├── .gitignore ├── LICENSE ├── README.md ├── articles ├── imp │ ├── genfigs │ │ ├── RUNME.py │ │ ├── ale_plots_interaction.R │ │ ├── boston_top.py │ │ ├── boston_various_models_shap.py │ │ ├── bulldozer_YearMade_pdp.py │ │ ├── bulldozer_YearMade_pdp_shap.py │ │ ├── bulldozer_age_pdp_shap.py │ │ ├── bulldozer_best_single_feature.py │ │ ├── bulldozer_fdp_shap_imp.py │ │ ├── bulldozer_impact.py │ │ ├── bulldozer_pdp.py │ │ ├── bulldozer_stability.py │ │ ├── bulldozer_top.py │ │ ├── compare_friedman_shap_stratimpact.py │ │ ├── flight_best_single_feature.py │ │ ├── flight_pdp_shap_imp.py │ │ ├── flights_flight_number.py │ │ ├── flights_impact.py │ │ ├── flights_origin_airport.py │ │ ├── flights_pdp.py │ │ ├── flights_tail_number.py │ │ ├── flights_top.py │ │ ├── gen_valid_sets.py │ │ ├── play.py │ │ ├── quadratic_auc.py │ │ ├── quadratic_simulate_auc.py │ │ ├── rent_fdp_shap_imp.py │ │ ├── rent_pdp.py │ │ ├── rent_stability.py │ │ ├── rent_top.py │ │ ├── show_catpd_variance.py │ │ ├── show_pdp_variance.py │ │ ├── speed.py │ │ ├── support.py │ │ ├── synthetic_stability.py │ │ ├── tuning.py │ │ └── weight_pdp.py │ ├── images │ │ ├── FPD-SHAP-PD.pdf │ │ ├── boston-features-shap-rf.pdf │ │ ├── boston-features.pdf │ │ ├── boston-topk-GBM-Impact.pdf │ │ ├── boston-topk-GBM-Importance.pdf │ │ ├── boston-topk-GBM-baseline.pdf │ │ ├── boston-topk-Lasso-Importance.pdf │ │ ├── boston-topk-OLS-Impact.pdf │ │ ├── boston-topk-OLS-Importance.pdf │ │ ├── boston-topk-RF-Impact.pdf │ │ ├── boston-topk-RF-Importance.pdf │ │ ├── boston-topk-RF-baseline.pdf │ │ ├── boston-topk-baseline-Importance.pdf │ │ ├── bulldozer-YearMade-marginal.pdf │ │ ├── bulldozer-YearMade-shap.pdf │ │ ├── bulldozer-YearMade-stratpd.pdf │ │ ├── bulldozer-YearMade.pdf │ │ ├── bulldozer-age-marginal.pdf │ │ ├── bulldozer-age-shap.pdf │ │ ├── bulldozer-age-stratpd.pdf │ │ ├── bulldozer-features-shap-rf.pdf │ │ ├── bulldozer-features.pdf │ │ ├── bulldozer-impact-YearMade.pdf │ │ ├── bulldozer-pdp-vs-shap.pdf │ │ ├── bulldozer-topk-GBM-Impact.pdf │ │ ├── bulldozer-topk-GBM-Importance.pdf │ │ ├── bulldozer-topk-GBM-baseline.pdf │ │ ├── bulldozer-topk-RF-Impact.pdf │ │ ├── bulldozer-topk-RF-Importance.pdf │ │ ├── bulldozer-topk-RF-Importance.png │ │ ├── bulldozer-topk-RF-baseline.pdf │ │ ├── bulldozer-topk-baseline-Importance.pdf │ │ ├── diff-models.pdf │ │ ├── flights-features-shap-rf.pdf │ │ ├── flights-features.pdf │ │ ├── flights-topk-GBM-Impact.pdf │ │ ├── flights-topk-GBM-Importance.pdf │ │ ├── flights-topk-GBM-baseline.pdf │ │ ├── flights-topk-OLS-Importance.pdf │ │ ├── flights-topk-RF-Impact.pdf │ │ ├── flights-topk-RF-Importance.pdf │ │ ├── flights-topk-RF-baseline.pdf │ │ ├── flights-topk-baseline-Importance.pdf │ │ ├── from-mean-auc.pdf │ │ ├── quadratic-auc.pdf │ │ ├── rent-features-shap-rf.pdf │ │ ├── rent-features.pdf │ │ ├── rent-pdp-vs-shap.pdf │ │ ├── rent-stability-impact.pdf │ │ ├── rent-stability-importance.pdf │ │ ├── rent-topk-GBM-Impact.pdf │ │ ├── rent-topk-GBM-Importance.pdf │ │ ├── rent-topk-GBM-baseline.pdf │ │ ├── rent-topk-Lasso-Impact.pdf │ │ ├── rent-topk-Lasso-Importance.pdf │ │ ├── rent-topk-OLS-Impact.pdf │ │ ├── rent-topk-OLS-Importance.pdf │ │ ├── rent-topk-RF-Impact.pdf │ │ ├── rent-topk-RF-Importance.pdf │ │ ├── rent-topk-RF-Importance.png │ │ ├── rent-topk-RF-baseline.pdf │ │ ├── rent-topk-baseline-Importance.pdf │ │ ├── timing.pdf │ │ ├── weight-shap-interventional.pdf │ │ ├── weight-shap-tree_path_dependent.pdf │ │ ├── x1_ale.csv │ │ ├── x1_ale.pdf │ │ ├── x2_ale.csv │ │ ├── x2_ale.pdf │ │ ├── x3_ale.csv │ │ └── x3_ale.pdf │ ├── mkzip.sh │ ├── pdimp.bib │ ├── pdimp.pdf │ ├── pdimp.tex │ ├── preprint-svjour3.cls │ ├── spbasic.bst │ ├── svglov3.clo │ ├── svjour3.cls │ └── synthetic-data.zip └── pd │ ├── SDlogo-3p.pdf │ ├── ale_plots_bulldozer.R │ ├── ale_plots_interaction.R │ ├── ale_plots_rent.R │ ├── ale_plots_weather.R │ ├── ale_plots_weight.R │ ├── ecrc.sty │ ├── elsarticle-num-names-alpha.bst │ ├── elsarticle.cls │ ├── elsarticle.dtx │ ├── elsarticle.ins │ ├── elsevier-logo-3p.pdf │ ├── gencsv.py │ ├── genfigs.py │ ├── images │ ├── additivity.png │ ├── bathrooms_meta.png │ ├── bathrooms_vs_price.pdf │ ├── bathrooms_vs_price_dup.png │ ├── bedrooms_vs_price.png │ ├── bedrooms_vs_price_noise.png │ ├── bigx.png │ ├── boston_unsup.png │ ├── bulldozer.png │ ├── bulldozer_MachineHours_ale.pdf │ ├── bulldozer_MachineHours_pdp.pdf │ ├── bulldozer_MachineHours_shap.pdf │ ├── bulldozer_MachineHours_stratpd.pdf │ ├── bulldozer_YearMade_ale.pdf │ ├── bulldozer_YearMade_pdp.pdf │ ├── bulldozer_YearMade_shap.pdf │ ├── bulldozer_YearMade_stratpd.pdf │ ├── dayofyear_vs_temp.pdf │ ├── dayofyear_vs_temp.png │ ├── dayofyear_vs_temp_pdp.png │ ├── dayofyear_vs_temp_stratpd.png │ ├── diagrams.graffle │ ├── education_pregnant_vs_weight_ntrees.png │ ├── education_vs_weight_pdp.png │ ├── education_vs_weight_stratpd.png │ ├── height_ale.pdf │ ├── height_vs_weight_pdp.pdf │ ├── height_vs_weight_pdp.png │ ├── height_vs_weight_stratpd.png │ ├── interactions.pdf │ ├── latitude_meta.png │ ├── meta_additivity_noise.png │ ├── multivar_multimodel_normal.png │ ├── noise.pdf │ ├── partitioning.pdf │ ├── pregnant_2_ale.pdf │ ├── pregnant_vs_weight_pdp.pdf │ ├── pregnant_vs_weight_shap.pdf │ ├── pregnant_vs_weight_stratpd.pdf │ ├── rent_ntrees.png │ ├── rent_unsup.png │ ├── sample-stratification.pdf │ ├── state_ale.pdf │ ├── state_temp_meta.png │ ├── state_vs_temp.png │ ├── state_vs_temp_pdp.pdf │ ├── state_vs_temp_pdp.png │ ├── state_vs_temp_stratpd.pdf │ ├── state_vs_temp_stratpd.png │ ├── timing.pdf │ ├── weight_interventional_shap.pdf │ └── weight_unsup.png │ ├── neurips_2020.sty │ ├── old │ ├── stratpd.tex │ └── stratpd_Statistics_Computing_JCGS.tex │ ├── play.py │ ├── spbasic.bst │ ├── speed.py │ ├── stratpd.bib │ ├── stratpd.pdf │ ├── stratpd.tex │ ├── stratpd_JCGS.tex │ ├── stratpd_MLA.tex │ ├── stratpd_MLA_james.pdf │ ├── stratpd_MLA_james.tex │ ├── stratpd_springer.pdf │ ├── stratpd_springer.tex │ ├── support.py │ ├── svglov3.clo │ └── svjour3.cls ├── images ├── bathrooms_vs_price.png ├── boston.png ├── boston_LSTAT.svg ├── bulldozer_YearMade_stratpd.png ├── diabetes-bmi.png ├── diabetes-sex.png ├── diabetes_bmi.svg ├── diabetes_sex.svg ├── height_vs_weight.png ├── interactions.png └── rent-topk-RF-Impact.png ├── notebooks ├── examples.ipynb ├── finite_difference.ipynb ├── support.py └── weight_equation.png ├── setup.py ├── stratx ├── __init__.py ├── featimp.py ├── ice.py ├── partdep.py └── plot.py └── testing ├── catspeed.py ├── expected ├── viz_clean_synth_gauss_n1000_xrange100_minleaf10.png ├── viz_clean_synth_gauss_n1000_xrange25_minleaf2.png ├── viz_clean_synth_gauss_n100_xrange12_minleaf2.png ├── viz_clean_synth_gauss_n100_xrange12_minleaf5.png ├── viz_clean_synth_gauss_n20_xrange10_minleaf5.png ├── viz_clean_synth_gauss_n20_xrange12_minleaf2.png ├── viz_clean_synth_gauss_n3000_xrange10_minleaf2.png ├── viz_clean_synth_uniform_n1000_xrange100_minleaf2.png ├── viz_clean_synth_uniform_n1000_xrange10_minleaf2.png ├── viz_clean_weather_n1000_p10_minleaf5.png ├── viz_clean_weather_n1000_p20_minleaf10.png ├── viz_clean_weather_n1000_p20_minleaf5.png ├── viz_clean_weather_n1000_p4_minleaf5.png ├── viz_clean_weather_n1000_p5_minleaf5.png ├── viz_clean_weather_n100_p10_minleaf5.png ├── viz_clean_weather_n100_p20_minleaf10.png ├── viz_clean_weather_n100_p20_minleaf5.png ├── viz_clean_weather_n100_p4_minleaf5.png ├── viz_clean_weather_n100_p5_minleaf5.png ├── viz_outlier100_weather_n1000_p17_minleaf10.png ├── viz_outlier100_weather_n1000_p17_minleaf5.png ├── viz_outlier8_weather_n1000_p10_minleaf5.png ├── viz_outlier8_weather_n100_p10_minleaf10.png ├── viz_outlier8_weather_n100_p10_minleaf5.png └── viz_outlier8_weather_n100_p17_minleaf5.png ├── gencsv.py ├── state_avgtemp.csv ├── test_catmerge.py ├── test_catwise_leaves.py ├── test_disjoint_catstrat.py ├── test_finite_diff.py ├── 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