## Software for masking + explainability ## (c) Vicenç Torra ## Current version: 20221201 ## ## References: ## A. Bozorgpanah, V., Torra, L., Aliahmadipour, ## Privacy and Explainability: The Effects of Data Protection on Shapley Values, ## Technologies 2022, 10, 125. https://doi.org/10.3390/technologies10060125 ## ## The software computes the Shapley values for machine learning models, ## we use our own implementation to build a game, and we use our own ## implementation to compute the Shapley value for a game. ## ## This file describes some of the experiments we have computed and provides the ## functions that provide our plots (.eps files) in the paper, as well as other related ones. ## exec(open("prog.vectors.matrices.web.txt").read()) ## exec(open("prog.choquet.web.txt").read()) ## exec(open("prog.sdc.web.txt").read()) ## exec(open("prog.me.def.web.txt").read()) ## --------------------------------------------- ## PREPARING EXPERIMENTS ## --------------------------------------------- ## Experiments Step 1. Reading files ## --------------------------------------------- diabetes = sklearn.datasets.load_diabetes() ## return_X_y=True) tarragona_fHeader, tarragona_fRows = readNumericalFileWithHeader("Tarragona_from_R.csv") tarragona_fMeans, tarragona_fSD, tarragona_fRowsNorm = normalizeMatrixByColumn(tarragona_fRows) iris_fRows = readNumericalFileWithComments("iris.data.numeric.csv") iris_fMeans, iris_fSD, iris_fRowsNorm = normalizeMatrixByColumn(iris_fRows) ## --------------------------------------------- ## Experiments Step 2. Dividing train and test ## --------------------------------------------- ## Training and testing for the different datasets. ## Variable names: tr_X, tr_Y, te_X, te_Y (with a capital letter for the file name) ## File names: ## D: Diabetes ## T: Tarragona ## I: Iris ## trDX, trDY, teDX, teDY = meMyTrainTest(diabetes.data.tolist(), diabetes.target.tolist(), 400) trTX, trTY, teTX, teTY = meMyTrainTest(list(map(lambda x:x[0:12], tarragona_fRows)), list(map(lambda x:x[12], tarragona_fRows)), 400) ## But also used: ## trTX, trTY, teTX, teTY = meMyTrainTest(list(map(lambda x:x[0:11], tarragona_fRows)), list(map(lambda x:x[12], tarragona_fRows)), 400) trIX, trIY, teIX, teIY = meMyTrainTest(list(map(lambda x:x[0:4], iris_fRows)), list(map(lambda x:x[4], iris_fRows)), 125) ## --------------------------------------------- ## Experiments Step 3. Experiments to compute Shapley values and compare them ## --------------------------------------------- ## ## - ML models considered: ## - sklearn.linear_model.LinearRegression ## - sklearn.linear_model.SGDRegressor ## - sklearn.kernel_ridge.KernelRidge ## - sklearn.svm.SVR import sklearn.datasets from sklearn.kernel_ridge import KernelRidge ## ------------------------------------------------ ## Experiments Step 3.D: Experiments with Diabetes ## ------------------------------------------------ trDp_mdav = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trDp_mond = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trDp_nAdd = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trDp_nAdL = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trDp_nmf = [2,3,4,5,6,7,8] trDp_svd = [2,3,4,5,6,7,8] trDp_pca = [2,3,4,5,6,7,8] ilDXmShap_linR_mdav = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, mdav, trDp_mdav) ilDXmShap_linR_mond = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, mondrian, trDp_mond) ilDXmShap_linR_nAdd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, noiseAddition, trDp_nAdd) ilDXmShap_linR_nAdL = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, noiseAdditionLaplace, trDp_nAdL) ilDXmShap_linR_nmf = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, lambda x,k: maskingNMF(x,k,scale=True), trDp_nmf) ilDXmShap_linR_svd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, maskingSVD, trDp_pca) ilDXmShap_linR_pca = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, maskingPCA, trDp_pca) ilDXmShap_sgdr_mdav = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, mdav, trDp_mdav) ilDXmShap_sgdr_mond = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, mondrian, trDp_mond) ilDXmShap_sgdr_nAdd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, noiseAddition, trDp_nAdd) ilDXmShap_sgdr_nAdL = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, noiseAdditionLaplace, trDp_nAdL) ilDXmShap_sgdr_nmf = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, lambda x,k: maskingNMF(x,k,scale=True), trDp_nmf) ilDXmShap_sgdr_svd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, maskingSVD, trDp_pca) ilDXmShap_sgdr_pca = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.SGDRegressor,diabetes.feature_names, maskingPCA, trDp_pca) ilDXmShap_krid_mdav = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, mdav, trDp_mdav) ilDXmShap_krid_mond = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, mondrian, trDp_mond) ilDXmShap_krid_nAdd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, noiseAddition, trDp_nAdd) ilDXmShap_krid_nAdL = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, noiseAdditionLaplace, trDp_nAdL) ilDXmShap_krid_nmf = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, lambda x,k: maskingNMF(x,k,scale=True), trDp_nmf) ilDXmShap_krid_svd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, maskingSVD, trDp_pca) ilDXmShap_krid_pca = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.kernel_ridge.KernelRidge,diabetes.feature_names, maskingPCA, trDp_pca) ilDXmShap_svd_mdav = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, mdav, trDp_mdav) ilDXmShap_svd_mond = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, mondrian, trDp_mond) ilDXmShap_svd_nAdd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, noiseAddition, trDp_nAdd) ilDXmShap_svd_nAdL = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, noiseAdditionLaplace, trDp_nAdL) ilDXmShap_svd_nmf = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, lambda x,k: maskingNMF(x,k,scale=True), trDp_nmf) ilDXmShap_svd_svd = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, maskingSVD, trDp_pca) ilDXmShap_svd_pca = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.svm.SVR,diabetes.feature_names, maskingPCA, trDp_pca) ## ------------------------------------ ## EXPERIMENTS TARRAGONA DATA FILE: ## ------------------------------------------------ ## Experiments Step 3.T: Experiments with Tarragona (case: 12 input variables) ## ------------------------------------------------ trTp_mdav = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trTp_mond = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trTp_nAdd = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trTp_nAdL = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trTp_nmf = [2,3,4,5,6,7,8] trTp_svd = [2,3,4,5,6,7,8] trTp_pca = [2,3,4,5,6,7,8] ilTXmShap_linR_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], mdav, trTp_mdav) ilTXmShap_linR_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], mondrian, trTp_mond)## 08:39 ilTXmShap_linR_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], noiseAddition, trTp_nAdd) ilTXmShap_linR_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_linR_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_linR_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], maskingSVD, trTp_pca) ilTXmShap_linR_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:12], maskingPCA, trTp_pca) ilTXmShap_sgdr_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], mdav, trTp_mdav) ilTXmShap_sgdr_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], mondrian, trTp_mond) ilTXmShap_sgdr_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], noiseAddition, trTp_nAdd) ilTXmShap_sgdr_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_sgdr_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_sgdr_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], maskingSVD, trTp_pca) ilTXmShap_sgdr_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:12], maskingPCA, trTp_pca) ilTXmShap_krid_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], mdav, trTp_mdav) ilTXmShap_krid_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], mondrian, trTp_mond) ilTXmShap_krid_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], noiseAddition, trTp_nAdd) ilTXmShap_krid_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_krid_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_krid_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], maskingSVD, trTp_pca) ilTXmShap_krid_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:12], maskingPCA, trTp_pca) ilTXmShap_svd_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], mdav, trTp_mdav) ilTXmShap_svd_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], mondrian, trTp_mond) ilTXmShap_svd_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], noiseAddition, trTp_nAdd) ilTXmShap_svd_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_svd_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_svd_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], maskingSVD, trTp_pca) ilTXmShap_svd_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:12], maskingPCA, trTp_pca) ## ------------------------------------ ## EXPERIMENTS TARRAGONA DATA FILE: ## ------------------------------------------------ ## Experiments Step 3.T: Experiments with Tarragona (case: 11 input variables) ## ------------------------------------------------ trTX, trTY, teTX, teTY = meMyTrainTest(list(map(lambda x:x[0:11], tarragona_fRows)), list(map(lambda x:x[12], tarragona_fRows)), 400) trTp_mdav = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trTp_mond = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trTp_nAdd = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trTp_nAdL = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trTp_nmf = [2,3,4,5,6,7,8] trTp_svd = [2,3,4,5,6,7,8] trTp_pca = [2,3,4,5,6,7,8] ilTXmShap_linR_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], mdav, trTp_mdav) ilTXmShap_linR_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], mondrian, trTp_mond)## 08:39 ilTXmShap_linR_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], noiseAddition, trTp_nAdd) ilTXmShap_linR_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_linR_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_linR_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], maskingSVD, trTp_pca) ilTXmShap_linR_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.LinearRegression,tarragona_fHeader[0:11], maskingPCA, trTp_pca) ilTXmShap_sgdr_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], mdav, trTp_mdav) ilTXmShap_sgdr_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], mondrian, trTp_mond) ilTXmShap_sgdr_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], noiseAddition, trTp_nAdd) ilTXmShap_sgdr_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_sgdr_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_sgdr_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], maskingSVD, trTp_pca) ilTXmShap_sgdr_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.linear_model.SGDRegressor,tarragona_fHeader[0:11], maskingPCA, trTp_pca) ilTXmShap_krid_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], mdav, trTp_mdav) ilTXmShap_krid_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], mondrian, trTp_mond) ilTXmShap_krid_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], noiseAddition, trTp_nAdd) ilTXmShap_krid_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_krid_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_krid_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], maskingSVD, trTp_pca) ilTXmShap_krid_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.kernel_ridge.KernelRidge,tarragona_fHeader[0:11], maskingPCA, trTp_pca) ilTXmShap_svd_mdav = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], mdav, trTp_mdav) ilTXmShap_svd_mond = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], mondrian, trTp_mond) ilTXmShap_svd_nAdd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], noiseAddition, trTp_nAdd) ilTXmShap_svd_nAdL = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], noiseAdditionLaplace, trTp_nAdL) ilTXmShap_svd_nmf = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], lambda x,k: maskingNMF(x,k,scale=True), trTp_nmf) ilTXmShap_svd_svd = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], maskingSVD, trTp_pca) ilTXmShap_svd_pca = testMeILMeanShapley (trTX, trTY, teTX, teTY, sklearn.svm.SVR,tarragona_fHeader[0:11], maskingPCA, trTp_pca) ## ------------------------------------------------ ## Experiments Step 3.I: Experiments with Iris ## ------------------------------------------------ trIp_mdav = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trIp_mond = [2,3,4,5,6,7,8,9,10,12,14,15,16,18,20] trIp_nAdd = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trIp_nAdL = [0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.2,1.4,1.5] trIp_nmf = [2,3,4,5,6,7,8] trIp_svd = [2,3,4] trIp_pca = [2,3,4] ilIXmShap_linR_mdav = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], mdav, trIp_mdav) ilIXmShap_linR_mond = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], mondrian, trIp_mond)## 08:39 ilIXmShap_linR_nAdd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], noiseAddition, trIp_nAdd) ilIXmShap_linR_nAdL = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], noiseAdditionLaplace, trIp_nAdL) ilIXmShap_linR_nmf = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], lambda x,k: maskingNMF(x,k,scale=True), trIp_nmf) ilIXmShap_linR_svd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], maskingSVD, trIp_svd) ilIXmShap_linR_pca = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.LinearRegression,[0,1,2,3], maskingPCA, trIp_pca) ilIXmShap_sgdr_mdav = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], mdav, trIp_mdav) ilIXmShap_sgdr_mond = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], mondrian, trIp_mond) ilIXmShap_sgdr_nAdd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], noiseAddition, trIp_nAdd) ilIXmShap_sgdr_nAdL = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], noiseAdditionLaplace, trIp_nAdL) ilIXmShap_sgdr_nmf = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], lambda x,k: maskingNMF(x,k,scale=True), trIp_nmf) ilIXmShap_sgdr_svd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], maskingSVD, trIp_svd) ilIXmShap_sgdr_pca = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.linear_model.SGDRegressor,[0,1,2,3], maskingPCA, trIp_pca) ilIXmShap_krid_mdav = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], mdav, trIp_mdav) ilIXmShap_krid_mond = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], mondrian, trIp_mond) ilIXmShap_krid_nAdd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], noiseAddition, trIp_nAdd) ilIXmShap_krid_nAdL = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], noiseAdditionLaplace, trIp_nAdL) ilIXmShap_krid_nmf = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], lambda x,k: maskingNMF(x,k,scale=True), trIp_nmf) ilIXmShap_krid_svd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], maskingSVD, trIp_svd) ilIXmShap_krid_pca = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.kernel_ridge.KernelRidge,[0,1,2,3], maskingPCA, trIp_pca) ilIXmShap_svd_mdav = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], mdav, trIp_mdav) ilIXmShap_svd_mond = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], mondrian, trIp_mond) ilIXmShap_svd_nAdd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], noiseAddition, trIp_nAdd) ilIXmShap_svd_nAdL = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], noiseAdditionLaplace, trIp_nAdL) ilIXmShap_svd_nmf = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], lambda x,k: maskingNMF(x,k,scale=True), trIp_nmf) ilIXmShap_svd_svd = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], maskingSVD, trIp_svd) ilIXmShap_svd_pca = testMeILMeanShapley (trIX, trIY, teIX, teIY, sklearn.svm.SVR,[0,1,2,3], maskingPCA, trIp_pca) def SpearmanrResult (correlation=0,pvalue=0): return correlation ## Some PLOTS: Diabetes datafile --------------------------- ## ## FIGURES 1 and 2 of the paper ## figT_*_mond and figT_*_mond13 were computed one with 11 variables and one with 12 ## (but they are assigned to the same variables) plotLoResults([ilDXmShap_linR_mdav[1:],ilDXmShap_linR_mond[1:]], "Diabetes: MDAV and Mondrian", [trDp_mdav,trDp_mond], which=[0,2], myFileName="figD_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Tarragona: MDAV and Mondrian", [trTp_mdav,trTp_mond], which=[0,2], myFileName="figT_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Tarragona: MDAV and Mondrian", [trTp_mdav,trTp_mond], which=[0,2], myFileName="figT_linR_mdav_mond13.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilDXmShap_linR_mdav[1:],ilDXmShap_linR_mond[1:]], "Diabetes: MDAV and Mondrian", [trDp_mdav,trDp_mond], which=[1,3], myFileName="figD_rr_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Tarragona: MDAV and Mondrian", [trTp_mdav,trTp_mond], which=[1,3], myFileName="figT_rr_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Tarragona: MDAV and Mondrian", [trTp_mdav,trTp_mond], which=[1,3], myFileName="figT_rr_linR_mdav_mond13.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) ## FIGURES 3 in the paper: ## FIGURES comparing MDAV and Microaggregation for all machine learning methods ## figD_MDAV_LGKS_mR.eps ## figD_Mondrian_LGKS_mR.eps plotLoResults([ilDXmShap_linR_mdav[1:],ilDXmShap_linR_mond[1:],ilDXmShap_sgdr_mdav[1:],ilDXmShap_sgdr_mond[1:], ilDXmShap_krid_mdav[1:],ilDXmShap_krid_mond[1:],ilDXmShap_svd_mdav[1:],ilDXmShap_svd_mond[1:], ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Microaggregation: Mondrian", [trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond], which=[3], myFileName="figD_Mondrian_LGKS_mR.eps", # whichCurves=[0,1,2,3,4,5,6,7,8,9], whichCurves=[1,3,5,7], ## Mondrian wLeg=["ld_","lo_","gd_","go_","kd_","ko_","sd_","so_","ldT","loT"], pltYLim=[0.75,1]) # plt.ylim([0.75,1]) plotLoResults([ilDXmShap_linR_mdav[1:],ilDXmShap_linR_mond[1:],ilDXmShap_sgdr_mdav[1:],ilDXmShap_sgdr_mond[1:], ilDXmShap_krid_mdav[1:],ilDXmShap_krid_mond[1:],ilDXmShap_svd_mdav[1:],ilDXmShap_svd_mond[1:], ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Microaggregation: MDAV", [trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond,trDp_mdav,trDp_mond], which=[3], myFileName="figD_MDAV_LGKS_mR.eps", # whichCurves=[0,1,2,3,4,5,6,7,8,9], whichCurves=[0,2,4,6], ## MDAV wLeg=["ld_","lo_","gd_","go_","kd_","ko_","sd_","so_","ldT","loT"], pltYLim=[0.75,1]) # plt.ylim([0.75,1]) ## Figures 4 ## FIGURES COMPARING NOISE ADDITION (Gaussian + Laplace) ## figD_nAdd_LGKS_mR.eps ## figD_nAdL_LGKS_mR.eps plotLoResults([ilDXmShap_linR_nAdd[1:],ilDXmShap_linR_nAdL[1:],ilDXmShap_sgdr_nAdd[1:],ilDXmShap_sgdr_nAdL[1:], ilDXmShap_krid_nAdd[1:],ilDXmShap_krid_nAdL[1:],ilDXmShap_svd_nAdd[1:],ilDXmShap_svd_nAdL[1:]], "Diabetes: Noise Addition", [trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL], which=[1], myFileName="figD_nAdd_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], #whichCurves=[0,2,4,6], whichCurves=[0,2,4,6], wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_"], pltYLim=[0.75,1.05]) plotLoResults([ilDXmShap_linR_nAdd[1:],ilDXmShap_linR_nAdL[1:],ilDXmShap_sgdr_nAdd[1:],ilDXmShap_sgdr_nAdL[1:], ilDXmShap_krid_nAdd[1:],ilDXmShap_krid_nAdL[1:],ilDXmShap_svd_nAdd[1:],ilDXmShap_svd_nAdL[1:]], "Diabetes: Noise Addition", [trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL,trDp_nAdd,trDp_nAdL], which=[1], myFileName="figD_nAdL_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[1,3,5,7], wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_"], pltYLim=[0.75,1.05]) ## Figures 5: ## FIGURES COMPARING SVD, PCA, NMF (Gaussian + Laplace) ## figD_PCA_LGKS_mR.eps ## figD_NMF_LGKS_mR.eps plotLoResults([ilDXmShap_linR_svd[1:],ilDXmShap_linR_pca[1:],ilDXmShap_linR_nmf[1:], ilDXmShap_sgdr_svd[1:],ilDXmShap_sgdr_pca[1:],ilDXmShap_sgdr_nmf[1:], ilDXmShap_krid_svd[1:],ilDXmShap_krid_pca[1:],ilDXmShap_krid_nmf[1:], ilDXmShap_svd_svd[1:],ilDXmShap_svd_pca[1:],ilDXmShap_svd_nmf[1:]], "Diabetes: SVD", [trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf], which=[1], myFileName="figD_SVD_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[0,3,6,9], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilDXmShap_linR_svd[1:],ilDXmShap_linR_pca[1:],ilDXmShap_linR_nmf[1:], ilDXmShap_sgdr_svd[1:],ilDXmShap_sgdr_pca[1:],ilDXmShap_sgdr_nmf[1:], ilDXmShap_krid_svd[1:],ilDXmShap_krid_pca[1:],ilDXmShap_krid_nmf[1:], ilDXmShap_svd_svd[1:],ilDXmShap_svd_pca[1:],ilDXmShap_svd_nmf[1:]], "Diabetes: PCA", [trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf], which=[1], myFileName="figD_PCA_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[1,4,7,10], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilDXmShap_linR_svd[1:],ilDXmShap_linR_pca[1:],ilDXmShap_linR_nmf[1:], ilDXmShap_sgdr_svd[1:],ilDXmShap_sgdr_pca[1:],ilDXmShap_sgdr_nmf[1:], ilDXmShap_krid_svd[1:],ilDXmShap_krid_pca[1:],ilDXmShap_krid_nmf[1:], ilDXmShap_svd_svd[1:],ilDXmShap_svd_pca[1:],ilDXmShap_svd_nmf[1:]], "Diabetes: NMF", [trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf], which=[1], myFileName="figD_NMF_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[2,5,8,11], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilDXmShap_linR_svd[1:],ilDXmShap_linR_pca[1:],ilDXmShap_linR_nmf[1:], ilDXmShap_sgdr_svd[1:],ilDXmShap_sgdr_pca[1:],ilDXmShap_sgdr_nmf[1:], ilDXmShap_krid_svd[1:],ilDXmShap_krid_pca[1:],ilDXmShap_krid_nmf[1:], ilDXmShap_svd_svd[1:],ilDXmShap_svd_pca[1:],ilDXmShap_svd_nmf[1:]], "Diabetes: SVD, PCA, NMF", [trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf], which=[1], myFileName="figD_PSN_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], #whichCurves=[0,2,4,6], whichCurves=[1,3,5,7], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] ## ------- PLOTS: IRIS datafile --------------------------- ## FIGURES 6 of the paper ## figI_Mondrian_LGKS_mR.eps ## figI_PCA_LGKS_mR.eps ## plotLoResults([ilIXmShap_linR_mdav[1:],ilIXmShap_linR_mond[1:]], "Iris: MDAV and Mondrian", [trIp_mdav,trIp_mond], which=[0,2], myFileName="figI_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) plotLoResults([ilIXmShap_linR_mdav[1:],ilIXmShap_linR_mond[1:]], "Iris: MDAV and Mondrian", [trIp_mdav,trIp_mond], which=[1,3], myFileName="figI_rr_linR_mdav_mond.eps", whichCurves=[0,1], wLeg=["ld_","lo_"]) ## FIGURES comparing MDAV and Microaggregation for all machine learning methods plotLoResults([ilIXmShap_linR_mdav[1:],ilIXmShap_linR_mond[1:],ilIXmShap_sgdr_mdav[1:],ilIXmShap_sgdr_mond[1:], ilIXmShap_krid_mdav[1:],ilIXmShap_krid_mond[1:],ilIXmShap_svd_mdav[1:],ilIXmShap_svd_mond[1:], ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Microaggregation: Mondrian", [trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond], which=[3], myFileName="figI_Mondrian_LGKS_mR.eps", # whichCurves=[0,1,2,3,4,5,6,7,8,9], whichCurves=[1,3,5,7], ## Mondrian wLeg=["ld_","lo_","gd_","go_","kd_","ko_","sd_","so_","ldT","loT"], pltYLim=[0.0,1]) # plt.ylim([0.75,1]) plotLoResults([ilIXmShap_linR_mdav[1:],ilIXmShap_linR_mond[1:],ilIXmShap_sgdr_mdav[1:],ilIXmShap_sgdr_mond[1:], ilIXmShap_krid_mdav[1:],ilIXmShap_krid_mond[1:],ilIXmShap_svd_mdav[1:],ilIXmShap_svd_mond[1:], ilTXmShap_linR_mdav[1:],ilTXmShap_linR_mond[1:]], "Microaggregation: MDAV", [trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond,trIp_mdav,trIp_mond], which=[3], myFileName="figI_MDAV_LGKS_mR.eps", # whichCurves=[0,1,2,3,4,5,6,7,8,9], whichCurves=[0,2,4,6], ## MDAV wLeg=["ld_","lo_","gd_","go_","kd_","ko_","sd_","so_","ldT","loT"], pltYLim=[0.0,1]) # plt.ylim([0.75,1]) ## FIGURES COMPARING NOISE ADDITION (Gaussian + Laplace) plotLoResults([ilIXmShap_linR_nAdd[1:],ilIXmShap_linR_nAdL[1:],ilIXmShap_sgdr_nAdd[1:],ilIXmShap_sgdr_nAdL[1:], ilIXmShap_krid_nAdd[1:],ilIXmShap_krid_nAdL[1:],ilIXmShap_svd_nAdd[1:],ilIXmShap_svd_nAdL[1:]], "Iris: Noise Addition", [trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL], which=[1], myFileName="figI_nAdd_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], #whichCurves=[0,2,4,6], whichCurves=[0,2,4,6], wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_"], pltYLim=[0.0,1.05]) plotLoResults([ilIXmShap_linR_nAdd[1:],ilIXmShap_linR_nAdL[1:],ilIXmShap_sgdr_nAdd[1:],ilIXmShap_sgdr_nAdL[1:], ilIXmShap_krid_nAdd[1:],ilIXmShap_krid_nAdL[1:],ilIXmShap_svd_nAdd[1:],ilIXmShap_svd_nAdL[1:]], "Iris: Noise Addition", [trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL,trIp_nAdd,trIp_nAdL], which=[1], myFileName="figI_nAdL_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[1,3,5,7], wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_"], pltYLim=[0.0,1.05]) ## FIGURES COMPARING SVD, PCA, NMF (Gaussian + Laplace) plotLoResults([ilIXmShap_linR_svd[1:],ilIXmShap_linR_pca[1:],ilIXmShap_linR_nmf[1:], ilIXmShap_sgdr_svd[1:],ilIXmShap_sgdr_pca[1:],ilIXmShap_sgdr_nmf[1:], ilIXmShap_krid_svd[1:],ilIXmShap_krid_pca[1:],ilIXmShap_krid_nmf[1:], ilIXmShap_svd_svd[1:],ilIXmShap_svd_pca[1:],ilIXmShap_svd_nmf[1:]], "Iris: SVD", [trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf], which=[1], myFileName="figI_SVD_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[0,3,6,9], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilIXmShap_linR_svd[1:],ilIXmShap_linR_pca[1:],ilIXmShap_linR_nmf[1:], ilIXmShap_sgdr_svd[1:],ilIXmShap_sgdr_pca[1:],ilIXmShap_sgdr_nmf[1:], ilIXmShap_krid_svd[1:],ilIXmShap_krid_pca[1:],ilIXmShap_krid_nmf[1:], ilIXmShap_svd_svd[1:],ilIXmShap_svd_pca[1:],ilIXmShap_svd_nmf[1:]], "Iris: PCA", [trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf], which=[1], myFileName="figI_PCA_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[1,4,7,10], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilIXmShap_linR_svd[1:],ilIXmShap_linR_pca[1:],ilIXmShap_linR_nmf[1:], ilIXmShap_sgdr_svd[1:],ilIXmShap_sgdr_pca[1:],ilIXmShap_sgdr_nmf[1:], ilIXmShap_krid_svd[1:],ilIXmShap_krid_pca[1:],ilIXmShap_krid_nmf[1:], ilIXmShap_svd_svd[1:],ilIXmShap_svd_pca[1:],ilIXmShap_svd_nmf[1:]], "Iris: NMF", [trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf,trIp_svd,trIp_pca,trIp_nmf], which=[1], myFileName="figI_NMF_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], whichCurves=[2,5,8,11], #whichCurves=[0,2,4,6], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] plotLoResults([ilDXmShap_linR_svd[1:],ilDXmShap_linR_pca[1:],ilDXmShap_linR_nmf[1:], ilDXmShap_sgdr_svd[1:],ilDXmShap_sgdr_pca[1:],ilDXmShap_sgdr_nmf[1:], ilDXmShap_krid_svd[1:],ilDXmShap_krid_pca[1:],ilDXmShap_krid_nmf[1:], ilDXmShap_svd_svd[1:],ilDXmShap_svd_pca[1:],ilDXmShap_svd_nmf[1:]], "Diabetes: SVD, PCA, NMF", [trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf,trDp_svd,trDp_pca,trDp_nmf], which=[1], myFileName="figD_PSN_LGKS_mR.eps", #whichCurves=[0,1,2,3,4,5,6,7], #whichCurves=[0,2,4,6], whichCurves=[1,3,5,7], wLeg = ["ls_","lp_","ln_", "gs_","gp_","gn_", "ks_","kp_","kn_", "ss_","sp_","sn_"]) # wLeg=["lg_","ll_","gg_","gl_","kg_","kl_","sg_","sl_",], # pltYLim=[0.75,1.05] ## ---------------------- ## RESULTS IRIS ## ---------------------- ilIXmShap_linR_mdav = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (0.07724259588478437, 1.0, 0.07888579116849233, 0.9600000000000002, [0.04799437466013603, 0.012521855879071004, 0.27310161550102896, 0.42253484787646683]), (0.39055508353091406, 0.39999999999999997, 0.4509551681214418, 0.072, [0.0220581596871065, 0.040004377448283446, 0.027375159183449554, 0.6147337463374556]), (0.3835180022721745, 0.39999999999999997, 0.4208292426314636, 0.14399999999999996, [0.04496059115806004, 0.04316733991268377, 0.0073571146840015565, 0.5751041950742235]), (0.3539428549755323, 0.7999999999999999, 0.3607139277554441, 0.8640000000000003, [0.004878205798958673, 0.021860169273181778, 0.049019056594050266, 0.5790186961808338]), (0.32867660614679767, 1.0, 0.33432775535005016, 0.8880000000000002, [0.03267565306696458, 0.023177892241272584, 0.07656513602190543, 0.5798600229039699]), (0.3704039303624383, 1.0, 0.7460469179026208, 2.220446049250313e-18, [0.1175305147023, 0.06203265577145208, 0.2704523650207108, 0.7381133148817408]), (0.12541663530123323, 1.0, 0.1427346974558366, 0.9280000000000003, [0.13943060626094994, 0.030673052511755224, 0.3198438758328133, 0.47858836590354153]), (0.5064014041773726, 0.39999999999999997, 0.5304750287168118, 0.7920000000000001, [0.26483483823939336, 0.08357033404375469, 0.7658174749453214, 0.21827843666289767]), (0.1514652902032767, 1.0, 0.1566441704863659, 0.9120000000000001, [0.020743417928791405, 0.003890132545496127, 0.21547214678770552, 0.4610881240816137]), (0.38798627772306304, 0.7999999999999999, 0.40814270137536296, 0.8160000000000003, [0.19587880648567682, 0.07455358670901423, 0.667687360727811, 0.24190518349200274]), (0.7838792945442813, 1.0, 1.3188573426223222, -0.024000000000000004, [0.2519378261953158, 0.08397079665260229, 0.7305987369228134, 1.0278344739943734]), (0.471690902182857, 0.7999999999999999, 0.4968922606540409, 0.8560000000000002, [0.25118941551553314, 0.04889438703898982, 0.12575151538172644, 0.7580011556367896]), (1.0556096737786789, 1.0, 1.627205069178248, -0.04, [0.3377961432139094, 0.11485026276487305, 0.9858234525810847, 1.159917281441293]), (0.43513908444180055, 0.7999999999999999, 0.4683437807286744, 0.8480000000000003, [0.27616644490691367, 0.08095628769953167, 0.1939980859746247, 0.7269134692433749]), (0.5057566364218917, 0.7999999999999999, 0.534430349116147, 0.8480000000000003, [0.26481611030264374, 0.06553915795658863, 0.11202883563240576, 0.7843321679118823])] ilIXmShap_linR_mond = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (0.24186741026102113, 0.7999999999999999, 0.24736629516949432, 0.8880000000000002, [0.009500324656262831, 0.027379951031145447, 0.13633433447799873, 0.504757740285789]), (0.38206255717041776, 0.7999999999999999, 0.3891380440336014, 0.8080000000000003, [0.009638680508496374, 0.023975776036958198, 0.03028297179780231, 0.6030383860038215]), (0.4067454083093396, 0.39999999999999997, 0.4152438894968325, 0.6400000000000002, [0.002127610221460181, 0.024847508122541394, 0.007679194018243535, 0.6123690016450962]), (0.38655308133417865, 0.7999999999999999, 0.39294248274299143, 0.9120000000000001, [0.056795369334004774, 0.0022020709454048707, 0.048191901119678346, 0.6387471996576058]), (0.38655308133417865, 0.7999999999999999, 0.39294248274299143, 0.9120000000000001, [0.056795369334004774, 0.0022020709454048707, 0.048191901119678346, 0.6387471996576058]), (0.38655308133417865, 0.7999999999999999, 0.39294248274299143, 0.9120000000000001, [0.056795369334004774, 0.0022020709454048707, 0.048191901119678346, 0.6387471996576058]), (0.3931403936584781, 0.7999999999999999, 0.400605178574186, 0.8960000000000002, [0.052240042900876596, 0.009804448962144689, 0.04336457441264814, 0.643212521720652]), (0.5826097362788105, 0.39999999999999997, 0.6516144126758537, 0.6240000000000001, [0.197129842060906, 0.05354715167128457, 0.0436211439920973, 0.865397068670961]), (0.5826097362788105, 0.39999999999999997, 0.6516144126758537, 0.6240000000000001, [0.197129842060906, 0.05354715167128457, 0.0436211439920973, 0.865397068670961]), (0.5826097362788105, 0.39999999999999997, 0.6516144126758537, 0.6240000000000001, [0.197129842060906, 0.05354715167128457, 0.0436211439920973, 0.865397068670961]), (0.5826097362788105, 0.39999999999999997, 0.6516144126758537, 0.6240000000000001, [0.197129842060906, 0.05354715167128457, 0.0436211439920973, 0.865397068670961]), (0.5826097362788105, 0.39999999999999997, 0.6516144126758537, 0.6240000000000001, [0.197129842060906, 0.05354715167128457, 0.0436211439920973, 0.865397068670961]), (0.29900184637561933, 0.7999999999999999, 0.32085714723822195, 0.8080000000000003, [0.17979758917573793, 0.0774496594951798, 0.5888175129949927, 0.29213078821664534]), (3926819665264.711, 0.7999999999999999, 3992789052125.503, 0.024000000000000004, [261381486509.60425, 184824486338.7574, 3081375359159.6157, 2412997763620.4297]), (3926819665264.711, 0.7999999999999999, 3992789052125.503, 0.024000000000000004, [261381486509.60425, 184824486338.7574, 3081375359159.6157, 2412997763620.4297])] ilIXmShap_linR_nAdd = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (0.2636427708378522, 0.7999999999999999, 0.33575428162622023, 0.32000000000000006, [0.13129795246426496, 0.05267174799499627, 0.08455001329108278, 0.367737226756794]), (0.30432544510580006, 0.39999999999999997, 0.37184310929836933, 0.152, [0.131712591383138, 0.06079491082649218, 0.043529566319751876, 0.36754295665167314]), (0.2891356138180235, 0.39999999999999997, 0.3483143684278644, 0.272, [0.10863162537510915, 0.05780425717385863, 0.05398247977729739, 0.3842062573262444]), (0.35192553947248445, 0.39999999999999997, 0.43615166864130506, 0.04, [0.18652653374535005, 0.08415802768709192, 0.01898523641363932, 0.32377628843746864]), (0.3206662030941001, 0.39999999999999997, 0.4034396388534911, 0.088, [0.1598360817585755, 0.07478110982205866, 0.04266497595564636, 0.31966494702216]), (0.2905655369835793, 0.7999999999999999, 0.36196777657277523, 0.25600000000000006, [0.13541978102723617, 0.061945469851602215, 0.06462129203455723, 0.3238480214282113]), (0.3707579965411937, 0.39999999999999997, 0.46254191290228486, 0.04, [0.20302113419101211, 0.07943471171142301, 0.025711005428423066, 0.24875359087000323]), (0.3386811352299757, 0.39999999999999997, 0.42088702956204194, 0.03200000000000001, [0.16997611742609053, 0.07348170707235387, 0.03482544364977507, 0.2855175443003886]), (0.2966081099556732, 0.7999999999999999, 0.3753445297070097, 0.296, [0.15241212447087713, 0.05049221534380722, 0.08724733950501001, 0.250891895294082]), (0.35402213711693775, 0.39999999999999997, 0.44118803036459064, 0.064, [0.18387631051883718, 0.08568861707930689, 0.028272546554655043, 0.2762442405608618]), (0.39506866323225137, 0.0, 0.4877670428147778, -0.064, [0.23079351691174885, 0.08474651559255415, 0.05637820756707354, 0.16885425909894602]), (0.34149245885398044, 0.39999999999999997, 0.42129246948894356, 0.10400000000000002, [0.16431877924881153, 0.0921521501800564, 0.05317717255635267, 0.23873196597523869])] ilIXmShap_linR_nAdL = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (0.25692246793122236, 0.7999999999999999, 0.33101316226476807, 0.368, [0.13242180566060738, 0.05161655604140543, 0.09140208223967053, 0.38413479475274204]), (0.28199070898428835, 0.7999999999999999, 0.37355834555246065, 0.296, [0.18058712976314983, 0.0577426990940234, 0.09522157596925922, 0.30341051716712003]), (0.2748003299172022, 0.7999999999999999, 0.3622746892955357, 0.256, [0.17210326726637068, 0.06074575851758546, 0.09772334163359486, 0.31158301940034855]), (0.2736891819226692, 0.7999999999999999, 0.3516182368406646, 0.35200000000000004, [0.13627875343593712, 0.049612116684180155, 0.0809009257541317, 0.3236704478721893]), (0.3137624546910664, 0.39999999999999997, 0.39784593957283415, 0.128, [0.16982668092519362, 0.07618298117401073, 0.0620258446711883, 0.29050377009170236]), (0.3559189858361801, 0.39999999999999997, 0.4500447559359763, 0.11200000000000002, [0.21600512067226055, 0.08921577531509514, 0.05081837222649105, 0.25266110145476856]), (0.307589468842665, 0.39999999999999997, 0.3789887919198979, 0.24000000000000005, [0.13790330096891856, 0.06371213025694066, 0.05969171073802268, 0.27992810839755616]), (0.3004572729056538, 0.39999999999999997, 0.3588145004459633, 0.28800000000000003, [0.09810430268907379, 0.08728102468904289, 0.049124426948695496, 0.34736212496772034]), (0.3301222844490627, 0.39999999999999997, 0.41067349962195193, 0.136, [0.16351398254976446, 0.08617088890762231, 0.05488372836919768, 0.2599467289606988]), (0.3109739986018132, 0.39999999999999997, 0.37671798692640485, 0.30400000000000005, [0.10997739743859385, 0.09116716077756991, 0.08351768217676778, 0.22420070919905094]), (0.3209107029209567, 0.39999999999999997, 0.3853934099394841, 0.24000000000000005, [0.13842637766585822, 0.045194003115201706, 0.0351938431629089, 0.3037510720964192]), (0.37511820446894945, 0.0, 0.45449269537695103, 0.04800000000000001, [0.16657382634233284, 0.0934047502941426, 0.061008283883847526, 0.16178672722557846])] ilIXmShap_linR_nmf = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (2565323543958.0386, -0.39999999999999997, 2666174303174.7217, -0.696, [1852010250896.103, 238169532784.01422, 1759031512771.291, 5130934963.999596]), (0.3509217260071585, 0.7999999999999999, 0.3590516644469349, 0.8480000000000001, [0.16056732346575095, 0.006484946236785847, 0.6232819889499635, 0.20372613460703387]), (0.002995760882575742, 1.0, 0.0031466548894646795, 1.0, [0.06436830456733907, 0.011626161418096194, 0.3337765320879557, 0.3829239476010602]), (0.0048589835683150095, 1.0, 0.005054350535541399, 1.0, [0.06409188735466616, 0.01178241109527268, 0.3323505847119712, 0.38408278683097874]), (0.0011943370463339848, 1.0, 0.0012500393997714376, 1.0, [0.06460192540063173, 0.011504223372612197, 0.33505363967549556, 0.38167229900755606]), (0.00102541848372067, 1.0, 0.0010913743800980695, 1.0, [0.06454958404159436, 0.011534618408964274, 0.3352316515075924, 0.3815865469822445]), (0.001841223836828046, 1.0, 0.0019072079474002771, 1.0, [0.06441635082733649, 0.01155714217615155, 0.33449681866348224, 0.38196002919388666])] ilIXmShap_linR_svd = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (12298012364045.344, 0.7999999999999999, 12657754514574.545, -0.16799999999999998, [3830131902611.7183, 1382235409921.2913, 10376964963596.33, 5194152590237.747]), (10658043033075.867, 0.7999999999999999, 10912978139958.86, -0.10399999999999998, [2608553105824.186, 865934913147.2572, 8880617118066.838, 5212880999744.116]), (8.054069087482823e-16, 1.0, 9.336709046546683e-16, 1.0, [0.06483660299501733, 0.011385761096397731, 0.3359685174480848, 0.3809509580637043])] ilIXmShap_linR_pca = [(0, 0, 0, 0, [0.06483660299501674, 0.011385761096397948, 0.3359685174480844, 0.38095095806370466]), (6158478486800.445, -0.19999999999999998, 6488026661131.4, 0.68, [3963544362685.678, 1193667509203.5583, 4559504664003.707, 56995208661.310326]), (0.3277171282705091, 0.7999999999999999, 0.33669512315256855, 0.8560000000000002, [0.14671863150826778, 0.015134181600278112, 0.6099973960960725, 0.220988548169765]), (2.264528516818639e-16, 1.0, 4.098783461815188e-16, 1.0, [0.06483660299501659, 0.011385761096397932, 0.33596851744808426, 0.38095095806370466])] ilIXmShap_sgdr_mdav = [(0, 0, 0, 0, [0.06100118581275169, 0.00988366857357435, 0.5169423308904045, 0.12733532168784747]), (0.018509409151493895, 1.0, 0.03408622510944399, 0.9680000000000001, [0.07276718564077728, 0.005284787120980131, 0.5237726184779032, 0.1156581244196091]), (0.010164390083070896, 1.0, 0.018543875529631243, 0.9760000000000001, [0.06907508552703258, 0.0046956866722038006, 0.5140784578968323, 0.12560037372542784]), (0.02418059707492849, 1.0, 0.035651084184367236, 0.9680000000000001, [0.07405707271833424, 0.005559076077643815, 0.5270975819509186, 0.11023520859901828]), (0.025089290159365157, 1.0, 0.027757811254466403, 0.9680000000000001, [0.07275790945111395, 0.007755863100066131, 0.5201825606768267, 0.10551273511361016]), (0.026723060912006498, 1.0, 0.03861374141231034, 0.9680000000000001, [0.07359198758299904, 0.0057350503952394785, 0.531560394570535, 0.1093160298942396]), (0.016556396494018008, 1.0, 0.0254877044818312, 0.9680000000000001, [0.07137429716706328, 0.004204893452357461, 0.5201579492272306, 0.11620319980867727]), (0.025872952851743306, 1.0, 0.035668554097087406, 1.0, [0.06123376630087134, 0.026440149922080786, 0.498784045574063, 0.11924117594465931]), (0.047898396069456575, 1.0, 0.06431165412737135, 0.9680000000000001, [0.07044968068070954, 0.037793731961651186, 0.492537929615235, 0.09851803779725944]), (0.034211297611382044, 1.0, 0.04212384283999651, 0.9680000000000001, [0.07376173953940038, 0.004564263185426521, 0.532508418929827, 0.1001879096139617]), (0.0280440702169616, 1.0, 0.05047729839261218, 0.9680000000000001, [0.07480371039094554, 0.007994301085039368, 0.5301524054563572, 0.1068931004274887]), (0.042393807705504515, 1.0, 0.06437905437036108, 0.9520000000000002, [0.08751032662206326, 0.012417900000872641, 0.5308648284541517, 0.09743144036813024]), (0.03703384737493615, 1.0, 0.06516365994510048, 0.9680000000000001, [0.0802596480243524, 0.013976582282710117, 0.5410610935141693, 0.10728162298904209]), (0.028130170038564727, 1.0, 0.029752300464089623, 0.9680000000000001, [0.07359932751876262, 0.015085373711375114, 0.5084350573054648, 0.10424502390362225]), (0.029063893389681246, 1.0, 0.04408373727254688, 0.9680000000000001, [0.07975020549197585, 0.0066684824285824385, 0.5219244493676967, 0.10593379759337937]), (0.03163881856016021, 1.0, 0.05179375178205804, 0.9680000000000001, [0.08020512748745742, 0.008721549194544318, 0.5304290072374913, 0.10614611444229316])] ilIXmShap_sgdr_mond = [(0, 0, 0, 0, [0.07224154065115228, 0.005298997619489277, 0.5267714039772385, 0.11560822640528139]), (0.02350260357007929, 1.0, 0.040137725030845145, 1.0, [0.07193258238018778, 0.01567845437675629, 0.5059413455295635, 0.11234441546566312]), (0.01003365423884328, 1.0, 0.011212953527576244, 1.0, [0.07525242633283327, 0.007500907194638573, 0.533687590125963, 0.1093690960030888]), (0.015337230253404041, 1.0, 0.024745701097340977, 1.0, [0.07553126297715371, 0.008982972452700128, 0.5244882086657225, 0.10126864107440517]), (0.018157138420648016, 1.0, 0.02691406046176996, 1.0, [0.07659425520594522, 0.012891409814357515, 0.5419031081521507, 0.11069677474032245]), (0.014679630326392428, 1.0, 0.021072489116802467, 1.0, [0.07459258977376064, 0.0067040079385584025, 0.5272032371320232, 0.10119283252677912]), (0.024156090429324477, 1.0, 0.03419091620117141, 1.0, [0.07859032623590607, 0.015199157938905144, 0.5470038278678061, 0.10962111728728643]), (0.015905651137778407, 1.0, 0.017035430706285007, 1.0, [0.07708654635324326, 0.004289333353829108, 0.5190235998089548, 0.10262871306679322]), (0.039224689072114745, 1.0, 0.06467915973476916, 0.9760000000000001, [0.09519895634763176, 0.028147972360027914, 0.5426060670238815, 0.1001576245772417]), (0.036623289963117596, 1.0, 0.05129906772877727, 0.9840000000000001, [0.0767881199672098, 0.01929292319758608, 0.5084172263717387, 0.08753888021435909]), (0.027507646066206665, 1.0, 0.03133028292426379, 0.9840000000000001, [0.08468033907517976, 0.009439774555420886, 0.5293626631591306, 0.09156480260397507]), (0.028400023540584456, 1.0, 0.02969662332331024, 0.9840000000000001, [0.08425034759895567, 0.00795823694824805, 0.5256424380837013, 0.0900347288932133]), (0.0447082536870334, 1.0, 0.06474726402610237, 0.9840000000000001, [0.07763823292142201, 0.02646989443985702, 0.5000977790252495, 0.08714747237405235]), (0.03467790214587385, 0.7999999999999999, 0.04287400683837191, 0.9760000000000001, [0.09046712411246506, 0.012451538127215334, 0.5263371895363886, 0.08698939297625742]), (0.03609120173794189, 0.7999999999999999, 0.053557831001054185, 0.9760000000000001, [0.09396672163850402, 0.01946077113683588, 0.5329175559933266, 0.09127182691410464]), (0.03360036430186408, 0.7999999999999999, 0.04652076412064301, 0.9760000000000001, [0.09026488328493011, 0.015375178207859523, 0.529478228948125, 0.08923992564753508])] ilIXmShap_sgdr_nAdd = [(0, 0, 0, 0, [0.07117559431661372, 0.00615365321662169, 0.5302111404737114, 0.11787226505590119]), (0.3931741220621607, 0.7999999999999999, 0.40063183918063416, 0.76, [0.15426924218359597, 0.025502475661759037, 0.16831946084558103, 0.24570563796542724]), (0.44249100996209695, 0.39999999999999997, 0.45586273088201884, 0.5920000000000001, [0.2108282642516213, 0.04820034496002419, 0.14422115656633072, 0.27768225759052234]), (0.48191453579440147, 0.39999999999999997, 0.49540653719648875, 0.52, [0.21208647066122996, 0.047933618026162556, 0.11097772735229171, 0.3046435813783073]), (0.49608728671492996, 0.39999999999999997, 0.5088600352004033, 0.44000000000000017, [0.21755302526003106, 0.047607085834769365, 0.0912714753310074, 0.2919119933916171]), (0.5395701768364238, -0.19999999999999998, 0.5523065966333265, 0.19200000000000006, [0.24418669015822528, 0.055427120318260394, 0.04644528261917379, 0.2751804233345531]), (0.48848350206046265, 0.39999999999999997, 0.5008787773271459, 0.5040000000000001, [0.20660790059708148, 0.04005671278286107, 0.09324553118917356, 0.28575871792047336]), (0.4626986091750906, 0.39999999999999997, 0.4819162120059031, 0.5360000000000003, [0.21377711915120323, 0.043218965225841115, 0.13100166022866055, 0.2995664079872262]), (0.5180880544279278, 0.39999999999999997, 0.5342903558209118, 0.2720000000000001, [0.23065382714320434, 0.05212071515602025, 0.05612588349432277, 0.24480580564651824]), (0.4910630081151575, 0.39999999999999997, 0.500949236475657, 0.4640000000000001, [0.19927211288690708, 0.029869246060364073, 0.0645614932349962, 0.2035585332195202]), (0.5196793353789096, 0.39999999999999997, 0.528971853375701, 0.38400000000000006, [0.21606646127343018, 0.03366944229206067, 0.04727859870055325, 0.24072294572328726]), (0.4523616933181432, 0.39999999999999997, 0.46252292397033196, 0.5200000000000001, [0.21161062218117202, 0.03426660007563514, 0.11304124653262475, 0.21831153197090492]), (0.4674841527299879, 0.19999999999999998, 0.47733310706232857, 0.5600000000000002, [0.1884970888663717, 0.024189643963991824, 0.08303841490384281, 0.18486746275291155])] ilIXmShap_sgdr_nAdL = [(0, 0, 0, 0, [0.06934888417940778, 0.010373651517263787, 0.5192004177787216, 0.11239698303946347]), (0.48160594897131404, 0.39999999999999997, 0.4924604683034577, 0.5280000000000001, [0.19539022968599803, 0.03796024813966387, 0.09886486042984871, 0.30890364507017837]), (0.47592941971190583, 0.39999999999999997, 0.4913018252154428, 0.5040000000000001, [0.204747611743431, 0.0423491160658606, 0.10966673286072158, 0.31098129184995466]), (0.44545117224889447, 0.39999999999999997, 0.46533519720681565, 0.5680000000000002, [0.20914690781476408, 0.043819458525413996, 0.12579154301425174, 0.2640350214588847]), (0.47842793240880616, 0.39999999999999997, 0.49066467382967666, 0.528, [0.17796351590810058, 0.03266162950317912, 0.10565944695724909, 0.32589934783371816]), (0.4610007038847857, 0.39999999999999997, 0.4748935428214785, 0.5680000000000002, [0.1858015001496992, 0.025593153449540922, 0.10176351551147876, 0.26884261769382334]), (0.5381958952844732, -0.19999999999999998, 0.5603034509398782, 0.176, [0.2373703112494313, 0.05224226326153054, 0.04573331682379302, 0.3008102134940993]), (0.5339194738939993, -0.19999999999999998, 0.5722638954049245, 0.19200000000000003, [0.21128354001778366, 0.05048190199404067, 0.03697049904481467, 0.28781132622971806]), (0.5234711060978247, 0.39999999999999997, 0.5342960534738415, 0.44000000000000017, [0.18291994297143357, 0.022638151752590537, 0.04030524621715114, 0.29025257112465674]), (0.5130686725548202, 0.39999999999999997, 0.5282947096408545, 0.30400000000000005, [0.20343694214371497, 0.029259495443630375, 0.03772154884370971, 0.2267704027521596]), (0.49229886202725515, 0.39999999999999997, 0.5073329216484062, 0.5200000000000001, [0.19746818603046237, 0.02497645444140729, 0.06265237305076447, 0.24390460657652935]), (0.4777822527867906, 0.39999999999999997, 0.4921492113154138, 0.4720000000000002, [0.19907714458259448, 0.023360407758848088, 0.06847173565022857, 0.20251611974092776]), (0.5129547877615284, 0.39999999999999997, 0.5246424666832751, 0.28800000000000003, [0.2073096809184247, 0.028007324615746225, 0.03589385797088766, 0.21335863749491893])] ilIXmShap_sgdr_nmf = [(0, 0, 0, 0, [0.06234339423196439, 0.005722828349351279, 0.5211212327479448, 0.12364875604208875]), (0.06629612670801065, 0.7999999999999999, 0.07580648152615586, 0.9200000000000002, [0.09679928597400307, 0.027454438102567064, 0.4990206147726179, 0.07624340019079164]), (0.02938868684890351, 1.0, 0.04730317515787537, 0.9760000000000001, [0.07521268271048163, 0.010568556177633318, 0.5433230856349841, 0.11017014413447404]), (0.017431325323718827, 1.0, 0.026641109171250385, 0.9760000000000001, [0.07019860613664995, 0.005718614230264207, 0.5343693474243638, 0.11548577936470827]), (0.012853324600482547, 1.0, 0.014983368049839576, 0.9840000000000001, [0.07007176784901824, 0.009867152574919312, 0.512060090852972, 0.1211586799803719]), (0.020387948781743194, 1.0, 0.04208063096945235, 0.9760000000000001, [0.0745308135198113, 0.012484760619448835, 0.5356115189569595, 0.12026598437012329]), (0.020017045162579673, 1.0, 0.0385252867832105, 0.9840000000000001, [0.06634110052328633, 0.011983842486409449, 0.53941618371345, 0.12693431727183246]), (0.03237004263631234, 1.0, 0.05330581728524846, 1.0, [0.06207523966102, 0.03148859918101751, 0.5046160331856742, 0.11309171127272073])] ilIXmShap_sgdr_svd = [(0, 0, 0, 0, [0.06820983025960897, 0.004027087923391268, 0.5222112456752435, 0.11963660925214623]), (0.041744845310459903, 1.0, 0.04527008672103105, 0.9600000000000002, [0.08593959002550104, 0.0122216099105621, 0.5400218335464642, 0.08732685069963951]), (0.02768511532362599, 1.0, 0.04655750220888793, 1.0, [0.060932324101754316, 0.022379304640579405, 0.5298661757579247, 0.1018012034087268]), (0.016849240613878474, 1.0, 0.03091602118800504, 0.992, [0.07103463309163621, 0.011353435580447104, 0.5369963874560535, 0.12154490974049727])] ilIXmShap_sgdr_pca = [(0, 0, 0, 0, [0.07431705730018816, 0.007517148729362651, 0.5299121316641058, 0.11438476247720773]), (0.04373503257651791, 0.7999999999999999, 0.05621505722309696, 0.9600000000000002, [0.09841519017474924, 0.023023794808971664, 0.5503704208783035, 0.08844183673204417]), (0.021989842943299115, 1.0, 0.05415627312597247, 0.9840000000000001, [0.057778801071849566, 0.019188044478785908, 0.5268523234594354, 0.10635562555263683]), (0.024401463451446614, 1.0, 0.0520720267750507, 0.992, [0.07039250350897412, 0.019075978421788726, 0.5088746078523989, 0.11242380757576095])] ilIXmShap_krid_mdav = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.027229887264527065, 1.0, 0.027649441724687043, 0.968, [0.05944949753827552, 0.010126913011952598, 0.3307549061247553, 0.3078478712252046]), (0.20037760129608234, 0.7999999999999999, 0.20518794277722993, 0.8000000000000003, [0.10154209897243485, 0.004379865872779636, 0.18586286057798682, 0.3939026460502262]), (0.08773489588598353, 0.7999999999999999, 0.09019466228517477, 0.9120000000000001, [0.08547489804291697, 0.0015780678438200016, 0.27615251160371956, 0.32422803774093867]), (0.04226833023922657, 1.0, 0.04397094524854067, 0.936, [0.04596134373964978, 0.01726417784677163, 0.32701660980084335, 0.3219601784651121]), (0.0659645564399862, 0.7999999999999999, 0.06704693145932533, 0.936, [0.0574540944645392, 0.011924492928332833, 0.3038287785643919, 0.3359196832337378]), (0.18249752617817372, 0.7999999999999999, 0.18580845638563825, 0.8320000000000002, [0.08562200788240525, 0.003583963033210059, 0.20308784268638477, 0.39248112300949556]), (0.07781595688022117, 0.7999999999999999, 0.11063579391171889, 0.8560000000000001, [0.017865606691339547, 0.04517830920002365, 0.3858984387775859, 0.33638539199849093]), (0.16469478768043852, 0.7999999999999999, 0.19513391982779968, 0.8080000000000003, [0.03267204038917457, 0.04787897697263052, 0.5030425617667088, 0.24349013856148094]), (0.14438468511301264, 0.7999999999999999, 0.15134884081343428, 0.8480000000000001, [0.001622001806761671, 0.03424046067034613, 0.4718355316789291, 0.2386646628542178]), (0.23984284332056235, 1.0, 0.2777651445523842, 0.7920000000000003, [0.05821149882653454, 0.05769993521831024, 0.571250498059581, 0.20607281758428325]), (0.028360306047978623, 1.0, 0.028982805253107712, 0.96, [0.06264105736161141, 0.009730687253182425, 0.3265619451939316, 0.3023866680084909]), (0.1288818061528028, 0.7999999999999999, 0.18712643520314828, 0.8160000000000003, [0.059815458344446036, 0.06123536255735286, 0.4687859706954435, 0.3099603591363848]), (0.10226612172111278, 0.6000000000000001, 0.11498025161437585, 0.84, [0.003498916867764343, 0.041229098637746195, 0.33005191795032224, 0.3686037643426917]), (0.09229775147054986, 0.6000000000000001, 0.10527970449039287, 0.84, [0.0033802435116175762, 0.04130397683150291, 0.33888683032866274, 0.35715171406320123]), (0.11845355771742011, 0.6000000000000001, 0.1392907299703039, 0.8160000000000001, [0.011626697914224923, 0.04488988541912141, 0.3208229982757264, 0.38939374892326256])] ilIXmShap_krid_mond = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.11540626876873643, 0.7999999999999999, 0.11874255550838825, 0.8880000000000002, [0.08997006921933683, 0.002231002377225515, 0.25514954239915, 0.34426989423095555]), (0.08069806001418547, 0.7999999999999999, 0.08214133060825592, 0.9280000000000002, [0.06820214582799893, 0.007493370778211017, 0.2881219305599013, 0.33906114166686196]), (0.07883525143372778, 0.7999999999999999, 0.08011244356135162, 0.9280000000000002, [0.06577655221897412, 0.009040093101223879, 0.28902237632629174, 0.33764069897214966]), (0.07552114920568584, 0.7999999999999999, 0.08268623752295184, 0.8880000000000001, [0.002056809613706841, 0.03539085151271893, 0.381000202066099, 0.3240282139765197]), (0.07552114920568584, 0.7999999999999999, 0.08268623752295184, 0.8880000000000001, [0.002056809613706841, 0.03539085151271893, 0.381000202066099, 0.3240282139765197]), (0.07552114920568584, 0.7999999999999999, 0.08268623752295184, 0.8880000000000001, [0.002056809613706841, 0.03539085151271893, 0.381000202066099, 0.3240282139765197]), (0.07891098156097878, 0.7999999999999999, 0.11119662193230838, 0.8400000000000002, [0.017328728748696315, 0.045731666424782824, 0.37529100569384843, 0.34346961525356834]), (0.20271661246545597, 0.7999999999999999, 0.2231075933303739, 0.8080000000000003, [0.022373411258197806, 0.04287625074189894, 0.5284302963826361, 0.20357296756573567]), (0.20271661246545597, 0.7999999999999999, 0.2231075933303739, 0.8080000000000003, [0.022373411258197806, 0.04287625074189894, 0.5284302963826361, 0.20357296756573567]), (0.20271661246545597, 0.7999999999999999, 0.2231075933303739, 0.8080000000000003, [0.022373411258197806, 0.04287625074189894, 0.5284302963826361, 0.20357296756573567]), (0.20271661246545597, 0.7999999999999999, 0.2231075933303739, 0.8080000000000003, [0.022373411258197806, 0.04287625074189894, 0.5284302963826361, 0.20357296756573567]), (0.20271661246545597, 0.7999999999999999, 0.2231075933303739, 0.8080000000000003, [0.022373411258197806, 0.04287625074189894, 0.5284302963826361, 0.20357296756573567]), (0.32971163590542296, 0.7999999999999999, 0.3368364439670628, 0.8400000000000002, [0.0011738731367245475, 0.029806100218270216, 0.6100934841254805, 0.09473955107826332]), (0.34542446135132426, 0.7999999999999999, 0.3543723330448506, 0.8320000000000002, [0.00410779600250276, 0.03159381175968497, 0.6250513680474757, 0.08744361670089904]), (0.34542446135132426, 0.7999999999999999, 0.3543723330448506, 0.8320000000000002, [0.00410779600250276, 0.03159381175968497, 0.6250513680474757, 0.08744361670089904])] ilIXmShap_krid_nAdd = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.269414348903392, 0.39999999999999997, 0.2767104870235117, 0.6480000000000001, [0.14376313442280014, 0.014696631898241537, 0.10919920471449798, 0.36968539654954397]), (0.34345083693605966, 0.39999999999999997, 0.3568589270026727, 0.312, [0.20390466131251186, 0.03611219802997114, 0.04624817405947181, 0.34009296566982683]), (0.3360221440770453, 0.39999999999999997, 0.34689481746674283, 0.40800000000000003, [0.19482502095265747, 0.03162232048536597, 0.05198991802785752, 0.3512247655724367]), (0.32956426351587853, 0.39999999999999997, 0.33783720023911923, 0.44000000000000017, [0.18805182119569464, 0.027483001702305717, 0.054572087487064005, 0.3443143910587604]), (0.33460965332684883, 0.39999999999999997, 0.3480233519775629, 0.344, [0.21199298205466785, 0.03842181744162445, 0.05716703837221757, 0.31149023573988344]), (0.3577274629431085, -0.19999999999999998, 0.36957360622122687, 0.264, [0.22160019376393625, 0.03738670351734918, 0.03523757419998751, 0.2943895316366113]), (0.31286038691963397, 0.39999999999999997, 0.3221371267058791, 0.4960000000000001, [0.19191671394200374, 0.030422396361577526, 0.07263902622686666, 0.3284521473041569]), (0.35464360926471833, 0.39999999999999997, 0.3665240323961175, 0.32, [0.20858952035069275, 0.023842194737277254, 0.03145823125931063, 0.2835709564000408]), (0.35553264220503694, 0.39999999999999997, 0.36472568383202564, 0.32799999999999996, [0.19781698212506413, 0.01999009247519203, 0.025952708142817756, 0.27241402863618863]), (0.3770900725848208, -0.39999999999999997, 0.3926915210216642, 0.152, [0.2521278453931321, 0.04380635267172123, 0.04008084813730438, 0.21380474994781656]), (0.3498596426441636, 0.19999999999999998, 0.3669841603471165, 0.376, [0.2186052255329253, 0.027362319241057857, 0.05202238595654974, 0.21217193185922129]), (0.3850443147388257, -0.39999999999999997, 0.40916712822312334, 0.168, [0.24818618993862976, 0.03393585799862844, 0.026943819469428417, 0.21524777228158976])] ilIXmShap_krid_nAdL = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.34498119357442747, 0.39999999999999997, 0.35647060326732216, 0.42400000000000015, [0.18669983155805217, 0.03273939256838629, 0.05196401097084571, 0.3997495151881374]), (0.34074092731928285, 0.39999999999999997, 0.35483323932707656, 0.38400000000000006, [0.19503538388562933, 0.03287688653699219, 0.05006406445580256, 0.36548916082482813]), (0.3081240472393123, 0.39999999999999997, 0.32699231715284993, 0.4800000000000001, [0.2233039926865572, 0.04665998901054785, 0.09474588563683707, 0.2901887511039465]), (0.3065327138980307, 0.39999999999999997, 0.324689969573415, 0.44800000000000006, [0.21470540160114887, 0.04345195166953444, 0.09100680456702995, 0.2821876519503697]), (0.3218059195964186, 0.39999999999999997, 0.33239733282593165, 0.5120000000000001, [0.17665644218495188, 0.025677312279007415, 0.06057646033654146, 0.3559815307818191]), (0.29261448441635374, 0.39999999999999997, 0.30618841611720155, 0.52, [0.1993907551447684, 0.02909078417858764, 0.09678426335452597, 0.2840371041323722]), (0.3402031054200433, 0.39999999999999997, 0.35712764474849884, 0.304, [0.2395959873617034, 0.049892079208871794, 0.06875355935284938, 0.26205636988852105]), (0.2999531928968357, 0.39999999999999997, 0.3147506849432112, 0.504, [0.20826748341439547, 0.03039881112693028, 0.10044238091022777, 0.23096732912393667]), (0.33381145028241355, 0.19999999999999998, 0.35093927934308455, 0.336, [0.22460666075789146, 0.03993163531779795, 0.0746459628037611, 0.21518898578450824]), (0.2767965978573968, 0.39999999999999997, 0.29315843515374224, 0.6000000000000001, [0.16288365545623834, 0.004805550698402036, 0.09644429402136223, 0.27668601152763683]), (0.36695297390170567, 0.39999999999999997, 0.3790836199295748, 0.272, [0.232726767751452, 0.0340418507088558, 0.03463191773421926, 0.23890009268386186]), (0.3451157126165129, 0.39999999999999997, 0.35776759196799174, 0.41600000000000004, [0.2233643097244765, 0.03213105633139474, 0.05683455200123388, 0.22741747678419355])] ilIXmShap_krid_nmf = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.2851285658754313, 0.7999999999999999, 0.3074258442098731, 0.552, [0.19090551128172667, 0.05402725185840605, 0.43980379189348967, 0.058698803639473635]), (0.37652259964114293, 0.39999999999999997, 0.38539128432359937, 0.5280000000000001, [0.13230305892011873, 0.013124863381707272, 0.04183902534839146, 0.4909311068944121]), (0.004308456497713158, 1.0, 0.004473691378017338, 0.9840000000000001, [0.058801299276509525, 0.009452746281390862, 0.34879260861530403, 0.29362452228070984]), (0.004387241741276587, 1.0, 0.004570026797478734, 0.992, [0.059455569523910644, 0.009152301871317494, 0.3486005260001606, 0.2930979666404117]), (0.0009186965159218769, 1.0, 0.0009339098023115545, 1.0, [0.05786601791034172, 0.009798894396045974, 0.35293413590954315, 0.29061125730420295]), (0.0007541142714028429, 1.0, 0.0007800235339568247, 1.0, [0.058208402602465646, 0.009718487884019921, 0.3515317220730315, 0.29143957348086014]), (0.0002791078275071251, 1.0, 0.00034295448941218805, 1.0, [0.058091048304563006, 0.009716629126150457, 0.3520035748013537, 0.2912705297236026])] ilIXmShap_krid_svd = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.27742950146098494, 0.7999999999999999, 0.2842916868133973, 0.8480000000000003, [0.0876624424392131, 0.011431841106363362, 0.5373547625923073, 0.08665786463187103]), (0.24766617393292845, 0.7999999999999999, 0.2552064338541935, 0.8400000000000002, [0.003745440199389284, 0.02997157779720301, 0.559821861760324, 0.16916699763799425]), (4.43376414556942e-14, 1.0, 5.776675561337531e-14, 1.0, [0.057999130262062513, 0.009800299412327695, 0.35214698293688573, 0.291065869901729])] ilIXmShap_krid_pca = [(0, 0, 0, 0, [0.05799913026204534, 0.00980029941233131, 0.3521469829369164, 0.2910658699017022]), (0.3444678113494566, 0.39999999999999997, 0.4264342262557399, 0.28800000000000003, [0.2290979917114493, 0.07478849545556328, 0.4905353147108736, 0.034144760083006855]), (0.21302238682949573, 0.7999999999999999, 0.21813255625429204, 0.8800000000000001, [0.0057721405425662075, 0.027063475071959497, 0.5296748811109359, 0.18696636475668943]), (1.1880005583848366e-14, 1.0, 3.9504493121024504e-14, 1.0, [0.057999130262049385, 0.00980029941233398, 0.352146982936908, 0.2910658699016953])] ilIXmShap_svd_mdav = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.04010587142679236, 1.0, 0.05018158148907711, 0.992, [0.06355932791990884, 0.04977710313846478, 0.5130796802089351, 0.2079926986861674]), (0.07722525357223423, 1.0, 0.08271308999521367, 0.992, [0.06512385047434516, 0.05923548183084877, 0.46396261851551485, 0.2625993028319881]), (0.03866474534305486, 0.7999999999999999, 0.05603774946278094, 0.9840000000000001, [0.07056907541970665, 0.07165692572904797, 0.5099636011036265, 0.209545708941106]), (0.07531945884686678, 1.0, 0.10376613632527609, 0.9440000000000002, [0.07977207036635917, 0.07056774172557762, 0.46484562549269065, 0.2001785258502336]), (0.10996373175126621, 1.0, 0.12012027653335564, 0.944, [0.11334697644467566, 0.08404005388814363, 0.43545044090280366, 0.2729179150567289]), (0.06596661334601217, 0.7999999999999999, 0.08844201103654317, 0.9760000000000001, [0.08041571398117126, 0.08616429451009835, 0.4736191091576727, 0.21959842273186753]), (0.029838119479244533, 1.0, 0.07302008883374574, 0.992, [0.09008999858947211, 0.06886535729995398, 0.5297426703157432, 0.20493193022050543]), (0.06896531257919991, 1.0, 0.08227250372755154, 1.0, [0.1288857829629234, 0.06690694357254612, 0.5830317037388922, 0.2139227185597933]), (0.08500325339056236, 1.0, 0.09593160909355239, 0.992, [0.08792207245968393, 0.05736241111432002, 0.5947146145328116, 0.1761368938551182]), (0.12495237373760432, 1.0, 0.16726781149653014, 0.8720000000000002, [0.0695807438175973, 0.06728850098786056, 0.6223967166882004, 0.1499268505115273]), (0.15520796712272955, 1.0, 0.21965395247721972, 0.8320000000000003, [0.05732635053483382, 0.038290686880285876, 0.3854156405983334, 0.19330122208496534]), (0.06486958816103261, 1.0, 0.11295408681149487, 0.9840000000000001, [0.14835267220503895, 0.06734354735623514, 0.5427578735182539, 0.21232828441477924]), (0.1205740380984329, 1.0, 0.23892663117546029, 0.6960000000000002, [0.10712481181584693, 0.04835019230238915, 0.5218108203234528, 0.11402152013126214]), (0.15940850859865885, 1.0, 0.19404895819552084, 0.8080000000000003, [0.08533155618126288, 0.0851196515834532, 0.3910418216462908, 0.30342064332295665]), (0.13629412233832672, 1.0, 0.1833656022071725, 0.9120000000000001, [0.09884347519117831, 0.025342531822087778, 0.4428519817616203, 0.3307300761714942])] ilIXmShap_svd_mond = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.06448228139087758, 1.0, 0.07080616819632708, 0.9840000000000001, [0.0789164441954555, 0.06482281492395428, 0.47420674575609, 0.26037518681986976]), (0.01919663591014213, 1.0, 0.041475993575136275, 0.992, [0.09867689170659169, 0.06694324234840943, 0.5321359991606466, 0.24575624962604858]), (0.02697694184844502, 1.0, 0.04724895786373156, 0.9840000000000001, [0.08468712776283864, 0.0698924884666779, 0.5094472878687043, 0.22283967489307205]), (0.03975463462247214, 1.0, 0.05767950407119856, 0.9840000000000001, [0.08948058233663557, 0.06523851927407566, 0.5197934715185921, 0.1951270296215891]), (0.03975463462247214, 1.0, 0.05767950407119856, 0.9840000000000001, [0.08948058233663557, 0.06523851927407566, 0.5197934715185921, 0.1951270296215891]), (0.03975463462247214, 1.0, 0.05767950407119856, 0.9840000000000001, [0.08948058233663557, 0.06523851927407566, 0.5197934715185921, 0.1951270296215891]), (0.057198539167699576, 1.0, 0.07981292723654851, 0.9840000000000001, [0.08764828311473113, 0.0710418550317513, 0.5304039387875473, 0.17689112634652077]), (0.0761887127980876, 1.0, 0.15817356569317656, 0.8240000000000002, [0.055384722432545434, 0.037428428839842695, 0.5425049532704133, 0.16790637107427892]), (0.0761887127980876, 1.0, 0.15817356569317656, 0.8240000000000002, [0.055384722432545434, 0.037428428839842695, 0.5425049532704133, 0.16790637107427892]), (0.0761887127980876, 1.0, 0.15817356569317656, 0.8240000000000002, [0.055384722432545434, 0.037428428839842695, 0.5425049532704133, 0.16790637107427892]), (0.0761887127980876, 1.0, 0.15817356569317656, 0.8240000000000002, [0.055384722432545434, 0.037428428839842695, 0.5425049532704133, 0.16790637107427892]), (0.0761887127980876, 1.0, 0.15817356569317656, 0.8240000000000002, [0.055384722432545434, 0.037428428839842695, 0.5425049532704133, 0.16790637107427892]), (0.13923835647621013, 0.7999999999999999, 0.3539652281883491, 0.8880000000000001, [0.05326117113135302, 0.0862852938990447, 0.604050756432435, 0.12299949802351785]), (0.1271280292670188, 0.7999999999999999, 0.3644757837560965, 0.8880000000000001, [0.05564159280626499, 0.09033584302567318, 0.5851693741263102, 0.12724996513175701]), (0.1271280292670188, 0.7999999999999999, 0.3644757837560965, 0.8880000000000001, [0.05564159280626499, 0.09033584302567318, 0.5851693741263102, 0.12724996513175701])] ilIXmShap_svd_nAdd = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.39392533073650227, 0.39999999999999997, 0.4771579049659473, 0.248, [0.1835592126036174, 0.047931456406834515, 0.15754819334617437, 0.3134991629917649]), (0.44872501945542703, 0.39999999999999997, 0.5298036564512101, 0.11200000000000002, [0.1750935417768336, 0.0648401362602358, 0.11162882941696317, 0.36627795786230927]), (0.49764951860309165, 0.39999999999999997, 0.6017739298319709, -0.14399999999999996, [0.2542817592372776, 0.0666666539088826, 0.06791165198253003, 0.3074819721372808]), (0.49407327265341605, -0.19999999999999998, 0.5929725107220516, -0.19200000000000003, [0.21740027450555283, 0.09490360003575954, 0.05667792279533572, 0.26556836792061944]), (0.5309318407076841, -0.19999999999999998, 0.6283224366159662, -0.27999999999999997, [0.20768264925057775, 0.06272811424225055, 0.02815280444618339, 0.35402668165831996]), (0.4006573925338518, 0.39999999999999997, 0.4946517103353926, 0.20000000000000004, [0.2001210081744291, 0.04387789595342369, 0.1517852064370902, 0.29621875599876984]), (0.4384480445469446, 0.39999999999999997, 0.530520640741157, 0.12, [0.1903389836679991, 0.07858759372592206, 0.11235089572606674, 0.3107908830169586]), (0.5060503427759472, -0.19999999999999998, 0.6045745080767528, -0.15999999999999998, [0.1928005845685718, 0.0668244854317488, 0.04206938549961042, 0.31020257511091887]), (0.5062800037184542, -0.19999999999999998, 0.6088066237592957, -0.22399999999999998, [0.23725815103126738, 0.05132720311776499, 0.04881407607458062, 0.27290029636367374]), (0.48099029762193474, 0.39999999999999997, 0.5670218633903391, -0.04799999999999998, [0.2109935033649026, 0.051287253854002623, 0.06669672897398395, 0.25916780098443093]), (0.35034408430015473, 0.7999999999999999, 0.4410838429005544, 0.43999999999999995, [0.11368026313589569, 0.055656976511941375, 0.18270305492513614, 0.2601157185298829]), (0.5303912450930907, -0.39999999999999997, 0.6703305414449057, -0.4, [0.26364109093247995, 0.06013357441265289, 0.03066833609476013, 0.21534047946160834])] ilIXmShap_svd_nAdL = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.49299050812557893, 0.39999999999999997, 0.586602953471057, -0.007999999999999978, [0.21748926453830514, 0.06105890821461919, 0.07079882167110933, 0.3532357872670181]), (0.3246180632709795, 0.7999999999999999, 0.39174869020262404, 0.5920000000000002, [0.12619502023891271, 0.05912373573966777, 0.21313927328999074, 0.28626817846929703]), (0.43648561596162055, 0.7999999999999999, 0.4921092003795883, 0.40000000000000013, [0.11835587086621079, 0.03648736561146094, 0.12150830152798058, 0.3789821951740848]), (0.43908690152362106, 0.39999999999999997, 0.5265787744016096, 0.096, [0.21114376035950902, 0.0323766103511533, 0.11713947020588655, 0.30881693774298613]), (0.39260800255719425, 0.39999999999999997, 0.49166719643134427, 0.2799999999999999, [0.210477713103149, 0.04742020302048648, 0.16337731258791532, 0.29574813184502985]), (0.36270222426741916, 0.7999999999999999, 0.4332439609413645, 0.52, [0.11284735287013048, 0.06520709428458271, 0.18008063055576154, 0.3203650937002842]), (0.41171764876668665, 0.39999999999999997, 0.5048500197528868, 0.22400000000000003, [0.17176549878639766, 0.06710729149702789, 0.13694624258357, 0.3172395158356978]), (0.4495090072872999, 0.39999999999999997, 0.54302975521448, 0.02400000000000001, [0.21698279247878097, 0.059075991184526985, 0.10311531458608482, 0.281955064019865]), (0.3620345928143418, 0.7999999999999999, 0.4376514482186735, 0.392, [0.1270866660152465, 0.04792572685126358, 0.1895422278464731, 0.34590362840224126]), (0.42375331553429973, 0.39999999999999997, 0.4921266317999353, 0.23200000000000004, [0.12288169772220012, 0.08336808563034986, 0.11419633038984175, 0.29537175879780714]), (0.40224333558367076, 0.39999999999999997, 0.4981394065633127, 0.31199999999999994, [0.16038369610382922, 0.033537208446485965, 0.14882933353222977, 0.3323681125481754]), (0.5348070529476702, -0.19999999999999998, 0.6205901853836234, -0.256, [0.19194516168580997, 0.04564391399461797, 0.014399823436348996, 0.3234198956558035])] ilIXmShap_svd_nmf = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.15023550447186365, 0.7999999999999999, 0.2031968849975982, 0.8080000000000003, [0.048558372858566, 0.0754004742581459, 0.5622401111592786, 0.09219138087612151]), (0.11089381023480509, 1.0, 0.11806404927203008, 0.992, [0.11946782423336746, 0.059031836014928264, 0.6154787194092695, 0.16753593665497124]), (0.001082158728766807, 1.0, 0.0013839645569757666, 1.0, [0.08894758409977425, 0.05743532659389405, 0.530079517028347, 0.2321144212168919]), (0.00044983418056952713, 1.0, 0.000695104980419138, 1.0, [0.08846268134124681, 0.05740842289679919, 0.5306795681632434, 0.23264136988561718]), (0.00036722854074025155, 1.0, 0.0003854773179252159, 1.0, [0.0885560295239763, 0.05752301172168194, 0.5306845725227382, 0.23245629449554384]), (9.243918155500263e-05, 1.0, 0.00012535004305450507, 1.0, [0.08864927827914246, 0.057523864475111354, 0.5311099704684633, 0.2323999815470013]), (0.0001769227772763286, 1.0, 0.00023900415225471558, 1.0, [0.0886114349996893, 0.057458903454491256, 0.5309006900744478, 0.23253906913496114])] ilIXmShap_svd_svd = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.16255170488328902, 1.0, 0.17556235490229402, 0.9760000000000001, [0.07198249859876625, 0.07081884296938318, 0.6414367520675611, 0.11504982013189881]), (0.12841023097495094, 1.0, 0.13661369302264145, 0.992, [0.12240028697931608, 0.05408042907575476, 0.6384716586004608, 0.17084412458660997]), (2.4938349938228196e-15, 1.0, 2.8933272610357954e-15, 1.0, [0.08861012249851649, 0.057508117868542194, 0.5310474785995374, 0.23245344777774068])] ilIXmShap_svd_pca = [(0, 0, 0, 0, [0.08861012249851616, 0.05750811786854183, 0.5310474785995349, 0.2324534477777408]), (0.16618601873775382, 0.7999999999999999, 0.19134380452823707, 0.9200000000000003, [0.060187558998443344, 0.07685669125956608, 0.6264325117848419, 0.10078234669645028]), (0.12637267004896588, 1.0, 0.13452499414329952, 0.992, [0.12212654984478213, 0.054070233079634884, 0.6367649072546562, 0.17196620069230284]), (1.3816590610120242e-15, 1.0, 1.592473400464723e-15, 1.0, [0.08861012249851644, 0.05750811786854203, 0.5310474785995363, 0.23245344777774093])] ## ---------------------- ## RESULTS DIABETES ## ---------------------- # ilDXmShap_linR_mdav = testMeILMeanShapley (trDX, trDY, teDX, teDY, sklearn.linear_model.LinearRegression,diabetes.feature_names, mdav, trDp_mdav) # ilDXmShap_linR_mdav = [ilDXmShap_mdav[0]]+ list(map(lambda x: (x[0],x[1][0],x[2],x[3],x[4]), ilDXmShap_mdav[1:])) ## Diabetes + Linear Regression ilDXmShap_linR_mdav = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (8.565477660753148, 0.9151515151515152, 11.461145688744196, 0.9264069264069263, [0.9697288232060843, 10.682573106524574, 19.124044339744987, 15.273334477556004, 14.860500702442867, 9.670689379780598, 1.9290118698227627, 2.8685170578920363, 22.498978236839793, 3.5921960980529386]), (18.187540658200394, 0.8181818181818182, 20.642997603421072, 0.9134199134199131, [0.11066923877049854, 10.345075231723836, 19.176780197155523, 16.85161655580437, 10.587578040958235, 3.3640704279815634, 0.050720861784872194, 9.922710827273127, 16.98476001307405, 3.9736054147952715]), (13.08071992491037, 0.9151515151515152, 15.607966459256478, 0.9229437229437228, [0.05288331444302071, 11.800204304234793, 17.202450899718542, 16.380349055163432, 13.799307451763438, 6.7563909836330955, 0.9627826655765678, 8.02675636918482, 19.523613791638233, 4.930050813646373]), (21.346361691333136, 0.6484848484848483, 27.4000037720339, 0.7564213564213562, [2.9474018955231083, 9.857499476499951, 20.6429937316247, 18.450235386593334, 6.045771154244932, 3.177817936700765, 8.347427636566701, 0.8311722968728708, 17.76620300377422, 1.0704002627189704]), (13.96866909257937, 0.9030303030303028, 15.753946818331015, 0.9581529581529582, [3.604463649671494, 14.897971037135868, 16.492855817033067, 23.350004920905718, 19.113285799703185, 13.04840780038489, 3.7139067903991867, 11.424500467712537, 21.36402988949904, 1.7458466185220476]), (9.60510360750774, 0.8909090909090909, 12.946196367594371, 0.8715728715728718, [1.0117529486682681, 10.773294339600232, 19.665978924064852, 18.870819681276853, 15.76126524700106, 11.744353800815288, 2.6981086640460226, 0.3896802055562614, 21.996537111255886, 2.269095969503125]), (28.60167318245856, 0.406060606060606, 37.53827692607494, 0.5324675324675324, [0.45060313141199254, 10.29246073497393, 15.32456402252102, 19.1309941125715, 0.4369766490340635, 1.4539031319994187, 13.50751402722988, 0.8622411019532404, 15.48857274592925, 1.0304017882897711]), (26.78295425570313, 0.22424242424242422, 36.0728899468869, 0.5287157287157288, [4.970432864015472, 4.817197645106304, 20.748294554576926, 14.338235662195167, 0.9402157479990569, 1.9402191876408412, 10.534652095806345, 6.288638715802584, 16.544708054048094, 5.680137822285487]), (22.99718316605161, 0.6969696969696969, 26.551354006537313, 0.849062049062049, [1.0999848345306151, 9.704552495132177, 23.054510506658083, 15.266519505369743, 4.667564269829435, 1.6839785088301802, 1.7154553432199495, 6.391119766749365, 15.371195794979563, 1.827853347615879]), (28.464828094924492, 0.3696969696969697, 37.90831618303317, 0.5826839826839828, [1.8117823773536792, 9.502766126540529, 21.556068134495565, 19.47462738464648, 0.683508514428835, 4.65526080734263, 4.4733838831560675, 11.88768604056734, 10.306138900046184, 0.7463607902151469]), (50.52242076710504, 0.11515151515151514, 101.85877505116096, -0.13477633477633477, [3.6502012270330946, 8.715081011942301, 22.814617496110078, 14.236924104636273, 36.374821775237436, 28.514943478248764, 38.392052332520656, 17.493086252090215, 1.8264459967001923, 6.394115545156567]), (47.70841983360856, 0.3696969696969697, 104.01932347261832, -0.11948051948051949, [2.233361776242699, 16.83891976960094, 22.857977071374506, 18.298455648771075, 37.06838453454694, 31.77091403718558, 37.34684387049509, 7.558469746124289, 7.3400670376275805, 5.963385608258163]), (44.44050198667727, 0.2606060606060606, 89.7531523793778, 0.0011544011544011347, [1.559472495877089, 14.47779088465557, 15.754719496435204, 18.07424193029238, 28.792741245776337, 21.963207936895316, 36.975639231354506, 14.364956734696948, 3.423715085752305, 4.573730812751105]), (41.1229942570156, 0.35757575757575755, 84.27997905886421, 0.08658008658008658, [7.739077325340067, 16.38320727477556, 23.09843202944668, 22.13220768051005, 24.29007031491161, 17.868123245908208, 34.557414402499845, 21.722571802398765, 11.730470740384774, 0.9300106662654073]), (47.31029267838804, -0.04242424242424241, 82.07180765497381, 0.07676767676767675, [10.011797947448885, 17.65163771625364, 0.7267017425665987, 26.914812133594015, 17.696395721763075, 8.49949589840493, 35.590906351294656, 23.826453525743133, 16.978967679474536, 10.98394386917143])] ilDXmShap_linR_mond = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (16.519912210503367, 0.9515151515151514, 18.799788030343752, 0.971139971139971, [1.7090989890280754, 13.154944332022913, 19.36055339560537, 13.995948859245122, 30.605342031810128, 20.803141631720838, 9.753281024753822, 4.70100478785762, 33.6980397092017, 4.544261641801399]), (7.008044666205208, 0.9515151515151514, 8.049035748470137, 0.9797979797979798, [1.3196023774824486, 12.593144986662995, 19.23295368914599, 14.200645403165787, 23.470747535535796, 15.297819694647853, 6.239019438997745, 3.872635363297794, 29.763413384359193, 4.645321588043852]), (18.682271187502874, 0.8424242424242423, 25.546856441692274, 0.8118326118326118, [3.1155518204335184, 22.296240702834243, 18.996945501358073, 13.58418329055714, 28.37522290263641, 21.713652177720277, 4.309212606846147, 5.172593816309108, 27.922900031216166, 8.246846462691602]), (18.682271187502874, 0.8424242424242423, 25.546856441692274, 0.8118326118326118, [3.1155518204335184, 22.296240702834243, 18.996945501358073, 13.58418329055714, 28.37522290263641, 21.713652177720277, 4.309212606846147, 5.172593816309108, 27.922900031216166, 8.246846462691602]), (18.682271187502874, 0.8424242424242423, 25.546856441692274, 0.8118326118326118, [3.1155518204335184, 22.296240702834243, 18.996945501358073, 13.58418329055714, 28.37522290263641, 21.713652177720277, 4.309212606846147, 5.172593816309108, 27.922900031216166, 8.246846462691602]), (45.7856220582576, 0.8303030303030302, 50.98610163237349, 0.9460317460317459, [2.4101855169380153, 31.30329646485139, 18.17789987910029, 17.1658485290828, 49.08525357163063, 35.30856996309065, 15.33682459840218, 12.394955270844537, 34.459127101568995, 8.428056123696903]), (45.7856220582576, 0.8303030303030302, 50.98610163237349, 0.9460317460317459, [2.4101855169380153, 31.30329646485139, 18.17789987910029, 17.1658485290828, 49.08525357163063, 35.30856996309065, 15.33682459840218, 12.394955270844537, 34.459127101568995, 8.428056123696903]), (45.7856220582576, 0.8303030303030302, 50.98610163237349, 0.9460317460317459, [2.4101855169380153, 31.30329646485139, 18.17789987910029, 17.1658485290828, 49.08525357163063, 35.30856996309065, 15.33682459840218, 12.394955270844537, 34.459127101568995, 8.428056123696903]), (45.7856220582576, 0.8303030303030302, 50.98610163237349, 0.9460317460317459, [2.4101855169380153, 31.30329646485139, 18.17789987910029, 17.1658485290828, 49.08525357163063, 35.30856996309065, 15.33682459840218, 12.394955270844537, 34.459127101568995, 8.428056123696903]), (45.7856220582576, 0.8303030303030302, 50.98610163237349, 0.9460317460317459, [2.4101855169380153, 31.30329646485139, 18.17789987910029, 17.1658485290828, 49.08525357163063, 35.30856996309065, 15.33682459840218, 12.394955270844537, 34.459127101568995, 8.428056123696903]), (118.13689666998505, 0.5515151515151515, 130.67137180595293, 0.8966810966810963, [6.30980342137476, 72.47065412737356, 10.691229757199896, 28.859760181189625, 89.43357204627064, 76.93485550282237, 13.708823278163875, 3.3590559025933677, 47.06679749479022, 20.003987909676695]), (118.13689666998505, 0.5515151515151515, 130.67137180595293, 0.8966810966810963, [6.30980342137476, 72.47065412737356, 10.691229757199896, 28.859760181189625, 89.43357204627064, 76.93485550282237, 13.708823278163875, 3.3590559025933677, 47.06679749479022, 20.003987909676695]), (118.13689666998505, 0.5515151515151515, 130.67137180595293, 0.8966810966810963, [6.30980342137476, 72.47065412737356, 10.691229757199896, 28.859760181189625, 89.43357204627064, 76.93485550282237, 13.708823278163875, 3.3590559025933677, 47.06679749479022, 20.003987909676695]), (118.13689666998505, 0.5515151515151515, 130.67137180595293, 0.8966810966810963, [6.30980342137476, 72.47065412737356, 10.691229757199896, 28.859760181189625, 89.43357204627064, 76.93485550282237, 13.708823278163875, 3.3590559025933677, 47.06679749479022, 20.003987909676695]), (118.13689666998505, 0.5515151515151515, 130.67137180595293, 0.8966810966810963, [6.30980342137476, 72.47065412737356, 10.691229757199896, 28.859760181189625, 89.43357204627064, 76.93485550282237, 13.708823278163875, 3.3590559025933677, 47.06679749479022, 20.003987909676695])] ilDXmShap_linR_nAdd = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (1.2759223250901706, 0.9999999999999999, 1.4242137820050411, 0.9979797979797977, [0.13403644237797754, 9.467233438912485, 19.102232257774943, 14.558872918282077, 19.280232805970734, 12.434571935630974, 3.11867558464107, 5.50868633053953, 26.64854753575541, 2.2617535918494633]), (7.04954311140551, 0.9757575757575757, 7.959029111316645, 0.9777777777777775, [0.09749176334770478, 9.443157660346932, 19.252419459338245, 14.43252899143986, 15.661799542711625, 9.625977491655973, 0.15979403221906283, 3.9960319725657367, 24.92114651638785, 2.3340393550890517]), (2.81409309462119, 0.9878787878787878, 3.148700682992933, 0.9927849927849928, [0.20703291838701326, 9.412252733274956, 19.28733596357402, 14.311897650296672, 18.34330410228851, 11.536505787709832, 2.793440855032602, 5.622449342736788, 25.96751681050978, 2.6152335563120532]), (4.7543778179894876, 0.9757575757575757, 5.331045428898818, 0.9916305916305914, [0.09621062272653588, 9.349781451111614, 19.640642322368087, 14.606914470037974, 17.04412107078893, 10.403268910198108, 1.85142394290544, 5.369803692629719, 25.467779451716304, 2.269070319670519]), (0.9826593754647798, 0.9999999999999999, 1.130638788347886, 0.9968253968253966, [0.10946963602081389, 9.365223547947672, 19.247040955369748, 14.261037463627764, 20.423307884326068, 13.709065045409384, 3.9633324242128807, 5.236534038627049, 27.46073133378108, 2.279000435352428]), (7.432208633160203, 0.9636363636363635, 8.357133622941353, 0.9795093795093793, [0.06814884253769342, 9.681316837794519, 19.128375036453285, 14.52549457305199, 15.423344619858877, 8.937349221519005, 0.4162839920721994, 4.897999497418127, 24.669953036126437, 2.4094131252837783]), (0.6509789880277959, 0.9999999999999999, 0.7431174268317489, 0.9985569985569985, [0.16722560469633546, 9.421032022336812, 19.409664009858272, 14.217801189129371, 19.987274415508516, 13.326366960541023, 3.577164757346164, 4.992649587372073, 27.26406632413624, 2.1501791687314604]), (3.662900506640868, 0.9757575757575757, 4.143240158934015, 0.9927849927849924, [0.1177060442032722, 9.237091596839763, 19.186410652554372, 14.844871566831744, 17.769513230202747, 11.294873582628558, 1.8273583361629848, 4.4527226436561715, 26.187190503375238, 2.1318462856922964]), (10.20156020539503, 0.9393939393939393, 12.855514857279074, 0.9321789321789323, [0.5732674254341446, 9.385472629777066, 19.304091740176048, 14.48212425033984, 13.025999362634796, 7.42564695224142, 1.8431975330204695, 3.170313646302487, 23.455211483745476, 2.361644339871781]), (7.78300762808358, 0.9757575757575757, 9.012813140889046, 0.9558441558441557, [0.04963726204684738, 9.278642675802368, 19.5327454364015, 14.582693195400177, 15.096183360790064, 9.28083619216404, 0.2130439971605004, 3.569950772930192, 24.53723256715036, 2.2792097334208443]), (8.871992284862406, 0.9393939393939393, 11.073151930219414, 0.9468975468975468, [0.003419888790662756, 9.83171177920938, 19.172284010438617, 14.432695549179863, 14.038816451654657, 8.190135886646003, 1.2535453820878077, 3.657826262621927, 24.064979146320265, 2.5684088342314175]), (16.66091655015471, 0.8545454545454544, 21.050648235399745, 0.8303030303030303, [0.32956023798826156, 9.987026600636728, 19.404709202134786, 14.595623699950506, 8.631444511785421, 3.3268987757647235, 5.020468718557908, 2.9853921876207585, 20.747168801111147, 2.229865281651771])] ilDXmShap_linR_nAdL = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (6.735006251926404, 0.9757575757575757, 7.614326936914725, 0.9792207792207792, [0.21825607822640392, 9.535721699364162, 19.132613663699725, 14.542177230167502, 15.893963392633225, 9.721668015426914, 0.3841649274205681, 4.096137533353491, 24.919428719433117, 2.4806110852840653]), (7.461090907733665, 0.9636363636363635, 8.417542800882075, 0.976334776334776, [0.13666058834959754, 9.518686298792097, 19.415391824865292, 14.531862588182259, 15.401970030208222, 9.220600838443769, 0.16544185218390406, 4.306562344256682, 24.643218491949195, 2.301465579213005]), (4.532416671084153, 0.9878787878787878, 5.050657306680812, 0.992207792207792, [0.3529974445609899, 9.985516150804525, 19.17629146790743, 14.514135641957878, 22.973735478137396, 16.034717980801727, 4.70399010410096, 5.001481908355728, 28.62409027938272, 2.3842230318959317]), (5.70603659415165, 0.9757575757575757, 6.4315142876493985, 0.9852813852813851, [0.24171243022617012, 9.543740040994614, 19.377223068686092, 14.402290535151806, 16.419269116068147, 10.192680412641066, 1.023019558458146, 4.605368274835501, 25.20384096080455, 2.1937809633636243]), (4.808464279153221, 0.9757575757575757, 5.446755626227133, 0.9867243867243867, [0.2687408965765501, 9.899372722205145, 18.938688454485913, 14.825801986035922, 17.157684821707484, 10.52329021212594, 1.4581796611912237, 5.152281543797745, 25.3413939419235, 2.5498628099385203]), (3.4351880738635234, 0.9878787878787878, 3.8562440080659286, 0.9936507936507933, [0.027603354791223684, 9.148672589169788, 19.215049845387863, 14.82972758725762, 18.000096051210697, 11.133998109672701, 2.1674447935467285, 5.421474658731754, 26.024429299290183, 1.9814378020904586]), (12.579684190439105, 0.9393939393939393, 16.042446273467274, 0.8790764790764792, [0.09910989331528522, 9.562668488259238, 19.270379564637263, 14.352840586939822, 11.102240912266003, 5.899767192361791, 3.2179653819910676, 2.598573959751298, 23.04057512530768, 2.127262521744911]), (3.178659474171824, 0.9757575757575757, 3.6071048812414235, 0.9907647907647907, [0.14492531708995798, 9.427177369930778, 18.92789816805448, 14.68265112027083, 18.272418681639973, 12.178025516981823, 1.7545587815806474, 3.8713072981642282, 26.292752991476608, 2.5601899196748916]), (11.662144175553097, 0.9515151515151514, 14.67839094018698, 0.9096681096681096, [0.28183711697600033, 9.44413111546865, 19.434581673986287, 14.569548485063054, 11.956734258278152, 6.157086306756115, 2.4529318767501795, 3.1344351726124198, 23.33246923128571, 2.0292885751611256]), (6.7522103932663615, 0.9515151515151514, 7.682773938146839, 0.971139971139971, [0.02486552626306273, 9.553910284393142, 19.690533455399304, 14.155273805682079, 16.09126574601218, 10.43410728328427, 0.023189496417182858, 3.0944748631206367, 24.902257460185123, 2.52933071711426]), (16.43644047397004, 0.8303030303030302, 21.021660860599575, 0.8190476190476188, [0.3034341768282426, 9.420736212979321, 19.28252979044164, 14.362759011876046, 8.615400930712216, 3.987262250761879, 5.514688481371065, 0.9769135889536031, 21.623733537736687, 2.495106448551072]), (4.851674212178588, 0.9878787878787878, 5.4353862991256365, 0.9864357864357864, [0.019176496639107234, 9.732862040687351, 19.15545254916187, 14.49706404972982, 17.960730820717465, 10.414840651561178, 3.5429258516067526, 7.969328176696367, 25.092776292555133, 2.4739885306096006])] ilDXmShap_linR_nmf = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (33.472459298481915, -0.1515151515151515, 45.093641001550054, 0.5174603174603174, [5.348275952285681, 0.9196680795034191, 4.895522585955199, 6.4511534866566, 5.24444592764575, 4.794582340625273, 6.906939409081822, 3.820513483392711, 6.664213363949844, 7.150008388023862]), (30.91869331825672, 0.09090909090909088, 43.75511318705571, 0.5353535353535355, [1.5131511756943454, 9.081567549961916, 8.45192105631621, 2.805381021985444, 4.53559883681852, 4.9712075384229, 8.650231525796803, 10.735365529188716, 9.058797358915633, 5.054607001193283]), (30.577459796578577, 0.07878787878787878, 40.50975197873446, 0.5492063492063493, [4.075864554573029, 13.521983232091586, 14.876105416551448, 11.782104000890476, 2.4255180058814423, 1.8607602149133182, 14.156595691424313, 5.829974867453234, 10.427872217843928, 8.850732995501803]), (29.06443946301806, 0.41818181818181815, 38.09252028649782, 0.5907647907647907, [0.23469330744536765, 11.899495883655257, 16.972549506058645, 14.665090375467955, 2.2804496290551226, 1.8465765203066766, 10.83959409834076, 4.1766452622821095, 10.946765655988091, 10.68582190739933]), (1413203877205518.0, 0.41818181818181815, 1565356268672360.0, 0.5916305916305916, [8002751310695.826, 1556271084433.992, 162303785404791.28, 105410288371464.45, 944764732354297.4, 886474869937629.0, 354988799559102.44, 19451161067759.145, 288439081434157.8, 267608466196400.34]), (1157630260842223.2, 0.4545454545454545, 1286938956945618.2, 0.5093795093795093, [2782594682340.7354, 21602680318569.383, 20043221590238.395, 80958141143387.62, 773337888807230.5, 703297634378709.9, 240236084933946.56, 77692472695024.06, 378469334183651.5, 181686169852585.62]), (23.358694780308127, 0.5515151515151515, 33.17263043849611, 0.584992784992785, [0.31566053368616237, 9.628826811516449, 19.657177454037193, 14.511503019613956, 1.4213447672088235, 4.200234027192112, 7.836775761297224, 5.07574949978761, 17.283760742395618, 2.3341822906565324])] ilDXmShap_linR_svd = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (35.95076217331213, -0.3696969696969697, 48.36175820257428, 0.2545454545454546, [2.542684026003722, 8.614875575543254, 6.396735838954008, 6.5222147631083685, 0.16051543010160213, 1.1460201867284616, 10.505336069845306, 8.572885572935613, 6.2301760266322965, 6.513545768486611]), (33.8421506138868, -0.16363636363636364, 45.18858939301015, 0.25685425685425683, [7.8112869313877535, 6.074745782890568, 9.083124686068684, 13.170701789171229, 0.6618624238085494, 1.6752625315941339, 5.730608281496426, 3.524214328673688, 7.3533498703668005, 10.052219250571525]), (28.021136903087193, 0.33333333333333326, 37.66836527547261, 0.5477633477633477, [1.626612450104429, 9.42934450754189, 18.223210998199395, 12.036945703325111, 1.035857324817547, 3.5748342854323765, 7.430624375151061, 4.169936613664054, 12.507435495480005, 11.700520706509396]), (27.704802252347083, 0.3696969696969697, 37.73553181606322, 0.5564213564213565, [0.30964217904458397, 10.56521772083057, 17.949369507789708, 10.82578234028611, 1.2277318365626475, 3.803195266615267, 8.110500650153822, 4.582222919263218, 13.004163633591718, 11.49726223068928]), (26.964672474576002, 0.4666666666666666, 36.47759694527133, 0.574025974025974, [1.0149862435097545, 11.46559046317901, 20.70329862578488, 14.703330837408993, 1.3848875731457464, 3.152569862921771, 9.540902613825528, 5.049665064103154, 11.998201116510462, 4.297181100971166]), (25.075198350339697, 0.5151515151515151, 35.23801312720874, 0.5766233766233766, [0.23955329388005694, 11.323953299838944, 18.20257649111261, 16.314670215200668, 1.0676865825356845, 4.087461547020903, 9.207759884942456, 5.284346002151132, 15.143122531852104, 3.095082483206742]), (24.209238345690103, 0.5515151515151515, 34.32592067206188, 0.5711399711399711, [0.3422670350081551, 9.415839745296141, 19.715658728115322, 14.477319387170883, 0.7866627407355511, 4.488117008162759, 8.087463330430717, 4.5839047533269035, 16.37693382282347, 2.3212866288714857])] ilDXmShap_linR_pca = [(0, 0, 0, 0, [0.13048091164923972, 9.621137282138703, 19.178726948662657, 14.598871763836206, 20.0761909922762, 13.230190081192688, 3.425006643292884, 5.319764351861389, 27.096123697952823, 2.24138010069665]), (35.93275266197091, -0.3696969696969697, 48.35509893935628, 0.25339105339105333, [2.5452847680598745, 8.64481060677094, 6.397949699979729, 6.541613302393418, 0.1603741732050193, 1.1442558600645198, 10.51241606519095, 8.54204903701533, 6.2515039226488724, 6.517863630239322]), (33.821028924067676, -0.16363636363636364, 45.16416729606124, 0.25598845598845593, [7.817252922536278, 6.077146938821592, 9.102034717225369, 13.192430217016161, 0.6653350659990709, 1.679725571016584, 5.725821869399944, 3.510640549531754, 7.377219407708233, 10.058120955670486]), (27.990716058487948, 0.33333333333333326, 37.62515070284288, 0.5454545454545453, [1.6298017217399203, 9.439974033816073, 18.218404922902277, 12.046557814702163, 1.0352990211585062, 3.572615338210313, 7.428920841392803, 4.160806170711639, 12.568005811504712, 11.701709814754063]), (27.671920744786657, 0.3696969696969697, 37.6891334105872, 0.5567099567099569, [0.3126348913517595, 10.574318212060204, 17.94315740711252, 10.824959221687216, 1.2273847245327754, 3.800965009768331, 8.109398279890035, 4.5742204448913055, 13.072399016510778, 11.49731970458566]), (26.91724941829144, 0.4666666666666666, 36.41844378526759, 0.5714285714285715, [1.0101840081035882, 11.476273833076036, 20.689888183017704, 14.728562318209567, 1.3829338533081212, 3.156522567001474, 9.541603658921776, 5.043639612150183, 12.079044067962613, 4.267251513907404]), (25.069925096185308, 0.5151515151515151, 35.229460654964036, 0.5774891774891774, [0.2402952211201395, 11.334106862567841, 18.204651906538043, 16.299979723791754, 1.0684322088643061, 4.086938755741365, 9.208656472507204, 5.27533068006985, 15.153041893316784, 3.0949071500981167]), (24.206673709728488, 0.5515151515151515, 34.32355729859315, 0.5708513708513708, [0.34227645149396163, 9.415967357927798, 19.715724239893262, 14.476827021550443, 0.7867929784809368, 4.489959512517644, 8.086121232438826, 4.577681318239824, 16.380842040643124, 2.3213517533408754])] ## Diabetes + SGDR ilDXmShap_sgdr_mdav = [(0, 0, 0, 0, [1.7743890328867113, 1.05384670333813, 9.711452689101085, 8.14901731825624, 0.967007996654596, 0.17558552351575504, 5.8693636159531755, 5.131430500360172, 8.477441516169868, 5.050926870898862]), (1.1687526609940921, 0.9636363636363635, 1.3535320329491223, 0.9898989898989898, [2.139185827165549, 1.0631014532989442, 9.294580031746253, 7.871497246641307, 1.0965471232866841, 0.5773448276972465, 5.933282021082142, 5.280251252588238, 7.663666409987673, 5.390582876872228]), (1.9800603998225603, 0.9636363636363635, 2.2542658301299463, 0.9803751803751803, [1.7246777561585755, 0.6863210187278037, 8.721690617733408, 7.790002801306217, 1.1335319552726522, 0.6081766535129021, 5.451399924418429, 5.27864504811462, 7.026211472008841, 5.447503143046858]), (2.475752045057346, 0.9636363636363635, 2.8409360199599796, 0.9809523809523808, [1.8796391998976674, 0.6710017123538934, 8.18472999492395, 7.2160997861037455, 1.0648150046643126, 0.611142035333512, 5.681583183014837, 5.30554541066535, 6.973550072681864, 5.54483004413315]), (2.276963650805982, 0.9272727272727272, 2.6137942937194945, 0.9544011544011545, [1.360251091490626, 0.2807003834353666, 8.779022612391827, 7.6114070586051215, 1.4113009277846538, 1.0281201798484234, 5.781835842543339, 5.515667779709762, 7.002849479675551, 5.104915206876546]), (3.0989070233165923, 0.8787878787878788, 3.600286652296067, 0.9561327561327561, [1.1675643373463982, 0.7272155133478273, 7.766311023783028, 7.718939404693497, 1.6435613867481347, 1.2899744766974661, 5.2338122751122835, 5.361263978873489, 6.744832022540136, 5.089471172053344]), (3.108206911472175, 0.9393939393939393, 3.573946251116399, 0.9494949494949497, [1.7766323876783332, 0.1784566973908603, 8.153084264310007, 6.97389116578381, 1.4068243671869791, 1.0800026832215817, 5.340604387222906, 5.054157717188405, 6.539363473997521, 5.230066890615454]), (3.4646710986355926, 0.9515151515151514, 4.117951908117958, 0.9417027417027419, [1.7358089473344702, 0.21912941372560532, 7.408251902589468, 6.8681594130019, 1.5646718566645732, 1.193585266083103, 5.74084606362051, 5.605386159063725, 6.8349895155437865, 5.218404455180074]), (3.2926283330011628, 0.8545454545454544, 4.239753015018782, 0.9194805194805197, [1.3728632592580265, 0.6893011992216119, 8.148816937725176, 6.697338521445123, 1.7084774755282721, 1.399461538170769, 5.380653462173055, 5.330044226373139, 6.6399614692005935, 5.594816299280606]), (3.6400514240079396, 0.9151515151515152, 4.236252771416096, 0.9353535353535355, [2.161882587971173, 0.2517742470374424, 8.134666358392192, 6.712126946702485, 1.9696433602872954, 1.5312478188314478, 4.672399759657339, 5.323545034825576, 6.58662922371975, 5.183946764900826]), (3.5793101107834118, 0.9151515151515152, 4.41393084798098, 0.9313131313131316, [1.876828473161874, 0.4766931970968477, 7.7846370205318625, 6.733931772573745, 1.6341117360544677, 1.2771445802965, 5.148957031152643, 5.4503263248642995, 6.367250503410094, 5.194902837237862]), (3.7260272206614147, 0.8666666666666665, 4.8664932143266855, 0.8987012987012987, [1.6303657710469033, 1.0093555061570334, 7.789574405912995, 6.510921586809422, 2.0420222521675733, 1.7111440025284947, 5.153075949599585, 5.5312011257862865, 6.69052957961744, 5.373492502695719]), (4.430485133662906, 0.8666666666666665, 5.358819587213861, 0.9111111111111114, [1.8199007097402045, 0.44255611705587006, 7.61573499664119, 6.068976583309938, 2.254571021290047, 1.9917634843952219, 4.804797604568968, 5.500980840111354, 6.402510349413683, 5.108549778685111]), (4.796480411369063, 0.9272727272727272, 5.929342056466069, 0.9064935064935065, [2.2744653410258646, 0.8099428547691646, 6.812316666069726, 6.22758817313384, 2.1962295708121715, 2.058797887413988, 5.224607226915143, 5.686205940129481, 6.339311498605528, 5.548137337275567]), (4.110225150065294, 0.8545454545454544, 5.305582552833348, 0.8946608946608945, [1.8097856553709462, 1.103175011142145, 7.168101461711522, 6.365905824250143, 2.158225499866396, 1.8232068978613385, 5.224448593073533, 5.503840544582983, 6.979720410474001, 5.608344168885927]), (5.635741772948013, 0.7939393939393938, 7.1448054149129385, 0.8683982683982685, [2.4021771696533305, 1.9441555634262737, 5.33285361666775, 6.46043588605213, 2.1610787582674655, 1.7625612054474, 5.006511847611945, 5.644957182137079, 6.829634035154144, 5.990922248407379])] ilDXmShap_sgdr_mond = [(0, 0, 0, 0, [1.7856130643695023, 1.063502857199663, 9.706733275352544, 8.161659891537763, 0.9636805484336887, 0.17080849471512105, 5.876202687791977, 5.13109500541638, 8.48635318527331, 5.046397056029743]), (1.7347430247385167, 0.9515151515151514, 1.9629703250925947, 0.9731601731601733, [2.4375779332921246, 0.10659876350799855, 9.012434412108837, 7.587514364276569, 0.8940568328129066, 0.15496630705215236, 5.50347645323907, 4.7387485766910595, 7.792361674081268, 5.324484288241744]), (2.0653975977166197, 0.9272727272727272, 2.3519620010443645, 0.965079365079365, [2.4155661349742763, 0.0023699094227934516, 8.798730873199771, 7.467382443842134, 1.1273946146835903, 0.36901680061654335, 5.2161426248158005, 4.767774636234147, 7.632775200326154, 5.318736025213264]), (2.922635731167292, 0.9757575757575757, 3.9002551744812344, 0.9266955266955266, [2.647595596160681, 0.8175411257014573, 8.41169421196495, 6.782588214020639, 0.6181487960080562, 0.36399049816733725, 5.993661305131548, 4.714330119888713, 6.568044066402091, 5.414110042825838]), (2.925506685729198, 0.9757575757575757, 3.903196040312094, 0.9266955266955266, [2.652987259214697, 0.8168865688545954, 8.409623318764622, 6.776726424799682, 0.6148250338900542, 0.35905549591187835, 5.994099536149997, 4.7108954860465975, 6.572872165497539, 5.415019918118562]), (2.923926839506413, 0.9757575757575757, 3.9044081859335322, 0.9266955266955266, [2.6441902574348517, 0.8216768908701246, 8.40366106883267, 6.780015796835042, 0.6200309537917812, 0.3657958406911833, 5.994392742775019, 4.715355404913215, 6.570319085564544, 5.4106303655344545]), (3.6171671879995912, 0.9757575757575757, 4.698012971335669, 0.9212121212121213, [2.685104009531606, 0.983659704133246, 7.947789905017858, 6.306555284916643, 0.8093020211620343, 0.47632766351832506, 5.2961166753051865, 4.841966346836047, 6.209239692225199, 5.149493997611912]), (3.624149994043893, 0.9757575757575757, 4.703970325839903, 0.9212121212121213, [2.6910225768929195, 0.9805345305314833, 7.944003049619913, 6.305912423369319, 0.8103299430331854, 0.4773078104345631, 5.290015308670048, 4.837325630242809, 6.20622420765133, 5.148544272677992]), (3.615567307202562, 0.9757575757575757, 4.693396954691257, 0.9217893217893218, [2.685967244967922, 0.9770792699848796, 7.9461334116067395, 6.3079888100801424, 0.8078425146648234, 0.47043173785408837, 5.288506188802493, 4.835815880709111, 6.214647212072542, 5.151883367100655]), (3.6167388062210915, 0.9757575757575757, 4.698556503719104, 0.9212121212121213, [2.6878009770118263, 0.9851534706069306, 7.947794021114129, 6.306645668104854, 0.8064193335827102, 0.4740669825743306, 5.2990695098436005, 4.843368999038305, 6.209834374827179, 5.1496889375297075]), (3.624228856614535, 0.9757575757575757, 4.705067613440228, 0.9212121212121213, [2.6878263882980944, 0.9826567384851728, 7.943989608248573, 6.300419778052907, 0.8117401353821775, 0.480606401701725, 5.293215329618321, 4.842551661463383, 6.208001821193965, 5.146160479929039]), (4.429527542914393, 0.9878787878787878, 5.689445560983265, 0.907070707070707, [2.151016367843906, 1.4081511303113732, 7.6680812140360315, 5.691544576589247, 0.757682787775618, 0.5859096325595012, 5.323842518862351, 4.719209457613414, 5.6572932150800925, 4.400049979653092]), (4.432433563896689, 0.9878787878787878, 5.693160826090918, 0.907070707070707, [2.1534009215910324, 1.4098623930195355, 7.670571112894838, 5.697901866802617, 0.7586776365023427, 0.5899020867048697, 5.31842257797524, 4.714862702989882, 5.648381656664431, 4.399049780078563]), (4.433640670476196, 0.9878787878787878, 5.6936166562975945, 0.907070707070707, [2.152066592483762, 1.4075205696471738, 7.664407033959283, 5.693846271073608, 0.7593252950366276, 0.58736240986934, 5.31638521346988, 4.7146181532294715, 5.653834168744593, 4.399835463649177]), (4.424763555506134, 0.9878787878787878, 5.682609938618411, 0.907070707070707, [2.1535402055101946, 1.4037856651604739, 7.674108619195881, 5.696227293279455, 0.7574029115563864, 0.5840401737237402, 5.318571400337579, 4.71323649163226, 5.657381877373729, 4.401803442221814]), (4.426948779278844, 0.9878787878787878, 5.685548327466708, 0.907070707070707, [2.1524075986165463, 1.405830179366153, 7.669988796818516, 5.6926672659946025, 0.754967566485061, 0.5810345808238391, 5.3240027348613514, 4.713956467517276, 5.6585862346237095, 4.402304836610347])] ilDXmShap_sgdr_nAdd = [(0, 0, 0, 0, [1.775438854054876, 1.0692924997300093, 9.705968495034496, 8.153314955949028, 0.9691203725926345, 0.1771357910780783, 5.870510446784235, 5.135848624936166, 8.482960358372932, 5.048381163349039]), (0.06666130246630557, 0.9999999999999999, 0.08276847903738699, 0.9999999999999998, [1.8066423717102693, 1.0820074905392887, 9.730647331863649, 8.17126306160177, 0.9362130565051436, 0.18531091822145399, 5.842010747787115, 5.129525038362639, 8.467656243447442, 5.036504354949158]), (0.08476587535180864, 0.9999999999999999, 0.10477394379861743, 0.9999999999999998, [1.795359691897437, 1.0764607520619154, 9.75340608190539, 8.101573626958745, 0.984059073829434, 0.15728732570659387, 5.888339014191677, 5.155798080483621, 8.464113273015617, 5.037364692165053]), (0.11600795528292909, 0.9999999999999999, 0.1348726002247512, 0.9997113997113997, [1.7731410108088825, 1.0425307959457406, 9.680156743204918, 8.144624451504965, 0.9653820649414688, 0.13364761913374448, 5.915624030706189, 5.179055203747627, 8.427249772646908, 5.103912200651943]), (0.10924031795486876, 0.9999999999999999, 0.12865626098057323, 0.9997113997113997, [1.7413870617746094, 1.036903546116156, 9.669876687816368, 8.218119420250096, 0.9585017762425152, 0.1360057509714152, 5.9024381775871175, 5.172858798233731, 8.488168840318943, 5.04698650997932]), (0.15007644218889005, 0.9999999999999999, 0.16972858304095242, 0.9985569985569983, [1.789512265668094, 0.9789374068103637, 9.75524332429558, 8.092738958440634, 0.9772692679440679, 0.11461558531438255, 5.8404085249176285, 5.183999714152666, 8.51140858843081, 5.055745875554437]), (0.12530442293327054, 0.9999999999999999, 0.1531495598555106, 0.9994227994227993, [1.8296602485926017, 1.121186230782892, 9.690065765975257, 8.170758086612974, 0.9109854067379731, 0.21761662913678897, 5.896952174932858, 5.14351946126641, 8.422427616222475, 5.0399830823217275]), (0.09571726216149284, 0.9999999999999999, 0.11788277245862956, 0.9997113997113997, [1.7957667729893967, 1.102116007539139, 9.70342796519039, 8.203812327071828, 0.9362692998042567, 0.1310390450989963, 5.89080129955456, 5.104062420257849, 8.49579694234242, 5.0303871041857215]), (0.09987717038445405, 0.9999999999999999, 0.14366770031882806, 0.9997113997113994, [1.8362983696196609, 1.0701116199316316, 9.706676928387818, 8.173800135613488, 0.9307710591080196, 0.22443561710889517, 5.868071545039207, 5.149991048202641, 8.456292597984454, 5.0133713947319105]), (0.13106144351938523, 0.9999999999999999, 0.15911529042837477, 0.9999999999999998, [1.8465648461327775, 1.0510331038188032, 9.638316962513404, 8.128097153934881, 1.0202300086100051, 0.16175208891727225, 5.872919337675673, 5.083887815235641, 8.45110661207174, 5.046684266499544]), (0.11873811141180127, 0.9999999999999999, 0.15032626843004954, 0.9997113997113994, [1.802396429501967, 1.1079408748247508, 9.652022849212951, 8.170025772777056, 1.0217142850065362, 0.13803288553280893, 5.882211631359481, 5.1055921581693395, 8.443588764170638, 5.00605745307644]), (0.12369119236613467, 0.9999999999999999, 0.142658941651059, 0.9991341991341991, [1.812011809913961, 0.9892323882821223, 9.745452369797674, 8.182231967937499, 0.9624352831257446, 0.13383561949447922, 5.887589144175818, 5.141998917234799, 8.518179226552236, 5.007544089275972]), (0.16592128547007903, 0.9878787878787878, 0.19339143857981345, 0.9988455988455985, [1.7761458268809538, 1.0962593582907394, 9.727741726629048, 8.191571874082523, 0.927593801639362, 0.24318943147721236, 5.775371437824726, 5.078008076154802, 8.476878501942776, 5.1280241649864085])] ilDXmShap_sgdr_nAdL = [(0, 0, 0, 0, [1.780565194830905, 1.0567387371813965, 9.702376251397467, 8.146756714397078, 0.9663676800739021, 0.17341865637488535, 5.875169612979731, 5.136255630921325, 8.488381983094238, 5.048860696783626]), (0.06810362212144348, 0.9999999999999999, 0.0833667177269635, 0.9997113997113994, [1.7655481855469684, 1.0612648861103715, 9.710291687070885, 8.114479271476386, 0.9537712017544846, 0.19588217641884895, 5.87099129465516, 5.165243051456266, 8.472657661368098, 5.009881790631125]), (0.04772423670643088, 0.9999999999999999, 0.05780414796868325, 0.9999999999999998, [1.779091750745797, 1.06602229753394, 9.712524718502719, 8.120461736036372, 0.96220250191031, 0.16991463868798876, 5.8854744674319805, 5.117120876619628, 8.470049072486308, 5.072456854509674]), (0.11882476802639602, 0.9999999999999999, 0.1409400777205342, 0.9994227994227993, [1.7704446925854118, 1.0679237152537546, 9.656861552895306, 8.177428301292238, 0.9754398773067011, 0.12431149637002922, 5.843536576189917, 5.217126313527759, 8.45946356036823, 5.051802422948141]), (0.17544691322842426, 0.9878787878787878, 0.19898886171401303, 0.9994227994227993, [1.7330154715310904, 1.062695776833565, 9.645924855894863, 8.148439441440788, 0.9568383818581966, 0.16099753623933646, 5.899013550077923, 5.03970379499947, 8.611213124891973, 5.057357386028047]), (0.13331483647616618, 0.9878787878787878, 0.15603656003848063, 0.9988455988455988, [1.7818252151749883, 1.1230525524182855, 9.684958865647312, 8.089202408964288, 0.9912169622071029, 0.1963213276503406, 5.907972107673759, 5.10334628473691, 8.451269065905262, 5.120130998881389]), (0.08914040077061774, 0.9999999999999999, 0.10363257744957068, 0.9999999999999998, [1.7625089372872347, 0.9921470794199159, 9.696927996277067, 8.119992006888571, 0.9278955379904785, 0.1738956571633416, 5.908054333018332, 5.137288620742057, 8.493851390301753, 5.038413315897203]), (0.11597672497196904, 0.9878787878787878, 0.13532645510852714, 0.9991341991341991, [1.8000050650450452, 1.1357916807119357, 9.723355142686481, 8.161411636669536, 0.9438766795241678, 0.18228403816791822, 5.905891992426677, 5.078372308321571, 8.472135894404326, 5.080887631417715]), (0.13102257231131595, 0.9999999999999999, 0.15168864959797232, 0.9994227994227993, [1.7096404778539167, 1.133736690196606, 9.71536290204264, 8.159243076034837, 0.9579703160893548, 0.15540252262844392, 5.909398969501637, 5.171387051608906, 8.496031123097962, 5.103850515650943]), (0.1845640683967851, 0.9999999999999999, 0.21860074859802256, 0.9994227994227993, [1.7691963987604626, 1.1014582152699535, 9.740107964598568, 8.09360431652484, 1.025681692884682, 0.1542873750040345, 5.840598939849459, 5.17537408650774, 8.34465052457774, 5.069297900601068]), (0.18776649470925347, 0.9999999999999999, 0.2208512512827345, 0.9994227994227993, [1.7981159601610888, 1.0923787052680247, 9.741862836891066, 8.041297528425662, 0.9251991191591602, 0.20114137117581835, 5.804931508453008, 5.0979303530073405, 8.58882381294534, 5.094060373160331]), (0.1492021580570808, 0.9999999999999999, 0.17874162812516814, 0.9997113997113997, [1.7536452883165146, 1.1437513438150415, 9.73857649038231, 8.094829675100414, 1.0169442319808824, 0.1543614326096406, 5.807964011970867, 5.086421048282169, 8.483375131819283, 5.052356666231289]), (0.11431590415525505, 0.9999999999999999, 0.1360640983334199, 0.9999999999999998, [1.7709862766235887, 1.0807147653167257, 9.62475555664565, 8.176115727566032, 0.9611610079919178, 0.14882173201146498, 5.93492395479819, 5.145839469460831, 8.485458028508031, 5.083667269088515])] ilDXmShap_sgdr_nmf = [(0, 0, 0, 0, [1.7945726971782927, 1.0676563740785652, 9.710960185648318, 8.144536791591808, 0.9630148389376765, 0.17137371318391287, 5.872267565279323, 5.125020681991697, 8.475956184252318, 5.057068929900666]), (9.436984615299373, 0.3939393939393939, 16.12191943459331, 0.5359307359307357, [4.037298533062513, 1.1319859686164788, 3.6356374757308823, 5.01978858204661, 3.7762672112004845, 3.5984607537449707, 4.426997241095243, 3.3014114339987564, 4.997938141692874, 5.479966976362431]), (8.281705438878229, 0.5878787878787878, 9.574780585434386, 0.8461760461760461, [0.6972932522669911, 0.7618939426265416, 5.908725393269141, 3.725925743605909, 3.504865660420747, 4.014766468941628, 4.6393311293505395, 7.865569880033718, 6.732118830129955, 4.996779887578746]), (3.401043378758884, 0.9636363636363635, 4.043639275146935, 0.9532467532467531, [3.0604204516810487, 1.2824067910896477, 8.145598695758617, 7.394669475258067, 0.5461260905738126, 1.1671766052901138, 6.952606421314492, 5.886090584488919, 7.081897082559173, 6.489120029225965]), (2.667238434211317, 0.9393939393939393, 3.051184630012268, 0.9590187590187591, [1.7114468645810628, 1.1330033149040921, 8.981673818426957, 8.309131900525252, 0.5011706547633339, 1.0972050580798378, 6.0718174375556115, 5.166303685163207, 7.224662561178166, 7.023361554167007]), (2.551366139845787, 0.9393939393939393, 2.9247281878411613, 0.9610389610389611, [1.7041954576166773, 1.1426874580746205, 8.939702104386171, 8.621464176156152, 0.5409784935062447, 0.9921291255673532, 6.174909975959842, 5.375240973217897, 7.210784590360357, 6.808284737218211]), (2.479925681871991, 0.9393939393939393, 2.8122782716853902, 0.9656565656565658, [1.7752489214218012, 1.1243662245228423, 9.118658312401733, 8.478616561055864, 0.5710899239373115, 0.875499372113857, 6.100724639381628, 5.452029696998412, 7.132451926144337, 6.809347979032365]), (0.635049184069444, 0.9999999999999999, 0.7171878860002864, 0.9919191919191916, [1.8147289701667682, 1.0156171356107084, 9.828821948743405, 8.222240026182245, 0.7163799520643698, 0.38682442794703176, 5.538928617255074, 5.521771114363398, 8.411410431185999, 5.07451108084534])] ilDXmShap_sgdr_svd = [(0, 0, 0, 0, [1.779775987814081, 1.0672533320296433, 9.705934300719058, 8.146885209734537, 0.967821692173641, 0.17824318211692142, 5.877488350185, 5.138590085375851, 8.480011747993201, 5.04476239286319]), (8.600361980836864, 0.406060606060606, 10.971442612484548, 0.7546897546897545, [2.4311842267296226, 5.762633399025001, 4.952477898928707, 5.1099743525658425, 1.494992527463582, 2.144461312817537, 7.024159302732928, 7.026511785373508, 5.217757324269587, 5.153366467968269]), (6.80709032892241, 0.8060606060606059, 9.010246056995872, 0.8225108225108224, [4.6764657453768415, 4.6777548956416, 6.095875519526006, 7.946224034575279, 1.1439731687089478, 0.940077550470306, 4.989795807607673, 4.868312712752024, 5.696225846627977, 6.661927672721949]), (2.5648950058310223, 0.9515151515151514, 2.815837990501618, 0.9864357864357861, [1.2572838937333088, 0.9319137677347246, 9.406349243590515, 7.531898745209129, 1.0091542886086375, 0.2540015024087331, 5.609133796460993, 5.103325047993112, 7.558928069847659, 7.256167242446067]), (2.5237337313550383, 0.9272727272727272, 2.778594547835965, 0.9878787878787877, [1.6150770474991205, 1.2368250102211313, 9.325377435168404, 7.1966459908660925, 0.9582728862382155, 0.19546195452094403, 5.797733940416208, 5.220153503386383, 7.691787582668896, 7.196709230762772]), (1.2771255992326027, 0.9757575757575757, 1.4295542795863345, 0.9945165945165941, [1.9439479948309704, 1.4538291625629935, 9.993088878622443, 8.14102059455494, 0.9190529199610749, 0.3482761646749264, 6.1354344099935485, 5.325285165059989, 7.451180932528784, 5.470192354847257]), (0.7372837500865523, 0.9878787878787878, 0.8280399199420498, 0.9956709956709956, [1.7604745308777774, 1.4235809274922206, 9.42748985665419, 8.498409553768528, 0.9915725141806883, 0.1385163556112238, 6.071913438056059, 5.38968013357039, 8.181031789048248, 5.195646747577679]), (0.19345484399078905, 0.9999999999999999, 0.21871713772072252, 0.9985569985569983, [1.7785885366689724, 1.0624782421690149, 9.72527798742949, 8.145953984975572, 1.0446119578389192, 0.06465051217321327, 5.855484258678384, 5.2493901006288075, 8.406628218225782, 5.053679472816942])] ilDXmShap_sgdr_pca = [(0, 0, 0, 0, [1.7759360480759814, 1.0695948224506877, 9.709735615688928, 8.15320773874287, 0.9669060129998938, 0.17421268636012543, 5.876109871149329, 5.135996420680893, 8.483850732773355, 5.048627478476176]), (8.60043647386797, 0.41818181818181815, 10.979467730451281, 0.7564213564213562, [2.435883412539481, 5.788167752869175, 4.950235920401106, 5.128842745573316, 1.4955125009602503, 2.1384826280314306, 7.0276563638853, 6.997509451671275, 5.239414197090989, 5.158107201377174]), (6.808900976113622, 0.8060606060606059, 9.008299911179623, 0.8011544011544012, [4.677081040578739, 4.693835536871644, 6.099414093345261, 7.954803707055635, 1.1457640659054011, 0.9388064114923035, 4.990988672486417, 4.857441901456215, 5.717215435596985, 6.662221923421138]), (2.5516590432521964, 0.9515151515151514, 2.7857888212208484, 0.9858585858585857, [1.2581156908747668, 0.9216755223547911, 9.398828192088814, 7.540721001825589, 1.0104222259054207, 0.2521632701177352, 5.607418939707425, 5.0915508812453485, 7.595464281671349, 7.257195281143411]), (2.5109702190541365, 0.9636363636363635, 2.7472851955787583, 0.9887445887445887, [1.6116404847575543, 1.2335000853681855, 9.325689971104154, 7.206216402453609, 0.9590115368736792, 0.1914401403081917, 5.794581888494296, 5.207508338484335, 7.734895205988664, 7.2012481069519065]), (1.2353037646944776, 0.9757575757575757, 1.3679084700791624, 0.9942279942279939, [1.9443058965208795, 1.4521219215576433, 9.98450816841376, 8.14746596941176, 0.9199636153627461, 0.34499360569797904, 6.138647194523055, 5.3187597057852365, 7.4951157757547, 5.454179311319988]), (0.7246696879198179, 0.9878787878787878, 0.8152954756192156, 0.9956709956709956, [1.767612168030498, 1.4205548763292033, 9.435572467468043, 8.494764801294192, 0.9909800832977563, 0.1411213642033552, 6.0690252532038205, 5.374883312123963, 8.178090522458973, 5.192259150333262]), (0.18736288125088063, 0.9999999999999999, 0.2116185959816513, 0.9985569985569983, [1.7848814972612557, 1.0621155282645902, 9.728856548276497, 8.157729143494747, 1.0434204173244277, 0.06109491829255383, 5.857801476688335, 5.24185984424651, 8.417657889086554, 5.04562791680996])] ### Diabetes + KRID ilDXmShap_krid_mdav = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (0.7800201725882017, 0.9999999999999999, 1.532407056856378, 0.9907647907647907, [15.686822162642516, 14.928331971428307, 16.474152529046776, 17.666701824160594, 15.399272775116348, 15.241264054989006, 14.839054089197091, 15.015924449774264, 18.777925417617933, 16.08386425798501]), (1.3185252896815647, 0.9757575757575757, 2.4690852020411698, 0.9847041847041845, [15.583742391881666, 15.027488408451957, 16.131848420679052, 17.7552343199462, 15.413637138963942, 15.241559233917277, 14.882869561283817, 15.004974603317748, 18.33853096919516, 16.146456473561877]), (1.543061797998798, 0.9757575757575757, 3.0198888492676814, 0.9867243867243868, [15.626275175853607, 15.015695940609838, 15.761320971574781, 17.47615397244609, 15.394331867381723, 15.241694548090344, 14.854661943820744, 15.002238322319572, 18.351259711180198, 16.206507055591693]), (1.2577679380469968, 0.9757575757575757, 2.652119964443709, 0.9699855699855697, [15.462895941168957, 15.122719658112974, 16.2362386117942, 17.749651072209083, 15.480104597081079, 15.242283882953714, 14.8518518886908, 14.998197411792562, 18.356065084997365, 15.988797729050946]), (1.80441226882954, 0.9757575757575757, 3.9910662087317057, 0.9601731601731602, [15.406156360170408, 14.98126119962098, 15.54600274944222, 18.024791118211546, 15.534626980816594, 15.241269922577953, 14.891826782027449, 15.000739751523085, 18.190054595085186, 16.046364103967555]), (1.672188758026378, 0.9757575757575757, 3.4167196065521646, 0.9728715728715727, [15.599855493534156, 15.126126356517537, 15.892807126943989, 17.45021536609213, 15.473861263446784, 15.241426102540071, 14.881150247598322, 15.034047729553844, 18.094956719322195, 16.127015065511095]), (1.8657933733045822, 0.9151515151515152, 4.2605378703121914, 0.946897546897547, [15.600131158517783, 15.235580709250959, 15.345100481634685, 17.34635075914925, 15.513651542385787, 15.238570969833539, 14.842814612682137, 14.983814060779142, 18.3530336578363, 16.096262570863985]), (1.818695262806208, 0.9393939393939393, 4.765893994372531, 0.8917748917748918, [15.437295825649537, 15.404282253342124, 15.835031179807228, 17.20560641352172, 15.55995018945607, 15.239220731787665, 14.892868894831896, 15.019729373314728, 18.135587167546916, 16.300713996462147]), (1.7295840628377595, 0.9757575757575757, 4.283744068621485, 0.9399711399711398, [15.678271031019262, 15.14587575063964, 15.9179733650629, 17.213677104931488, 15.617143347871089, 15.239530820065655, 14.951389193766843, 15.010888235012292, 18.09858329433643, 16.10376439620174]), (1.9508808748983753, 0.9515151515151514, 4.507614535966356, 0.9145743145743145, [15.608403113687778, 15.34001410735084, 15.656676156689487, 17.347369345326882, 15.530187646667674, 15.239303353762889, 14.902223481106722, 14.994893227112273, 17.971077594674636, 16.11384042954697]), (1.8641862061824994, 0.9030303030303028, 5.0240476252792705, 0.8874458874458873, [15.544707106713878, 15.418527438834886, 15.623803118827922, 17.143864645811668, 15.635206742700136, 15.236887769117914, 14.901396921590829, 15.000177514755451, 18.24556485152223, 16.20576615885855]), (1.9760210652698293, 0.8787878787878788, 5.172419716425642, 0.9024531024531024, [15.61278778756931, 15.29430394165683, 15.593524594244514, 16.9938032947597, 15.679747709960473, 15.2380900864218, 14.928355905198575, 15.001226362081592, 18.137238873190277, 16.12768113838961]), (2.447752749855503, 0.7696969696969697, 6.407416202151749, 0.8862914862914861, [15.738379265072043, 15.380648812780992, 15.09770785800022, 16.879867349844833, 15.655200787697865, 15.235927403524803, 14.87913908105785, 14.980118603114501, 18.006676010795132, 16.28576524070401]), (1.925945351245231, 0.8060606060606059, 5.479234201000368, 0.8862914862914864, [15.587072827540277, 15.453522758163537, 15.28448024470956, 17.111932596005936, 15.653954324803752, 15.232944608895187, 14.895452452291332, 15.011199681778356, 18.59939710278232, 16.263562746161398]), (2.577598665114309, 0.5878787878787878, 8.895045838160692, 0.8308802308802308, [15.762836926563176, 15.722349588548644, 14.719926890120476, 17.026526475732922, 15.670008239760367, 15.22501743088605, 14.910315364750199, 14.976834927116489, 18.44956224374389, 16.47720082298303])] ilDXmShap_krid_mond = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (0.6300890560373004, 0.9878787878787878, 2.2737404143111384, 0.970851370851371, [15.765862743708025, 15.184460528194418, 16.37984977550579, 17.510400773862937, 15.35638485797289, 15.236293838689965, 14.88356347049853, 15.05687777449888, 19.173325672885724, 16.11836896533153]), (0.8080310586568817, 0.9636363636363635, 2.7326586822234247, 0.9564213564213562, [15.757693700346724, 15.236185859234773, 16.22379318756843, 17.465355369638726, 15.420654439948738, 15.235108116500939, 14.911883881871889, 15.054128841719132, 19.078373199636424, 16.128080893162878]), (1.6933419526509146, 0.9151515151515152, 4.51120879425574, 0.9093795093795091, [15.857089252542039, 15.466173023646057, 16.039613664257402, 17.15278370288199, 15.292118528366695, 15.238111873338202, 14.83505500795314, 15.061207967956884, 18.213131962803764, 16.233939819224208]), (1.6933419526509146, 0.9151515151515152, 4.51120879425574, 0.9093795093795091, [15.857089252542039, 15.466173023646057, 16.039613664257402, 17.15278370288199, 15.292118528366695, 15.238111873338202, 14.83505500795314, 15.061207967956884, 18.213131962803764, 16.233939819224208]), (1.6933419526509146, 0.9151515151515152, 4.51120879425574, 0.9093795093795091, [15.857089252542039, 15.466173023646057, 16.039613664257402, 17.15278370288199, 15.292118528366695, 15.238111873338202, 14.83505500795314, 15.061207967956884, 18.213131962803764, 16.233939819224208]), (1.9495964264091201, 0.8909090909090909, 5.22258891991152, 0.8946608946608944, [15.867304404805603, 15.56555681432105, 15.818573444268823, 17.01965799685032, 15.359471385862761, 15.236673858749546, 14.907596815043028, 15.033211905474765, 18.09235809239258, 16.192842301485005]), (1.9495964264091201, 0.8909090909090909, 5.22258891991152, 0.8946608946608944, [15.867304404805603, 15.56555681432105, 15.818573444268823, 17.01965799685032, 15.359471385862761, 15.236673858749546, 14.907596815043028, 15.033211905474765, 18.09235809239258, 16.192842301485005]), (1.9495964264091201, 0.8909090909090909, 5.22258891991152, 0.8946608946608944, [15.867304404805603, 15.56555681432105, 15.818573444268823, 17.01965799685032, 15.359471385862761, 15.236673858749546, 14.907596815043028, 15.033211905474765, 18.09235809239258, 16.192842301485005]), (1.9495964264091201, 0.8909090909090909, 5.22258891991152, 0.8946608946608944, [15.867304404805603, 15.56555681432105, 15.818573444268823, 17.01965799685032, 15.359471385862761, 15.236673858749546, 14.907596815043028, 15.033211905474765, 18.09235809239258, 16.192842301485005]), (1.9495964264091201, 0.8909090909090909, 5.22258891991152, 0.8946608946608944, [15.867304404805603, 15.56555681432105, 15.818573444268823, 17.01965799685032, 15.359471385862761, 15.236673858749546, 14.907596815043028, 15.033211905474765, 18.09235809239258, 16.192842301485005]), (2.3379318611842814, 0.8909090909090909, 6.315721266846871, 0.8695526695526693, [15.895888932577154, 15.73728269808476, 15.769546771500835, 16.794751067318014, 15.364266797160527, 15.238037221410842, 14.908042358030311, 15.043078883104371, 17.763950160223185, 16.004892911060868]), (2.3379318611842814, 0.8909090909090909, 6.315721266846871, 0.8695526695526693, [15.895888932577154, 15.73728269808476, 15.769546771500835, 16.794751067318014, 15.364266797160527, 15.238037221410842, 14.908042358030311, 15.043078883104371, 17.763950160223185, 16.004892911060868]), (2.3379318611842814, 0.8909090909090909, 6.315721266846871, 0.8695526695526693, [15.895888932577154, 15.73728269808476, 15.769546771500835, 16.794751067318014, 15.364266797160527, 15.238037221410842, 14.908042358030311, 15.043078883104371, 17.763950160223185, 16.004892911060868]), (2.3379318611842814, 0.8909090909090909, 6.315721266846871, 0.8695526695526693, [15.895888932577154, 15.73728269808476, 15.769546771500835, 16.794751067318014, 15.364266797160527, 15.238037221410842, 14.908042358030311, 15.043078883104371, 17.763950160223185, 16.004892911060868]), (2.3379318611842814, 0.8909090909090909, 6.315721266846871, 0.8695526695526693, [15.895888932577154, 15.73728269808476, 15.769546771500835, 16.794751067318014, 15.364266797160527, 15.238037221410842, 14.908042358030311, 15.043078883104371, 17.763950160223185, 16.004892911060868])] ilDXmShap_krid_nAdd = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (0.05193088607277361, 0.9999999999999999, 0.2457770497676941, 0.9962481962481959, [15.585903048402944, 14.956807518030988, 16.71270907041045, 17.736605158712955, 15.401628382811484, 15.244521727553499, 14.845798316618321, 15.019807891922758, 19.449512256318275, 15.921365329855396]), (0.0969518415249351, 0.9999999999999999, 0.5143052053269299, 0.9956709956709953, [15.57952288312528, 14.91416982448877, 16.782824028729213, 17.73747272917756, 15.41971721514174, 15.233599250641404, 14.835696236912979, 15.022512976020318, 19.501363478445874, 15.959964752263296]), (0.08313110383105309, 0.9999999999999999, 0.31178388191865436, 0.9962481962481962, [15.607601071612814, 14.979880969590774, 16.76600281663891, 17.670581951507128, 15.378280937828281, 15.242299119416296, 14.855025692776902, 15.02142326530496, 19.436873181181618, 15.915180999920256]), (0.07741911188641244, 0.9999999999999999, 0.6672523632672361, 0.9924963924963924, [15.606145960079083, 14.979127476977336, 16.699714171283855, 17.713006835638396, 15.322296029296988, 15.241835766514368, 14.861689141650103, 15.006836111737462, 19.459514699929905, 15.911491320417976]), (0.21195025699442566, 0.9999999999999999, 0.37752041101802214, 0.9982683982683982, [15.595177276762334, 14.947659485863094, 16.86573679833894, 17.619518980542438, 15.377087964515336, 15.241099695342651, 14.84804279060157, 15.015963747593657, 19.364165261150603, 15.961421365131752]), (0.19225163952318589, 0.9999999999999999, 0.531042279937941, 0.9965367965367962, [15.583124285214318, 14.946530325153136, 16.79002839481626, 17.671305987396686, 15.395838539891098, 15.230902580679313, 14.828306656456371, 15.022655113971851, 19.643702782997853, 15.97479207368186]), (0.2820493017468236, 0.9999999999999999, 0.6776637765423187, 0.9924963924963922, [15.594646010250997, 14.981212521903805, 16.53507056091667, 17.645904498928108, 15.438297346039777, 15.244414443242936, 14.856947670611056, 15.01621444590064, 19.332443055490767, 15.991912726938283]), (0.13276258661315132, 0.9999999999999999, 0.638006460387352, 0.9962481962481963, [15.595665483004636, 14.955052343521174, 16.73182123531869, 17.591652857280717, 15.370961497973386, 15.24756190640476, 14.869924058506507, 15.01090612568863, 19.470202273999654, 15.910796432742936]), (0.11484610577415871, 0.9999999999999999, 0.5769284290532414, 0.9945165945165942, [15.586745543102262, 14.892655421160638, 16.714786971545227, 17.63994721510993, 15.392702433721686, 15.236974864972236, 14.842157538920539, 15.007537039694249, 19.529376022070306, 15.896709222472158]), (0.1758235023342232, 0.9999999999999999, 0.4891162963627238, 0.995382395382395, [15.632766918380232, 14.976540338845373, 16.578377787214595, 17.752465099869283, 15.365876230398948, 15.251668040965326, 14.851521962874653, 15.03154913489993, 19.516909073647327, 15.954273491502507]), (0.21326049090976437, 0.9999999999999999, 0.8850493580577355, 0.9913419913419911, [15.585545087618614, 14.884871863931169, 16.778112340736175, 17.81330965154784, 15.450009919455232, 15.237604525518169, 14.843402314380338, 15.022796871435467, 19.32479364397992, 15.909263964753542]), (0.23108253643325133, 0.9999999999999999, 0.6482432275322088, 0.9950937950937948, [15.5225999910492, 14.944266096141561, 16.937391206145936, 17.695027001008867, 15.377603353130231, 15.240807125619519, 14.840463650456922, 15.03372799406795, 19.558180658083618, 15.923349502778596])] ilDXmShap_krid_nAdL = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (0.11944862194193175, 0.9999999999999999, 0.30096265655767873, 0.9979797979797977, [15.603181456421984, 14.94587269408491, 16.74813843014002, 17.809136316550106, 15.354855607852263, 15.235861409928383, 14.849581960300384, 15.019477882163782, 19.412605984231064, 15.881002376216735]), (0.146582482372057, 0.9999999999999999, 0.3113919029473219, 0.9979797979797977, [15.563986011036098, 14.955407275080793, 16.758675515835062, 17.680530878971897, 15.375039828442592, 15.2387649985094, 14.84404073426836, 15.022037486730962, 19.618171062951962, 15.898873694967785]), (0.09492098884719455, 0.9999999999999999, 0.33201156355601597, 0.9976911976911974, [15.5967725498404, 14.91989088344373, 16.70642825254314, 17.66609870932382, 15.34801849843468, 15.244978724153261, 14.848998971679654, 15.01420468921808, 19.526451736349056, 15.946419235577988]), (0.08816831947405994, 0.9999999999999999, 0.4754786972974356, 0.9962481962481959, [15.579572441469152, 14.95185942183424, 16.750817889839805, 17.716892384219165, 15.406593108729112, 15.237370230381782, 14.842476770619948, 15.032367391370187, 19.424334418389027, 15.960063187743897]), (0.10767506169335556, 0.9999999999999999, 0.5639961582682601, 0.991341991341991, [15.60315129960531, 15.002617622271895, 16.768431343223785, 17.726525012882114, 15.439704503211804, 15.237657928525945, 14.843881831802722, 15.014851078334724, 19.481073191989985, 15.848277409302497]), (0.22089319208233538, 0.9999999999999999, 0.5419207486347417, 0.995382395382395, [15.56204427472389, 14.951186368023944, 16.840222897088893, 17.777606591194075, 15.41476044331784, 15.239044847471792, 14.845621394225404, 15.021982100708204, 19.305382845925745, 15.89356066659824]), (0.16535582054461437, 0.9999999999999999, 0.3755341705937035, 0.9968253968253966, [15.589160055680875, 14.932570985758534, 16.770365474543347, 17.82529449055211, 15.359953389534832, 15.237156429484926, 14.84561488459814, 15.015746144975392, 19.368562284805982, 15.871104761168768]), (0.20700430455917662, 0.9999999999999999, 0.5090666690218068, 0.995382395382395, [15.5492459776266, 14.939322271905247, 16.8431924855944, 17.642645720644776, 15.411501669116758, 15.245432470000274, 14.850396958215269, 15.032270153700505, 19.337619525921905, 15.907791722102889]), (0.23095339523053648, 0.9999999999999999, 0.8910844038570145, 0.9904761904761903, [15.5552872731006, 14.964202584137844, 16.626895371626453, 17.8866579514137, 15.46516008807366, 15.239336000774646, 14.84722813649529, 15.002288351452215, 19.420628790540622, 15.875710221140778]), (0.29452070572944133, 0.9999999999999999, 0.7522557500605364, 0.9959595959595956, [15.561802574691253, 14.922079257024961, 16.643851568823308, 17.960959011781874, 15.414670713037182, 15.228907451989942, 14.833938876975136, 15.025676418287048, 19.371563282235645, 15.980064630299362]), (0.31677559117362636, 0.9878787878787878, 0.9407970946470912, 0.99018759018759, [15.513113192611597, 15.019600784042728, 17.000692709252228, 17.73804174412049, 15.410334530759728, 15.230926589775311, 14.855838728198083, 15.010118680470647, 19.583737292818288, 15.829547457918332]), (0.28663101886795045, 0.9999999999999999, 0.7405126109184087, 0.9953823953823951, [15.610690574882577, 14.898212800286196, 16.66943328088697, 17.563529608346602, 15.355315296392742, 15.244049643666171, 14.841441890513849, 15.014602226562626, 19.68949226569021, 15.825013187549175])] ilDXmShap_krid_nmf = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (4.515376447000897, 0.19999999999999998, 15.962331609472972, 0.7607503607503604, [16.09548021045754, 14.56655666754564, 14.53473648868227, 16.46262752195033, 17.08555743325555, 15.000548244986792, 17.4876303102669, 15.261192228530996, 17.687313946020346, 15.323270308562593]), (4.130559074647622, 0.2727272727272727, 15.776602927445026, 0.7339105339105337, [16.742588339585296, 14.822986022781762, 14.756606302451505, 16.525697504759837, 16.862630127901078, 15.12678329708032, 15.402778338710478, 15.089802113482254, 16.72796320692251, 15.397349091816423]), (4.128364465711891, 0.3696969696969697, 13.916777420936635, 0.8479076479076475, [17.2226148505697, 14.61413030242785, 14.550106905213962, 17.77831566153691, 16.01001790594021, 15.200498634370959, 16.165884162285423, 14.914985705652683, 16.797805087592806, 15.531276915819541]), (4.135425079042021, 0.9151515151515152, 8.291296424820658, 0.9165945165945166, [15.450910801196764, 14.830475258004894, 15.585569647728098, 20.774441909245066, 15.980580624467361, 15.213061807430753, 14.942730600172055, 15.0458508697952, 17.039208116866433, 16.190705983920356]), (2.78307349690077, 0.9151515151515152, 6.9002312095099505, 0.9489177489177488, [15.48251970848364, 14.800575546756875, 15.675443007236243, 18.192525179508284, 15.819314464537364, 15.185949163908685, 14.943523072344098, 15.008091652478006, 17.356282027523076, 17.187700029596826]), (2.5815659444372643, 0.9515151515151514, 6.304186415338297, 0.9544011544011543, [15.51187501044857, 14.805631349384214, 16.338619034652943, 17.903079011134384, 15.806327862583899, 15.186621918285452, 14.929201196094073, 15.01431436866925, 17.211936547294577, 16.954572608561385]), (0.7232524947296337, 0.9878787878787878, 3.2021332553658564, 0.9575757575757576, [15.524278865497298, 14.8749011477127, 16.61591188493174, 17.634269802270165, 15.991044234298784, 15.209808435877346, 14.830692775613576, 14.987893176788615, 19.16018310985903, 15.99142838526413])] ilDXmShap_krid_svd = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (4.000550942062249, 0.38181818181818183, 13.854209822394902, 0.7027417027417024, [15.674797818716307, 16.309042668371323, 14.82285875373586, 16.174793819304163, 15.477177390255996, 15.268693679009738, 14.908479781162637, 15.371380699389436, 16.661037213748163, 16.012562539309233]), (3.4196369178900916, 0.7212121212121211, 10.669216149560464, 0.7855699855699856, [16.314176011293544, 16.006594198438215, 15.17718356648303, 17.401649809985578, 15.356621744391703, 15.229791611572342, 14.927225480547236, 15.009727046489681, 16.84575290163508, 16.665420879824755]), (2.229542287297043, 0.9878787878787878, 4.884540610069653, 0.9720057720057721, [15.581443247857592, 14.884185354524986, 17.042322156406573, 17.20085361009175, 15.34410840636812, 15.24261498979042, 14.889278936117401, 15.010430211136267, 17.579641849302075, 16.89483071649666]), (2.2056567795019113, 0.9878787878787878, 4.913969366938251, 0.9696969696969698, [15.634286791166273, 14.833430374936468, 17.008071957094653, 17.092104408418, 15.336328461408284, 15.24171757720533, 14.870392743997192, 15.001382778915564, 17.631843185628558, 16.88176377530104]), (2.194474685610874, 0.9515151515151514, 3.9988141587465136, 0.978932178932179, [15.71044809176881, 14.786252168342148, 17.530890572732748, 17.599904601903642, 15.3297366825762, 15.24641810634752, 14.836183631993398, 14.994176128748316, 17.491551426546348, 16.300895576140093]), (0.9406625845183882, 0.9878787878787878, 2.1631719812816903, 0.9887445887445885, [15.587242625805334, 14.794501850588482, 16.32241370457353, 18.268571309413456, 15.367076378495735, 15.243835119655428, 14.835804710679994, 14.981165598893174, 18.86811746376223, 16.016669904369596]), (0.19052346913962231, 0.9999999999999999, 1.058607302940431, 0.9919191919191916, [15.595722501347305, 14.95204466938758, 16.773971540824782, 17.732315171315825, 15.393285147411401, 15.245153762006195, 14.86088284437071, 14.992386370765635, 19.30065837802576, 15.902791754937013])] ilDXmShap_krid_pca = [(0, 0, 0, 0, [15.592509392992683, 14.951548766632149, 16.733349334134353, 17.72128108360411, 15.376468422202787, 15.240384736866634, 14.848355342911686, 15.019646842554488, 19.483098678259918, 15.907951883628712]), (3.7122815927922743, 0.4787878787878787, 14.238800202480583, 0.679076479076479, [15.888298024532451, 16.78245341858373, 14.834565144616969, 16.523141548066366, 15.521173566128306, 15.227528878683424, 14.790149872269142, 14.99315843771939, 17.199020269322595, 16.149206060324637]), (3.5255530822695333, 0.5272727272727272, 12.756203743452623, 0.724963924963925, [16.334526210756795, 16.55540275888267, 14.68129121840745, 17.622529542591955, 15.433267265330013, 15.216067291286869, 14.931203967654994, 15.024447512625086, 17.33790772967213, 16.59595259491213]), (1.3226078931636343, 0.9636363636363635, 4.04522954357041, 0.9696969696969697, [15.383147279507481, 15.036641850483894, 16.22117844655956, 17.358007561624987, 15.415913339305632, 15.239254023216994, 14.88970498053276, 15.025580927332943, 18.910818569732633, 16.894422832627175]), (1.3518677575598668, 0.9878787878787878, 3.926694983237571, 0.9797979797979796, [15.512064254764287, 14.931003883667172, 16.14348477660306, 17.0719888903214, 15.396812640795385, 15.240002257284491, 14.866094740466798, 15.013142246831652, 19.09389936457004, 16.856047468298986]), (0.6926843364909804, 0.9999999999999999, 1.2622199295867078, 0.994227994227994, [15.616841244848562, 14.867618478251647, 16.791698097423154, 17.806339714784016, 15.387418999474269, 15.243196170474556, 14.828963713360993, 15.004616315753472, 18.813331789553757, 16.018488086932695]), (0.45127569022358033, 0.9999999999999999, 1.0082062247728554, 0.9948051948051945, [15.589510724403587, 14.870030858824336, 16.521674631626254, 17.96747840517757, 15.396311769928266, 15.241183459233257, 14.830928210969914, 15.000072598029433, 19.186678057820583, 15.959233945246844]), (0.09974306058252279, 0.9999999999999999, 0.3514919515061135, 0.994227994227994, [15.593422738805828, 14.951910636584202, 16.743547392400078, 17.72288704584917, 15.409010150632271, 15.240565711243553, 14.848708392501786, 15.009625959699939, 19.38992667543277, 15.907195717056336])] # SVD------- ilDXmShap_svd_mdav = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (0.31760860033137633, 0.9999999999999999, 0.5067550651728295, 0.9919191919191919, [1.4726216226966415, 1.222369141261299, 4.877144445576342, 4.584991871696477, 1.3639499695399255, 1.2899482198417536, 3.504303477128223, 3.1051605007835703, 4.882001915558815, 2.72506953801712]), (1.6723701671799023, 0.9030303030303028, 2.1817946518302063, 0.9468975468975468, [1.2692344438038887, 0.9224718827741889, 4.503403311125995, 4.80296656280668, 1.2942776227778279, 1.1736355898837252, 2.914907973024368, 2.834010832183201, 4.001066280795761, 3.3661472904993417]), (2.0260249860185513, 0.9151515151515152, 2.8031845907421427, 0.923232323232323, [1.46573053137038, 0.9586132975798742, 4.089331737132866, 4.199157948004848, 1.1436990171250587, 1.0910211804969474, 3.2123166261030116, 2.9181166085816295, 3.516862279258167, 3.236153895841377]), (1.446697137310545, 0.9515151515151514, 2.3698483069028837, 0.9197691197691198, [1.2174341532944677, 1.054304093702851, 4.567185319896654, 4.4749743937407676, 1.2637377462257928, 1.2140054935271716, 3.211824144535945, 3.0563413076315635, 3.798192152819849, 2.654318859819632]), (1.8755768736326042, 0.9515151515151514, 2.45823322713209, 0.9483405483405482, [1.2124219234543465, 1.1536441385890575, 3.7014133058006307, 4.471659251949022, 1.1870490227796462, 1.096712208912714, 2.868695706293467, 2.806780157361318, 3.979748795150803, 2.312371431234537]), (1.957921428738005, 0.9515151515151514, 2.57521452093846, 0.9544011544011546, [1.5747301250416652, 0.9637842251131941, 4.181607689964982, 4.11483048769684, 1.1680950707413866, 1.1326501405336191, 3.1735899820048425, 2.753473484746283, 3.5808836187093127, 3.098399700237258]), (1.6514105273069584, 0.9999999999999999, 2.6227800685658136, 0.9367965367965366, [1.2119827135385572, 0.9136785204288878, 4.042139915600837, 3.9443998559515383, 1.0442307297467293, 1.0236439161510376, 3.54577177880662, 2.984581676919598, 4.051669958547236, 2.9190929654314632]), (1.6663816268778302, 0.9030303030303028, 3.465009640217972, 0.8611832611832613, [1.1764050248304425, 1.571277471831313, 4.565968674173194, 3.9043624494428686, 1.0862730701032088, 1.0485778434102897, 3.060308671449345, 2.8285191960909732, 3.957900950486511, 2.943069138365444]), (1.520744122832236, 0.9515151515151514, 2.472936217122002, 0.9301587301587301, [1.7184167787582152, 1.0454194356098057, 4.570365466408867, 4.119410380347302, 1.5418957744254815, 1.50558999605141, 2.952113869171968, 3.2968064158895434, 3.9473664684467984, 2.880621055632017]), (1.9672328758684714, 0.9878787878787878, 3.1873323739475246, 0.8978354978354977, [1.393912997184085, 1.0825331903715822, 3.8804288628532526, 3.5434992135021655, 1.3580219562737825, 1.2961135763648077, 2.7393877624528225, 3.14772105734321, 4.116987299523285, 2.2979266106371945]), (1.6448441223943127, 0.8909090909090909, 3.4790402786269445, 0.8663780663780665, [1.2543331936714122, 1.2725738704887484, 4.322776539327516, 4.042048399712037, 1.3657508821654634, 1.2353800351577373, 2.6203091343819587, 2.8143692614544817, 4.1394047809034955, 2.7264462311565443]), (2.1543127958828676, 0.9393939393939393, 3.378393389652, 0.9015873015873017, [1.4836382118040186, 1.0526007771051138, 4.469456239354007, 3.7407356804767042, 1.4547525450848153, 1.2550953029904395, 2.095858890277457, 2.535913641623062, 4.152206139275993, 2.7947764465059217]), (1.4797119171450654, 0.9030303030303028, 3.59249368112115, 0.8958152958152956, [1.5132674716107808, 1.055227654121571, 4.340709707092219, 4.691133698408964, 1.4119500150218964, 1.462115597031908, 2.972163630083079, 3.2529314255931454, 4.032977994171862, 3.158232962876138]), (1.5915326727212769, 0.9151515151515152, 3.239701465273918, 0.8874458874458876, [1.2094418668261804, 1.19711160582158, 5.019387843881897, 4.424791723659087, 1.2340957833888349, 1.103509182732583, 2.704024347954439, 2.7213700172134128, 4.43888636857851, 3.4806196915293603]), (2.4913903838343656, 0.8303030303030302, 4.541977432786114, 0.8487734487734487, [1.9612813735172885, 1.5809715215152231, 3.1252944387819483, 4.678901548774694, 1.414128195027629, 1.356332624596164, 2.5852354854018964, 3.0487157605601864, 4.275324536850991, 3.663439712034556])] ilDXmShap_svd_mond = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (0.9627216058838229, 0.8787878787878788, 2.4685352831338827, 0.918037518037518, [1.4500048377979071, 1.466110656741581, 4.911228275909859, 4.740650285415749, 1.2685055173990047, 1.2207985399539365, 3.1645016595585838, 2.683457567054852, 4.624753990013236, 2.9252855530429307]), (1.1538209815497042, 0.8666666666666665, 2.8321819501432026, 0.9047619047619045, [1.4886697145186158, 1.6837273770103254, 4.868692892965363, 4.893827627902518, 1.286003134961613, 1.2307436048838998, 3.092594224853601, 2.6558071004352906, 4.515646380897811, 2.93185015954651]), (1.471549991000997, 0.8545454545454544, 3.4418805803328363, 0.8764790764790762, [1.1440096118420435, 1.753728389093712, 4.651392185493445, 4.652498662858039, 1.0062462272896973, 1.0272150800372697, 3.686268745990818, 2.5377584651603113, 4.1649301933089244, 3.0550716538294234]), (1.471549991000997, 0.8545454545454544, 3.4418805803328363, 0.8764790764790762, [1.1440096118420435, 1.753728389093712, 4.651392185493445, 4.652498662858039, 1.0062462272896973, 1.0272150800372697, 3.686268745990818, 2.5377584651603113, 4.1649301933089244, 3.0550716538294234]), (1.471549991000997, 0.8545454545454544, 3.4418805803328363, 0.8764790764790762, [1.1440096118420435, 1.753728389093712, 4.651392185493445, 4.652498662858039, 1.0062462272896973, 1.0272150800372697, 3.686268745990818, 2.5377584651603113, 4.1649301933089244, 3.0550716538294234]), (1.6889041573356172, 0.8666666666666665, 3.773916394350035, 0.8784992784992786, [1.2396255239898057, 1.5690219540851167, 4.7652010513777165, 4.291192447333756, 0.95064577086677, 1.017658474056067, 3.115834073544018, 2.520357283456952, 3.8452915912938397, 2.710542634628984]), (1.6889041573356172, 0.8666666666666665, 3.773916394350035, 0.8784992784992786, [1.2396255239898057, 1.5690219540851167, 4.7652010513777165, 4.291192447333756, 0.95064577086677, 1.017658474056067, 3.115834073544018, 2.520357283456952, 3.8452915912938397, 2.710542634628984]), (1.6889041573356172, 0.8666666666666665, 3.773916394350035, 0.8784992784992786, [1.2396255239898057, 1.5690219540851167, 4.7652010513777165, 4.291192447333756, 0.95064577086677, 1.017658474056067, 3.115834073544018, 2.520357283456952, 3.8452915912938397, 2.710542634628984]), (1.6889041573356172, 0.8666666666666665, 3.773916394350035, 0.8784992784992786, [1.2396255239898057, 1.5690219540851167, 4.7652010513777165, 4.291192447333756, 0.95064577086677, 1.017658474056067, 3.115834073544018, 2.520357283456952, 3.8452915912938397, 2.710542634628984]), (1.6889041573356172, 0.8666666666666665, 3.773916394350035, 0.8784992784992786, [1.2396255239898057, 1.5690219540851167, 4.7652010513777165, 4.291192447333756, 0.95064577086677, 1.017658474056067, 3.115834073544018, 2.520357283456952, 3.8452915912938397, 2.710542634628984]), (2.4140098198579274, 0.8909090909090909, 4.403118188645381, 0.8681096681096679, [1.3022606702527555, 1.6962798699573522, 4.189691715073161, 3.775536672423911, 1.1271008090396055, 1.11347440914465, 2.871058864342501, 2.597885514018079, 3.2326058484143725, 2.455305613263132]), (2.4140098198579274, 0.8909090909090909, 4.403118188645381, 0.8681096681096679, [1.3022606702527555, 1.6962798699573522, 4.189691715073161, 3.775536672423911, 1.1271008090396055, 1.11347440914465, 2.871058864342501, 2.597885514018079, 3.2326058484143725, 2.455305613263132]), (2.4140098198579274, 0.8909090909090909, 4.403118188645381, 0.8681096681096679, [1.3022606702527555, 1.6962798699573522, 4.189691715073161, 3.775536672423911, 1.1271008090396055, 1.11347440914465, 2.871058864342501, 2.597885514018079, 3.2326058484143725, 2.455305613263132]), (2.4140098198579274, 0.8909090909090909, 4.403118188645381, 0.8681096681096679, [1.3022606702527555, 1.6962798699573522, 4.189691715073161, 3.775536672423911, 1.1271008090396055, 1.11347440914465, 2.871058864342501, 2.597885514018079, 3.2326058484143725, 2.455305613263132]), (2.4140098198579274, 0.8909090909090909, 4.403118188645381, 0.8681096681096679, [1.3022606702527555, 1.6962798699573522, 4.189691715073161, 3.775536672423911, 1.1271008090396055, 1.11347440914465, 2.871058864342501, 2.597885514018079, 3.2326058484143725, 2.455305613263132])] ilDXmShap_svd_nAdd = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (0.07257061492551023, 0.9999999999999999, 0.11606056180449328, 0.9979797979797977, [1.4413054226673758, 1.2467297486426634, 4.881477932626084, 4.606970643789801, 1.4064053012253095, 1.3175713628024408, 3.589239686201848, 3.2221447123622835, 5.102865233739792, 2.5740374243183854]), (0.06318618172648444, 0.9999999999999999, 0.09405192589644142, 0.9991341991341991, [1.4424004436237488, 1.283788464567827, 4.847248951941537, 4.6432126532517195, 1.4207852434952053, 1.3375725637343647, 3.6578846785880623, 3.2220113042231833, 5.079432243486394, 2.582721260502868]), (0.07082996398925932, 0.9999999999999999, 0.11841439147725755, 0.9985569985569983, [1.4262481946249432, 1.2642499308693944, 4.816782675858369, 4.645093433058692, 1.393717990339905, 1.3154303192478323, 3.610842294786177, 3.209498868135923, 5.072543300495103, 2.570206812498513]), (0.09605743859166266, 0.9999999999999999, 0.17419464403963728, 0.9968253968253966, [1.4510909995061072, 1.2779879419217317, 4.83661781807575, 4.5742989866868395, 1.3889005243486967, 1.3088048202763851, 3.5523169945663167, 3.17887409911309, 5.095553351744823, 2.609948037800747]), (0.10037678315856981, 0.9999999999999999, 0.1713073193803809, 0.9974025974025974, [1.475614936169423, 1.299304264295499, 4.851375667974887, 4.576254782098509, 1.4003211754696865, 1.3212541586435815, 3.542460280757962, 3.212590213606327, 5.048760570838527, 2.5756805137656595]), (0.11651830317683452, 0.9999999999999999, 0.201245759530195, 0.9971139971139968, [1.4738755722672603, 1.2349923121370128, 4.824654248324701, 4.612449491424826, 1.3980891370087276, 1.3194797819107982, 3.602933120648736, 3.1327309894274884, 5.048932004523538, 2.576177694464375]), (0.11721156239787787, 0.9999999999999999, 0.17886584939793856, 0.9962481962481959, [1.4715805820011671, 1.2716150220695959, 4.8062139792209635, 4.677246014221761, 1.4332642502751116, 1.3387527680249052, 3.5966167356756564, 3.2932162252384365, 5.0901896126019865, 2.587823365974105]), (0.18114833312825548, 0.9878787878787878, 0.2397192421865967, 0.995093795093795, [1.4333446381895663, 1.3011320087631764, 4.770888030007795, 4.5958705396022435, 1.3981029700619585, 1.2992341685677562, 3.620527885831272, 3.0883774680457754, 5.003433481449208, 2.6227067409208864]), (0.1291186348891391, 0.9878787878787878, 0.19203359667892303, 0.9971139971139968, [1.414097343228764, 1.2909540697893653, 4.842231388081553, 4.642659894280632, 1.4203769114756821, 1.3350525636137744, 3.726140671928814, 3.229058111909123, 5.131669699261633, 2.5809314349843637]), (0.19639763969422533, 0.9999999999999999, 0.27228477312992316, 0.9965367965367962, [1.471168452929426, 1.2505471983097733, 4.888267868162593, 4.660455847242357, 1.4123126474401066, 1.3359609909920835, 3.45050854184856, 3.1921473282148685, 5.097843430686526, 2.5954535495674964]), (0.10046890305379469, 0.9999999999999999, 0.20486923488520076, 0.9962481962481962, [1.4688776235098724, 1.2203459877103298, 4.800582780980039, 4.6112623591976964, 1.3970600635432646, 1.315264556533125, 3.5800304328581762, 3.192632953100463, 5.04967702921412, 2.5802111889880552]), (0.18893407929264094, 0.9878787878787878, 0.36593664073116716, 0.9959595959595957, [1.3827951270446737, 1.3072913289548678, 4.872125502414738, 4.567385734245692, 1.3192240203691803, 1.2433581261655857, 3.5613000474081233, 3.2312156779562855, 5.011631574108473, 2.55272331973247])] ilDXmShap_svd_nAdL = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (0.07056157949076124, 0.9999999999999999, 0.11100926831432871, 0.9985569985569985, [1.4303219402579646, 1.2486649186310526, 4.855395629878378, 4.632098085707706, 1.4062235900843973, 1.323823642830565, 3.5981122228382674, 3.238902388844663, 5.117778623283903, 2.582892121774592]), (0.07007257463583799, 0.9999999999999999, 0.13116412988972503, 0.9974025974025972, [1.4542967842783177, 1.2345034820884258, 4.80421529954878, 4.6051686865598045, 1.4160968425747986, 1.3359077863804516, 3.606918721215267, 3.1853180620414903, 5.0875401147593, 2.6000605891813624]), (0.06744552485801414, 0.9999999999999999, 0.1006729518933823, 0.9985569985569983, [1.4417336607074056, 1.2627204902768017, 4.790074675778018, 4.623678475443891, 1.396633811056916, 1.3065825026384876, 3.6076368768149365, 3.217292213386056, 5.077305429443279, 2.5722632173963533]), (0.09701179667737617, 0.9999999999999999, 0.1931124838564869, 0.9976911976911974, [1.4605742529949581, 1.245380852569803, 4.845045048003706, 4.664856327551659, 1.44229667741846, 1.3622803780365893, 3.5812403855573187, 3.236579735104191, 5.08525827401988, 2.5799537199853884]), (0.08744182540193644, 0.9999999999999999, 0.1392600778339768, 0.9982683982683982, [1.4213344146523126, 1.2508404806023687, 4.817433063279097, 4.60397761013656, 1.377803029411791, 1.3003378604168927, 3.5802794725404734, 3.1864349529276783, 5.093088731495728, 2.593044887108292]), (0.10005745523958771, 0.9999999999999999, 0.13942351696183666, 0.9982683982683982, [1.4364859222553543, 1.2769951643531956, 4.815972679102556, 4.544255703336088, 1.4347399168824382, 1.3427344116331943, 3.5962831179616175, 3.2239898709965553, 5.081078898034148, 2.659617240752218]), (0.09764708759601365, 0.9999999999999999, 0.20789416844733916, 0.9956709956709956, [1.4531297060637238, 1.2201137186075097, 4.882339908514074, 4.642143911400268, 1.3967628061091222, 1.3250904782275843, 3.6057254188940524, 3.201250817671629, 5.08471042206328, 2.5719337409405325]), (0.09102395665046593, 0.9999999999999999, 0.14497089911925073, 0.9979797979797977, [1.4540426743264772, 1.306123598694799, 4.787654696657669, 4.6236340485137095, 1.4290880766317795, 1.3411617038211106, 3.6586472581472202, 3.2458517863371696, 5.139022548833171, 2.5766645028257464]), (0.1275753225571831, 0.9999999999999999, 0.19965829193302548, 0.9974025974025971, [1.4451278986040708, 1.2746652046854958, 4.82614778599593, 4.553120295313542, 1.4237216767610197, 1.3246587170450197, 3.5567933978873496, 3.2390555093566613, 5.149583840483591, 2.661990639177997]), (0.1469981359093843, 0.9999999999999999, 0.1844461808040525, 0.9968253968253965, [1.442079337341955, 1.2735100372513177, 4.793328503764605, 4.535123156836488, 1.402945058881758, 1.3150251021917345, 3.50808787705807, 3.2525374131009905, 5.135082472438883, 2.5840266577643876]), (0.13431472400178443, 0.9999999999999999, 0.21719591748194642, 0.9976911976911976, [1.4336330805522, 1.2987865116500024, 4.7888120157997225, 4.488588319856813, 1.3862625993073938, 1.303067877724963, 3.618628521913481, 3.2144571925617518, 5.047272937806463, 2.597842541785428]), (0.18628287933498694, 0.9999999999999999, 0.29450156134635186, 0.9962481962481962, [1.4640317739910524, 1.2260140840561344, 4.860618639222072, 4.656762892702114, 1.3713263219673115, 1.2998182817886377, 3.68484444211474, 3.288846970650625, 4.975812690897514, 2.6320646461929855])] ilDXmShap_svd_nmf = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (4.571187038297784, 0.6242424242424242, 10.021252755275142, 0.40894660894660884, [1.9505538978037882, 0.7854947518217201, 2.1213719370220465, 2.765149467590044, 1.876991121256993, 2.011003640844, 3.2331814840477713, 1.7482683279247255, 2.5014033006750487, 2.657646466839517]), (3.4559014156278414, 0.7575757575757575, 5.1698861955418955, 0.795670995670996, [1.2205283042895765, 1.0753145086108082, 3.320740636715469, 2.449713790240447, 1.8923301351984743, 2.183868745025304, 2.5891455181215854, 4.437895434713822, 3.8950643921566086, 2.780876484740642]), (1.8216591957021266, 0.8787878787878788, 2.707112353251971, 0.9575757575757576, [1.691017006623861, 2.296398415426972, 4.913896652218201, 4.419460119652048, 1.3492521160320576, 1.275255838012083, 4.197708887126157, 3.360154321628125, 4.360404353895161, 3.7227010429441654]), (1.616557010777991, 0.8787878787878788, 2.3264890901720503, 0.9616161616161618, [1.3217464835787656, 1.6573875489336751, 5.121492105341938, 4.650144836440698, 1.2721776905686237, 1.1864954177649905, 3.908909373186025, 3.0689905510016757, 4.294432770731689, 3.84341323692212]), (1.4241948180401585, 0.8666666666666665, 2.0062254264080304, 0.9645021645021645, [1.3330044556021385, 1.3410233096290098, 4.925047732094605, 5.142776691132779, 1.3309837247602136, 1.2569895869906584, 3.976707296983061, 3.19152890792984, 4.104162435740055, 3.3533902668027444]), (1.316533849408165, 0.9151515151515152, 1.790123667773619, 0.9668109668109669, [1.352628635786005, 1.2962738674186842, 4.844266619447385, 4.981138926405525, 1.3658240894418139, 1.2861225923096093, 3.8802632158045394, 3.250404064135581, 4.1846806327359, 3.4106603866080825]), (0.2635878565629686, 0.9999999999999999, 0.5426977687697943, 0.9927849927849925, [1.4236854123070246, 1.2704202885446858, 4.961043197132379, 4.712545716895089, 1.3934130002694127, 1.2867516413737117, 3.589766613029125, 3.4095323614425306, 5.0880106367553966, 2.594669259861046])] ilDXmShap_svd_svd = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (4.2745555984425145, 0.19999999999999998, 6.754956906335805, 0.71976911976912, [1.6104199732624607, 3.5706922401395556, 2.655748673548589, 2.9783618880394775, 1.4992364155659563, 1.61584723612069, 3.04857713797006, 3.5873110082096185, 2.845205390313054, 2.8319820804660485]), (3.6457672210395278, 0.5515151515151515, 5.953000111250627, 0.778932178932179, [2.555750554024654, 3.259627180106546, 3.5147606009841335, 4.701869524475584, 1.3472351014651422, 1.2406473957500845, 2.457335603031488, 2.65526651036404, 3.267320840711812, 3.7642703245434825]), (2.1239385414066265, 0.8424242424242423, 3.055891119145833, 0.9382395382395382, [0.9881749910508839, 1.163762616107836, 5.637777261732286, 4.401127584420908, 1.104023710995889, 1.03032993756517, 3.070256959430205, 2.9304652357439167, 4.6065509970784095, 4.253185946784775]), (1.8276433130570209, 0.8424242424242423, 2.4057228121234733, 0.9587301587301583, [1.250277862014115, 1.3486259066264177, 5.352133331292922, 3.7651185932001074, 1.23688605651925, 1.1910684010788837, 3.4344639847265377, 3.1856648090484314, 4.7338502603267685, 4.039468050037063]), (1.0265446284804474, 0.9757575757575757, 1.3575128585096197, 0.9841269841269839, [1.5232847741702746, 1.3046673719249746, 5.6088192308798694, 4.371688213571579, 1.3549594580997504, 1.2730732943631855, 3.7419942824338595, 3.366926127077877, 4.520237722142035, 2.7530621725368594]), (0.2977848414430501, 0.9999999999999999, 0.6982671583959339, 0.9904761904761902, [1.3953178458386415, 1.2345726937455708, 5.000024765821074, 4.565167986684998, 1.3387340217255594, 1.2544295481958254, 3.5982987275902976, 3.3910628049793408, 5.200197209061173, 2.552001715257495]), (0.1826139031215074, 0.9999999999999999, 0.3550219533471469, 0.9924963924963924, [1.4228449156442318, 1.2800836717587434, 4.848416537527759, 4.607418296334772, 1.406731833935009, 1.2958286359249915, 3.6020244329416053, 3.378169933780078, 5.01075063643754, 2.5715282126632575])] ilDXmShap_svd_pca = [(0, 0, 0, 0, [1.4487214082504234, 1.280466219819812, 4.833062243608898, 4.596280640627355, 1.419166679120779, 1.3320716246633135, 3.620217983029566, 3.2222505715675953, 5.088694690994328, 2.5830602835296737]), (4.269498264640056, 0.22424242424242422, 6.748770713426883, 0.722077922077922, [1.6182631936759713, 3.565869952042525, 2.636535337893107, 2.98713722275389, 1.5033193297127863, 1.6027111658881357, 3.0412245930539643, 3.5700428677515146, 2.8605553049666863, 2.8312586483888587]), (3.6417799695725717, 0.5515151515151515, 5.9368177833456395, 0.7803751803751803, [2.556868034435792, 3.2459098212109287, 3.4946103916644415, 4.705097754835275, 1.349889433766642, 1.2378857693494032, 2.4536782855799437, 2.6470649800149113, 3.2814337295792124, 3.764920470654527]), (2.111727911452669, 0.8424242424242423, 3.0404771375017314, 0.9388167388167387, [0.9856278474375065, 1.1692695427243545, 5.616564715193935, 4.400961769714367, 1.1074538032424162, 1.0281183717302507, 3.067699961786334, 2.9238357153063137, 4.624652030262688, 4.250793224518242]), (1.815413545308689, 0.8424242424242423, 2.394140747699151, 0.96017316017316, [1.2475362028091475, 1.352829881748079, 5.327828094763385, 3.7635665406422243, 1.2392836111942196, 1.188688674883885, 3.433139121413359, 3.1806244786510995, 4.761334130458515, 4.037362720152787]), (0.9865098712621652, 0.9757575757575757, 1.3388490073391597, 0.985281385281385, [1.5196978601986413, 1.3074360058676366, 5.586438405837557, 4.375432785501709, 1.356726540033524, 1.2699882276194732, 3.7417630694373107, 3.3614775471386453, 4.556561860200783, 2.744340956756419]), (0.29780564008538835, 0.9999999999999999, 0.6958597606637735, 0.99018759018759, [1.395323625102912, 1.2373685353255275, 5.003459071300709, 4.56265925153176, 1.3401836886739755, 1.2546291368150175, 3.5988871616178386, 3.3843355367315464, 5.206397269785592, 2.5514707237319323]), (0.17686011036553742, 0.9999999999999999, 0.3485339474363592, 0.993073593073593, [1.4228677989193803, 1.2801363176904375, 4.847947909816209, 4.607257104824514, 1.4073516156263681, 1.2961276038712917, 3.603686533085848, 3.3727691510342077, 5.01269065052865, 2.57158854704932])] ## -------------------------- ## RESULTS TARRAGONA ## -------------------------- ilTXmShap_linR_mdav = [(0, 0, 0, 0, [2115.417324089308, 19412.208233999732, 167.99904249420612, 5134.503568041671, 3682.9881145404147, 19039.391958549328, 2856.4362775352342, 206.06104414892894, 885.5158986891428, 24538.233737511233, 5757.7637414506835]), (20079.026379714134, 0.6454545454545455, 21807.16424244372, 0.8701927105152918, [1080.7040899825852, 4102.381871497598, 1859.5561011342784, 1820.006525903377, 3188.775699377781, 8661.363994901221, 6618.5402732297325, 2828.366542507595, 3863.3862061495415, 20545.175613296866, 5495.500462735515]), (17974.971980316146, 0.7454545454545456, 19251.634701239007, 0.933347297863427, [2283.8454302110845, 5375.426450121877, 290.13548392737977, 2422.388225461842, 1916.9052296021891, 10457.030042736766, 8373.951633894507, 2492.9599665020787, 1141.1307434343578, 22390.643392104914, 7000.007452045418]), (24846.22595900916, 0.6000000000000001, 40363.583628221524, -0.05594888981985758, [3593.058775250744, 5560.872349060272, 762.4951890076411, 9405.467486653462, 277.1213776719435, 1198.1994707499543, 5309.221574101431, 1899.5500579346121, 391.5476773542818, 16550.43705362829, 4395.259776459977]), (16499.842029746804, 0.8181818181818182, 52830.7977599569, -0.34453288646837055, [6134.0966545918645, 14458.26497651548, 1094.3661558032875, 13869.896345576954, 896.963129421137, 8106.046799866655, 1236.0565414100101, 685.0432902850615, 563.0894939469322, 22137.075838159788, 1472.4793240134438]), (19363.542661553125, 0.7545454545454545, 45574.28151871734, -0.11652702136573109, [3097.5938760226973, 10484.2272770434, 89.65784792348734, 11321.17840515324, 2373.841290129461, 4540.705510510811, 112.48728652703024, 1897.793828172237, 1264.5519805538386, 20498.589651401246, 1608.9320892942571]), (16978.174226775995, 0.7000000000000001, 52820.65642701743, -0.2710934227063262, [4900.9829528716145, 14509.176823561756, 871.2613126257387, 14043.774532206056, 866.7800039705153, 8074.656212410435, 1426.016801411268, 1192.1062622148427, 1733.7139067292524, 19462.11897571481, 1407.0860738842985]), (22999.267235021343, 0.7090909090909092, 48632.013852899065, -0.23887725178047745, [5763.96471923191, 9479.585290867537, 214.38785663298611, 14913.419706574963, 492.7336998477608, 4535.290932205546, 1399.2989001798726, 221.2307320333674, 1444.4279055084335, 15853.26744311549, 966.430678364997]), (20792.17795495047, 0.7363636363636363, 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17151.84020794829, 5198.8596639133675, 14926.164256608325, 98.18143904193174, 1279.672501870477, 1785.2111355971185, 19990.50350969478, 4819.907624939617]), (24648.918854037864, 0.46363636363636374, 61854.06515787379, -0.36619187264348585, [11274.28458261363, 15056.30217041934, 3712.796465825553, 20195.154672324174, 3477.133475514649, 10156.220229311815, 10.098128081640848, 3857.646517182692, 1412.020507436616, 12065.539857833035, 2743.215687277014]), (22119.763169960654, 0.7636363636363637, 62761.141060967246, -0.2940301633850019, [10391.734978319118, 17049.12592684615, 1088.32825871861, 18910.79135106714, 2572.2510551787013, 12233.273633750634, 1442.558836311788, 799.5236289216922, 4195.728513335904, 11775.355885736142, 4856.414471715055]), (11637.962490142718, 0.790909090909091, 51596.789904058394, -0.014537075827398396, [1034.8235473379325, 14480.296224688933, 1855.1425847433209, 6092.161635295629, 3506.7333646121483, 12633.760437432536, 324.6569001165853, 3617.192144504754, 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