Exemplo n.º 1
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from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_10", "MLPRegressor_10")
Exemplo n.º 2
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from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("RandomReg_10" , "SVR_poly_8")
Exemplo n.º 3
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from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "XGBRegressor_11")
Exemplo n.º 4
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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")
Exemplo n.º 6
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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")
Exemplo n.º 8
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from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_100", "Ridge_6")
Exemplo n.º 9
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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")
Exemplo n.º 13
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from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("freidman1" , "MLPRegressor_10")
Exemplo n.º 14
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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")
Exemplo n.º 16
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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")
Exemplo n.º 20
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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")
Exemplo n.º 22
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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")
Exemplo n.º 24
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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")
Exemplo n.º 28
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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")