858,0.480,5,Original,Linear,Linear
Boston,0.545,0.497,0.570,5,Shapley,XGBoost,XGBoost
Boston,0.545,0.858,0.437,5,Shapley,XGBoost,Linear
Boston,0.620,0.497,0.384,5,Shapley,Linear,XGBoost
Boston,0.620,0.858,0.480,5,Shapley,Linear,Linear
Crime,0.652,0.652,0.652,1,Original,XGBoost,XGBoost
Crime,0.652,0.793,0.793,1,Original,XGBoost,Linear
Crime,0.793,0.652,0.652,1,Original,Linear,XGBoost
Crime,0.793,0.793,0.793,1,Original,Linear,Linear
Crime,0.652,0.652,0.646,1,Shapley,XGBoost,XGBoost
Crime,0.652,0.793,0.665,1,Shapley,XGBoost,Linear
Crime,0.793,0.652,0.652,1,Shapley,Linear,XGBoost
Crime,0.793,0.793,0.785,1,Shapley,Linear,Linear
Crime,0.652,0.646,0.666,3,Original,XGBoost,XGBoost
Crime,0.652,3.060,0.995,3,Original,XGBoost,Linear
Crime,0.793,0.646,0.656,3,Original,Linear,XGBoost
Crime,0.793,3.060,0.780,3,Original,Linear,Linear
Crime,0.652,0.646,0.663,3,Shapley,XGBoost,XGBoost
Crime,0.652,3.060,0.661,3,Shapley,XGBoost,Linear
Crime,0.793,0.646,0.655,3,Shapley,Linear,XGBoost
Crime,0.793,3.060,0.880,3,Shapley,Linear,Linear
Crime,0.652,0.664,0.674,5,Original,XGBoost,XGBoost
Crime,0.652,0.960,3.137,5,Original,XGBoost,Linear
Crime,0.793,0.664,0.654,5,Original,Linear,XGBoost
Crime,0.793,0.960,0.827,5,Original,Linear,Linear
Crime,0.652,0.664,0.669,5,Shapley,XGBoost,XGBoost
Crime,0.652,0.960,0.860,5,Shapley,XGBoost,Linear
Crime,0.793,0.664,0.656,5,Shapley,Linear,XGBoost
Crime,0.793,0.960,0.872,5,Shapley,Linear,Linear
Diabetes,0.765,0.765,0.765,1,Original,XGBoost,XGBoost
Diabetes,0.765,0.743,0.743,1,Original,XGBoost,Linear
Diabetes,0.743,0.765,0.765,1,Original,Linear,XGBoost
Diabetes,0.743,0.743,0.743,1,Original,Linear,Linear
Diabetes,0.765,0.765,0.751,1,Shapley,XGBoost,XGBoost
Diabetes,0.765,0.743,0.802,1,Shapley,XGBoost,Linear
Diabetes,0.743,0.765,0.765,1,Shapley,Linear,XGBoost
Diabetes,0.743,0.743,0.743,1,Shapley,Linear,Linear
Diabetes,0.765,0.781,0.741,3,Original,XGBoost,XGBoost
Diabetes,0.765,0.761,0.755,3,Original,XGBoost,Linear
Diabetes,0.743,0.781,0.777,3,Original,Linear,XGBoost
Diabetes,0.743,0.761,0.792,3,Original,Linear,Linear
Diabetes,0.765,0.781,0.738,3,Shapley,XGBoost,XGBoost
Diabetes,0.765,0.761,0.782,3,Shapley,XGBoost,Linear
Diabetes,0.743,0.781,0.776,3,Shapley,Linear,XGBoost
Diabetes,0.743,0.761,0.792,3,Shapley,Linear,Linear
Diabetes,0.765,0.824,0.738,5,Original,XGBoost,XGBoost
Diabetes,0.765,0.781,0.849,5,Original,XGBoost,Linear
Diabetes,0.743,0.824,0.775,5,Original,Linear,XGBoost
Diabetes,0.743,0.781,0.755,5,Original,Linear,Linear
Diabetes,0.765,0.824,0.722,5,Shapley,XGBoost,XGBoost
Diabetes,0.765,0.781,0.803,5,Shapley,XGBoost,Linear
Diabetes,0.743,0.824,0.773,5,Shapley,Linear,XGBoost
Diabetes,0.743,0.781,0.755,5,Shapley,Linear,Linear
Fish_weights,0.171,0.171,0.171,1,Original,XGBoost,XGBoost
Fish_weights,0.171,0.460,0.460,1,Original,XGBoost,Linear
Fish_weights,0.460,0.171,0.171,1,Original,Linear,XGBoost
Fish_weights,0.460,0.460,0.460,1,Original,Linear,Linear
Fish_weights,0.171,0.171,0.194,1,Shapley,XGBoost,XGBoost
Fish_weights,0.171,0.460,0.199,1,Shapley,XGBoost,Linear
Fish_weights,0.460,0.171,0.171,1,Shapley,Linear,XGBoost
Fish_weights,0.460,0.460,0.460,1,Shapley,Linear,Linear
Fish_weights,0.171,0.185,0.373,3,Original,XGBoost,XGBoost
Fish_weights,0.171,0.313,0.244,3,Original,XGBoost,Linear
Fish_weights,0.460,0.185,0.167,3,Original,Linear,XGBoost
Fish_weights,0.460,0.313,0.254,3,Original,Linear,Linear
Fish_weights,0.171,0.185,0.384,3,Shapley,XGBoost,XGBoost
Fish_weights,0.171,0.313,0.174,3,Shapley,XGBoost,Linear
Fish_weights,0.460,0.185,0.167,3,Shapley,Linear,XGBoost
Fish_weights,0.460,0.313,0.254,3,Shapley,Linear,Linear
Fish_weights,0.460,0.209,0.483,5,Original,Linear,XGBoost
Fish_weights,0.460,0.356,0.242,5,Original,Linear,Linear
Fish_weights,0.460,0.209,0.483,5,Shapley,Linear,XGBoost
Fish_weights,0.460,0.356,0.243,5,Shapley,Linear,Linear
Insurance,0.475,0.475,0.475,1,Original,XGBoost,XGBoost
Insurance,0.475,0.471,0.471,1,Original,XGBoost,Linear
Insurance,0.471,0.475,0.475,1,Original,Linear,XGBoost
Insurance,0.471,0.471,0.471,1,Original,Linear,Linear
Insurance,0.475,0.475,0.475,1,Shapley,XGBoost,XGBoost
Insurance,0.475,0.471,0.475,1,Shapley,XGBoost,Linear
Insurance,0.471,0.475,0.475,1,Shapley,Linear,XGBoost
Insurance,0.471,0.471,0.471,1,Shapley,Linear,Linear
Insurance,0.475,0.329,0.330,3,Original,XGBoost,XGBoost
Insurance,0.475,0.369,0.363,3,Original,XGBoost,Linear
Insurance,0.471,0.329,0.330,3,Original,Linear,XGBoost
Insurance,0.471,0.369,0.363,3,Original,Linear,Linear
Insurance,0.475,0.329,0.330,3,Shapley,XGBoost,XGBoost
Insurance,0.475,0.369,0.331,3,Shapley,XGBoost,Linear
Insurance,0.471,0.329,0.330,3,Shapley,Linear,XGBoost
Insurance,0.471,0.369,0.363,3,Shapley,Linear,Linear
Insurance,0.475,0.334,0.339,5,Original,XGBoost,XGBoost
Insurance,0.475,0.374,0.370,5,Original,XGBoost,Linear
Insurance,0.471,0.334,0.333,5,Original,Linear,XGBoost
Insurance,0.471,0.374,0.375,5,Original,Linear,Linear
Insurance,0.475,0.334,0.338,5,Shapley,XGBoost,XGBoost
Insurance,0.475,0.374,0.333,5,Shapley,XGBoost,Linear
Insurance,0.471,0.334,0.333,5,Shapley,Linear,XGBoost
Insurance,0.471,0.374,0.375,5,Shapley,Linear,Linear
Nhanes,0.804,0.804,0.804,1,Original,XGBoost,XGBoost
Nhanes,0.804,0.823,0.823,1,Original,XGBoost,Linear
Nhanes,0.823,0.804,0.804,1,Original,Linear,XGBoost
Nhanes,0.823,0.823,0.823,1,Original,Linear,Linear
Nhanes,0.804,0.804,0.805,1,Shapley,XGBoost,XGBoost
Nhanes,0.804,0.823,0.804,1,Shapley,XGBoost,Linear
Nhanes,0.823,0.804,0.804,1,Shapley,Linear,XGBoost
Nhanes,0.823,0.823,0.822,1,Shapley,Linear,Linear
Nhanes,0.804,0.811,0.807,3,Original,XGBoost,XGBoost
Nhanes,0.804,0.816,0.810,3,Original,XGBoost,Linear
Nhanes,0.823,0.811,0.813,3,Original,Linear,XGBoost
Nhanes,0.823,0.816,0.826,3,Original,Linear,Linear
Nhanes,0.804,0.811,0.806,3,Shapley,XGBoost,XGBoost
Nhanes,0.804,0.816,0.805,3,Shapley,XGBoost,Linear
Nhanes,0.823,0.811,0.813,3,Shapley,Linear,XGBoost
Nhanes,0.823,0.816,0.826,3,Shapley,Linear,Linear
Nhanes,0.804,0.811,0.811,5,Original,XGBoost,XGBoost
Nhanes,0.804,0.824,0.810,5,Original,XGBoost,Linear
Nhanes,0.823,0.811,0.815,5,Original,Linear,XGBoost
Nhanes,0.823,0.824,0.829,5,Original,Linear,Linear
Nhanes,0.804,0.811,0.809,5,Shapley,XGBoost,XGBoost
Nhanes,0.804,0.824,0.807,5,Shapley,XGBoost,Linear
Nhanes,0.823,0.811,0.814,5,Shapley,Linear,XGBoost
Nhanes,0.823,0.824,0.828,5,Shapley,Linear,Linear
NYE_Airbnb,0.832,0.832,0.832,1,Original,XGBoost,XGBoost
NYE_Airbnb,0.832,0.858,0.858,1,Original,XGBoost,Linear
NYE_Airbnb,0.858,0.832,0.832,1,Original,Linear,XGBoost
NYE_Airbnb,0.858,0.858,0.858,1,Original,Linear,Linear
NYE_Airbnb,0.832,0.832,0.834,1,Shapley,XGBoost,XGBoost
NYE_Airbnb,0.832,0.858,0.833,1,Shapley,XGBoost,Linear
NYE_Airbnb,0.858,0.832,0.833,1,Shapley,Linear,XGBoost
NYE_Airbnb,0.858,0.858,0.858,1,Shapley,Linear,Linear
NYE_Airbnb,0.832,0.827,0.812,3,Original,XGBoost,XGBoost
NYE_Airbnb,0.832,0.853,0.824,3,Original,XGBoost,Linear
NYE_Airbnb,0.858,0.827,0.814,3,Original,Linear,XGBoost
NYE_Airbnb,0.858,0.853,0.834,3,Original,Linear,Linear
NYE_Airbnb,0.832,0.827,0.828,3,Shapley,XGBoost,XGBoost
NYE_Airbnb,0.832,0.853,0.830,3,Shapley,XGBoost,Linear
NYE_Airbnb,0.858,0.827,0.814,3,Shapley,Linear,XGBoost
NYE_Airbnb,0.858,0.853,0.834,3,Shapley,Linear,Linear
NYE_Airbnb,0.832,0.809,0.804,5,Original,XGBoost,XGBoost
NYE_Airbnb,0.832,0.833,0.826,5,Original,XGBoost,Linear
NYE_Airbnb,0.858,0.809,0.815,5,Original,Linear,XGBoost
NYE_Airbnb,0.858,0.833,0.834,5,Original,Linear,Linear
NYE_Airbnb,0.832,0.809,0.824,5,Shapley,XGBoost,XGBoost
NYE_Airbnb,0.832,0.833,0.834,5,Shapley,XGBoost,Linear
NYE_Airbnb,0.858,0.809,0.816,5,Shapley,Linear,XGBoost
NYE_Airbnb,0.858,0.833,0.834,5,Shapley,Linear,Linear
Student_grades,0.495,0.495,0.495,1,Original,XGBoost,XGBoost
Student_grades,0.495,0.571,0.571,1,Original,XGBoost,Linear
Student_grades,0.571,0.495,0.495,1,Original,Linear,XGBoost
Student_grades,0.571,0.571,0.571,1,Original,Linear,Linear
Student_grades,0.495,0.495,0.487,1,Shapley,XGBoost,XGBoost
Student_grades,0.495,0.571,0.489,1,Shapley,XGBoost,Linear
Student_grades,0.571,0.495,0.494,1,Shapley,Linear,XGBoost
Student_grades,0.571,0.571,0.571,1,Shapley,Linear,Linear
Student_grades,0.495,0.515,0.467,3,Original,XGBoost,XGBoost
Student_grades,0.495,0.603,0.670,3,Original,XGBoost,Linear
Student_grades,0.571,0.515,0.457,3,Original,Linear,XGBoost
Student_grades,0.571,0.603,0.758,3,Original,Linear,Linear
Student_grades,0.495,0.515,0.449,3,Shapley,XGBoost,XGBoost
Student_grades,0.495,0.603,0.478,3,Shapley,XGBoost,Linear
Student_grades,0.571,0.515,0.457,3,Shapley,Linear,XGBoost
Student_grades,0.571,0.603,0.758,3,Shapley,Linear,Linear
Student_grades,0.495,0.495,0.513,5,Original,XGBoost,XGBoost
Student_grades,0.495,0.841,1.491,5,Original,XGBoost,Linear
Student_grades,0.571,0.495,0.530,5,Original,Linear,XGBoost
Student_grades,0.571,0.841,0.755,5,Original,Linear,Linear
Student_grades,0.495,0.495,0.494,5,Shapley,XGBoost,XGBoost
Student_grades,0.495,0.841,0.526,5,Shapley,XGBoost,Linear
Student_grades,0.571,0.495,0.530,5,Shapley,Linear,XGBoost
Student_grades,0.571,0.841,0.755,5,Shapley,Linear,Linear
Admissions,0.456,0.468,0.456,2,Original,XGBoost,XGBoost
Admissions,0.456,0.472,0.456,4,Original,XGBoost,XGBoost
Amazon,0.927,0.906,0.906,2,Original,XGBoost,XGBoost
Amazon,0.927,0.914,0.899,4,Original,XGBoost,XGBoost
Boston,0.545,0.540,0.612,2,Original,XGBoost,XGBoost
Boston,0.545,0.528,0.577,4,Original,XGBoost,XGBoost
Crime,0.652,0.649,0.662,2,Original,XGBoost,XGBoost
Crime,0.652,0.654,0.673,4,Original,XGBoost,XGBoost
Diabetes,0.765,0.746,0.753,2,Original,XGBoost,XGBoost
Diabetes,0.765,0.759,0.786,4,Original,XGBoost,XGBoost
Fish_weights,0.171,0.177,0.218,2,Original,XGBoost,XGBoost
Insurance,0.475,0.326,0.326,2,Original,XGBoost,XGBoost
Insurance,0.475,0.330,0.333,4,Original,XGBoost,XGBoost
Nhanes,0.804,0.810,0.806,2,Original,XGBoost,XGBoost
Nhanes,0.804,0.811,0.810,4,Original,XGBoost,XGBoost
NYE_Airbnb,0.832,0.827,0.818,2,Original,XGBoost,XGBoost
NYE_Airbnb,0.832,0.825,0.826,4,Original,XGBoost,XGBoost
Admissions,0.447,0.468,0.458,2,Original,Linear,XGBoost
Admissions,0.447,0.472,0.455,4,Original,Linear,XGBoost
Crime,0.793,0.649,0.658,2,Original,Linear,XGBoost
Crime,0.793,0.654,0.644,4,Original,Linear,XGBoost
Diabetes,0.743,0.746,0.755,2,Original,Linear,XGBoost
Diabetes,0.743,0.759,0.746,4,Original,Linear,XGBoost
Insurance,0.471,0.326,0.326,2,Original,Linear,XGBoost
Insurance,0.471,0.330,0.331,4,Original,Linear,XGBoost
Nhanes,0.823,0.810,0.804,2,Original,Linear,XGBoost
Nhanes,0.823,0.811,0.806,4,Original,Linear,XGBoost

