Index

_

__add__() (ApproxDPBudget method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) __call__() (BinningSpec method) (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) __eq__() (ApproxDPBudget method) (BinningSpec method) (GroupbyCountQuery method) (KeySet method) (NoPrivacySession.Options method) (Query method) __getitem__() (ClampingBounds method) (KeySet method) (KeySetsRepository method) __init__() (AdaptiveMarginals method) (ApproxDPBudget method) (AutomaticBounds method) (BinningSpec method) (ClampingBounds method) (Count method) (CountBaselineRows method) (CountReleasedRows method) (FixedMarginals method) (GroupedQueryBuilder method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (KeySetsRepository method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (MultiErrorReport method) (PerGroupClampingBounds method) (PureDPBudget method) (QuantileAbsoluteError method) (QuantileRelativeError method) (QueryBuilder method) (RhoZCDPBudget method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (Sum method) (SuppressionCount method) (SuppressionRate method) (View method) (WeightedMarginal method)

__iter__() (MultiErrorReport method) __mul__() (ApproxDPBudget method) (KeySet method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) __sub__() (ApproxDPBudget method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method) __truediv__() (ApproxDPBudget method) (PrivacyBudget method) (PureDPBudget method) (RhoZCDPBudget method)

A

AdaptiveMarginals (class in tmlt.analytics.synthetics) AdaptiveMarginals.Case (class in tmlt.analytics.synthetics) add_public_dataframe() (NoPrivacySession method) (Session method) AddMaxRows (class in tmlt.analytics.protected_change) AddMaxRowsInMaxGroups (class in tmlt.analytics.protected_change) AddOneRow (class in tmlt.analytics.protected_change) AddRowsWithID (class in tmlt.analytics.protected_change) allow_inf (ColumnDescriptor attribute) allow_nan (ColumnDescriptor attribute) allow_null (ColumnDescriptor attribute)

AnalyticsDefault (class in tmlt.analytics.query_builder) AnalyticsInternalError answer (MarginalAnswer attribute) answer() (Count method) (Sum method) (WeightedMarginal method) ApproxDPBudget (class in tmlt.analytics.privacy_budget) AutomaticBounds (class in tmlt.analytics.synthetics) average() (GroupedQueryBuilder method) (QueryBuilder method) AverageMechanism (class in tmlt.analytics.query_builder)

B

baseline (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (MetricResult attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

baseline() (in module tmlt.analytics.tuner) baseline_options (SessionProgramTuner attribute) baseline_outputs (ErrorReport attribute) (RunOutputs attribute) bin_column() (QueryBuilder method) BinNameT (in module tmlt.analytics.binning_spec) BinningSpec (class in tmlt.analytics.binning_spec) bins() (BinningSpec method) BinT (in module tmlt.analytics.binning_spec) bounds_per_column (ClampingBounds property) budget (MarginalAnswer attribute) build() (NoPrivacySession.Builder method) (Session.Builder method) (SessionProgram.Builder method) (SessionProgramTuner.Builder method)

C

cache() (KeySet method) check_compatibility_with_data() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) check_compatibility_with_outputs() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) check_installation() (in module tmlt.analytics.utils) check_join_key_uniqueness() (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method)

ClampingBounds (class in tmlt.analytics.synthetics) cleanup() (in module tmlt.analytics.utils) column_descriptor (BinningSpec property) column_type (ColumnDescriptor attribute) ColumnDescriptor (class in tmlt.analytics.query_builder) columns (KeySetsRepository property) columns() (KeySet method) ColumnType (class in tmlt.analytics.query_builder) compute() (AdaptiveMarginals method) (FixedMarginals method) (MeasurementStrategy method) compute_high_re() (HighRelativeErrorCount method) (HighRelativeErrorFraction method) compute_qae() (MedianAbsoluteError method) (QuantileAbsoluteError method) compute_qre() (MedianRelativeError method) (QuantileRelativeError method) compute_spurious_rate() (SpuriousRate method) compute_suppression_rate() (SuppressionRate method) Config (class in tmlt.analytics.config) config (in module tmlt.analytics.config) Config.Features (class in tmlt.analytics.config) Constraint (class in tmlt.analytics.constraints) Count (class in tmlt.analytics.synthetics) count() (GroupedQueryBuilder method) (QueryBuilder method) count_baseline_rows() (CountBaselineRows method) count_distinct() (GroupedQueryBuilder method) (QueryBuilder method) count_released_rows() (CountReleasedRows method) count_spurious_rows() (SpuriousCount method) count_suppressed_rows() (SuppressionCount method) CountBaselineRows (class in tmlt.analytics.metrics) CountDistinctMechanism (class in tmlt.analytics.query_builder) CountMechanism (class in tmlt.analytics.query_builder) CountReleasedRows (class in tmlt.analytics.metrics) create_view() (NoPrivacySession method) (Session method)

D

dataframe (PerGroupClampingBounds property) (ProtectedInput attribute) (UnprotectedInput attribute) dataframe() (ErrorReport method) (KeySet method) (MultiErrorReport method) dataframes() (ErrorReport method) (MultiErrorReport method) DATE (AnalyticsDefault attribute) (ColumnType attribute) DECIMAL (AnalyticsDefault attribute) (ColumnType attribute) DEFAULT (AverageMechanism attribute) (CountDistinctMechanism attribute) (CountMechanism attribute) (StdevMechanism attribute) (SumMechanism attribute) (VarianceMechanism attribute) delete_view() (NoPrivacySession method) (Session method) delta (ApproxDPBudget property) describe() (NoPrivacySession method) (Session method) description (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (MetricResult attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

disable() (FeatureFlag method) disabled() (FeatureFlag method) discover_unknown_bounds() (ClampingBounds method) dp_outputs (ErrorReport attribute) (RunOutputs attribute) drop_infinity() (QueryBuilder method) drop_null_and_nan() (QueryBuilder method)

E

empty_value (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

enable() (FeatureFlag method) enabled() (FeatureFlag method) enforce() (QueryBuilder method) enforce_clamping_bounds (NoPrivacySession.Options property) enforce_constraints (NoPrivacySession.Options property) enforce_flat_map_truncation (NoPrivacySession.Options property) enforce_keysets (NoPrivacySession.Options property) enforce_private_join_truncation (NoPrivacySession.Options property) enforce_suppression (NoPrivacySession.Options property) epsilon (ApproxDPBudget property) (PureDPBudget property) error_report() (SessionProgramTuner method) ErrorReport (class in tmlt.analytics.tuner) evaluate() (NoPrivacySession method) (Session method)

F

FeatureFlag (class in tmlt.analytics.config) filter() (KeySet method) (QueryBuilder method) FixedMarginals (class in tmlt.analytics.synthetics) flat_map() (QueryBuilder method) flat_map_by_id() (QueryBuilder method) format() (ErrorReport method) format_as_dataframe() (JoinedOutputMetricResult method) (MetricResult method) (SingleOutputMetricResult method) format_as_summary_row() (JoinedOutputMetricResult method) (MetricResult method) (SingleOutputMetricResult method) from_dataframe() (KeySet class method) (NoPrivacySession class method) (Session class method) from_dict() (KeySet class method)

from_tuples() (KeySet class method) func (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property) (View property)

G

GAUSSIAN (AverageMechanism attribute) (CountDistinctMechanism attribute) (CountMechanism attribute) (StdevMechanism attribute) (SumMechanism attribute) (VarianceMechanism attribute) generate_synthetic_data() (in module tmlt.analytics.synthetics) get_baseline() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) get_baselines() (SessionProgramTuner class method) get_bounds() (GroupedQueryBuilder method) (QueryBuilder method) get_class_type() (NoPrivacySession.Builder method) (Session.Builder method) get_column_name_from_baselines() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) get_column_types() (NoPrivacySession method) (Session method) get_concrete_program() (SessionProgramTuner class method) get_grouping_column() (NoPrivacySession method) (Session method) get_groups() (QueryBuilder method) get_id_column() (NoPrivacySession method) (Session method) get_id_space() (NoPrivacySession method) (Session method) get_output() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method)

get_parameter_values() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) get_schema() (NoPrivacySession method) (Session method) groupby() (QueryBuilder method) groupby_columns (AutomaticBounds property) (PerGroupClampingBounds property) GroupbyCountQuery (class in tmlt.analytics.query_builder) GroupedQueryBuilder (class in tmlt.analytics.query_builder) grouping_column (AddMaxRowsInMaxGroups attribute) (MaxGroupsPerID attribute) (MaxRowsPerGroupPerID attribute) grouping_columns (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (MetricResult attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

H

high_column_name (AutomaticBounds property) (PerGroupClampingBounds property)

HighRelativeErrorCount (class in tmlt.analytics.metrics) HighRelativeErrorFraction (class in tmlt.analytics.metrics) histogram() (QueryBuilder method)

I

id_column (AddRowsWithID attribute) id_space (AddRowsWithID attribute) indicator_column_name (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (MedianAbsoluteError property) (MedianRelativeError property) (QuantileAbsoluteError property) (QuantileRelativeError property) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

inf() (ApproxDPBudget class method) (PrivacyBudget class method) (PureDPBudget class method) (RhoZCDPBudget class method) input_type (BinningSpec property) INTEGER (AnalyticsDefault attribute) (ColumnType attribute) is_infinite (ApproxDPBudget property) (PrivacyBudget property) (PureDPBudget property) (RhoZCDPBudget property)

J

join() (KeySetsRepository method) join_columns (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (MedianAbsoluteError property) (MedianRelativeError property) (QuantileAbsoluteError property) (QuantileRelativeError property) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

join_private() (QueryBuilder method) join_public() (QueryBuilder method) joined_output_metric() (in module tmlt.analytics.tuner) JoinedOutputMetric (class in tmlt.analytics.metrics) JoinedOutputMetricResult (class in tmlt.analytics.metrics)

K

KeySet (class in tmlt.analytics.keyset)

KeySetsRepository (class in tmlt.analytics.synthetics)

L

LAPLACE (AverageMechanism attribute) (CountDistinctMechanism attribute) (CountMechanism attribute) (StdevMechanism attribute) (SumMechanism attribute) (VarianceMechanism attribute)

license_file_path_override (in module tmlt.cfg.analytics) low_column_name (AutomaticBounds property) (PerGroupClampingBounds property) LOW_SIZE (in module tmlt.analytics.keyset)

M

map() (QueryBuilder method) marginal (MarginalAnswer attribute) MarginalAnswer (class in tmlt.analytics.synthetics) max (MaxGroupsPerID attribute) (MaxRowsPerGroupPerID attribute) (MaxRowsPerID attribute) max() (GroupedQueryBuilder method) (QueryBuilder method) max_groups (AddMaxRowsInMaxGroups attribute) max_rows (AddMaxRows attribute) (AddOneRow attribute) (TruncationStrategy.DropExcess attribute) max_rows_per_group (AddMaxRowsInMaxGroups attribute) MaxGroupsPerID (class in tmlt.analytics.constraints) MaxRowsPerGroupPerID (class in tmlt.analytics.constraints) MaxRowsPerID (class in tmlt.analytics.constraints) measure_column (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (MetricResult attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property) MeasurementStrategy (class in tmlt.analytics.synthetics) median() (GroupedQueryBuilder method) (QueryBuilder method) MedianAbsoluteError (class in tmlt.analytics.metrics) MedianRelativeError (class in tmlt.analytics.metrics) Metric (class in tmlt.analytics.metrics)

metric() (in module tmlt.analytics.tuner) metric_function_inputs_empty() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) metric_results (ErrorReport attribute) MetricResult (class in tmlt.analytics.metrics) metrics (SessionProgramTuner attribute) min() (GroupedQueryBuilder method) (QueryBuilder method) module tmlt.analytics tmlt.analytics.binning_spec tmlt.analytics.config tmlt.analytics.constraints tmlt.analytics.keyset tmlt.analytics.metrics tmlt.analytics.no_privacy_session tmlt.analytics.privacy_budget tmlt.analytics.program tmlt.analytics.protected_change tmlt.analytics.query_builder tmlt.analytics.session tmlt.analytics.synthetics tmlt.analytics.truncation_strategy tmlt.analytics.tuner tmlt.analytics.utils tmlt.cfg.analytics multi_error_report() (SessionProgramTuner method) MultiErrorReport (class in tmlt.analytics.tuner)

N

name (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (Metric property) (MetricResult attribute) (NamedValue attribute) (ProtectedInput attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property) (Tunable attribute) (UnprotectedInput attribute) (View property)

NamedValue (class in tmlt.analytics.program) noise_scale (MarginalAnswer attribute) NoPrivacySession (class in tmlt.analytics.no_privacy_session) NoPrivacySession.Builder (class in tmlt.analytics.no_privacy_session) NoPrivacySession.Options (class in tmlt.analytics.no_privacy_session)

O

optional_func_parameters() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method) options (NoPrivacySession property) output (CountBaselineRows property) (CountReleasedRows property) (HighRelativeErrorCount property) (HighRelativeErrorFraction property) (JoinedOutputMetric property) (JoinedOutputMetricResult attribute) (MedianAbsoluteError property) (MedianRelativeError property) (MetricResult attribute) (QuantileAbsoluteError property) (QuantileRelativeError property) (SingleOutputMetric property) (SingleOutputMetricResult attribute) (SpuriousCount property) (SpuriousRate property) (SuppressionCount property) (SuppressionRate property)

output_column (Count property) (Sum property) (WeightedMarginal property) output_types() (SessionProgram class method)

P

parameters (ErrorReport attribute) (SessionProgram property) partition_and_create() (NoPrivacySession method) (Session method) PerGroupClampingBounds (class in tmlt.analytics.synthetics) privacy_budget (ErrorReport attribute) (SessionProgram property) PrivacyBudget (class in tmlt.analytics.privacy_budget) private_sources (NoPrivacySession property) (Session property)

program (SessionProgramTuner attribute) protected_change (ProtectedInput attribute) protected_inputs (ErrorReport attribute) ProtectedChange (class in tmlt.analytics.protected_change) ProtectedInput (class in tmlt.analytics.tuner) public_source_dataframes (NoPrivacySession property) (Session property) public_sources (NoPrivacySession property) (Session property) PureDPBudget (class in tmlt.analytics.privacy_budget)

Q

quantile (MedianAbsoluteError property) (MedianRelativeError property) (QuantileAbsoluteError property) (QuantileRelativeError property) quantile() (GroupedQueryBuilder method) (QueryBuilder method)

QuantileAbsoluteError (class in tmlt.analytics.metrics) QuantileRelativeError (class in tmlt.analytics.metrics) Query (class in tmlt.analytics.query_builder) QueryBuilder (class in tmlt.analytics.query_builder)

R

raise_if_disabled() (FeatureFlag method) relative_error_threshold (HighRelativeErrorCount property) (HighRelativeErrorFraction property) remaining_privacy_budget (NoPrivacySession property) (Session property) remove_all_temp_tables() (in module tmlt.analytics.utils) rename() (QueryBuilder method) replace_infinity() (QueryBuilder method) replace_null_and_nan() (QueryBuilder method) reports (MultiErrorReport property) required_func_parameters() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method)

reset() (FeatureFlag method) result_column_name() (JoinedOutputMetricResult method) (MetricResult method) (SingleOutputMetricResult method) rho (RhoZCDPBudget property) RhoZCDPBudget (class in tmlt.analytics.privacy_budget) Row (in module tmlt.analytics.query_builder) run() (SessionProgram method) (SessionProgramTuner method) RunOutputs (class in tmlt.analytics.tuner)

S

schema() (KeySet method) select() (QueryBuilder method) Session (class in tmlt.analytics.session) Session.Builder (class in tmlt.analytics.session) session_interaction() (SessionProgram method) SessionProgram (class in tmlt.analytics.program) SessionProgram.Builder (class in tmlt.analytics.program) SessionProgram.Outputs (class in tmlt.analytics.program) SessionProgram.Parameters (class in tmlt.analytics.program) SessionProgram.ProtectedInputs (class in tmlt.analytics.program) SessionProgram.UnprotectedInputs (class in tmlt.analytics.program) SessionProgramTuner (class in tmlt.analytics.tuner) SessionProgramTuner.Builder (class in tmlt.analytics.tuner) show() (ErrorReport method) simplify_constraints() (in module tmlt.analytics.constraints) single_output_metric() (in module tmlt.analytics.tuner) SingleOutputMetric (class in tmlt.analytics.metrics)

SingleOutputMetricResult (class in tmlt.analytics.metrics) size() (KeySet method) SpuriousCount (class in tmlt.analytics.metrics) SpuriousRate (class in tmlt.analytics.metrics) stdev() (GroupedQueryBuilder method) (QueryBuilder method) StdevMechanism (class in tmlt.analytics.query_builder) stop() (NoPrivacySession method) (Session method) Sum (class in tmlt.analytics.synthetics) sum() (GroupedQueryBuilder method) (QueryBuilder method) SumMechanism (class in tmlt.analytics.query_builder) SUPPORTED_SPARK_TYPES (in module tmlt.analytics.session) suppress() (GroupbyCountQuery method) SuppressionCount (class in tmlt.analytics.metrics) SuppressionRate (class in tmlt.analytics.metrics)

T

TIMESTAMP (AnalyticsDefault attribute) (ColumnType attribute) tmlt.analytics module tmlt.analytics.binning_spec module tmlt.analytics.config module tmlt.analytics.constraints module tmlt.analytics.keyset module tmlt.analytics.metrics module tmlt.analytics.no_privacy_session module tmlt.analytics.privacy_budget module tmlt.analytics.program module tmlt.analytics.protected_change module

tmlt.analytics.query_builder module tmlt.analytics.session module tmlt.analytics.synthetics module tmlt.analytics.truncation_strategy module tmlt.analytics.tuner module tmlt.analytics.utils module tmlt.cfg.analytics module TruncationStrategy (class in tmlt.analytics.truncation_strategy) TruncationStrategy.DropExcess (class in tmlt.analytics.truncation_strategy) TruncationStrategy.DropNonUnique (class in tmlt.analytics.truncation_strategy) TruncationStrategy.Type (class in tmlt.analytics.truncation_strategy) Tunable (class in tmlt.analytics.tuner) tunable_values (ErrorReport attribute) (RunOutputs attribute) tunables (SessionProgramTuner property) TYPE_COERCION_MAP (in module tmlt.analytics.session)

U

uncache() (KeySet method) unprotected_inputs (ErrorReport attribute) (SessionProgram property)

UnprotectedInput (class in tmlt.analytics.tuner)

V

validate_result() (CountBaselineRows method) (CountReleasedRows method) (HighRelativeErrorCount method) (HighRelativeErrorFraction method) (JoinedOutputMetric method) (MedianAbsoluteError method) (MedianRelativeError method) (Metric method) (QuantileAbsoluteError method) (QuantileRelativeError method) (SingleOutputMetric method) (SpuriousCount method) (SpuriousRate method) (SuppressionCount method) (SuppressionRate method)

value (ApproxDPBudget property) (JoinedOutputMetricResult attribute) (MetricResult attribute) (NamedValue attribute) (PrivacyBudget property) (PureDPBudget property) (RhoZCDPBudget property) (SingleOutputMetricResult attribute) VARCHAR (AnalyticsDefault attribute) (ColumnType attribute) variance() (GroupedQueryBuilder method) (QueryBuilder method) VarianceMechanism (class in tmlt.analytics.query_builder) View (class in tmlt.analytics.tuner) view() (in module tmlt.analytics.tuner) views (SessionProgramTuner attribute)

W

weight (AdaptiveMarginals property) (AutomaticBounds property) (ClampingBounds property) (FixedMarginals property) (MeasurementStrategy property) WeightedMarginal (class in tmlt.analytics.synthetics) with_cache() (SessionProgramTuner.Builder method) with_id_space() (NoPrivacySession.Builder method) (Session.Builder method) (SessionProgram.Builder method) (SessionProgramTuner.Builder method) with_parameter() (SessionProgram.Builder method) (SessionProgramTuner.Builder method)

with_privacy_budget() (NoPrivacySession.Builder method) (Session.Builder method) (SessionProgram.Builder method) (SessionProgramTuner.Builder method) with_private_dataframe() (NoPrivacySession.Builder method) (Session.Builder method) (SessionProgram.Builder method) (SessionProgramTuner.Builder method) with_public_dataframe() (NoPrivacySession.Builder method) (Session.Builder method) (SessionProgram.Builder method) (SessionProgramTuner.Builder method)