Index

A

append() (edgaro.data.dataset_array.DatasetArray method)

AutomaticTransformer (class in edgaro.balancing.nested_transformer)

B

base_transformer (edgaro.balancing.nested_transformer.NestedAutomaticTransformer property) (edgaro.balancing.transformer_array.TransformerArray property) (edgaro.model.model_array.ModelArray property)

BasicAutomaticTransformer (class in edgaro.balancing.nested_transformer)

C

check_binary_classification() (edgaro.data.dataset.Dataset method) compare() (edgaro.explain.explainer_result.Explanation method) (edgaro.explain.explainer_result.ModelPartsExplanation method) (edgaro.explain.explainer_result.ModelProfileExplanation method) (edgaro.explain.explainer_result_array.ExplanationArray method) (edgaro.explain.explainer_result_array.ModelPartsExplanationArray method) (edgaro.explain.explainer_result_array.ModelProfileExplanationArray method)

compare_performance() (edgaro.explain.explainer_result.Explanation method) (edgaro.explain.explainer_result.ModelPartsExplanation method) (edgaro.explain.explainer_result.ModelProfileExplanation method) (edgaro.explain.explainer_result_array.ExplanationArray method) (edgaro.explain.explainer_result_array.ModelPartsExplanationArray method) (edgaro.explain.explainer_result_array.ModelProfileExplanationArray method) Curve (class in edgaro.explain.explainer_result) custom_train_test_split() (edgaro.data.dataset.Dataset method)

D

data (edgaro.data.dataset.Dataset property) Dataset (class in edgaro.data.dataset) DatasetArray (class in edgaro.data.dataset_array)

DatasetArrayFromDirectory (class in edgaro.data.dataset_array) DatasetArrayFromOpenMLSuite (class in edgaro.data.dataset_array) DatasetFromCSV (class in edgaro.data.dataset) DatasetFromOpenML (class in edgaro.data.dataset)

E

edgaro.balancing.nested_transformer module edgaro.balancing.transformer module edgaro.balancing.transformer_array module edgaro.data.dataset module edgaro.data.dataset_array module edgaro.explain.explainer module edgaro.explain.explainer_array module

edgaro.explain.explainer_result module edgaro.explain.explainer_result_array module edgaro.model.model module edgaro.model.model_array module evaluate() (edgaro.model.model.Model method) (edgaro.model.model_array.ModelArray method) Explainer (class in edgaro.explain.explainer) ExplainerArray (class in edgaro.explain.explainer_array) Explanation (class in edgaro.explain.explainer_result) ExplanationArray (class in edgaro.explain.explainer_result_array) ExtensionAutomaticTransformer (class in edgaro.balancing.nested_transformer)

F

fit() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer.ImblearnProtocol method) (edgaro.balancing.transformer.Transformer method) (edgaro.balancing.transformer_array.TransformerArray method) (edgaro.explain.explainer.Explainer method) (edgaro.explain.explainer_array.ExplainerArray method) (edgaro.model.model.Model method) (edgaro.model.model.SKLEARNModelProtocol method) (edgaro.model.model_array.ModelArray method)

fit_resample() (edgaro.balancing.transformer.ImblearnProtocol method)

G

generate_report() (edgaro.data.dataset.Dataset method) get_category_colnames() (edgaro.model.model.Model method) get_dataset_suffixes() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer_array.TransformerArray method) get_imblearn_transformer() (edgaro.balancing.transformer.TransformerFromIMBLEARN method) get_models() (edgaro.model.model_array.ModelArray method) get_params() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer.ImblearnProtocol method) (edgaro.balancing.transformer.Transformer method) (edgaro.balancing.transformer.TransformerFromIMBLEARN method) (edgaro.model.model.Model method) (edgaro.model.model.ModelFromSKLEARN method) (edgaro.model.model.SKLEARNModelProtocol method)

get_test_dataset() (edgaro.model.model.Model method) get_train_dataset() (edgaro.model.model.Model method) GridSearchCV (class in edgaro.model.model)

H

head() (edgaro.data.dataset.Dataset method) (edgaro.data.dataset_array.DatasetArray method)

I

imbalance_ratio (edgaro.data.dataset.Dataset property)

ImblearnProtocol (class in edgaro.balancing.transformer)

L

load_benchmarking_set() (in module edgaro.data.dataset_array)

load_mammography() (in module edgaro.data.dataset)

M

Model (class in edgaro.model.model) ModelArray (class in edgaro.model.model_array) ModelFromSKLEARN (class in edgaro.model.model) ModelPartsExplanation (class in edgaro.explain.explainer_result) ModelPartsExplanationArray (class in edgaro.explain.explainer_result_array) ModelProfileExplanation (class in edgaro.explain.explainer_result) ModelProfileExplanationArray (class in edgaro.explain.explainer_result_array) module edgaro.balancing.nested_transformer edgaro.balancing.transformer edgaro.balancing.transformer_array edgaro.data.dataset edgaro.data.dataset_array edgaro.explain.explainer edgaro.explain.explainer_array edgaro.explain.explainer_result edgaro.explain.explainer_result_array edgaro.model.model edgaro.model.model_array

N

NestedAutomaticTransformer (class in edgaro.balancing.nested_transformer)

O

openml_description() (edgaro.data.dataset.DatasetFromOpenML method) (edgaro.data.dataset_array.DatasetArrayFromOpenMLSuite method)

P

plot() (edgaro.explain.explainer_result.Explanation method) (edgaro.explain.explainer_result.ModelPartsExplanation method) (edgaro.explain.explainer_result.ModelProfileExplanation method) (edgaro.explain.explainer_result_array.ExplanationArray method) (edgaro.explain.explainer_result_array.ModelPartsExplanationArray method) (edgaro.explain.explainer_result_array.ModelProfileExplanationArray method) plot_performance_gain_analysis() (edgaro.explain.explainer_result_array.ModelProfileExplanationArray method) plot_summary() (edgaro.explain.explainer_result_array.ExplanationArray method) (edgaro.explain.explainer_result_array.ModelPartsExplanationArray method) (edgaro.explain.explainer_result_array.ModelProfileExplanationArray method)

predict() (edgaro.model.model.Model method) (edgaro.model.model.SKLEARNModelProtocol method) (edgaro.model.model_array.ModelArray method) predict_proba() (edgaro.model.model.Model method) (edgaro.model.model.SKLEARNModelProtocol method) (edgaro.model.model_array.ModelArray method)

R

RandomForest (class in edgaro.model.model) RandomOverSampler (class in edgaro.balancing.transformer) RandomSearchCV (class in edgaro.model.model) RandomUnderSampler (class in edgaro.balancing.transformer) remove_categorical_and_ordinal_variables() (edgaro.data.dataset.Dataset method) (edgaro.data.dataset_array.DatasetArray method)

remove_empty_datasets() (edgaro.data.dataset_array.DatasetArray method) remove_nans() (edgaro.data.dataset.Dataset method) (edgaro.data.dataset_array.DatasetArray method) remove_non_binary_target_datasets() (edgaro.data.dataset_array.DatasetArray method) remove_outliers() (edgaro.data.dataset.Dataset method) (edgaro.data.dataset_array.DatasetArray method)

S

set_dataset_suffixes() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer.Transformer method) (edgaro.balancing.transformer.TransformerFromIMBLEARN method) (edgaro.balancing.transformer_array.TransformerArray method) set_params() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer.ImblearnProtocol method) (edgaro.balancing.transformer.RandomOverSampler method) (edgaro.balancing.transformer.RandomUnderSampler method) (edgaro.balancing.transformer.SMOTE method) (edgaro.balancing.transformer.Transformer method) (edgaro.balancing.transformer.TransformerFromIMBLEARN method) (edgaro.balancing.transformer_array.TransformerArray method) (edgaro.model.model.Model method) (edgaro.model.model.SKLEARNModelProtocol method)

set_transform_to_classes() (edgaro.model.model.Model method) (edgaro.model.model_array.ModelArray method) set_transform_to_probabilities() (edgaro.model.model.Model method) (edgaro.model.model_array.ModelArray method) SKLEARNModelProtocol (class in edgaro.model.model) SMOTE (class in edgaro.balancing.transformer)

T

target (edgaro.data.dataset.Dataset property) test (edgaro.data.dataset.Dataset property) (edgaro.data.dataset_array.DatasetArray property) train (edgaro.data.dataset.Dataset property) (edgaro.data.dataset_array.DatasetArray property) train_test_split() (edgaro.data.dataset.Dataset method) (edgaro.data.dataset_array.DatasetArray method) transform() (edgaro.balancing.nested_transformer.NestedAutomaticTransformer method) (edgaro.balancing.transformer.Transformer method) (edgaro.balancing.transformer.TransformerFromIMBLEARN method) (edgaro.balancing.transformer_array.TransformerArray method) (edgaro.explain.explainer.Explainer method) (edgaro.explain.explainer_array.ExplainerArray method) (edgaro.model.model.Model method)

transform_data() (edgaro.model.model.Model method) transform_target() (edgaro.model.model.Model method) Transformer (class in edgaro.balancing.transformer) TransformerArray (class in edgaro.balancing.transformer_array) TransformerFromIMBLEARN (class in edgaro.balancing.transformer) transformers (edgaro.balancing.nested_transformer.NestedAutomaticTransformer property) (edgaro.balancing.transformer_array.TransformerArray property) (edgaro.model.model_array.ModelArray property)

W

was_fitted (edgaro.balancing.nested_transformer.NestedAutomaticTransformer property) (edgaro.balancing.transformer.Transformer property) (edgaro.model.model.Model property) (edgaro.model.model.ModelFromSKLEARN property)

was_split (edgaro.data.dataset.Dataset property)

X

XGBoost (class in edgaro.model.model)