Index

_

__abs__() (ExactNumber method) __add__() (ExactNumber method) __call__() (AddDiscreteGaussianNoise method) (AddGaussianNoise method) (AddGeometricNoise method) (AddLaplaceNoise method) (AddNoiseToColumn method) (AddNoiseToSeries method) (AddUniqueColumn method) (Aggregate method), [1] (AggregateByColumn method) (ApplyInPandas method) (AugmentDictTransformation method) (Case method) (ChainTM method) (ChainTT method) (Composition method) (Count method) (CountDistinct method) (CountDistinctGrouped method) (CountGrouped method) (CreateDictFromValue method) (DecoratedQueryable method) (DecorateQueryable method) (DropInfs method) (DropInfsValue method) (DropNaNs method) (DropNaNsValue method) (DropNulls method) (DropNullsValue method) (FakeAggregate method) (Filter method) (FilterValue method) (FlatMap method) (FlatMapByKey method) (FlatMapByKeyValue method) (FlatMapValue method) (GeometricPartitionSelection method) (GetAnswerQueryable method) (GetValue method) (GroupBy method) (GroupingFlatMap method) (HammingDistanceToSymmetricDifference method) (Identity method) (LimitKeysPerGroup method) (LimitKeysPerGroupValue method) (LimitRowsPerGroup method) (LimitRowsPerGroupValue method) (LimitRowsPerKeyPerGroup method) (LimitRowsPerKeyPerGroupValue method) (MakeInteractive method) (Map method) (MapValue method) (Measurement method) (NoisyBounds method) (NoisyQuantile method) (NonInteractivePostProcess method) (ParallelComposition method) (ParallelQueryable method) (Partition method) (PartitionByKeys method) (Persist method) (PersistValue method) (PostProcess method) (PrivateJoin method) (PrivateJoinOnKey method) (PublicJoin method) (PublicJoinValue method) (PureDPToApproxDP method) (PureDPToRhoZCDP method) (Queryable method) (Rename method) (RenameValue method) (ReplaceInfs method) (ReplaceInfsValue method) (ReplaceNaNs method) (ReplaceNaNsValue method) (ReplaceNulls method) (ReplaceNullsValue method) (RetirableQueryable method) (RhoZCDPToApproxDP method) (RowsToRowsTransformation method) (RowToRowsTransformation method) (RowToRowTransformation method) (Select method) (SelectValue method) (SequentialComposition method) (SequentialQueryable method) (SparkAction method) (SparkActionValue method) (SparkMeasurement method) (Subset method) (Sum method) (SumGrouped method) (Transformation method) (TransformValue method) (Unpersist method) (UnpersistValue method) (UnwrapIfGroupedBy method) __contains__() (Arb method) (DictDomain method) (Domain method) (ListDomain method) (NumpyDomain method) (NumpyFloatDomain method) (NumpyIntegerDomain method) (NumpyStringDomain method) (PandasDataFrameDomain method) (PandasSeriesDomain method) (SparkDataFrameDomain method) (SparkGroupedDataFrameDomain method) (SparkRowDomain method) __del__() (Arb method) __eq__() (AbsoluteDifference method) (AddRemoveKeys method) (AggregationMetric method) (ApproxDP method) (ApproxDPBudget method) (Arb method) (DictDomain method) (DictMetric method) (ExactNumber method) (ExactNumberMetric method) (HammingDistance method) (IfGroupedBy method) (Measure method) (Metric method) (NullMetric method) (OnColumn method) (OnColumns method) (PandasDataFrameDomain method) (PrivacyBudget method) (PureDP method) (PureDPBudget method) (PySparkTest method) (RhoZCDP method) (RhoZCDPBudget method) (RootSumOfSquared method) (SparkDataFrameDomain method) (SparkGroupedDataFrameDomain method) (SparkRowDomain method) (SumOf method) (SymmetricDifference method) (TestComponent method) __float__() (Arb method) __ge__() (Arb method) (ExactNumber method) __getitem__() (DictDomain method) (DictMetric method) (SparkDataFrameDomain method) (SparkGroupedDataFrameDomain method) __gt__() (Arb method) (ExactNumber method) __init__() (AddDiscreteGaussianNoise method) (AddGaussianNoise method) (AddGeometricNoise method) (AddLaplaceNoise method) (AddNoiseToColumn method) (AddNoiseToSeries method) (AddRemoveKeys method) (AddUniqueColumn method) (Aggregate method), [1] (AggregateByColumn method) (AggregationMetric method) (ApplyInPandas method) (ApproxDPBudget method) (Arb method) (AugmentDictTransformation method) (Case method) (ChainTM method) (ChainTT method) (ChiSquaredTestCase method) (Composition method) (Count method) (CountDistinct method) (CountDistinctGrouped method) (CountGrouped method) (CreateDictFromValue method) (DecoratedQueryable method) (DecorateQueryable method) (DictDomain method) (DictMetric method) (DropInfs method) (DropInfsValue method) (DropNaNs method) (DropNaNsValue method) (DropNulls method) (DropNullsValue method) (ExactNumber method) (FakeAggregate method) (Filter method) (FilterValue method) (FlatMap method) (FlatMapByKey method) (FlatMapByKeyValue method) (FlatMapValue method) (GeometricPartitionSelection method) (GetAnswerQueryable method) (GetValue method) (GroupBy method) (GroupedDataFrame method) (GroupingFlatMap method) (HammingDistanceToSymmetricDifference method) (Identity method) (IfGroupedBy method) (KSTestCase method) (LimitKeysPerGroup method) (LimitKeysPerGroupValue method) (LimitRowsPerGroup method) (LimitRowsPerGroupValue method) (LimitRowsPerKeyPerGroup method) (LimitRowsPerKeyPerGroupValue method) (MakeInteractive method) (Map method) (MapValue method) (Measurement method) (NoisyBounds method) (NoisyQuantile method) (NonInteractivePostProcess method) (OnColumn method) (OnColumns method) (PandasDataFrameDomain method) (ParallelComposition method) (ParallelQueryable method) (Partition method) (PartitionByKeys method) (Persist method) (PersistValue method) (PostProcess method) (PrivacyAccountant method) (PrivacyBudget method) (PrivateJoin method) (PrivateJoinOnKey method) (PublicJoin method) (PublicJoinValue method) (PureDPBudget method) (PureDPToApproxDP method) (PureDPToRhoZCDP method) (PySparkTest method) (Rename method) (RenameValue method) (ReplaceInfs method) (ReplaceInfsValue method) (ReplaceNaNs method) (ReplaceNaNsValue method) (ReplaceNulls method) (ReplaceNullsValue method) (RetirableQueryable method) (RhoZCDPBudget method) (RhoZCDPToApproxDP method) (RNGWrapper method) (RootSumOfSquared method) (RowsToRowsTransformation method) (RowToRowsTransformation method) (RowToRowTransformation method) (Select method) (SelectValue method) (SequentialComposition method) (SequentialQueryable method) (SparkAction method) (SparkActionValue method) (SparkDataFrameDomain method) (SparkGroupedDataFrameDomain method) (SparkMeasurement method) (SparkRowDomain method) (Subset method) (Sum method) (SumGrouped method) (SumOf method) (TestComponent method) (Transformation method) (TransformValue method) (Unpersist method) (UnpersistValue method) (UnwrapIfGroupedBy method)

__le__() (Arb method) (ExactNumber method) __len__() (DictMetric method) __lt__() (Arb method) (ExactNumber method) __mul__() (ExactNumber method) __ne__() (Arb method) __neg__() (Arb method) (ExactNumber method) __or__() (AddUniqueColumn method) (AugmentDictTransformation method) (ChainTT method) (Count method) (CountDistinct method) (CountDistinctGrouped method) (CountGrouped method) (CreateDictFromValue method) (DropInfs method) (DropInfsValue method) (DropNaNs method) (DropNaNsValue method) (DropNulls method) (DropNullsValue method) (Filter method) (FilterValue method) (FlatMap method) (FlatMapByKey method) (FlatMapByKeyValue method) (FlatMapValue method) (GetValue method) (GroupBy method) (GroupingFlatMap method) (HammingDistanceToSymmetricDifference method) (Identity method) (LimitKeysPerGroup method) (LimitKeysPerGroupValue method) (LimitRowsPerGroup method) (LimitRowsPerGroupValue method) (LimitRowsPerKeyPerGroup method) (LimitRowsPerKeyPerGroupValue method) (Map method) (MapValue method) (Partition method) (PartitionByKeys method) (Persist method) (PersistValue method) (PrivateJoin method) (PrivateJoinOnKey method) (PublicJoin method) (PublicJoinValue method) (Rename method) (RenameValue method) (ReplaceInfs method) (ReplaceInfsValue method) (ReplaceNaNs method) (ReplaceNaNsValue method) (ReplaceNulls method) (ReplaceNullsValue method) (RowsToRowsTransformation method) (RowToRowsTransformation method) (RowToRowTransformation method) (Select method) (SelectValue method) (SparkAction method) (SparkActionValue method) (Subset method) (Sum method) (SumGrouped method) (Transformation method) (TransformValue method) (Unpersist method) (UnpersistValue method) (UnwrapIfGroupedBy method) __pow__() (ExactNumber method) __rpow__() (ExactNumber method) __rsub__() (ExactNumber method) __rtruediv__() (ExactNumber method) __sub__() (ExactNumber method) __truediv__() (ExactNumber method)

A

AbsoluteDifference (class in tmlt.core.metrics) ACTIVE (PrivacyAccountantState attribute) addClassCleanup() (PySparkTest class method) (TestComponent class method) addCleanup() (PySparkTest method) (TestComponent method) AddDiscreteGaussianNoise (class in tmlt.core.measurements.noise_mechanisms) AddGaussianNoise (class in tmlt.core.measurements.noise_mechanisms) AddGeometricNoise (class in tmlt.core.measurements.noise_mechanisms) AddLaplaceNoise (class in tmlt.core.measurements.noise_mechanisms) AddNoiseToColumn (class in tmlt.core.measurements.spark_measurements) AddNoiseToSeries (class in tmlt.core.measurements.pandas_measurements.series) AddRemoveKeys (class in tmlt.core.metrics) addTypeEqualityFunc() (PySparkTest method) (TestComponent method) AddUniqueColumn (class in tmlt.core.transformations.spark_transformations.id) agg() (GroupedDataFrame method) Aggregate (class in tmlt.core.measurements.pandas_measurements.dataframe) (class in tmlt.core.measurements.pandas_measurements.series) AggregateByColumn (class in tmlt.core.measurements.pandas_measurements.dataframe) aggregation_function (ApplyInPandas property) AggregationMetric (class in tmlt.core.metrics) allow_inf (NumpyFloatDomain attribute) (SparkFloatColumnDescriptor attribute) allow_nan (NumpyFloatDomain attribute) (SparkFloatColumnDescriptor attribute) allow_null (NumpyStringDomain attribute) (SparkColumnDescriptor attribute) (SparkDateColumnDescriptor attribute) (SparkFloatColumnDescriptor attribute) (SparkIntegerColumnDescriptor attribute) (SparkStringColumnDescriptor attribute) (SparkTimestampColumnDescriptor attribute) alpha (AddGeometricNoise property) (GeometricPartitionSelection property) (NoisyBounds property) apply_in_pandas() (GroupedDataFrame method) ApplyInPandas (class in tmlt.core.measurements.spark_measurements) ApproxDP (class in tmlt.core.measures) ApproxDPBudget (class in tmlt.core.measures) Arb (class in tmlt.core.utils.arb) arb_abs() (in module tmlt.core.utils.arb) arb_add() (in module tmlt.core.utils.arb) arb_const_pi() (in module tmlt.core.utils.arb) arb_div() (in module tmlt.core.utils.arb) arb_erf() (in module tmlt.core.utils.arb) arb_erfc() (in module tmlt.core.utils.arb) arb_erfinv() (in module tmlt.core.utils.arb) arb_exp() (in module tmlt.core.utils.arb) arb_lambertw() (in module tmlt.core.utils.arb) arb_log() (in module tmlt.core.utils.arb) arb_max() (in module tmlt.core.utils.arb) arb_min() (in module tmlt.core.utils.arb) arb_mul() (in module tmlt.core.utils.arb) arb_neg() (in module tmlt.core.utils.arb) arb_pow() (in module tmlt.core.utils.arb) arb_product() (in module tmlt.core.utils.arb) arb_sgn() (in module tmlt.core.utils.arb) arb_sqrt() (in module tmlt.core.utils.arb) arb_sub() (in module tmlt.core.utils.arb) arb_sum() (in module tmlt.core.utils.arb) arb_union() (in module tmlt.core.utils.arb) args (Case property) assert_can_spend_budget() (ApproxDPBudget method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) assert_dataframe_equal() (in module tmlt.core.utils.testing) assert_frame_equal_with_sort() (PySparkTest class method) (TestComponent class method)

assert_never() (in module tmlt.core.utils.type_utils) assert_property_immutability() (in module tmlt.core.utils.testing) assertAlmostEqual() (PySparkTest method) (TestComponent method) assertCountEqual() (PySparkTest method) (TestComponent method) assertDictContainsSubset() (PySparkTest method) (TestComponent method) assertEqual() (PySparkTest method) (TestComponent method) assertFalse() (PySparkTest method) (TestComponent method) assertGreater() (PySparkTest method) (TestComponent method) assertGreaterEqual() (PySparkTest method) (TestComponent method) assertIn() (PySparkTest method) (TestComponent method) assertIs() (PySparkTest method) (TestComponent method) assertIsInstance() (PySparkTest method) (TestComponent method) assertIsNone() (PySparkTest method) (TestComponent method) assertIsNot() (PySparkTest method) (TestComponent method) assertIsNotNone() (PySparkTest method) (TestComponent method) assertLess() (PySparkTest method) (TestComponent method) assertLessEqual() (PySparkTest method) (TestComponent method) assertListEqual() (PySparkTest method) (TestComponent method) assertLogs() (PySparkTest method) (TestComponent method) assertMultiLineEqual() (PySparkTest method) (TestComponent method) assertNotAlmostEqual() (PySparkTest method) (TestComponent method) assertNotEqual() (PySparkTest method) (TestComponent method) assertNotIn() (PySparkTest method) (TestComponent method) assertNotIsInstance() (PySparkTest method) (TestComponent method) assertNotRegex() (PySparkTest method) (TestComponent method) assertRaises() (PySparkTest method) (TestComponent method) assertRaisesRegex() (PySparkTest method) (TestComponent method) assertRegex() (PySparkTest method) (TestComponent method) assertSequenceEqual() (PySparkTest method) (TestComponent method) assertSetEqual() (PySparkTest method) (TestComponent method) assertTrue() (PySparkTest method) (TestComponent method) assertTupleEqual() (PySparkTest method) (TestComponent method) assertWarns() (PySparkTest method) (TestComponent method) assertWarnsRegex() (PySparkTest method) (TestComponent method) augment (RowToRowsTransformation property) (RowToRowTransformation property) AugmentDictTransformation (class in tmlt.core.transformations.dictionary)

C

calculate_noise_scale() (in module tmlt.core.utils.parameters) call() (AddNoiseToColumn method) (ApplyInPandas method) (GeometricPartitionSelection method) (SparkMeasurement method) carrier_type (DictDomain property) (Domain property) (ListDomain property) (NumpyDomain property) (NumpyFloatDomain property) (NumpyIntegerDomain property) (NumpyStringDomain property) (PandasDataFrameDomain property) (PandasSeriesDomain property) (SparkDataFrameDomain property) (SparkGroupedDataFrameDomain property) (SparkRowDomain property) Case (class in tmlt.core.utils.testing) cast() (ApproxDPBudget class method) (PrivacyBudget class method) (PureDPBudget class method) (RhoZCDPBudget class method) ChainTM (class in tmlt.core.measurements.chaining) ChainTT (class in tmlt.core.transformations.chaining) check_output_measure() (NoiseMechanism method) children (PrivacyAccountant property) ChiSquaredTestCase (class in tmlt.core.utils.testing) cleanup() (in module tmlt.core.utils.cleanup) column (AddUniqueColumn property) (IfGroupedBy property) (OnColumn property) column_to_aggregation (AggregateByColumn property) columns (DropInfs property) (DropNaNs property) (DropNulls property) (Select property) columns_after_join() (in module tmlt.core.utils.join) combination (UnsupportedCombinationError attribute) compare() (AbsoluteDifference method) (AddRemoveKeys method) (AggregationMetric method) (ApproxDP method) (DictMetric method) (ExactNumberMetric method) (HammingDistance method) (IfGroupedBy method) (Measure method) (Metric method) (NullMetric method) (OnColumn method) (OnColumns method) (PureDP method) (RhoZCDP method) (RootSumOfSquared method) (SumOf method) (SymmetricDifference method)

Composition (class in tmlt.core.measurements.composition) compute_full_domain_df() (in module tmlt.core.transformations.spark_transformations.groupby) Config (class in tmlt.core.utils.configuration) construct_inverse_sampler() (in module tmlt.core.random.inverse_cdf) convert_numpy_domain() (in module tmlt.core.domains.spark_domains) convert_pandas_domain() (in module tmlt.core.domains.spark_domains) convert_spark_schema() (in module tmlt.core.domains.spark_domains) copy_if_mutable() (in module tmlt.core.utils.misc) Count (class in tmlt.core.transformations.spark_transformations.agg) count_column (CountDistinctGrouped property) (CountGrouped property) (GeometricPartitionSelection property) CountDistinct (class in tmlt.core.transformations.spark_transformations.agg) CountDistinctGrouped (class in tmlt.core.transformations.spark_transformations.agg) CountGrouped (class in tmlt.core.transformations.spark_transformations.agg) create_adaptive_composition() (in module tmlt.core.measurements.interactive_measurements) create_apply_dict_of_transformations() (in module tmlt.core.transformations.dictionary) create_average_measurement() (in module tmlt.core.measurements.aggregations) create_bounds_measurement() (in module tmlt.core.measurements.aggregations) create_copy_and_transform_value() (in module tmlt.core.transformations.dictionary) create_count_aggregation() (in module tmlt.core.transformations.spark_transformations.agg) create_count_distinct_aggregation() (in module tmlt.core.transformations.spark_transformations.agg) create_count_distinct_measurement() (in module tmlt.core.measurements.aggregations) create_count_measurement() (in module tmlt.core.measurements.aggregations) create_groupby_from_column_domains() (in module tmlt.core.transformations.spark_transformations.groupby) create_groupby_from_list_of_keys() (in module tmlt.core.transformations.spark_transformations.groupby) create_mock_measurement() (in module tmlt.core.utils.testing) create_mock_queryable() (in module tmlt.core.utils.testing) create_mock_transformation() (in module tmlt.core.utils.testing) create_partition_selection_measurement() (in module tmlt.core.measurements.aggregations) create_quantile_measurement() (in module tmlt.core.measurements.aggregations) create_rename() (in module tmlt.core.transformations.dictionary) create_standard_deviation_measurement() (in module tmlt.core.measurements.aggregations) create_sum_aggregation() (in module tmlt.core.transformations.spark_transformations.agg) create_sum_measurement() (in module tmlt.core.measurements.aggregations) create_transform_all_values() (in module tmlt.core.transformations.dictionary) create_transform_value() (in module tmlt.core.transformations.dictionary) create_variance_measurement() (in module tmlt.core.measurements.aggregations) CreateDictFromValue (class in tmlt.core.transformations.dictionary)

D

d_in (PrivacyAccountant property) (SequentialComposition property) d_out (MeasurementQuery attribute) (TransformationQuery attribute) data_type (SparkColumnDescriptor property) (SparkDateColumnDescriptor property) (SparkFloatColumnDescriptor property) (SparkIntegerColumnDescriptor property) (SparkStringColumnDescriptor property) (SparkTimestampColumnDescriptor property) debug() (PySparkTest method) (TestComponent method) DecoratedQueryable (class in tmlt.core.measurements.interactive_measurements) DecorateQueryable (class in tmlt.core.measurements.interactive_measurements) delta (ApproxDPBudget property) df_to_key_column (AddRemoveKeys property) DictDomain (class in tmlt.core.domains.collections) DictMetric (class in tmlt.core.metrics) discrete_gaussian_cmf() (in module tmlt.core.utils.distributions) discrete_gaussian_inverse_cmf() (in module tmlt.core.utils.distributions) discrete_gaussian_pmf() (in module tmlt.core.utils.distributions) distance() (AbsoluteDifference method) (AddRemoveKeys method) (AggregationMetric method) (DictMetric method) (ExactNumberMetric method) (HammingDistance method) (IfGroupedBy method) (Metric method) (NullMetric method) (OnColumn method) (OnColumns method) (RootSumOfSquared method) (SumOf method) (SymmetricDifference method)

doClassCleanups() (PySparkTest class method) (TestComponent class method) doCleanups() (PySparkTest method) (TestComponent method) Domain (class in tmlt.core.domains.base) domain (DomainKeyError attribute) (FixedGroupDataSet property) (OutOfDomainError attribute) (UnsupportedDomainError attribute) domain_after_join() (in module tmlt.core.utils.join) DomainColumnError DomainKeyError DomainMismatchError domains (DomainMismatchError attribute) double_sided_geometric_cmf() (in module tmlt.core.utils.distributions) double_sided_geometric_cmf_exact() (in module tmlt.core.utils.distributions) double_sided_geometric_inverse_cmf() (in module tmlt.core.utils.distributions) double_sided_geometric_inverse_cmf_exact() (in module tmlt.core.utils.distributions) double_sided_geometric_pmf() (in module tmlt.core.utils.distributions) DROP (TruncationStrategy attribute) drop_large_groups() (in module tmlt.core.utils.truncation) DropInfs (class in tmlt.core.transformations.spark_transformations.nan) DropInfsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) DropNaNs (class in tmlt.core.transformations.spark_transformations.nan) DropNaNsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) DropNulls (class in tmlt.core.transformations.spark_transformations.nan) DropNullsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys)

E

element_domain (ListDomain attribute) (PandasSeriesDomain attribute) element_type (NoisyBounds property) epsilon (ApproxDPBudget property) (NoisyQuantile property) (PureDPBudget property) escape_column_name() (in module tmlt.core.utils.misc)

ExactNumber (class in tmlt.core.utils.exact_number) ExactNumberInput (in module tmlt.core.utils.exact_number) ExactNumberMetric (class in tmlt.core.metrics) exponential_polylogarithmic_inverse_cdf() (in module tmlt.core.utils.prdp) exponential_polylogarithmic_mechanism() (in module tmlt.core.utils.prdp) expr (ExactNumber property) (UnsupportedSympyExprError attribute)

F

f (NonInteractivePostProcess property) (PostProcess property) fail() (PySparkTest method) (TestComponent method) FakeAggregate (class in tmlt.core.utils.testing) Filter (class in tmlt.core.transformations.spark_transformations.filter) filter_expr (Filter property) FilterValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) FixedGroupDataSet (class in tmlt.core.utils.testing) FlatMap (class in tmlt.core.transformations.spark_transformations.map) FlatMapByKey (class in tmlt.core.transformations.spark_transformations.map) FlatMapByKeyValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) FlatMapValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) float_measure_column (FixedGroupDataSet attribute) force_activate() (PrivacyAccountant method)

fourth_root_transformation_mechanism() (in module tmlt.core.utils.prdp) from_dict() (ChiSquaredTestCase class method) (KSTestCase class method) from_float() (Arb static method) (ExactNumber static method) from_int() (Arb static method) from_man_exp() (Arb static method) from_midpoint_radius() (Arb static method) from_np_type() (NumpyDomain class method) (NumpyFloatDomain class method) (NumpyIntegerDomain class method) (NumpyStringDomain class method) from_numpy_type() (PandasSeriesDomain class method) from_numpy_types() (PandasDataFrameDomain class method) from_spark_schema() (SparkDataFrameDomain class method)

G

gaussian() (in module tmlt.core.random.continuous_gaussian) gaussian_inverse_cdf() (in module tmlt.core.random.continuous_gaussian) GeometricPartitionSelection (class in tmlt.core.measurements.spark_measurements) get_all_props() (in module tmlt.core.utils.testing) get_dataframe() (FixedGroupDataSet method) get_element_type() (in module tmlt.core.utils.type_utils) get_fullname() (in module tmlt.core.utils.misc) get_group_domain() (SparkGroupedDataFrameDomain method) get_groups() (GroupedDataFrame method) get_immutable_types() (in module tmlt.core.utils.type_utils) get_java11_config() (in module tmlt.core.utils.configuration) get_materialized_df() (in module tmlt.core.utils.misc) get_midpoint() (in module tmlt.core.measurements.aggregations) get_noise_scales() (in module tmlt.core.utils.testing) get_nonconflicting_string() (in module tmlt.core.utils.misc) get_prob_functions() (in module tmlt.core.utils.testing)

get_sampler() (in module tmlt.core.utils.testing) get_values_summing_to_loc() (in module tmlt.core.utils.testing) GetAnswerQueryable (class in tmlt.core.measurements.interactive_measurements) GetValue (class in tmlt.core.transformations.dictionary) group_keys (GroupBy property) (GroupedDataFrame property) group_vals (FixedGroupDataSet attribute) GroupBy (class in tmlt.core.transformations.spark_transformations.groupby) groupby() (FixedGroupDataSet method) groupby_columns (GroupBy property) (GroupedDataFrame property) (SparkGroupedDataFrameDomain property) GroupedDataFrame (class in tmlt.core.utils.grouped_dataframe) grouping_column (LimitKeysPerGroup property) (LimitRowsPerGroup property) (LimitRowsPerKeyPerGroup property) GroupingFlatMap (class in tmlt.core.transformations.spark_transformations.map)

H

HammingDistance (class in tmlt.core.metrics)

HammingDistanceToSymmetricDifference (class in tmlt.core.transformations.converters) how (PublicJoin property)

I

id (Case property) Identity (class in tmlt.core.transformations.identity) IfGroupedBy (class in tmlt.core.metrics) InactiveAccountantError IndexQuery (class in tmlt.core.measurements.interactive_measurements) inner_metric (AggregationMetric property) (IfGroupedBy property) (RootSumOfSquared property) (SumOf property) inner_transformation (AugmentDictTransformation property) input_domain (AddDiscreteGaussianNoise property) (AddGaussianNoise property) (AddGeometricNoise property) (AddLaplaceNoise property) (AddNoiseToColumn property) (AddNoiseToSeries property) (AddUniqueColumn property) (Aggregate property), [1] (AggregateByColumn property) (ApplyInPandas property) (AugmentDictTransformation property) (ChainTM property) (ChainTT property) (Composition property) (Count property) (CountDistinct property) (CountDistinctGrouped property) (CountGrouped property) (CreateDictFromValue property) (DecorateQueryable property) (DropInfs property) (DropInfsValue property) (DropNaNs property) (DropNaNsValue property) (DropNulls property) (DropNullsValue property) (FakeAggregate property) (Filter property) (FilterValue property) (FlatMap property) (FlatMapByKey property) (FlatMapByKeyValue property) (FlatMapValue property) (GeometricPartitionSelection property) (GetValue property) (GroupBy property) (GroupingFlatMap property) (HammingDistanceToSymmetricDifference property) (Identity property) (LimitKeysPerGroup property) (LimitKeysPerGroupValue property) (LimitRowsPerGroup property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroup property) (LimitRowsPerKeyPerGroupValue property) (MakeInteractive property) (Map property) (MapValue property) (Measurement property) (NoisyBounds property) (NoisyQuantile property) (NonInteractivePostProcess property) (ParallelComposition property) (Partition property) (PartitionByKeys property) (Persist property) (PersistValue property) (PostProcess property) (PrivacyAccountant property) (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property) (PublicJoinValue property) (PureDPToApproxDP property) (PureDPToRhoZCDP property) (Rename property) (RenameValue property) (ReplaceInfs property) (ReplaceInfsValue property) (ReplaceNaNs property) (ReplaceNaNsValue property) (ReplaceNulls property) (ReplaceNullsValue property) (RhoZCDPToApproxDP property) (RowsToRowsTransformation property) (RowToRowsTransformation property) (RowToRowTransformation property) (Select property) (SelectValue property) (SequentialComposition property) (SparkAction property) (SparkActionValue property) (SparkMeasurement property) (Subset property) (Sum property) (SumGrouped property) (Transformation property) (TransformValue property) (Unpersist property) (UnpersistValue property) (UnwrapIfGroupedBy property) input_metric (AddDiscreteGaussianNoise property) (AddGaussianNoise property) (AddGeometricNoise property) (AddLaplaceNoise property) (AddNoiseToColumn property) (AddNoiseToSeries property) (AddUniqueColumn property) (Aggregate property), [1] (AggregateByColumn property) (ApplyInPandas property) (AugmentDictTransformation property) (ChainTM property) (ChainTT property) (Composition property) (Count property) (CountDistinct property) (CountDistinctGrouped property) (CountGrouped property) (CreateDictFromValue property) (DecorateQueryable property) (DropInfs property) (DropInfsValue property) (DropNaNs property) (DropNaNsValue property) (DropNulls property) (DropNullsValue property) (FakeAggregate property) (Filter property) (FilterValue property) (FlatMap property) (FlatMapByKey property) (FlatMapByKeyValue property) (FlatMapValue property) (GeometricPartitionSelection property) (GetValue property) (GroupBy property) (GroupingFlatMap property) (HammingDistanceToSymmetricDifference property) (Identity property) (LimitKeysPerGroup property) (LimitKeysPerGroupValue property) (LimitRowsPerGroup property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroup property) (LimitRowsPerKeyPerGroupValue property) (MakeInteractive property) (Map property) (MapValue property) (Measurement property) (NoisyBounds property) (NoisyQuantile property) (NonInteractivePostProcess property) (ParallelComposition property) (Partition property) (PartitionByKeys property) (Persist property) (PersistValue property) (PostProcess property) (PrivacyAccountant property) (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property) (PublicJoinValue property) (PureDPToApproxDP property) (PureDPToRhoZCDP property) (Rename property) (RenameValue property) (ReplaceInfs property) (ReplaceInfsValue property) (ReplaceNaNs property) (ReplaceNaNsValue property) (ReplaceNulls property) (ReplaceNullsValue property) (RhoZCDPToApproxDP property) (RowsToRowsTransformation property) (RowToRowsTransformation property) (RowToRowTransformation property) (Select property) (SelectValue property) (SequentialComposition property) (SparkAction property) (SparkActionValue property) (SparkMeasurement property) (Subset property) (Sum property) (SumGrouped property) (Transformation property) (TransformValue property) (Unpersist property) (UnpersistValue property) (UnwrapIfGroupedBy property)

InsufficientBudgetError inverse_cdf() (AddDiscreteGaussianNoise class method) (AddGeometricNoise class method) (AddLaplaceNoise class method) is_exact() (Arb method) is_finite (ExactNumber property) is_finite() (ApproxDPBudget method) (Arb method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) is_integer (ExactNumber property) is_interactive (AddDiscreteGaussianNoise property) (AddGaussianNoise property) (AddGeometricNoise property) (AddLaplaceNoise property) (AddNoiseToColumn property) (AddNoiseToSeries property) (Aggregate property), [1] (AggregateByColumn property) (ApplyInPandas property) (ChainTM property) (Composition property) (DecorateQueryable property) (FakeAggregate property) (GeometricPartitionSelection property) (MakeInteractive property) (Measurement property) (NoisyBounds property) (NoisyQuantile property) (NonInteractivePostProcess property) (ParallelComposition property) (PostProcess property) (PureDPToApproxDP property) (PureDPToRhoZCDP property) (RhoZCDPToApproxDP property) (SequentialComposition property) (SparkMeasurement property) is_nan() (Arb method)

J

join() (in module tmlt.core.utils.join) join_cols (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property)

join_on_nulls (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property)

K

key (CreateDictFromValue property) (DomainKeyError attribute) (DropInfsValue property) (DropNaNsValue property) (DropNullsValue property) (FilterValue property) (FlatMapByKeyValue property) (FlatMapValue property) (GetValue property) (LimitKeysPerGroupValue property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroupValue property) (MapValue property) (PersistValue property) (PublicJoinValue property) (RenameValue property) (ReplaceInfsValue property) (ReplaceNaNsValue property) (ReplaceNullsValue property) (SelectValue property) (SparkActionValue property) (TransformValue property) (UnpersistValue property)

key_column (LimitKeysPerGroup property) (LimitRowsPerKeyPerGroup property) key_to_domain (DictDomain property) key_to_metric (DictMetric property) keys (PartitionByKeys property) (Subset property) KSTestCase (class in tmlt.core.utils.testing) kwargs (Case property)

L

laplace() (in module tmlt.core.random.laplace) laplace_inverse_cdf() (in module tmlt.core.random.laplace) launch() (PrivacyAccountant static method) left_key (PrivateJoin property) (PrivateJoinOnKey property) left_truncation_strategy (PrivateJoin property) left_truncation_threshold (PrivateJoin property) length (DictDomain property) (ListDomain attribute) limit_keys_per_group() (in module tmlt.core.utils.truncation) LimitKeysPerGroup (class in tmlt.core.transformations.spark_transformations.truncation) LimitKeysPerGroupValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys)

LimitRowsPerGroup (class in tmlt.core.transformations.spark_transformations.truncation) LimitRowsPerGroupValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) LimitRowsPerKeyPerGroup (class in tmlt.core.transformations.spark_transformations.truncation) LimitRowsPerKeyPerGroupValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) list_values (PartitionByKeys property) ListDomain (class in tmlt.core.domains.collections) log_transformation_mechanism() (in module tmlt.core.utils.prdp) lower (FixedGroupDataSet property) (NoisyQuantile property) (Sum property) (SumGrouped property) lower() (Arb method)

M

MakeInteractive (class in tmlt.core.measurements.interactive_measurements) man_exp() (Arb method) Map (class in tmlt.core.transformations.spark_transformations.map) MapValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) max_num_rows (FlatMap property) (GroupingFlatMap property) Measure (class in tmlt.core.measures) measure (UnsupportedMeasureError attribute) measure() (PrivacyAccountant method) measure_column (AddNoiseToColumn property) (Sum property) (SumGrouped property) measurement (AddNoiseToColumn property) (ChainTM property) Measurement (class in tmlt.core.measurements.base) measurement (DecorateQueryable property) (MakeInteractive property) (MeasurementQuery attribute) (NonInteractivePostProcess property) (PostProcess property) MeasurementQuery (class in tmlt.core.measurements.interactive_measurements) measurements (Composition property) (ParallelComposition property) MeasureMismatchError measures (MeasureMismatchError attribute) Metric (class in tmlt.core.metrics) metric (OnColumn property) (UnsupportedMetricError attribute) MetricMismatchError metrics (MetricMismatchError attribute) midpoint() (Arb method) module tmlt.core tmlt.core.domains tmlt.core.domains.base tmlt.core.domains.collections tmlt.core.domains.numpy_domains tmlt.core.domains.pandas_domains tmlt.core.domains.spark_domains tmlt.core.exceptions tmlt.core.measurements tmlt.core.measurements.aggregations tmlt.core.measurements.base tmlt.core.measurements.chaining tmlt.core.measurements.composition tmlt.core.measurements.converters tmlt.core.measurements.interactive_measurements tmlt.core.measurements.noise_mechanisms tmlt.core.measurements.pandas_measurements tmlt.core.measurements.pandas_measurements.dataframe tmlt.core.measurements.pandas_measurements.series tmlt.core.measurements.postprocess tmlt.core.measurements.spark_measurements tmlt.core.measures tmlt.core.metrics tmlt.core.random tmlt.core.random.continuous_gaussian tmlt.core.random.discrete_gaussian tmlt.core.random.inverse_cdf tmlt.core.random.laplace tmlt.core.random.rng tmlt.core.random.uniform tmlt.core.transformations tmlt.core.transformations.base tmlt.core.transformations.chaining tmlt.core.transformations.converters tmlt.core.transformations.dictionary tmlt.core.transformations.identity tmlt.core.transformations.spark_transformations tmlt.core.transformations.spark_transformations.add_remove_keys tmlt.core.transformations.spark_transformations.agg tmlt.core.transformations.spark_transformations.filter tmlt.core.transformations.spark_transformations.groupby tmlt.core.transformations.spark_transformations.id tmlt.core.transformations.spark_transformations.join tmlt.core.transformations.spark_transformations.map tmlt.core.transformations.spark_transformations.nan tmlt.core.transformations.spark_transformations.partition tmlt.core.transformations.spark_transformations.persist tmlt.core.transformations.spark_transformations.rename tmlt.core.transformations.spark_transformations.select tmlt.core.transformations.spark_transformations.truncation tmlt.core.utils tmlt.core.utils.arb tmlt.core.utils.cleanup tmlt.core.utils.configuration tmlt.core.utils.distributions tmlt.core.utils.exact_number tmlt.core.utils.grouped_dataframe tmlt.core.utils.join tmlt.core.utils.misc tmlt.core.utils.parameters tmlt.core.utils.prdp tmlt.core.utils.testing tmlt.core.utils.truncation tmlt.core.utils.type_utils tmlt.core.utils.validation

N

name() (NoiseMechanism method) (PrivacyAccountantState method) (TruncationStrategy method) natural_join_columns() (in module tmlt.core.utils.join) negative_infinity() (Arb static method) new_key (DropInfsValue property) (DropNaNsValue property) (DropNullsValue property) (FilterValue property) (FlatMapByKeyValue property) (FlatMapValue property) (LimitKeysPerGroupValue property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroupValue property) (MapValue property) (PersistValue property) (PrivateJoinOnKey property) (PublicJoinValue property) (RenameValue property) (ReplaceInfsValue property) (ReplaceNaNsValue property) (ReplaceNullsValue property) (SelectValue property) (SparkActionValue property) (TransformValue property) (UnpersistValue property)

NO_TRUNCATION (TruncationStrategy attribute) noise_measurement (AddNoiseToSeries property) noise_mechanism (UnsupportedNoiseMechanismError attribute) NoiseMechanism (class in tmlt.core.measurements.aggregations) NoisyBounds (class in tmlt.core.measurements.pandas_measurements.series) NoisyQuantile (class in tmlt.core.measurements.pandas_measurements.series) NonInteractivePostProcess (class in tmlt.core.measurements.postprocess) NullMetric (class in tmlt.core.metrics) num_groups (FixedGroupDataSet attribute) num_partitions (Partition property) (PartitionByKeys property) NumpyDomain (class in tmlt.core.domains.numpy_domains) NumpyFloatDomain (class in tmlt.core.domains.numpy_domains) NumpyIntegerDomain (class in tmlt.core.domains.numpy_domains) NumpyStringDomain (class in tmlt.core.domains.numpy_domains)

O

on_columns (OnColumns property) OnColumn (class in tmlt.core.metrics) OnColumns (class in tmlt.core.metrics) one() (Arb static method) OutOfDomainError output_domain (AddUniqueColumn property) (AugmentDictTransformation property) (ChainTT property) (Count property) (CountDistinct property) (CountDistinctGrouped property) (CountGrouped property) (CreateDictFromValue property) (DropInfs property) (DropInfsValue property) (DropNaNs property) (DropNaNsValue property) (DropNulls property) (DropNullsValue property) (Filter property) (FilterValue property) (FlatMap property) (FlatMapByKey property) (FlatMapByKeyValue property) (FlatMapValue property) (GetValue property) (GroupBy property) (GroupingFlatMap property) (HammingDistanceToSymmetricDifference property) (Identity property) (LimitKeysPerGroup property) (LimitKeysPerGroupValue property) (LimitRowsPerGroup property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroup property) (LimitRowsPerKeyPerGroupValue property) (Map property) (MapValue property) (Partition property) (PartitionByKeys property) (Persist property) (PersistValue property) (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property) (PublicJoinValue property) (Rename property) (RenameValue property) (ReplaceInfs property) (ReplaceInfsValue property) (ReplaceNaNs property) (ReplaceNaNsValue property) (ReplaceNulls property) (ReplaceNullsValue property) (RowsToRowsTransformation property) (RowToRowsTransformation property) (RowToRowTransformation property) (Select property) (SelectValue property) (SparkAction property) (SparkActionValue property) (Subset property) (Sum property) (SumGrouped property) (Transformation property) (TransformValue property) (Unpersist property) (UnpersistValue property) (UnwrapIfGroupedBy property) output_measure (AddDiscreteGaussianNoise property) (AddGaussianNoise property) (AddGeometricNoise property) (AddLaplaceNoise property) (AddNoiseToColumn property) (AddNoiseToSeries property) (Aggregate property), [1] (AggregateByColumn property) (ApplyInPandas property) (ChainTM property) (Composition property) (DecorateQueryable property) (FakeAggregate property) (GeometricPartitionSelection property) (MakeInteractive property) (Measurement property) (NoisyBounds property) (NoisyQuantile property) (NonInteractivePostProcess property) (ParallelComposition property) (PostProcess property) (PrivacyAccountant property) (PureDPToApproxDP property) (PureDPToRhoZCDP property) (RhoZCDPToApproxDP property) (SequentialComposition property) (SparkMeasurement property)

output_metric (AddUniqueColumn property) (AugmentDictTransformation property) (ChainTT property) (Count property) (CountDistinct property) (CountDistinctGrouped property) (CountGrouped property) (CreateDictFromValue property) (DropInfs property) (DropInfsValue property) (DropNaNs property) (DropNaNsValue property) (DropNulls property) (DropNullsValue property) (Filter property) (FilterValue property) (FlatMap property) (FlatMapByKey property) (FlatMapByKeyValue property) (FlatMapValue property) (GetValue property) (GroupBy property) (GroupingFlatMap property) (HammingDistanceToSymmetricDifference property) (Identity property) (LimitKeysPerGroup property) (LimitKeysPerGroupValue property) (LimitRowsPerGroup property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroup property) (LimitRowsPerKeyPerGroupValue property) (Map property) (MapValue property) (Partition property) (PartitionByKeys property) (Persist property) (PersistValue property) (PrivateJoin property) (PrivateJoinOnKey property) (PublicJoin property) (PublicJoinValue property) (Rename property) (RenameValue property) (ReplaceInfs property) (ReplaceInfsValue property) (ReplaceNaNs property) (ReplaceNaNsValue property) (ReplaceNulls property) (ReplaceNullsValue property) (RowsToRowsTransformation property) (RowToRowsTransformation property) (RowToRowTransformation property) (Select property) (SelectValue property) (SparkAction property) (SparkActionValue property) (Subset property) (Sum property) (SumGrouped property) (Transformation property) (TransformValue property) (Unpersist property) (UnpersistValue property) (UnwrapIfGroupedBy property) output_schema (Aggregate property) (AggregateByColumn property) (FakeAggregate property) output_spark_type (Aggregate property) (NoisyBounds property) (NoisyQuantile property) output_type (AddDiscreteGaussianNoise property) (AddGaussianNoise property) (AddGeometricNoise property) (AddLaplaceNoise property) (AddNoiseToSeries property)

P

pandas_to_spark_dataframe() (in module tmlt.core.utils.testing) PandasColumnsDescriptor (in module tmlt.core.domains.pandas_domains) PandasDataFrameDomain (class in tmlt.core.domains.pandas_domains) PandasSeriesDomain (class in tmlt.core.domains.pandas_domains) ParallelComposition (class in tmlt.core.measurements.interactive_measurements) ParallelQueryable (class in tmlt.core.measurements.interactive_measurements) parametrize() (in module tmlt.core.utils.testing) parent (PrivacyAccountant property) Partition (class in tmlt.core.transformations.spark_transformations.partition) PartitionByKeys (class in tmlt.core.transformations.spark_transformations.partition) Persist (class in tmlt.core.transformations.spark_transformations.persist) PersistValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) positive_infinity() (Arb static method) PostProcess (class in tmlt.core.measurements.postprocess) postprocess_answer (DecorateQueryable property) preprocess_query (DecorateQueryable property) print_sdf() (in module tmlt.core.utils.misc) privacy_budget (PrivacyAccountant property) (SequentialComposition property) privacy_function() (AddDiscreteGaussianNoise method) (AddGaussianNoise method) (AddGeometricNoise method) (AddLaplaceNoise method) (AddNoiseToColumn method) (AddNoiseToSeries method) (Aggregate method), [1] (AggregateByColumn method) (ApplyInPandas method) (ChainTM method) (Composition method) (DecorateQueryable method) (FakeAggregate method) (GeometricPartitionSelection method) (MakeInteractive method) (Measurement method) (NoisyBounds method) (NoisyQuantile method) (NonInteractivePostProcess method) (ParallelComposition method) (PostProcess method) (PureDPToApproxDP method) (PureDPToRhoZCDP method) (RhoZCDPToApproxDP method) (SequentialComposition method) (SparkMeasurement method)

privacy_relation() (AddDiscreteGaussianNoise method) (AddGaussianNoise method) (AddGeometricNoise method) (AddLaplaceNoise method) (AddNoiseToColumn method) (AddNoiseToSeries method) (Aggregate method), [1] (AggregateByColumn method) (ApplyInPandas method) (ChainTM method) (Composition method) (DecorateQueryable method) (FakeAggregate method) (GeometricPartitionSelection method) (MakeInteractive method) (Measurement method) (NoisyBounds method) (NoisyQuantile method) (NonInteractivePostProcess method) (ParallelComposition method) (PostProcess method) (PureDPToApproxDP method) (PureDPToRhoZCDP method) (RhoZCDPToApproxDP method) (SequentialComposition method) (SparkMeasurement method) PrivacyAccountant (class in tmlt.core.measurements.interactive_measurements) PrivacyAccountantState (class in tmlt.core.measurements.interactive_measurements) PrivacyBudget (class in tmlt.core.measures) PrivateJoin (class in tmlt.core.transformations.spark_transformations.join) PrivateJoinOnKey (class in tmlt.core.transformations.spark_transformations.join) prng() (in module tmlt.core.random.rng) project() (SparkDataFrameDomain method) public_df (PublicJoin property) PublicJoin (class in tmlt.core.transformations.spark_transformations.join) PublicJoinValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) pure_dp_measurement (PureDPToApproxDP property) (PureDPToRhoZCDP property) PureDP (class in tmlt.core.measures) PureDPBudget (class in tmlt.core.measures) PureDPToApproxDP (class in tmlt.core.measurements.converters) PureDPToRhoZCDP (class in tmlt.core.measurements.converters) PySparkTest (class in tmlt.core.utils.testing)

Q

quantile (NoisyQuantile property)

Queryable (class in tmlt.core.measurements.interactive_measurements) queue_transformation() (PrivacyAccountant method)

R

radius() (Arb method) randrange() (RNGWrapper method) (SupportsRandRange method) remove_all_temp_tables() (in module tmlt.core.utils.cleanup) Rename (class in tmlt.core.transformations.spark_transformations.rename) rename_mapping (Rename property) RenameValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) replace_map (ReplaceInfs property) (ReplaceNaNs property) (ReplaceNulls property) ReplaceInfs (class in tmlt.core.transformations.spark_transformations.nan) ReplaceInfsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) ReplaceNaNs (class in tmlt.core.transformations.spark_transformations.nan) ReplaceNaNsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) ReplaceNulls (class in tmlt.core.transformations.spark_transformations.nan) ReplaceNullsValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) RetirableQueryable (class in tmlt.core.measurements.interactive_measurements) retire() (PrivacyAccountant method) RETIRED (PrivacyAccountantState attribute)

RetireQuery (class in tmlt.core.measurements.interactive_measurements) rho (RhoZCDPBudget property) RhoZCDP (class in tmlt.core.measures) RhoZCDPBudget (class in tmlt.core.measures) RhoZCDPToApproxDP (class in tmlt.core.measurements.converters) right_key (PrivateJoin property) (PrivateJoinOnKey property) right_truncation_strategy (PrivateJoin property) right_truncation_threshold (PrivateJoin property) RNGWrapper (class in tmlt.core.utils.misc) RootSumOfSquared (class in tmlt.core.metrics) row_transformer (FlatMap property) (FlatMapByKey property) (GroupingFlatMap property) (Map property) RowsToRowsTransformation (class in tmlt.core.transformations.spark_transformations.map) RowToRowsTransformation (class in tmlt.core.transformations.spark_transformations.map) RowToRowTransformation (class in tmlt.core.transformations.spark_transformations.map) run_test_using_chi_squared_test() (in module tmlt.core.utils.testing) run_test_using_ks_test() (in module tmlt.core.utils.testing)

S

sample_dgauss() (in module tmlt.core.random.discrete_gaussian) scale (AddLaplaceNoise property) schema (PandasDataFrameDomain property) (SparkDataFrameDomain property) (SparkGroupedDataFrameDomain property) (SparkRowDomain property) Select (class in tmlt.core.transformations.spark_transformations.select) select() (GroupedDataFrame method) SelectValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) SequentialComposition (class in tmlt.core.measurements.interactive_measurements) SequentialQueryable (class in tmlt.core.measurements.interactive_measurements) setUp() (PySparkTest method) (TestComponent method) setUpClass() (PySparkTest class method) (TestComponent class method) shortDescription() (PySparkTest method) (TestComponent method) sigma_squared (AddDiscreteGaussianNoise property) (AddGaussianNoise property) size (NumpyFloatDomain attribute) (NumpyIntegerDomain attribute) (SparkFloatColumnDescriptor attribute) (SparkIntegerColumnDescriptor attribute) SIZE_TO_MIN_MAX (SparkIntegerColumnDescriptor attribute) SIZE_TO_TYPE (SparkFloatColumnDescriptor attribute) (SparkIntegerColumnDescriptor attribute) skipTest() (PySparkTest method) (TestComponent method) spark (PySparkTest property) (TestComponent property) spark_schema (SparkDataFrameDomain property) (SparkGroupedDataFrameDomain property) SparkAction (class in tmlt.core.transformations.spark_transformations.persist) SparkActionValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) SparkColumnDescriptor (class in tmlt.core.domains.spark_domains) SparkColumnsDescriptor (in module tmlt.core.domains.spark_domains) SparkDataFrameDomain (class in tmlt.core.domains.spark_domains) SparkDateColumnDescriptor (class in tmlt.core.domains.spark_domains) SparkFloatColumnDescriptor (class in tmlt.core.domains.spark_domains) SparkGroupedDataFrameDomain (class in tmlt.core.domains.spark_domains) SparkIntegerColumnDescriptor (class in tmlt.core.domains.spark_domains) SparkMeasurement (class in tmlt.core.measurements.spark_measurements) SparkRowDomain (class in tmlt.core.domains.spark_domains) SparkStringColumnDescriptor (class in tmlt.core.domains.spark_domains) SparkTimestampColumnDescriptor (class in tmlt.core.domains.spark_domains) split() (PrivacyAccountant method) splits (NoisyBounds property) square_root_gaussian_inverse_cdf() (in module tmlt.core.utils.prdp) square_root_gaussian_mechanism() (in module tmlt.core.utils.prdp) square_root_transformation_mechanism() (in module tmlt.core.utils.prdp) stability (PublicJoin property) stability_function() (AddUniqueColumn method) (AugmentDictTransformation method) (ChainTT method) (Count method) (CountDistinct method) (CountDistinctGrouped method) (CountGrouped method) (CreateDictFromValue method) (DropInfs method) (DropInfsValue method) (DropNaNs method) (DropNaNsValue method) (DropNulls method) (DropNullsValue method) (Filter method) (FilterValue method) (FlatMap method) (FlatMapByKey method) (FlatMapByKeyValue method) (FlatMapValue method) (GetValue method) (GroupBy method) (GroupingFlatMap method) (HammingDistanceToSymmetricDifference method) (Identity method) (LimitKeysPerGroup method) (LimitKeysPerGroupValue method) (LimitRowsPerGroup method) (LimitRowsPerGroupValue method) (LimitRowsPerKeyPerGroup method) (LimitRowsPerKeyPerGroupValue method) (Map method) (MapValue method) (Partition method) (PartitionByKeys method) (Persist method) (PersistValue method) (PrivateJoin method) (PrivateJoinOnKey method) (PublicJoin method) (PublicJoinValue method) (Rename method) (RenameValue method) (ReplaceInfs method) (ReplaceInfsValue method) (ReplaceNaNs method) (ReplaceNaNsValue method) (ReplaceNulls method) (ReplaceNullsValue method) (RowsToRowsTransformation method) (RowToRowsTransformation method) (RowToRowTransformation method) (Select method) (SelectValue method) (SparkAction method) (SparkActionValue method) (Subset method) (Sum method) (SumGrouped method) (Transformation method) (TransformValue method) (Unpersist method) (UnpersistValue method) (UnwrapIfGroupedBy method)

stability_relation() (AddUniqueColumn method) (AugmentDictTransformation method) (ChainTT method) (Count method) (CountDistinct method) (CountDistinctGrouped method) (CountGrouped method) (CreateDictFromValue method) (DropInfs method) (DropInfsValue method) (DropNaNs method) (DropNaNsValue method) (DropNulls method) (DropNullsValue method) (Filter method) (FilterValue method) (FlatMap method) (FlatMapByKey method) (FlatMapByKeyValue method) (FlatMapValue method) (GetValue method) (GroupBy method) (GroupingFlatMap method) (HammingDistanceToSymmetricDifference method) (Identity method) (LimitKeysPerGroup method) (LimitKeysPerGroupValue method) (LimitRowsPerGroup method) (LimitRowsPerGroupValue method) (LimitRowsPerKeyPerGroup method) (LimitRowsPerKeyPerGroupValue method) (Map method) (MapValue method) (Partition method) (PartitionByKeys method) (Persist method) (PersistValue method) (PrivateJoin method) (PrivateJoinOnKey method) (PublicJoin method) (PublicJoinValue method) (Rename method) (RenameValue method) (ReplaceInfs method) (ReplaceInfsValue method) (ReplaceNaNs method) (ReplaceNaNsValue method) (ReplaceNulls method) (ReplaceNullsValue method) (RowsToRowsTransformation method) (RowToRowsTransformation method) (RowToRowTransformation method) (Select method) (SelectValue method) (SparkAction method) (SparkActionValue method) (Subset method) (Sum method) (SumGrouped method) (Transformation method) (TransformValue method) (Unpersist method) (UnpersistValue method) (UnwrapIfGroupedBy method) state (PrivacyAccountant property) Subset (class in tmlt.core.transformations.dictionary) subTest() (PySparkTest method) (TestComponent method) subtract() (ApproxDPBudget method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) Sum (class in tmlt.core.transformations.spark_transformations.agg) sum_column (SumGrouped property) SumGrouped (class in tmlt.core.transformations.spark_transformations.agg) SumOf (class in tmlt.core.metrics) supported_output_measure() (NoiseMechanism method) supports_domain() (AbsoluteDifference method) (AddRemoveKeys method) (AggregationMetric method) (DictMetric method) (ExactNumberMetric method) (HammingDistance method) (IfGroupedBy method) (Metric method) (NullMetric method) (OnColumn method) (OnColumns method) (RootSumOfSquared method) (SumOf method) (SymmetricDifference method) SupportsRandRange (class in tmlt.core.random.discrete_gaussian) suppress_py4j_logging() (PySparkTest class method) (TestComponent class method) SymmetricDifference (class in tmlt.core.metrics)

T

tearDown() (PySparkTest method) (TestComponent method) tearDownClass() (PySparkTest class method) (TestComponent class method) temp_db_name() (Config class method) TestComponent (class in tmlt.core.utils.testing) threshold (GeometricPartitionSelection property) (LimitKeysPerGroup property) (LimitRowsPerGroup property) (LimitRowsPerKeyPerGroup property) threshold_fraction (NoisyBounds property) tmlt.core module tmlt.core.domains module tmlt.core.domains.base module tmlt.core.domains.collections module tmlt.core.domains.numpy_domains module tmlt.core.domains.pandas_domains module tmlt.core.domains.spark_domains module tmlt.core.exceptions module tmlt.core.measurements module tmlt.core.measurements.aggregations module tmlt.core.measurements.base module tmlt.core.measurements.chaining module tmlt.core.measurements.composition module tmlt.core.measurements.converters module tmlt.core.measurements.interactive_measurements module tmlt.core.measurements.noise_mechanisms module tmlt.core.measurements.pandas_measurements module tmlt.core.measurements.pandas_measurements.dataframe module tmlt.core.measurements.pandas_measurements.series module tmlt.core.measurements.postprocess module tmlt.core.measurements.spark_measurements module tmlt.core.measures module tmlt.core.metrics module tmlt.core.random module tmlt.core.random.continuous_gaussian module tmlt.core.random.discrete_gaussian module tmlt.core.random.inverse_cdf module tmlt.core.random.laplace module tmlt.core.random.rng module tmlt.core.random.uniform module tmlt.core.transformations module tmlt.core.transformations.base module tmlt.core.transformations.chaining module tmlt.core.transformations.converters module tmlt.core.transformations.dictionary module tmlt.core.transformations.identity module tmlt.core.transformations.spark_transformations module tmlt.core.transformations.spark_transformations.add_remove_keys module tmlt.core.transformations.spark_transformations.agg module tmlt.core.transformations.spark_transformations.filter module tmlt.core.transformations.spark_transformations.groupby module

tmlt.core.transformations.spark_transformations.id module tmlt.core.transformations.spark_transformations.join module tmlt.core.transformations.spark_transformations.map module tmlt.core.transformations.spark_transformations.nan module tmlt.core.transformations.spark_transformations.partition module tmlt.core.transformations.spark_transformations.persist module tmlt.core.transformations.spark_transformations.rename module tmlt.core.transformations.spark_transformations.select module tmlt.core.transformations.spark_transformations.truncation module tmlt.core.utils module tmlt.core.utils.arb module tmlt.core.utils.cleanup module tmlt.core.utils.configuration module tmlt.core.utils.distributions module tmlt.core.utils.exact_number module tmlt.core.utils.grouped_dataframe module tmlt.core.utils.join module tmlt.core.utils.misc module tmlt.core.utils.parameters module tmlt.core.utils.prdp module tmlt.core.utils.testing module tmlt.core.utils.truncation module tmlt.core.utils.type_utils module tmlt.core.utils.validation module to_float() (Arb method) (ExactNumber method) to_numpy_domain() (SparkColumnDescriptor method) (SparkDateColumnDescriptor method) (SparkFloatColumnDescriptor method) (SparkIntegerColumnDescriptor method) (SparkStringColumnDescriptor method) (SparkTimestampColumnDescriptor method) transform_in_place() (PrivacyAccountant method) transformation (ChainTM property) Transformation (class in tmlt.core.transformations.base) transformation (DropInfsValue property) (DropNaNsValue property) (DropNullsValue property) (FilterValue property) (FlatMapByKeyValue property) (FlatMapValue property) (LimitKeysPerGroupValue property) (LimitRowsPerGroupValue property) (LimitRowsPerKeyPerGroupValue property) (MapValue property) (PersistValue property) (PublicJoinValue property) (RenameValue property) (ReplaceInfsValue property) (ReplaceNaNsValue property) (ReplaceNullsValue property) (SelectValue property) (SparkActionValue property) (TransformationQuery attribute) (TransformValue property) (UnpersistValue property) transformation1 (ChainTT property) transformation2 (ChainTT property) TransformationQuery (class in tmlt.core.measurements.interactive_measurements) TransformValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) TRUNCATE (TruncationStrategy attribute) truncate_large_groups() (in module tmlt.core.utils.truncation) truncation_strategy_stability() (PrivateJoin static method) TruncationStrategy (class in tmlt.core.transformations.spark_transformations.join) trusted_f (RowsToRowsTransformation property) (RowToRowsTransformation property) (RowToRowTransformation property)

U

uniform() (in module tmlt.core.random.uniform) uniform_inverse_cdf() (in module tmlt.core.random.uniform) Unpersist (class in tmlt.core.transformations.spark_transformations.persist) UnpersistValue (class in tmlt.core.transformations.spark_transformations.add_remove_keys) UnsupportedCombinationError UnsupportedDomainError UnsupportedMeasureError UnsupportedMetricError

UnsupportedNoiseMechanismError UnsupportedSympyExprError UnwrapIfGroupedBy (class in tmlt.core.transformations.converters) upper (FixedGroupDataSet property) (NoisyQuantile property) (Sum property) (SumGrouped property) upper() (Arb method) use_l2 (GroupBy property)

V

valid_py_value() (SparkColumnDescriptor method) (SparkDateColumnDescriptor method) (SparkFloatColumnDescriptor method) (SparkIntegerColumnDescriptor method) (SparkStringColumnDescriptor method) (SparkTimestampColumnDescriptor method) validate() (AbsoluteDifference method) (AddRemoveKeys method) (AggregationMetric method) (ApproxDP method) (DictDomain method) (DictMetric method) (Domain method) (ExactNumberMetric method) (HammingDistance method) (IfGroupedBy method) (ListDomain method) (Measure method) (Metric method) (NullMetric method) (NumpyDomain method) (NumpyFloatDomain method) (NumpyIntegerDomain method) (NumpyStringDomain method) (OnColumn method) (OnColumns method) (PandasDataFrameDomain method) (PandasSeriesDomain method) (PureDP method) (RhoZCDP method) (RootSumOfSquared method) (SparkDataFrameDomain method) (SparkGroupedDataFrameDomain method) (SparkRowDomain method) (SumOf method) (SymmetricDifference method)

validate_column() (SparkColumnDescriptor method) (SparkDateColumnDescriptor method) (SparkFloatColumnDescriptor method) (SparkIntegerColumnDescriptor method) (SparkStringColumnDescriptor method) (SparkTimestampColumnDescriptor method) validate_exact_number() (in module tmlt.core.utils.validation) validate_groupby_domains() (in module tmlt.core.utils.validation) value (ApproxDPBudget property) (OutOfDomainError attribute) (PrivacyBudget property) (PureDPBudget property) (RhoZCDPBudget property) value() (NoiseMechanism method) (PrivacyAccountantState method) (TruncationStrategy method)

W

WAITING_FOR_CHILDREN (PrivacyAccountantState attribute)

WAITING_FOR_SIBLING (PrivacyAccountantState attribute)

Z

zcdp_measurement (RhoZCDPToApproxDP property)