Index

A

apply() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method)

architecture (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine attribute) Autoconfig (class in clearbox_synthetic.utils.autoconfig.autoconfig)

B

bounds (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1]

C

categorical_features_sizes (clearbox_synthetic.utils.autoconfig.autoconfig.Autoconfig attribute) categorical_map() (clearbox_synthetic.utils.dataset.dataset.Dataset method) categorical_to_ordinal() (clearbox_synthetic.utils.dataset.dataset.Dataset method) check_duplicates() (clearbox_synthetic.utils.dataset.dataset.Dataset method) check_na_values() (clearbox_synthetic.utils.dataset.dataset.Dataset method) clearbox_synthetic.generation.engine.tabular_engine module clearbox_synthetic.generation.engine.timeseries_engine module

clearbox_synthetic.utils.autoconfig.autoconfig module clearbox_synthetic.utils.dataset.dataset module column_bounds() (clearbox_synthetic.utils.dataset.dataset.Dataset method) column_correlation() (clearbox_synthetic.utils.dataset.dataset.Dataset method) column_types (clearbox_synthetic.utils.dataset.dataset.Dataset attribute) columns() (clearbox_synthetic.utils.dataset.dataset.Dataset method) columns_number() (clearbox_synthetic.utils.dataset.dataset.Dataset method) columns_types() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

D

data (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1] Dataset (class in clearbox_synthetic.utils.dataset.dataset) decode() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method) describe() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

diffusion_model (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] discretize() (clearbox_synthetic.utils.dataset.dataset.Dataset method) drop_columns() (clearbox_synthetic.utils.dataset.dataset.Dataset method) drop_duplicates() (clearbox_synthetic.utils.dataset.dataset.Dataset method) drop_na_values() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

E

encode() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method)

evaluate() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method)

F

fill_na_values() (clearbox_synthetic.utils.dataset.dataset.Dataset method) fit() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method)

from_csv() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) from_dataframe() (clearbox_synthetic.utils.dataset.dataset.Dataset class method)

G

generate() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method) get_group_by() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_label_encoded_y() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_n_classes() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_normalized_y() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_one_hot_encoded_y() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

get_values() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_x() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_x_y() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_y() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_y_mean() (clearbox_synthetic.utils.dataset.dataset.Dataset method) get_y_std() (clearbox_synthetic.utils.dataset.dataset.Dataset method) grid_search() (clearbox_synthetic.utils.autoconfig.autoconfig.Autoconfig method) group_by (clearbox_synthetic.utils.dataset.dataset.Dataset attribute)

H

hashed_architecture (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine attribute)

head() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

I

info() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

L

learning_rule() (in module clearbox_synthetic.utils.autoconfig.autoconfig)

M

map_column() (clearbox_synthetic.utils.dataset.dataset.Dataset method) map_columns() (clearbox_synthetic.utils.dataset.dataset.Dataset method) ml_task (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1] model (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine attribute)

model_config (clearbox_synthetic.utils.dataset.dataset.Dataset attribute) module clearbox_synthetic.generation.engine.tabular_engine clearbox_synthetic.generation.engine.timeseries_engine clearbox_synthetic.utils.autoconfig.autoconfig clearbox_synthetic.utils.dataset.dataset

N

name (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1]

numerical_encoder() (clearbox_synthetic.utils.dataset.dataset.Dataset method) numerical_features_sizes (clearbox_synthetic.utils.autoconfig.autoconfig.Autoconfig attribute)

P

pairwise_correlation() (clearbox_synthetic.utils.dataset.dataset.Dataset method) params (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine attribute)

pop_column() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

R

reconstruction_error() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method)

row_by_index() (clearbox_synthetic.utils.dataset.dataset.Dataset method) rows_number() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

S

sample_from_latent_space() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method) save() (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine method) (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine method) (clearbox_synthetic.utils.dataset.dataset.Dataset method) scale_numeric_columns() (clearbox_synthetic.utils.dataset.dataset.Dataset method) scaler() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

search_params (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute), [1] (clearbox_synthetic.generation.engine.timeseries_engine.TimeSeriesEngine attribute) sequence_index (clearbox_synthetic.utils.dataset.dataset.Dataset attribute) set_timestamp_now() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) shuffle() (clearbox_synthetic.utils.dataset.dataset.Dataset method) subset() (clearbox_synthetic.utils.dataset.dataset.Dataset method) subset_by_type() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

T

TabularEngine (class in clearbox_synthetic.generation.engine.tabular_engine) target_balance() (clearbox_synthetic.utils.dataset.dataset.Dataset method) target_column (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1] TimeSeriesEngine (class in clearbox_synthetic.generation.engine.timeseries_engine)

timestamp (clearbox_synthetic.utils.dataset.dataset.Dataset attribute), [1] to_csv() (clearbox_synthetic.utils.dataset.dataset.Dataset method) train_ds (clearbox_synthetic.utils.autoconfig.autoconfig.Autoconfig attribute) train_test_split() (clearbox_synthetic.utils.dataset.dataset.Dataset method) types_map() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

U

unique_values() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

V

validate_bounds() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) validate_column_types() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) validate_group_by() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) validate_regression() (clearbox_synthetic.utils.dataset.dataset.Dataset class method)

validate_sequence_index() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) validate_target_column() (clearbox_synthetic.utils.dataset.dataset.Dataset class method) value_counts() (clearbox_synthetic.utils.dataset.dataset.Dataset method) variance() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

X

X (clearbox_synthetic.generation.engine.tabular_engine.TabularEngine attribute)

x_columns() (clearbox_synthetic.utils.dataset.dataset.Dataset method)

Y

y_train_ds (clearbox_synthetic.utils.autoconfig.autoconfig.Autoconfig attribute)