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Installation
Tumult Analytics
Tumult Synthetics
Tumult Tune
Deployment
Release notes
GitLab
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Tumult Platform
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Installation
Tumult Analytics
Tutorials
First steps with Tumult Analytics
Working with privacy budgets
Numerical aggregations
Group-by queries
Simple transformations
Working with privacy IDs
Doing more with privacy IDs
Topic guides
Tumult Analytics’ privacy promise
Working with Sessions
Privacy budget fundamentals
Understanding sensitivity
Nulls, NaNs, and infinite values
API reference
Specifying privacy guarantees
Session
Session.from_dataframe
Session.Builder
ProtectedChange
AddOneRow
AddMaxRows
AddMaxRowsInMaxGroups
AddRowsWithID
PrivacyBudget
PureDPBudget
ApproxDPBudget
RhoZCDPBudget
Session.private_sources
Session.public_sources
Session.public_source_dataframes
Session.remaining_privacy_budget
Session.describe
Session.get_schema
Session.get_column_types
Session.get_grouping_column
Session.get_id_column
Session.get_id_space
Building queries
QueryBuilder
QueryBuilder.select
QueryBuilder.rename
QueryBuilder.replace_null_and_nan
QueryBuilder.drop_null_and_nan
QueryBuilder.replace_infinity
QueryBuilder.drop_infinity
QueryBuilder.filter
QueryBuilder.map
QueryBuilder.flat_map
QueryBuilder.flat_map_by_id
QueryBuilder.bin_column
BinningSpec
QueryBuilder.enforce
Constraint
MaxRowsPerID
MaxGroupsPerID
MaxRowsPerGroupPerID
QueryBuilder.join_public
QueryBuilder.join_private
QueryBuilder.groupby
KeySet
GroupedQueryBuilder
QueryBuilder.count
QueryBuilder.count_distinct
QueryBuilder.sum
QueryBuilder.average
QueryBuilder.variance
QueryBuilder.stdev
QueryBuilder.quantile
QueryBuilder.median
QueryBuilder.min
QueryBuilder.max
QueryBuilder.histogram
QueryBuilder.get_groups
QueryBuilder.get_bounds
Query
GroupbyCountQuery
GroupbyCountQuery.suppress
Session.evaluate
Session.create_view
Session.delete_view
Session.add_public_dataframe
Session.partition_and_create
Session.stop
ColumnType
ColumnDescriptor
AnalyticsDefault
Defining and using programs
SessionProgram
SessionProgram.Builder
SessionProgram.privacy_budget
SessionProgram.unprotected_inputs
SessionProgram.parameters
SessionProgram.output_types
SessionProgram.run
Configuration
Config
FeatureFlag
license_file_path_override
Utility functions and exceptions
check_installation
cleanup
remove_all_temp_tables
AnalyticsInternalError
Tumult Synthetics
Tutorial
Optimization guide
API reference
ClampingBounds
AutomaticBounds
PerGroupClampingBounds
MeasurementStrategy
FixedMarginals
AdaptiveMarginals
WeightedMarginal
Count
Sum
generate_synthetic_data
KeySetsRepository
MarginalAnswer
Tumult Tune
Tutorials
Basics of error measurement
Specifying error metrics
Tuning parameters
API reference
Tuning programs
SessionProgramTuner
SessionProgramTuner.baseline_options
baseline
SessionProgramTuner.views
View
view
SessionProgramTuner.metrics
SessionProgramTuner.Builder
Tunable
SessionProgramTuner.program
SessionProgramTuner.get_baselines
SessionProgramTuner.tunables
SessionProgramTuner.get_concrete_program
NamedValue
SessionProgramTuner.run
SessionProgramTuner.error_report
SessionProgramTuner.multi_error_report
RunOutputs
ProtectedInput
UnprotectedInput
ErrorReport
MultiErrorReport
NoPrivacySession
Measuring accuracy
QuantileAbsoluteError
MedianAbsoluteError
QuantileRelativeError
MedianRelativeError
HighRelativeErrorRate
HighRelativeErrorCount
SpuriousRate
SpuriousCount
SuppressionRate
SuppressionCount
CountDPRows
CountBaselineRows
metric
single_output_metric
joined_output_metric
Metric
SingleOutputMetric
JoinedOutputMetric
MetricResult
SingleOutputMetricResult
JoinedOutputMetricResult
Deployment
Using Tumult Analytics on AWS Glue
Using Tumult Analytics on Databricks
Spark configuration and performance
Troubleshooting
Release notes
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