Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W _ __add__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.PrivacyBudget method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.RhoZCDPBudget method) __bool__() (tmlt.analytics.FeatureFlag method) __call__() (tmlt.analytics.BinningSpec method) (tmlt.tune.JoinedOutputMetric method) (tmlt.tune.Metric method) (tmlt.tune.SingleOutputMetric method) __eq__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.BinningSpec method) (tmlt.analytics.KeySet method) (tmlt.analytics.Query method) (tmlt.tune.NoPrivacySession.Options method) __getitem__() (tmlt.analytics.KeySet method) (tmlt.synthetics.ClampingBounds method) (tmlt.synthetics.KeySetsRepository method) __hash__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.BinningSpec method) (tmlt.analytics.KeySet method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.Query method) (tmlt.analytics.RhoZCDPBudget method) __init__() (tmlt.analytics.BinningSpec method) (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) __iter__() (tmlt.tune.MultiErrorReport method) __mul__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.KeySet method) (tmlt.analytics.PrivacyBudget method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.RhoZCDPBudget method) __post_init__() (tmlt.analytics.AddMaxRows method) (tmlt.analytics.AddMaxRowsInMaxGroups method) (tmlt.analytics.AddRowsWithID method) (tmlt.analytics.MaxGroupsPerID method) (tmlt.analytics.MaxRowsPerGroupPerID method) (tmlt.analytics.MaxRowsPerID method) (tmlt.analytics.TruncationStrategy.DropExcess method) __repr__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.BinningSpec method) (tmlt.analytics.ColumnType method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.RhoZCDPBudget method) __str__() (tmlt.analytics.ColumnType method) (tmlt.analytics.FeatureFlag method) (tmlt.synthetics.Count method) (tmlt.synthetics.Sum method) __sub__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.KeySet method) (tmlt.analytics.PrivacyBudget method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.RhoZCDPBudget method) __truediv__() (tmlt.analytics.ApproxDPBudget method) (tmlt.analytics.PrivacyBudget method) (tmlt.analytics.PureDPBudget method) (tmlt.analytics.RhoZCDPBudget method) A AdaptiveMarginals (class in tmlt.synthetics) AdaptiveMarginals.Case (class in tmlt.synthetics) add_public_dataframe() (tmlt.analytics.Session method) AddMaxRows (class in tmlt.analytics) AddMaxRowsInMaxGroups (class in tmlt.analytics) AddOneRow (class in tmlt.analytics) AddRowsWithID (class in tmlt.analytics) allow_inf (tmlt.analytics.ColumnDescriptor attribute) allow_nan (tmlt.analytics.ColumnDescriptor attribute) allow_null (tmlt.analytics.ColumnDescriptor attribute) AnalyticsDefault (class in tmlt.analytics) AnalyticsInternalError answer (tmlt.synthetics.MarginalAnswer attribute) answer() (tmlt.synthetics.Count method) (tmlt.synthetics.Sum method) (tmlt.synthetics.WeightedMarginal method) ApproxDPBudget (class in tmlt.analytics) AutomaticBounds (class in tmlt.synthetics) average() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) AverageMechanism (class in tmlt.analytics) B baseline (tmlt.tune.MetricResult attribute) (tmlt.tune.SingleOutputMetric property) baseline() (in module tmlt.tune) baseline_options (tmlt.tune.SessionProgramTuner attribute) baseline_outputs (tmlt.tune.ErrorReport attribute) (tmlt.tune.RunOutputs attribute) bin_column() (tmlt.analytics.QueryBuilder method) BinningSpec (class in tmlt.analytics) bins() (tmlt.analytics.BinningSpec method) bounds_per_column (tmlt.synthetics.ClampingBounds property) budget (tmlt.synthetics.MarginalAnswer attribute) build() (tmlt.analytics.Session.Builder method) (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.NoPrivacySession.Builder method) (tmlt.tune.SessionProgramTuner.Builder method) C cache() (tmlt.analytics.KeySet method) check_installation() (in module tmlt.analytics.utils) check_join_key_uniqueness() (tmlt.tune.JoinedOutputMetric method) ClampingBounds (class in tmlt.synthetics) cleanup() (in module tmlt.analytics.utils) column_descriptor (tmlt.analytics.BinningSpec property) column_type (tmlt.analytics.ColumnDescriptor attribute) ColumnDescriptor (class in tmlt.analytics) columns (tmlt.synthetics.KeySetsRepository property) columns() (tmlt.analytics.KeySet method) ColumnType (class in tmlt.analytics) compute() (tmlt.synthetics.AdaptiveMarginals method) (tmlt.synthetics.FixedMarginals method) (tmlt.synthetics.MeasurementStrategy method) compute_high_re() (tmlt.tune.HighRelativeErrorCount method) (tmlt.tune.HighRelativeErrorRate method) compute_qae() (tmlt.tune.QuantileAbsoluteError method) compute_qre() (tmlt.tune.QuantileRelativeError method) compute_spurious_rate() (tmlt.tune.SpuriousRate method) compute_suppression_rate() (tmlt.tune.SuppressionRate method) Config (class in tmlt.analytics) Config.Features (class in tmlt.analytics) Constraint (class in tmlt.analytics) Count (class in tmlt.synthetics) count() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) count_baseline_rows() (tmlt.tune.CountBaselineRows method) count_distinct() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) count_dp_rows() (tmlt.tune.CountDPRows method) count_spurious_rows() (tmlt.tune.SpuriousCount method) count_suppressed_rows() (tmlt.tune.SuppressionCount method) CountBaselineRows (class in tmlt.tune) CountDistinctMechanism (class in tmlt.analytics) CountDPRows (class in tmlt.tune) CountMechanism (class in tmlt.analytics) create_view() (tmlt.analytics.Session method) (tmlt.tune.NoPrivacySession method) D dataframe (tmlt.synthetics.PerGroupClampingBounds property) (tmlt.tune.ProtectedInput attribute) (tmlt.tune.UnprotectedInput attribute) dataframe() (tmlt.analytics.KeySet method) (tmlt.tune.ErrorReport method) (tmlt.tune.MultiErrorReport method) dataframes() (tmlt.tune.ErrorReport method) (tmlt.tune.MultiErrorReport method) DATE (tmlt.analytics.AnalyticsDefault attribute) (tmlt.analytics.ColumnType attribute) DECIMAL (tmlt.analytics.AnalyticsDefault attribute) (tmlt.analytics.ColumnType attribute) DEFAULT (tmlt.analytics.AverageMechanism attribute) (tmlt.analytics.CountDistinctMechanism attribute) (tmlt.analytics.CountMechanism attribute) (tmlt.analytics.StdevMechanism attribute) (tmlt.analytics.SumMechanism attribute) (tmlt.analytics.VarianceMechanism attribute) delete_view() (tmlt.analytics.Session method) (tmlt.tune.NoPrivacySession method) delta (tmlt.analytics.ApproxDPBudget property) describe() (tmlt.analytics.Session method) description (tmlt.tune.Metric property) (tmlt.tune.MetricResult attribute) disable() (tmlt.analytics.FeatureFlag method) disabled() (tmlt.analytics.FeatureFlag method) discover_unknown_bounds() (tmlt.synthetics.ClampingBounds method) dp_outputs (tmlt.tune.ErrorReport attribute) (tmlt.tune.RunOutputs attribute) drop_infinity() (tmlt.analytics.QueryBuilder method) drop_null_and_nan() (tmlt.analytics.QueryBuilder method) E empty_value (tmlt.tune.Metric property) enable() (tmlt.analytics.FeatureFlag method) enabled() (tmlt.analytics.FeatureFlag method) enforce() (tmlt.analytics.QueryBuilder method) enforce_clamping_bounds (tmlt.tune.NoPrivacySession.Options property) enforce_constraints (tmlt.tune.NoPrivacySession.Options property) enforce_flat_map_truncation (tmlt.tune.NoPrivacySession.Options property) enforce_keysets (tmlt.tune.NoPrivacySession.Options property) enforce_private_join_truncation (tmlt.tune.NoPrivacySession.Options property) enforce_suppression (tmlt.tune.NoPrivacySession.Options property) epsilon (tmlt.analytics.ApproxDPBudget property) (tmlt.analytics.PureDPBudget property) error_report() (tmlt.tune.SessionProgramTuner method) ErrorReport (class in tmlt.tune) evaluate() (tmlt.analytics.Session method) (tmlt.tune.NoPrivacySession method) F FeatureFlag (class in tmlt.analytics) filter() (tmlt.analytics.KeySet method) (tmlt.analytics.QueryBuilder method) FixedMarginals (class in tmlt.synthetics) flat_map() (tmlt.analytics.QueryBuilder method) flat_map_by_id() (tmlt.analytics.QueryBuilder method) format() (tmlt.tune.ErrorReport method) format_as_dataframe() (tmlt.tune.MetricResult method) format_as_summary_row() (tmlt.tune.MetricResult method) (tmlt.tune.SingleOutputMetricResult method) from_dataframe() (tmlt.analytics.KeySet static method) (tmlt.analytics.Session class method) (tmlt.tune.NoPrivacySession class method) from_dict() (tmlt.analytics.KeySet static method) from_tuples() (tmlt.analytics.KeySet static method) func (tmlt.tune.Metric property) (tmlt.tune.View property) G GAUSSIAN (tmlt.analytics.AverageMechanism attribute) (tmlt.analytics.CountDistinctMechanism attribute) (tmlt.analytics.CountMechanism attribute) (tmlt.analytics.StdevMechanism attribute) (tmlt.analytics.SumMechanism attribute) (tmlt.analytics.VarianceMechanism attribute) generate_synthetic_data() (in module tmlt.synthetics) get_baseline() (tmlt.tune.SingleOutputMetric method) get_baselines() (tmlt.tune.SessionProgramTuner class method) get_bounds() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) get_class_type() (tmlt.analytics.Session.Builder method) (tmlt.tune.NoPrivacySession.Builder method) get_column_name_from_baselines() (tmlt.tune.Metric method) (tmlt.tune.SingleOutputMetric method) get_column_types() (tmlt.analytics.Session method) get_concrete_program() (tmlt.tune.SessionProgramTuner class method) get_grouping_column() (tmlt.analytics.Session method) get_groups() (tmlt.analytics.QueryBuilder method) get_id_column() (tmlt.analytics.Session method) get_id_space() (tmlt.analytics.Session method) get_output() (tmlt.tune.SingleOutputMetric method) get_parameter_values() (tmlt.tune.JoinedOutputMetric method) (tmlt.tune.Metric method) (tmlt.tune.SingleOutputMetric method) get_schema() (tmlt.analytics.Session method) groupby() (tmlt.analytics.QueryBuilder method) groupby_columns (tmlt.synthetics.AutomaticBounds property) (tmlt.synthetics.PerGroupClampingBounds property) GroupbyCountQuery (class in tmlt.analytics) GroupedQueryBuilder (class in tmlt.analytics) grouping_column (tmlt.analytics.AddMaxRowsInMaxGroups attribute) (tmlt.analytics.MaxGroupsPerID attribute) (tmlt.analytics.MaxRowsPerGroupPerID attribute) grouping_columns (tmlt.tune.Metric property) (tmlt.tune.MetricResult attribute) H high_column_name (tmlt.synthetics.AutomaticBounds property) (tmlt.synthetics.PerGroupClampingBounds property) HighRelativeErrorCount (class in tmlt.tune) HighRelativeErrorRate (class in tmlt.tune) histogram() (tmlt.analytics.QueryBuilder method) I id_column (tmlt.analytics.AddRowsWithID attribute) id_space (tmlt.analytics.AddRowsWithID attribute) indicator_column_name (tmlt.tune.JoinedOutputMetric property) inf() (tmlt.analytics.ApproxDPBudget class method) (tmlt.analytics.PrivacyBudget class method) (tmlt.analytics.PureDPBudget class method) (tmlt.analytics.RhoZCDPBudget class method) input_type (tmlt.analytics.BinningSpec property) INTEGER (tmlt.analytics.AnalyticsDefault attribute) (tmlt.analytics.ColumnType attribute) is_equivalent() (tmlt.analytics.KeySet method) is_infinite (tmlt.analytics.ApproxDPBudget property) (tmlt.analytics.PrivacyBudget property) (tmlt.analytics.PureDPBudget property) (tmlt.analytics.RhoZCDPBudget property) J join() (tmlt.analytics.KeySet method) (tmlt.synthetics.KeySetsRepository method) join_columns (tmlt.tune.JoinedOutputMetric property) join_private() (tmlt.analytics.QueryBuilder method) join_public() (tmlt.analytics.QueryBuilder method) joined_output_metric() (in module tmlt.tune) JoinedOutputMetric (class in tmlt.tune) JoinedOutputMetricResult (class in tmlt.tune) K KeySet (class in tmlt.analytics) KeySetsRepository (class in tmlt.synthetics) L LAPLACE (tmlt.analytics.AverageMechanism attribute) (tmlt.analytics.CountDistinctMechanism attribute) (tmlt.analytics.CountMechanism attribute) (tmlt.analytics.StdevMechanism attribute) (tmlt.analytics.SumMechanism attribute) (tmlt.analytics.VarianceMechanism attribute) license_file_path_override (in module tmlt.cfg.analytics) low_column_name (tmlt.synthetics.AutomaticBounds property) (tmlt.synthetics.PerGroupClampingBounds property) M map() (tmlt.analytics.QueryBuilder method) marginal (tmlt.synthetics.MarginalAnswer attribute) MarginalAnswer (class in tmlt.synthetics) max (tmlt.analytics.MaxGroupsPerID attribute) (tmlt.analytics.MaxRowsPerGroupPerID attribute) (tmlt.analytics.MaxRowsPerID attribute) max() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) max_groups (tmlt.analytics.AddMaxRowsInMaxGroups attribute) max_rows (tmlt.analytics.AddMaxRows attribute) (tmlt.analytics.AddOneRow attribute) (tmlt.analytics.TruncationStrategy.DropExcess attribute) max_rows_per_group (tmlt.analytics.AddMaxRowsInMaxGroups attribute) MaxGroupsPerID (class in tmlt.analytics) MaxRowsPerGroupPerID (class in tmlt.analytics) MaxRowsPerID (class in tmlt.analytics) measure_column (tmlt.tune.Metric property) (tmlt.tune.MetricResult attribute) MeasurementStrategy (class in tmlt.synthetics) median() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) MedianAbsoluteError (class in tmlt.tune) MedianRelativeError (class in tmlt.tune) Metric (class in tmlt.tune) metric() (in module tmlt.tune) metric_function_inputs_empty() (tmlt.tune.JoinedOutputMetric method) (tmlt.tune.Metric method) (tmlt.tune.SingleOutputMetric method) metric_results (tmlt.tune.ErrorReport attribute) MetricResult (class in tmlt.tune) metrics (tmlt.tune.SessionProgramTuner attribute) min() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) multi_error_report() (tmlt.tune.SessionProgramTuner method) MultiErrorReport (class in tmlt.tune) N name (tmlt.tune.Metric property) (tmlt.tune.MetricResult attribute) (tmlt.tune.NamedValue attribute) (tmlt.tune.ProtectedInput attribute) (tmlt.tune.Tunable attribute) (tmlt.tune.UnprotectedInput attribute) (tmlt.tune.View property) NamedValue (class in tmlt.tune) noise_scale (tmlt.synthetics.MarginalAnswer attribute) NoPrivacySession (class in tmlt.tune) NoPrivacySession.Builder (class in tmlt.tune) NoPrivacySession.Options (class in tmlt.tune) O optional_func_parameters() (tmlt.tune.Metric method) options (tmlt.tune.NoPrivacySession property) output (tmlt.tune.MetricResult attribute) (tmlt.tune.SingleOutputMetric property) output_column (tmlt.synthetics.Count property) (tmlt.synthetics.Sum property) (tmlt.synthetics.WeightedMarginal property) output_types() (tmlt.analytics.SessionProgram class method) P parameters (tmlt.analytics.SessionProgram property) (tmlt.tune.ErrorReport attribute) partition_and_create() (tmlt.analytics.Session method) (tmlt.tune.NoPrivacySession method) PerGroupClampingBounds (class in tmlt.synthetics) privacy_budget (tmlt.analytics.SessionProgram property) (tmlt.tune.ErrorReport attribute) PrivacyBudget (class in tmlt.analytics) private_sources (tmlt.analytics.Session property) program (tmlt.tune.SessionProgramTuner attribute) protected_change (tmlt.tune.ProtectedInput attribute) protected_inputs (tmlt.tune.ErrorReport attribute) ProtectedChange (class in tmlt.analytics) ProtectedInput (class in tmlt.tune) public_source_dataframes (tmlt.analytics.Session property) public_sources (tmlt.analytics.Session property) PureDPBudget (class in tmlt.analytics) Q quantile (tmlt.tune.QuantileAbsoluteError property) (tmlt.tune.QuantileRelativeError property) quantile() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) QuantileAbsoluteError (class in tmlt.tune) QuantileRelativeError (class in tmlt.tune) Query (class in tmlt.analytics) QueryBuilder (class in tmlt.analytics) R raise_if_disabled() (tmlt.analytics.FeatureFlag method) relative_error_threshold (tmlt.tune.HighRelativeErrorCount property) (tmlt.tune.HighRelativeErrorRate property) remaining_privacy_budget (tmlt.analytics.Session property) (tmlt.tune.NoPrivacySession property) remove_all_temp_tables() (in module tmlt.analytics.utils) rename() (tmlt.analytics.QueryBuilder method) replace_infinity() (tmlt.analytics.QueryBuilder method) replace_null_and_nan() (tmlt.analytics.QueryBuilder method) reports (tmlt.tune.MultiErrorReport property) required_func_parameters() (tmlt.tune.JoinedOutputMetric method) (tmlt.tune.Metric method) (tmlt.tune.SingleOutputMetric method) reset() (tmlt.analytics.FeatureFlag method) result_column_name() (tmlt.tune.MetricResult method) (tmlt.tune.SingleOutputMetricResult method) rho (tmlt.analytics.RhoZCDPBudget property) RhoZCDPBudget (class in tmlt.analytics) run() (tmlt.analytics.SessionProgram method) (tmlt.tune.SessionProgramTuner method) RunOutputs (class in tmlt.tune) S schema() (tmlt.analytics.KeySet method) select() (tmlt.analytics.QueryBuilder method) Session (class in tmlt.analytics) Session.Builder (class in tmlt.analytics) session_interaction() (tmlt.analytics.SessionProgram method) SessionProgram (class in tmlt.analytics) SessionProgram.Builder (class in tmlt.analytics) SessionProgram.Outputs (class in tmlt.analytics) SessionProgram.Parameters (class in tmlt.analytics) SessionProgram.ProtectedInputs (class in tmlt.analytics) SessionProgram.UnprotectedInputs (class in tmlt.analytics) SessionProgramTuner (class in tmlt.tune) SessionProgramTuner.Builder (class in tmlt.tune) show() (tmlt.tune.ErrorReport method) single_output_metric() (in module tmlt.tune) SingleOutputMetric (class in tmlt.tune) SingleOutputMetricResult (class in tmlt.tune) size() (tmlt.analytics.KeySet method) SpuriousCount (class in tmlt.tune) SpuriousRate (class in tmlt.tune) stdev() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) StdevMechanism (class in tmlt.analytics) stop() (tmlt.analytics.Session method) (tmlt.tune.NoPrivacySession method) Sum (class in tmlt.synthetics) sum() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) SumMechanism (class in tmlt.analytics) suppress() (tmlt.analytics.GroupbyCountQuery method) SuppressionCount (class in tmlt.tune) SuppressionRate (class in tmlt.tune) T TIMESTAMP (tmlt.analytics.AnalyticsDefault attribute) (tmlt.analytics.ColumnType attribute) TruncationStrategy (class in tmlt.analytics) TruncationStrategy.DropExcess (class in tmlt.analytics) TruncationStrategy.DropNonUnique (class in tmlt.analytics) TruncationStrategy.Type (class in tmlt.analytics) Tunable (class in tmlt.tune) tunable_values (tmlt.tune.ErrorReport attribute) (tmlt.tune.RunOutputs attribute) tunables (tmlt.tune.SessionProgramTuner property) U uncache() (tmlt.analytics.KeySet method) unprotected_inputs (tmlt.analytics.SessionProgram property) (tmlt.tune.ErrorReport attribute) UnprotectedInput (class in tmlt.tune) V validate_result() (tmlt.tune.Metric method) value (tmlt.analytics.ApproxDPBudget property) (tmlt.analytics.PrivacyBudget property) (tmlt.analytics.PureDPBudget property) (tmlt.analytics.RhoZCDPBudget property) (tmlt.tune.MetricResult attribute) (tmlt.tune.NamedValue attribute) VARCHAR (tmlt.analytics.AnalyticsDefault attribute) (tmlt.analytics.ColumnType attribute) variance() (tmlt.analytics.GroupedQueryBuilder method) (tmlt.analytics.QueryBuilder method) VarianceMechanism (class in tmlt.analytics) View (class in tmlt.tune) view() (in module tmlt.tune) views (tmlt.tune.SessionProgramTuner attribute) W weight (tmlt.synthetics.AdaptiveMarginals property) (tmlt.synthetics.AutomaticBounds property) (tmlt.synthetics.ClampingBounds property) (tmlt.synthetics.FixedMarginals property) (tmlt.synthetics.MeasurementStrategy property) WeightedMarginal (class in tmlt.synthetics) with_cache() (tmlt.tune.SessionProgramTuner.Builder method) with_id_space() (tmlt.analytics.Session.Builder method) (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.SessionProgramTuner.Builder method) with_parameter() (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.SessionProgramTuner.Builder method) with_privacy_budget() (tmlt.analytics.Session.Builder method) (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.NoPrivacySession.Builder method) (tmlt.tune.SessionProgramTuner.Builder method) with_private_dataframe() (tmlt.analytics.Session.Builder method) (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.SessionProgramTuner.Builder method) with_public_dataframe() (tmlt.analytics.Session.Builder method) (tmlt.analytics.SessionProgram.Builder method) (tmlt.tune.SessionProgramTuner.Builder method)
