Index

_

__call__() (niklib.data.preprocessor.CopyFile method) (niklib.data.preprocessor.FileTransform method) (niklib.data.preprocessor.FileTransformCompose method) (niklib.data.preprocessor.MakeContentCopyProtectedMachineReadable method) (niklib.models.preprocessors.ColumnSelector method) (niklib.models.preprocessors.core.ColumnSelector method) (niklib.models.preprocessors.core.PandasTrainTestSplit method) (niklib.models.preprocessors.core.TrainTestEvalSplit method) (niklib.models.preprocessors.PandasTrainTestSplit method) (niklib.models.preprocessors.TrainTestEvalSplit method) __check_arg_exists() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) __check_df() (niklib.data.logic.Logics method) __check_mode() (niklib.data.preprocessor.CopyFile method) __create_artifacts_dir() (niklib.utils.loggers.Logger method) __get_df_column_unique() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) __init__() (niklib.api.apps.StandaloneApplication method) (niklib.configs.core.JsonConfigHandler method) (niklib.data.logic.ExampleLogics method) (niklib.data.logic.Logics method) (niklib.data.pdf.ExampleXFA method) (niklib.data.pdf.PDFIO method) (niklib.data.pdf.XFAPDF method) (niklib.data.preprocessor.CopyFile method) (niklib.data.preprocessor.FileTransform method) (niklib.data.preprocessor.FileTransformCompose method) (niklib.data.preprocessor.MakeContentCopyProtectedMachineReadable method) (niklib.models.preprocessors.ColumnSelector method) (niklib.models.preprocessors.ColumnTransformer method) (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnSelector method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) (niklib.models.preprocessors.core.PandasTrainTestSplit method) (niklib.models.preprocessors.core.TrainTestEvalSplit method) (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.MultiLabelBinarizer method) (niklib.models.preprocessors.OneHotEncoder method) (niklib.models.preprocessors.PandasTrainTestSplit method) (niklib.models.preprocessors.RobustScaler method) (niklib.models.preprocessors.StandardScaler method) (niklib.models.preprocessors.TrainTestEvalSplit method) (niklib.utils.loggers.Logger method) __str_to_path() (niklib.utils.loggers.Logger method) _abc_impl (niklib.api.models.PayloadExample attribute) (niklib.models.preprocessors.ColumnTransformer attribute) _add_prefix_for_feature_names_out() (niklib.models.preprocessors.ColumnTransformer method) _build_cache() (niklib.models.preprocessors.MultiLabelBinarizer method) _check_get_feature_name_combiner() (niklib.models.preprocessors.OneHotEncoder method)

_check_overlap_in_transformation_columns() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) _compute_n_features_outs() (niklib.models.preprocessors.OneHotEncoder method) _compute_transformed_categories() (niklib.models.preprocessors.OneHotEncoder method) _fit_transform() (niklib.models.preprocessors.ColumnTransformer method) _get_feature_name_out_for_transformer() (niklib.models.preprocessors.ColumnTransformer method) _hstack() (niklib.models.preprocessors.ColumnTransformer method) _iter() (niklib.models.preprocessors.ColumnTransformer method) _log_message() (niklib.models.preprocessors.ColumnTransformer method) _map_drop_idx_to_infrequent() (niklib.models.preprocessors.OneHotEncoder method) _more_tags() (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.LabelEncoder method) (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.MultiLabelBinarizer method) (niklib.models.preprocessors.RobustScaler method) (niklib.models.preprocessors.StandardScaler method) _parameter_constraints (niklib.models.preprocessors.ColumnTransformer attribute) (niklib.models.preprocessors.LabelBinarizer attribute) (niklib.models.preprocessors.MaxAbsScaler attribute) (niklib.models.preprocessors.MinMaxScaler attribute) (niklib.models.preprocessors.MultiLabelBinarizer attribute) (niklib.models.preprocessors.OneHotEncoder attribute) (niklib.models.preprocessors.RobustScaler attribute) (niklib.models.preprocessors.StandardScaler attribute) _record_output_indices() (niklib.models.preprocessors.ColumnTransformer method) _remove_dropped_categories() (niklib.models.preprocessors.OneHotEncoder method) _remove_previous_handlers() (niklib.utils.loggers.Logger method) _required_parameters (niklib.models.preprocessors.ColumnTransformer attribute) _reset() (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.StandardScaler method) _set_drop_idx() (niklib.models.preprocessors.OneHotEncoder method) _setup_mlflow_artifacts_dirs() (niklib.utils.loggers.Logger method) _sk_visual_block_() (niklib.models.preprocessors.ColumnTransformer method) _sklearn_auto_wrap_output_keys (niklib.models.preprocessors.ColumnTransformer attribute) (niklib.models.preprocessors.LabelBinarizer attribute) (niklib.models.preprocessors.LabelEncoder attribute) (niklib.models.preprocessors.MaxAbsScaler attribute) (niklib.models.preprocessors.MinMaxScaler attribute) (niklib.models.preprocessors.MultiLabelBinarizer attribute) (niklib.models.preprocessors.OneHotEncoder attribute) (niklib.models.preprocessors.RobustScaler attribute) (niklib.models.preprocessors.StandardScaler attribute) _transform() (niklib.models.preprocessors.MultiLabelBinarizer method) _transformers (niklib.models.preprocessors.ColumnTransformer property) _update_fitted_transformers() (niklib.models.preprocessors.ColumnTransformer method) _validate_column_callables() (niklib.models.preprocessors.ColumnTransformer method) _validate_output() (niklib.models.preprocessors.ColumnTransformer method) _validate_remainder() (niklib.models.preprocessors.ColumnTransformer method) _validate_transformers() (niklib.models.preprocessors.ColumnTransformer method)

A

add_agg_column() (niklib.data.logic.Logics method) add_percentage_axes() (in module niklib.utils.visualization) as_mlflow_artifact() (niklib.configs.core.JsonConfigHandler method) (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) (niklib.models.preprocessors.core.PandasTrainTestSplit method) (niklib.models.preprocessors.core.TrainTestEvalSplit method) (niklib.models.preprocessors.PandasTrainTestSplit method) (niklib.models.preprocessors.TrainTestEvalSplit method)

C

calculate_params() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) CANADA (niklib.data.constant.ExampleDocTypes attribute) CANADA_5257E (niklib.data.constant.ExampleDocTypes attribute) CANADA_5645E (niklib.data.constant.ExampleDocTypes attribute) CANADA_LABEL (niklib.data.constant.ExampleDocTypes attribute) CHD_M_STATUS_5645E (niklib.data.constant.ExampleFillna attribute) clean_xml_for_csv() (niklib.data.pdf.ExampleXFA method) (niklib.data.pdf.XFAPDF method) ColumnSelector (class in niklib.models.preprocessors) (class in niklib.models.preprocessors.core) ColumnTransformer (class in niklib.models.preprocessors)

ColumnTransformerConfig (class in niklib.models.preprocessors) (class in niklib.models.preprocessors.core) COMMON_LAW (niklib.data.constant.ExampleMarriageStatus attribute) config_csv_to_dict() (in module niklib.data.functional) CopyFile (class in niklib.data.preprocessor) count_foreign_family_resident() (niklib.data.logic.ExampleLogics method) (niklib.data.logic.Logics method) count_previous_residency_country() (niklib.data.logic.ExampleLogics method) (niklib.data.logic.Logics method) count_rel() (niklib.data.logic.ExampleLogics method) (niklib.data.logic.Logics method) create_artifact_instance() (niklib.utils.loggers.Logger method) create_directory_structure_tree() (in module niklib.data.functional)

D

dict_to_csv() (in module niklib.data.functional)

DIVORCED (niklib.data.constant.ExampleMarriageStatus attribute) dump_directory_structure_csv() (in module niklib.data.functional)

E

EXAMPLE_COLUMN_TRANSFORMER_CONFIG_X (in module niklib.models.preprocessors) EXAMPLE_COLUMN_TRANSFORMER_CONFIG_Y (in module niklib.models.preprocessors) EXAMPLE_FINANCIAL_RATIOS (in module niklib.data.constant) EXAMPLE_PANDAS_TRAIN_TEST_SPLIT (in module niklib.models.preprocessors) EXAMPLE_TRAIN_TEST_EVAL_SPLIT (in module niklib.models.preprocessors) ExampleDocTypes (class in niklib.data.constant) ExampleFillna (class in niklib.data.constant) ExampleLogics (class in niklib.data.logic)

ExampleMarriageStatus (class in niklib.data.constant) ExampleSex (class in niklib.data.constant) ExampleXFA (class in niklib.data.pdf) extended_dict_get() (in module niklib.data.functional) extract_raw_content() (niklib.data.pdf.PDFIO method) (niklib.data.pdf.XFAPDF method) extract_selected_columns() (niklib.models.preprocessors.ColumnTransformerConfig static method) (niklib.models.preprocessors.core.ColumnTransformerConfig static method)

F

FEMALE (niklib.data.constant.ExampleSex attribute) FileTransform (class in niklib.data.preprocessor) FileTransformCompose (class in niklib.data.preprocessor) find_in_dict() (niklib.data.pdf.PDFIO method) fit() (niklib.models.preprocessors.ColumnTransformer method) (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.LabelEncoder method) (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.MultiLabelBinarizer method) (niklib.models.preprocessors.OneHotEncoder method) (niklib.models.preprocessors.RobustScaler method) (niklib.models.preprocessors.StandardScaler method)

fit_transform() (niklib.models.preprocessors.ColumnTransformer method) (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.LabelEncoder method) (niklib.models.preprocessors.MultiLabelBinarizer method) flatten_dict() (in module niklib.data.functional) (niklib.data.pdf.XFAPDF method) funds (niklib.api.models.PayloadExample attribute)

G

generate_pipeline() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) get_feature_names_out() (niklib.models.preprocessors.ColumnTransformer method) (niklib.models.preprocessors.OneHotEncoder method)

get_params() (niklib.models.preprocessors.ColumnTransformer method) get_transformed_feature_names() (in module niklib.models.preprocessors) (in module niklib.models.preprocessors.core)

I

inverse_transform() (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.LabelEncoder method) (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.MultiLabelBinarizer method) (niklib.models.preprocessors.OneHotEncoder method) (niklib.models.preprocessors.RobustScaler method) (niklib.models.preprocessors.StandardScaler method)

J

JsonConfigHandler (class in niklib.configs.core)

L

LabelBinarizer (class in niklib.models.preprocessors) LabelEncoder (class in niklib.models.preprocessors) load() (niklib.api.apps.StandaloneApplication method) (niklib.configs.core.JsonConfigHandler static method)

load_config() (niklib.api.apps.StandaloneApplication method) Logger (class in niklib.utils.loggers) Logics (class in niklib.data.logic)

M

MakeContentCopyProtectedMachineReadable (class in niklib.data.preprocessor) MALE (niklib.data.constant.ExampleSex attribute) MARRIED (niklib.data.constant.ExampleMarriageStatus attribute) MaxAbsScaler (class in niklib.models.preprocessors) MinMaxScaler (class in niklib.models.preprocessors) mlflow_artifacts_base_path (niklib.utils.loggers.Logger property) model_config (niklib.api.models.PayloadExample attribute) model_fields (niklib.api.models.PayloadExample attribute) module niklib niklib.api niklib.api.apps niklib.api.database niklib.api.models niklib.configs niklib.configs.core niklib.data niklib.data.constant niklib.data.functional niklib.data.logic niklib.data.pdf niklib.data.preprocessor niklib.models niklib.models.estimators niklib.models.estimators.networks niklib.models.evaluators niklib.models.evaluators.metrics niklib.models.preprocessors niklib.models.preprocessors.core niklib.models.preprocessors.helpers niklib.models.weights niklib.utils niklib.utils.loggers niklib.utils.visualization

move_dependent_variable_to_end() (in module niklib.models.preprocessors) (in module niklib.models.preprocessors.core) MultiLabelBinarizer (class in niklib.models.preprocessors)

N

named_transformers_ (niklib.models.preprocessors.ColumnTransformer property) niklib module niklib.api module niklib.api.apps module niklib.api.database module niklib.api.models module niklib.configs module niklib.configs.core module niklib.data module niklib.data.constant module niklib.data.functional module niklib.data.logic module niklib.data.pdf module

niklib.data.preprocessor module niklib.models module niklib.models.estimators module niklib.models.estimators.networks module niklib.models.evaluators module niklib.models.evaluators.metrics module niklib.models.preprocessors module niklib.models.preprocessors.core module niklib.models.preprocessors.helpers module niklib.models.weights module niklib.utils module niklib.utils.loggers module niklib.utils.visualization module

O

OneHotEncoder (class in niklib.models.preprocessors)

orm_mode (niklib.api.models.PayloadExample.Config attribute)

P

PandasTrainTestSplit (class in niklib.models.preprocessors) (class in niklib.models.preprocessors.core) parse() (niklib.configs.core.JsonConfigHandler method) partial_fit() (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.StandardScaler method)

PayloadExample (class in niklib.api.models) PayloadExample.Config (class in niklib.api.models) PDFIO (class in niklib.data.pdf) preview_column_transformer() (in module niklib.models.preprocessors) (in module niklib.models.preprocessors.helpers) process_directory() (in module niklib.data.functional)

R

reset_dataframe() (niklib.data.logic.Logics method)

RobustScaler (class in niklib.models.preprocessors)

S

SAMPLE (in module niklib.configs) SEPARATED (niklib.data.constant.ExampleMarriageStatus attribute) set_configs() (niklib.models.preprocessors.ColumnTransformerConfig method) (niklib.models.preprocessors.core.ColumnTransformerConfig method) (niklib.models.preprocessors.core.PandasTrainTestSplit method) (niklib.models.preprocessors.core.TrainTestEvalSplit method) (niklib.models.preprocessors.PandasTrainTestSplit method) (niklib.models.preprocessors.TrainTestEvalSplit method) set_fit_request() (niklib.models.preprocessors.StandardScaler method)

set_inverse_transform_request() (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.StandardScaler method) set_output() (niklib.models.preprocessors.ColumnTransformer method) set_params() (niklib.models.preprocessors.ColumnTransformer method) set_partial_fit_request() (niklib.models.preprocessors.StandardScaler method) set_transform_request() (niklib.models.preprocessors.StandardScaler method) sex (niklib.api.models.PayloadExample attribute) SINGLE (niklib.data.constant.ExampleMarriageStatus attribute) StandaloneApplication (class in niklib.api.apps) StandardScaler (class in niklib.models.preprocessors)

T

TrainTestEvalSplit (class in niklib.models.preprocessors) (class in niklib.models.preprocessors.core) transform() (niklib.models.preprocessors.ColumnTransformer method) (niklib.models.preprocessors.LabelBinarizer method) (niklib.models.preprocessors.LabelEncoder method) (niklib.models.preprocessors.MaxAbsScaler method) (niklib.models.preprocessors.MinMaxScaler method) (niklib.models.preprocessors.MultiLabelBinarizer method) (niklib.models.preprocessors.OneHotEncoder method) (niklib.models.preprocessors.RobustScaler method) (niklib.models.preprocessors.StandardScaler method)

TRANSFORMS (in module niklib.models.preprocessors)

U

UNKNOWN (niklib.data.constant.ExampleMarriageStatus attribute)

W

WIDOWED (niklib.data.constant.ExampleMarriageStatus attribute)

X

XFAPDF (class in niklib.data.pdf)

xml_to_flattened_dict() (in module niklib.data.functional) (niklib.data.pdf.XFAPDF method)