Index

A

add_missing_indicator() (handle_missing_values.MissingValueHandler static method) AgglomerativeClusteringModel (class in cluster_data) apply_function() (operate_dataframe.DataFrameOperator static method)

ArithmeticCombinationsTransformer (class in interact_features) auto_select_best_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) AutoencoderReducer (class in reduce_dimension)

B

BaseClustering (class in cluster_data)

C

CategoricalEncoder (class in encode_category) change_column_types() (operate_dataframe.DataFrameOperator static method) ClassificationSolver (class in solve_classification) cluster_data module compare_models() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method)

concat_dataframes() (operate_dataframe.DataFrameOperator static method) create_column_transformer() (normalize_scaling.ScalingNormalizer static method) cross_validate_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) CrossedFeaturesTransformer (class in interact_features) CyclicalFeaturesEncoder (class in temporal_features)

D

DataFrameOperator (class in operate_dataframe) DataResampler (class in temporal_features) DataVisualizer (class in visualize_data) DatePartExtractor (class in temporal_features) DatetimeConverter (class in temporal_features) DBSCANClustering (class in cluster_data)

DBSCANOutlierDetector (class in handle_outliers) display_basic_data() (visualize_data.DataVisualizer method) drop_columns() (operate_dataframe.DataFrameOperator static method) drop_duplicates() (operate_dataframe.DataFrameOperator static method) drop_missing() (handle_missing_values.MissingValueHandler static method) drop_missing_threshold() (handle_missing_values.MissingValueHandler static method)

E

encode_category module evaluate() (cluster_data.BaseClustering method)

evaluate_clustering() (in module cluster_data) evaluate_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method)

F

FactorAnalysisReducer (class in reduce_dimension) FeatureTransformer (class in transform_features) fill_missing() (handle_missing_values.MissingValueHandler static method) (operate_dataframe.DataFrameOperator static method) fill_missing_bfill() (handle_missing_values.MissingValueHandler static method) fill_missing_ffill() (handle_missing_values.MissingValueHandler static method) fill_missing_iterative() (handle_missing_values.MissingValueHandler static method) fill_missing_knn() (handle_missing_values.MissingValueHandler static method) fill_missing_ml() (handle_missing_values.MissingValueHandler static method) filter_rows() (operate_dataframe.DataFrameOperator static method) find_optimal_k() (in module cluster_data) fit() (encode_category.CategoricalEncoder method) (group_features.GroupByFeatureGenerator method) (group_features.PercentileCalculator method) (group_features.RollingAggregator method) (group_features.TimeBasedAggregator method) (handle_outliers.DBSCANOutlierDetector method) (handle_outliers.IQRBasedOutlierDetector method) (handle_outliers.IsolationForestOutlierDetector method) (handle_outliers.OutlierCapper method) (handle_outliers.RobustScalerTransformer method) (handle_outliers.Winsorizer method) (handle_outliers.ZScoreOutlierDetector method) (interact_features.ArithmeticCombinationsTransformer method) (interact_features.CrossedFeaturesTransformer method) (interact_features.PolynomialFeaturesTransformer method) (interact_features.ProductFeaturesTransformer method) (normalize_scaling.ScalingNormalizer method) (reduce_dimension.AutoencoderReducer method) (reduce_dimension.FactorAnalysisReducer method) (reduce_dimension.IsomapReducer method) (reduce_dimension.LDAReducer method) (reduce_dimension.PCAReducer method) (reduce_dimension.SVDReducer method) (reduce_dimension.TSNEReducer method) (reduce_dimension.UMAPReducer method) (target_based_features.TargetBasedEncoder method) (temporal_features.CyclicalFeaturesEncoder method) (temporal_features.DataResampler method) (temporal_features.DatePartExtractor method) (temporal_features.DatetimeConverter method) (temporal_features.LagFeatureCreator method) (temporal_features.RollingFeatureCreator method) (temporal_features.TimeDifferenceTransformer method) (transform_features.FeatureTransformer method)

fit_predict() (cluster_data.BaseClustering method) fit_transform() (encode_category.CategoricalEncoder method) (normalize_scaling.ScalingNormalizer method) (reduce_dimension.AutoencoderReducer method) (reduce_dimension.FactorAnalysisReducer method) (reduce_dimension.IsomapReducer method) (reduce_dimension.LDAReducer method) (reduce_dimension.PCAReducer method) (reduce_dimension.SVDReducer method) (reduce_dimension.TSNEReducer method) (reduce_dimension.UMAPReducer method)

G

GaussianMixtureClustering (class in cluster_data) get_feature_names_out() (encode_category.CategoricalEncoder method) get_outliers() (handle_outliers.DBSCANOutlierDetector method) (handle_outliers.IQRBasedOutlierDetector method) (handle_outliers.IsolationForestOutlierDetector method) (handle_outliers.ZScoreOutlierDetector method)

get_params() (encode_category.CategoricalEncoder method) (normalize_scaling.ScalingNormalizer method) (transform_features.FeatureTransformer method) group_features module groupby() (operate_dataframe.DataFrameOperator static method) GroupByFeatureGenerator (class in group_features)

H

handle_class_imbalance() (solve_classification.ClassificationSolver method) handle_missing_values module

handle_outliers module hyperparameter_tuning() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method)

I

identify_missing() (handle_missing_values.MissingValueHandler static method) interact_features module interpolate_missing() (handle_missing_values.MissingValueHandler static method) inverse_transform() (encode_category.CategoricalEncoder method) (normalize_scaling.ScalingNormalizer method) (transform_features.FeatureTransformer method)

IQRBasedOutlierDetector (class in handle_outliers) IsolationForestOutlierDetector (class in handle_outliers) IsomapReducer (class in reduce_dimension)

K

KMeansClustering (class in cluster_data)

L

LagFeatureCreator (class in temporal_features) LDAReducer (class in reduce_dimension)

load_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method)

M

merge_dataframes() (operate_dataframe.DataFrameOperator static method) missing_summary() (handle_missing_values.MissingValueHandler static method) MissingValueHandler (class in handle_missing_values) model_merging() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) module cluster_data encode_category group_features handle_missing_values handle_outliers interact_features normalize_scaling operate_dataframe reduce_dimension solve_classification solve_regression target_based_features temporal_features transform_features visualize_data

N

normalize_scaling module

O

operate_dataframe module

OutlierCapper (class in handle_outliers)

P

PCAReducer (class in reduce_dimension) PercentileCalculator (class in group_features) pivot_table() (operate_dataframe.DataFrameOperator static method) plot_3d_scatter() (visualize_data.DataVisualizer method) plot_barplot() (visualize_data.DataVisualizer method) plot_boxplot_categorical() (visualize_data.DataVisualizer method) plot_boxplot_with_outliers() (visualize_data.DataVisualizer method) plot_categorical_distribution() (visualize_data.DataVisualizer method) plot_categorical_heatmap() (visualize_data.DataVisualizer method) plot_clusters() (visualize_data.DataVisualizer method) plot_confusion_matrix() (solve_classification.ClassificationSolver method) plot_correlation_heatmap() (visualize_data.DataVisualizer method) plot_distribution() (visualize_data.DataVisualizer method) plot_feature_importance() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) (visualize_data.DataVisualizer method) plot_interactive_correlation() (visualize_data.DataVisualizer method) plot_interactive_histogram() (visualize_data.DataVisualizer method)

plot_interactive_scatter() (visualize_data.DataVisualizer method) plot_isolation_forest_outliers() (visualize_data.DataVisualizer method) plot_learning_curve() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) plot_missing_data() (visualize_data.DataVisualizer method) plot_pairwise_relationships() (visualize_data.DataVisualizer method) plot_pca() (visualize_data.DataVisualizer method) plot_residual_distribution() (solve_regression.RegressionSolver method) plot_residuals() (solve_regression.RegressionSolver method) plot_roc_curve() (solve_classification.ClassificationSolver method) plot_scatter_with_outliers() (visualize_data.DataVisualizer method) plot_swarmplot() (visualize_data.DataVisualizer method) plot_target_distribution() (visualize_data.DataVisualizer method) plot_time_series() (visualize_data.DataVisualizer method) plot_tsne() (visualize_data.DataVisualizer method) plot_umap() (visualize_data.DataVisualizer method) PolynomialFeaturesTransformer (class in interact_features) ProductFeaturesTransformer (class in interact_features)

R

reduce_dimension module RegressionSolver (class in solve_regression)

rename_columns() (operate_dataframe.DataFrameOperator static method) RobustScalerTransformer (class in handle_outliers) RollingAggregator (class in group_features) RollingFeatureCreator (class in temporal_features)

S

sample_dataframe() (operate_dataframe.DataFrameOperator static method) save_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) ScalingNormalizer (class in normalize_scaling) set_params() (encode_category.CategoricalEncoder method) (normalize_scaling.ScalingNormalizer method) (transform_features.FeatureTransformer method) solve_classification module

solve_regression module sort_values() (operate_dataframe.DataFrameOperator static method) split_by_missing_values() (operate_dataframe.DataFrameOperator static method) split_data() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) split_dataframe() (operate_dataframe.DataFrameOperator static method) SVDReducer (class in reduce_dimension)

T

target_based_features module TargetBasedEncoder (class in target_based_features) temporal_features module TimeBasedAggregator (class in group_features) TimeDifferenceTransformer (class in temporal_features) train_model() (solve_classification.ClassificationSolver method) (solve_regression.RegressionSolver method) transform() (encode_category.CategoricalEncoder method) (group_features.GroupByFeatureGenerator method) (group_features.PercentileCalculator method) (group_features.RollingAggregator method) (group_features.TimeBasedAggregator method) (handle_outliers.DBSCANOutlierDetector method) (handle_outliers.IQRBasedOutlierDetector method) (handle_outliers.IsolationForestOutlierDetector method) (handle_outliers.OutlierCapper method) (handle_outliers.RobustScalerTransformer method) (handle_outliers.Winsorizer method) (handle_outliers.ZScoreOutlierDetector method) (interact_features.ArithmeticCombinationsTransformer method) (interact_features.CrossedFeaturesTransformer method) (interact_features.PolynomialFeaturesTransformer method) (interact_features.ProductFeaturesTransformer method) (normalize_scaling.ScalingNormalizer method) (reduce_dimension.AutoencoderReducer method) (reduce_dimension.FactorAnalysisReducer method) (reduce_dimension.IsomapReducer method) (reduce_dimension.LDAReducer method) (reduce_dimension.PCAReducer method) (reduce_dimension.SVDReducer method) (reduce_dimension.TSNEReducer method) (reduce_dimension.UMAPReducer method) (target_based_features.TargetBasedEncoder method) (temporal_features.CyclicalFeaturesEncoder method) (temporal_features.DataResampler method) (temporal_features.DatePartExtractor method) (temporal_features.DatetimeConverter method) (temporal_features.LagFeatureCreator method) (temporal_features.RollingFeatureCreator method) (temporal_features.TimeDifferenceTransformer method) (transform_features.FeatureTransformer method)

transform_features module TSNEReducer (class in reduce_dimension)

U

UMAPReducer (class in reduce_dimension)

V

visualize_data module

W

Winsorizer (class in handle_outliers)

Z

ZScoreOutlierDetector (class in handle_outliers)