Index

C

calculate_percentage_change() (in module utilities.data_properties_utils) calculate_stats() (in module utilities.data_properties_utils) color_null_red() (in module utilities.data_desc)

convert_df() (in module utilities.data_desc) convert_future_days() (in module src.Synthetify) convert_string_to_number() (in module utilities.data_desc) convert_timestamp_columns() (in module utilities.data_desc)

D

data_properties() (in module utilities.data_properties_utils) detect_outliers() (in module utilities.data_preprocess) determine_null_values() (in module utilities.data_desc)

display_100_percent_null_columns() (in module utilities.data_desc) display_data_preprocessing() (in module src.Synthetify) drop_duplicate_timestamp_columns() (in module utilities.data_preprocess)

E

evaluate_all_models() (in module utilities.evaluate_models)

F

find_best_model_parallel_generation() (in module utilities.evaluate_models) find_best_model_parallel_imputation() (in module utilities.evaluate_models) find_duplicate_values() (in module utilities.data_desc)

find_missing_timestamps() (in module utilities.data_desc) find_outliers() (in module utilities.data_desc) find_outliers_and_highlight() (in module utilities.data_desc)

G

generate_data() (in module utilities.evaluate_models) generate_data_copula() (in module models.Copula) generate_data_inverse_transform() (in module models.ITS) generate_data_mcmc() (in module models.MonteCarlo) generate_data_monte_carlo() (in module models.MonteCarlo) generate_future_data_copula() (in module models.Copula) generate_future_data_ITS() (in module models.ITS) generate_future_data_KDE() (in module models.KDE)

generate_future_data_MCMC() (in module models.MonteCarlo) generate_future_data_MCS() (in module models.MonteCarlo) generate_synthetic_data_for_copula() (in module models.Copula) generate_synthetic_data_for_imputation() (in module models.Imputation) generate_synthetic_data_for_ITS() (in module models.ITS) generate_synthetic_data_for_KDE() (in module models.KDE) generate_synthetic_data_for_MCMC() (in module models.MonteCarlo) generate_synthetic_data_for_MCS() (in module models.MonteCarlo)

H

handle_duplicate_timestamps() (in module utilities.data_preprocess) handle_duplicate_values() (in module utilities.data_preprocess) handle_missing_timestamps() (in module utilities.data_preprocess)

handle_null_columns() (in module utilities.data_preprocess) handle_outliers() (in module utilities.data_preprocess) highlight_new_values() (in module utilities.data_desc) highlight_null_columns() (in module utilities.data_desc)

I

identify_timestamp_column() (in module utilities.data_desc) imputation_button() (in module src.Synthetify) impute_missing_data_copula() (in module models.Copula) impute_missing_data_imputation() (in module models.Imputation) impute_missing_data_ITS() (in module models.ITS)

impute_missing_data_KDE() (in module models.KDE) impute_missing_data_MC() (in module models.MonteCarlo) impute_missing_data_MCMC() (in module models.MonteCarlo) infer_frequency() (in module utilities.data_desc) is_acceptable_error() (in module utilities.data_preprocess)

M

models module models.Copula module models.Imputation module models.ITS module models.KDE module models.MonteCarlo module module models models.Copula models.Imputation models.ITS models.KDE models.MonteCarlo src src.AppConfig src.preprocessing_button src.Synthetify utilities utilities.data_desc utilities.data_preprocess utilities.data_properties_utils utilities.evaluate_models

O

objective() (in module models.MonteCarlo)

P

perform_data_preprocessing() (in module src.preprocessing_button)

process_and_display_dataset_info() (in module src.Synthetify)

S

session_policy_and_style() (in module src.AppConfig) src module src.AppConfig module src.preprocessing_button module

src.Synthetify module streamlit_appconfig() (in module src.AppConfig) synthesize_button() (in module src.Synthetify) synthesize_main() (in module src.Synthetify)

T

train_kde_model_with_hyperparameter_tuning() (in module models.KDE)

tune_parameters() (in module models.MonteCarlo)

U

upload_and_process_dataset() (in module src.Synthetify) utilities module utilities.data_desc module

utilities.data_preprocess module utilities.data_properties_utils module utilities.evaluate_models module