Python test_reg_dataset_and_model Examples

Example #1

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_10", "MLPRegressor_10")

Example #2

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("RandomReg_10" , "SVR_poly_8")

Example #3

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "XGBRegressor_11")

Example #4

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_500", "DecisionTreeRegressor_14")

Example #5

File: skl_dataset_RandomReg_10_XGBRegressor_11_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_10", "XGBRegressor_11")

Example #6

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("boston", "SVR_poly_8")

Example #7

File: skl_dataset_boston_MLPRegressor_10_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("boston", "MLPRegressor_10")

Example #8

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_100", "Ridge_6")

Example #9

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("boston", "LGBMRegressor_15")

Example #10

File: skl_dataset_freidman1_SVR_rbf_9_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("freidman1" , "SVR_rbf_9")

Example #11

File: skl_dataset_RandomReg_10_AdaBoostRegressor_2_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("RandomReg_10" , "AdaBoostRegressor_2")

Example #12

File: skl_dataset_freidman3_DecisionTreeRegressor_0_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "DecisionTreeRegressor_0")

Example #13

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("freidman1" , "MLPRegressor_10")

Example #14

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("boston" , "SGDRegressor_4")

Example #15

File: skl_dataset_freidman1_DummyRegressor_1_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman1", "DummyRegressor_1")

Example #16

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("diabetes", "SVR_rbf_9")

Example #17

File: skl_dataset_RandomReg_500_GradientBoostingRegressor_3_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_500",
                                   "GradientBoostingRegressor_3")

Example #18

File: skl_dataset_RandomReg_100_SVR_rbf_9_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_100", "SVR_rbf_9")

Example #19

File: skl_dataset_freidman3_SVR_poly_8_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "SVR_poly_8")

Example #20

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("diabetes", "DecisionTreeRegressor_14")

Example #21

File: skl_dataset_freidman3_AdaBoostRegressor_2_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "AdaBoostRegressor_2")

Example #22

File: test_linear_reg.py Project: vitasiku/sklearn_explain

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])

Example #23

File: skl_dataset_RandomReg_100_SVR_sigmoid_12_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_100", "SVR_sigmoid_12")

Example #24

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("RandomReg_500", "SVR_linear_7")

Example #25

File: skl_dataset_freidman1_RandomForestRegressor_5_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("freidman1" , "RandomForestRegressor_5")

Example #26

File: skl_dataset_RandomReg_100_RandomForestRegressor_5_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("RandomReg_100" , "RandomForestRegressor_5")

Example #27

File: skl_dataset_boston_AdaBoostRegressor_2_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("boston", "AdaBoostRegressor_2")

Example #28

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest


skltest.test_reg_dataset_and_model("boston" , "SVR_sigmoid_12")

Example #29

File: skl_dataset_freidman3_BaggingRegressor_13_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("freidman3", "BaggingRegressor_13")

Example #30

File: skl_dataset_diabetes_XGBRegressor_11_code_gen.py Project: vitasiku/sklearn_explain

from sklearn_explain.tests.skl_datasets_reg import skl_datasets_test as skltest

skltest.test_reg_dataset_and_model("diabetes", "XGBRegressor_11")