from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_10", "MLPRegressor_10")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_10" , "SVR_poly_8")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman3", "XGBRegressor_11")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_500", "DecisionTreeRegressor_14")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_10", "XGBRegressor_11")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston", "SVR_poly_8")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston", "MLPRegressor_10")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_100", "Ridge_6")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston", "LGBMRegressor_15")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman1" , "SVR_rbf_9")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_10" , "AdaBoostRegressor_2")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman3", "DecisionTreeRegressor_0")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman1" , "MLPRegressor_10")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston" , "SGDRegressor_4")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman1", "DummyRegressor_1")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("diabetes", "SVR_rbf_9")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_500", "GradientBoostingRegressor_3")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_100", "SVR_rbf_9")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman3", "SVR_poly_8")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("diabetes", "DecisionTreeRegressor_14")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman3", "AdaBoostRegressor_2")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest lExplainer = skltest.test_reg_dataset_and_model("RandomReg_10", "Ridge_6") print(lExplainer.mImplementation.__dict__) print(lExplainer.mImplementation.mUsedFeatureNames) print(lExplainer.mImplementation.mScoreQuantiles) print(lExplainer.mImplementation.mFeatureQuantiles) print(lExplainer.mImplementation.mScoreBinInterpolators) print(lExplainer.mImplementation.mScoreBinInterpolationIntercepts) print(lExplainer.mImplementation.mContribMeans) print(lExplainer.mImplementation.mExplanations) print(lExplainer.mImplementation.mExplanationData) print(lExplainer.mImplementation.mCategories) coeffs = lExplainer.mImplementation.mScoreBinInterpolationCoefficients for k in coeffs: print(k, coeffs[k]) for k in lExplainer.mImplementation.mFeatureQuantiles: print(k, lExplainer.mImplementation.mFeatureQuantiles[k])
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_100", "SVR_sigmoid_12")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_500", "SVR_linear_7")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman1" , "RandomForestRegressor_5")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("RandomReg_100" , "RandomForestRegressor_5")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston", "AdaBoostRegressor_2")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("boston" , "SVR_sigmoid_12")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("freidman3", "BaggingRegressor_13")
from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest skltest.test_reg_dataset_and_model("diabetes", "XGBRegressor_11")