Run
10228231

Run 10228231

Task 2079 (Supervised Classification) eucalyptus Uploaded 31-05-2019 by Felix Neutatz
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Flow

sklearn.pipeline.Pipeline(features=sklearn.pipeline.Pipeline155930332559062 86(parents=sklearn.pipeline.FeatureUnion15593033255902605(X14=sklearn.pipel ine.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.Colum nTransformer15593033255897167(identity=sklearn.preprocessing._function_tran sformer.FunctionTransformer15593033255895293))),discretize=fastsklearnfeatu re.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransfo rmation),classifier=sklearn.linear_model.logistic.LogisticRegression)(1)Automatically created scikit-learn flow.
sklearn.linear_model.logistic.LogisticRegression(23)_C0.01
sklearn.linear_model.logistic.LogisticRegression(23)_class_weight"balanced"
sklearn.linear_model.logistic.LogisticRegression(23)_dualfalse
sklearn.linear_model.logistic.LogisticRegression(23)_fit_intercepttrue
sklearn.linear_model.logistic.LogisticRegression(23)_intercept_scaling1
sklearn.linear_model.logistic.LogisticRegression(23)_max_iter10000
sklearn.linear_model.logistic.LogisticRegression(23)_multi_class"auto"
sklearn.linear_model.logistic.LogisticRegression(23)_n_jobsnull
sklearn.linear_model.logistic.LogisticRegression(23)_penalty"l2"
sklearn.linear_model.logistic.LogisticRegression(23)_random_state15315
sklearn.linear_model.logistic.LogisticRegression(23)_solver"lbfgs"
sklearn.linear_model.logistic.LogisticRegression(23)_tol0.0001
sklearn.linear_model.logistic.LogisticRegression(23)_verbose0
sklearn.linear_model.logistic.LogisticRegression(23)_warm_startfalse
sklearn.pipeline.Pipeline(features=sklearn.pipeline.Pipeline15593033255906286(parents=sklearn.pipeline.FeatureUnion15593033255902605(X14=sklearn.pipeline.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293))),discretize=fastsklearnfeature.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransformation),classifier=sklearn.linear_model.logistic.LogisticRegression)(1)_memorynull
sklearn.pipeline.Pipeline(features=sklearn.pipeline.Pipeline15593033255906286(parents=sklearn.pipeline.FeatureUnion15593033255902605(X14=sklearn.pipeline.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293))),discretize=fastsklearnfeature.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransformation),classifier=sklearn.linear_model.logistic.LogisticRegression)(1)_steps[{"oml-python:serialized_object": "component_reference", "value": {"key": "features", "step_name": "features"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "classifier", "step_name": "classifier"}}]
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sklearn.pipeline.Pipeline15593033255906286(parents=sklearn.pipeline.FeatureUnion15593033255902605(X14=sklearn.pipeline.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293))),discretize=fastsklearnfeature.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransformation)(1)_steps[{"oml-python:serialized_object": "component_reference", "value": {"key": "parents", "step_name": "parents"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "discretize", "step_name": "discretize"}}]
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sklearn.pipeline.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293))(1)_memorynull
sklearn.pipeline.Pipeline15593033255899322(Vig=sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293))(1)_steps[{"oml-python:serialized_object": "component_reference", "value": {"key": "Vig", "step_name": "Vig"}}]
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sklearn.compose._column_transformer.ColumnTransformer15593033255897167(identity=sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293)(1)_sparse_threshold0.3
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sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_accept_sparsefalse
sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_check_inversetrue
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sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_inverse_funcnull
sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_kw_argsnull
sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_pass_y"deprecated"
sklearn.preprocessing._function_transformer.FunctionTransformer15593033255895293(1)_validatefalse
fastsklearnfeature.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransformation(1)_number_bins10
fastsklearnfeature.transformations.PandasDiscretizerTransformation.PandasDiscretizerTransformation(1)_qbucketfalse

Result files

xml
Description

XML file describing the run, including user-defined evaluation measures.

arff
Predictions

ARFF file with instance-level predictions generated by the model.

17 Evaluation measures

0.842 ± 0.029
Per class
Cross-validation details (10-fold Crossvalidation)
0.5359 ± 0.0687
Per class
Cross-validation details (10-fold Crossvalidation)
0.4342 ± 0.0781
Cross-validation details (10-fold Crossvalidation)
237.9409 ± 1.3898
Cross-validation details (10-fold Crossvalidation)
0.2509 ± 0.0053
Cross-validation details (10-fold Crossvalidation)
0.3132 ± 0.0003
Cross-validation details (10-fold Crossvalidation)
736
Per class
Cross-validation details (10-fold Crossvalidation)
0.6057 ± 0.0779
Per class
Cross-validation details (10-fold Crossvalidation)
0.5408 ± 0.0649
Cross-validation details (10-fold Crossvalidation)
2.2629
Cross-validation details (10-fold Crossvalidation)
0.5408 ± 0.0649
Per class
Cross-validation details (10-fold Crossvalidation)
0.801 ± 0.0171
Cross-validation details (10-fold Crossvalidation)
0.3957 ± 0.0004
Cross-validation details (10-fold Crossvalidation)
0.3422 ± 0.0057
Cross-validation details (10-fold Crossvalidation)
0.8648 ± 0.0147
Cross-validation details (10-fold Crossvalidation)