User Guide
API Reference
Changelog
Synthesized
LinkedIn
Twitter
Synthesis
synthesized.HighDimSynthesizer
HighDimSynthesizer.export_model
HighDimSynthesizer.fit
HighDimSynthesizer.import_model
HighDimSynthesizer.learn
HighDimSynthesizer.sample
HighDimSynthesizer.synthesize
HighDimSynthesizer.epsilon
synthesized.TwoTableSynthesizer
TwoTableSynthesizer.fit
TwoTableSynthesizer.learn
TwoTableSynthesizer.sample
TwoTableSynthesizer.synthesize
synthesized.ConditionalSampler
ConditionalSampler.alter_distributions
ConditionalSampler.fit
ConditionalSampler.learn
ConditionalSampler.sample
ConditionalSampler.synthesize
synthesized.DataImputer
DataImputer.fit
DataImputer.impute_mask
DataImputer.impute_nans
DataImputer.impute_outliers
DataImputer.learn
Rules
synthesized.common.rules.Column
Column.set_meta
Column.to_pd_str
Column.to_sql_str
synthesized.common.rules.Value
Value.to_pd_str
Value.to_sql_str
synthesized.common.rules.Association
Association.detect_association
synthesized.common.rules.Expression
Expression.apply
Expression.get_children
Expression.to_pd_str
Expression.to_sql_str
synthesized.common.rules.IsIn
IsIn.get_augment_func
IsIn.to_pd_str
IsIn.to_sql_str
synthesized.common.rules.Equals
Equals.get_augment_func
Equals.to_pd_str
Equals.to_sql_str
synthesized.common.rules.ValueRange
ValueRange.get_augment_func
ValueRange.to_pd_str
ValueRange.to_sql_str
Evaluation
synthesized.insight.metrics.KolmogorovSmirnovDistance
KolmogorovSmirnovDistance.name
KolmogorovSmirnovDistance.tags
synthesized.insight.metrics.EarthMoversDistance
EarthMoversDistance.name
EarthMoversDistance.tags
synthesized.insight.metrics.CramersV
CramersV.name
CramersV.symmetric
CramersV.tags
synthesized.insight.metrics.KendallTauCorrelation
KendallTauCorrelation.name
KendallTauCorrelation.symmetric
KendallTauCorrelation.tags
synthesized.insight.metrics.CategoricalLogisticR2
CategoricalLogisticR2.name
CategoricalLogisticR2.tags
synthesized.insight.metrics.SpearmanRhoCorrelation
SpearmanRhoCorrelation.name
SpearmanRhoCorrelation.tags
synthesized.insight.metrics.predictive_modelling_score
synthesized.insight.metrics.predictive_modelling_comparison
synthesized.testing.Assessor
Assessor.plot_classification_metrics
Assessor.plot_classification_metrics_test
Assessor.show_categorical_logistic_r2_distances
Assessor.show_categorical_logistic_r2_matrices
Assessor.show_cramers_v_distances
Assessor.show_cramers_v_matrices
Assessor.show_distributions
Assessor.show_emd_distances
Assessor.show_first_order_metric_distances
Assessor.show_kendall_tau_distances
Assessor.show_kendall_tau_matrices
Assessor.show_ks_distances
Assessor.show_second_order_metric_distances
Assessor.show_second_order_metric_matrices
Assessor.show_spearman_rho_distances
Assessor.show_spearman_rho_matrices
Assessor.show_standard_metrics
Assessor.utility
Metadata
synthesized.MetaExtractor
MetaExtractor.extract
synthesized.DataFrameMeta
DataFrameMeta.annotate
DataFrameMeta.convert_df_for_children
DataFrameMeta.copy
DataFrameMeta.extract
DataFrameMeta.from_dict
DataFrameMeta.make_time_series
DataFrameMeta.revert_df_from_children
DataFrameMeta.set_indices
DataFrameMeta.to_dict
DataFrameMeta.unannotate
DataFrameMeta.update_meta
DataFrameMeta.children
DataFrameMeta.class_name
DataFrameMeta.id_meta
DataFrameMeta.indices
DataFrameMeta.time_meta
synthesized.metadata.value.Bool
Bool.categories
Bool.children
Bool.class_name
Bool.dtype
Bool.max
Bool.min
synthesized.metadata.value.DateTime
DateTime.convert_df_for_children
DateTime.create_index
DateTime.extract
DateTime.from_dict
DateTime.parse_date_values
DateTime.revert_df_from_children
DateTime.to_dict
DateTime.update_meta
DateTime.categories
DateTime.children
DateTime.class_name
DateTime.dtype
DateTime.max
DateTime.min
DateTime.unit_meta
synthesized.metadata.value.Float
Float.extract
Float.update_meta
Float.categories
Float.children
Float.class_name
Float.dtype
Float.max
Float.min
Float.precision
Float.unit_meta
synthesized.metadata.value.Integer
Integer.extract
Integer.update_meta
Integer.categories
Integer.children
Integer.class_name
Integer.dtype
Integer.max
Integer.min
Integer.precision
Integer.unit_meta
synthesized.metadata.value.String
String.from_dict
String.categories
String.children
String.class_name
String.dtype
synthesized.metadata.value.TimeDelta
TimeDelta.categories
TimeDelta.children
TimeDelta.class_name
TimeDelta.dtype
TimeDelta.max
TimeDelta.min
TimeDelta.precision
TimeDelta.unit_meta
synthesized.metadata.value.BusDateTime
BusDateTime.from_dict
BusDateTime.parse_date_values
BusDateTime.to_dict
BusDateTime.categories
BusDateTime.children
BusDateTime.class_name
BusDateTime.dtype
BusDateTime.max
BusDateTime.min
BusDateTime.unit_meta
synthesized.metadata.value.FormattedString
FormattedString.from_dict
FormattedString.to_dict
FormattedString.categories
FormattedString.children
FormattedString.class_name
FormattedString.dtype
synthesized.metadata.value.OrderedString
OrderedString.extract
OrderedString.less_than
OrderedString.merge_ordered_categories
OrderedString.to_dict
OrderedString.update_meta
OrderedString.categories
OrderedString.children
OrderedString.class_name
OrderedString.dtype
OrderedString.max
OrderedString.min
synthesized.metadata.value.Address
Address.convert_df_for_children
Address.extract
Address.from_dict
Address.revert_df_from_children
Address.to_dict
Address.categories
Address.children
Address.class_name
Address.dtype
Address.labels
Address.params
synthesized.metadata.value.Bank
Bank.convert_df_for_children
Bank.extract
Bank.from_dict
Bank.revert_df_from_children
Bank.to_dict
Bank.categories
Bank.children
Bank.class_name
Bank.dtype
Bank.labels
Bank.params
synthesized.metadata.value.Person
Person.convert_df_for_children
Person.extract
Person.from_dict
Person.revert_df_from_children
Person.to_dict
Person.categories
Person.children
Person.class_name
Person.dtype
Person.labels
Person.params
Configuration
synthesized.config.AddressLabels
synthesized.config.BankLabels
synthesized.config.PersonLabels
Privacy
synthesized.insight.metrics.privacy.AttributeInferenceAttackML
AttributeInferenceAttackML.name
AttributeInferenceAttackML.tags
synthesized.insight.metrics.privacy.AttributeInferenceAttackCAP
AttributeInferenceAttackCAP.name
AttributeInferenceAttackCAP.tags
synthesized.privacy.Sanitizer
Sanitizer.find_unique
Sanitizer.synthesize
Masking
synthesized.privacy.MaskingTransformerFactory
MaskingTransformerFactory.create_transformers
synthesized.privacy.FormatPreservingTransformer
FormatPreservingTransformer.fit
FormatPreservingTransformer.from_meta
FormatPreservingTransformer.inverse_transform
FormatPreservingTransformer.transform
FormatPreservingTransformer.in_columns
FormatPreservingTransformer.out_columns
synthesized.privacy.NullTransformer
NullTransformer.fit
NullTransformer.from_meta
NullTransformer.inverse_transform
NullTransformer.transform
NullTransformer.in_columns
NullTransformer.out_columns
synthesized.privacy.PartialTransformer
PartialTransformer.fit
PartialTransformer.from_meta
PartialTransformer.inverse_transform
PartialTransformer.transform
PartialTransformer.in_columns
PartialTransformer.out_columns
synthesized.privacy.RandomTransformer
RandomTransformer.fit
RandomTransformer.from_meta
RandomTransformer.inverse_transform
RandomTransformer.transform
RandomTransformer.in_columns
RandomTransformer.out_columns
synthesized.privacy.RoundingTransformer
RoundingTransformer.fit
RoundingTransformer.from_meta
RoundingTransformer.inverse_transform
RoundingTransformer.transform
RoundingTransformer.in_columns
RoundingTransformer.out_columns
synthesized.privacy.SwappingTransformer
SwappingTransformer.fit
SwappingTransformer.from_meta
SwappingTransformer.inverse_transform
SwappingTransformer.transform
SwappingTransformer.in_columns
SwappingTransformer.out_columns
NullTransformer.in_columns
ΒΆ
NullTransformer.
in_columns
Return type
List
[
str
]
NullTransformer.transform
NullTransformer.out_columns