Index

_

__init__() (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier method) (auto_prep.modeling.model_GradientBoostingRegressor.ModelGradientBoostingRegressor method) (auto_prep.modeling.model_KNeighboursClassifier.ModelKNeighboursClassifier method) (auto_prep.modeling.model_KNeighboursRegressor.ModelKNeighboursRegressor method) (auto_prep.modeling.model_RandomForestRegressor.ModelRandomForestRegressor method) (auto_prep.modeling.model_SVC.ModelSVC method)

A

add_figure() (auto_prep.raporting.raport.Raport method) add_header() (auto_prep.raporting.raport.Raport method) add_list() (auto_prep.raporting.raport.Raport method) add_reference() (auto_prep.raporting.raport.Raport method) add_section() (auto_prep.raporting.raport.Raport method) add_subsection() (auto_prep.raporting.raport.Raport method) add_table() (auto_prep.raporting.raport.Raport method) add_text() (auto_prep.raporting.raport.Raport method) add_verbatim() (auto_prep.raporting.raport.Raport method) auto_prep module auto_prep.modeling module auto_prep.modeling.handler module auto_prep.modeling.model_BayesianRidgeRegressor module auto_prep.modeling.model_DecisionTreeClassifier module auto_prep.modeling.model_GaussianNaiveClassifier module auto_prep.modeling.model_GradientBoostingRegressor module auto_prep.modeling.model_KNeighboursClassifier module auto_prep.modeling.model_KNeighboursRegressor module auto_prep.modeling.model_LinearRegression module auto_prep.modeling.model_LinearSVR module auto_prep.modeling.model_LogisticRegression module auto_prep.modeling.model_RandomForestRegressor module auto_prep.modeling.model_SVC module auto_prep.modeling.model_XGBoost module auto_prep.prep module auto_prep.preprocessing module auto_prep.preprocessing.abstract module auto_prep.preprocessing.binning module auto_prep.preprocessing.correlation_filtering module

auto_prep.preprocessing.dimention_reducing module auto_prep.preprocessing.encoding module auto_prep.preprocessing.feature_selecting module auto_prep.preprocessing.handler module auto_prep.preprocessing.imputing module auto_prep.preprocessing.outlier_detecting module auto_prep.preprocessing.redundancy_filtering module auto_prep.preprocessing.scaling module auto_prep.preprocessing.utils module auto_prep.preprocessing.variance_filtering module auto_prep.raporting module auto_prep.raporting.eda module auto_prep.raporting.overview module auto_prep.raporting.raport module auto_prep.utils module auto_prep.utils.abstract module auto_prep.utils.config module auto_prep.utils.logging_config module auto_prep.utils.other module auto_prep.utils.system module auto_prep.visualization module auto_prep.visualization.categorical module auto_prep.visualization.eda module auto_prep.visualization.numerical module AutoPrep (class in auto_prep.prep)

B

bin_edges (auto_prep.preprocessing.binning.BinningTransformer attribute)

BinningTransformer (class in auto_prep.preprocessing.binning)

C

Categorical (class in auto_prep.utils.abstract) categorical_distribution_chart() (auto_prep.visualization.categorical.CategoricalVisualizer static method) categorical_features (auto_prep.preprocessing.imputing.NAImputer attribute) CategoricalVisualizer (class in auto_prep.visualization.categorical) Classifier (class in auto_prep.utils.abstract) ColoredFormatter (class in auto_prep.utils.logging_config) ColumnEncoder (class in auto_prep.preprocessing.encoding)

columns (auto_prep.preprocessing.encoding.ColumnEncoder attribute) ColumnScaler (class in auto_prep.preprocessing.scaling) construct_pipelines_steps() (auto_prep.utils.abstract.ModulesHandler static method) construct_pipelines_steps_helper() (auto_prep.utils.abstract.ModulesHandler static method) correlation_heatmap_chart() (auto_prep.visualization.numerical.NumericalVisualizer static method) CorrelationFilter (class in auto_prep.preprocessing.correlation_filtering) CorrelationSelector (class in auto_prep.preprocessing.feature_selecting) custom_sort() (in module auto_prep.modeling.handler)

D

DimentionReducer (class in auto_prep.preprocessing.abstract) dropped_columns (auto_prep.preprocessing.correlation_filtering.CorrelationFilter attribute) (auto_prep.preprocessing.redundancy_filtering.UniqueFilter attribute) (auto_prep.preprocessing.variance_filtering.VarianceFilter attribute)

E

EdaRaport (class in auto_prep.raporting.eda) EdaVisualizer (class in auto_prep.visualization.eda)

encoders (auto_prep.preprocessing.encoding.ColumnEncoder attribute) end_operation() (auto_prep.utils.logging_config.TimedLogger method)

F

FeatureImportanceClassSelector (class in auto_prep.preprocessing.feature_selecting) FeatureImportanceRegressSelector (class in auto_prep.preprocessing.feature_selecting) FeatureImportanceSelector (class in auto_prep.preprocessing.abstract) fit() (auto_prep.preprocessing.abstract.DimentionReducer method) (auto_prep.preprocessing.abstract.FeatureImportanceSelector method) (auto_prep.preprocessing.binning.BinningTransformer method) (auto_prep.preprocessing.correlation_filtering.CorrelationFilter method) (auto_prep.preprocessing.dimention_reducing.PCADimentionReducer method) (auto_prep.preprocessing.dimention_reducing.UMAPDimentionReducer method) (auto_prep.preprocessing.dimention_reducing.VIFDimentionReducer method) (auto_prep.preprocessing.encoding.ColumnEncoder method) (auto_prep.preprocessing.feature_selecting.CorrelationSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector method) (auto_prep.preprocessing.imputing.NAImputer method) (auto_prep.preprocessing.outlier_detecting.OutlierDetector method) (auto_prep.preprocessing.redundancy_filtering.UniqueFilter method) (auto_prep.preprocessing.scaling.ColumnScaler method) (auto_prep.preprocessing.variance_filtering.VarianceFilter method)

fit_transform() (auto_prep.preprocessing.abstract.DimentionReducer method) (auto_prep.preprocessing.abstract.FeatureImportanceSelector method) (auto_prep.preprocessing.binning.BinningTransformer method) (auto_prep.preprocessing.correlation_filtering.CorrelationFilter method) (auto_prep.preprocessing.dimention_reducing.PCADimentionReducer method) (auto_prep.preprocessing.dimention_reducing.UMAPDimentionReducer method) (auto_prep.preprocessing.dimention_reducing.VIFDimentionReducer method) (auto_prep.preprocessing.encoding.ColumnEncoder method) (auto_prep.preprocessing.feature_selecting.CorrelationSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector method) (auto_prep.preprocessing.imputing.NAImputer method) (auto_prep.preprocessing.outlier_detecting.OutlierDetector method) (auto_prep.preprocessing.redundancy_filtering.UniqueFilter method) (auto_prep.preprocessing.scaling.ColumnScaler method) (auto_prep.preprocessing.variance_filtering.VarianceFilter method) format() (auto_prep.utils.logging_config.ColoredFormatter method) format_column_name() (in module auto_prep.prep) format_shape() (in module auto_prep.modeling.handler)

G

generate() (auto_prep.raporting.raport.Raport method) generate_shap() (auto_prep.modeling.handler.ModelHandler static method) get_scoring() (in module auto_prep.utils.other)

get_subpackage() (auto_prep.utils.abstract.ModulesHandler static method) get_system_info() (in module auto_prep.utils.system) GlobalConfig (class in auto_prep.utils.config)

I

inverse_transform() (auto_prep.preprocessing.utils.TolerantLabelEncoder method) is_numeric() (auto_prep.preprocessing.binning.BinningTransformer method)

is_numerical() (auto_prep.preprocessing.feature_selecting.CorrelationSelector method) (auto_prep.preprocessing.scaling.ColumnScaler method)

K

k (auto_prep.preprocessing.abstract.FeatureImportanceSelector attribute) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector attribute) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector attribute)

L

load_classes() (auto_prep.utils.abstract.ModulesHandler static method) load_models() (auto_prep.modeling.handler.ModelHandler static method)

load_modules() (auto_prep.modeling.handler.ModelHandler static method) load_pipelines() (auto_prep.modeling.handler.ModelHandler method)

M

missing_values_chart() (auto_prep.visualization.eda.EdaVisualizer static method) ModelBayesianRidgeRegressor (class in auto_prep.modeling.model_BayesianRidgeRegressor) ModelDecisionTreeClassifier (class in auto_prep.modeling.model_DecisionTreeClassifier) ModelGaussianNaiveClassifier (class in auto_prep.modeling.model_GaussianNaiveClassifier) ModelGradientBoostingRegressor (class in auto_prep.modeling.model_GradientBoostingRegressor) ModelHandler (class in auto_prep.modeling.handler) ModelKNeighboursClassifier (class in auto_prep.modeling.model_KNeighboursClassifier) ModelKNeighboursRegressor (class in auto_prep.modeling.model_KNeighboursRegressor) ModelLinearRegression (class in auto_prep.modeling.model_LinearRegression) ModelLinearSVR (class in auto_prep.modeling.model_LinearSVR) ModelLogisticRegression (class in auto_prep.modeling.model_LogisticRegression) ModelRandomForestRegressor (class in auto_prep.modeling.model_RandomForestRegressor) ModelSVC (class in auto_prep.modeling.model_SVC) module auto_prep auto_prep.modeling auto_prep.modeling.handler auto_prep.modeling.model_BayesianRidgeRegressor auto_prep.modeling.model_DecisionTreeClassifier auto_prep.modeling.model_GaussianNaiveClassifier auto_prep.modeling.model_GradientBoostingRegressor auto_prep.modeling.model_KNeighboursClassifier auto_prep.modeling.model_KNeighboursRegressor auto_prep.modeling.model_LinearRegression auto_prep.modeling.model_LinearSVR auto_prep.modeling.model_LogisticRegression auto_prep.modeling.model_RandomForestRegressor auto_prep.modeling.model_SVC auto_prep.modeling.model_XGBoost auto_prep.prep auto_prep.preprocessing auto_prep.preprocessing.abstract auto_prep.preprocessing.binning auto_prep.preprocessing.correlation_filtering auto_prep.preprocessing.dimention_reducing auto_prep.preprocessing.encoding auto_prep.preprocessing.feature_selecting auto_prep.preprocessing.handler auto_prep.preprocessing.imputing auto_prep.preprocessing.outlier_detecting auto_prep.preprocessing.redundancy_filtering auto_prep.preprocessing.scaling auto_prep.preprocessing.utils auto_prep.preprocessing.variance_filtering auto_prep.raporting auto_prep.raporting.eda auto_prep.raporting.overview auto_prep.raporting.raport auto_prep.utils auto_prep.utils.abstract auto_prep.utils.config auto_prep.utils.logging_config auto_prep.utils.other auto_prep.utils.system auto_prep.visualization auto_prep.visualization.categorical auto_prep.visualization.eda auto_prep.visualization.numerical

ModulesHandler (class in auto_prep.utils.abstract)

N

NAImputer (class in auto_prep.preprocessing.imputing) NonRequiredStep (class in auto_prep.utils.abstract) numeric_features (auto_prep.preprocessing.imputing.NAImputer attribute) Numerical (class in auto_prep.utils.abstract)

numerical_distribution_chart() (auto_prep.visualization.numerical.NumericalVisualizer static method) numerical_features_boxplot_chart() (auto_prep.visualization.numerical.NumericalVisualizer static method) NumericalCategorical (class in auto_prep.utils.abstract) NumericalVisualizer (class in auto_prep.visualization.numerical)

O

order (auto_prep.visualization.categorical.CategoricalVisualizer attribute) (auto_prep.visualization.eda.EdaVisualizer attribute) (auto_prep.visualization.numerical.NumericalVisualizer attribute)

OutlierDetector (class in auto_prep.preprocessing.outlier_detecting) OverviewRaport (class in auto_prep.raporting.overview)

P

PARAM_GRID (auto_prep.modeling.model_BayesianRidgeRegressor.ModelBayesianRidgeRegressor attribute), [1] (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier attribute), [1] (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier attribute) (auto_prep.modeling.model_GradientBoostingRegressor.ModelGradientBoostingRegressor attribute) (auto_prep.modeling.model_KNeighboursClassifier.ModelKNeighboursClassifier attribute) (auto_prep.modeling.model_KNeighboursRegressor.ModelKNeighboursRegressor attribute) (auto_prep.modeling.model_LinearRegression.ModelLinearRegression attribute) (auto_prep.modeling.model_LinearSVR.ModelLinearSVR attribute) (auto_prep.modeling.model_LogisticRegression.ModelLogisticRegression attribute) (auto_prep.modeling.model_RandomForestRegressor.ModelRandomForestRegressor attribute) (auto_prep.modeling.model_SVC.ModelSVC attribute)

PARAMS_GRID (auto_prep.preprocessing.binning.BinningTransformer attribute) (auto_prep.preprocessing.scaling.ColumnScaler attribute) PCADimentionReducer (class in auto_prep.preprocessing.dimention_reducing) prepare_dir() (auto_prep.utils.config.GlobalConfig method) PreprocessingHandler (class in auto_prep.preprocessing.handler)

R

Raport (class in auto_prep.raporting.raport) Regressor (class in auto_prep.utils.abstract) RequiredStep (class in auto_prep.utils.abstract) run() (auto_prep.modeling.handler.ModelHandler method) (auto_prep.prep.AutoPrep method) (auto_prep.preprocessing.handler.PreprocessingHandler method) (auto_prep.raporting.eda.EdaRaport method) (auto_prep.raporting.overview.OverviewRaport method)

S

save_chart() (in module auto_prep.utils.other) save_json() (in module auto_prep.utils.other) save_model() (in module auto_prep.utils.other) scaler (auto_prep.preprocessing.scaling.ColumnScaler attribute) score_pipeline_with_model() (auto_prep.preprocessing.handler.PreprocessingHandler static method) selected_columns (auto_prep.preprocessing.abstract.FeatureImportanceSelector attribute) (auto_prep.preprocessing.feature_selecting.CorrelationSelector attribute) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector attribute) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector attribute) set() (auto_prep.utils.config.GlobalConfig method) set_fit_request() (auto_prep.modeling.model_BayesianRidgeRegressor.ModelBayesianRidgeRegressor method) (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier method) (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier method) (auto_prep.modeling.model_GradientBoostingRegressor.ModelGradientBoostingRegressor method) (auto_prep.modeling.model_LinearRegression.ModelLinearRegression method) (auto_prep.modeling.model_LinearSVR.ModelLinearSVR method) (auto_prep.modeling.model_LogisticRegression.ModelLogisticRegression method) (auto_prep.modeling.model_RandomForestRegressor.ModelRandomForestRegressor method) (auto_prep.modeling.model_SVC.ModelSVC method) set_partial_fit_request() (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier method)

set_predict_proba_request() (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier method) set_predict_request() (auto_prep.modeling.model_BayesianRidgeRegressor.ModelBayesianRidgeRegressor method) (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier method) set_score_request() (auto_prep.modeling.model_BayesianRidgeRegressor.ModelBayesianRidgeRegressor method) (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier method) (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier method) (auto_prep.modeling.model_GradientBoostingRegressor.ModelGradientBoostingRegressor method) (auto_prep.modeling.model_KNeighboursClassifier.ModelKNeighboursClassifier method) (auto_prep.modeling.model_KNeighboursRegressor.ModelKNeighboursRegressor method) (auto_prep.modeling.model_LinearRegression.ModelLinearRegression method) (auto_prep.modeling.model_LinearSVR.ModelLinearSVR method) (auto_prep.modeling.model_LogisticRegression.ModelLogisticRegression method) (auto_prep.modeling.model_RandomForestRegressor.ModelRandomForestRegressor method) (auto_prep.modeling.model_SVC.ModelSVC method) set_transform_request() (auto_prep.preprocessing.utils.TolerantLabelEncoder method) setup_logger() (in module auto_prep.utils.logging_config) should_bin (auto_prep.preprocessing.binning.BinningTransformer attribute) start_operation() (auto_prep.utils.logging_config.TimedLogger method) Step (class in auto_prep.utils.abstract) supported_combinations (auto_prep.utils.abstract.ModulesHandler attribute) supported_interfaces (auto_prep.utils.abstract.ModulesHandler attribute)

T

target_distribution_chart() (auto_prep.visualization.eda.EdaVisualizer static method) threshold (auto_prep.preprocessing.binning.BinningTransformer attribute) TimedLogger (class in auto_prep.utils.logging_config) to_tex() (auto_prep.modeling.model_BayesianRidgeRegressor.ModelBayesianRidgeRegressor method), [1] (auto_prep.modeling.model_DecisionTreeClassifier.ModelDecisionTreeClassifier method), [1] (auto_prep.modeling.model_GaussianNaiveClassifier.ModelGaussianNaiveClassifier method), [1] (auto_prep.modeling.model_GradientBoostingRegressor.ModelGradientBoostingRegressor method), [1] (auto_prep.modeling.model_KNeighboursClassifier.ModelKNeighboursClassifier method), [1] (auto_prep.modeling.model_KNeighboursRegressor.ModelKNeighboursRegressor method), [1] (auto_prep.modeling.model_LinearRegression.ModelLinearRegression method) (auto_prep.modeling.model_LinearSVR.ModelLinearSVR method) (auto_prep.modeling.model_LogisticRegression.ModelLogisticRegression method) (auto_prep.modeling.model_RandomForestRegressor.ModelRandomForestRegressor method), [1] (auto_prep.modeling.model_SVC.ModelSVC method), [1] (auto_prep.preprocessing.abstract.DimentionReducer method) (auto_prep.preprocessing.binning.BinningTransformer method) (auto_prep.preprocessing.correlation_filtering.CorrelationFilter method) (auto_prep.preprocessing.dimention_reducing.PCADimentionReducer method) (auto_prep.preprocessing.dimention_reducing.UMAPDimentionReducer method) (auto_prep.preprocessing.dimention_reducing.VIFDimentionReducer method) (auto_prep.preprocessing.encoding.ColumnEncoder method) (auto_prep.preprocessing.feature_selecting.CorrelationSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector method) (auto_prep.preprocessing.imputing.NAImputer method) (auto_prep.preprocessing.outlier_detecting.OutlierDetector method) (auto_prep.preprocessing.redundancy_filtering.UniqueFilter method) (auto_prep.preprocessing.scaling.ColumnScaler method) (auto_prep.preprocessing.variance_filtering.VarianceFilter method) (auto_prep.utils.abstract.Step method)

TolerantLabelEncoder (class in auto_prep.preprocessing.utils) transform() (auto_prep.preprocessing.abstract.DimentionReducer method) (auto_prep.preprocessing.abstract.FeatureImportanceSelector method) (auto_prep.preprocessing.binning.BinningTransformer method) (auto_prep.preprocessing.correlation_filtering.CorrelationFilter method) (auto_prep.preprocessing.dimention_reducing.PCADimentionReducer method) (auto_prep.preprocessing.dimention_reducing.UMAPDimentionReducer method) (auto_prep.preprocessing.dimention_reducing.VIFDimentionReducer method) (auto_prep.preprocessing.encoding.ColumnEncoder method) (auto_prep.preprocessing.feature_selecting.CorrelationSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceClassSelector method) (auto_prep.preprocessing.feature_selecting.FeatureImportanceRegressSelector method) (auto_prep.preprocessing.imputing.NAImputer method) (auto_prep.preprocessing.outlier_detecting.OutlierDetector method) (auto_prep.preprocessing.redundancy_filtering.UniqueFilter method) (auto_prep.preprocessing.scaling.ColumnScaler method) (auto_prep.preprocessing.utils.TolerantLabelEncoder method) (auto_prep.preprocessing.variance_filtering.VarianceFilter method) tune_model() (auto_prep.modeling.handler.ModelHandler static method)

U

UMAPDimentionReducer (class in auto_prep.preprocessing.dimention_reducing)

UniqueFilter (class in auto_prep.preprocessing.redundancy_filtering) update() (auto_prep.utils.config.GlobalConfig method)

V

VarianceFilter (class in auto_prep.preprocessing.variance_filtering)

VIFDimentionReducer (class in auto_prep.preprocessing.dimention_reducing) visualizers (auto_prep.raporting.eda.EdaRaport attribute)

W

write_to_raport() (auto_prep.modeling.handler.ModelHandler method) (auto_prep.preprocessing.handler.PreprocessingHandler method) (auto_prep.raporting.eda.EdaRaport method) (auto_prep.raporting.overview.OverviewRaport method)