Index

_

__version__ (in module imputr._constants) _BaseImputer (class in imputr.imputers._base) _BaseStrategy (class in imputr.strategy._base) _cast_data_if_necessary() (imputr.domain.Column method) (imputr.domain.column.Column method) _compute_average() (imputr.domain.Column method) (imputr.domain.column.Column method) _construct_columns() (imputr.domain.Table method) (imputr.domain.table.Table method) _construct_strategies() (imputr.imputers._base._BaseImputer method) _count_number_of_missing_values() (imputr.domain.Column method) (imputr.domain.column.Column method) _count_number_of_unique_values() (imputr.domain.Column method) (imputr.domain.column.Column method)

_create_df_from_num_encoded_feature_columns() (imputr.strategy._base._MultivariateStrategy method) _determine_list_of_included_columns() (imputr.imputers._base._BaseImputer method) _determine_order() (imputr.imputers._base._BaseImputer method) _feature_df (imputr.strategy._base._MultivariateStrategy attribute) _imputed_data (imputr.domain.Column attribute) (imputr.domain.column.Column attribute) _infer_data_type() (imputr.domain.Column method) (imputr.domain.column.Column method) _label_encoder (imputr.domain.Column attribute) (imputr.domain.column.Column attribute) _MultivariateStrategy (class in imputr.strategy._base) _UnivariateStrategy (class in imputr.strategy._base)

A

AutoImputer (class in imputr), [1] (class in imputr.imputers) (class in imputr.imputers.autoimputer)

average (imputr.domain.Column attribute) (imputr.domain.column.Column attribute)

C

CATEGORICAL (imputr.domain.DataType attribute) (imputr.domain.types.DataType attribute) Column (class in imputr.domain), [1] (class in imputr.domain.column)

columns (imputr.domain.Table attribute) (imputr.domain.table.Table attribute) CONTINUOUS (imputr.domain.DataType attribute) (imputr.domain.types.DataType attribute)

D

data (imputr.domain.Column attribute) (imputr.domain.column.Column attribute) (imputr.domain.Table attribute) (imputr.domain.table.Table attribute)

DataType (class in imputr.domain), [1] (class in imputr.domain.types)

F

feature_columns (imputr.strategy._base._MultivariateStrategy attribute) fit() (imputr.strategy._base._BaseStrategy method) (imputr.strategy.mean.MeanStrategy method) (imputr.strategy.MeanStrategy method) (imputr.strategy.randomforest.RandomForestStrategy method) (imputr.strategy.RandomForestStrategy method)

from_dict() (imputr.strategy._base._BaseStrategy class method) (imputr.strategy._base._MultivariateStrategy class method) (imputr.strategy._base._UnivariateStrategy class method) (imputr.strategy.mean.MeanStrategy class method) (imputr.strategy.MeanStrategy class method) (imputr.strategy.randomforest.RandomForestStrategy class method) (imputr.strategy.RandomForestStrategy class method)

I

impute() (imputr.imputers._base._BaseImputer method), [1] impute_column() (imputr.strategy._base._BaseStrategy method) (imputr.strategy.mean.MeanStrategy method) (imputr.strategy.MeanStrategy method) (imputr.strategy.randomforest.RandomForestStrategy method) (imputr.strategy.RandomForestStrategy method) imputed_data (imputr.domain.Column property) (imputr.domain.column.Column property) imputr module imputr._constants module imputr.domain module imputr.domain.column module imputr.domain.table module imputr.domain.types module imputr.imputers module

imputr.imputers._base module imputr.imputers.autoimputer module imputr.imputers.meanimputer module imputr.strategy module imputr.strategy._base module imputr.strategy.mean module imputr.strategy.randomforest module include_non_missing (imputr.imputers._base._BaseImputer attribute) (imputr.imputers.MeanImputer attribute) (imputr.imputers.meanimputer.MeanImputer attribute) (imputr.MeanImputer attribute) included_columns (imputr.AutoImputer attribute) (imputr.imputers.AutoImputer attribute) (imputr.imputers.autoimputer.AutoImputer attribute)

M

MeanImputer (class in imputr) (class in imputr.imputers) (class in imputr.imputers.meanimputer) MeanStrategy (class in imputr.strategy) (class in imputr.strategy.mean) missing_value_count (imputr.domain.Column attribute) (imputr.domain.column.Column attribute) module imputr imputr._constants imputr.domain imputr.domain.column imputr.domain.table imputr.domain.types imputr.imputers imputr.imputers._base imputr.imputers.autoimputer imputr.imputers.meanimputer imputr.strategy imputr.strategy._base imputr.strategy.mean imputr.strategy.randomforest

N

name (imputr.domain.Column attribute) (imputr.domain.column.Column attribute) non_null_indices (imputr.domain.Column property) (imputr.domain.column.Column property)

null_indices (imputr.domain.Column property) (imputr.domain.column.Column property) numeric_encoded_imputed_data (imputr.domain.Column property) (imputr.domain.column.Column property)

O

ordered_columns (imputr.AutoImputer attribute) (imputr.imputers._base._BaseImputer attribute) (imputr.imputers.AutoImputer attribute) (imputr.imputers.autoimputer.AutoImputer attribute) (imputr.imputers.MeanImputer attribute) (imputr.imputers.meanimputer.MeanImputer attribute) (imputr.MeanImputer attribute)

P

predefined_order (imputr.imputers._base._BaseImputer attribute) (imputr.imputers.MeanImputer attribute) (imputr.imputers.meanimputer.MeanImputer attribute) (imputr.MeanImputer attribute)

predefined_strategies (imputr.imputers._base._BaseImputer attribute) (imputr.imputers.MeanImputer attribute) (imputr.imputers.meanimputer.MeanImputer attribute) (imputr.MeanImputer attribute)

R

RandomForestStrategy (class in imputr.strategy), [1] (class in imputr.strategy.randomforest)

S

str_to_data_type() (imputr.domain.DataType class method) (imputr.domain.types.DataType class method) str_to_strategy() (imputr.imputers._base._BaseImputer method) strategies (imputr.AutoImputer attribute) (imputr.imputers._base._BaseImputer attribute) (imputr.imputers.AutoImputer attribute) (imputr.imputers.autoimputer.AutoImputer attribute) (imputr.imputers.MeanImputer attribute) (imputr.imputers.meanimputer.MeanImputer attribute) (imputr.MeanImputer attribute)

supported_data_types (imputr.strategy._base._BaseStrategy property) (imputr.strategy.mean.MeanStrategy attribute) (imputr.strategy.MeanStrategy attribute) (imputr.strategy.randomforest.RandomForestStrategy attribute) (imputr.strategy.RandomForestStrategy attribute)

T

Table (class in imputr.domain) (class in imputr.domain.table) table (imputr.imputers._base._BaseImputer attribute)

target_column (imputr.strategy._base._BaseStrategy attribute) type (imputr.domain.Column attribute) (imputr.domain.column.Column attribute)

U

unique_value_count (imputr.domain.Column attribute) (imputr.domain.column.Column attribute)